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+Atlanta ( at-LAN-(t)ə) is the capital and most populous city in the U.S. state of Georgia. It is the seat of Fulton County, and a portion of the city extends into neighboring DeKalb County. With a population of 498,715 living within the city limits, Atlanta is the eighth most populous city in the Southeast and 38th most populous city in the United States according to the 2020 U.S. census. It is the core of the much larger Atlanta metropolitan area, which is home to more than 6.3 million people (2023 estimate), making it the sixth-largest U.S. metropolitan area. Situated among the foothills of the Appalachian Mountains at an elevation of just over 1,000 feet (300 m) above sea level, Atlanta features unique topography that includes rolling hills, lush greenery, and the densest urban tree coverage of any major city in the United States.Atlanta was originally founded as the terminus of a major state-sponsored railroad, but it soon became the convergence point among several railroads, spurring its rapid growth. The largest was the Western and Atlantic Railroad, from which the name "Atlanta" is derived, signifying the city's growing reputation as a major hub of transportation. During the American Civil War, it served a strategically important role for the Confederacy until it was captured in 1864. The city was almost entirely burned to the ground during General William T. Sherman's March to the Sea. However, the city rebounded dramatically in the post-war period and quickly became a national industrial center and the unofficial capital of the "New South". After World War II, it also became a manufacturing and technology hub. During the 1950s and 1960s, it became a major organizing center of the American Civil Rights Movement, with Martin Luther King Jr., Ralph Abernathy, and many other locals becoming prominent figures in the movement's leadership. In the modern era, Atlanta has remained a major center of transportation, with Hartsfield-Jackson International Airport becoming the world's busiest airport by passenger traffic in 1998 (a position it has held every year since, except for 2020), with an estimated 93.7 million passengers in 2022.With a nominal gross domestic product (GDP) of $473 billion in 2021, Atlanta has the eleventh largest economy of cities in the U.S. and the 22nd largest in the world. Its economy is considered diverse, with dominant sectors in industries including transportation, aerospace, logistics, healthcare, news and media operations, film and television production, information technology, finance, and biomedical research and public policy. The gentrification of some of its neighborhoods, initially spurred by the 1996 Summer Olympics, has intensified in the 21st century with the growth of the Atlanta Beltline. This has altered its demographics, politics, aesthetics, and culture.
+
+
+== History ==
+
+
+=== Native American settlements ===
+For thousands of years prior to the arrival of European settlers in North Georgia, the indigenous Creek people and their ancestors inhabited the area. Standing Peachtree, a Creek village where Peachtree Creek flows into the Chattahoochee River, was the closest Native American settlement to what is now Atlanta. Through the early 19th century, European Americans systematically encroached on the Creek of northern Georgia, forcing them out of the area from 1802 to 1825. The Creek were forced to leave the area in 1821, under Indian Removal by the federal government, and European American settlers arrived the following year. 
+
+
+=== Western and Atlantic Railroad ===
+In 1836, the Georgia General Assembly voted to build the Western and Atlantic Railroad in order to provide a link between the port of Savannah and the Midwest. The initial route was to run southward from Chattanooga to a terminus east of the Chattahoochee River, which would be linked to Savannah. After engineers surveyed various possible locations for the terminus, the "zero milepost" was driven into the ground in what is now Foundry Street, Five Points. When asked in 1837 about the future of the little village, Stephen Harriman Long, the railroad's chief engineer said the place would be good "for one tavern, a blacksmith shop, a grocery store, and nothing else". A year later, the area around the milepost had developed into a settlement, first known as Terminus, and later Thrasherville, after a local merchant who built homes and a general store in the area. By 1842, the town had six buildings and 30 residents and was renamed Marthasville to honor Governor Wilson Lumpkin's daughter Martha. Later, John Edgar Thomson, Chief Engineer of the Georgia Railroad, suggested the town be renamed Atlanta, supposedly a feminine version of the word "Atlantic", referring to the Western and Atlantic Railroad. The residents approved, and the town was incorporated as Atlanta on December 29, 1847.
+
+
+=== Civil War ===
+By 1860, Atlanta's population had grown to 9,554. During the American Civil War, the nexus of multiple railroads in Atlanta made the city a strategic hub for the distribution of military supplies.In 1864, the Union Army moved southward following the capture of Chattanooga and began its invasion of north Georgia. The region surrounding Atlanta was the location of several major army battles, culminating with the Battle of Atlanta and a four-month-long siege of the city by the Union Army under the command of General William Tecumseh Sherman. On September 1, 1864, Confederate General John Bell Hood decided to retreat from Atlanta, and he ordered the destruction of all public buildings and possible assets that could be of use to the Union Army. On the next day, Mayor James Calhoun surrendered Atlanta to the Union Army, and on September 7, Sherman ordered the city's civilian population to evacuate. On November 11, 1864, Sherman prepared for the Union Army's March to the Sea by ordering the destruction of Atlanta's remaining military assets.
+
+
+=== Reconstruction and late 19th century ===
+After the Civil War ended in 1865, Atlanta was gradually rebuilt during the Reconstruction era. The work attracted many new residents. Due to the city's superior rail transportation network, the state capital was moved from Milledgeville to Atlanta in 1868. In the 1880 Census, Atlanta had surpassed Savannah as Georgia's largest city.Beginning in the 1880s, Henry W. Grady, the editor of the Atlanta Constitution newspaper, promoted Atlanta to potential investors as a city of the "New South" that would be based upon a modern economy and less reliant on agriculture. By 1885, the founding of the Georgia School of Technology (now the Georgia Institute of Technology) and the Atlanta University Center, a consortium of historically Black colleges made up of units for men and women, had established Atlanta as a center for higher education. In 1895, Atlanta hosted the Cotton States and International Exposition, which attracted nearly 800,000 attendees and successfully promoted the New South's development to the world.
+
+
+=== 20th century ===
+During the first decades of the 20th century, Atlanta enjoyed a period of unprecedented growth. In three decades' time, Atlanta's population tripled as the city limits expanded to include nearby streetcar suburbs. The city's skyline grew taller with the construction of the Equitable, Flatiron, Empire, and Candler buildings. Sweet Auburn emerged as a center of Black commerce. The period was also marked by strife and tragedy. Increased racial tensions led to the Atlanta Race Riot of 1906, when Whites attacked Blacks, leaving at least 27 people dead and over 70 injured, with extensive damage in Black neighborhoods. In 1913, Leo Frank, a Jewish-American factory superintendent, was convicted of the murder of a 13-year-old girl in a highly publicized trial. He was sentenced to death but the governor commuted his sentence to life. An enraged and organized lynch mob took him from jail in 1915 and hanged him in Marietta. The Jewish community in Atlanta and across the country were horrified. On May 21, 1917, the Great Atlanta Fire destroyed 1,938 buildings in what is now the Old Fourth Ward, resulting in one fatality and the displacement of 10,000 people.On December 15, 1939, Atlanta hosted the premiere of Gone with the Wind, the epic film based on the best-selling novel by Atlanta's Margaret Mitchell. The gala event at Loew's Grand Theatre was attended by the film's legendary producer, David O. Selznick, and the film's stars Clark Gable, Vivien Leigh, and Olivia de Havilland, but Oscar winner Hattie McDaniel, an African-American actress, was barred from the event due to racial segregation laws.Atlanta played a vital role in the Allied effort during World War II due to the city's war-related manufacturing companies, railroad network and military bases. The defense industries attracted thousands of new residents and generated revenues, resulting in rapid population and economic growth. In the 1950s, the city's newly constructed highway system, supported by federal subsidies, allowed middle class Atlantans the ability to relocate to the suburbs. As a result, the city began to make up an ever-smaller proportion of the metropolitan area's population.
+
+
+=== Civil Rights movement ===
+African-American veterans returned from World War II seeking full rights in their country and began heightened activism. In exchange for support by that portion of the Black community that could vote, in 1948 the mayor ordered the hiring of the first eight African-American police officers in the city.Much controversy preceded the 1956 Sugar Bowl, when the Pitt Panthers, with African-American fullback Bobby Grier on the roster, met the Georgia Tech Yellow Jackets. There had been controversy over whether Grier should be allowed to play due to his race, and whether Georgia Tech should even play at all due to Georgia's Governor Marvin Griffin's opposition to racial integration. After Griffin publicly sent a telegram to the state's Board of Regents requesting Georgia Tech not to engage in racially integrated events, Georgia Tech's president Blake R. Van Leer rejected the request and threatened to resign. The game went on as planned.In the 1960s, Atlanta became a major organizing center of the civil rights movement, with Martin Luther King Jr., Ralph Abernathy, and students from Atlanta's historically Black colleges and universities playing major roles in the movement's leadership. While Atlanta in the postwar years had relatively minimal racial strife compared to other cities, Blacks were limited by discrimination, segregation, and continued disenfranchisement of most voters. In 1961, the city attempted to thwart blockbusting by realtors by erecting road barriers in Cascade Heights, countering the efforts of civic and business leaders to foster Atlanta as the "city too busy to hate."Desegregation of the public sphere came in stages, with public transportation desegregated by 1959, the restaurant at Rich's department store by 1961, movie theaters by 1963, and public schools by 1973 (nearly 20 years after the US Supreme Court ruled that segregated public schools were unconstitutional).In 1960, Whites comprised 61.7% of the city's population. During the 1950s–70s, suburbanization and White flight from urban areas led to a significant demographic shift. By 1970, African Americans were the majority of the city's population and exercised their recently enforced voting rights and political influence by electing Atlanta's first Black mayor, Maynard Jackson, in 1973. Under Mayor Jackson's tenure, Atlanta's airport was modernized, strengthening the city's role as a transportation center. The opening of the Georgia World Congress Center in 1976 further confirmed Atlanta's rise as a convention city. Construction of the city's subway system began in 1975, with rail service commencing in 1979. Despite these improvements, Atlanta lost more than 100,000 residents between 1970 and 1990, over 20% of its population. At the same time, it developed new office space after attracting numerous corporations, with an increasing portion of workers from northern areas.
+
+
+=== 1996 Summer Olympic games ===
+Atlanta was selected as the site for the 1996 Summer Olympic Games. Following the announcement, the city government undertook several major construction projects to improve Atlanta's parks, sporting venues, and transportation infrastructure; however, for the first time, none of the $1.7 billion cost of the games was governmentally funded. While the games experienced transportation and accommodation problems and, despite extra security precautions, there was the Centennial Olympic Park bombing, the spectacle was a watershed event in Atlanta's history. For the first time in Olympic history, every one of the record 197 national Olympic committees invited to compete sent athletes, sending more than 10,000 contestants participating in a record 271 events. The related projects such as Atlanta's Olympic Legacy Program and civic effort initiated a fundamental transformation of the city in the following decade.
+
+
+=== 21st century ===
+During the 2000s, the city of Atlanta underwent a profound physical, cultural, and demographic change. As some of the African American middle and upper classes also began to move to the suburbs, a booming economy drew numerous new migrants from other cities in the United States, who contributed to changes in the city's demographics. African Americans made up a decreasing portion of the population, from a high of 67% in 1990 to 54% in 2010. From 2000 to 2010, Atlanta gained 22,763 white residents, 5,142 Asian residents, and 3,095 Hispanic residents, while the city's Black population decreased by 31,678. Much of the city's demographic change during the decade was driven by young, college-educated professionals: from 2000 to 2009, the three-mile radius surrounding Downtown Atlanta gained 9,722 residents aged 25 to 34 and holding at least a four-year degree, an increase of 61%. This was similar to the tendency in other cities for young, college educated, single or married couples to live in downtown areas.Between the mid-1990s and 2010, stimulated by funding from the HOPE VI program and under leadership of CEO Renee Lewis Glover (1994–2013), the Atlanta Housing Authority demolished nearly all of its public housing, a total of 17,000 units and about 10% of all housing units in the city. After reserving 2,000 units mostly for elderly, the AHA allowed redevelopment of the sites for mixed-use and mixed-income, higher density developments, with 40% of the units to be reserved for affordable housing. Two-fifths of previous public housing residents attained new housing in such units; the remainder received vouchers to be used at other units, including in suburbs. At the same time, in an effort to change the culture of those receiving subsidized housing, the AHA imposed a requirement for such residents to work (or be enrolled in a genuine, limited-time training program). It is virtually the only housing authority to have created this requirement. To prevent problems, the AHA also gave authority to management of the mixed-income or voucher units to evict tenants who did not comply with the work requirement or who caused behavior problems.In 2005, the city approved the $2.8 billion BeltLine project. It was intended to convert a disused 22-mile freight railroad loop that surrounds the central city into an art-filled multi-use trail and light rail transit line, which would increase the city's park space by 40%. The project stimulated retail and residential development along the loop, but has been criticized for its adverse effects on some Black communities. In 2013, the project received a federal grant of $18 million to develop the southwest corridor. In September 2019 the James M. Cox Foundation gave $6 Million to the PATH Foundation which will connect the Silver Comet Trail to The Atlanta BeltLine which is expected to be completed by 2022. Upon completion, the total combined interconnected trail distance around Atlanta for The Atlanta BeltLine and Silver Comet Trail will be the longest paved trail surface in the U.S. totaling about 300 miles (480 km).Atlanta's cultural offerings expanded during the 2000s: the High Museum of Art doubled in size; the Alliance Theatre won a Tony Award; and art galleries were established on the once-industrial Westside. The College Football Hall of Fame relocated to Atlanta and the National Center for Civil and Human Rights museum was constructed. The city of Atlanta was the subject of a massive cyberattack which began in March 2018. In December 2019, Atlanta hosted the Miss Universe 2019 pageant competition. On June 16, 2022, Atlanta was selected as a host city for the 2026 FIFA World Cup.
+
+
+== Geography ==
+
+Atlanta encompasses 134.0 square miles (347.1 km2), of which 133.2 square miles (344.9 km2) is land and 0.85 square miles (2.2 km2) is water. The city is situated in the Deep South of the southeastern United States among the foothills of the Appalachian Mountains. At 1,050 feet (320 m) above mean sea level, Atlanta has the highest elevation among major cities east of the Mississippi River. Atlanta straddles the Eastern Continental Divide. Rainwater that falls on the south and east side of the divide flows into the Atlantic Ocean, while rainwater on the north and west side of the divide flows into the Gulf of Mexico. Atlanta developed on a ridge south of the Chattahoochee River, which is part of the ACF River Basin. The river borders the far northwestern edge of the city, and much of its natural habitat has been preserved, in part by the Chattahoochee River National Recreation Area.Atlanta is 21 miles (33 km) southeast of Marietta, 27 miles (43 km) southwest of Alpharetta, 146 miles (234 km) southwest of Greenville, South Carolina, 147 miles (236 km) east of Birmingham, Alabama, and 245 miles (394 km) southwest of Charlotte, North Carolina.Despite having lost significant tree canopy coverage between 1973 and 1999, Atlanta now has the densest urban tree coverage of any major city in the United States and is often called "City of Trees" or "The City in a Forest".
+
+
+=== Cityscape ===
+
+Most of Atlanta was burned during the American Civil War, depleting the city of a large stock of its historic architecture. Yet architecturally, the city had never been traditionally "southern" because Atlanta originated as a railroad town, rather than a southern seaport dominated by the planter class, such as Savannah or Charleston. Because of its later development, many of the city's landmarks share architectural characteristics with buildings in the Northeast or Midwest, as they were designed at a time of shared national architectural styles.
+During the late 20th century, Atlanta embraced the global trend of modern architecture, especially for commercial and institutional structures. Examples include the State of Georgia Building built in 1966, and the Georgia-Pacific Tower in 1982. Many of the most notable examples from this period were designed by world renowned Atlanta architect John Portman. Most of the buildings that define the downtown skyline were designed by Portman during this period, including the Westin Peachtree Plaza and the Atlanta Marriott Marquis. In the latter half of the 1980s, Atlanta became one of the early homes of postmodern buildings that reintroduced classical elements to their designs. Many of Atlanta's tallest skyscrapers were built in this period and style, displaying tapering spires or otherwise ornamented crowns, such as One Atlantic Center (1987), 191 Peachtree Tower (1991), and the Four Seasons Hotel Atlanta (1992). Also completed during the era is the Portman-designed Bank of America Plaza built in 1992. At 1,023 feet (312 m), it is the tallest building in the city and the 14th-tallest in the United States.
+The city's embrace of modern architecture has often translated into an ambivalent approach toward historic preservation, leading to the destruction of many notable architectural landmarks. These include the Equitable Building (1892–1971), Terminal Station (1905–1972), and the Carnegie Library (1902–1977). In the mid-1970s, the Fox Theatre, now a cultural icon of the city, would have met the same fate if not for a grassroots effort to save it. More recently, preservationists may have made some inroads. For example, in 2016 activists convinced the Atlanta City Council not to demolish the Atlanta-Fulton Central Library, the last building designed by noted architect Marcel Breuer.Atlanta is divided into 242 officially defined neighborhoods. The city contains three major high-rise districts, which form a north–south axis along Peachtree: Downtown, Midtown, and Buckhead. Surrounding these high-density districts are leafy, low-density neighborhoods, most of which are dominated by single-family homes.Downtown Atlanta contains the most office space in the metro area, much of it occupied by government entities. Downtown is home to the city's sporting venues and many of its tourist attractions. Midtown Atlanta is the city's second-largest business district, containing the offices of many of the region's law firms. Midtown is known for its art institutions, cultural attractions, institutions of higher education, and dense form. Buckhead, the city's uptown district, is eight miles (13 km) north of Downtown and the city's third-largest business district. The district is marked by an urbanized core along Peachtree Road, surrounded by suburban single-family neighborhoods situated among woods and rolling hills.
+Surrounding Atlanta's three high-rise districts are the city's low- and medium-density neighborhoods, where the craftsman bungalow single-family home is dominant. The eastside is marked by historic streetcar suburbs, built from the 1890s–1930s as havens for the upper middle class. These neighborhoods, many of which contain their own villages encircled by shaded, architecturally distinct residential streets, include the Victorian Inman Park, Bohemian East Atlanta, and eclectic Old Fourth Ward. On the westside and along the BeltLine on the eastside, former warehouses and factories have been converted into housing, retail space, and art galleries, transforming the once-industrial areas such as West Midtown into model neighborhoods for smart growth, historic rehabilitation, and infill construction.In southwest Atlanta, neighborhoods closer to downtown originated as streetcar suburbs, including the historic West End, while those farther from downtown retain a postwar suburban layout. These include Collier Heights and Cascade Heights, home to much of the city's affluent African-American population. Northwest Atlanta contains the areas of the city to west of Marietta Boulevard and to the north of Martin Luther King Jr. Drive, including those neighborhoods remote to downtown, such as Riverside, Bolton and Whittier Mill. The latter is one of Atlanta's designated Landmark Historical Neighborhoods. Vine City, though technically Northwest, adjoins the city's Downtown area and has recently been the target of community outreach programs and economic development initiatives.Gentrification of the city's neighborhoods is one of the more controversial and transformative forces shaping contemporary Atlanta. The gentrification of Atlanta has its origins in the 1970s, after many of Atlanta's neighborhoods had declined and suffered the urban decay that affected other major American cities in the mid-20th century. When neighborhood opposition successfully prevented two freeways from being built through the city's east side in 1975, the area became the starting point for Atlanta's gentrification. After Atlanta was awarded the Olympic games in 1990, gentrification expanded into other parts of the city, stimulated by infrastructure improvements undertaken in preparation for the games. New development post-2000 has been aided by the Atlanta Housing Authority's eradication of the city's public housing. As noted above, it allowed development of these sites for mixed-income housing, requiring developers to reserve a considerable portion for affordable housing units. It has also provided for other former residents to be given vouchers to gain housing in other areas. Construction of the Beltline has stimulated new and related development along its path.
+
+
+=== Climate ===
+Under the Köppen classification, Atlanta has a humid subtropical climate (Cfa) with generous precipitation year-round, typical for the Upland South; the city is situated in USDA Plant Hardiness Zone 8a, with the northern and western suburbs, as well as part of Midtown transitioning to 7b. Summers are hot and humid, with temperatures somewhat moderated by the city's elevation. Winters are overall mild but variable, occasionally susceptible to snowstorms even if in small quantities on several occasions, unlike the central and southern portions of the state. Warm air from the Gulf of Mexico can bring spring-like highs while strong Arctic air masses can push lows into the teens °F (−7 to −12 °C).
+July averages 80.9 °F (27.2 °C), with high temperatures reaching 90 °F (32 °C) on an average of 47 days per year, though 100 °F (38 °C) readings are not seen most years. January averages 44.8 °F (7.1 °C), with temperatures in the suburbs slightly cooler due largely to the urban heat island effect. Lows at or below freezing can be expected 36 nights annually, but the last occurrences of temperatures below 10 °F (−12 °C) were December 24, 2022, and January 2014, eight years apart. Extremes range from −9 °F (−23 °C) on February 13, 1899 to 106 °F (41 °C) on June 30, 2012. Average dewpoints in the summer range from 63.7 °F (17.6 °C) in June to 67.8 °F (19.9 °C) in July.Typical of the southeastern U.S., Atlanta receives abundant rainfall that is evenly distributed throughout the year, though late spring and early fall are somewhat drier. The average annual precipitation is 50.43 in (1,281 mm), while snowfall is typically light and rare with a normal of 2.2 inches (5.6 cm) per winter. The heaviest single snowfall occurred on January 23, 1940, with around 10 inches (25 cm) of snow. However, ice storms usually cause more problems than snowfall does, the most severe occurring on January 7, 1973. Tornadoes are rare in the city itself, but the March 14, 2008 EF2 tornado damaged prominent structures in downtown Atlanta.
+
+
+== Demographics ==
+
+
+=== Population ===
+
+The 2020 United States census reported that Atlanta had a population of 498,715. The population density was 3,685.45 persons per square mile (1,422.95/km2). The racial makeup of Atlanta (including Hispanics) was 51.0% Black or African American, 40.9% White, 4.2% Asian and 0.3% Native American, and 1.0% from other races. 2.4% of the population reported two or more races. Hispanics of any race made up 6.0% of the city's population. The median income for a household in the city was $66,657. The per capita income for the city was $54,414. 20.2% percent of the population was living below the poverty line.
+In the 1920s, the Black population began to grow in Southern metropolitan cities like Atlanta, Birmingham, Houston, and Memphis. The New Great Migration brought an insurgence of African Americans from California and the North to the Atlanta area. It has long been known as a center of African-American political power, education, entrepreneurship, and culture, often called a Black mecca. In the 1990s, Atlanta started to experience Black flight to its suburbs. A massive influx of African Americans are moving to the suburbs primarily seeking a lower cost of living or better public schools. The African American share of Atlanta's population is the fastest declining of any racial group. The city's African American population shrank from 61% of the city's population in 2000 to 47% in 2020. Blacks made up nine percent of new Atlanta residents between 2010 and 2020. Atlanta is also home to a sizable foreign-born Black population.With many notable investments occurring in Atlanta initiated by the 1996 Olympics, the White population of Atlanta began to rebound after several decades of White flight to Atlanta's suburbs. Between 2000 and 2020, the proportion of Whites in the city had strong growth. In two decades, Atlanta's White population grew from 33% to 39% of the city's population. Whites made up the majority of new Atlanta residents between 2010 and 2020.The Hispanic and Latino populations in Atlanta and metro Atlanta are growing strong. The largest Hispanic ancestries in Atlanta are Mexican, Puerto Rican and Cuban. There is a growing presence of Mexicans throughout the 10-county region. Mexicans are also concentrated along the Buford Highway and I-85 corridor, first noted in the 1990 census, have expanded and now extend well into Gwinnett County. Metro Atlanta has the 19th largest Hispanic population in the country. The Atlanta area also has a fast growing Asian American population. Most Asians in Atlanta are of Indian, Vietnamese, Chinese, Korean, Filipino, Pakistani and Japanese descent.Early immigrants in the Atlanta area were mostly Jews and Greeks. Since 2010, the Atlanta area has seen very notable growth with immigrants from India, China, South Korea, and Jamaica. Other notable countries immigrants come from are Vietnam, Eritrea, Nigeria, the Arabian gulf, Ukraine and Poland. Within a few decades, and in keeping with national trends, immigrants from England, Ireland, and German-speaking central Europe were no longer the majority of Atlanta's foreign-born population. The city's Italians included immigrants from northern Italy, many of whom had been in Atlanta since the 1890s; more recent arrivals from southern Italy; and Sephardic Jews from the Isle of Rhodes, which Italy had seized from Turkey in 1912. Europeans from Great Britain, Ireland and Germany settled in the city as early as the 1840s. Most of Atlanta's European population are from the United Kingdom and Germany. Bosnian refugees settled in Atlanta.Vietnamese people, Cambodians, Ethiopians and Eritreans were the earliest refugees formally brought to the city.Of the total population five years and older, 83.3% spoke only English at home, while 8.8% spoke Spanish, 3.9% another Indo-European language, and 2.8% an Asian language. 7.3% of Atlantans were born abroad (86th in the US). Atlanta's dialect has traditionally been a variation of Southern American English. The Chattahoochee River long formed a border between the Coastal Southern and Southern Appalachian dialects. Because of the development of corporate headquarters in the region, attracting migrants from other areas of the country, by 2003, Atlanta magazine concluded that Atlanta had become significantly "de-Southernized". A Southern accent was considered a handicap in some circumstances. In general, Southern accents are less prevalent among residents of the city and inner suburbs and among younger people; they are more common in the outer suburbs and among older people. At the same time, some residents of the city speak in Southern variations of African-American English.
+
+
+=== Sexual orientation and gender identity ===
+
+Atlanta has a thriving and diverse lesbian, gay, bisexual, and transgender (LGBT) community. According to a survey by the Williams Institute, Atlanta ranked third among major American cities, behind San Francisco and slightly behind Seattle, with 12.8% of the city's total population identifying as LGB. The Midtown and Cheshire Bridge areas have historically been the epicenters of LGBT culture in Atlanta. Atlanta formed a reputation for being a place of tolerance after former mayor Ivan Allen Jr. dubbed it "the city too busy to hate" in the 1960s (referring to racial relations). Atlanta has consistently scored 100% on the Human Rights Campaign's Municipal Equality Index that measures how inclusive a city's laws, policies and services are for LGBT people who live and work there.
+
+
+=== Religion ===
+
+Religion in Atlanta, while historically centered on Protestant Christianity, now encompasses many faiths, as a result of the city and metro area's increasingly international population. Some 63% of residents identified as some type of Protestant according to the Pew Research Center in 2014, but in recent decades the Catholic Church has increased in numbers and influence because of new migrants to the region. Metro Atlanta also has numerous ethnic or national Christian congregations, including Korean and Indian churches. Per the Public Religion Research Institute in 2020, overall, 73% of the population identify with some tradition or denomination of Christianity; despite continuing religious diversification, historically African American Protestant churches continue prevalence in the whole metropolitan area alongside historic Black Catholic churches. The larger non-Christian faiths according to both studies are Judaism, Islam, and Hinduism. Overall, there are over 1,000 places of worship within Atlanta.
+
+
+== Economy ==
+
+With a GDP of $385 billion, the Atlanta metropolitan area's economy is the 8th-largest in the country and the 16th-largest in the world. Corporate operations play a major role in Atlanta's economy, as the city claims the nation's third-largest concentration of Fortune 500 companies (tied for third with Chicago). It also hosts the global headquarters of several corporations such as The Coca-Cola Company, The Home Depot, Delta Air Lines, Arby's, AT&T Mobility, Georgia-Pacific, Chick-fil-A, Church's Chicken, Dunkin Donuts, Norfolk Southern Railway, Mercedes-Benz USA, NAPA Auto Parts, Papa Johns, Porsche AG, Newell Brands, Rollins, Inc., Marble Slab Creamery, and UPS. Over 75% of Fortune 1000 companies conduct business operations in the city's metro area, and the region hosts offices of over 1,250 multinational corporations. Many corporations are drawn to the city by its educated workforce; as of 2014, 45% of adults aged 25 or older residing in the city have at least four-year college degrees, compared to the national average of 28%.Atlanta was born as a railroad town, and logistics continue to represent an important part of the city's economy to this day. In 2021, major freight railroad Norfolk Southern moved their headquarters to Atlanta, and the city  hosts major classification yards for Norfolk Southern and CSX. Hartsfield–Jackson Atlanta International Airport is the world's busiest airport, and the headquarters of Delta Air Lines. Delta operates the world's largest airline hub at Hartsfield-Jackson and is metro Atlanta's largest employer.  UPS, the world's largest courier company, operates an air cargo hub at Hartsfield-Jackson, and has their headquarters in neighboring Sandy Springs.
+Media is also an important aspect of Atlanta's economy. In the 1980s, media mogul Ted Turner founded the Cable News Network (CNN), Turner Network Television (TNT), HLN (HLN), Turner Classic Movies (TCM), The Cartoon Network, Inc. (CNI) and its namesake television network, TruTV (truTV) and the Turner Broadcasting System (TBS) in the city. Around the same time, Cox Enterprises, now the nation's third-largest cable television service and the publisher of over a dozen American newspapers, moved its headquarters to the city. Notable sports networks headquartered in Atlanta include Warner Bros. Discovery Sports, NBA TV, Bally Sports South, and Bally Sports Southeast. The Weather Channel is also based just outside of the city in suburban Cobb County.Information technology (IT) has become an increasingly important part of Atlanta's economic output, earning the city the nickname the "Silicon peach". As of 2013, Atlanta contains the fourth-largest concentration of IT jobs in the US, numbering 85,000+. The city is also ranked as the sixth fastest-growing for IT jobs, with an employment growth of 4.8% in 2012 and a three-year growth near 9%, or 16,000 jobs. Companies are drawn to Atlanta's lower costs and educated workforce.Recently, Atlanta has been the center for film and television production, largely because of the Georgia Entertainment Industry Investment Act, which awards qualified productions a transferable income tax credit of 20% of all in-state costs for film and television investments of $500,000 or more. Film and television production facilities based in Atlanta include Techwood Studios, Pinewood Atlanta Studios, Tyler Perry Studios, Williams Street Productions, and the EUE/Screen Gems soundstages. Film and television production injected $9.5 billion into Georgia's economy in 2017, with Atlanta garnering most of the projects. Atlanta has emerged as the all-time most popular destination for film production in the United States and one of the 10 most popular destinations globally.Compared to other American cities, Atlanta's economy in the past had been disproportionately affected by the 2008 financial crisis and the subsequent recession, with the city's economy being ranked 68th among 100 American cities in a September 2014 report due to an elevated unemployment rate, declining real income levels, and a depressed housing market. From 2010 to 2011, Atlanta saw a 0.9% contraction in employment and plateauing income growth at 0.4%. Although unemployment had decreased to 7% by late 2014, this was still higher than the national unemployment rate of 5.8% Atlanta's housing market has also struggled, with home prices dropping by 2.1% in January 2012, reaching levels not seen since 1996. Compared with a year earlier, the average home price in Atlanta plummeted to 17.3% in February 2012, thus becoming the largest annual drop in the history of the index for any American or global city. The decline in home prices prompted some economists to deem Atlanta the worst housing market in the nation at the height of the depression. Nevertheless, the city's real estate market has resurged since 2012, so much median home value and rent growth significantly outpaced the national average by 2018, thanks to a rapidly-growing regional economy.
+
+
+== Arts and culture ==
+Atlanta is noted for its lack of Southern culture. This is due to a large population of migrants from other parts of the U.S., in addition to many recent immigrants to the U.S. who have made the metropolitan area their home, establishing Atlanta as the cultural and economic hub of an increasingly multi-cultural metropolitan area. This unique cultural combination reveals itself in the arts district of Midtown, the quirky neighborhoods on the city's eastside, and the multi-ethnic enclaves found along Buford Highway.
+
+
+=== Arts and theater ===
+
+Atlanta is one of few United States cities with permanent, professional, and resident companies in all major performing arts disciplines: opera (Atlanta Opera), ballet (Atlanta Ballet), orchestral music (Atlanta Symphony Orchestra), and theater (the Alliance Theatre). Atlanta attracts many touring Broadway acts, concerts, shows, and exhibitions catering to a variety of interests. Atlanta's performing arts district is concentrated in Midtown Atlanta at the Woodruff Arts Center, which is home to the Atlanta Symphony Orchestra and the Alliance Theatre. The city frequently hosts touring Broadway acts, especially at The Fox Theatre, a historic landmark among the highest-grossing theaters of its size.As a national center for the arts, Atlanta is home to significant art museums and institutions. The renowned High Museum of Art is arguably the South's leading art museum. The Museum of Design Atlanta (MODA) and the SCAD FASH Museum of Fashion + Film are the only such museums in the Southeast. Contemporary art museums include the Atlanta Contemporary Art Center and the Museum of Contemporary Art of Georgia. Institutions of higher education contribute to Atlanta's art scene, with the Savannah College of Art and Design's Atlanta campus providing the city's arts community with a steady stream of curators, and Emory University's Michael C. Carlos Museum containing the largest collection of ancient art in the Southeast. In nearby Athens is the Georgia Museum of Art that is associated with the University of Georgia and is both an academic museum and the official art museum of the state of Georgia.Atlanta has become one of the U.S.'s best cities for street art in recent years. It is home to Living Walls, an annual street art conference and the Outerspace Project, an annual event series that merges public art, live music, design, action sports, and culture. Examples of street art in Atlanta can be found on the Atlanta Street Art Map.
+
+
+=== Music ===
+
+Atlanta has played a major or contributing role in the development of various genres of American music at different points in the city's history. Beginning as early as the 1920s, Atlanta emerged as a center for country music, which was brought to the city by migrants from Appalachia. During the countercultural 1960s, Atlanta hosted the Atlanta International Pop Festival, with the 1969 festival taking place more than a month before Woodstock and featuring many of the same bands. The city was also a center for Southern rock during its 1970s heyday: the Allman Brothers Band's hit instrumental "Hot 'Lanta" is an ode to the city, while Lynyrd Skynyrd's famous live rendition of "Free Bird" was recorded at the Fox Theatre in 1976, with lead singer Ronnie Van Zant directing the band to "play it pretty for Atlanta". During the 1980s, Atlanta had an active punk rock scene centered on two of the city's music venues, 688 Club and the Metroplex, and Atlanta famously played host to the Sex Pistols' first U.S. show, which was performed at the Great Southeastern Music Hall. 
+The 1990s saw the city produce major mainstream acts across many different musical genres. Country music artist Travis Tritt, and R&B sensations Xscape, TLC, Usher and Toni Braxton, were just some of the musicians who call Atlanta home. The city also gave birth to Atlanta hip hop, a sub-genre that gained relevance and success with the introduction of the home-grown Atlantans known as Outkast, along with other Dungeon Family artists such as Organized Noize and Goodie Mob; however, it was not until the 2000s that Atlanta moved "from the margins to becoming hip-hop's center of gravity with another sub-genre called Crunk, part of a larger shift in hip-hop innovation to the South and East". In the 2000s, Atlanta was recognized by the Brooklyn-based Vice magazine for its indie rock scene, which revolves around the various live music venues found on the city's alternative eastside. To facilitate further local development, the state government provides qualified businesses and productions a 15% transferable income tax credit for in-state costs of music investments.
+
+
+=== Film and television ===
+As the national leader for motion picture and television production, and a top ten global leader, Atlanta plays a significant role in the entertainment industry. Atlanta is also considered a hub for filmmakers of color and houses Tyler Perry Studios (first African-American owned major studio) and Areu Bros. Studios (first Latino-American owned major studio). Atlanta doubles for other parts of the world and fictional settlements in blockbuster productions, among them the newer titles from The Fast and the Furious franchise and Marvel features such as Ant-Man (2015), Captain America: Civil War (2016), The Change Up (2011), Black Panther and Avengers: Infinity War (both 2018). On the other hand, Gone With the Wind (1939), Smokey and the Bandit (1977), The Dukes of Hazzard (1979), Sharky's Machine (1981), The Slugger's Wife (1985), Driving Miss Daisy (1989), ATL (2006), Ride Along (2014) and Baby Driver (2017) are among several notable examples of films actually set in Atlanta. It was announced in 2022 a film about the 1956 Sugar Bowl and Atlanta riots would be produced here.The city also provides the backdrop for shows such as Ozark, Watchmen, The Walking Dead, Stranger Things, Love Is Blind, Star, Dolly Parton's Heartstrings, The Outsider, The Vampire Diaries, The Real Housewives of Atlanta, Love & Hip Hop: Atlanta and Atlanta, in addition to a myriad of animated and reality television programming.
+
+
+=== Festivals ===
+
+Atlanta's festival season stretches from January through November. Atlanta has more festivals than any city in the southeastern United States. Some notable festivals in Atlanta include Shaky Knees Music Festival, Dragon Con, the Peachtree Road Race, Music Midtown, the Atlanta Film Festival, National Black Arts Festival, Festival Peachtree Latino, Atlanta Pride, the neighborhood festivals in Inman Park, Atkins Park, Virginia-Highland (Summerfest), and the Little Five Points Halloween festival.
+
+
+=== Tourism ===
+
+As of 2010, Atlanta is the seventh-most visited city in the United States, with over 35 million visitors per year. Although the most popular attraction among visitors to Atlanta is the Georgia Aquarium, and until 2012, the world's largest indoor aquarium, Atlanta's tourism industry is mostly driven by the city's history museums and outdoor attractions. Atlanta contains a notable number of historical museums and sites, including the Martin Luther King Jr. National Historical Park, which includes the preserved childhood home of Dr. Martin Luther King Jr., as well as his final resting place; the Atlanta Cyclorama & Civil War Museum, which houses a massive painting and diorama in-the-round, depicting the Battle of Atlanta in the Civil War; the World of Coca-Cola, featuring the history of the world-famous soft drink brand and its well-known advertising; the College Football Hall of Fame, which honors college football and its athletes; the National Center for Civil and Human Rights, which explores the civil rights movement and its connection to contemporary human rights movements throughout the world; the Carter Center and Presidential Library, housing U.S. President Jimmy Carter's papers and other material relating to the Carter administration and the Carter family's life; and the Margaret Mitchell House and Museum, where Mitchell wrote the best-selling novel Gone with the Wind.Atlanta contains several outdoor attractions. The Atlanta Botanical Garden, adjacent to Piedmont Park, is home to the 600-foot-long (180 m) Kendeda Canopy Walk, a skywalk that allows visitors to tour one of the city's last remaining urban forests from 40 feet (12 m) above the ground. The Canopy Walk is the only canopy-level pathway of its kind in the United States. Zoo Atlanta, in Grant Park, accommodates over 1,300 animals representing more than 220 species. Home to the nation's largest collections of gorillas and orangutans, the zoo is one of only four zoos in the U.S. to house giant pandas. Festivals showcasing arts and crafts, film, and music, including the Atlanta Dogwood Festival, the Atlanta Film Festival, and Music Midtown, respectively, are also popular with tourists.Tourists are drawn to the city's culinary scene, which comprises a mix of urban establishments garnering national attention, ethnic restaurants serving cuisine from every corner of the world, and traditional eateries specializing in Southern dining. Since the turn of the 21st century, Atlanta has emerged as a sophisticated restaurant town. Many restaurants opened in the city's gentrifying neighborhoods have received praise at the national level, including Bocado, Bacchanalia, and Miller Union in West Midtown, Empire State South in Midtown, and Two Urban Licks and Rathbun's on the east side. In 2011, The New York Times characterized Empire State South and Miller Union as reflecting "a new kind of sophisticated Southern sensibility centered on the farm but experienced in the city". Visitors seeking to sample international Atlanta are directed to Buford Highway, the city's international corridor, and suburban Gwinnett County. There, the nearly-million immigrants that make Atlanta home have established various authentic ethnic restaurants representing virtually every nationality on the globe. For traditional Southern fare, one of the city's most famous establishments is The Varsity, a long-lived fast food chain and the world's largest drive-in restaurant. Mary Mac's Tea Room and Paschal's are more formal destinations for Southern food.
+
+
+=== Cuisine ===
+
+Atlanta is best known for its barbecue, hamburgers, Southern fried chicken, and lemon pepper wings. Buford Highway is home to many ethnic cuisines such as Mexican and Asian foods.
+
+
+== Sports ==
+
+Sports are an important part of the culture of Atlanta. The city is home to professional franchises for four major team sports: the Atlanta Braves of Major League Baseball, the Atlanta Hawks of the National Basketball Association, the Atlanta Falcons of the National Football League, and Atlanta United FC of Major League Soccer. In addition, many of the city's universities participate in collegiate sports. The city also regularly hosts international, professional, and collegiate sporting events.The Braves moved to Atlanta in 1966. Originally established as the Boston Red Stockings in 1871, they are the oldest continually operating professional sports franchise in the United States. The Braves franchise overall has won eighteen National League pennants and four World Series championships in three different cities, with their first in 1914 as the Boston Braves, in 1957 as the Milwaukee Braves, and in 1995 and 2021 as the Atlanta Braves. The 1995 title occurred during an unprecedented run of 14 straight divisional championships from 1991 to 2005. The team plays at Truist Park, having moved from Turner Field for the 2017 season. The new stadium is outside the city limits, located 10 miles (16 km) northwest of downtown in the Cumberland/Galleria area of Cobb County.The Atlanta Falcons have played in Atlanta since their inception in 1966. The team plays its home games at Mercedes-Benz Stadium, having moved from the Georgia Dome in 2017. The Falcons have won the division title six times (1980, 1998, 2004, 2010, 2012, 2016) and the NFC championship in 1998 and 2016. They have been unsuccessful in both of their Super Bowl trips, losing to the Denver Broncos in Super Bowl XXXIII in 1999 and to the New England Patriots in Super Bowl LI in 2017, the largest comeback in Super Bowl history. In 2019, Atlanta also briefly hosted an Alliance of American Football team, the Atlanta Legends, but the league was suspended during its first season and the team folded.
+The Atlanta Hawks were founded in 1946 as the Tri-Cities Blackhawks, playing in Moline, Illinois. They moved to Atlanta from St. Louis in 1968 and play their games in State Farm Arena. The Atlanta Dream of the Women's National Basketball Association shared an arena with the Hawks for most of their existence; however the WNBA team moved to a smaller arena in the southern Atlanta suburb of College Park in 2021.Professional soccer has been played in some form in Atlanta since 1967. Atlanta's first professional soccer team was the Atlanta Chiefs of the original North American Soccer League which won the 1968 NASL Championship and defeated English first division club Manchester City F.C. twice in international friendlies. In 1998 the Atlanta Silverbacks were formed, playing the new North American Soccer League. They now play as an amateur club in the National Premier Soccer League. In 2017, Atlanta United FC began play as Atlanta's first premier-division professional soccer club since the Chiefs. They won MLS Cup 2018, defeating the Portland Timbers 2–0. Fan reception has been very positive; the team has broken several single-game and season attendance records for both MLS and the U.S. Open Cup. The club is estimated by Forbes to be the most valuable club in Major League Soccer.In ice hockey, Atlanta has had two National Hockey League franchises, both of which relocated to a city in Canada after playing in Atlanta for fewer than 15 years. The Atlanta Flames (now the Calgary Flames) played from 1972 to 1980, and the Atlanta Thrashers (now the Winnipeg Jets) played from 1999 to 2011. The Atlanta Gladiators, a minor league hockey team in the ECHL, have played in the Atlanta suburb of Duluth since 2003.The ASUN Conference moved its headquarters to Atlanta in 2019.Several other, less popular sports also have professional franchises in Atlanta. The Georgia Swarm compete in the National Lacrosse League. In Rugby union, on September 21, 2018, Major League Rugby announced that Atlanta was one of the expansion teams joining the league for the 2020 season named Rugby ATL. while in Rugby league, on March 31, 2021, Atlanta Rhinos left the USA Rugby League and turned fully professional for the first time, joining the new North American Rugby League.Atlanta has long been known as the "capital" of college football in America. It is home to four-time national champion Georgia Tech Yellow Jackets football and the Georgia State Panthers. Also, Atlanta is within a few hours driving distance of many of the universities that make up the Southeastern Conference, college football's most profitable and popular conference, and annually hosts the SEC Championship Game. Other annual college football events include the Aflac Kickoff Game, the Celebration Bowl, the MEAC/SWAC Challenge, and the Chick-fil-A Peach Bowl which is one of College Football's major New Year's Six Bowl games and a College Football Playoff bowl. Atlanta additionally hosted the 2018 College Football Playoff National Championship and will be the host city again in 2025.
+Atlanta regularly hosts a variety of sporting events. Most famous was the Centennial 1996 Summer Olympics. The city has hosted the Super Bowl three times: Super Bowl XXVIII in 1994, Super Bowl XXXIV in 2000, and Super Bowl LIII in 2019. In professional golf, The Tour Championship, the final PGA Tour event of the season, is played annually at East Lake Golf Club. In 2001 and 2011, Atlanta hosted the PGA Championship, one of the four major championships in men's professional golf, at the Atlanta Athletic Club. In 2011, Atlanta hosted professional wrestling's annual WrestleMania. In soccer, Atlanta has hosted numerous international friendlies and CONCACAF Gold Cup matches. The city has hosted the NCAA Final Four Men's Basketball Championship five times, most recently in 2020. Atlanta will serve as one of the eleven US host cities for the 2026 FIFA World Cup. Every summer, Atlanta hosts the Atlanta Open, a men's professional tennis tournament.
+Running is a popular local sport, and the city declares itself to be "Running City USA". The city hosts the Peachtree Road Race, the world's largest 10 km race, annually on Independence Day. Atlanta also hosts the nation's largest Thanksgiving day half marathon, which starts and ends at Center Parc Stadium. The Atlanta Marathon, which starts and ends at Centennial Olympic Park, routes through many of the city's historic landmarks, and its 2020 running will coincide with the U.S. Olympic marathon trials for the 2020 Summer Olympics.
+
+
+== Parks and recreation ==
+
+Atlanta's 343 parks, nature preserves, and gardens cover 3,622 acres (14.66 km2), which amounts to only 5.6% of the city's total acreage, compared to the national average of just over 10%. However, 77% of Atlantans live within a 10-minute walk of a park, a percentage slightly better than the national average of 76%. In its 2023 ParkScore ranking, The Trust for Public Land reported that among the park systems of the 100 most populous U.S. cities, Atlanta's park system received a ranking of 28. Piedmont Park, in Midtown, is Atlanta's most iconic green space. The park, which underwent a major renovation and expansion in recent years, attracts visitors from across the region and hosts cultural events throughout the year. Other notable city parks include Centennial Olympic Park, a legacy of the 1996 Summer Olympics that forms the centerpiece of the city's tourist district; Woodruff Park, which anchors the campus of Georgia State University; Grant Park, home to Zoo Atlanta; Chastain Park, which houses an amphitheater used for live music concerts; and the under construction Westside Park at Bellwood Quarry, the 280-acre green space and reservoir project slated to become the city's largest park when fully complete in the 2020s. The Chattahoochee River National Recreation Area, in the northwestern corner of the city, preserves a 48 mi (77 km) stretch of the river for public recreation opportunities.The Atlanta Botanical Garden, adjacent to Piedmont Park, contains formal gardens, including a Japanese garden and a rose garden, woodland areas, and a conservatory that includes indoor exhibits of plants from tropical rainforests and deserts. The BeltLine, a former rail corridor that forms a 22 mi (35 km) loop around Atlanta's core, has been transformed into a series of parks, connected by a multi-use trail, increasing Atlanta's park space by 40%.Atlanta offers resources and opportunities for amateur and participatory sports and recreation. Golf and tennis are popular in Atlanta, and the city contains six public golf courses and 182 tennis courts. Facilities along the Chattahoochee River cater to watersports enthusiasts, providing the opportunity for kayaking, canoeing, fishing, boating, or tubing. The city's only skate park, a 15,000 square feet (1,400 m2) facility that offers bowls, curbs, and smooth-rolling concrete mounds, is at Historic Fourth Ward Park.
+
+
+== Government ==
+
+Atlanta is governed by a mayor and the 15-member Atlanta City Council. The city council consists of one member from each of the city's 12 districts and three at-large members. The mayor may veto a bill passed by the council, but the council can override the veto with a two-thirds majority. The mayor of Atlanta is Andre Dickens, a Democrat elected on a nonpartisan ballot whose first term in office began on January 3, 2022. Every mayor elected since 1973 has been Black. In 2001, Shirley Franklin became the first woman to be elected mayor of Atlanta, and the first African-American woman to serve as mayor of a major Southern city. Atlanta city politics suffered from a notorious reputation for corruption during the 1990s administration of Mayor Bill Campbell, who was convicted by a federal jury in 2006 on three counts of tax evasion in connection with gambling winnings during trips he took with city contractors.As the state capital, Atlanta is the site of most of Georgia's state government. The Georgia State Capitol building, located downtown, houses the offices of the governor, lieutenant governor and secretary of state, as well as the General Assembly. The Governor's Mansion is in a residential section of Buckhead. Atlanta serves as the regional hub for many arms of the federal bureaucracy, including the Federal Reserve Bank of Atlanta and the Centers for Disease Control and Prevention (CDC). The City of Atlanta annexed the CDC into its territory effective January 1, 2018. Atlanta also plays an important role in the federal judiciary system, containing the United States Court of Appeals for the Eleventh Circuit and the United States District Court for the Northern District of Georgia.Historically, Atlanta has been a stronghold for the Democratic Party. Although municipal elections are officially nonpartisan, nearly all of the city's elected officials are registered Democrats. The city is split among 14 state house districts and four state senate districts, all held by Democrats. At the federal level, Atlanta is split between three congressional districts. Most of the city is in the 5th district, represented by Democrat Nikema Williams. Much of southern Atlanta is in the 13th district, represented by Democrat David Scott. A small portion in the north is in the 11th district, represented by Republican Barry Loudermilk.
+Atlanta Police Department is responsible for security in the city. Georgia National Guard is also based here.
+
+
+== Education ==
+
+
+=== Tertiary education ===
+With more than 15 colleges and universities, including three law schools and two medical schools, Atlanta is considered one of the nation's largest hubs for higher education. Three universities have earned the highest classification of "R1: Doctoral Universities – Very high research activity".
+The Georgia Institute of Technology is a prominent public research university in Midtown. It offers highly ranked degree programs in engineering, analytics, design, industrial management, the sciences, business, and architecture.Georgia State University is a major public research university based in Downtown Atlanta; it is the largest in student population of the 29 public colleges and universities in the University System of Georgia and is a significant contributor to the revitalization of the city's central business district.Atlanta is home to nationally renowned private colleges and universities, most notably Emory University, a leading liberal arts and research institution that operates Emory Healthcare, the largest health care system in Georgia. The City of Atlanta annexed Emory into its territory effective January 1, 2018.The Atlanta University Center is also in the city; it is the oldest and largest contiguous consortium of historically Black colleges in the nation, comprising Spelman College, Clark Atlanta University, Morehouse College, and Morehouse School of Medicine. Atlanta contains a campus of the Savannah College of Art and Design, a private art and design university that has proven to be a major factor in the recent growth of Atlanta's visual art community. Atlanta also boasts American Bar Association accredited law schools: Atlanta's John Marshall Law School, Emory University School of Law, and Georgia State University College of Law.The University of Georgia's Terry College of Business operates a satellite campus in Atlanta's Buckhead district, a major financial center in the city. This location facilitates Executive and Professional MBA programs plus executive education offerings. The Buckhead campus also serves as a hub where Terry students, alumni, faculty, and staff can engage with the business community.The Atlanta Regional Council of Higher Education (ARCHE) is dedicated to strengthening synergy among 19 public and private colleges and universities in the Atlanta region. Participating Atlanta region colleges and universities partner on joint-degree programs, cross-registration, library services, and cultural events.
+
+
+=== Primary and secondary education ===
+Approximately 49,000 students are enrolled in 106 schools in Atlanta Public Schools (APS), some of which are operated as charter schools. Atlanta is served by many private schools including, without limitation, Atlanta Jewish Academy, Atlanta International School, The Westminster Schools, Pace Academy, The Lovett School, The Paideia School, Holy Innocents' Episcopal School and Roman Catholic parochial schools operated by the Archdiocese of Atlanta.
+In 2018 the City of Atlanta annexed a portion of DeKalb County containing the Centers for Disease Control and Emory University; this portion will be zoned to the DeKalb County School District until 2024, when it will transition into APS. In 2017 the number of children living in the annexed territory who attended public schools was nine.
+
+
+== Media ==
+
+The primary network-affiliated television stations in Atlanta are WXIA-TV 11 (NBC), WANF 46 (CBS), WSB-TV 2 (ABC), and WAGA-TV 5 (Fox). Other major commercial stations include WPXA-TV 14 (Ion), WPCH-TV 17, (CW), WUVG-TV 34 (Univision/UniMás), WUPA 69 (Ind.), and WATL 36 (MyNetworkTV). WPXA-TV, WUVG-TV and WAGA-TV are network O&O's. The Atlanta metropolitan area is served by two public television stations (both PBS member stations), and two public radio stations. WGTV 8 is the flagship station of the statewide Georgia Public Television network, while WABE-TV is owned by Atlanta Public Schools. Georgia Public Radio is listener-funded and comprises one NPR member station, WABE, a classical music station also operated by Atlanta Public Schools. The second public radio, listener-funded NPR member station is WCLK, a jazz music station owned and operated by Clark Atlanta University.Atlanta is served by The Atlanta Journal-Constitution, its only major daily newspaper with wide distribution. The Atlanta Journal-Constitution is the result of a 1950 merger between The Atlanta Journal and The Atlanta Constitution, with staff consolidation occurring in 1982 and separate publication of the morning Constitution and afternoon Journal ceasing in 2001. Alternative weekly newspapers include Creative Loafing, which has a weekly print circulation of 80,000. Atlanta Daily World is the oldest Black newspaper in Atlanta and one of the earliest Black newspapers in American history. Atlanta magazine is a monthly general-interest magazine based in and covering Atlanta.
+
+
+== Infrastructure ==
+
+
+=== Transportation ===
+
+Atlanta's transportation infrastructure comprises a complex network that includes a heavy rail rapid transit system, a light rail streetcar loop, a multi-county bus system, Amtrak service via the Crescent, multiple freight train lines, an Interstate Highway System, several airports, including the world's busiest, and over 45 miles (72 km) of bike paths.Atlanta has a network of freeways that radiate out from the city, and automobiles are the dominant means of transportation in the region. Three major interstate highways converge in Atlanta: I-20 (east-west), I-75 (northwest-southeast), and I-85 (northeast-southwest). The latter two combine in the middle of the city to form the Downtown Connector (I-75/85), which carries more than 340,000 vehicles per day and is one of the most congested segments of interstate highway in the United States. Atlanta is mostly encircled by Interstate 285, a beltway locally known as "the Perimeter" that has come to mark the boundary between "Inside the Perimeter" (ITP), the city and close-in suburbs, and "Outside the Perimeter" (OTP), the outer suburbs and exurbs. The heavy reliance on automobiles for transportation in Atlanta has resulted in traffic, commute, and air pollution rates that rank among the worst in the country. The City of Atlanta has a higher than average percentage of households without a car. In 2015, 15.2 percent of Atlanta households lacked a car, and increased slightly to 16.4 percent in 2016. The national average is 8.7 percent in 2016. Atlanta averaged 1.31 cars per household in 2016, compared to a national average of 1.8.The Metropolitan Atlanta Rapid Transit Authority (MARTA) provides public transportation in the form of buses, heavy rail, and a downtown light rail loop. Notwithstanding heavy automotive usage in Atlanta, the city's subway system is the eighth busiest in the country. MARTA rail lines connect key destinations, such as the airport, Downtown, Midtown, Buckhead, and Perimeter Center. However, significant destinations, such as Emory University and Cumberland, remain unserved. As a result, a 2011 Brookings Institution study placed Atlanta 91st of 100 metro areas for transit accessibility. Emory University operates its Cliff shuttle buses with 200,000 boardings per month, while private minibuses supply Buford Highway. Amtrak, the national rail passenger system, provides service to Atlanta via the Crescent train (New York–New Orleans), which stops at Peachtree Station. In 2014, the Atlanta Streetcar opened to the public. The streetcar's line, which is also known as the Downtown Loop, runs 2.7 miles (4.3 km) around the downtown tourist areas of Peachtree Center, Centennial Olympic Park, the Martin Luther King Jr. National Historical Park, and Sweet Auburn. The Atlanta Streetcar line is also being expanded on in the coming years to include a wider range of Atlanta's neighborhoods and important places of interest, with a total of over 50 miles (80 km) of track in the plan.Hartsfield–Jackson Atlanta International Airport is the world's busiest airport as measured by passenger traffic and aircraft traffic. The facility offers air service to over 150 U.S. destinations and more than 75 international destinations in 50 countries, with over 2,500 arrivals and departures daily. Delta Air Lines maintains its largest hub at the airport. Situated 10 miles (16 km) south of downtown, the airport covers most of the land inside a wedge formed by Interstate 75, Interstate 85, and Interstate 285.Cycling is a growing mode of transportation in Atlanta, more than doubling since 2009, when it comprised 1.1% of all commutes (up from 0.3% in 2000). Although Atlanta's lack of bike lanes and hilly topography may deter many residents from cycling, the city's transportation plan calls for the construction of 226 miles (364 km) of bike lanes by 2020, with the BeltLine helping to achieve this goal. In 2012, Atlanta's first "bike track" was constructed on 10th Street in Midtown. The two lane bike track runs from Monroe Drive west to Charles Allen Drive, with connections to the Beltline and Piedmont Park. Starting in June 2016, Atlanta received a bike sharing program, known as Relay Bike Share, with 100 bikes in Downtown and Midtown, which expanded to 500 bikes at 65 stations as of April 2017.According to the 2016 American Community Survey (five-year average), 68.6% of working city of Atlanta residents commuted by driving alone, 7% carpooled, 10% used public transportation, and 4.6% walked. About 2.1% used all other forms of transportation, including taxi, bicycle, and motorcycle. About 7.6% worked at home.The city has also become one of a handful of "scooter capitals", where companies like Lime and Bird have gained a major foothold by placing electric scooters on street corners and byways.
+
+
+=== Emergency services ===
+The city is served by the Atlanta Police Department (APD) , which numbers 2,000 officers and oversaw a 40% decrease in the city's crime rate between 2001 and 2009. In 2012, Forbes ranked Atlanta as the 6th most dangerous American city but by 2023 the city dropped out of its top 10. Despite some improvement in crime, street gangs have continued to plague the city since the 1980s. In 2022, there was a 200% increase in gang-related charges in the city. In 2023, Money Inc named Atlanta the third worst gang city in the U.S. Also in 2023, it was estimated that about 1,000 gangs in the Atlanta area were responsible for at least 70% of all crime including identity theft, credit card fraud, and human trafficking. The Georgia Bureau of Investigation Gang Task Force in partnership with the APD is leading efforts in dismantling gang activity and arresting culprits.The Atlanta Fire Rescue Department provides fire protection and first responder emergency medical services to the city from its 35 fire stations. In 2017, AFRD responded to over 100,000 calls for service over a coverage area of 135.7 square miles (351.5 square kilometers). The department also protects Hartsfield–Jackson with five fire stations on the property, serving over 1 million passengers from over 100 countries. The department protects over 3000 high-rise buildings, 23 miles (37 kilometers) of the rapid rail system, and 60 miles (97 kilometers) of interstate highway.Emergency ambulance services are provided to city residents by hospital-based Grady EMS (Fulton County), and American Medical Response (DeKalb County).Atlanta in January 2017 declared the city was a "welcoming city" and "will remain open and welcoming to all". Nonetheless, Atlanta does not consider itself to be a "sanctuary city". Atlanta Mayor Keisha Lance Bottoms said: "Our city does not support ICE. We don't have a relationship with the U.S. Marshal[s] Service. We closed our detention center to ICE detainees, and we would not pick up people on an immigration violation."
+
+
+== Notable people ==
+
+
+== Tree canopy ==
+
+Atlanta has a reputation as a "city in a forest" due to an abundance of trees that is rare among major cities. The city's main street is named after a tree, and beyond the Downtown, Midtown, and Buckhead business districts, the skyline gives way to a dense canopy of woods that spreads into the suburbs. The city is home to the Atlanta Dogwood Festival, an annual arts and crafts festival held one weekend during early April, when the native dogwoods are in bloom. The nickname is factually accurate, as vegetation covers 47.9% of the city as of 2017, the highest among all major American cities, and well above the national average of 27%. Atlanta's tree coverage does not go unnoticed—it was the main reason cited by National Geographic in naming Atlanta a "Place of a Lifetime".The city's lush tree canopy, which filters out pollutants and cools sidewalks and buildings, has increasingly been under assault from man and nature due to heavy rains, drought, aged forests, new pests, and urban construction. A 2001 study found Atlanta's heavy tree cover declined from 48% in 1974 to 38% in 1996. Community organizations and the city government are addressing the problem. Trees Atlanta, a non-profit organization founded in 1985, has planted and distributed over 113,000 shade trees in the city, and Atlanta's government has awarded $130,000 in grants to neighborhood groups to plant trees. Fees are additionally imposed on developers that remove trees on their property per a citywide ordinance, active since 1993.
+
+
+== Sister cities ==
+
+Atlanta's sister cities are:
+
+
+== See also ==
+USS Atlanta, 5 ships
+
+
+== Notes ==
+
+
+== References ==
+
+
+== Further reading ==
+
+
+== External links ==
+
+Official city website
+Atlanta Department of Watershed Management
+Atlanta Police Department
+Atlanta Convention and Visitors Bureau
+Atlanta entry in the New Georgia Encyclopedia
+Atlanta Historic Newspapers Archive from the Digital Library of Georgia
+Atlanta History Photograph Collection from the Atlanta History Center
+Atlanta, Georgia, a National Park Service Discover Our Shared Heritage Travel Itinerary
+Scientific American, "The Atlanta Exposition", October 22, 1881, pp. 257
\ No newline at end of file
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@@ -0,0 +1 @@
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@@ -0,0 +1 @@
+{"docstore/data": {"fc5c8935-9b8b-440e-88a8-3be866b855bd": {"__data__": {"id_": "fc5c8935-9b8b-440e-88a8-3be866b855bd", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "27a28521-16f9-4f07-979b-b93a3504a9ee", "node_type": "1", "metadata": {}, "hash": "55d64f1836d2894f0b39bf774eeb7fea2f178f9a167ac0cbf4472b10436422be", "class_name": "RelatedNodeInfo"}}, "text": "Atlanta ( at-LAN-(t)\u0259) is the capital and most populous city in the U.S. state of Georgia. It is the seat of Fulton County, and a portion of the city extends into neighboring DeKalb County. With a population of 498,715 living within the city limits, Atlanta is the eighth most populous city in the Southeast and 38th most populous city in the United States according to the 2020 U.S. census. It is the core of the much larger Atlanta metropolitan area, which is home to more than 6.3 million people (2023 estimate), making it the sixth-largest U.S. metropolitan area. Situated among the foothills of the Appalachian Mountains at an elevation of just over 1,000 feet (300 m) above sea level, Atlanta features unique topography that includes rolling hills, lush greenery, and the densest urban tree coverage of any major city in the United States.Atlanta was originally founded as the terminus of a major state-sponsored railroad, but it soon became the convergence point among several railroads, spurring its rapid growth. The largest was the Western and Atlantic Railroad, from which the name \"Atlanta\" is derived, signifying the city's growing reputation as a major hub of transportation. During the American Civil War, it served a strategically important role for the Confederacy until it was captured in 1864. The city was almost entirely burned to the ground during General William T. Sherman's March to the Sea. However, the city rebounded dramatically in the post-war period and quickly became a national industrial center and the unofficial capital of the \"New South\". After World War II, it also became a manufacturing and technology hub. During the 1950s and 1960s, it became a major organizing center of the American Civil Rights Movement, with Martin Luther King Jr., Ralph Abernathy, and many other locals becoming prominent figures in the movement's leadership. In the modern era, Atlanta has remained a major center of transportation, with Hartsfield-Jackson International Airport becoming the world's busiest airport by passenger traffic in 1998 (a position it has held every year since, except for 2020), with an estimated 93.7 million passengers in 2022.With a nominal gross domestic product (GDP) of $473 billion in 2021, Atlanta has the eleventh largest economy of cities in the U.S. and the 22nd largest in the world. Its economy is considered diverse, with dominant sectors in industries including transportation, aerospace, logistics, healthcare, news and media operations, film and television production, information technology, finance, and biomedical research and public policy. The gentrification of some of its neighborhoods, initially spurred by the 1996 Summer Olympics, has intensified in the 21st century with the growth of the Atlanta Beltline. This has altered its demographics, politics, aesthetics, and culture.\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Native American settlements ===\r\nFor thousands of years prior to the arrival of European settlers in North Georgia, the indigenous Creek people and their ancestors inhabited the area. Standing Peachtree, a Creek village where Peachtree Creek flows into the Chattahoochee River, was the closest Native American settlement to what is now Atlanta. Through the early 19th century, European Americans systematically encroached on the Creek of northern Georgia, forcing them out of the area from 1802 to 1825. The Creek were forced to leave the area in 1821, under Indian Removal by the federal government, and European American settlers arrived the following year. \r\n\r\n\r\n=== Western and Atlantic Railroad ===\r\nIn 1836, the Georgia General Assembly voted to build the Western and Atlantic Railroad in order to provide a link between the port of Savannah and the Midwest. 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After engineers surveyed various possible locations for the terminus, the \"zero milepost\" was driven into the ground in what is now Foundry Street, Five Points. When asked in 1837 about the future of the little village, Stephen Harriman Long, the railroad's chief engineer said the place would be good \"for one tavern, a blacksmith shop, a grocery store, and nothing else\". A year later, the area around the milepost had developed into a settlement, first known as Terminus, and later Thrasherville, after a local merchant who built homes and a general store in the area. By 1842, the town had six buildings and 30 residents and was renamed Marthasville to honor Governor Wilson Lumpkin's daughter Martha. Later, John Edgar Thomson, Chief Engineer of the Georgia Railroad, suggested the town be renamed Atlanta, supposedly a feminine version of the word \"Atlantic\", referring to the Western and Atlantic Railroad. The residents approved, and the town was incorporated as Atlanta on December 29, 1847.\r\n\r\n\r\n=== Civil War ===\r\nBy 1860, Atlanta's population had grown to 9,554. During the American Civil War, the nexus of multiple railroads in Atlanta made the city a strategic hub for the distribution of military supplies.In 1864, the Union Army moved southward following the capture of Chattanooga and began its invasion of north Georgia. The region surrounding Atlanta was the location of several major army battles, culminating with the Battle of Atlanta and a four-month-long siege of the city by the Union Army under the command of General William Tecumseh Sherman. On September 1, 1864, Confederate General John Bell Hood decided to retreat from Atlanta, and he ordered the destruction of all public buildings and possible assets that could be of use to the Union Army. On the next day, Mayor James Calhoun surrendered Atlanta to the Union Army, and on September 7, Sherman ordered the city's civilian population to evacuate. On November 11, 1864, Sherman prepared for the Union Army's March to the Sea by ordering the destruction of Atlanta's remaining military assets.\r\n\r\n\r\n=== Reconstruction and late 19th century ===\r\nAfter the Civil War ended in 1865, Atlanta was gradually rebuilt during the Reconstruction era. The work attracted many new residents. Due to the city's superior rail transportation network, the state capital was moved from Milledgeville to Atlanta in 1868. In the 1880 Census, Atlanta had surpassed Savannah as Georgia's largest city.Beginning in the 1880s, Henry W. Grady, the editor of the Atlanta Constitution newspaper, promoted Atlanta to potential investors as a city of the \"New South\" that would be based upon a modern economy and less reliant on agriculture. By 1885, the founding of the Georgia School of Technology (now the Georgia Institute of Technology) and the Atlanta University Center, a consortium of historically Black colleges made up of units for men and women, had established Atlanta as a center for higher education. In 1895, Atlanta hosted the Cotton States and International Exposition, which attracted nearly 800,000 attendees and successfully promoted the New South's development to the world.\r\n\r\n\r\n=== 20th century ===\r\nDuring the first decades of the 20th century, Atlanta enjoyed a period of unprecedented growth. In three decades' time, Atlanta's population tripled as the city limits expanded to include nearby streetcar suburbs. The city's skyline grew taller with the construction of the Equitable, Flatiron, Empire, and Candler buildings. Sweet Auburn emerged as a center of Black commerce. The period was also marked by strife and tragedy. Increased racial tensions led to the Atlanta Race Riot of 1906, when Whites attacked Blacks, leaving at least 27 people dead and over 70 injured, with extensive damage in Black neighborhoods. In 1913, Leo Frank, a Jewish-American factory superintendent, was convicted of the murder of a 13-year-old girl in a highly publicized trial. He was sentenced to death but the governor commuted his sentence to life. An enraged and organized lynch mob took him from jail in 1915 and hanged him in Marietta. The Jewish community in Atlanta and across the country were horrified. On May 21, 1917, the Great Atlanta Fire destroyed 1,938 buildings in what is now the Old Fourth Ward, resulting in one fatality and the displacement of 10,000 people.On December 15, 1939, Atlanta hosted the premiere of Gone with the Wind, the epic film based on the best-selling novel by Atlanta's Margaret Mitchell.", "start_char_idx": 3740, "end_char_idx": 8368, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d64aca10-7832-4b43-a3d9-38ab6274003a": {"__data__": {"id_": "d64aca10-7832-4b43-a3d9-38ab6274003a", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "27a28521-16f9-4f07-979b-b93a3504a9ee", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ef2582a9a0cc0a990638373705d76d1b82b48808d9632edbd23304fae7018d0f", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c27e834d-5bfa-460f-8fdb-9b34d11f431c", "node_type": "1", "metadata": {}, "hash": "717fff8185d47f67f2a1c4ff269bb2d4134f2d61b50aecf8b7579c86b70a3fcd", "class_name": "RelatedNodeInfo"}}, "text": "In 1913, Leo Frank, a Jewish-American factory superintendent, was convicted of the murder of a 13-year-old girl in a highly publicized trial. He was sentenced to death but the governor commuted his sentence to life. An enraged and organized lynch mob took him from jail in 1915 and hanged him in Marietta. The Jewish community in Atlanta and across the country were horrified. On May 21, 1917, the Great Atlanta Fire destroyed 1,938 buildings in what is now the Old Fourth Ward, resulting in one fatality and the displacement of 10,000 people.On December 15, 1939, Atlanta hosted the premiere of Gone with the Wind, the epic film based on the best-selling novel by Atlanta's Margaret Mitchell. The gala event at Loew's Grand Theatre was attended by the film's legendary producer, David O. Selznick, and the film's stars Clark Gable, Vivien Leigh, and Olivia de Havilland, but Oscar winner Hattie McDaniel, an African-American actress, was barred from the event due to racial segregation laws.Atlanta played a vital role in the Allied effort during World War II due to the city's war-related manufacturing companies, railroad network and military bases. The defense industries attracted thousands of new residents and generated revenues, resulting in rapid population and economic growth. In the 1950s, the city's newly constructed highway system, supported by federal subsidies, allowed middle class Atlantans the ability to relocate to the suburbs. As a result, the city began to make up an ever-smaller proportion of the metropolitan area's population.\r\n\r\n\r\n=== Civil Rights movement ===\r\nAfrican-American veterans returned from World War II seeking full rights in their country and began heightened activism. In exchange for support by that portion of the Black community that could vote, in 1948 the mayor ordered the hiring of the first eight African-American police officers in the city.Much controversy preceded the 1956 Sugar Bowl, when the Pitt Panthers, with African-American fullback Bobby Grier on the roster, met the Georgia Tech Yellow Jackets. There had been controversy over whether Grier should be allowed to play due to his race, and whether Georgia Tech should even play at all due to Georgia's Governor Marvin Griffin's opposition to racial integration. After Griffin publicly sent a telegram to the state's Board of Regents requesting Georgia Tech not to engage in racially integrated events, Georgia Tech's president Blake R. Van Leer rejected the request and threatened to resign. The game went on as planned.In the 1960s, Atlanta became a major organizing center of the civil rights movement, with Martin Luther King Jr., Ralph Abernathy, and students from Atlanta's historically Black colleges and universities playing major roles in the movement's leadership. While Atlanta in the postwar years had relatively minimal racial strife compared to other cities, Blacks were limited by discrimination, segregation, and continued disenfranchisement of most voters. In 1961, the city attempted to thwart blockbusting by realtors by erecting road barriers in Cascade Heights, countering the efforts of civic and business leaders to foster Atlanta as the \"city too busy to hate.\"Desegregation of the public sphere came in stages, with public transportation desegregated by 1959, the restaurant at Rich's department store by 1961, movie theaters by 1963, and public schools by 1973 (nearly 20 years after the US Supreme Court ruled that segregated public schools were unconstitutional).In 1960, Whites comprised 61.7% of the city's population. During the 1950s\u201370s, suburbanization and White flight from urban areas led to a significant demographic shift. By 1970, African Americans were the majority of the city's population and exercised their recently enforced voting rights and political influence by electing Atlanta's first Black mayor, Maynard Jackson, in 1973. Under Mayor Jackson's tenure, Atlanta's airport was modernized, strengthening the city's role as a transportation center. The opening of the Georgia World Congress Center in 1976 further confirmed Atlanta's rise as a convention city. Construction of the city's subway system began in 1975, with rail service commencing in 1979. Despite these improvements, Atlanta lost more than 100,000 residents between 1970 and 1990, over 20% of its population. At the same time, it developed new office space after attracting numerous corporations, with an increasing portion of workers from northern areas.\r\n\r\n\r\n=== 1996 Summer Olympic games ===\r\nAtlanta was selected as the site for the 1996 Summer Olympic Games.", "start_char_idx": 7675, "end_char_idx": 12262, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c27e834d-5bfa-460f-8fdb-9b34d11f431c": {"__data__": {"id_": "c27e834d-5bfa-460f-8fdb-9b34d11f431c", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d64aca10-7832-4b43-a3d9-38ab6274003a", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f01b80e70305fb427e0ccc080fe24186321cdcb1ec160a55d8f52a33df7eb18", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "47dbd3ab-9b1e-457e-9374-041a40be7168", "node_type": "1", "metadata": {}, "hash": "a639682d5d7fda3e3019d241a1e0cf64306f23e6db81407f527b76917a659bd2", "class_name": "RelatedNodeInfo"}}, "text": "By 1970, African Americans were the majority of the city's population and exercised their recently enforced voting rights and political influence by electing Atlanta's first Black mayor, Maynard Jackson, in 1973. Under Mayor Jackson's tenure, Atlanta's airport was modernized, strengthening the city's role as a transportation center. The opening of the Georgia World Congress Center in 1976 further confirmed Atlanta's rise as a convention city. Construction of the city's subway system began in 1975, with rail service commencing in 1979. Despite these improvements, Atlanta lost more than 100,000 residents between 1970 and 1990, over 20% of its population. At the same time, it developed new office space after attracting numerous corporations, with an increasing portion of workers from northern areas.\r\n\r\n\r\n=== 1996 Summer Olympic games ===\r\nAtlanta was selected as the site for the 1996 Summer Olympic Games. Following the announcement, the city government undertook several major construction projects to improve Atlanta's parks, sporting venues, and transportation infrastructure; however, for the first time, none of the $1.7 billion cost of the games was governmentally funded. While the games experienced transportation and accommodation problems and, despite extra security precautions, there was the Centennial Olympic Park bombing, the spectacle was a watershed event in Atlanta's history. For the first time in Olympic history, every one of the record 197 national Olympic committees invited to compete sent athletes, sending more than 10,000 contestants participating in a record 271 events. The related projects such as Atlanta's Olympic Legacy Program and civic effort initiated a fundamental transformation of the city in the following decade.\r\n\r\n\r\n=== 21st century ===\r\nDuring the 2000s, the city of Atlanta underwent a profound physical, cultural, and demographic change. As some of the African American middle and upper classes also began to move to the suburbs, a booming economy drew numerous new migrants from other cities in the United States, who contributed to changes in the city's demographics. African Americans made up a decreasing portion of the population, from a high of 67% in 1990 to 54% in 2010. From 2000 to 2010, Atlanta gained 22,763 white residents, 5,142 Asian residents, and 3,095 Hispanic residents, while the city's Black population decreased by 31,678. Much of the city's demographic change during the decade was driven by young, college-educated professionals: from 2000 to 2009, the three-mile radius surrounding Downtown Atlanta gained 9,722 residents aged 25 to 34 and holding at least a four-year degree, an increase of 61%. This was similar to the tendency in other cities for young, college educated, single or married couples to live in downtown areas.Between the mid-1990s and 2010, stimulated by funding from the HOPE VI program and under leadership of CEO Renee Lewis Glover (1994\u20132013), the Atlanta Housing Authority demolished nearly all of its public housing, a total of 17,000 units and about 10% of all housing units in the city. After reserving 2,000 units mostly for elderly, the AHA allowed redevelopment of the sites for mixed-use and mixed-income, higher density developments, with 40% of the units to be reserved for affordable housing. Two-fifths of previous public housing residents attained new housing in such units; the remainder received vouchers to be used at other units, including in suburbs. At the same time, in an effort to change the culture of those receiving subsidized housing, the AHA imposed a requirement for such residents to work (or be enrolled in a genuine, limited-time training program). It is virtually the only housing authority to have created this requirement. To prevent problems, the AHA also gave authority to management of the mixed-income or voucher units to evict tenants who did not comply with the work requirement or who caused behavior problems.In 2005, the city approved the $2.8 billion BeltLine project. It was intended to convert a disused 22-mile freight railroad loop that surrounds the central city into an art-filled multi-use trail and light rail transit line, which would increase the city's park space by 40%. The project stimulated retail and residential development along the loop, but has been criticized for its adverse effects on some Black communities. In 2013, the project received a federal grant of $18 million to develop the southwest corridor. In September 2019 the James M. Cox Foundation gave $6 Million to the PATH Foundation which will connect the Silver Comet Trail to The Atlanta BeltLine which is expected to be completed by 2022.", "start_char_idx": 11347, "end_char_idx": 16015, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "47dbd3ab-9b1e-457e-9374-041a40be7168": {"__data__": {"id_": "47dbd3ab-9b1e-457e-9374-041a40be7168", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c27e834d-5bfa-460f-8fdb-9b34d11f431c", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e1d67dc361d856e225541971d870eae062dc0c45b4abde9c877717d5598e8635", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "45c1d81c-ecd7-4033-bd25-354b66117057", "node_type": "1", "metadata": {}, "hash": "78cb5d6694b1026733960d28f994c16ecb0fe8cf81e732a1b35424ea2b6f1937", "class_name": "RelatedNodeInfo"}}, "text": "To prevent problems, the AHA also gave authority to management of the mixed-income or voucher units to evict tenants who did not comply with the work requirement or who caused behavior problems.In 2005, the city approved the $2.8 billion BeltLine project. It was intended to convert a disused 22-mile freight railroad loop that surrounds the central city into an art-filled multi-use trail and light rail transit line, which would increase the city's park space by 40%. The project stimulated retail and residential development along the loop, but has been criticized for its adverse effects on some Black communities. In 2013, the project received a federal grant of $18 million to develop the southwest corridor. In September 2019 the James M. Cox Foundation gave $6 Million to the PATH Foundation which will connect the Silver Comet Trail to The Atlanta BeltLine which is expected to be completed by 2022. Upon completion, the total combined interconnected trail distance around Atlanta for The Atlanta BeltLine and Silver Comet Trail will be the longest paved trail surface in the U.S. totaling about 300 miles (480 km).Atlanta's cultural offerings expanded during the 2000s: the High Museum of Art doubled in size; the Alliance Theatre won a Tony Award; and art galleries were established on the once-industrial Westside. The College Football Hall of Fame relocated to Atlanta and the National Center for Civil and Human Rights museum was constructed. The city of Atlanta was the subject of a massive cyberattack which began in March 2018. In December 2019, Atlanta hosted the Miss Universe 2019 pageant competition. On June 16, 2022, Atlanta was selected as a host city for the 2026 FIFA World Cup.\r\n\r\n\r\n== Geography ==\r\n\r\nAtlanta encompasses 134.0 square miles (347.1 km2), of which 133.2 square miles (344.9 km2) is land and 0.85 square miles (2.2 km2) is water. The city is situated in the Deep South of the southeastern United States among the foothills of the Appalachian Mountains. At 1,050 feet (320 m) above mean sea level, Atlanta has the highest elevation among major cities east of the Mississippi River. Atlanta straddles the Eastern Continental Divide. Rainwater that falls on the south and east side of the divide flows into the Atlantic Ocean, while rainwater on the north and west side of the divide flows into the Gulf of Mexico. Atlanta developed on a ridge south of the Chattahoochee River, which is part of the ACF River Basin. The river borders the far northwestern edge of the city, and much of its natural habitat has been preserved, in part by the Chattahoochee River National Recreation Area.Atlanta is 21 miles (33 km) southeast of Marietta, 27 miles (43 km) southwest of Alpharetta, 146 miles (234 km) southwest of Greenville, South Carolina, 147 miles (236 km) east of Birmingham, Alabama, and 245 miles (394 km) southwest of Charlotte, North Carolina.Despite having lost significant tree canopy coverage between 1973 and 1999, Atlanta now has the densest urban tree coverage of any major city in the United States and is often called \"City of Trees\" or \"The City in a Forest\".\r\n\r\n\r\n=== Cityscape ===\r\n\r\nMost of Atlanta was burned during the American Civil War, depleting the city of a large stock of its historic architecture. Yet architecturally, the city had never been traditionally \"southern\" because Atlanta originated as a railroad town, rather than a southern seaport dominated by the planter class, such as Savannah or Charleston. Because of its later development, many of the city's landmarks share architectural characteristics with buildings in the Northeast or Midwest, as they were designed at a time of shared national architectural styles.\r\nDuring the late 20th century, Atlanta embraced the global trend of modern architecture, especially for commercial and institutional structures. Examples include the State of Georgia Building built in 1966, and the Georgia-Pacific Tower in 1982. Many of the most notable examples from this period were designed by world renowned Atlanta architect John Portman. Most of the buildings that define the downtown skyline were designed by Portman during this period, including the Westin Peachtree Plaza and the Atlanta Marriott Marquis. In the latter half of the 1980s, Atlanta became one of the early homes of postmodern buildings that reintroduced classical elements to their designs. Many of Atlanta's tallest skyscrapers were built in this period and style, displaying tapering spires or otherwise ornamented crowns, such as One Atlantic Center (1987), 191 Peachtree Tower (1991), and the Four Seasons Hotel Atlanta (1992).", "start_char_idx": 15107, "end_char_idx": 19719, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "45c1d81c-ecd7-4033-bd25-354b66117057": {"__data__": {"id_": "45c1d81c-ecd7-4033-bd25-354b66117057", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "47dbd3ab-9b1e-457e-9374-041a40be7168", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "40649ab05118ac503887e3182c8ef011c26fd709ccc0489557b6432786f7a27e", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "733ead78-f980-47c7-ab10-c96dc29d6f80", "node_type": "1", "metadata": {}, "hash": "c97387f3c012f716378dc2a2d4f48f1a128e09d984121bdb821f823a8cf45a78", "class_name": "RelatedNodeInfo"}}, "text": "During the late 20th century, Atlanta embraced the global trend of modern architecture, especially for commercial and institutional structures. Examples include the State of Georgia Building built in 1966, and the Georgia-Pacific Tower in 1982. Many of the most notable examples from this period were designed by world renowned Atlanta architect John Portman. Most of the buildings that define the downtown skyline were designed by Portman during this period, including the Westin Peachtree Plaza and the Atlanta Marriott Marquis. In the latter half of the 1980s, Atlanta became one of the early homes of postmodern buildings that reintroduced classical elements to their designs. Many of Atlanta's tallest skyscrapers were built in this period and style, displaying tapering spires or otherwise ornamented crowns, such as One Atlantic Center (1987), 191 Peachtree Tower (1991), and the Four Seasons Hotel Atlanta (1992). Also completed during the era is the Portman-designed Bank of America Plaza built in 1992. At 1,023 feet (312 m), it is the tallest building in the city and the 14th-tallest in the United States.\r\nThe city's embrace of modern architecture has often translated into an ambivalent approach toward historic preservation, leading to the destruction of many notable architectural landmarks. These include the Equitable Building (1892\u20131971), Terminal Station (1905\u20131972), and the Carnegie Library (1902\u20131977). In the mid-1970s, the Fox Theatre, now a cultural icon of the city, would have met the same fate if not for a grassroots effort to save it. More recently, preservationists may have made some inroads. For example, in 2016 activists convinced the Atlanta City Council not to demolish the Atlanta-Fulton Central Library, the last building designed by noted architect Marcel Breuer.Atlanta is divided into 242 officially defined neighborhoods. The city contains three major high-rise districts, which form a north\u2013south axis along Peachtree: Downtown, Midtown, and Buckhead. Surrounding these high-density districts are leafy, low-density neighborhoods, most of which are dominated by single-family homes.Downtown Atlanta contains the most office space in the metro area, much of it occupied by government entities. Downtown is home to the city's sporting venues and many of its tourist attractions. Midtown Atlanta is the city's second-largest business district, containing the offices of many of the region's law firms. Midtown is known for its art institutions, cultural attractions, institutions of higher education, and dense form. Buckhead, the city's uptown district, is eight miles (13 km) north of Downtown and the city's third-largest business district. The district is marked by an urbanized core along Peachtree Road, surrounded by suburban single-family neighborhoods situated among woods and rolling hills.\r\nSurrounding Atlanta's three high-rise districts are the city's low- and medium-density neighborhoods, where the craftsman bungalow single-family home is dominant. The eastside is marked by historic streetcar suburbs, built from the 1890s\u20131930s as havens for the upper middle class. These neighborhoods, many of which contain their own villages encircled by shaded, architecturally distinct residential streets, include the Victorian Inman Park, Bohemian East Atlanta, and eclectic Old Fourth Ward. On the westside and along the BeltLine on the eastside, former warehouses and factories have been converted into housing, retail space, and art galleries, transforming the once-industrial areas such as West Midtown into model neighborhoods for smart growth, historic rehabilitation, and infill construction.In southwest Atlanta, neighborhoods closer to downtown originated as streetcar suburbs, including the historic West End, while those farther from downtown retain a postwar suburban layout. These include Collier Heights and Cascade Heights, home to much of the city's affluent African-American population. Northwest Atlanta contains the areas of the city to west of Marietta Boulevard and to the north of Martin Luther King Jr. Drive, including those neighborhoods remote to downtown, such as Riverside, Bolton and Whittier Mill. The latter is one of Atlanta's designated Landmark Historical Neighborhoods. Vine City, though technically Northwest, adjoins the city's Downtown area and has recently been the target of community outreach programs and economic development initiatives.Gentrification of the city's neighborhoods is one of the more controversial and transformative forces shaping contemporary Atlanta. The gentrification of Atlanta has its origins in the 1970s, after many of Atlanta's neighborhoods had declined and suffered the urban decay that affected other major American cities in the mid-20th century. When neighborhood opposition successfully prevented two freeways from being built through the city's east side in 1975, the area became the starting point for Atlanta's gentrification.", "start_char_idx": 18798, "end_char_idx": 23751, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "733ead78-f980-47c7-ab10-c96dc29d6f80": {"__data__": {"id_": "733ead78-f980-47c7-ab10-c96dc29d6f80", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "45c1d81c-ecd7-4033-bd25-354b66117057", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "873cf4098c520d9116a683c025d299b9a606c6c15dbf052717b80d6a575aa4e1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "b5052f58-aa07-4d65-a3df-fdaf2e767f3b", "node_type": "1", "metadata": {}, "hash": "7b9f0455c5e9da715f78a883112fd4ff453f956a36a4d124abee73ec44cac2e8", "class_name": "RelatedNodeInfo"}}, "text": "Northwest Atlanta contains the areas of the city to west of Marietta Boulevard and to the north of Martin Luther King Jr. Drive, including those neighborhoods remote to downtown, such as Riverside, Bolton and Whittier Mill. The latter is one of Atlanta's designated Landmark Historical Neighborhoods. Vine City, though technically Northwest, adjoins the city's Downtown area and has recently been the target of community outreach programs and economic development initiatives.Gentrification of the city's neighborhoods is one of the more controversial and transformative forces shaping contemporary Atlanta. The gentrification of Atlanta has its origins in the 1970s, after many of Atlanta's neighborhoods had declined and suffered the urban decay that affected other major American cities in the mid-20th century. When neighborhood opposition successfully prevented two freeways from being built through the city's east side in 1975, the area became the starting point for Atlanta's gentrification. After Atlanta was awarded the Olympic games in 1990, gentrification expanded into other parts of the city, stimulated by infrastructure improvements undertaken in preparation for the games. New development post-2000 has been aided by the Atlanta Housing Authority's eradication of the city's public housing. As noted above, it allowed development of these sites for mixed-income housing, requiring developers to reserve a considerable portion for affordable housing units. It has also provided for other former residents to be given vouchers to gain housing in other areas. Construction of the Beltline has stimulated new and related development along its path.\r\n\r\n\r\n=== Climate ===\r\nUnder the K\u00f6ppen classification, Atlanta has a humid subtropical climate (Cfa) with generous precipitation year-round, typical for the Upland South; the city is situated in USDA Plant Hardiness Zone 8a, with the northern and western suburbs, as well as part of Midtown transitioning to 7b. Summers are hot and humid, with temperatures somewhat moderated by the city's elevation. Winters are overall mild but variable, occasionally susceptible to snowstorms even if in small quantities on several occasions, unlike the central and southern portions of the state. Warm air from the Gulf of Mexico can bring spring-like highs while strong Arctic air masses can push lows into the teens \u00b0F (\u22127 to \u221212 \u00b0C).\r\nJuly averages 80.9 \u00b0F (27.2 \u00b0C), with high temperatures reaching 90 \u00b0F (32 \u00b0C) on an average of 47 days per year, though 100 \u00b0F (38 \u00b0C) readings are not seen most years. January averages 44.8 \u00b0F (7.1 \u00b0C), with temperatures in the suburbs slightly cooler due largely to the urban heat island effect. Lows at or below freezing can be expected 36 nights annually, but the last occurrences of temperatures below 10 \u00b0F (\u221212 \u00b0C) were December 24, 2022, and January 2014, eight years apart. Extremes range from \u22129 \u00b0F (\u221223 \u00b0C) on February 13, 1899 to 106 \u00b0F (41 \u00b0C) on June 30, 2012. Average dewpoints in the summer range from 63.7 \u00b0F (17.6 \u00b0C) in June to 67.8 \u00b0F (19.9 \u00b0C) in July.Typical of the southeastern U.S., Atlanta receives abundant rainfall that is evenly distributed throughout the year, though late spring and early fall are somewhat drier. The average annual precipitation is 50.43 in (1,281 mm), while snowfall is typically light and rare with a normal of 2.2 inches (5.6 cm) per winter. The heaviest single snowfall occurred on January 23, 1940, with around 10 inches (25 cm) of snow. However, ice storms usually cause more problems than snowfall does, the most severe occurring on January 7, 1973. Tornadoes are rare in the city itself, but the March 14, 2008 EF2 tornado damaged prominent structures in downtown Atlanta.\r\n\r\n\r\n== Demographics ==\r\n\r\n\r\n=== Population ===\r\n\r\nThe 2020 United States census reported that Atlanta had a population of 498,715. The population density was 3,685.45 persons per square mile (1,422.95/km2). The racial makeup of Atlanta (including Hispanics) was 51.0% Black or African American, 40.9% White, 4.2% Asian and 0.3% Native American, and 1.0% from other races. 2.4% of the population reported two or more races. Hispanics of any race made up 6.0% of the city's population. The median income for a household in the city was $66,657.", "start_char_idx": 22752, "end_char_idx": 27012, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "b5052f58-aa07-4d65-a3df-fdaf2e767f3b": {"__data__": {"id_": "b5052f58-aa07-4d65-a3df-fdaf2e767f3b", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "733ead78-f980-47c7-ab10-c96dc29d6f80", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "41e788ab4ec928a7dba20d17d4d8ca709244372ff67a4d41c828df176e4e9055", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "87faae70-f809-4e8a-b0f6-d49001f4134b", "node_type": "1", "metadata": {}, "hash": "6e0da20c0348310d8bef554b9b6be3d3686afde2321cef0f023829cb8b705549", "class_name": "RelatedNodeInfo"}}, "text": "Tornadoes are rare in the city itself, but the March 14, 2008 EF2 tornado damaged prominent structures in downtown Atlanta.\r\n\r\n\r\n== Demographics ==\r\n\r\n\r\n=== Population ===\r\n\r\nThe 2020 United States census reported that Atlanta had a population of 498,715. The population density was 3,685.45 persons per square mile (1,422.95/km2). The racial makeup of Atlanta (including Hispanics) was 51.0% Black or African American, 40.9% White, 4.2% Asian and 0.3% Native American, and 1.0% from other races. 2.4% of the population reported two or more races. Hispanics of any race made up 6.0% of the city's population. The median income for a household in the city was $66,657. The per capita income for the city was $54,414. 20.2% percent of the population was living below the poverty line.\r\nIn the 1920s, the Black population began to grow in Southern metropolitan cities like Atlanta, Birmingham, Houston, and Memphis. The New Great Migration brought an insurgence of African Americans from California and the North to the Atlanta area. It has long been known as a center of African-American political power, education, entrepreneurship, and culture, often called a Black mecca. In the 1990s, Atlanta started to experience Black flight to its suburbs. A massive influx of African Americans are moving to the suburbs primarily seeking a lower cost of living or better public schools. The African American share of Atlanta's population is the fastest declining of any racial group. The city's African American population shrank from 61% of the city's population in 2000 to 47% in 2020. Blacks made up nine percent of new Atlanta residents between 2010 and 2020. Atlanta is also home to a sizable foreign-born Black population.With many notable investments occurring in Atlanta initiated by the 1996 Olympics, the White population of Atlanta began to rebound after several decades of White flight to Atlanta's suburbs. Between 2000 and 2020, the proportion of Whites in the city had strong growth. In two decades, Atlanta's White population grew from 33% to 39% of the city's population. Whites made up the majority of new Atlanta residents between 2010 and 2020.The Hispanic and Latino populations in Atlanta and metro Atlanta are growing strong. The largest Hispanic ancestries in Atlanta are Mexican, Puerto Rican and Cuban. There is a growing presence of Mexicans throughout the 10-county region. Mexicans are also concentrated along the Buford Highway and I-85 corridor, first noted in the 1990 census, have expanded and now extend well into Gwinnett County. Metro Atlanta has the 19th largest Hispanic population in the country. The Atlanta area also has a fast growing Asian American population. Most Asians in Atlanta are of Indian, Vietnamese, Chinese, Korean, Filipino, Pakistani and Japanese descent.Early immigrants in the Atlanta area were mostly Jews and Greeks. Since 2010, the Atlanta area has seen very notable growth with immigrants from India, China, South Korea, and Jamaica. Other notable countries immigrants come from are Vietnam, Eritrea, Nigeria, the Arabian gulf, Ukraine and Poland. Within a few decades, and in keeping with national trends, immigrants from England, Ireland, and German-speaking central Europe were no longer the majority of Atlanta's foreign-born population. The city's Italians included immigrants from northern Italy, many of whom had been in Atlanta since the 1890s; more recent arrivals from southern Italy; and Sephardic Jews from the Isle of Rhodes, which Italy had seized from Turkey in 1912. Europeans from Great Britain, Ireland and Germany settled in the city as early as the 1840s. Most of Atlanta's European population are from the United Kingdom and Germany. Bosnian refugees settled in Atlanta.Vietnamese people, Cambodians, Ethiopians and Eritreans were the earliest refugees formally brought to the city.Of the total population five years and older, 83.3% spoke only English at home, while 8.8% spoke Spanish, 3.9% another Indo-European language, and 2.8% an Asian language. 7.3% of Atlantans were born abroad (86th in the US). Atlanta's dialect has traditionally been a variation of Southern American English. The Chattahoochee River long formed a border between the Coastal Southern and Southern Appalachian dialects.", "start_char_idx": 26345, "end_char_idx": 30616, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "87faae70-f809-4e8a-b0f6-d49001f4134b": {"__data__": {"id_": "87faae70-f809-4e8a-b0f6-d49001f4134b", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "b5052f58-aa07-4d65-a3df-fdaf2e767f3b", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "4feb6d5a320a635335ee36872f5a6731f2c668f68ccbc8fdaded20b5383d7c7d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "335ddad3-638e-4f8f-86f7-1a56eea70c80", "node_type": "1", "metadata": {}, "hash": "8c515652c8f2a7c8815fb8e6ced47deb63ec7e42705f679e4c6b924992d7b0e1", "class_name": "RelatedNodeInfo"}}, "text": "Europeans from Great Britain, Ireland and Germany settled in the city as early as the 1840s. Most of Atlanta's European population are from the United Kingdom and Germany. Bosnian refugees settled in Atlanta.Vietnamese people, Cambodians, Ethiopians and Eritreans were the earliest refugees formally brought to the city.Of the total population five years and older, 83.3% spoke only English at home, while 8.8% spoke Spanish, 3.9% another Indo-European language, and 2.8% an Asian language. 7.3% of Atlantans were born abroad (86th in the US). Atlanta's dialect has traditionally been a variation of Southern American English. The Chattahoochee River long formed a border between the Coastal Southern and Southern Appalachian dialects. Because of the development of corporate headquarters in the region, attracting migrants from other areas of the country, by 2003, Atlanta magazine concluded that Atlanta had become significantly \"de-Southernized\". A Southern accent was considered a handicap in some circumstances. In general, Southern accents are less prevalent among residents of the city and inner suburbs and among younger people; they are more common in the outer suburbs and among older people. At the same time, some residents of the city speak in Southern variations of African-American English.\r\n\r\n\r\n=== Sexual orientation and gender identity ===\r\n\r\nAtlanta has a thriving and diverse lesbian, gay, bisexual, and transgender (LGBT) community. According to a survey by the Williams Institute, Atlanta ranked third among major American cities, behind San Francisco and slightly behind Seattle, with 12.8% of the city's total population identifying as LGB. The Midtown and Cheshire Bridge areas have historically been the epicenters of LGBT culture in Atlanta. Atlanta formed a reputation for being a place of tolerance after former mayor Ivan Allen Jr. dubbed it \"the city too busy to hate\" in the 1960s (referring to racial relations). Atlanta has consistently scored 100% on the Human Rights Campaign's Municipal Equality Index that measures how inclusive a city's laws, policies and services are for LGBT people who live and work there.\r\n\r\n\r\n=== Religion ===\r\n\r\nReligion in Atlanta, while historically centered on Protestant Christianity, now encompasses many faiths, as a result of the city and metro area's increasingly international population. Some 63% of residents identified as some type of Protestant according to the Pew Research Center in 2014, but in recent decades the Catholic Church has increased in numbers and influence because of new migrants to the region. Metro Atlanta also has numerous ethnic or national Christian congregations, including Korean and Indian churches. Per the Public Religion Research Institute in 2020, overall, 73% of the population identify with some tradition or denomination of Christianity; despite continuing religious diversification, historically African American Protestant churches continue prevalence in the whole metropolitan area alongside historic Black Catholic churches. The larger non-Christian faiths according to both studies are Judaism, Islam, and Hinduism. Overall, there are over 1,000 places of worship within Atlanta.\r\n\r\n\r\n== Economy ==\r\n\r\nWith a GDP of $385 billion, the Atlanta metropolitan area's economy is the 8th-largest in the country and the 16th-largest in the world. Corporate operations play a major role in Atlanta's economy, as the city claims the nation's third-largest concentration of Fortune 500 companies (tied for third with Chicago). It also hosts the global headquarters of several corporations such as The Coca-Cola Company, The Home Depot, Delta Air Lines, Arby's, AT&T Mobility, Georgia-Pacific, Chick-fil-A, Church's Chicken, Dunkin Donuts, Norfolk Southern Railway, Mercedes-Benz USA, NAPA Auto Parts, Papa Johns, Porsche AG, Newell Brands, Rollins, Inc., Marble Slab Creamery, and UPS. Over 75% of Fortune 1000 companies conduct business operations in the city's metro area, and the region hosts offices of over 1,250 multinational corporations. Many corporations are drawn to the city by its educated workforce; as of 2014, 45% of adults aged 25 or older residing in the city have at least four-year college degrees, compared to the national average of 28%.Atlanta was born as a railroad town, and logistics continue to represent an important part of the city's economy to this day. In 2021, major freight railroad Norfolk Southern moved their headquarters to Atlanta, and the city  hosts major classification yards for Norfolk Southern and CSX. Hartsfield\u2013Jackson Atlanta International Airport is the world's busiest airport, and the headquarters of Delta Air Lines. Delta operates the world's largest airline hub at Hartsfield-Jackson and is metro Atlanta's largest employer.", "start_char_idx": 29881, "end_char_idx": 34660, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "335ddad3-638e-4f8f-86f7-1a56eea70c80": {"__data__": {"id_": "335ddad3-638e-4f8f-86f7-1a56eea70c80", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "87faae70-f809-4e8a-b0f6-d49001f4134b", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ad215bc6563e5d31f652eb6328ccd492a7b2fa776356db043bfe15b8f86163b8", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "9ffad300-3dbc-4767-87b4-c44c7564064c", "node_type": "1", "metadata": {}, "hash": "3d5c565f2059b18a3b90e5581543112f31a363ee56c523ae9f992f1d1391d43d", "class_name": "RelatedNodeInfo"}}, "text": "Over 75% of Fortune 1000 companies conduct business operations in the city's metro area, and the region hosts offices of over 1,250 multinational corporations. Many corporations are drawn to the city by its educated workforce; as of 2014, 45% of adults aged 25 or older residing in the city have at least four-year college degrees, compared to the national average of 28%.Atlanta was born as a railroad town, and logistics continue to represent an important part of the city's economy to this day. In 2021, major freight railroad Norfolk Southern moved their headquarters to Atlanta, and the city  hosts major classification yards for Norfolk Southern and CSX. Hartsfield\u2013Jackson Atlanta International Airport is the world's busiest airport, and the headquarters of Delta Air Lines. Delta operates the world's largest airline hub at Hartsfield-Jackson and is metro Atlanta's largest employer.  UPS, the world's largest courier company, operates an air cargo hub at Hartsfield-Jackson, and has their headquarters in neighboring Sandy Springs.\r\nMedia is also an important aspect of Atlanta's economy. In the 1980s, media mogul Ted Turner founded the Cable News Network (CNN), Turner Network Television (TNT), HLN (HLN), Turner Classic Movies (TCM), The Cartoon Network, Inc. (CNI) and its namesake television network, TruTV (truTV) and the Turner Broadcasting System (TBS) in the city. Around the same time, Cox Enterprises, now the nation's third-largest cable television service and the publisher of over a dozen American newspapers, moved its headquarters to the city. Notable sports networks headquartered in Atlanta include Warner Bros. Discovery Sports, NBA TV, Bally Sports South, and Bally Sports Southeast. The Weather Channel is also based just outside of the city in suburban Cobb County.Information technology (IT) has become an increasingly important part of Atlanta's economic output, earning the city the nickname the \"Silicon peach\". As of 2013, Atlanta contains the fourth-largest concentration of IT jobs in the US, numbering 85,000+. The city is also ranked as the sixth fastest-growing for IT jobs, with an employment growth of 4.8% in 2012 and a three-year growth near 9%, or 16,000 jobs. Companies are drawn to Atlanta's lower costs and educated workforce.Recently, Atlanta has been the center for film and television production, largely because of the Georgia Entertainment Industry Investment Act, which awards qualified productions a transferable income tax credit of 20% of all in-state costs for film and television investments of $500,000 or more. Film and television production facilities based in Atlanta include Techwood Studios, Pinewood Atlanta Studios, Tyler Perry Studios, Williams Street Productions, and the EUE/Screen Gems soundstages. Film and television production injected $9.5 billion into Georgia's economy in 2017, with Atlanta garnering most of the projects. Atlanta has emerged as the all-time most popular destination for film production in the United States and one of the 10 most popular destinations globally.Compared to other American cities, Atlanta's economy in the past had been disproportionately affected by the 2008 financial crisis and the subsequent recession, with the city's economy being ranked 68th among 100 American cities in a September 2014 report due to an elevated unemployment rate, declining real income levels, and a depressed housing market. From 2010 to 2011, Atlanta saw a 0.9% contraction in employment and plateauing income growth at 0.4%. Although unemployment had decreased to 7% by late 2014, this was still higher than the national unemployment rate of 5.8% Atlanta's housing market has also struggled, with home prices dropping by 2.1% in January 2012, reaching levels not seen since 1996. Compared with a year earlier, the average home price in Atlanta plummeted to 17.3% in February 2012, thus becoming the largest annual drop in the history of the index for any American or global city. The decline in home prices prompted some economists to deem Atlanta the worst housing market in the nation at the height of the depression. Nevertheless, the city's real estate market has resurged since 2012, so much median home value and rent growth significantly outpaced the national average by 2018, thanks to a rapidly-growing regional economy.\r\n\r\n\r\n== Arts and culture ==\r\nAtlanta is noted for its lack of Southern culture. This is due to a large population of migrants from other parts of the U.S., in addition to many recent immigrants to the U.S. who have made the metropolitan area their home, establishing Atlanta as the cultural and economic hub of an increasingly multi-cultural metropolitan area.", "start_char_idx": 33768, "end_char_idx": 38448, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "9ffad300-3dbc-4767-87b4-c44c7564064c": {"__data__": {"id_": "9ffad300-3dbc-4767-87b4-c44c7564064c", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "335ddad3-638e-4f8f-86f7-1a56eea70c80", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "2310cff245bf57edbd71bc94a9a457d85086deaf3fb9527be15b34953d2825a1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "4bc12349-43b1-4ffa-a162-37f6d96e2d4e", "node_type": "1", "metadata": {}, "hash": "4e0aeb380b2ed0a0c6b7b2bc6639486f1b6ba927376578c82c3ffdbe0b240e43", "class_name": "RelatedNodeInfo"}}, "text": "Compared with a year earlier, the average home price in Atlanta plummeted to 17.3% in February 2012, thus becoming the largest annual drop in the history of the index for any American or global city. The decline in home prices prompted some economists to deem Atlanta the worst housing market in the nation at the height of the depression. Nevertheless, the city's real estate market has resurged since 2012, so much median home value and rent growth significantly outpaced the national average by 2018, thanks to a rapidly-growing regional economy.\r\n\r\n\r\n== Arts and culture ==\r\nAtlanta is noted for its lack of Southern culture. This is due to a large population of migrants from other parts of the U.S., in addition to many recent immigrants to the U.S. who have made the metropolitan area their home, establishing Atlanta as the cultural and economic hub of an increasingly multi-cultural metropolitan area. This unique cultural combination reveals itself in the arts district of Midtown, the quirky neighborhoods on the city's eastside, and the multi-ethnic enclaves found along Buford Highway.\r\n\r\n\r\n=== Arts and theater ===\r\n\r\nAtlanta is one of few United States cities with permanent, professional, and resident companies in all major performing arts disciplines: opera (Atlanta Opera), ballet (Atlanta Ballet), orchestral music (Atlanta Symphony Orchestra), and theater (the Alliance Theatre). Atlanta attracts many touring Broadway acts, concerts, shows, and exhibitions catering to a variety of interests. Atlanta's performing arts district is concentrated in Midtown Atlanta at the Woodruff Arts Center, which is home to the Atlanta Symphony Orchestra and the Alliance Theatre. The city frequently hosts touring Broadway acts, especially at The Fox Theatre, a historic landmark among the highest-grossing theaters of its size.As a national center for the arts, Atlanta is home to significant art museums and institutions. The renowned High Museum of Art is arguably the South's leading art museum. The Museum of Design Atlanta (MODA) and the SCAD FASH Museum of Fashion + Film are the only such museums in the Southeast. Contemporary art museums include the Atlanta Contemporary Art Center and the Museum of Contemporary Art of Georgia. Institutions of higher education contribute to Atlanta's art scene, with the Savannah College of Art and Design's Atlanta campus providing the city's arts community with a steady stream of curators, and Emory University's Michael C. Carlos Museum containing the largest collection of ancient art in the Southeast. In nearby Athens is the Georgia Museum of Art that is associated with the University of Georgia and is both an academic museum and the official art museum of the state of Georgia.Atlanta has become one of the U.S.'s best cities for street art in recent years. It is home to Living Walls, an annual street art conference and the Outerspace Project, an annual event series that merges public art, live music, design, action sports, and culture. Examples of street art in Atlanta can be found on the Atlanta Street Art Map.\r\n\r\n\r\n=== Music ===\r\n\r\nAtlanta has played a major or contributing role in the development of various genres of American music at different points in the city's history. Beginning as early as the 1920s, Atlanta emerged as a center for country music, which was brought to the city by migrants from Appalachia. During the countercultural 1960s, Atlanta hosted the Atlanta International Pop Festival, with the 1969 festival taking place more than a month before Woodstock and featuring many of the same bands. The city was also a center for Southern rock during its 1970s heyday: the Allman Brothers Band's hit instrumental \"Hot 'Lanta\" is an ode to the city, while Lynyrd Skynyrd's famous live rendition of \"Free Bird\" was recorded at the Fox Theatre in 1976, with lead singer Ronnie Van Zant directing the band to \"play it pretty for Atlanta\". During the 1980s, Atlanta had an active punk rock scene centered on two of the city's music venues, 688 Club and the Metroplex, and Atlanta famously played host to the Sex Pistols' first U.S. show, which was performed at the Great Southeastern Music Hall. \r\nThe 1990s saw the city produce major mainstream acts across many different musical genres. Country music artist Travis Tritt, and R&B sensations Xscape, TLC, Usher and Toni Braxton, were just some of the musicians who call Atlanta home.", "start_char_idx": 37538, "end_char_idx": 41955, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "4bc12349-43b1-4ffa-a162-37f6d96e2d4e": {"__data__": {"id_": "4bc12349-43b1-4ffa-a162-37f6d96e2d4e", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "9ffad300-3dbc-4767-87b4-c44c7564064c", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "b15ec7b0fe80ee415bc8aa2931ba733a1dc6036be85d4750461f736196b5ff60", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "b69b4e1d-1e53-417f-9359-54d96f4c85c9", "node_type": "1", "metadata": {}, "hash": "aaf59e21a51cc49e9175f13c8481afb6d1e690f80d2c882a9a4c974ce3f206f4", "class_name": "RelatedNodeInfo"}}, "text": "During the 1980s, Atlanta had an active punk rock scene centered on two of the city's music venues, 688 Club and the Metroplex, and Atlanta famously played host to the Sex Pistols' first U.S. show, which was performed at the Great Southeastern Music Hall. \r\nThe 1990s saw the city produce major mainstream acts across many different musical genres. Country music artist Travis Tritt, and R&B sensations Xscape, TLC, Usher and Toni Braxton, were just some of the musicians who call Atlanta home. The city also gave birth to Atlanta hip hop, a sub-genre that gained relevance and success with the introduction of the home-grown Atlantans known as Outkast, along with other Dungeon Family artists such as Organized Noize and Goodie Mob; however, it was not until the 2000s that Atlanta moved \"from the margins to becoming hip-hop's center of gravity with another sub-genre called Crunk, part of a larger shift in hip-hop innovation to the South and East\". In the 2000s, Atlanta was recognized by the Brooklyn-based Vice magazine for its indie rock scene, which revolves around the various live music venues found on the city's alternative eastside. To facilitate further local development, the state government provides qualified businesses and productions a 15% transferable income tax credit for in-state costs of music investments.\r\n\r\n\r\n=== Film and television ===\r\nAs the national leader for motion picture and television production, and a top ten global leader, Atlanta plays a significant role in the entertainment industry. Atlanta is also considered a hub for filmmakers of color and houses Tyler Perry Studios (first African-American owned major studio) and Areu Bros. Studios (first Latino-American owned major studio). Atlanta doubles for other parts of the world and fictional settlements in blockbuster productions, among them the newer titles from The Fast and the Furious franchise and Marvel features such as Ant-Man (2015), Captain America: Civil War (2016), The Change Up (2011), Black Panther and Avengers: Infinity War (both 2018). On the other hand, Gone With the Wind (1939), Smokey and the Bandit (1977), The Dukes of Hazzard (1979), Sharky's Machine (1981), The Slugger's Wife (1985), Driving Miss Daisy (1989), ATL (2006), Ride Along (2014) and Baby Driver (2017) are among several notable examples of films actually set in Atlanta. It was announced in 2022 a film about the 1956 Sugar Bowl and Atlanta riots would be produced here.The city also provides the backdrop for shows such as Ozark, Watchmen, The Walking Dead, Stranger Things, Love Is Blind, Star, Dolly Parton's Heartstrings, The Outsider, The Vampire Diaries, The Real Housewives of Atlanta, Love & Hip Hop: Atlanta and Atlanta, in addition to a myriad of animated and reality television programming.\r\n\r\n\r\n=== Festivals ===\r\n\r\nAtlanta's festival season stretches from January through November. Atlanta has more festivals than any city in the southeastern United States. Some notable festivals in Atlanta include Shaky Knees Music Festival, Dragon Con, the Peachtree Road Race, Music Midtown, the Atlanta Film Festival, National Black Arts Festival, Festival Peachtree Latino, Atlanta Pride, the neighborhood festivals in Inman Park, Atkins Park, Virginia-Highland (Summerfest), and the Little Five Points Halloween festival.\r\n\r\n\r\n=== Tourism ===\r\n\r\nAs of 2010, Atlanta is the seventh-most visited city in the United States, with over 35 million visitors per year. Although the most popular attraction among visitors to Atlanta is the Georgia Aquarium, and until 2012, the world's largest indoor aquarium, Atlanta's tourism industry is mostly driven by the city's history museums and outdoor attractions. Atlanta contains a notable number of historical museums and sites, including the Martin Luther King Jr. National Historical Park, which includes the preserved childhood home of Dr. Martin Luther King Jr., as well as his final resting place; the Atlanta Cyclorama & Civil War Museum, which houses a massive painting and diorama in-the-round, depicting the Battle of Atlanta in the Civil War; the World of Coca-Cola, featuring the history of the world-famous soft drink brand and its well-known advertising; the College Football Hall of Fame, which honors college football and its athletes; the National Center for Civil and Human Rights, which explores the civil rights movement and its connection to contemporary human rights movements throughout the world; the Carter Center and Presidential Library, housing U.S. President Jimmy Carter's papers and other material relating to the Carter administration and the Carter family's life; and the Margaret Mitchell House and Museum, where Mitchell wrote the best-selling novel Gone with the Wind.Atlanta contains several outdoor attractions.", "start_char_idx": 41461, "end_char_idx": 46236, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "b69b4e1d-1e53-417f-9359-54d96f4c85c9": {"__data__": {"id_": "b69b4e1d-1e53-417f-9359-54d96f4c85c9", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "4bc12349-43b1-4ffa-a162-37f6d96e2d4e", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "051b43848ba8258af80f69e166f74a9d0c95ccbbdc2e7eaea4ef04136b0ba781", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "900b5e2d-52ff-4a0a-9474-c79afc234e0e", "node_type": "1", "metadata": {}, "hash": "820cd00f0f138bd5764047c2e512bfb547a7c807e9fa4f676c8701dbc300611a", "class_name": "RelatedNodeInfo"}}, "text": "National Historical Park, which includes the preserved childhood home of Dr. Martin Luther King Jr., as well as his final resting place; the Atlanta Cyclorama & Civil War Museum, which houses a massive painting and diorama in-the-round, depicting the Battle of Atlanta in the Civil War; the World of Coca-Cola, featuring the history of the world-famous soft drink brand and its well-known advertising; the College Football Hall of Fame, which honors college football and its athletes; the National Center for Civil and Human Rights, which explores the civil rights movement and its connection to contemporary human rights movements throughout the world; the Carter Center and Presidential Library, housing U.S. President Jimmy Carter's papers and other material relating to the Carter administration and the Carter family's life; and the Margaret Mitchell House and Museum, where Mitchell wrote the best-selling novel Gone with the Wind.Atlanta contains several outdoor attractions. The Atlanta Botanical Garden, adjacent to Piedmont Park, is home to the 600-foot-long (180 m) Kendeda Canopy Walk, a skywalk that allows visitors to tour one of the city's last remaining urban forests from 40 feet (12 m) above the ground. The Canopy Walk is the only canopy-level pathway of its kind in the United States. Zoo Atlanta, in Grant Park, accommodates over 1,300 animals representing more than 220 species. Home to the nation's largest collections of gorillas and orangutans, the zoo is one of only four zoos in the U.S. to house giant pandas. Festivals showcasing arts and crafts, film, and music, including the Atlanta Dogwood Festival, the Atlanta Film Festival, and Music Midtown, respectively, are also popular with tourists.Tourists are drawn to the city's culinary scene, which comprises a mix of urban establishments garnering national attention, ethnic restaurants serving cuisine from every corner of the world, and traditional eateries specializing in Southern dining. Since the turn of the 21st century, Atlanta has emerged as a sophisticated restaurant town. Many restaurants opened in the city's gentrifying neighborhoods have received praise at the national level, including Bocado, Bacchanalia, and Miller Union in West Midtown, Empire State South in Midtown, and Two Urban Licks and Rathbun's on the east side. In 2011, The New York Times characterized Empire State South and Miller Union as reflecting \"a new kind of sophisticated Southern sensibility centered on the farm but experienced in the city\". Visitors seeking to sample international Atlanta are directed to Buford Highway, the city's international corridor, and suburban Gwinnett County. There, the nearly-million immigrants that make Atlanta home have established various authentic ethnic restaurants representing virtually every nationality on the globe. For traditional Southern fare, one of the city's most famous establishments is The Varsity, a long-lived fast food chain and the world's largest drive-in restaurant. Mary Mac's Tea Room and Paschal's are more formal destinations for Southern food.\r\n\r\n\r\n=== Cuisine ===\r\n\r\nAtlanta is best known for its barbecue, hamburgers, Southern fried chicken, and lemon pepper wings. Buford Highway is home to many ethnic cuisines such as Mexican and Asian foods.\r\n\r\n\r\n== Sports ==\r\n\r\nSports are an important part of the culture of Atlanta. The city is home to professional franchises for four major team sports: the Atlanta Braves of Major League Baseball, the Atlanta Hawks of the National Basketball Association, the Atlanta Falcons of the National Football League, and Atlanta United FC of Major League Soccer. In addition, many of the city's universities participate in collegiate sports. The city also regularly hosts international, professional, and collegiate sporting events.The Braves moved to Atlanta in 1966. Originally established as the Boston Red Stockings in 1871, they are the oldest continually operating professional sports franchise in the United States. The Braves franchise overall has won eighteen National League pennants and four World Series championships in three different cities, with their first in 1914 as the Boston Braves, in 1957 as the Milwaukee Braves, and in 1995 and 2021 as the Atlanta Braves. The 1995 title occurred during an unprecedented run of 14 straight divisional championships from 1991 to 2005. The team plays at Truist Park, having moved from Turner Field for the 2017 season. The new stadium is outside the city limits, located 10 miles (16 km) northwest of downtown in the Cumberland/Galleria area of Cobb County.The Atlanta Falcons have played in Atlanta since their inception in 1966. The team plays its home games at Mercedes-Benz Stadium, having moved from the Georgia Dome in 2017.", "start_char_idx": 45254, "end_char_idx": 50010, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "900b5e2d-52ff-4a0a-9474-c79afc234e0e": {"__data__": {"id_": "900b5e2d-52ff-4a0a-9474-c79afc234e0e", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "b69b4e1d-1e53-417f-9359-54d96f4c85c9", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46e90be3b65f10a818122e07406f861e0dd986d6756b450f72201059962d8269", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "5ab3d964-5944-40f0-acdc-43755a94a49c", "node_type": "1", "metadata": {}, "hash": "5b8c8f0d7d7b7f4ac31d2e666297750bcf11e9f8c6b8e40800b4ea6f218da6c7", "class_name": "RelatedNodeInfo"}}, "text": "The Braves franchise overall has won eighteen National League pennants and four World Series championships in three different cities, with their first in 1914 as the Boston Braves, in 1957 as the Milwaukee Braves, and in 1995 and 2021 as the Atlanta Braves. The 1995 title occurred during an unprecedented run of 14 straight divisional championships from 1991 to 2005. The team plays at Truist Park, having moved from Turner Field for the 2017 season. The new stadium is outside the city limits, located 10 miles (16 km) northwest of downtown in the Cumberland/Galleria area of Cobb County.The Atlanta Falcons have played in Atlanta since their inception in 1966. The team plays its home games at Mercedes-Benz Stadium, having moved from the Georgia Dome in 2017. The Falcons have won the division title six times (1980, 1998, 2004, 2010, 2012, 2016) and the NFC championship in 1998 and 2016. They have been unsuccessful in both of their Super Bowl trips, losing to the Denver Broncos in Super Bowl XXXIII in 1999 and to the New England Patriots in Super Bowl LI in 2017, the largest comeback in Super Bowl history. In 2019, Atlanta also briefly hosted an Alliance of American Football team, the Atlanta Legends, but the league was suspended during its first season and the team folded.\r\nThe Atlanta Hawks were founded in 1946 as the Tri-Cities Blackhawks, playing in Moline, Illinois. They moved to Atlanta from St. Louis in 1968 and play their games in State Farm Arena. The Atlanta Dream of the Women's National Basketball Association shared an arena with the Hawks for most of their existence; however the WNBA team moved to a smaller arena in the southern Atlanta suburb of College Park in 2021.Professional soccer has been played in some form in Atlanta since 1967. Atlanta's first professional soccer team was the Atlanta Chiefs of the original North American Soccer League which won the 1968 NASL Championship and defeated English first division club Manchester City F.C. twice in international friendlies. In 1998 the Atlanta Silverbacks were formed, playing the new North American Soccer League. They now play as an amateur club in the National Premier Soccer League. In 2017, Atlanta United FC began play as Atlanta's first premier-division professional soccer club since the Chiefs. They won MLS Cup 2018, defeating the Portland Timbers 2\u20130. Fan reception has been very positive; the team has broken several single-game and season attendance records for both MLS and the U.S. Open Cup. The club is estimated by Forbes to be the most valuable club in Major League Soccer.In ice hockey, Atlanta has had two National Hockey League franchises, both of which relocated to a city in Canada after playing in Atlanta for fewer than 15 years. The Atlanta Flames (now the Calgary Flames) played from 1972 to 1980, and the Atlanta Thrashers (now the Winnipeg Jets) played from 1999 to 2011. The Atlanta Gladiators, a minor league hockey team in the ECHL, have played in the Atlanta suburb of Duluth since 2003.The ASUN Conference moved its headquarters to Atlanta in 2019.Several other, less popular sports also have professional franchises in Atlanta. The Georgia Swarm compete in the National Lacrosse League. In Rugby union, on September 21, 2018, Major League Rugby announced that Atlanta was one of the expansion teams joining the league for the 2020 season named Rugby ATL. while in Rugby league, on March 31, 2021, Atlanta Rhinos left the USA Rugby League and turned fully professional for the first time, joining the new North American Rugby League.Atlanta has long been known as the \"capital\" of college football in America. It is home to four-time national champion Georgia Tech Yellow Jackets football and the Georgia State Panthers. Also, Atlanta is within a few hours driving distance of many of the universities that make up the Southeastern Conference, college football's most profitable and popular conference, and annually hosts the SEC Championship Game. Other annual college football events include the Aflac Kickoff Game, the Celebration Bowl, the MEAC/SWAC Challenge, and the Chick-fil-A Peach Bowl which is one of College Football's major New Year's Six Bowl games and a College Football Playoff bowl. Atlanta additionally hosted the 2018 College Football Playoff National Championship and will be the host city again in 2025.\r\nAtlanta regularly hosts a variety of sporting events. Most famous was the Centennial 1996 Summer Olympics.", "start_char_idx": 49247, "end_char_idx": 53705, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "5ab3d964-5944-40f0-acdc-43755a94a49c": {"__data__": {"id_": "5ab3d964-5944-40f0-acdc-43755a94a49c", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "900b5e2d-52ff-4a0a-9474-c79afc234e0e", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "3bac9b3461026eb83c1957e94636adccc983829a4dd2a20d8777e0baa94f9299", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "18458f51-a2f8-4bfd-8c8b-83735fa4c7f5", "node_type": "1", "metadata": {}, "hash": "be3e3d3d2385e90505f03855ba43c03ef33d10d158f8cdda6590071adc2ec370", "class_name": "RelatedNodeInfo"}}, "text": "It is home to four-time national champion Georgia Tech Yellow Jackets football and the Georgia State Panthers. Also, Atlanta is within a few hours driving distance of many of the universities that make up the Southeastern Conference, college football's most profitable and popular conference, and annually hosts the SEC Championship Game. Other annual college football events include the Aflac Kickoff Game, the Celebration Bowl, the MEAC/SWAC Challenge, and the Chick-fil-A Peach Bowl which is one of College Football's major New Year's Six Bowl games and a College Football Playoff bowl. Atlanta additionally hosted the 2018 College Football Playoff National Championship and will be the host city again in 2025.\r\nAtlanta regularly hosts a variety of sporting events. Most famous was the Centennial 1996 Summer Olympics. The city has hosted the Super Bowl three times: Super Bowl XXVIII in 1994, Super Bowl XXXIV in 2000, and Super Bowl LIII in 2019. In professional golf, The Tour Championship, the final PGA Tour event of the season, is played annually at East Lake Golf Club. In 2001 and 2011, Atlanta hosted the PGA Championship, one of the four major championships in men's professional golf, at the Atlanta Athletic Club. In 2011, Atlanta hosted professional wrestling's annual WrestleMania. In soccer, Atlanta has hosted numerous international friendlies and CONCACAF Gold Cup matches. The city has hosted the NCAA Final Four Men's Basketball Championship five times, most recently in 2020. Atlanta will serve as one of the eleven US host cities for the 2026 FIFA World Cup. Every summer, Atlanta hosts the Atlanta Open, a men's professional tennis tournament.\r\nRunning is a popular local sport, and the city declares itself to be \"Running City USA\". The city hosts the Peachtree Road Race, the world's largest 10 km race, annually on Independence Day. Atlanta also hosts the nation's largest Thanksgiving day half marathon, which starts and ends at Center Parc Stadium. The Atlanta Marathon, which starts and ends at Centennial Olympic Park, routes through many of the city's historic landmarks, and its 2020 running will coincide with the U.S. Olympic marathon trials for the 2020 Summer Olympics.\r\n\r\n\r\n== Parks and recreation ==\r\n\r\nAtlanta's 343 parks, nature preserves, and gardens cover 3,622 acres (14.66 km2), which amounts to only 5.6% of the city's total acreage, compared to the national average of just over 10%. However, 77% of Atlantans live within a 10-minute walk of a park, a percentage slightly better than the national average of 76%. In its 2023 ParkScore ranking, The Trust for Public Land reported that among the park systems of the 100 most populous U.S. cities, Atlanta's park system received a ranking of 28. Piedmont Park, in Midtown, is Atlanta's most iconic green space. The park, which underwent a major renovation and expansion in recent years, attracts visitors from across the region and hosts cultural events throughout the year. Other notable city parks include Centennial Olympic Park, a legacy of the 1996 Summer Olympics that forms the centerpiece of the city's tourist district; Woodruff Park, which anchors the campus of Georgia State University; Grant Park, home to Zoo Atlanta; Chastain Park, which houses an amphitheater used for live music concerts; and the under construction Westside Park at Bellwood Quarry, the 280-acre green space and reservoir project slated to become the city's largest park when fully complete in the 2020s. The Chattahoochee River National Recreation Area, in the northwestern corner of the city, preserves a 48 mi (77 km) stretch of the river for public recreation opportunities.The Atlanta Botanical Garden, adjacent to Piedmont Park, contains formal gardens, including a Japanese garden and a rose garden, woodland areas, and a conservatory that includes indoor exhibits of plants from tropical rainforests and deserts. The BeltLine, a former rail corridor that forms a 22 mi (35 km) loop around Atlanta's core, has been transformed into a series of parks, connected by a multi-use trail, increasing Atlanta's park space by 40%.Atlanta offers resources and opportunities for amateur and participatory sports and recreation. Golf and tennis are popular in Atlanta, and the city contains six public golf courses and 182 tennis courts. Facilities along the Chattahoochee River cater to watersports enthusiasts, providing the opportunity for kayaking, canoeing, fishing, boating, or tubing.", "start_char_idx": 52883, "end_char_idx": 57349, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "18458f51-a2f8-4bfd-8c8b-83735fa4c7f5": {"__data__": {"id_": "18458f51-a2f8-4bfd-8c8b-83735fa4c7f5", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "5ab3d964-5944-40f0-acdc-43755a94a49c", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e6c61b896ec47a14de936863265c0abe51c9536e04f79fb4dcf593b2eb47ed1c", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f7faea00-7031-4af6-9795-b5d15b6aa1fb", "node_type": "1", "metadata": {}, "hash": "0c14ca015652673d97a71070f3df1b74c4a7178ff72028cac53eb3942629680e", "class_name": "RelatedNodeInfo"}}, "text": "The BeltLine, a former rail corridor that forms a 22 mi (35 km) loop around Atlanta's core, has been transformed into a series of parks, connected by a multi-use trail, increasing Atlanta's park space by 40%.Atlanta offers resources and opportunities for amateur and participatory sports and recreation. Golf and tennis are popular in Atlanta, and the city contains six public golf courses and 182 tennis courts. Facilities along the Chattahoochee River cater to watersports enthusiasts, providing the opportunity for kayaking, canoeing, fishing, boating, or tubing. The city's only skate park, a 15,000 square feet (1,400 m2) facility that offers bowls, curbs, and smooth-rolling concrete mounds, is at Historic Fourth Ward Park.\r\n\r\n\r\n== Government ==\r\n\r\nAtlanta is governed by a mayor and the 15-member Atlanta City Council. The city council consists of one member from each of the city's 12 districts and three at-large members. The mayor may veto a bill passed by the council, but the council can override the veto with a two-thirds majority. The mayor of Atlanta is Andre Dickens, a Democrat elected on a nonpartisan ballot whose first term in office began on January 3, 2022. Every mayor elected since 1973 has been Black. In 2001, Shirley Franklin became the first woman to be elected mayor of Atlanta, and the first African-American woman to serve as mayor of a major Southern city. Atlanta city politics suffered from a notorious reputation for corruption during the 1990s administration of Mayor Bill Campbell, who was convicted by a federal jury in 2006 on three counts of tax evasion in connection with gambling winnings during trips he took with city contractors.As the state capital, Atlanta is the site of most of Georgia's state government. The Georgia State Capitol building, located downtown, houses the offices of the governor, lieutenant governor and secretary of state, as well as the General Assembly. The Governor's Mansion is in a residential section of Buckhead. Atlanta serves as the regional hub for many arms of the federal bureaucracy, including the Federal Reserve Bank of Atlanta and the Centers for Disease Control and Prevention (CDC). The City of Atlanta annexed the CDC into its territory effective January 1, 2018. Atlanta also plays an important role in the federal judiciary system, containing the United States Court of Appeals for the Eleventh Circuit and the United States District Court for the Northern District of Georgia.Historically, Atlanta has been a stronghold for the Democratic Party. Although municipal elections are officially nonpartisan, nearly all of the city's elected officials are registered Democrats. The city is split among 14 state house districts and four state senate districts, all held by Democrats. At the federal level, Atlanta is split between three congressional districts. Most of the city is in the 5th district, represented by Democrat Nikema Williams. Much of southern Atlanta is in the 13th district, represented by Democrat David Scott. A small portion in the north is in the 11th district, represented by Republican Barry Loudermilk.\r\nAtlanta Police Department is responsible for security in the city. Georgia National Guard is also based here.\r\n\r\n\r\n== Education ==\r\n\r\n\r\n=== Tertiary education ===\r\nWith more than 15 colleges and universities, including three law schools and two medical schools, Atlanta is considered one of the nation's largest hubs for higher education. Three universities have earned the highest classification of \"R1: Doctoral Universities \u2013 Very high research activity\".\r\nThe Georgia Institute of Technology is a prominent public research university in Midtown. It offers highly ranked degree programs in engineering, analytics, design, industrial management, the sciences, business, and architecture.Georgia State University is a major public research university based in Downtown Atlanta; it is the largest in student population of the 29 public colleges and universities in the University System of Georgia and is a significant contributor to the revitalization of the city's central business district.Atlanta is home to nationally renowned private colleges and universities, most notably Emory University, a leading liberal arts and research institution that operates Emory Healthcare, the largest health care system in Georgia. The City of Atlanta annexed Emory into its territory effective January 1, 2018.The Atlanta University Center is also in the city; it is the oldest and largest contiguous consortium of historically Black colleges in the nation, comprising Spelman College, Clark Atlanta University, Morehouse College, and Morehouse School of Medicine. Atlanta contains a campus of the Savannah College of Art and Design, a private art and design university that has proven to be a major factor in the recent growth of Atlanta's visual art community.", "start_char_idx": 56783, "end_char_idx": 61648, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f7faea00-7031-4af6-9795-b5d15b6aa1fb": {"__data__": {"id_": "f7faea00-7031-4af6-9795-b5d15b6aa1fb", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "18458f51-a2f8-4bfd-8c8b-83735fa4c7f5", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9e6489d783a6dbd91149e2bf96cc8e1dc05338a58918965e36c5115fa10d2cbe", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "dbc35e93-ffa8-43c1-9cdd-88a695ee8aa0", "node_type": "1", "metadata": {}, "hash": "fa7668dda97879964b0f7a539227258156984750955b548e591e38e1e835df49", "class_name": "RelatedNodeInfo"}}, "text": "The City of Atlanta annexed Emory into its territory effective January 1, 2018.The Atlanta University Center is also in the city; it is the oldest and largest contiguous consortium of historically Black colleges in the nation, comprising Spelman College, Clark Atlanta University, Morehouse College, and Morehouse School of Medicine. Atlanta contains a campus of the Savannah College of Art and Design, a private art and design university that has proven to be a major factor in the recent growth of Atlanta's visual art community. Atlanta also boasts American Bar Association accredited law schools: Atlanta's John Marshall Law School, Emory University School of Law, and Georgia State University College of Law.The University of Georgia's Terry College of Business operates a satellite campus in Atlanta's Buckhead district, a major financial center in the city. This location facilitates Executive and Professional MBA programs plus executive education offerings. The Buckhead campus also serves as a hub where Terry students, alumni, faculty, and staff can engage with the business community.The Atlanta Regional Council of Higher Education (ARCHE) is dedicated to strengthening synergy among 19 public and private colleges and universities in the Atlanta region. Participating Atlanta region colleges and universities partner on joint-degree programs, cross-registration, library services, and cultural events.\r\n\r\n\r\n=== Primary and secondary education ===\r\nApproximately 49,000 students are enrolled in 106 schools in Atlanta Public Schools (APS), some of which are operated as charter schools. Atlanta is served by many private schools including, without limitation, Atlanta Jewish Academy, Atlanta International School, The Westminster Schools, Pace Academy, The Lovett School, The Paideia School, Holy Innocents' Episcopal School and Roman Catholic parochial schools operated by the Archdiocese of Atlanta.\r\nIn 2018 the City of Atlanta annexed a portion of DeKalb County containing the Centers for Disease Control and Emory University; this portion will be zoned to the DeKalb County School District until 2024, when it will transition into APS. In 2017 the number of children living in the annexed territory who attended public schools was nine.\r\n\r\n\r\n== Media ==\r\n\r\nThe primary network-affiliated television stations in Atlanta are WXIA-TV 11 (NBC), WANF 46 (CBS), WSB-TV 2 (ABC), and WAGA-TV 5 (Fox). Other major commercial stations include WPXA-TV 14 (Ion), WPCH-TV 17, (CW), WUVG-TV 34 (Univision/UniM\u00e1s), WUPA 69 (Ind.), and WATL 36 (MyNetworkTV). WPXA-TV, WUVG-TV and WAGA-TV are network O&O's. The Atlanta metropolitan area is served by two public television stations (both PBS member stations), and two public radio stations. WGTV 8 is the flagship station of the statewide Georgia Public Television network, while WABE-TV is owned by Atlanta Public Schools. Georgia Public Radio is listener-funded and comprises one NPR member station, WABE, a classical music station also operated by Atlanta Public Schools. The second public radio, listener-funded NPR member station is WCLK, a jazz music station owned and operated by Clark Atlanta University.Atlanta is served by The Atlanta Journal-Constitution, its only major daily newspaper with wide distribution. The Atlanta Journal-Constitution is the result of a 1950 merger between The Atlanta Journal and The Atlanta Constitution, with staff consolidation occurring in 1982 and separate publication of the morning Constitution and afternoon Journal ceasing in 2001. Alternative weekly newspapers include Creative Loafing, which has a weekly print circulation of 80,000. Atlanta Daily World is the oldest Black newspaper in Atlanta and one of the earliest Black newspapers in American history. Atlanta magazine is a monthly general-interest magazine based in and covering Atlanta.\r\n\r\n\r\n== Infrastructure ==\r\n\r\n\r\n=== Transportation ===\r\n\r\nAtlanta's transportation infrastructure comprises a complex network that includes a heavy rail rapid transit system, a light rail streetcar loop, a multi-county bus system, Amtrak service via the Crescent, multiple freight train lines, an Interstate Highway System, several airports, including the world's busiest, and over 45 miles (72 km) of bike paths.Atlanta has a network of freeways that radiate out from the city, and automobiles are the dominant means of transportation in the region. Three major interstate highways converge in Atlanta: I-20 (east-west), I-75 (northwest-southeast), and I-85 (northeast-southwest). The latter two combine in the middle of the city to form the Downtown Connector (I-75/85), which carries more than 340,000 vehicles per day and is one of the most congested segments of interstate highway in the United States.", "start_char_idx": 61117, "end_char_idx": 65867, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "dbc35e93-ffa8-43c1-9cdd-88a695ee8aa0": {"__data__": {"id_": "dbc35e93-ffa8-43c1-9cdd-88a695ee8aa0", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f7faea00-7031-4af6-9795-b5d15b6aa1fb", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "68f5d1c225b12c35b2a4415cb247fb2631804296ac3c295c51ed8ad0764ac4b6", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f70f1524-6b6c-4630-8873-d32d6eb7ce1f", "node_type": "1", "metadata": {}, "hash": "cbdffdbe773d817564d4d492071dbf28589feeab8efb66445ffd16b261f50ae2", "class_name": "RelatedNodeInfo"}}, "text": "== Infrastructure ==\r\n\r\n\r\n=== Transportation ===\r\n\r\nAtlanta's transportation infrastructure comprises a complex network that includes a heavy rail rapid transit system, a light rail streetcar loop, a multi-county bus system, Amtrak service via the Crescent, multiple freight train lines, an Interstate Highway System, several airports, including the world's busiest, and over 45 miles (72 km) of bike paths.Atlanta has a network of freeways that radiate out from the city, and automobiles are the dominant means of transportation in the region. Three major interstate highways converge in Atlanta: I-20 (east-west), I-75 (northwest-southeast), and I-85 (northeast-southwest). The latter two combine in the middle of the city to form the Downtown Connector (I-75/85), which carries more than 340,000 vehicles per day and is one of the most congested segments of interstate highway in the United States. Atlanta is mostly encircled by Interstate 285, a beltway locally known as \"the Perimeter\" that has come to mark the boundary between \"Inside the Perimeter\" (ITP), the city and close-in suburbs, and \"Outside the Perimeter\" (OTP), the outer suburbs and exurbs. The heavy reliance on automobiles for transportation in Atlanta has resulted in traffic, commute, and air pollution rates that rank among the worst in the country. The City of Atlanta has a higher than average percentage of households without a car. In 2015, 15.2 percent of Atlanta households lacked a car, and increased slightly to 16.4 percent in 2016. The national average is 8.7 percent in 2016. Atlanta averaged 1.31 cars per household in 2016, compared to a national average of 1.8.The Metropolitan Atlanta Rapid Transit Authority (MARTA) provides public transportation in the form of buses, heavy rail, and a downtown light rail loop. Notwithstanding heavy automotive usage in Atlanta, the city's subway system is the eighth busiest in the country. MARTA rail lines connect key destinations, such as the airport, Downtown, Midtown, Buckhead, and Perimeter Center. However, significant destinations, such as Emory University and Cumberland, remain unserved. As a result, a 2011 Brookings Institution study placed Atlanta 91st of 100 metro areas for transit accessibility. Emory University operates its Cliff shuttle buses with 200,000 boardings per month, while private minibuses supply Buford Highway. Amtrak, the national rail passenger system, provides service to Atlanta via the Crescent train (New York\u2013New Orleans), which stops at Peachtree Station. In 2014, the Atlanta Streetcar opened to the public. The streetcar's line, which is also known as the Downtown Loop, runs 2.7 miles (4.3 km) around the downtown tourist areas of Peachtree Center, Centennial Olympic Park, the Martin Luther King Jr. National Historical Park, and Sweet Auburn. The Atlanta Streetcar line is also being expanded on in the coming years to include a wider range of Atlanta's neighborhoods and important places of interest, with a total of over 50 miles (80 km) of track in the plan.Hartsfield\u2013Jackson Atlanta International Airport is the world's busiest airport as measured by passenger traffic and aircraft traffic. The facility offers air service to over 150 U.S. destinations and more than 75 international destinations in 50 countries, with over 2,500 arrivals and departures daily. Delta Air Lines maintains its largest hub at the airport. Situated 10 miles (16 km) south of downtown, the airport covers most of the land inside a wedge formed by Interstate 75, Interstate 85, and Interstate 285.Cycling is a growing mode of transportation in Atlanta, more than doubling since 2009, when it comprised 1.1% of all commutes (up from 0.3% in 2000). Although Atlanta's lack of bike lanes and hilly topography may deter many residents from cycling, the city's transportation plan calls for the construction of 226 miles (364 km) of bike lanes by 2020, with the BeltLine helping to achieve this goal. In 2012, Atlanta's first \"bike track\" was constructed on 10th Street in Midtown. The two lane bike track runs from Monroe Drive west to Charles Allen Drive, with connections to the Beltline and Piedmont Park.", "start_char_idx": 64966, "end_char_idx": 69125, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f70f1524-6b6c-4630-8873-d32d6eb7ce1f": {"__data__": {"id_": "f70f1524-6b6c-4630-8873-d32d6eb7ce1f", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "dbc35e93-ffa8-43c1-9cdd-88a695ee8aa0", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "72a248ac114b90c773a7ddc482a8d3b96798cae36a419df7eb5bd42d3b495470", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "019e4ffb-b3ee-49d6-b2ce-8a287f24ded3", "node_type": "1", "metadata": {}, "hash": "afc2e0e2dffa7a575268dc5b5cd2a308cd0e3e81312dc05d8ce2ef7d7dec3dde", "class_name": "RelatedNodeInfo"}}, "text": "Delta Air Lines maintains its largest hub at the airport. Situated 10 miles (16 km) south of downtown, the airport covers most of the land inside a wedge formed by Interstate 75, Interstate 85, and Interstate 285.Cycling is a growing mode of transportation in Atlanta, more than doubling since 2009, when it comprised 1.1% of all commutes (up from 0.3% in 2000). Although Atlanta's lack of bike lanes and hilly topography may deter many residents from cycling, the city's transportation plan calls for the construction of 226 miles (364 km) of bike lanes by 2020, with the BeltLine helping to achieve this goal. In 2012, Atlanta's first \"bike track\" was constructed on 10th Street in Midtown. The two lane bike track runs from Monroe Drive west to Charles Allen Drive, with connections to the Beltline and Piedmont Park. Starting in June 2016, Atlanta received a bike sharing program, known as Relay Bike Share, with 100 bikes in Downtown and Midtown, which expanded to 500 bikes at 65 stations as of April 2017.According to the 2016 American Community Survey (five-year average), 68.6% of working city of Atlanta residents commuted by driving alone, 7% carpooled, 10% used public transportation, and 4.6% walked. About 2.1% used all other forms of transportation, including taxi, bicycle, and motorcycle. About 7.6% worked at home.The city has also become one of a handful of \"scooter capitals\", where companies like Lime and Bird have gained a major foothold by placing electric scooters on street corners and byways.\r\n\r\n\r\n=== Emergency services ===\r\nThe city is served by the Atlanta Police Department (APD) , which numbers 2,000 officers and oversaw a 40% decrease in the city's crime rate between 2001 and 2009. In 2012, Forbes ranked Atlanta as the 6th most dangerous American city but by 2023 the city dropped out of its top 10. Despite some improvement in crime, street gangs have continued to plague the city since the 1980s. In 2022, there was a 200% increase in gang-related charges in the city. In 2023, Money Inc named Atlanta the third worst gang city in the U.S. Also in 2023, it was estimated that about 1,000 gangs in the Atlanta area were responsible for at least 70% of all crime including identity theft, credit card fraud, and human trafficking. The Georgia Bureau of Investigation Gang Task Force in partnership with the APD is leading efforts in dismantling gang activity and arresting culprits.The Atlanta Fire Rescue Department provides fire protection and first responder emergency medical services to the city from its 35 fire stations. In 2017, AFRD responded to over 100,000 calls for service over a coverage area of 135.7 square miles (351.5 square kilometers). The department also protects Hartsfield\u2013Jackson with five fire stations on the property, serving over 1 million passengers from over 100 countries. The department protects over 3000 high-rise buildings, 23 miles (37 kilometers) of the rapid rail system, and 60 miles (97 kilometers) of interstate highway.Emergency ambulance services are provided to city residents by hospital-based Grady EMS (Fulton County), and American Medical Response (DeKalb County).Atlanta in January 2017 declared the city was a \"welcoming city\" and \"will remain open and welcoming to all\". Nonetheless, Atlanta does not consider itself to be a \"sanctuary city\". Atlanta Mayor Keisha Lance Bottoms said: \"Our city does not support ICE. We don't have a relationship with the U.S. Marshal[s] Service. We closed our detention center to ICE detainees, and we would not pick up people on an immigration violation.\"\r\n\r\n\r\n== Notable people ==\r\n\r\n\r\n== Tree canopy ==\r\n\r\nAtlanta has a reputation as a \"city in a forest\" due to an abundance of trees that is rare among major cities. The city's main street is named after a tree, and beyond the Downtown, Midtown, and Buckhead business districts, the skyline gives way to a dense canopy of woods that spreads into the suburbs. The city is home to the Atlanta Dogwood Festival, an annual arts and crafts festival held one weekend during early April, when the native dogwoods are in bloom. The nickname is factually accurate, as vegetation covers 47.9% of the city as of 2017, the highest among all major American cities, and well above the national average of 27%.", "start_char_idx": 68305, "end_char_idx": 72574, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "019e4ffb-b3ee-49d6-b2ce-8a287f24ded3": {"__data__": {"id_": "019e4ffb-b3ee-49d6-b2ce-8a287f24ded3", "embedding": null, "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "6c025c11-895d-4a1c-8b82-ddb52e793051", "node_type": "4", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0f97a279e3fe61cb123f3ee3fd1b8826f1ec7c9e5fd3e3bcda3022753b70fc41", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f70f1524-6b6c-4630-8873-d32d6eb7ce1f", "node_type": "1", "metadata": {"file_path": "data\\Atlanta.txt", "file_name": "Atlanta.txt", "file_type": "text/plain", "file_size": 74191, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "4392d6f71caeecabdce6f421fb2641021f285f75a3df4d832b84d6a25ecff436", "class_name": "RelatedNodeInfo"}}, "text": "We don't have a relationship with the U.S. Marshal[s] Service. We closed our detention center to ICE detainees, and we would not pick up people on an immigration violation.\"\r\n\r\n\r\n== Notable people ==\r\n\r\n\r\n== Tree canopy ==\r\n\r\nAtlanta has a reputation as a \"city in a forest\" due to an abundance of trees that is rare among major cities. The city's main street is named after a tree, and beyond the Downtown, Midtown, and Buckhead business districts, the skyline gives way to a dense canopy of woods that spreads into the suburbs. The city is home to the Atlanta Dogwood Festival, an annual arts and crafts festival held one weekend during early April, when the native dogwoods are in bloom. The nickname is factually accurate, as vegetation covers 47.9% of the city as of 2017, the highest among all major American cities, and well above the national average of 27%. Atlanta's tree coverage does not go unnoticed\u2014it was the main reason cited by National Geographic in naming Atlanta a \"Place of a Lifetime\".The city's lush tree canopy, which filters out pollutants and cools sidewalks and buildings, has increasingly been under assault from man and nature due to heavy rains, drought, aged forests, new pests, and urban construction. A 2001 study found Atlanta's heavy tree cover declined from 48% in 1974 to 38% in 1996. Community organizations and the city government are addressing the problem. Trees Atlanta, a non-profit organization founded in 1985, has planted and distributed over 113,000 shade trees in the city, and Atlanta's government has awarded $130,000 in grants to neighborhood groups to plant trees. Fees are additionally imposed on developers that remove trees on their property per a citywide ordinance, active since 1993.\r\n\r\n\r\n== Sister cities ==\r\n\r\nAtlanta's sister cities are:\r\n\r\n\r\n== See also ==\r\nUSS Atlanta, 5 ships\r\n\r\n\r\n== Notes ==\r\n\r\n\r\n== References ==\r\n\r\n\r\n== Further reading ==\r\n\r\n\r\n== External links ==\r\n\r\nOfficial city website\r\nAtlanta Department of Watershed Management\r\nAtlanta Police Department\r\nAtlanta Convention and Visitors Bureau\r\nAtlanta entry in the New Georgia Encyclopedia\r\nAtlanta Historic Newspapers Archive from the Digital Library of Georgia\r\nAtlanta History Photograph Collection from the Atlanta History Center\r\nAtlanta, Georgia, a National Park Service Discover Our Shared Heritage Travel Itinerary\r\nScientific American, \"The Atlanta Exposition\", October 22, 1881, pp. 257", "start_char_idx": 71708, "end_char_idx": 74130, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: 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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Atlanta/graph_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Atlanta/graph_store.json"
new file mode 100755
index 0000000..9aab8ea
--- /dev/null
+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Atlanta/graph_store.json"	
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\ No newline at end of file
diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Atlanta/image__vector_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Atlanta/image__vector_store.json"
new file mode 100755
index 0000000..8534c56
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\ No newline at end of file
diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Atlanta/index_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Atlanta/index_store.json"
new file mode 100755
index 0000000..ba24c33
--- /dev/null
+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Atlanta/index_store.json"	
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Beijing.txt" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Beijing.txt"
new file mode 100755
index 0000000..99c7fd5
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+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Beijing.txt"	
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+Beijing, alternatively romanized as Peking, is the capital of the People's Republic of China. With about 22 million residents, Beijing is the world's most populous national capital city as well as China's second largest city after Shanghai. It is located in Northern China, and is governed as a municipality under the direct administration of the State Council with 16 urban, suburban, and rural districts. Beijing is mostly surrounded by Hebei Province with the exception of neighboring Tianjin to the southeast; together, the three divisions form the Jingjinji megalopolis and the national capital region of China.Beijing is a global city and one of the world's leading centres for culture, diplomacy, politics, finance, business and economics, education, research, language, tourism, media, sport, science and technology and transportation. It is home to the headquarters of most of China's largest state-owned companies and houses the largest number of Fortune Global 500 companies in the world, as well as the world's four biggest financial institutions by total assets. It is also a major hub for the national highway, expressway, railway, and high-speed rail networks. For a decade before the COVID-19 pandemic, the Beijing Capital International Airport was Asia's busiest airport (2009–2019) and the second busiest airport in the world (2010–2019). In 2020, the Beijing subway was the fourth busiest and second longest in the world. The Beijing Daxing International Airport, Beijing's second international airport, is the largest single-structure airport terminal in the world.Combining both modern and traditional style architectures, Beijing is one of the oldest cities in the world, with a rich history dating back over three millennia. As the last of the Four Great Ancient Capitals of China, Beijing has been the political center of the country for most of the past eight centuries, and was the largest city in the world by population for much of the second millennium CE. With mountains surrounding the inland city on three sides, in addition to the old inner and outer city walls, Beijing was strategically poised and developed to be the residence of the emperor and thus was the perfect location for the imperial capital. The city is renowned for its opulent palaces, temples, parks, gardens, tombs, walls and gates. Beijing is one of the most important tourist destinations of the world. In 2018, Beijing was the second highest earning tourist city in the world after Shanghai. Beijing is home to many national monuments and museums and has seven UNESCO World Heritage Sites—the Forbidden City, Temple of Heaven, Summer Palace, Ming Tombs, Zhoukoudian, and parts of the Great Wall and the Grand Canal—all of which are popular tourist locations. Siheyuans, the city's traditional housing style, and hutongs, the narrow alleys between siheyuans, are major tourist attractions and are common in urban Beijing.
+Beijing's public universities make up more than one-fifth of Double First-Class Construction universities, and many of them consistently rank among the best in the Asia-Pacific and the world. Beijing is home to the two best C9 League universities (Tsinghua and Peking) in Asia & Oceania region and emerging countries. Beijing CBD is a center for Beijing's economic expansion, with the ongoing or recently completed construction of multiple skyscrapers. Beijing's Zhongguancun area is a world leading center of scientific and technological innovation as well as entrepreneurship. Beijing has been ranked the city with the largest scientific research output by the Nature Index since the list's inception in 2016. The city has hosted numerous international and national sporting events, the most notable being the 2008 Summer Olympics and 2008 Summer Paralympics Games. In 2022, Beijing became the first city ever to host both the Summer and Winter Olympics, and also the Summer and Winter Paralympics. Beijing hosts 175 foreign embassies as well as the headquarters of many organizations, including the Asian Infrastructure Investment Bank (AIIB), the Shanghai Cooperation Organisation (SCO), the Silk Road Fund, the Chinese Academy of Sciences, the Chinese Academy of Engineering, the Chinese Academy of Social Sciences, the Central Academy of Fine Arts, the Central Academy of Drama, the Central Conservatory of Music, and the Red Cross Society of China.
+
+
+== Etymology ==
+
+Over the past 3,000 years, the city of Beijing has had numerous other names. The name Beijing, which means "Northern Capital" (from the Chinese characters 北 běi for north and 京 jīng for capital), was applied to the city in 1403 during the Ming dynasty to distinguish the city from Nanjing (the "Southern Capital"). The English spelling Beijing is based on the government's official romanization (adopted in the 1980s) of the two characters as they are pronounced in Standard Mandarin. An older English spelling, Peking, was used by Jesuit missionary Martino Martini in a popular atlas published in Amsterdam in 1655. Although Peking is no longer the common name for the city, some of the city's older locations and facilities, such as Beijing Capital International Airport, with the IATA code PEK, and Peking University, still retain the former romanization.
+The single Chinese character abbreviation for Beijing is 京, which appears on automobile license plates in the city. The official Latin alphabet abbreviation for Beijing is "BJ".
+
+
+== History ==
+
+
+=== Early history ===
+The earliest traces of human habitation in the Peking municipality were found in the caves of Dragon Bone Hill near the village of Zhoukoudian in Fangshan District, where Peking Man lived. Homo erectus fossils from the caves date to 230,000 to 250,000 years ago. Paleolithic Homo sapiens also lived there more recently, about 27,000 years ago. Archaeologists have found neolithic settlements throughout the municipality, including in Wangfujing, located in central Peking.
+The first walled city in Beijing was Jicheng, the capital city of the state of Ji which was built in 1045 BC. Within modern Beijing, Jicheng was located around the present Guang'anmen area in the south of Xicheng District. This settlement was later conquered by the state of Yan and made its capital.
+
+
+=== Early Imperial China ===
+After the First Emperor unified China in 221 BC, Jicheng became a prefectural capital and during the Three Kingdoms period, it was held by Gongsun Zan and Yuan Shao before falling to the Wei Kingdom of Cao Cao. The AD third-century Western Jin demoted the town, placing the prefectural seat in neighboring Zhuozhou. During the Sixteen Kingdoms period when northern China was conquered and divided by the Wu Hu, Jicheng was briefly the capital of the Xianbei Former Yan Kingdom.After China was reunified by the Sui dynasty in 581, Jicheng, also known as Zhuojun, became the northern terminus of the Grand Canal. Under the Tang dynasty, Jicheng as Youzhou, served as a military frontier command center. During the An-Shi Rebellion and again amidst the turmoil of the late Tang, local military commanders founded their own short-lived Yan dynasties and called the city Yanjing, or the "Yan Capital." Also in the Tang dynasty, the city's name Jicheng was replaced by Youzhou or Yanjing. In 938, after the fall of the Tang, the Later Jin ceded the frontier territory including what is now Beijing to the Khitan Liao dynasty, which treated the city as Nanjing, or the "Southern Capital", one of four secondary capitals to complement its "Supreme Capital" Shangjing (modern Baarin Left Banner in Inner Mongolia). Some of the oldest surviving pagodas in Beijing date to the Liao period, including the Tianning Pagoda.
+The Liao fell to the Jurchen Jin dynasty in 1122, which gave the city to the Song dynasty and then retook it in 1125 during its conquest of northern China. In 1153, the Jurchen Jin made Beijing their "Central Capital", or Zhongdu. The city was besieged by Genghis Khan's invading Mongolian army in 1213 and razed to the ground two years later. Two generations later, Kublai Khan ordered the construction of Dadu (or Daidu to the Mongols, commonly known as Khanbaliq), a new capital for his Yuan dynasty to the northeast of the Zhongdu ruins. The construction took from 1264 to 1293, but greatly enhanced the status of a city on the northern fringe of China proper. The city was centered on the Drum Tower slightly to the north of modern Beijing and stretched from the present-day Chang'an Avenue to the northern part of Line 10 subway. Remnants of the Yuan rammed earth wall still stand and are known as the Tucheng.
+
+
+=== Ming dynasty ===
+
+In 1368, soon after declaring the new Hongwu era of the Ming dynasty, the rebel leader Zhu Yuanzhang captured Dadu/Khanbaliq and razed the Yuan palaces to the ground. Since the Yuan continued to occupy Shangdu and Mongolia, Dadu was used to supply the Ming military garrisons in the area and renamed Beiping (Wade–Giles: Peip'ing, "Northern Peace"). Under the Hongwu Emperor's feudal policies, Beiping was given to his son Zhu Di, who was created "Prince of Yan".The early death of Zhu Yuanzhang's heir led to a succession struggle upon his death, one that ended with the victory of Zhu Di and the declaration of the new Yongle era. Since his harsh treatment of the Ming capital Yingtian (modern Nanjing) alienated many there, he established his fief as a new co-capital. The city of Beiping became Beijing ("Northern Capital") or Shuntian in 1403. The construction of the new imperial residence, the Forbidden City, took from 1406 to 1420; this period was also responsible for several other of the modern city's major attractions, such as the Temple of Heaven and Tian'anmen. On 28 October 1420, the city was officially designated the capital of the Ming dynasty in the same year that the Forbidden City was completed. Beijing became the empire's primary capital, and Yingtian, also called Nanjing ("Southern Capital"), became the co-capital. (A 1425 order by Zhu Di's son, the Hongxi Emperor, to return the primary capital to Nanjing was never carried out: he died, probably of a heart attack, the next month. He was buried, like almost every Ming emperor to follow him, in an elaborate necropolis to Beijing's north.)
+By the 15th century, Beijing had essentially taken its current shape. The Ming city wall continued to serve until modern times, when it was pulled down and the 2nd Ring Road was built in its place. It is generally believed that Beijing was the largest city in the world for most of the 15th, 16th, 17th, and 18th centuries. The first known church was constructed by Catholics in 1652 at the former site of Matteo Ricci's chapel; the modern Nantang Cathedral was later built upon the same site.The capture of Beijing by Li Zicheng's peasant army in 1644 ended the dynasty, but he and his Shun court abandoned the city without a fight when the Manchu army of Prince Dorgon arrived 40 days later.
+
+
+=== Qing dynasty ===
+Dorgon established the Qing dynasty as a direct successor of the Ming (delegitimising Li Zicheng and his followers) and Beijing became China's sole capital. The Qing emperors made some modifications to the Imperial residence but, in large part, the Ming buildings and the general layout remained unchanged. Facilities for Manchu worship were introduced, but the Qing also continued the traditional state rituals. Signage was bilingual or Chinese. This early Qing Beijing later formed the setting for the Chinese novel Dream of the Red Chamber. Northwest of the city, Qing emperors built several large palatial gardens including the Old Summer Palace and the Summer Palace.
+During the Second Opium War, Anglo-French forces captured the outskirts of the city, looting and burning the Old Summer Palace in 1860. Under the Convention of Peking ending that war, Western powers for the first time secured the right to establish permanent diplomatic presences within the city. From 14 to 15 August 1900 the Battle of Peking was fought. This battle was part of the Boxer Rebellion.
+The attempt by the Boxers to eradicate this presence, as well as Chinese Christian converts, led to Beijing's reoccupation by eight foreign powers. During the fighting, several important structures were destroyed, including the Hanlin Academy and the (new) Summer Palace.
+A peace agreement was concluded between the Eight-Nation Alliance and representatives of the Chinese government Li Hongzhang and Yikuang on 7 September 1901. The treaty required China to pay an indemnity of US$335 million (over US$4 billion in current dollars) plus interest over a period of 39 years. Also required was the execution or exile of government supporters of the Boxers and the destruction of Chinese forts and other defenses in much of northern China. Ten days after the treaty was signed the foreign armies left Beijing, although legation guards would remain there until World War II.With the treaty signed the Empress Dowager Cixi returned to Beijing from her "tour of inspection" on 7 January 1902 and the rule of the Qing dynasty over China was restored, albeit much weakened by the defeat it had suffered in the Boxer Rebellion and by the indemnity and stipulations of the peace treaty. The Dowager died in 1908 and the dynasty imploded in 1911.
+
+
+=== Republic of China ===
+The fomenters of the Xinhai Revolution of 1911 sought to replace Qing rule with a republic and leaders like Sun Yat-sen originally intended to return the capital to Nanjing. After the Qing general Yuan Shikai forced the abdication of the last Qing emperor and ensured the success of the revolution, the revolutionaries accepted him as president of the new Republic of China. Yuan maintained his capital at Beijing and quickly consolidated power, declaring himself emperor in 1915. His death less than a year later left China under the control of the warlords commanding the regional armies. Following the success of the Kuomintang's Northern Expedition, the capital was formally moved to Nanjing in 1928. On 28 June the same year, Beijing's name was returned to Beiping (written at the time as "Peiping").On 7 July 1937, the 29th Army and the Japanese army in China exchanged fire at the Marco Polo Bridge near the Wanping Fortress southwest of the city. The Marco Polo Bridge Incident triggered the Second Sino-Japanese War, World War II as it is known in China. During the war, Beijing fell to Japan on 29 July 1937 and was made the seat of the Provisional Government of the Republic of China, a puppet state that ruled the ethnic-Chinese portions of Japanese-occupied northern China. This government was later merged into the larger Wang Jingwei government based in Nanjing.
+
+
+=== People's Republic of China ===
+In the final phases of the Chinese Civil War, the People's Liberation Army seized control of the city peacefully on 31 January 1949 in the course of the Pingjin Campaign. On 1 October that year, Mao Zedong announced the creation of the People's Republic of China from atop Tian'anmen. He restored the name of the city, as the new capital, to Beijing, a decision that had been reached by the Chinese People's Political Consultative Conference just a few days earlier.
+In the 1950s, the city began to expand beyond the old walled city and its surrounding neighborhoods, with heavy industries in the west and residential neighborhoods in the north. Many areas of the Beijing city wall were torn down in the 1960s to make way for the construction of the Beijing Subway and the 2nd Ring Road.
+During the Cultural Revolution from 1966 to 1976, the Red Guard movement began in Beijing and the city's government fell victim to one of the first purges. By the autumn of 1966, all city schools were shut down and over a million Red Guards from across the country gathered in Beijing for eight rallies in Tian'anmen Square with Mao. In April 1976, a large public gathering of Beijing residents against the Gang of Four and the Cultural Revolution in Tiananmen Square was forcefully suppressed. In October 1976, the Gang was arrested in Zhongnanhai and the Cultural Revolution came to an end. In December 1978, the Third Plenum of the 11th Party Congress in Beijing under the leadership of Deng Xiaoping reversed the verdicts against victims of the Cultural Revolution and instituted the "policy of reform and opening up."
+Since the early 1980s, the urban area of Beijing has expanded greatly with the completion of the 2nd Ring Road in 1981 and the subsequent addition of the 3rd, 4th, 5th and 6th Ring Roads. According to one 2005 newspaper report, the size of newly developed Beijing was one-and-a-half times larger than before. Wangfujing and Xidan have developed into flourishing shopping districts, while Zhongguancun has become a major center of electronics in China. In recent years, the expansion of Beijing has also brought to the forefront some problems of urbanization, such as heavy traffic, poor air quality, the loss of historic neighborhoods, and a significant influx of migrant workers from less-developed rural areas of the country. Beijing has also been the location of many significant events in recent Chinese history, principally the Tiananmen Square protests of 1989. The city has also hosted major international events, including the 2008 Summer Olympics and the 2015 World Championships in Athletics, and the 2022 Winter Olympics, making it the first city to ever host both Winter and Summer Olympics.
+
+
+== Geography ==
+
+Beijing is situated at the northern tip of the roughly triangular North China Plain, which opens to the south and east of the city. Mountains to the north, northwest and west shield the city and northern China's agricultural heartland from the encroaching desert steppes. The northwestern part of the municipality, especially Yanqing District and Huairou District, are dominated by the Jundu Mountains, while the western part is framed by Xishan or the Western Hills. The Great Wall of China across the northern part of Beijing Municipality was built on the rugged topography to defend against nomadic incursions from the steppes. Mount Dongling, in the Western Hills and on the border with Hebei, is the municipality's highest point, with an altitude of 2,303 metres (7,556 ft).
+Major rivers flowing through the municipality, including the Chaobai, Yongding, Juma, are all tributaries in the Hai River system, and flow in a southeasterly direction. The Miyun Reservoir, on the upper reaches of the Chaobai River, is the largest reservoir within the municipality. Beijing is also the northern terminus of the Grand Canal to Hangzhou, which was built over 1,400 years ago as a transportation route, and the South–North Water Transfer Project, constructed in the past decade to bring water from the Yangtze River basin.
+The urban area of Beijing, on the plains in the south-central of the municipality with elevation of 40 to 60 metres (130–200 feet), occupies a relatively small but expanding portion of the municipality's area. The city spreads out in concentric ring roads. The Second Ring Road traces the old city walls and the Sixth Ring Road connects satellite towns in the surrounding suburbs. Tian'anmen and Tian'anmen Square are at the center of Beijing, directly to the south of the Forbidden City, the former residence of the emperors of China. To the west of Tian'anmen is Zhongnanhai, the residence of China's current leaders. Chang'an Avenue, which cuts between Tiananmen and the Square, forms the city's main east–west axis.
+Beijing's pattern of development from the old inner city to its urban fringe are frequently described as "spreading like a pancake" (tan da bing).: 135  This pattern of development is frequently cited as a reason for Beijing's urban problems.: 135 
+
+
+=== Climate ===
+ Beijing has a monsoon-influenced humid continental climate (Köppen: Dwa), bordering on a cold semi-arid climate (Köppen: BSk) in the south and in the northwest, characterized by hot, humid summers due to the East Asian monsoon, and brief but cold, dry winters that reflect the influence of the vast Siberian anticyclone. Spring can bear witness to sandstorms blowing in from the Gobi Desert across the Mongolian steppe, accompanied by rapidly warming, but generally dry, conditions. Autumn, similar to spring, is a season of transition and minimal precipitation. According to China's seasonal division standard, Beijing enters spring on March 26, summer on May 20, autumn on September 13, and winter on October 31. The monthly daily average temperature in January is −2.7 °C (27.1 °F), while in July it is 27.2 °C (81.0 °F). Precipitation averages around 528 mm (21 in) annually (Haidian District has an average annual precipitation of 586.3 mm (23 in)), with close to three-quarters of that total falling from June to August. With monthly percent possible sunshine ranging from 42% in July to 62% in January and February, the city receives 2,490.5 hours of bright sunshine annually. Extremes since 1951 have ranged from −27.4 °C (−17.3 °F) on 22 February 1966 to 41.9 °C (107.4 °F) on 24 July 1999 (unofficial record of 42.6 °C (108.7 °F) was set on 15 June 1942).
+
+
+==== Note ====
+
+See or edit raw graph data.
+
+
+== Cityscape ==
+
+
+=== Architecture ===
+
+Three styles of architecture are predominant in urban Beijing. First, there is the traditional architecture of imperial China, perhaps best exemplified by the massive Tian'anmen (Gate of Heavenly Peace), which remains the People's Republic of China's trademark edifice, the Forbidden City, the Imperial Ancestral Temple and the Temple of Heaven. Next, there is what is sometimes referred to as the "Sino-Sov" style, with structures tending to be boxy and sometimes poorly constructed, which were built between the 1950s and the 1970s. Finally, there are much more modern architectural forms, most noticeably in the area of the Beijing CBD in east Beijing such as the new CCTV Headquarters, in addition to buildings in other locations around the city such as the Beijing National Stadium and National Center for the Performing Arts.
+Since 2007, buildings in Beijing have received the CTBUH Skyscraper Award for best overall tall building twice, for the Linked Hybrid building in 2009 and the CCTV Headquarters in 2013. The CTBUH Skyscraper award for best tall overall building is given to only one building around the world every year.
+In the early 21st century, Beijing has witnessed tremendous growth of new building constructions, exhibiting various modern styles from international designers, most pronounced in the CBD region. A mixture of both 1950s design and neofuturistic style of architecture can be seen at the 798 Art Zone, which mixes the old with the new. Beijing's tallest building is the 528-meter China Zun.
+
+Beijing is famous for its siheyuans, a type of residence where a common courtyard is shared by the surrounding buildings. Among the more grand examples are the Prince Gong Mansion and Residence of Soong Ching-ling. These courtyards are usually connected by alleys called hutongs. The hutongs are generally straight and run east to west so that doorways face north and south for good Feng Shui. They vary in width; some are so narrow only a few pedestrians can pass through at a time. Once ubiquitous in Beijing, siheyuans and hutongs are rapidly disappearing, as entire city blocks of hutongs are replaced by high-rise buildings. Residents of the hutongs are entitled to live in the new buildings in apartments of at least the same size as their former residences. Many complain, however, that the traditional sense of community and street life of the hutongs cannot be replaced, and these properties are often government owned.
+
+
+=== Environmental issues ===
+Beijing has a long history of environmental problems. Between 2000 and 2009 Beijing's urban extent quadrupled, which not only strongly increased the extent of anthropogenic emissions, but also changed the meteorological situation fundamentally, even if emissions of human society are not included. For example, surface albedo, wind speed and humidity near the surface were decreased, whereas ground and near-surface air temperatures, vertical air dilution and ozone levels were increased. Because of the combined factors of urbanization and pollution caused by burning of fossil fuel, Beijing is often affected by serious environmental problems, which lead to health issues of many inhabitants. In 2013 heavy smog struck Beijing and most parts of northern China, impacting a total of 600 million people. After this "pollution shock" air pollution became an important economic and social concern in China. After that the government of Beijing announced measures to reduce air pollution, for example by lowering the share of coal from 24% in 2012 to 10% in 2017, while the national government ordered heavily polluting vehicles to be removed from 2015 to 2017 and increased its efforts to transition the energy system to clean sources.
+
+
+==== Air quality ====
+Joint research between American and Chinese researchers in 2006 concluded that much of the city's pollution comes from surrounding cities and provinces. On average 35–60% of the ozone can be traced to sources outside the city. Shandong Province and Tianjin Municipality have a "significant influence on Beijing's air quality", partly due to the prevailing south/southeasterly flow during the summer and the mountains to the north and northwest.
+In preparation for the 2008 Summer Olympics and to fulfill promises to clean up the city's air, nearly US$17 billion was spent. Beijing implemented a number of air improvement schemes for the duration of the Games, including halting work at all construction sites, closing many factories in Beijing permanently, temporarily shutting industry in neighboring regions, closing some gas stations, and cutting motor traffic by half by limiting drivers to odd or even days (based on their license plate numbers), reducing bus and subway fares, opening new subway lines, and banning high-emission vehicles. The city further assembled 3,800 natural gas-powered buses, one of the largest fleets in the world. Beijing became the first city in China to require the Chinese equivalent to the Euro 4 emission standard.Coal burning accounts for about 40% of the PM 2.5 in Beijing and is also the chief source of nitrogen and sulphur dioxide. Since 2012, the city has been converting coal-fired power stations to burn natural gas and aims to cap annual coal consumption at 20 million tons. In 2011, the city burned 26.3 million tons of coal, 73% of which for heating and power generation and the remainder for industry. Much of the city's air pollutants are emitted by neighboring regions. Coal consumption in neighboring Tianjin is expected to increase from 48 to 63 million tons from 2011 to 2015. Hebei Province burned over 300 million tons of coal in 2011, more than all of Germany, of which only 30% were used for power generation and a considerable portion for steel and cement making. Power plants in the coal-mining regions of Shanxi, Inner Mongolia and Shaanxi, where coal consumption has tripled since 2000, and Shandong also contribute to air pollution in Beijing. Shandong, Shanxi, Hebei and Inner Mongolia, respectively rank from first to fourth, among Chinese provinces by coal consumption. There were four major coal-fired power plants in the city to provide electricity as well as heating during the winter. The first one (Gaojing Thermal Power Plant) was shut down in 2014. Another two were shut in March 2015. The last one (Huaneng Thermal Power Plant) would be shut in 2016. Between 2013 and 2017, the city planned to reduce 13 million tons of coal consumption and cap coal consumption to 15 million tons in 2015.The government sometimes uses cloud-seeding measures to increase the likelihood of rain showers in the region to clear the air prior to large events, such as prior to the 60th anniversary parade in 2009 as well as to combat drought conditions in the area. More recently, however, the government has increased its usage of such measures as closing factories temporarily and implementing greater restrictions for cars on the road, as in the case of "APEC blue" and "parade blue," short periods during and immediately preceding the APEC China 2014 and the 2015 China Victory Day Parade, respectively. During and prior to these events, Beijing's air quality improved dramatically, only to fall back to unhealthy levels shortly after.
+On 8 and 9 December 2015 Beijing had its first smog alert which shut down a majority of the industry and other commercial businesses in the city. Later in the month another smog "red alert" was issued.According to Beijing's environmental protection bureau's announcement in November 2016, starting from 2017 highly polluting old cars will be banned from being driven whenever Smog "red alerts" are issued in the city or neighboring regions.In recent years, there has been measurable reductions in pollutants after the "war on pollution" was declared in 2014, with Beijing seeing a 35% reduction in fine particulates in 2017 and further reduction by 2020.: 52  The primary factors behind this reduction were replacing coal power with natural gas and cleaning up polluting industrial facilities in the Beijing area.: 169–170 Beijing's annual average concentration of major airborne fine particulate matter, or PM2.5, declined to 30 micrograms per cubic meter in 2022, the best air quality for the city since 2013.
+
+
+=== Readings ===
+Due to Beijing's high level of air pollution, there are various readings by different sources on the subject. Daily pollution readings at 27 monitoring stations around the city are reported on the website of the Beijing Environmental Protection Bureau (BJEPB). The American Embassy of Beijing also reports hourly fine particulate (PM2.5) and ozone levels on Twitter. Since the BJEPB and US Embassy measure different pollutants according to different criteria, the pollution levels and the impact to human health reported by the BJEPB are often lower than that reported by the US Embassy.The smog is causing harm and danger to the population. The air pollution does directly result in significant impact on the morbidity rate of cardiovascular disease and respiratory disease in Beijing. Exposure to large concentrations of polluted air can cause respiratory and cardiovascular problems, emergency room visits, and even death.
+
+
+==== Dust storms ====
+Dust from the erosion of deserts in northern and northwestern China results in seasonal dust storms that plague the city; the Beijing Weather Modification Office sometimes artificially induces rainfall to fight such storms and mitigate their effects. In the first four months of 2006 alone, there were no fewer than eight such storms. In April 2002, one dust storm alone dumped nearly 50,000 tons of dust onto the city before moving on to Japan and Korea.
+
+
+== Government ==
+
+The municipal government is regulated by the Municipal Committee of the Chinese Communist Party (CCP), led by the Beijing CCP Secretary. The Municipal CCP Committee issues administrative orders, collects taxes, manages the economy, and directs a standing committee of the Municipal People's Congress in making policy decisions and overseeing the local government. Since 1987, all CCP Secretary of Beijing is also a member of the Politburo.
+Government officials include the mayor (Chinese: 市长) and vice-mayor. Numerous bureaus focus on law, public security, and other affairs. Additionally, as the capital of China, Beijing houses all of the important national governmental and political institutions, including the National People's Congress.
+
+
+=== Administrative divisions ===
+
+Beijing Municipality currently comprises 16 administrative county-level subdivisions including 16 urban, suburban, and rural districts. On 1 July 2010, Chongwen and Xuanwu were merged into Dongcheng and Xicheng, respectively. On 13 November 2015 Miyun and Yanqing were upgraded to districts.
+
+
+==== Towns ====
+
+Beijing's 16 county-level divisions (districts) are further subdivided into 273 lower third-level administrative units at the township level: 119 towns, 24 townships, 5 ethnic townships and 125 subdistricts.
+Towns within Beijing Municipality but outside the urban area include (but are not limited to):
+
+Several place names in Beijing end with mén (门), meaning "gate", as they were the locations of gates in the former Beijing city wall. Other place names end in cūn (村), meaning "village", as they were originally villages outside the city wall.
+
+
+=== Judiciary and procuracy ===
+The judicial system in Beijing consists of the Supreme People's Court, the highest court in the country, the Beijing Municipal High People's Court, the high people's court of the municipality, three intermediate people's courts, one intermediate railway transport court, 14 basic people's court (one for each of the municipality's districts and counties), one basic railway transport court, and one Internet court. The Beijing No. 1 Intermediate People's Court in Shijingshan oversees the basic courts of Haidian, Shijingshan, Mentougou, Changping and Yanqing. The Beijing No. 2 Intermediate People's Court in Fengtai oversees the basic courts of Dongcheng, Xicheng, Fengtai, Fangshan and Daxing. The Beijing No. 3 Intermediate People's Court in Laiguangying, is the newest of the three intermediate people's courts and opened on 21 August 2013. It oversees the district courts of Chaoyang, Tongzhou, Shunyi, Huairou, Pinggu and Miyun. Each court in Beijing has a corresponding people's procuratorate.
+
+
+== Economy ==
+
+As of 2022, Beijing's nominal GDP was CN¥4.16 trillion ($619 billion in nominal, $1.016 trillion in PPP), about 3.44% of the country's GDP and ranked 13th among province-level administrative units; its nominal GDP per capita was US$28,258 (CN¥190,059) and ranked the 1st in the country. It also ranks the tenth largest in the metropolitan economies in the world.Due to the concentration of state owned enterprises in the national capital, Beijing in 2013 had more Fortune Global 500 Company headquarters than any other city in the world. As of August 2022, Beijing has 54 Fortune Global 500 companies, more than Japan (47), the third-place country after China (145) and the United States (124). Beijing has also been described as the "billionaire capital of the world". In 2020, Beijing is the fifth wealthiest city in the world, with a total wealth amounts to $2 trillion. Beijing is classified as an Alpha+ (global first-tier) city by the Globalization and World Cities Research Network, indicating its influence in the region and worldwide and making it one of the world's Top 10 major cities. In the 2021 Global Financial Centres Index, Beijing was ranked as having the sixth-most competitive financial center in the world and fourth-most competitive in the whole Asia & Oceania region (behind Shanghai, Hong Kong and Singapore).As of 2021, Beijing was ranked first globally in terms of "Global City Competitiveness" in the 2020–2021 Global Urban Competitiveness Report jointly released by the Chinese Academy of Social Sciences (CASS) and the United Nations Programme for Human Settlements (UN-Habitat).In 2023, in the Global Innovation Hubs Index jointly released by the Center for Industrial Development and Environmental Governance (CIDEG) of Tsinghua University and the team of Nature Research, Beijing ranked the third.
+* Per-capita GDP is based on mid-year population.
+
+
+=== Sector composition ===
+The city has a post-industrial economy that is dominated by the tertiary sector (services), which generated 83.8% of output, followed by the secondary sector (manufacturing, construction) at 15.8% and the primary sector (agriculture, mining) at 0.26%. The services sector is broadly diversified with professional services, wholesale and retail, information technology, commercial real estate, scientific research, and residential real estate each contributing at least 6% to the city's economy in 2022.The single largest sub-sector remains industry, whose share of overall output has shrunk to 12.1% in 2022. The mix of industrial output has changed significantly since 2010 when the city announced that 140 highly-polluting, energy and water resource intensive enterprises would be relocated from the city in five years. The relocation of Capital Steel to neighboring Hebei province had begun in 2005. In 2013, output of automobiles, aerospace products, semiconductors, pharmaceuticals, and food processing all increased.In the farmland around Beijing, vegetables and fruits have displaced grain as the primary crops under cultivation. In 2013, the tonnage of vegetable, edible fungus and fruit harvested was over three times that of grain. In 2013, overall acreage under cultivation shrank along with most categories of produce as more land was reforested for environmental reasons.
+
+
+=== Economic zones ===
+
+In 2006, the city government identified six high-end economic output zones around Beijing as the primary engines for local economic growth. In 2012, the six zones produced 43.3% of the city's GDP, up from 36.5% in 2007.
+The six zones are:
+
+Zhongguancun, China's silicon village in Haidian District northwest of the city, is home to both established and start-up tech companies. In the first two quarters of 2014, 9,895 companies registered in the six zones, among which 6,150 were based in Zhongguancun. Zhongguancun is also the center of Beijing-Tianjin-Shijiazhuang Hi-Tech Industrial Belt.
+Beijing Financial Street, in Xicheng District on the west side of the city between Fuxingmen and Fuchengmen, is lined with headquarters of large state banks and insurance companies. The country's financial regulatory agencies including the central bank, bank regulator, securities regulator, and foreign exchange authority are located in the neighborhood.
+Beijing Central Business District (CBD), is actually located to the east of downtown, near the embassies along the eastern Third Ring Road between Jianguomenwai and Chaoyangmenwai. The CBD is home to most of the city's skyscraper office buildings. Most of the city's foreign companies and professional service firms are based in the CBD.
+Beijing Economic and Technological Development Area, better known as Yizhuang, is an industrial park the straddles the southern Fifth Ring Road in Daxing District. It has attracted pharmaceutical, information technology, and materials engineering companies.
+Beijing Airport Economic Zone was created in 1993 and surrounds the Beijing Capital International Airport in Shunyi District northeast of the city. In addition to logistics, airline services, and trading firms, this zone is also home to Beijing's automobile assembly plants.
+Beijing Olympic Center Zone surrounds the Olympic Green due north of downtown and is developing into an entertainment, sports, tourism and business convention center.Shijingshan, on the western outskirts of the city, is a traditional heavy industrial base for steel-making. Chemical plants are concentrated in the far eastern suburbs.
+Less legitimate enterprises also exist. Urban Beijing is known for being a center of infringed goods; anything from the latest designer clothing to DVDs can be found in markets all over the city, often marketed to expatriates and international visitors.
+
+
+== Demographics ==
+
+In 2021, Beijing had a total population of 21.89 million within the municipality, of which 19.16 million (87.5 percent) resided in urban districts or suburban townships and 2.73 million (12.5) lived in rural villages. The encompassing metropolitan area was estimated by the OECD (Organisation for Economic Co-operation and Development) to have, as of 2010, a population of 24.9 million.Within China, the city ranked second in urban population after Shanghai and the third in municipal population after Shanghai and Chongqing. Beijing also ranks among the most populous cities in the world, a distinction the city has held for much of the past 800 years, especially during the 15th to early 19th centuries when it was the largest city in the world.
+About 13 million of the city's residents in 2013 had local hukou permits, which entitles them to permanent residence in Beijing. The remaining 8 million residents had hukou permits elsewhere and were not eligible to receive some social benefits provided by the Beijing municipal government.The population increased in 2013 by 455,000 or about 7% from the previous year and continued a decade-long trend of rapid growth. The total population in 2004 was 14.213 million. The population gains are driven largely by migration. The population's rate of natural increase in 2013 was a mere 0.441%, based on a birth rate of 8.93 and a mortality rate of 4.52. The gender balance was 51.6% males and 48.4% females.Working age people account for nearly 73.6% of the population. Compared to 2004, residents age 0–14 as a proportion of the population dropped from 9.95% to 9.92% in 2013, but again increased to 12.1% in 2021.
+Residents over the age of 65 declined from 11.12% to 8.58%, but increased to 14.2% in 2021. From 2002 to 2011, the percentage of city residents with at least some college education nearly doubled, from 20.4% to 37.3%, and further increased to 49.1% by 2021. About 66.4% have senior secondary school education and 88.2% had reached middle school.According to the 2010 census, nearly 96% of Beijing's population are ethnic Han Chinese. Of the 800,000 ethnic minority population living in the capital, Manchu (336,000), Hui (249,000), Korean (77,000), Mongol (37,000) and Tujia (24,000) constitute the five largest groups. In addition, there were 8,045 Hong Kong residents, 500 Macau residents, and 7,772 Taiwan residents along with 91,128 registered foreigners living in Beijing. A study by the Beijing Academy of Sciences estimates that in 2010 there were on average 200,000 foreigners living in Beijing on any given day including students, business travellers and tourists that are not counted as registered residents.In 2017 the Chinese government implemented population controls for Beijing and Shanghai to fight what it called the "big city disease" which includes congestion, pollution, and shortages of education and health care services. From this policy, Beijing's population declined by 20,000 from 2016 to 2017. Some low-income people are being forcibly removed from the city as both legal and illegal housing is being demolished in some high-density residential neighborhoods. The population is being redistributed to Jing-Jin-Ji and Xiong'an New Area, the transfer to the latter expected to include 300,000-500,000 people working in government research, universities, and corporate headquarters.
+
+
+== Education and research ==
+
+Beijing is a world leading center for scientific and technological innovation and has been ranked the No.1 city in the world with the largest scientific research output, as tracked by the Nature Index since the list's inception in 2016. The city is also leading the world with the highest share of articles published in the fields of physical sciences, chemistry, and earth and environmental sciences, especially in the United Nations'17 Sustainable Development Goals (SDGs) related output.Beijing has over 90 public colleges and universities, which is the largest urban public university system in Asia and the first city in China with most higher education institutions, and it is home to the two best universities (Tsinghua and Peking) in the whole of Asia-Oceania region and emerging countries with its shared rankings at 16th place in the world by the 2022 Times Higher Education World University Rankings. Both are members of the C9 League, an alliance of elite Chinese universities offering comprehensive and leading education.Beijing also has the highest number of universities of any city in the country, representing more than one-fifth of 147 Double First-Class Universities, a national plan to develop elite Chinese universities into world-class institutions by the end of 2050. A number of Beijing's most prestigious universities consistently rank among the best in the Asia-Pacific and the world, including Peking University, Tsinghua University, Renmin University of China, Beijing Normal University, University of Chinese Academy of Sciences, Beihang University, Beijing Institute of Technology, China Agricultural University, Minzu University of China, University of Science and Technology Beijing, Beijing University of Chemical Technology, University of International Business and Economics, University of Chinese Academy of Social Sciences and Central University of Finance and Economics. These universities were selected as "985 universities" or "211 universities" by the Chinese government in order to build world-class universities.The city is a seat of the Chinese Academy of Sciences, which has been consistently ranked the No.1 research institute in the world by Nature Index since the list's inception in 2014, by Nature Research. The academy also runs the University of the Chinese Academy of Sciences, which is located in Beijing and ranked among the world's top five research institutions by the Nature Index. Beijing is also a site of Chinese Academy of Engineering, Chinese Academy of Social Sciences and National Natural Science Foundation of China.
+
+Some of the national key universities in Beijing are:
+Beijing is also home to several religious institutions, Some of them are listed as follows:
+The city's compulsory education system is among the best in the world: in 2018, 15-year-old students from Beijing (together with Shanghai, Zhejiang and Jiangsu) outperformed all of the other 78 participating countries in all categories (math, reading, and science) in the Program for International Student Assessment, a worldwide study of academic performance conducted by the OECD.
+
+
+== Culture ==
+People native to urban Beijing speak the Beijing dialect, which belongs to the Mandarin subdivision of spoken Chinese. This speech is the basis for putonghua, the standard spoken language used in mainland China and Taiwan, and one of the four official languages of Singapore. Rural areas of Beijing Municipality have their own dialects akin to those of Hebei province, which surrounds Beijing Municipality.
+Beijing or Peking opera is a traditional form of Chinese theater well known throughout the nation. Commonly lauded as one of the highest achievements of Chinese culture, Beijing opera is performed through a combination of song, spoken dialogue, and codified action sequences involving gestures, movement, fighting and acrobatics. Much of Beijing opera is carried out in an archaic stage dialect quite different from Modern Standard Chinese and from the modern Beijing dialect.
+Beijing cuisine is the local style of cooking. Peking duck is perhaps the best known dish. Fuling jiabing, a traditional Beijing snack food, is a pancake (bing) resembling a flat disk with a filling made from fu ling, a fungus used in traditional Chinese medicine. Teahouses are also common in Beijing.
+The cloisonné (or Jingtailan, literally "Blue of Jingtai") metalworking technique and tradition is a Beijing art speciality, and is one of the most revered traditional crafts in China. Cloisonné making requires elaborate and complicated processes which include base-hammering, copper-strip inlay, soldering, enamel-filling, enamel-firing, surface polishing and gilding. Beijing's lacquerware is also well known for its sophisticated and intricate patterns and images carved into its surface, and the various decoration techniques of lacquer include "carved lacquer" and "engraved gold".
+Younger residents of Beijing have become more attracted to the nightlife, which has flourished in recent decades, breaking prior cultural traditions that had practically restricted it to the upper class. Today, Houhai, Sanlitun and Wudaokou are Beijing's nightlife hotspots.
+In 2012 Beijing was named as City of Design and became part of the UNESCO Creative Cities Network.
+
+
+=== Places of interest ===
+
+...the city remains an epicenter of tradition with the treasures of nearly 2,000 years as the imperial capital still on view—in the famed Forbidden City and in the city's lush pavilions and gardens...
+At the historical heart of Beijing lies the Forbidden City, the enormous palace compound that was the home of the emperors of the Ming and Qing dynasties; the Forbidden City hosts the Palace Museum, which contains imperial collections of Chinese art. Surrounding the Forbidden City are several former imperial gardens, parks and scenic areas, notably Beihai, Shichahai, Zhongnanhai, Jingshan and Zhongshan. These places, particularly Beihai Park, are described as masterpieces of Chinese gardening art, and are tourist destinations of historical importance; in the modern era, Zhongnanhai has also been the political heart of various Chinese governments and regimes and is now the headquarters of the Chinese Communist Party and the State Council. From Tiananmen Square, right across from the Forbidden City, there are several notable sites, such as the Tiananmen, Qianmen, the Great Hall of the People, the National Museum of China, the Monument to the People's Heroes, and the Mausoleum of Mao Zedong. The Summer Palace and the Old Summer Palace both lie at the western part of the city; the former, a UNESCO World Heritage Site, contains a comprehensive collection of imperial gardens and palaces that served as the summer retreats for the Qing imperial family.
+Among the best known religious sites in the city is the Temple of Heaven (Tiantan), located in southeastern Beijing, also a UNESCO World Heritage Site, where emperors of the Ming and Qing dynasties made visits for annual ceremonies of prayers to Heaven for good harvest. In the north of the city is the Temple of Earth (Ditan), while the Temple of the Sun (Ritan) and the Temple of the Moon (Yuetan) lie in the eastern and western urban areas respectively. Other well-known temple sites include the Dongyue Temple, Tanzhe Temple, Miaoying Temple, White Cloud Temple, Yonghe Temple, Fayuan Temple, Wanshou Temple and Big Bell Temple. The city also has its own Confucius Temple, and a Guozijian or Imperial Academy. The Cathedral of the Immaculate Conception, built in 1605, is the oldest Catholic church in Beijing. The Niujie Mosque is the oldest mosque in Beijing, with a history stretching back over a thousand years.
+
+Beijing contains several well-preserved pagodas and stone pagodas, such as the towering Pagoda of Tianning Temple, which was built during the Liao dynasty from 1100 to 1120, and the Pagoda of Cishou Temple, which was built in 1576 during the Ming dynasty. Historically noteworthy stone bridges include the 12th-century Lugou Bridge, the 17th-century Baliqiao bridge, and the 18th-century Jade Belt Bridge. The Beijing Ancient Observatory displays pre-telescopic spheres dating back to the Ming and Qing dynasties. The Fragrant Hills (Xiangshan) is a public park that consists of natural landscaped areas as well as traditional and cultural relics. The Beijing Botanical Garden exhibits over 6,000 species of plants, including a variety of trees, bushes and flowers, and an extensive peony garden. The Taoranting, Longtan, Chaoyang, Haidian, Milu Yuan and Zizhu Yuan parks are some of the notable recreational parks in the city. The Beijing Zoo is a center of zoological research that also contains rare animals from various continents, including the Chinese giant panda.
+There are 144 museums and galleries (as of June 2008) in the city. In addition to the Palace Museum in the Forbidden City and the National Museum of China, other major museums include the National Art Museum of China, the Capital Museum, the Beijing Art Museum, the Military Museum of the Chinese People's Revolution, the Geological Museum of China, the Beijing Museum of Natural History and the Paleozoological Museum of China.Located at the outskirts of urban Beijing, but within its municipality are the Thirteen Tombs of the Ming dynasty, the lavish and elaborate burial sites of thirteen Ming emperors, which have been designated as part of the UNESCO World Heritage Site Imperial Tombs of the Ming and Qing Dynasties. The archaeological Peking Man site at Zhoukoudian is another World Heritage Site within the municipality, containing a wealth of discoveries, among them one of the first specimens of Homo erectus and an assemblage of bones of the gigantic hyena Pachycrocuta brevirostris. There are several sections of the UNESCO World Heritage Site Great Wall of China, most notably Badaling, Jinshanling, Simatai and Mutianyu. According to the World Travel & Tourism Council (WTTC), Beijing is the second highest earning tourist city in the world after Shanghai. Theme parks located within the city include Universal Studios Beijing and Happy Valley Beijing, both of which are among the most visited theme parks in Asia.
+
+
+=== Intangible cultural heritage ===
+The cultural heritage of Beijing is rich and diverse. Starting 2006, the Beijing government started the process of selecting and preserving cultural heritages. Five cultural heritage lists have been published over the years. 288 distinct practices are categorized as cultural heritage. These 288 cultural heritages are further divided into ten categories, namely folk music, folk dance, traditional opera, melodious art, juggling and game, folk art, traditional handicraft, traditional medicine, folk literature and folklore.
+
+
+=== Religion ===
+The religious heritage of Beijing is rich and diverse as Chinese folk religion, Taoism, Buddhism, Confucianism, Islam and Christianity all have significant historical presence in the city. As the national capital, the city also hosts the State Administration for Religious Affairs and various state-sponsored institutions of the leading religions. In recent decades, foreign residents have brought other religions to the city. According to Wang Zhiyun of the Chinese Academy of Social Sciences in 2010 there were 2.2 million Buddhists in the city, equal to 11.2% of the total population. According to the Chinese General Social Survey of 2009, Christians constitute 0.78% of the city's population. According to a 2010 survey, Muslims constitute 1.76% of the population of Beijing.
+
+
+=== Chinese folk religion and Taoism ===
+Beijing has many temples dedicated to folk religious and communal deities, many of which are being reconstructed or refurbished in the 2000s and 2010s. Yearly sacrifices to the God of Heaven (祭天; jìtiān) at the Temple of Heaven have been resumed by Confucian groups in the 2010s.
+There are temples dedicated to the worship of the Goddess (娘娘; Niángniáng) in the city, one of them near the Olympic Village, and they revolve around a major cult center at Mount Miaofeng. There are also many temples consecrated to the Dragon God, to the Medicine Master (药王; Yàowáng), to Divus Guan (Guan Yu), to the Fire God (火神; Huǒshén), to the Wealth God, temples of the City God, and at least one temple consecrated to the Yellow Deity of the Chariot Shaft (轩辕黄帝; Xuānyuán Huángdì) in Pinggu District. Many of these temples are governed by the Beijing Taoist Association, such as the Fire God Temple of the Shicha Lake, while many others are not and are governed by popular committees and locals. A great Temple of Xuanyuan Huangdi will be built in Pinggu (possibly as an expansion of the already existing shrine) within 2020, and the temple will feature a statue of the deity which will be amongst the tallest in the world.The national Chinese Taoist Association and Chinese Taoist College have their headquarters at the White Cloud Temple of Quanzhen Taoism, which was founded in 741 and rebuilt numerous times. The Beijing Dongyue Temple outside Chaoyangmen is the largest temple of Zhengyi Taoism in the city. The local Beijing Taoist Association has its headquarters at the Lüzu Temple near Fuxingmen.
+
+
+=== Buddhism ===
+11% of the population of Beijing practices East Asian Buddhism. The Buddhist Association of China, the state's supervisory organ overseeing all Buddhist institutions in mainland China, is headquartered in the Guangji Temple, a temple founded over 800 years ago during the Jin dynasty (1115–1234) in what is now Fuchengmennei (阜成门内). The Beijing Buddhist Association along with the Buddhist Choir and Orchestra are based in the Guanghua Temple, which dates to the Yuan dynasty over 700 years ago. The Buddhist Academy of China and its library are housed in the Fayuan Temple near Caishikou. The Fayuan Temple, which dates to the Tang dynasty 1300 years ago, is the oldest temple in urban Beijing. The Tongjiao Temple inside Dongzhimen is the city's only Buddhist nunnery.
+The Xihuang Temple originally dates to the Liao dynasty. In 1651, the temple was commissioned by the Qing Emperor Shunzhi to host the visit of the Fifth Dalai Lama to Beijing. Since then, this temple has hosted the 13th Dalai Lama as well as the Sixth, Ninth and Tenth Panchen Lamas.
+The largest Tibetan Buddhist Temple in Beijing is the Yonghe Temple, which was decreed by the Qing Emperor Qianlong in 1744 to serve as the residence and research facility for his Buddhist preceptor of Rölpé Dorjé the third Changkya (or living Buddha of Inner Mongolia). The Yonghe Temple is so-named because it was the childhood residence of the Yongzheng Emperor, and retains the glazed tiles reserved for imperial palaces. While the "High-level Tibetan Buddhism College of China", China's highest institution college of Tibetan Buddhism, situated near the Yonghe Temple. The Lingguang Temple of Badachu in the Western Hills also dates to the Tang dynasty. The temple's Zhaoxian Pagoda (招仙塔) was first built in 1071 during the Liao dynasty to hold a tooth relic of the Buddha. The pagoda was destroyed during the Boxer Rebellion and the tooth was discovered from its foundation. A new pagoda was built in 1964. The six aforementioned temples: Guangji, Guanghua, Tongjiao, Xihuang, Yonghe and Lingguang have been designated National Key Buddhist Temples in Han Chinese Area.
+In addition, other notable temples in Beijing include the Tanzhe Temple (founded in the Jin dynasty (266–420) is the oldest in the municipality), the Tianning Temple (oldest pagoda in the city), the Miaoying Temple (famed for Yuan-era white pagoda), the Wanshou Temple (home to the Beijing Art Museum) and the Big Bell Temple (Dazhong Temple).
+
+
+=== Islam ===
+Beijing has about 70 mosques recognized by the Islamic Association of China, whose headquarters are located next to the Niujie Mosque, the oldest mosque in the city. The Niujie Mosque was founded in 996 during the Liao dynasty and is frequently visited by Muslim dignitaries. The Chinese Muslim community reportedly celebrated Ramadan and made Eid prayers at the mosque on 2021.The largest mosque in Beijing is ChangYing mosque, located in ChaoYang district, with an area of 8,400 square meters.
+Other notable mosques in the old city include the Dongsi Mosque, founded in 1346; the Huashi Mosque, founded in 1415; Nan Douya Mosque, near Chaoyangmen; Jinshifang Street Mosque, in Xicheng District; and the Dongzhimen Mosque. There are large mosques in outlying Muslim communities in Haidian, Madian, Tongzhou, Changping, Changying, Shijingshan and Miyun. The China Islamic Institute is located in the Niujie neighborhood in Xicheng District.
+
+
+=== Christianity ===
+
+
+==== Catholicism ====
+In 1289, John of Montecorvino came to Beijing as a Franciscan missionary with the order from the Pope. After meeting and receiving the support of Kublai Khan in 1293, he built the first Catholic church in Beijing in 1305. The Chinese Patriotic Catholic Association (CPCA), based in Houhai is the government oversight body for Catholics in mainland China. Notable Catholic churches in Beijing include:
+
+the Nantang or Cathedral of the Immaculate Conception also known as the Xuanwumen Church, which was founded in 1605 and whose current archbishop, Joseph Li Shan, is one of the few bishops in China to have the support of both the Vatican and the CPCA.
+the Dongtang or St. Joseph's Church, better known as the Wangfujing Church, founded in 1653.
+the Beitang or Church of the Saviour, also known as the Xishiku Church, founded in 1703.
+the Xitang or Church of Our Lady of Mount Carmel also known as the Xizhimen Church, founded in 1723.The National Seminary of Catholic Church in China is located in Daxing District.
+
+
+==== Protestantism ====
+The earliest Protestant churches in Beijing were founded by British and American missionaries in the second half of the 19th century. Protestant missionaries also opened schools, universities and hospitals which have become important civic institutions. Most of Beijing's Protestant churches were destroyed during the Boxer Rebellion and afterwards rebuilt. In 1958, the 64 Protestant churches in the city are reorganized into four and overseen by the state through the Three-Self Patriotic Movement.
+
+
+==== Eastern Orthodox ====
+There was a significant amount of Orthodox Christians in Beijing. Orthodoxy came to Beijing with Russian prisoners from the Sino-Russian border conflicts of the 17th century. In 1956, Viktor, the bishop of Beijing returned to the Soviet Union, and the Soviet embassy took over the old cathedral and demolished it. In 2007, the Russian embassy built a new church in its garden to serve the Russian Orthodox Christians in Beijing.
+
+
+=== Media ===
+
+
+==== Television and radio ====
+Beijing Television broadcasts on channels 1 through 10, and China Central Television, China's largest television network, maintains its headquarters in Beijing. Three radio stations feature programmes in English: Hit FM on FM 88.7, Easy FM by China Radio International on FM 91.5, and the newly launched Radio 774 on AM 774. Beijing Radio Stations is the family of radio stations serving the city.
+
+
+==== Press ====
+The well-known Beijing Evening News, covering news about Beijing in Chinese, is distributed every afternoon. Other newspapers include Beijing Daily, The Beijing News, the Beijing Star Daily, the Beijing Morning News, and the Beijing Youth Daily, as well as English-language weeklies Beijing Weekend and Beijing Today. The People's Daily, Global Times and the China Daily (English) are published in Beijing as well.
+Publications primarily aimed at international visitors and the expatriate community include the English-language periodicals Time Out Beijing, City Weekend, Beijing This Month, Beijing Talk, That's Beijing, and The Beijinger.
+
+
+==== Beijing rock ====
+Beijing rock (Chinese: 北京摇滚) is a wide variety of rock and roll music made by rock bands and solo artists from Beijing. The first rock band in Beijing is Peking All-Stars, which was formed in 1979 by foreigners.
+Famous rock bands and solo artists from Beijing include Cui Jian, Dou Wei, He Yong, Pu Shu, Tang Dynasty, Black Panther, The Flowers, 43 Baojia Street, etc.
+
+
+== Sports ==
+
+
+=== Events ===
+Beijing has hosted numerous international and national sporting events, the most notables was the 2008 Summer Olympic and Paralympic Games and the 2022 Winter Olympics and the Paralympics. Other multi-sport international events held in Beijing include the 2001 Summer Universiade and the 1990 Asian Games. Single-sport international competitions include the Beijing Marathon (annually since 1981), China Open of Tennis (1993–97, annually since 2004), ISU Grand Prix of Figure Skating Cup of China (2003, 2004, 2005, 2008, 2009 and 2010), World Professional Billiards and Snooker Association China Open for Snooker (annually since 2005), Union Cycliste Internationale Tour of Beijing (since 2011), 1961 World Table Tennis Championships, 1987 IBF Badminton World Championships, the 2004 AFC Asian Cup (football), and 2009 Barclays Asia Trophy (football). Beijing hosted the 2015 IAAF World Championships in Athletics.
+Beijing's LeSports Center is one of the main venues for the 2019 FIBA Basketball World Cup.The city hosted the second Chinese National Games in 1914 and the first four National Games of China in 1959, 1965, 1975, 1979, respectively, and co-hosted the 1993 National Games with Sichuan and Qingdao. Beijing also hosted the inaugural National Peasants' Games in 1988 and the sixth National Minority Games in 1999.
+In November 2013, Beijing made a bid to host the 2022 Winter Olympics. On 31 July 2015, the International Olympic Committee awarded the 2022 Winter Olympics to the city becoming the first ever to host both Summer and Winter Olympics also for the 2022 Winter Paralympics becoming the first ever to host both Summer and Winter Paralympics.
+
+
+=== Venues ===
+Major sporting venues in the city include the MasterCard Center at Wukesong west of downtown; the Workers' Stadium and Workers' Arena in Sanlitun just east of downtown and the Capital Arena in Baishiqiao, northeast of downtown. In addition, many universities in the city have their own sport facilities. The Olympic Green is a stadium cluster centered on the National Stadium. It was originally developed for the 2008 Summer Olympics and modified for the 2022 Winter Olympics. The Big Air Shougang ski jump is in the western suburbs and was built for the 2022 Winter Olympics.
+
+
+=== Clubs ===
+Professional sports teams based in Beijing include:
+
+The Beijing Olympians of the American Basketball Association, formerly a Chinese Basketball Association team, kept their name and maintained a roster of primarily Chinese players after moving to Maywood, California in 2005.
+China Bandy Federation is based in Beijing, one of several cities in which the potential for bandy development is explored.
+
+
+== Transportation ==
+
+Beijing is an important transport hub in North China with six ring roads, 1167 km (725 miles) of expressways, 15 National Highways, nine conventional railways, and six high-speed railways converging on the city.
+
+
+=== Rail and high-speed rail ===
+Beijing serves as a large rail hub in China's railway network. Ten conventional rail lines radiate from the city to: Shanghai (Jinghu Line), Guangzhou (Jingguang Line), Kowloon (Jingjiu Line), Harbin (Jingha Line) (including Qinhuangdao (Jingqin Line)), Baotou (Jingbao Line), Chengde (Jingcheng Line), Tongliao, Inner Mongolia (Jingtong Line), Yuanping, Shanxi (Jingyuan Line) and Shacheng, Hebei (Fengsha Line). In addition, the Datong–Qinhuangdao railway passes through the municipality to the north of the city.
+Beijing also has six high-speed rail lines: the Beijing–Tianjin intercity railway, which opened in 2008; the Beijing–Shanghai high-speed railway, which opened in 2011; the Beijing–Guangzhou high-speed railway, which opened in 2012; and the Beijing–Xiong'an intercity railway and the Beijing–Zhangjiakou intercity railway, both of which opened in 2019. The Beijing–Shenyang high-speed railway was completed in 2021.
+The city's main railway stations are the Beijing railway station, which opened in 1959; the Beijing West railway station, which opened in 1996; and the Beijing South railway station, which was rebuilt into the city's high-speed railway station in 2008; The Beijing North railway station, was first built in 1905 and expanded in 2009; The Qinghe railway station, was first built in 1905 and expanded in 2019; The Beijing Chaoyang railway station opened in 2021; The Beijing Fengtai railway station opened in 2022; and the Beijing Sub-Center railway station is under construction.
+Smaller stations in the city including Beijing East railway station and Daxing Airport station handle mainly commuter passenger traffic. In outlying suburbs and counties of Beijing, there are over 40 railway stations.From Beijing, direct passenger train service is available to most large cities in China. International train service is available to Mongolia, Russia, Vietnam and North Korea. Passenger trains in China are numbered according to their direction in relation to Beijing.
+
+
+=== Roads and expressways ===
+
+Beijing is connected by road links to all parts of China as part of the National Trunk Road Network. Many expressways of China serve Beijing, as do 15 China National Highways. Beijing's urban transport is dependent upon the ring roads that concentrically surround the city, with the Forbidden City area marked as the geographical center for the ring roads. The ring roads appear more rectangular than ring-shaped. There is no official "1st Ring Road". The 2nd Ring Road is located in the inner city. Ring roads tend to resemble expressways progressively as they extend outwards, with the 5th and 6th Ring Roads being full-standard national expressways, linked to other roads only by interchanges. Expressways to other regions of China are generally accessible from the 3rd Ring Road outward. A final outer orbital, the Capital Area Loop Expressway (G95), was fully opened in 2018 and will extend into neighboring Tianjin and Hebei.
+Within the urban core, city streets generally follow the checkerboard pattern of the ancient capital. Many of Beijing's boulevards and streets with "inner" and "outer" are still named in relation to gates in the city wall, though most gates no longer stand. Traffic jams are a major concern. Even outside of rush hour, several roads still remain clogged with traffic.
+Beijing's urban design layout further exacerbates transportation problems. The authorities have introduced several bus lanes, which only public buses can use during rush hour. In the beginning of 2010, Beijing had 4 million registered automobiles. By the end of 2010, the government forecast 5 million. In 2010, new car registrations in Beijing averaged 15,500 per week.Towards the end of 2010, the city government announced a series of drastic measures to tackle traffic jams, including limiting the number of new license plates issued to passenger cars to 20,000 a month and barring cars with non-Beijing plates from entering areas within the Fifth Ring Road during rush hour. More restrictive measures are also reserved during major events or heavily polluted weather.
+To obtain a valid license plate, Beijing drivers must be selected in a lottery.: 168  As part of government policy support for the use of electric vehicles, Beijing drivers with fully electric cars have a much greater chance of being selected for a license plate.: 168  Additionally, fully electric vehicles are exempt from restrictions on which day of the week a driver may drive their vehicle.: 168 Road signs began to be standardized with both Chinese and English names displayed, with location names using pinyin, in 2008.
+
+
+=== Air ===
+
+
+==== Beijing Capital International Airport ====
+Beijing has two of the world's largest airports. The Beijing Capital International Airport (IATA: PEK) located 32 kilometres (20 mi) northeast of the city center in Chaoyang District bordering Shunyi District, is the second busiest airport in the world after Atlanta's Hartsfield–Jackson International Airport. Capital Airport's Terminal 3, built during the expansion for the 2008 Olympics, is one of the largest in the world. Capital Airport is the main hub for Air China and Hainan Airlines. The Airport Expressway and Second Airport Expressway, connect to Capital Airport from the northeast and east of the city center, respectively. Driving time from city center is about 40 minutes under normal traffic conditions. The Capital Airport Express line of Beijing Subway and the Capital Airport Bus serves the Capital Airport.
+
+
+==== Beijing Daxing International Airport ====
+The Beijing Daxing International Airport (IATA: PKX) located 46 kilometres (29 mi) south of the city in Daxing District bordering the city of Langfang, Hebei Province, opened on 25 September 2019. The Daxing Airport has one of the world's largest terminal buildings and is expected to be a major airport serving Beijing, Tianjin and northern Hebei Province. Daxing Airport is connected to the city via the Beijing–Xiong'an intercity railway, the Daxing Airport Express line of the Beijing Subway and two expressways.
+
+
+==== Other airports ====
+With the opening of the Daxing Airport in September 2019, the Beijing Nanyuan Airport (IATA: NAY), located 13 kilometres (8.1 mi) south of center in Fengtai District, has been closed to civilian airline service. Other airports in the city at Liangxiang, Xijiao, Shahe and Badaling are primarily for military use.
+
+
+==== Visa requirements for air passengers ====
+As of 1 January 2013, tourists from 45 countries are permitted a 72-hour visa-free stay in Beijing. The 45 countries include Singapore, Japan, the United States, Canada, all EU and EEA countries (except Norway and Liechtenstein), Switzerland, Brazil, Argentina and Australia. The programme benefits transit and business travellers with the 72 hours calculated starting from the moment visitors receive their transit stay permits rather than the time of their plane's arrival. Foreign visitors are not permitted to leave Beijing for other Chinese cities during the 72 hours.
+
+
+=== Public transit ===
+The Beijing Subway, which began operating in 1969, now has 25 lines, 459 stations, and 783 km (487 mi) of lines. It is the longest subway system in the world and first in annual ridership with 3.66 billion rides delivered in 2016. In 2013, with a flat fare of ¥2.00 (US$0.31) per ride with unlimited transfers on all lines except the Airport Express, the subway was also the most affordable rapid transit system in China. The subway is undergoing rapid expansion and is expected to reach 30 lines, 450 stations, 1,050 kilometres (650 mi) in length by 2022. When fully implemented, 95% of residents inside the Fourth Ring Road will be able to walk to a station in 15 minutes. The Beijing Suburban Railway provides commuter rail service to outlying suburbs of the municipality.
+As part of the urban re-development for the 2008 Olympics, Beijing's subway system was significantly expanded.: 137  On 28 December 2014, it switched to a distance-based fare system from a fixed fare for all lines except the Airport Express. Under the new system a trip under 6 km (3+1⁄2 mi) will cost ¥3.00(US$0.49), an additional ¥1.00 will be added for the next 6 km (3+1⁄2 mi) and the next 10 km (6 mi) until the distance for the trip reaches 32 km (20 mi). For every 20 kilometres (12 miles) after the original 32 kilometres (20 miles) an additional ¥1.00 is added. For example, a 50-kilometre (31-mile) trip would cost ¥ 8.00.
+There are nearly 1,000 public bus and trolleybus lines in the city, including four bus rapid transit lines. Standard bus fares are as low as ¥1.00 when purchased with the Yikatong metrocard.
+
+
+=== Taxi ===
+Metered taxi in Beijing start at ¥13 for the first 3 kilometres (1.9 mi), ¥2.3 Renminbi per additional 1 kilometre (0.62 mi) and ¥1 per ride fuel surcharge, not counting idling fees which are ¥2.3 (¥4.6 during rush hours of 7–9 am and 5–7 pm) per 5 minutes of standing or running at speeds lower than 12 kilometres per hour (7.5 mph). Most taxis are Hyundai Elantras, Hyundai Sonatas, Peugeots, Citroëns and Volkswagen Jettas. After 15 kilometres (9.3 mi), the base fare increases by 50% (but is only applied to the portion over that distance). Different companies have special colours combinations painted on their vehicles. Usually registered taxis have yellowish brown as basic hue, with another color of Prussian blue, hunter green, white, umber, tyrian purple, rufous, or sea green. Between 11 pm and 5 am, there is also a 20% fee increase. Rides over 15 km (9 mi) and between 23:00 and 06:00 incur both charges, for a total increase of 80%. Tolls during trip should be covered by customers and the costs of trips beyond Beijing city limits should be negotiated with the driver. The cost of unregistered taxis is also subject to negotiation with the driver.
+
+
+=== Bicycles ===
+Beijing has long been well known for the number of bicycles on its streets. Although the rise of motor traffic has created a great deal of congestion and bicycle use has declined, bicycles are still an important form of local transportation. Many cyclists can be seen on most roads in the city, and most of the main roads have dedicated bicycle lanes. Beijing is relatively flat, which makes cycling convenient. The rise of electric bicycles and electric scooters, which have similar speeds and use the same cycle lanes, may have brought about a revival in bicycle-speed two-wheeled transport. It is possible to cycle to most parts of the city. Because of the growing traffic congestion, the authorities have indicated more than once that they wish to encourage cycling, but it is not clear whether there is sufficient will to translate that into action on a significant scale. On 30 March 2019, a 6.5 km (4 mile) bicycle-dedicated lane was opened, easing the traffic congestion between Huilongguan and Shangdi where there are many high-tech companies. Cycling has seen a resurgence in popularity spurred by the emergence of a large number of dockless app based bikeshares such as Mobike, Bluegogo and Ofo since 2016.
+
+
+== Defence and aerospace ==
+The command headquarters of China's military forces are based in Beijing. The Central Military Commission, the political organ in charge of the military, is housed inside the Ministry of National Defense, located next to the Military Museum of the Chinese People's Revolution in western Beijing. The Rocket Force, which controls the country's strategic missile and nuclear weapons, has its command in Qinghe, Haidian District. The headquarters of the Central Theater Command, one of five nationally, is based further west in Gaojing. The CTR oversees the Beijing Capital Garrison as well as the 81st, 82nd and 83rd Armies, which are based in Hebei.
+Military institutions in Beijing also include academies and thinktanks such as the PLA National Defence University and Academy of Military Science, military hospitals such as the 301, 307 and the Academy of Military Medical Sciences, and army-affiliated cultural entities such as 1 August Film Studios and the PLA Song and Dance Troupe.
+The China National Space Administration, which oversees country's space program, and several space-related state owned companies such as CASTC and CASIC are all based in Beijing. The Beijing Aerospace Command and Control Center, in Haidian District tracks the country's crewed and uncrewed flight and other space exploration initiatives.
+
+
+== Nature and wildlife ==
+Beijing Municipality has 20 nature reserves that have a total area of 1,339.7 km2 (517.3 sq mi). The mountains to the west and north of the city are home to a number of protected wildlife species including leopard, leopard cat, wolf, red fox, wild boar, masked palm civet, raccoon dog, hog badger, Siberian weasel, Amur hedgehog, roe deer, and mandarin rat snake. The Beijing Aquatic Wildlife Rescue and Conservation Center protects the Chinese giant salamander, Amur stickleback and mandarin duck on the Huaijiu and Huaisha Rivers in Huairou District. The Beijing Milu Park south of the city is home to one of the largest herds of Père David's deer, now extinct in the wild. The Beijing barbastelle, a species of vesper bat discovered in caves of Fangshan District in 2001 and identified as a distinct species in 2007, is endemic to Beijing. The mountains of Fangshan are also habitat for the more common Beijing mouse-eared bat, large myotis, greater horseshoe bat and Rickett's big-footed bat.Each year, Beijing hosts 200–300 species of migratory birds including the common crane, black-headed gull, swan, mallard, common cuckoo and the endangered yellow-breasted bunting. In May 2016, Common cuckoos nesting in the wetlands of Cuihu (Haidian), Hanshiqiao (Shunyi), Yeyahu (Yanqing) were tagged and have been traced to far as India, Kenya and Mozambique. In the fall of 2016, the Beijing Forest Police undertook a month-long campaign to crack down on illegal hunting and trapping of migratory birds for sale in local bird markets. Over 1,000 rescued birds of protected species including streptopelia, Eurasian siskin, crested myna, coal tit and great tit were handed to the Beijing Wildlife Protection and Rescue Center for repatriation to the wild.The city flowers are the Chinese rose and chrysanthemum. The city trees are the Chinese arborvitae, an evergreen in the cypress family and the pagoda tree, also called the Chinese scholar tree, a deciduous tree of the family Fabaceae. The oldest scholar tree in the city was planted in what is now Beihai Park during the Tang dynasty.
+
+
+== International relations ==
+The capital is the home of the Asian Infrastructure Investment Bank, a multilateral development bank that aims to improve economic and social outcomes in Asia and the Silk Road Fund, an investment fund of the Chinese government to foster increased investment and provide financial supports in countries along the One Belt, One Road. Beijing is also home to the headquarters of the Shanghai Cooperation Organisation (SCO), making it an important city for international diplomacy.
+
+
+=== Twin towns and sister cities ===
+
+Beijing is twinned with the following regions, cities, and counties:
+
+
+=== Foreign embassies and consulates ===
+In 2019, China had the largest diplomatic network in the world. China hosts a large diplomatic community in its capital city of Beijing. At present, the capital of Beijing hosts 173 embassies, 1 consulate and 3 representatives, excluding Hong Kong and Macau trade office.
+
+
+=== Representative offices and delegations ===
+ Haiti (Representative Office)
+ Faroe Islands (Representative Office)
+ European Union (Delegation of the European Union to China)
+
+
+== See also ==
+Beijing city fortifications
+Historical capitals of China
+Large Cities Climate Leadership Group
+List of hospitals in Beijing
+List of mayors of Beijing
+List of twin towns and sister cities in China
+List of diplomatic missions in China
+
+
+== Notes ==
+
+
+== References ==
+
+
+=== Citations ===
+
+
+=== Sources ===
+
+
+== Further reading ==
+
+
+== External links ==
+
+Economic profile for Beijing at HKTDC
+Visit Beijing Official Website
+Photograph of The approach to Peking – outside the walls taken in 1890 by Sir Henry Norman
\ No newline at end of file
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@@ -0,0 +1 @@
+{"docstore/data": {"bd923645-9a54-4840-a3e9-c46084a928df": {"__data__": {"id_": "bd923645-9a54-4840-a3e9-c46084a928df", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "ec3b4332-f095-4da3-b1ac-8a3fda717736", "node_type": "1", "metadata": {}, "hash": "d0f6876741656a433082613829b1c0f1c7d87c55685be74a139f8af55d0704cb", "class_name": "RelatedNodeInfo"}}, "text": "Beijing, alternatively romanized as Peking, is the capital of the People's Republic of China. With about 22 million residents, Beijing is the world's most populous national capital city as well as China's second largest city after Shanghai. It is located in Northern China, and is governed as a municipality under the direct administration of the State Council with 16 urban, suburban, and rural districts. Beijing is mostly surrounded by Hebei Province with the exception of neighboring Tianjin to the southeast; together, the three divisions form the Jingjinji megalopolis and the national capital region of China.Beijing is a global city and one of the world's leading centres for culture, diplomacy, politics, finance, business and economics, education, research, language, tourism, media, sport, science and technology and transportation. It is home to the headquarters of most of China's largest state-owned companies and houses the largest number of Fortune Global 500 companies in the world, as well as the world's four biggest financial institutions by total assets. It is also a major hub for the national highway, expressway, railway, and high-speed rail networks. For a decade before the COVID-19 pandemic, the Beijing Capital International Airport was Asia's busiest airport (2009\u20132019) and the second busiest airport in the world (2010\u20132019). In 2020, the Beijing subway was the fourth busiest and second longest in the world. The Beijing Daxing International Airport, Beijing's second international airport, is the largest single-structure airport terminal in the world.Combining both modern and traditional style architectures, Beijing is one of the oldest cities in the world, with a rich history dating back over three millennia. As the last of the Four Great Ancient Capitals of China, Beijing has been the political center of the country for most of the past eight centuries, and was the largest city in the world by population for much of the second millennium CE. With mountains surrounding the inland city on three sides, in addition to the old inner and outer city walls, Beijing was strategically poised and developed to be the residence of the emperor and thus was the perfect location for the imperial capital. The city is renowned for its opulent palaces, temples, parks, gardens, tombs, walls and gates. Beijing is one of the most important tourist destinations of the world. In 2018, Beijing was the second highest earning tourist city in the world after Shanghai. Beijing is home to many national monuments and museums and has seven UNESCO World Heritage Sites\u2014the Forbidden City, Temple of Heaven, Summer Palace, Ming Tombs, Zhoukoudian, and parts of the Great Wall and the Grand Canal\u2014all of which are popular tourist locations. Siheyuans, the city's traditional housing style, and hutongs, the narrow alleys between siheyuans, are major tourist attractions and are common in urban Beijing.\r\nBeijing's public universities make up more than one-fifth of Double First-Class Construction universities, and many of them consistently rank among the best in the Asia-Pacific and the world. Beijing is home to the two best C9 League universities (Tsinghua and Peking) in Asia & Oceania region and emerging countries. Beijing CBD is a center for Beijing's economic expansion, with the ongoing or recently completed construction of multiple skyscrapers. Beijing's Zhongguancun area is a world leading center of scientific and technological innovation as well as entrepreneurship. Beijing has been ranked the city with the largest scientific research output by the Nature Index since the list's inception in 2016. The city has hosted numerous international and national sporting events, the most notable being the 2008 Summer Olympics and 2008 Summer Paralympics Games. In 2022, Beijing became the first city ever to host both the Summer and Winter Olympics, and also the Summer and Winter Paralympics. Beijing hosts 175 foreign embassies as well as the headquarters of many organizations, including the Asian Infrastructure Investment Bank (AIIB), the Shanghai Cooperation Organisation (SCO), the Silk Road Fund, the Chinese Academy of Sciences, the Chinese Academy of Engineering, the Chinese Academy of Social Sciences, the Central Academy of Fine Arts, the Central Academy of Drama, the Central Conservatory of Music, and the Red Cross Society of China.\r\n\r\n\r\n== Etymology ==\r\n\r\nOver the past 3,000 years, the city of Beijing has had numerous other names. The name Beijing, which means \"Northern Capital\" (from the Chinese characters \u5317 b\u011bi for north and \u4eac j\u012bng for capital), was applied to the city in 1403 during the Ming dynasty to distinguish the city from Nanjing (the \"Southern Capital\").", "start_char_idx": 0, "end_char_idx": 4719, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "ec3b4332-f095-4da3-b1ac-8a3fda717736": {"__data__": {"id_": "ec3b4332-f095-4da3-b1ac-8a3fda717736", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "bd923645-9a54-4840-a3e9-c46084a928df", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "3ce77e260cee4e6cbc40cbc1954d805aba673230ecc1831ee3930519ee09f1b5", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f36b3dda-da22-44dd-9075-27c6f076e633", "node_type": "1", "metadata": {}, "hash": "c09c7e5af15a305829f919595eb865ce87f84b6770993250a15c42d5c16ff3b7", "class_name": "RelatedNodeInfo"}}, "text": "Beijing hosts 175 foreign embassies as well as the headquarters of many organizations, including the Asian Infrastructure Investment Bank (AIIB), the Shanghai Cooperation Organisation (SCO), the Silk Road Fund, the Chinese Academy of Sciences, the Chinese Academy of Engineering, the Chinese Academy of Social Sciences, the Central Academy of Fine Arts, the Central Academy of Drama, the Central Conservatory of Music, and the Red Cross Society of China.\r\n\r\n\r\n== Etymology ==\r\n\r\nOver the past 3,000 years, the city of Beijing has had numerous other names. The name Beijing, which means \"Northern Capital\" (from the Chinese characters \u5317 b\u011bi for north and \u4eac j\u012bng for capital), was applied to the city in 1403 during the Ming dynasty to distinguish the city from Nanjing (the \"Southern Capital\"). The English spelling Beijing is based on the government's official romanization (adopted in the 1980s) of the two characters as they are pronounced in Standard Mandarin. An older English spelling, Peking, was used by Jesuit missionary Martino Martini in a popular atlas published in Amsterdam in 1655. Although Peking is no longer the common name for the city, some of the city's older locations and facilities, such as Beijing Capital International Airport, with the IATA code PEK, and Peking University, still retain the former romanization.\r\nThe single Chinese character abbreviation for Beijing is \u4eac, which appears on automobile license plates in the city. The official Latin alphabet abbreviation for Beijing is \"BJ\".\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Early history ===\r\nThe earliest traces of human habitation in the Peking municipality were found in the caves of Dragon Bone Hill near the village of Zhoukoudian in Fangshan District, where Peking Man lived. Homo erectus fossils from the caves date to 230,000 to 250,000 years ago. Paleolithic Homo sapiens also lived there more recently, about 27,000 years ago. Archaeologists have found neolithic settlements throughout the municipality, including in Wangfujing, located in central Peking.\r\nThe first walled city in Beijing was Jicheng, the capital city of the state of Ji which was built in 1045 BC. Within modern Beijing, Jicheng was located around the present Guang'anmen area in the south of Xicheng District. This settlement was later conquered by the state of Yan and made its capital.\r\n\r\n\r\n=== Early Imperial China ===\r\nAfter the First Emperor unified China in 221 BC, Jicheng became a prefectural capital and during the Three Kingdoms period, it was held by Gongsun Zan and Yuan Shao before falling to the Wei Kingdom of Cao Cao. The AD third-century Western Jin demoted the town, placing the prefectural seat in neighboring Zhuozhou. During the Sixteen Kingdoms period when northern China was conquered and divided by the Wu Hu, Jicheng was briefly the capital of the Xianbei Former Yan Kingdom.After China was reunified by the Sui dynasty in 581, Jicheng, also known as Zhuojun, became the northern terminus of the Grand Canal. Under the Tang dynasty, Jicheng as Youzhou, served as a military frontier command center. During the An-Shi Rebellion and again amidst the turmoil of the late Tang, local military commanders founded their own short-lived Yan dynasties and called the city Yanjing, or the \"Yan Capital.\" Also in the Tang dynasty, the city's name Jicheng was replaced by Youzhou or Yanjing. In 938, after the fall of the Tang, the Later Jin ceded the frontier territory including what is now Beijing to the Khitan Liao dynasty, which treated the city as Nanjing, or the \"Southern Capital\", one of four secondary capitals to complement its \"Supreme Capital\" Shangjing (modern Baarin Left Banner in Inner Mongolia). Some of the oldest surviving pagodas in Beijing date to the Liao period, including the Tianning Pagoda.\r\nThe Liao fell to the Jurchen Jin dynasty in 1122, which gave the city to the Song dynasty and then retook it in 1125 during its conquest of northern China. In 1153, the Jurchen Jin made Beijing their \"Central Capital\", or Zhongdu. The city was besieged by Genghis Khan's invading Mongolian army in 1213 and razed to the ground two years later. Two generations later, Kublai Khan ordered the construction of Dadu (or Daidu to the Mongols, commonly known as Khanbaliq), a new capital for his Yuan dynasty to the northeast of the Zhongdu ruins.", "start_char_idx": 3926, "end_char_idx": 8252, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f36b3dda-da22-44dd-9075-27c6f076e633": {"__data__": {"id_": "f36b3dda-da22-44dd-9075-27c6f076e633", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "ec3b4332-f095-4da3-b1ac-8a3fda717736", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f75b7efe6e8bda0dbcf2da964aa8fe2137a868ea26fbcc3067e37260cc306fc1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "bcbccf86-f63e-4c73-8f41-802ad42dd746", "node_type": "1", "metadata": {}, "hash": "60aa6ebbc2c711ef307e18fef6924dc75f3b83646152edae5ed6479d55e22fec", "class_name": "RelatedNodeInfo"}}, "text": "Some of the oldest surviving pagodas in Beijing date to the Liao period, including the Tianning Pagoda.\r\nThe Liao fell to the Jurchen Jin dynasty in 1122, which gave the city to the Song dynasty and then retook it in 1125 during its conquest of northern China. In 1153, the Jurchen Jin made Beijing their \"Central Capital\", or Zhongdu. The city was besieged by Genghis Khan's invading Mongolian army in 1213 and razed to the ground two years later. Two generations later, Kublai Khan ordered the construction of Dadu (or Daidu to the Mongols, commonly known as Khanbaliq), a new capital for his Yuan dynasty to the northeast of the Zhongdu ruins. The construction took from 1264 to 1293, but greatly enhanced the status of a city on the northern fringe of China proper. The city was centered on the Drum Tower slightly to the north of modern Beijing and stretched from the present-day Chang'an Avenue to the northern part of Line 10 subway. Remnants of the Yuan rammed earth wall still stand and are known as the Tucheng.\r\n\r\n\r\n=== Ming dynasty ===\r\n\r\nIn 1368, soon after declaring the new Hongwu era of the Ming dynasty, the rebel leader Zhu Yuanzhang captured Dadu/Khanbaliq and razed the Yuan palaces to the ground. Since the Yuan continued to occupy Shangdu and Mongolia, Dadu was used to supply the Ming military garrisons in the area and renamed Beiping (Wade\u2013Giles: Peip'ing, \"Northern Peace\"). Under the Hongwu Emperor's feudal policies, Beiping was given to his son Zhu Di, who was created \"Prince of Yan\".The early death of Zhu Yuanzhang's heir led to a succession struggle upon his death, one that ended with the victory of Zhu Di and the declaration of the new Yongle era. Since his harsh treatment of the Ming capital Yingtian (modern Nanjing) alienated many there, he established his fief as a new co-capital. The city of Beiping became Beijing (\"Northern Capital\") or Shuntian in 1403. The construction of the new imperial residence, the Forbidden City, took from 1406 to 1420; this period was also responsible for several other of the modern city's major attractions, such as the Temple of Heaven and Tian'anmen. On 28 October 1420, the city was officially designated the capital of the Ming dynasty in the same year that the Forbidden City was completed. Beijing became the empire's primary capital, and Yingtian, also called Nanjing (\"Southern Capital\"), became the co-capital. (A 1425 order by Zhu Di's son, the Hongxi Emperor, to return the primary capital to Nanjing was never carried out: he died, probably of a heart attack, the next month. He was buried, like almost every Ming emperor to follow him, in an elaborate necropolis to Beijing's north.)\r\nBy the 15th century, Beijing had essentially taken its current shape. The Ming city wall continued to serve until modern times, when it was pulled down and the 2nd Ring Road was built in its place. It is generally believed that Beijing was the largest city in the world for most of the 15th, 16th, 17th, and 18th centuries. The first known church was constructed by Catholics in 1652 at the former site of Matteo Ricci's chapel; the modern Nantang Cathedral was later built upon the same site.The capture of Beijing by Li Zicheng's peasant army in 1644 ended the dynasty, but he and his Shun court abandoned the city without a fight when the Manchu army of Prince Dorgon arrived 40 days later.\r\n\r\n\r\n=== Qing dynasty ===\r\nDorgon established the Qing dynasty as a direct successor of the Ming (delegitimising Li Zicheng and his followers) and Beijing became China's sole capital. The Qing emperors made some modifications to the Imperial residence but, in large part, the Ming buildings and the general layout remained unchanged. Facilities for Manchu worship were introduced, but the Qing also continued the traditional state rituals. Signage was bilingual or Chinese. This early Qing Beijing later formed the setting for the Chinese novel Dream of the Red Chamber. Northwest of the city, Qing emperors built several large palatial gardens including the Old Summer Palace and the Summer Palace.\r\nDuring the Second Opium War, Anglo-French forces captured the outskirts of the city, looting and burning the Old Summer Palace in 1860.", "start_char_idx": 7606, "end_char_idx": 11809, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "bcbccf86-f63e-4c73-8f41-802ad42dd746": {"__data__": {"id_": "bcbccf86-f63e-4c73-8f41-802ad42dd746", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f36b3dda-da22-44dd-9075-27c6f076e633", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0fef4773043391b0fb276ff3487346cdb46e58373e15a4b9d475df2edecc8b6e", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "97f2ff90-e22a-4de8-810f-5f82593ec4d7", "node_type": "1", "metadata": {}, "hash": "7ec47ba61c6df01d122856db7daf7bf7e2d4fc669c23633bed72851bb3e74cfd", "class_name": "RelatedNodeInfo"}}, "text": "=== Qing dynasty ===\r\nDorgon established the Qing dynasty as a direct successor of the Ming (delegitimising Li Zicheng and his followers) and Beijing became China's sole capital. The Qing emperors made some modifications to the Imperial residence but, in large part, the Ming buildings and the general layout remained unchanged. Facilities for Manchu worship were introduced, but the Qing also continued the traditional state rituals. Signage was bilingual or Chinese. This early Qing Beijing later formed the setting for the Chinese novel Dream of the Red Chamber. Northwest of the city, Qing emperors built several large palatial gardens including the Old Summer Palace and the Summer Palace.\r\nDuring the Second Opium War, Anglo-French forces captured the outskirts of the city, looting and burning the Old Summer Palace in 1860. Under the Convention of Peking ending that war, Western powers for the first time secured the right to establish permanent diplomatic presences within the city. From 14 to 15 August 1900 the Battle of Peking was fought. This battle was part of the Boxer Rebellion.\r\nThe attempt by the Boxers to eradicate this presence, as well as Chinese Christian converts, led to Beijing's reoccupation by eight foreign powers. During the fighting, several important structures were destroyed, including the Hanlin Academy and the (new) Summer Palace.\r\nA peace agreement was concluded between the Eight-Nation Alliance and representatives of the Chinese government Li Hongzhang and Yikuang on 7 September 1901. The treaty required China to pay an indemnity of US$335 million (over US$4 billion in current dollars) plus interest over a period of 39 years. Also required was the execution or exile of government supporters of the Boxers and the destruction of Chinese forts and other defenses in much of northern China. Ten days after the treaty was signed the foreign armies left Beijing, although legation guards would remain there until World War II.With the treaty signed the Empress Dowager Cixi returned to Beijing from her \"tour of inspection\" on 7 January 1902 and the rule of the Qing dynasty over China was restored, albeit much weakened by the defeat it had suffered in the Boxer Rebellion and by the indemnity and stipulations of the peace treaty. The Dowager died in 1908 and the dynasty imploded in 1911.\r\n\r\n\r\n=== Republic of China ===\r\nThe fomenters of the Xinhai Revolution of 1911 sought to replace Qing rule with a republic and leaders like Sun Yat-sen originally intended to return the capital to Nanjing. After the Qing general Yuan Shikai forced the abdication of the last Qing emperor and ensured the success of the revolution, the revolutionaries accepted him as president of the new Republic of China. Yuan maintained his capital at Beijing and quickly consolidated power, declaring himself emperor in 1915. His death less than a year later left China under the control of the warlords commanding the regional armies. Following the success of the Kuomintang's Northern Expedition, the capital was formally moved to Nanjing in 1928. On 28 June the same year, Beijing's name was returned to Beiping (written at the time as \"Peiping\").On 7 July 1937, the 29th Army and the Japanese army in China exchanged fire at the Marco Polo Bridge near the Wanping Fortress southwest of the city. The Marco Polo Bridge Incident triggered the Second Sino-Japanese War, World War II as it is known in China. During the war, Beijing fell to Japan on 29 July 1937 and was made the seat of the Provisional Government of the Republic of China, a puppet state that ruled the ethnic-Chinese portions of Japanese-occupied northern China. This government was later merged into the larger Wang Jingwei government based in Nanjing.\r\n\r\n\r\n=== People's Republic of China ===\r\nIn the final phases of the Chinese Civil War, the People's Liberation Army seized control of the city peacefully on 31 January 1949 in the course of the Pingjin Campaign. On 1 October that year, Mao Zedong announced the creation of the People's Republic of China from atop Tian'anmen. He restored the name of the city, as the new capital, to Beijing, a decision that had been reached by the Chinese People's Political Consultative Conference just a few days earlier.\r\nIn the 1950s, the city began to expand beyond the old walled city and its surrounding neighborhoods, with heavy industries in the west and residential neighborhoods in the north. Many areas of the Beijing city wall were torn down in the 1960s to make way for the construction of the Beijing Subway and the 2nd Ring Road.", "start_char_idx": 10978, "end_char_idx": 15552, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "97f2ff90-e22a-4de8-810f-5f82593ec4d7": {"__data__": {"id_": "97f2ff90-e22a-4de8-810f-5f82593ec4d7", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "bcbccf86-f63e-4c73-8f41-802ad42dd746", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "24c662e220f713179cfafcca300590021c05109f3d93410a8865acf03ec28104", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "17aea4d0-21a4-43c6-9855-6687bf443323", "node_type": "1", "metadata": {}, "hash": "7019618f9f8cdb6450d4287155140dcc953a7e5d707b4d3f39e036ba28827749", "class_name": "RelatedNodeInfo"}}, "text": "This government was later merged into the larger Wang Jingwei government based in Nanjing.\r\n\r\n\r\n=== People's Republic of China ===\r\nIn the final phases of the Chinese Civil War, the People's Liberation Army seized control of the city peacefully on 31 January 1949 in the course of the Pingjin Campaign. On 1 October that year, Mao Zedong announced the creation of the People's Republic of China from atop Tian'anmen. He restored the name of the city, as the new capital, to Beijing, a decision that had been reached by the Chinese People's Political Consultative Conference just a few days earlier.\r\nIn the 1950s, the city began to expand beyond the old walled city and its surrounding neighborhoods, with heavy industries in the west and residential neighborhoods in the north. Many areas of the Beijing city wall were torn down in the 1960s to make way for the construction of the Beijing Subway and the 2nd Ring Road.\r\nDuring the Cultural Revolution from 1966 to 1976, the Red Guard movement began in Beijing and the city's government fell victim to one of the first purges. By the autumn of 1966, all city schools were shut down and over a million Red Guards from across the country gathered in Beijing for eight rallies in Tian'anmen Square with Mao. In April 1976, a large public gathering of Beijing residents against the Gang of Four and the Cultural Revolution in Tiananmen Square was forcefully suppressed. In October 1976, the Gang was arrested in Zhongnanhai and the Cultural Revolution came to an end. In December 1978, the Third Plenum of the 11th Party Congress in Beijing under the leadership of Deng Xiaoping reversed the verdicts against victims of the Cultural Revolution and instituted the \"policy of reform and opening up.\"\r\nSince the early 1980s, the urban area of Beijing has expanded greatly with the completion of the 2nd Ring Road in 1981 and the subsequent addition of the 3rd, 4th, 5th and 6th Ring Roads. According to one 2005 newspaper report, the size of newly developed Beijing was one-and-a-half times larger than before. Wangfujing and Xidan have developed into flourishing shopping districts, while Zhongguancun has become a major center of electronics in China. In recent years, the expansion of Beijing has also brought to the forefront some problems of urbanization, such as heavy traffic, poor air quality, the loss of historic neighborhoods, and a significant influx of migrant workers from less-developed rural areas of the country. Beijing has also been the location of many significant events in recent Chinese history, principally the Tiananmen Square protests of 1989. The city has also hosted major international events, including the 2008 Summer Olympics and the 2015 World Championships in Athletics, and the 2022 Winter Olympics, making it the first city to ever host both Winter and Summer Olympics.\r\n\r\n\r\n== Geography ==\r\n\r\nBeijing is situated at the northern tip of the roughly triangular North China Plain, which opens to the south and east of the city. Mountains to the north, northwest and west shield the city and northern China's agricultural heartland from the encroaching desert steppes. The northwestern part of the municipality, especially Yanqing District and Huairou District, are dominated by the Jundu Mountains, while the western part is framed by Xishan or the Western Hills. The Great Wall of China across the northern part of Beijing Municipality was built on the rugged topography to defend against nomadic incursions from the steppes. Mount Dongling, in the Western Hills and on the border with Hebei, is the municipality's highest point, with an altitude of 2,303 metres (7,556 ft).\r\nMajor rivers flowing through the municipality, including the Chaobai, Yongding, Juma, are all tributaries in the Hai River system, and flow in a southeasterly direction. The Miyun Reservoir, on the upper reaches of the Chaobai River, is the largest reservoir within the municipality. Beijing is also the northern terminus of the Grand Canal to Hangzhou, which was built over 1,400 years ago as a transportation route, and the South\u2013North Water Transfer Project, constructed in the past decade to bring water from the Yangtze River basin.\r\nThe urban area of Beijing, on the plains in the south-central of the municipality with elevation of 40 to 60 metres (130\u2013200 feet), occupies a relatively small but expanding portion of the municipality's area. The city spreads out in concentric ring roads. The Second Ring Road traces the old city walls and the Sixth Ring Road connects satellite towns in the surrounding suburbs.", "start_char_idx": 14632, "end_char_idx": 19206, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "17aea4d0-21a4-43c6-9855-6687bf443323": {"__data__": {"id_": "17aea4d0-21a4-43c6-9855-6687bf443323", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "97f2ff90-e22a-4de8-810f-5f82593ec4d7", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0e072c6b41d49e325b793d0047a2cbe8f48d3f04897b5ccca5ef6e17dbf26d8b", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "dd709e97-0e5f-4030-b986-c49dd647f284", "node_type": "1", "metadata": {}, "hash": "676dd3e6b1b765a20e71f6a7f9a448989b8f18593b4c7115c6ec0eb339d4c3e7", "class_name": "RelatedNodeInfo"}}, "text": "The Miyun Reservoir, on the upper reaches of the Chaobai River, is the largest reservoir within the municipality. Beijing is also the northern terminus of the Grand Canal to Hangzhou, which was built over 1,400 years ago as a transportation route, and the South\u2013North Water Transfer Project, constructed in the past decade to bring water from the Yangtze River basin.\r\nThe urban area of Beijing, on the plains in the south-central of the municipality with elevation of 40 to 60 metres (130\u2013200 feet), occupies a relatively small but expanding portion of the municipality's area. The city spreads out in concentric ring roads. The Second Ring Road traces the old city walls and the Sixth Ring Road connects satellite towns in the surrounding suburbs. Tian'anmen and Tian'anmen Square are at the center of Beijing, directly to the south of the Forbidden City, the former residence of the emperors of China. To the west of Tian'anmen is Zhongnanhai, the residence of China's current leaders. Chang'an Avenue, which cuts between Tiananmen and the Square, forms the city's main east\u2013west axis.\r\nBeijing's pattern of development from the old inner city to its urban fringe are frequently described as \"spreading like a pancake\" (tan da bing).:\u200a135\u200a This pattern of development is frequently cited as a reason for Beijing's urban problems.:\u200a135\u200a\r\n\r\n\r\n=== Climate ===\r\n Beijing has a monsoon-influenced humid continental climate (K\u00f6ppen: Dwa), bordering on a cold semi-arid climate (K\u00f6ppen: BSk) in the south and in the northwest, characterized by hot, humid summers due to the East Asian monsoon, and brief but cold, dry winters that reflect the influence of the vast Siberian anticyclone. Spring can bear witness to sandstorms blowing in from the Gobi Desert across the Mongolian steppe, accompanied by rapidly warming, but generally dry, conditions. Autumn, similar to spring, is a season of transition and minimal precipitation. According to China's seasonal division standard, Beijing enters spring on March 26, summer on May 20, autumn on September 13, and winter on October 31. The monthly daily average temperature in January is \u22122.7 \u00b0C (27.1 \u00b0F), while in July it is 27.2 \u00b0C (81.0 \u00b0F). Precipitation averages around 528 mm (21 in) annually (Haidian District has an average annual precipitation of 586.3 mm (23 in)), with close to three-quarters of that total falling from June to August. With monthly percent possible sunshine ranging from 42% in July to 62% in January and February, the city receives 2,490.5 hours of bright sunshine annually. Extremes since 1951 have ranged from \u221227.4 \u00b0C (\u221217.3 \u00b0F) on 22 February 1966 to 41.9 \u00b0C (107.4 \u00b0F) on 24 July 1999 (unofficial record of 42.6 \u00b0C (108.7 \u00b0F) was set on 15 June 1942).\r\n\r\n\r\n==== Note ====\r\n\r\nSee or edit raw graph data.\r\n\r\n\r\n== Cityscape ==\r\n\r\n\r\n=== Architecture ===\r\n\r\nThree styles of architecture are predominant in urban Beijing. First, there is the traditional architecture of imperial China, perhaps best exemplified by the massive Tian'anmen (Gate of Heavenly Peace), which remains the People's Republic of China's trademark edifice, the Forbidden City, the Imperial Ancestral Temple and the Temple of Heaven. Next, there is what is sometimes referred to as the \"Sino-Sov\" style, with structures tending to be boxy and sometimes poorly constructed, which were built between the 1950s and the 1970s. Finally, there are much more modern architectural forms, most noticeably in the area of the Beijing CBD in east Beijing such as the new CCTV Headquarters, in addition to buildings in other locations around the city such as the Beijing National Stadium and National Center for the Performing Arts.\r\nSince 2007, buildings in Beijing have received the CTBUH Skyscraper Award for best overall tall building twice, for the Linked Hybrid building in 2009 and the CCTV Headquarters in 2013. The CTBUH Skyscraper award for best tall overall building is given to only one building around the world every year.\r\nIn the early 21st century, Beijing has witnessed tremendous growth of new building constructions, exhibiting various modern styles from international designers, most pronounced in the CBD region. A mixture of both 1950s design and neofuturistic style of architecture can be seen at the 798 Art Zone, which mixes the old with the new.", "start_char_idx": 18457, "end_char_idx": 22756, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "dd709e97-0e5f-4030-b986-c49dd647f284": {"__data__": {"id_": "dd709e97-0e5f-4030-b986-c49dd647f284", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "17aea4d0-21a4-43c6-9855-6687bf443323", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6ee3ee03f9a3ea1a2bcb67df2512f66d20c143f0f6ed7a0d343bb89eb31cb190", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "6d9f10e4-f22a-4f2e-9b23-fe4f461a91c6", "node_type": "1", "metadata": {}, "hash": "c21078fda957aba8eb731963256f4b98c3ab8ea7c402bfb15624657556084a48", "class_name": "RelatedNodeInfo"}}, "text": "Finally, there are much more modern architectural forms, most noticeably in the area of the Beijing CBD in east Beijing such as the new CCTV Headquarters, in addition to buildings in other locations around the city such as the Beijing National Stadium and National Center for the Performing Arts.\r\nSince 2007, buildings in Beijing have received the CTBUH Skyscraper Award for best overall tall building twice, for the Linked Hybrid building in 2009 and the CCTV Headquarters in 2013. The CTBUH Skyscraper award for best tall overall building is given to only one building around the world every year.\r\nIn the early 21st century, Beijing has witnessed tremendous growth of new building constructions, exhibiting various modern styles from international designers, most pronounced in the CBD region. A mixture of both 1950s design and neofuturistic style of architecture can be seen at the 798 Art Zone, which mixes the old with the new. Beijing's tallest building is the 528-meter China Zun.\r\n\r\nBeijing is famous for its siheyuans, a type of residence where a common courtyard is shared by the surrounding buildings. Among the more grand examples are the Prince Gong Mansion and Residence of Soong Ching-ling. These courtyards are usually connected by alleys called hutongs. The hutongs are generally straight and run east to west so that doorways face north and south for good Feng Shui. They vary in width; some are so narrow only a few pedestrians can pass through at a time. Once ubiquitous in Beijing, siheyuans and hutongs are rapidly disappearing, as entire city blocks of hutongs are replaced by high-rise buildings. Residents of the hutongs are entitled to live in the new buildings in apartments of at least the same size as their former residences. Many complain, however, that the traditional sense of community and street life of the hutongs cannot be replaced, and these properties are often government owned.\r\n\r\n\r\n=== Environmental issues ===\r\nBeijing has a long history of environmental problems. Between 2000 and 2009 Beijing's urban extent quadrupled, which not only strongly increased the extent of anthropogenic emissions, but also changed the meteorological situation fundamentally, even if emissions of human society are not included. For example, surface albedo, wind speed and humidity near the surface were decreased, whereas ground and near-surface air temperatures, vertical air dilution and ozone levels were increased. Because of the combined factors of urbanization and pollution caused by burning of fossil fuel, Beijing is often affected by serious environmental problems, which lead to health issues of many inhabitants. In 2013 heavy smog struck Beijing and most parts of northern China, impacting a total of 600 million people. After this \"pollution shock\" air pollution became an important economic and social concern in China. After that the government of Beijing announced measures to reduce air pollution, for example by lowering the share of coal from 24% in 2012 to 10% in 2017, while the national government ordered heavily polluting vehicles to be removed from 2015 to 2017 and increased its efforts to transition the energy system to clean sources.\r\n\r\n\r\n==== Air quality ====\r\nJoint research between American and Chinese researchers in 2006 concluded that much of the city's pollution comes from surrounding cities and provinces. On average 35\u201360% of the ozone can be traced to sources outside the city. Shandong Province and Tianjin Municipality have a \"significant influence on Beijing's air quality\", partly due to the prevailing south/southeasterly flow during the summer and the mountains to the north and northwest.\r\nIn preparation for the 2008 Summer Olympics and to fulfill promises to clean up the city's air, nearly US$17 billion was spent. Beijing implemented a number of air improvement schemes for the duration of the Games, including halting work at all construction sites, closing many factories in Beijing permanently, temporarily shutting industry in neighboring regions, closing some gas stations, and cutting motor traffic by half by limiting drivers to odd or even days (based on their license plate numbers), reducing bus and subway fares, opening new subway lines, and banning high-emission vehicles. The city further assembled 3,800 natural gas-powered buses, one of the largest fleets in the world. Beijing became the first city in China to require the Chinese equivalent to the Euro 4 emission standard.Coal burning accounts for about 40% of the PM 2.5 in Beijing and is also the chief source of nitrogen and sulphur dioxide. Since 2012, the city has been converting coal-fired power stations to burn natural gas and aims to cap annual coal consumption at 20 million tons. In 2011, the city burned 26.3 million tons of coal, 73% of which for heating and power generation and the remainder for industry.", "start_char_idx": 21821, "end_char_idx": 26691, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "6d9f10e4-f22a-4f2e-9b23-fe4f461a91c6": {"__data__": {"id_": "6d9f10e4-f22a-4f2e-9b23-fe4f461a91c6", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "dd709e97-0e5f-4030-b986-c49dd647f284", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "655dc44d247d38b8091b0a09ec9b8732a151da61a218907c9a3de0be081e2ea4", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "685fc12f-838c-47e7-8fe5-8c38bd1ca411", "node_type": "1", "metadata": {}, "hash": "55791458b121be851bb02b3af1a62bdd8df17e7b28cba782776061e980a82e26", "class_name": "RelatedNodeInfo"}}, "text": "The city further assembled 3,800 natural gas-powered buses, one of the largest fleets in the world. Beijing became the first city in China to require the Chinese equivalent to the Euro 4 emission standard.Coal burning accounts for about 40% of the PM 2.5 in Beijing and is also the chief source of nitrogen and sulphur dioxide. Since 2012, the city has been converting coal-fired power stations to burn natural gas and aims to cap annual coal consumption at 20 million tons. In 2011, the city burned 26.3 million tons of coal, 73% of which for heating and power generation and the remainder for industry. Much of the city's air pollutants are emitted by neighboring regions. Coal consumption in neighboring Tianjin is expected to increase from 48 to 63 million tons from 2011 to 2015. Hebei Province burned over 300 million tons of coal in 2011, more than all of Germany, of which only 30% were used for power generation and a considerable portion for steel and cement making. Power plants in the coal-mining regions of Shanxi, Inner Mongolia and Shaanxi, where coal consumption has tripled since 2000, and Shandong also contribute to air pollution in Beijing. Shandong, Shanxi, Hebei and Inner Mongolia, respectively rank from first to fourth, among Chinese provinces by coal consumption. There were four major coal-fired power plants in the city to provide electricity as well as heating during the winter. The first one (Gaojing Thermal Power Plant) was shut down in 2014. Another two were shut in March 2015. The last one (Huaneng Thermal Power Plant) would be shut in 2016. Between 2013 and 2017, the city planned to reduce 13 million tons of coal consumption and cap coal consumption to 15 million tons in 2015.The government sometimes uses cloud-seeding measures to increase the likelihood of rain showers in the region to clear the air prior to large events, such as prior to the 60th anniversary parade in 2009 as well as to combat drought conditions in the area. More recently, however, the government has increased its usage of such measures as closing factories temporarily and implementing greater restrictions for cars on the road, as in the case of \"APEC blue\" and \"parade blue,\" short periods during and immediately preceding the APEC China 2014 and the 2015 China Victory Day Parade, respectively. During and prior to these events, Beijing's air quality improved dramatically, only to fall back to unhealthy levels shortly after.\r\nOn 8 and 9 December 2015 Beijing had its first smog alert which shut down a majority of the industry and other commercial businesses in the city. Later in the month another smog \"red alert\" was issued.According to Beijing's environmental protection bureau's announcement in November 2016, starting from 2017 highly polluting old cars will be banned from being driven whenever Smog \"red alerts\" are issued in the city or neighboring regions.In recent years, there has been measurable reductions in pollutants after the \"war on pollution\" was declared in 2014, with Beijing seeing a 35% reduction in fine particulates in 2017 and further reduction by 2020.:\u200a52\u200a The primary factors behind this reduction were replacing coal power with natural gas and cleaning up polluting industrial facilities in the Beijing area.:\u200a169\u2013170\u200aBeijing's annual average concentration of major airborne fine particulate matter, or PM2.5, declined to 30 micrograms per cubic meter in 2022, the best air quality for the city since 2013.\r\n\r\n\r\n=== Readings ===\r\nDue to Beijing's high level of air pollution, there are various readings by different sources on the subject. Daily pollution readings at 27 monitoring stations around the city are reported on the website of the Beijing Environmental Protection Bureau (BJEPB). The American Embassy of Beijing also reports hourly fine particulate (PM2.5) and ozone levels on Twitter. Since the BJEPB and US Embassy measure different pollutants according to different criteria, the pollution levels and the impact to human health reported by the BJEPB are often lower than that reported by the US Embassy.The smog is causing harm and danger to the population. The air pollution does directly result in significant impact on the morbidity rate of cardiovascular disease and respiratory disease in Beijing. Exposure to large concentrations of polluted air can cause respiratory and cardiovascular problems, emergency room visits, and even death.\r\n\r\n\r\n==== Dust storms ====\r\nDust from the erosion of deserts in northern and northwestern China results in seasonal dust storms that plague the city; the Beijing Weather Modification Office sometimes artificially induces rainfall to fight such storms and mitigate their effects.", "start_char_idx": 26087, "end_char_idx": 30774, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "685fc12f-838c-47e7-8fe5-8c38bd1ca411": {"__data__": {"id_": "685fc12f-838c-47e7-8fe5-8c38bd1ca411", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "6d9f10e4-f22a-4f2e-9b23-fe4f461a91c6", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9ff92626d023ee390958ef8ae37169c47311ed55b4bb6400b0ddf8bc005f1086", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "28ea5f18-f473-42f6-92ec-22b61eb4dd4f", "node_type": "1", "metadata": {}, "hash": "6ed146d021d207f79123d9189d0b39794c1c9814b25f5a28a9ae949d93f26ba5", "class_name": "RelatedNodeInfo"}}, "text": "The American Embassy of Beijing also reports hourly fine particulate (PM2.5) and ozone levels on Twitter. Since the BJEPB and US Embassy measure different pollutants according to different criteria, the pollution levels and the impact to human health reported by the BJEPB are often lower than that reported by the US Embassy.The smog is causing harm and danger to the population. The air pollution does directly result in significant impact on the morbidity rate of cardiovascular disease and respiratory disease in Beijing. Exposure to large concentrations of polluted air can cause respiratory and cardiovascular problems, emergency room visits, and even death.\r\n\r\n\r\n==== Dust storms ====\r\nDust from the erosion of deserts in northern and northwestern China results in seasonal dust storms that plague the city; the Beijing Weather Modification Office sometimes artificially induces rainfall to fight such storms and mitigate their effects. In the first four months of 2006 alone, there were no fewer than eight such storms. In April 2002, one dust storm alone dumped nearly 50,000 tons of dust onto the city before moving on to Japan and Korea.\r\n\r\n\r\n== Government ==\r\n\r\nThe municipal government is regulated by the Municipal Committee of the Chinese Communist Party (CCP), led by the Beijing CCP Secretary. The Municipal CCP Committee issues administrative orders, collects taxes, manages the economy, and directs a standing committee of the Municipal People's Congress in making policy decisions and overseeing the local government. Since 1987, all CCP Secretary of Beijing is also a member of the Politburo.\r\nGovernment officials include the mayor (Chinese: \u5e02\u957f) and vice-mayor. Numerous bureaus focus on law, public security, and other affairs. Additionally, as the capital of China, Beijing houses all of the important national governmental and political institutions, including the National People's Congress.\r\n\r\n\r\n=== Administrative divisions ===\r\n\r\nBeijing Municipality currently comprises 16 administrative county-level subdivisions including 16 urban, suburban, and rural districts. On 1 July 2010, Chongwen and Xuanwu were merged into Dongcheng and Xicheng, respectively. On 13 November 2015 Miyun and Yanqing were upgraded to districts.\r\n\r\n\r\n==== Towns ====\r\n\r\nBeijing's 16 county-level divisions (districts) are further subdivided into 273 lower third-level administrative units at the township level: 119 towns, 24 townships, 5 ethnic townships and 125 subdistricts.\r\nTowns within Beijing Municipality but outside the urban area include (but are not limited to):\r\n\r\nSeveral place names in Beijing end with m\u00e9n (\u95e8), meaning \"gate\", as they were the locations of gates in the former Beijing city wall. Other place names end in c\u016bn (\u6751), meaning \"village\", as they were originally villages outside the city wall.\r\n\r\n\r\n=== Judiciary and procuracy ===\r\nThe judicial system in Beijing consists of the Supreme People's Court, the highest court in the country, the Beijing Municipal High People's Court, the high people's court of the municipality, three intermediate people's courts, one intermediate railway transport court, 14 basic people's court (one for each of the municipality's districts and counties), one basic railway transport court, and one Internet court. The Beijing No. 1 Intermediate People's Court in Shijingshan oversees the basic courts of Haidian, Shijingshan, Mentougou, Changping and Yanqing. The Beijing No. 2 Intermediate People's Court in Fengtai oversees the basic courts of Dongcheng, Xicheng, Fengtai, Fangshan and Daxing. The Beijing No. 3 Intermediate People's Court in Laiguangying, is the newest of the three intermediate people's courts and opened on 21 August 2013. It oversees the district courts of Chaoyang, Tongzhou, Shunyi, Huairou, Pinggu and Miyun. Each court in Beijing has a corresponding people's procuratorate.\r\n\r\n\r\n== Economy ==\r\n\r\nAs of 2022, Beijing's nominal GDP was CN\u00a54.16 trillion ($619 billion in nominal, $1.016 trillion in PPP), about 3.44% of the country's GDP and ranked 13th among province-level administrative units; its nominal GDP per capita was US$28,258 (CN\u00a5190,059) and ranked the 1st in the country. It also ranks the tenth largest in the metropolitan economies in the world.Due to the concentration of state owned enterprises in the national capital, Beijing in 2013 had more Fortune Global 500 Company headquarters than any other city in the world. As of August 2022, Beijing has 54 Fortune Global 500 companies, more than Japan (47), the third-place country after China (145) and the United States (124).", "start_char_idx": 29831, "end_char_idx": 34412, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "28ea5f18-f473-42f6-92ec-22b61eb4dd4f": {"__data__": {"id_": "28ea5f18-f473-42f6-92ec-22b61eb4dd4f", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "685fc12f-838c-47e7-8fe5-8c38bd1ca411", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "3ba66d8a27e22af1b30c7f8dfdc4fc893b4fd2ce25430ee672e377de0694b313", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "22f45356-cc6a-4375-bc98-fa83fb18eb85", "node_type": "1", "metadata": {}, "hash": "918471617132493ad7519c376b75452c1d7417cd274ee73bdb1c4abda717bf1c", "class_name": "RelatedNodeInfo"}}, "text": "Each court in Beijing has a corresponding people's procuratorate.\r\n\r\n\r\n== Economy ==\r\n\r\nAs of 2022, Beijing's nominal GDP was CN\u00a54.16 trillion ($619 billion in nominal, $1.016 trillion in PPP), about 3.44% of the country's GDP and ranked 13th among province-level administrative units; its nominal GDP per capita was US$28,258 (CN\u00a5190,059) and ranked the 1st in the country. It also ranks the tenth largest in the metropolitan economies in the world.Due to the concentration of state owned enterprises in the national capital, Beijing in 2013 had more Fortune Global 500 Company headquarters than any other city in the world. As of August 2022, Beijing has 54 Fortune Global 500 companies, more than Japan (47), the third-place country after China (145) and the United States (124). Beijing has also been described as the \"billionaire capital of the world\". In 2020, Beijing is the fifth wealthiest city in the world, with a total wealth amounts to $2 trillion. Beijing is classified as an Alpha+ (global first-tier) city by the Globalization and World Cities Research Network, indicating its influence in the region and worldwide and making it one of the world's Top 10 major cities. In the 2021 Global Financial Centres Index, Beijing was ranked as having the sixth-most competitive financial center in the world and fourth-most competitive in the whole Asia & Oceania region (behind Shanghai, Hong Kong and Singapore).As of 2021, Beijing was ranked first globally in terms of \"Global City Competitiveness\" in the 2020\u20132021 Global Urban Competitiveness Report jointly released by the Chinese Academy of Social Sciences (CASS) and the United Nations Programme for Human Settlements (UN-Habitat).In 2023, in the Global Innovation Hubs Index jointly released by the Center for Industrial Development and Environmental Governance (CIDEG) of Tsinghua University and the team of Nature Research, Beijing ranked the third.\r\n* Per-capita GDP is based on mid-year population.\r\n\r\n\r\n=== Sector composition ===\r\nThe city has a post-industrial economy that is dominated by the tertiary sector (services), which generated 83.8% of output, followed by the secondary sector (manufacturing, construction) at 15.8% and the primary sector (agriculture, mining) at 0.26%. The services sector is broadly diversified with professional services, wholesale and retail, information technology, commercial real estate, scientific research, and residential real estate each contributing at least 6% to the city's economy in 2022.The single largest sub-sector remains industry, whose share of overall output has shrunk to 12.1% in 2022. The mix of industrial output has changed significantly since 2010 when the city announced that 140 highly-polluting, energy and water resource intensive enterprises would be relocated from the city in five years. The relocation of Capital Steel to neighboring Hebei province had begun in 2005. In 2013, output of automobiles, aerospace products, semiconductors, pharmaceuticals, and food processing all increased.In the farmland around Beijing, vegetables and fruits have displaced grain as the primary crops under cultivation. In 2013, the tonnage of vegetable, edible fungus and fruit harvested was over three times that of grain. In 2013, overall acreage under cultivation shrank along with most categories of produce as more land was reforested for environmental reasons.\r\n\r\n\r\n=== Economic zones ===\r\n\r\nIn 2006, the city government identified six high-end economic output zones around Beijing as the primary engines for local economic growth. In 2012, the six zones produced 43.3% of the city's GDP, up from 36.5% in 2007.\r\nThe six zones are:\r\n\r\nZhongguancun, China's silicon village in Haidian District northwest of the city, is home to both established and start-up tech companies. In the first two quarters of 2014, 9,895 companies registered in the six zones, among which 6,150 were based in Zhongguancun. Zhongguancun is also the center of Beijing-Tianjin-Shijiazhuang Hi-Tech Industrial Belt.\r\nBeijing Financial Street, in Xicheng District on the west side of the city between Fuxingmen and Fuchengmen, is lined with headquarters of large state banks and insurance companies. The country's financial regulatory agencies including the central bank, bank regulator, securities regulator, and foreign exchange authority are located in the neighborhood.", "start_char_idx": 33630, "end_char_idx": 38000, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "22f45356-cc6a-4375-bc98-fa83fb18eb85": {"__data__": {"id_": "22f45356-cc6a-4375-bc98-fa83fb18eb85", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "28ea5f18-f473-42f6-92ec-22b61eb4dd4f", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "4fee8e4b696302f69da1e6fafa180e7fb291919bd973206b10b6c66ecd64b159", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c93a0cb7-84a2-40ae-bf7a-e058fd6df6ab", "node_type": "1", "metadata": {}, "hash": "2fc173022bda1be7b52ea4f7061fac8bc779bf0fc89917530701a6c7385fe693", "class_name": "RelatedNodeInfo"}}, "text": "In 2012, the six zones produced 43.3% of the city's GDP, up from 36.5% in 2007.\r\nThe six zones are:\r\n\r\nZhongguancun, China's silicon village in Haidian District northwest of the city, is home to both established and start-up tech companies. In the first two quarters of 2014, 9,895 companies registered in the six zones, among which 6,150 were based in Zhongguancun. Zhongguancun is also the center of Beijing-Tianjin-Shijiazhuang Hi-Tech Industrial Belt.\r\nBeijing Financial Street, in Xicheng District on the west side of the city between Fuxingmen and Fuchengmen, is lined with headquarters of large state banks and insurance companies. The country's financial regulatory agencies including the central bank, bank regulator, securities regulator, and foreign exchange authority are located in the neighborhood.\r\nBeijing Central Business District (CBD), is actually located to the east of downtown, near the embassies along the eastern Third Ring Road between Jianguomenwai and Chaoyangmenwai. The CBD is home to most of the city's skyscraper office buildings. Most of the city's foreign companies and professional service firms are based in the CBD.\r\nBeijing Economic and Technological Development Area, better known as Yizhuang, is an industrial park the straddles the southern Fifth Ring Road in Daxing District. It has attracted pharmaceutical, information technology, and materials engineering companies.\r\nBeijing Airport Economic Zone was created in 1993 and surrounds the Beijing Capital International Airport in Shunyi District northeast of the city. In addition to logistics, airline services, and trading firms, this zone is also home to Beijing's automobile assembly plants.\r\nBeijing Olympic Center Zone surrounds the Olympic Green due north of downtown and is developing into an entertainment, sports, tourism and business convention center.Shijingshan, on the western outskirts of the city, is a traditional heavy industrial base for steel-making. Chemical plants are concentrated in the far eastern suburbs.\r\nLess legitimate enterprises also exist. Urban Beijing is known for being a center of infringed goods; anything from the latest designer clothing to DVDs can be found in markets all over the city, often marketed to expatriates and international visitors.\r\n\r\n\r\n== Demographics ==\r\n\r\nIn 2021, Beijing had a total population of 21.89 million within the municipality, of which 19.16 million (87.5 percent) resided in urban districts or suburban townships and 2.73 million (12.5) lived in rural villages. The encompassing metropolitan area was estimated by the OECD (Organisation for Economic Co-operation and Development) to have, as of 2010, a population of 24.9 million.Within China, the city ranked second in urban population after Shanghai and the third in municipal population after Shanghai and Chongqing. Beijing also ranks among the most populous cities in the world, a distinction the city has held for much of the past 800 years, especially during the 15th to early 19th centuries when it was the largest city in the world.\r\nAbout 13 million of the city's residents in 2013 had local hukou permits, which entitles them to permanent residence in Beijing. The remaining 8 million residents had hukou permits elsewhere and were not eligible to receive some social benefits provided by the Beijing municipal government.The population increased in 2013 by 455,000 or about 7% from the previous year and continued a decade-long trend of rapid growth. The total population in 2004 was 14.213 million. The population gains are driven largely by migration. The population's rate of natural increase in 2013 was a mere 0.441%, based on a birth rate of 8.93 and a mortality rate of 4.52. The gender balance was 51.6% males and 48.4% females.Working age people account for nearly 73.6% of the population. Compared to 2004, residents age 0\u201314 as a proportion of the population dropped from 9.95% to 9.92% in 2013, but again increased to 12.1% in 2021.\r\nResidents over the age of 65 declined from 11.12% to 8.58%, but increased to 14.2% in 2021. From 2002 to 2011, the percentage of city residents with at least some college education nearly doubled, from 20.4% to 37.3%, and further increased to 49.1% by 2021.", "start_char_idx": 37188, "end_char_idx": 41414, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c93a0cb7-84a2-40ae-bf7a-e058fd6df6ab": {"__data__": {"id_": "c93a0cb7-84a2-40ae-bf7a-e058fd6df6ab", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "22f45356-cc6a-4375-bc98-fa83fb18eb85", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5f75b4545913de7be7b40dce5fb591950c18db39169918c4ed98bed6914018c9", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d781b5e8-45da-4883-b8a5-1ea3a6ec4e0b", "node_type": "1", "metadata": {}, "hash": "4f6ae6ef4346aaeb140d748502c850231bb77cd03384d72f2227917d49fcb966", "class_name": "RelatedNodeInfo"}}, "text": "The gender balance was 51.6% males and 48.4% females.Working age people account for nearly 73.6% of the population. Compared to 2004, residents age 0\u201314 as a proportion of the population dropped from 9.95% to 9.92% in 2013, but again increased to 12.1% in 2021.\r\nResidents over the age of 65 declined from 11.12% to 8.58%, but increased to 14.2% in 2021. From 2002 to 2011, the percentage of city residents with at least some college education nearly doubled, from 20.4% to 37.3%, and further increased to 49.1% by 2021. About 66.4% have senior secondary school education and 88.2% had reached middle school.According to the 2010 census, nearly 96% of Beijing's population are ethnic Han Chinese. Of the 800,000 ethnic minority population living in the capital, Manchu (336,000), Hui (249,000), Korean (77,000), Mongol (37,000) and Tujia (24,000) constitute the five largest groups. In addition, there were 8,045 Hong Kong residents, 500 Macau residents, and 7,772 Taiwan residents along with 91,128 registered foreigners living in Beijing. A study by the Beijing Academy of Sciences estimates that in 2010 there were on average 200,000 foreigners living in Beijing on any given day including students, business travellers and tourists that are not counted as registered residents.In 2017 the Chinese government implemented population controls for Beijing and Shanghai to fight what it called the \"big city disease\" which includes congestion, pollution, and shortages of education and health care services. From this policy, Beijing's population declined by 20,000 from 2016 to 2017. Some low-income people are being forcibly removed from the city as both legal and illegal housing is being demolished in some high-density residential neighborhoods. The population is being redistributed to Jing-Jin-Ji and Xiong'an New Area, the transfer to the latter expected to include 300,000-500,000 people working in government research, universities, and corporate headquarters.\r\n\r\n\r\n== Education and research ==\r\n\r\nBeijing is a world leading center for scientific and technological innovation and has been ranked the No.1 city in the world with the largest scientific research output, as tracked by the Nature Index since the list's inception in 2016. The city is also leading the world with the highest share of articles published in the fields of physical sciences, chemistry, and earth and environmental sciences, especially in the United Nations'17 Sustainable Development Goals (SDGs) related output.Beijing has over 90 public colleges and universities, which is the largest urban public university system in Asia and the first city in China with most higher education institutions, and it is home to the two best universities (Tsinghua and Peking) in the whole of Asia-Oceania region and emerging countries with its shared rankings at 16th place in the world by the 2022 Times Higher Education World University Rankings. Both are members of the C9 League, an alliance of elite Chinese universities offering comprehensive and leading education.Beijing also has the highest number of universities of any city in the country, representing more than one-fifth of 147 Double First-Class Universities, a national plan to develop elite Chinese universities into world-class institutions by the end of 2050. A number of Beijing's most prestigious universities consistently rank among the best in the Asia-Pacific and the world, including Peking University, Tsinghua University, Renmin University of China, Beijing Normal University, University of Chinese Academy of Sciences, Beihang University, Beijing Institute of Technology, China Agricultural University, Minzu University of China, University of Science and Technology Beijing, Beijing University of Chemical Technology, University of International Business and Economics, University of Chinese Academy of Social Sciences and Central University of Finance and Economics. These universities were selected as \"985 universities\" or \"211 universities\" by the Chinese government in order to build world-class universities.The city is a seat of the Chinese Academy of Sciences, which has been consistently ranked the No.1 research institute in the world by Nature Index since the list's inception in 2014, by Nature Research. The academy also runs the University of the Chinese Academy of Sciences, which is located in Beijing and ranked among the world's top five research institutions by the Nature Index. Beijing is also a site of Chinese Academy of Engineering, Chinese Academy of Social Sciences and National Natural Science Foundation of China.", "start_char_idx": 40894, "end_char_idx": 45483, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d781b5e8-45da-4883-b8a5-1ea3a6ec4e0b": {"__data__": {"id_": "d781b5e8-45da-4883-b8a5-1ea3a6ec4e0b", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c93a0cb7-84a2-40ae-bf7a-e058fd6df6ab", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0240ef66b230c8773f3f0bb5f404e2b95f28412647ac6e1dc4dff875e28baa83", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "139b5a94-ea36-4ca2-a6a0-17fe57d32e56", "node_type": "1", "metadata": {}, "hash": "6144623ddf052ff8fd1f44c8f142eefb67f7acca41c0cecd7ca15594a9683387", "class_name": "RelatedNodeInfo"}}, "text": "These universities were selected as \"985 universities\" or \"211 universities\" by the Chinese government in order to build world-class universities.The city is a seat of the Chinese Academy of Sciences, which has been consistently ranked the No.1 research institute in the world by Nature Index since the list's inception in 2014, by Nature Research. The academy also runs the University of the Chinese Academy of Sciences, which is located in Beijing and ranked among the world's top five research institutions by the Nature Index. Beijing is also a site of Chinese Academy of Engineering, Chinese Academy of Social Sciences and National Natural Science Foundation of China.\r\n\r\nSome of the national key universities in Beijing are:\r\nBeijing is also home to several religious institutions, Some of them are listed as follows:\r\nThe city's compulsory education system is among the best in the world: in 2018, 15-year-old students from Beijing (together with Shanghai, Zhejiang and Jiangsu) outperformed all of the other 78 participating countries in all categories (math, reading, and science) in the Program for International Student Assessment, a worldwide study of academic performance conducted by the OECD.\r\n\r\n\r\n== Culture ==\r\nPeople native to urban Beijing speak the Beijing dialect, which belongs to the Mandarin subdivision of spoken Chinese. This speech is the basis for putonghua, the standard spoken language used in mainland China and Taiwan, and one of the four official languages of Singapore. Rural areas of Beijing Municipality have their own dialects akin to those of Hebei province, which surrounds Beijing Municipality.\r\nBeijing or Peking opera is a traditional form of Chinese theater well known throughout the nation. Commonly lauded as one of the highest achievements of Chinese culture, Beijing opera is performed through a combination of song, spoken dialogue, and codified action sequences involving gestures, movement, fighting and acrobatics. Much of Beijing opera is carried out in an archaic stage dialect quite different from Modern Standard Chinese and from the modern Beijing dialect.\r\nBeijing cuisine is the local style of cooking. Peking duck is perhaps the best known dish. Fuling jiabing, a traditional Beijing snack food, is a pancake (bing) resembling a flat disk with a filling made from fu ling, a fungus used in traditional Chinese medicine. Teahouses are also common in Beijing.\r\nThe cloisonn\u00e9 (or Jingtailan, literally \"Blue of Jingtai\") metalworking technique and tradition is a Beijing art speciality, and is one of the most revered traditional crafts in China. Cloisonn\u00e9 making requires elaborate and complicated processes which include base-hammering, copper-strip inlay, soldering, enamel-filling, enamel-firing, surface polishing and gilding. Beijing's lacquerware is also well known for its sophisticated and intricate patterns and images carved into its surface, and the various decoration techniques of lacquer include \"carved lacquer\" and \"engraved gold\".\r\nYounger residents of Beijing have become more attracted to the nightlife, which has flourished in recent decades, breaking prior cultural traditions that had practically restricted it to the upper class. Today, Houhai, Sanlitun and Wudaokou are Beijing's nightlife hotspots.\r\nIn 2012 Beijing was named as City of Design and became part of the UNESCO Creative Cities Network.\r\n\r\n\r\n=== Places of interest ===\r\n\r\n...the city remains an epicenter of tradition with the treasures of nearly 2,000 years as the imperial capital still on view\u2014in the famed Forbidden City and in the city's lush pavilions and gardens...\r\nAt the historical heart of Beijing lies the Forbidden City, the enormous palace compound that was the home of the emperors of the Ming and Qing dynasties; the Forbidden City hosts the Palace Museum, which contains imperial collections of Chinese art. Surrounding the Forbidden City are several former imperial gardens, parks and scenic areas, notably Beihai, Shichahai, Zhongnanhai, Jingshan and Zhongshan. These places, particularly Beihai Park, are described as masterpieces of Chinese gardening art, and are tourist destinations of historical importance; in the modern era, Zhongnanhai has also been the political heart of various Chinese governments and regimes and is now the headquarters of the Chinese Communist Party and the State Council. From Tiananmen Square, right across from the Forbidden City, there are several notable sites, such as the Tiananmen, Qianmen, the Great Hall of the People, the National Museum of China, the Monument to the People's Heroes, and the Mausoleum of Mao Zedong. The Summer Palace and the Old Summer Palace both lie at the western part of the city; the former, a UNESCO World Heritage Site, contains a comprehensive collection of imperial gardens and palaces that served as the summer retreats for the Qing imperial family.", "start_char_idx": 44810, "end_char_idx": 49692, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "139b5a94-ea36-4ca2-a6a0-17fe57d32e56": {"__data__": {"id_": "139b5a94-ea36-4ca2-a6a0-17fe57d32e56", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d781b5e8-45da-4883-b8a5-1ea3a6ec4e0b", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "83c99a177f6326c26b2599ffcb2a84a209a7978d71ced19f38819a7a7bd8d36f", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "219f1db6-e968-4377-9b0b-32808b551ea7", "node_type": "1", "metadata": {}, "hash": "b0bfaf944b409b2bb282c55ad9dc5da7aa12da26d69d1856f47cab8d7e2b1992", "class_name": "RelatedNodeInfo"}}, "text": "These places, particularly Beihai Park, are described as masterpieces of Chinese gardening art, and are tourist destinations of historical importance; in the modern era, Zhongnanhai has also been the political heart of various Chinese governments and regimes and is now the headquarters of the Chinese Communist Party and the State Council. From Tiananmen Square, right across from the Forbidden City, there are several notable sites, such as the Tiananmen, Qianmen, the Great Hall of the People, the National Museum of China, the Monument to the People's Heroes, and the Mausoleum of Mao Zedong. The Summer Palace and the Old Summer Palace both lie at the western part of the city; the former, a UNESCO World Heritage Site, contains a comprehensive collection of imperial gardens and palaces that served as the summer retreats for the Qing imperial family.\r\nAmong the best known religious sites in the city is the Temple of Heaven (Tiantan), located in southeastern Beijing, also a UNESCO World Heritage Site, where emperors of the Ming and Qing dynasties made visits for annual ceremonies of prayers to Heaven for good harvest. In the north of the city is the Temple of Earth (Ditan), while the Temple of the Sun (Ritan) and the Temple of the Moon (Yuetan) lie in the eastern and western urban areas respectively. Other well-known temple sites include the Dongyue Temple, Tanzhe Temple, Miaoying Temple, White Cloud Temple, Yonghe Temple, Fayuan Temple, Wanshou Temple and Big Bell Temple. The city also has its own Confucius Temple, and a Guozijian or Imperial Academy. The Cathedral of the Immaculate Conception, built in 1605, is the oldest Catholic church in Beijing. The Niujie Mosque is the oldest mosque in Beijing, with a history stretching back over a thousand years.\r\n\r\nBeijing contains several well-preserved pagodas and stone pagodas, such as the towering Pagoda of Tianning Temple, which was built during the Liao dynasty from 1100 to 1120, and the Pagoda of Cishou Temple, which was built in 1576 during the Ming dynasty. Historically noteworthy stone bridges include the 12th-century Lugou Bridge, the 17th-century Baliqiao bridge, and the 18th-century Jade Belt Bridge. The Beijing Ancient Observatory displays pre-telescopic spheres dating back to the Ming and Qing dynasties. The Fragrant Hills (Xiangshan) is a public park that consists of natural landscaped areas as well as traditional and cultural relics. The Beijing Botanical Garden exhibits over 6,000 species of plants, including a variety of trees, bushes and flowers, and an extensive peony garden. The Taoranting, Longtan, Chaoyang, Haidian, Milu Yuan and Zizhu Yuan parks are some of the notable recreational parks in the city. The Beijing Zoo is a center of zoological research that also contains rare animals from various continents, including the Chinese giant panda.\r\nThere are 144 museums and galleries (as of June 2008) in the city. In addition to the Palace Museum in the Forbidden City and the National Museum of China, other major museums include the National Art Museum of China, the Capital Museum, the Beijing Art Museum, the Military Museum of the Chinese People's Revolution, the Geological Museum of China, the Beijing Museum of Natural History and the Paleozoological Museum of China.Located at the outskirts of urban Beijing, but within its municipality are the Thirteen Tombs of the Ming dynasty, the lavish and elaborate burial sites of thirteen Ming emperors, which have been designated as part of the UNESCO World Heritage Site Imperial Tombs of the Ming and Qing Dynasties. The archaeological Peking Man site at Zhoukoudian is another World Heritage Site within the municipality, containing a wealth of discoveries, among them one of the first specimens of Homo erectus and an assemblage of bones of the gigantic hyena Pachycrocuta brevirostris. There are several sections of the UNESCO World Heritage Site Great Wall of China, most notably Badaling, Jinshanling, Simatai and Mutianyu. According to the World Travel & Tourism Council (WTTC), Beijing is the second highest earning tourist city in the world after Shanghai. Theme parks located within the city include Universal Studios Beijing and Happy Valley Beijing, both of which are among the most visited theme parks in Asia.\r\n\r\n\r\n=== Intangible cultural heritage ===\r\nThe cultural heritage of Beijing is rich and diverse. Starting 2006, the Beijing government started the process of selecting and preserving cultural heritages. Five cultural heritage lists have been published over the years. 288 distinct practices are categorized as cultural heritage.", "start_char_idx": 48835, "end_char_idx": 53447, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "219f1db6-e968-4377-9b0b-32808b551ea7": {"__data__": {"id_": "219f1db6-e968-4377-9b0b-32808b551ea7", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "139b5a94-ea36-4ca2-a6a0-17fe57d32e56", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "86c0c245df01b86e6ecc78194437d693abbf5bd185615292ae0adfc078e450e1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e38a7cf6-6665-4efa-bb69-0ad26c870be5", "node_type": "1", "metadata": {}, "hash": "74f6d1f8ad13dd2ab176e008838b6b60046fe191686011e165902ed814163834", "class_name": "RelatedNodeInfo"}}, "text": "There are several sections of the UNESCO World Heritage Site Great Wall of China, most notably Badaling, Jinshanling, Simatai and Mutianyu. According to the World Travel & Tourism Council (WTTC), Beijing is the second highest earning tourist city in the world after Shanghai. Theme parks located within the city include Universal Studios Beijing and Happy Valley Beijing, both of which are among the most visited theme parks in Asia.\r\n\r\n\r\n=== Intangible cultural heritage ===\r\nThe cultural heritage of Beijing is rich and diverse. Starting 2006, the Beijing government started the process of selecting and preserving cultural heritages. Five cultural heritage lists have been published over the years. 288 distinct practices are categorized as cultural heritage. These 288 cultural heritages are further divided into ten categories, namely folk music, folk dance, traditional opera, melodious art, juggling and game, folk art, traditional handicraft, traditional medicine, folk literature and folklore.\r\n\r\n\r\n=== Religion ===\r\nThe religious heritage of Beijing is rich and diverse as Chinese folk religion, Taoism, Buddhism, Confucianism, Islam and Christianity all have significant historical presence in the city. As the national capital, the city also hosts the State Administration for Religious Affairs and various state-sponsored institutions of the leading religions. In recent decades, foreign residents have brought other religions to the city. According to Wang Zhiyun of the Chinese Academy of Social Sciences in 2010 there were 2.2 million Buddhists in the city, equal to 11.2% of the total population. According to the Chinese General Social Survey of 2009, Christians constitute 0.78% of the city's population. According to a 2010 survey, Muslims constitute 1.76% of the population of Beijing.\r\n\r\n\r\n=== Chinese folk religion and Taoism ===\r\nBeijing has many temples dedicated to folk religious and communal deities, many of which are being reconstructed or refurbished in the 2000s and 2010s. Yearly sacrifices to the God of Heaven (\u796d\u5929; j\u00ecti\u0101n) at the Temple of Heaven have been resumed by Confucian groups in the 2010s.\r\nThere are temples dedicated to the worship of the Goddess (\u5a18\u5a18; Ni\u00e1ngni\u00e1ng) in the city, one of them near the Olympic Village, and they revolve around a major cult center at Mount Miaofeng. There are also many temples consecrated to the Dragon God, to the Medicine Master (\u836f\u738b; Y\u00e0ow\u00e1ng), to Divus Guan (Guan Yu), to the Fire God (\u706b\u795e; Hu\u01d2sh\u00e9n), to the Wealth God, temples of the City God, and at least one temple consecrated to the Yellow Deity of the Chariot Shaft (\u8f69\u8f95\u9ec4\u5e1d; Xu\u0101nyu\u00e1n Hu\u00e1ngd\u00ec) in Pinggu District. Many of these temples are governed by the Beijing Taoist Association, such as the Fire God Temple of the Shicha Lake, while many others are not and are governed by popular committees and locals. A great Temple of Xuanyuan Huangdi will be built in Pinggu (possibly as an expansion of the already existing shrine) within 2020, and the temple will feature a statue of the deity which will be amongst the tallest in the world.The national Chinese Taoist Association and Chinese Taoist College have their headquarters at the White Cloud Temple of Quanzhen Taoism, which was founded in 741 and rebuilt numerous times. The Beijing Dongyue Temple outside Chaoyangmen is the largest temple of Zhengyi Taoism in the city. The local Beijing Taoist Association has its headquarters at the L\u00fczu Temple near Fuxingmen.\r\n\r\n\r\n=== Buddhism ===\r\n11% of the population of Beijing practices East Asian Buddhism. The Buddhist Association of China, the state's supervisory organ overseeing all Buddhist institutions in mainland China, is headquartered in the Guangji Temple, a temple founded over 800 years ago during the Jin dynasty (1115\u20131234) in what is now Fuchengmennei (\u961c\u6210\u95e8\u5185). The Beijing Buddhist Association along with the Buddhist Choir and Orchestra are based in the Guanghua Temple, which dates to the Yuan dynasty over 700 years ago. The Buddhist Academy of China and its library are housed in the Fayuan Temple near Caishikou. The Fayuan Temple, which dates to the Tang dynasty 1300 years ago, is the oldest temple in urban Beijing. The Tongjiao Temple inside Dongzhimen is the city's only Buddhist nunnery.\r\nThe Xihuang Temple originally dates to the Liao dynasty.", "start_char_idx": 52685, "end_char_idx": 56984, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e38a7cf6-6665-4efa-bb69-0ad26c870be5": {"__data__": {"id_": "e38a7cf6-6665-4efa-bb69-0ad26c870be5", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "219f1db6-e968-4377-9b0b-32808b551ea7", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "85f0a919d3f7c1d1e57e73ac02bfcc870e37304b5ee00d65ba7381983a448ae8", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "deafe0f0-0d3a-47d6-a97c-9a39860f91d7", "node_type": "1", "metadata": {}, "hash": "39cceee7b0732cb709b4da9818caf1f56a61933c1d2f4e493c497baf18debaf1", "class_name": "RelatedNodeInfo"}}, "text": "=== Buddhism ===\r\n11% of the population of Beijing practices East Asian Buddhism. The Buddhist Association of China, the state's supervisory organ overseeing all Buddhist institutions in mainland China, is headquartered in the Guangji Temple, a temple founded over 800 years ago during the Jin dynasty (1115\u20131234) in what is now Fuchengmennei (\u961c\u6210\u95e8\u5185). The Beijing Buddhist Association along with the Buddhist Choir and Orchestra are based in the Guanghua Temple, which dates to the Yuan dynasty over 700 years ago. The Buddhist Academy of China and its library are housed in the Fayuan Temple near Caishikou. The Fayuan Temple, which dates to the Tang dynasty 1300 years ago, is the oldest temple in urban Beijing. The Tongjiao Temple inside Dongzhimen is the city's only Buddhist nunnery.\r\nThe Xihuang Temple originally dates to the Liao dynasty. In 1651, the temple was commissioned by the Qing Emperor Shunzhi to host the visit of the Fifth Dalai Lama to Beijing. Since then, this temple has hosted the 13th Dalai Lama as well as the Sixth, Ninth and Tenth Panchen Lamas.\r\nThe largest Tibetan Buddhist Temple in Beijing is the Yonghe Temple, which was decreed by the Qing Emperor Qianlong in 1744 to serve as the residence and research facility for his Buddhist preceptor of R\u00f6lp\u00e9 Dorj\u00e9 the third Changkya (or living Buddha of Inner Mongolia). The Yonghe Temple is so-named because it was the childhood residence of the Yongzheng Emperor, and retains the glazed tiles reserved for imperial palaces. While the \"High-level Tibetan Buddhism College of China\", China's highest institution college of Tibetan Buddhism, situated near the Yonghe Temple. The Lingguang Temple of Badachu in the Western Hills also dates to the Tang dynasty. The temple's Zhaoxian Pagoda (\u62db\u4ed9\u5854) was first built in 1071 during the Liao dynasty to hold a tooth relic of the Buddha. The pagoda was destroyed during the Boxer Rebellion and the tooth was discovered from its foundation. A new pagoda was built in 1964. The six aforementioned temples: Guangji, Guanghua, Tongjiao, Xihuang, Yonghe and Lingguang have been designated National Key Buddhist Temples in Han Chinese Area.\r\nIn addition, other notable temples in Beijing include the Tanzhe Temple (founded in the Jin dynasty (266\u2013420) is the oldest in the municipality), the Tianning Temple (oldest pagoda in the city), the Miaoying Temple (famed for Yuan-era white pagoda), the Wanshou Temple (home to the Beijing Art Museum) and the Big Bell Temple (Dazhong Temple).\r\n\r\n\r\n=== Islam ===\r\nBeijing has about 70 mosques recognized by the Islamic Association of China, whose headquarters are located next to the Niujie Mosque, the oldest mosque in the city. The Niujie Mosque was founded in 996 during the Liao dynasty and is frequently visited by Muslim dignitaries. The Chinese Muslim community reportedly celebrated Ramadan and made Eid prayers at the mosque on 2021.The largest mosque in Beijing is ChangYing mosque, located in ChaoYang district, with an area of 8,400 square meters.\r\nOther notable mosques in the old city include the Dongsi Mosque, founded in 1346; the Huashi Mosque, founded in 1415; Nan Douya Mosque, near Chaoyangmen; Jinshifang Street Mosque, in Xicheng District; and the Dongzhimen Mosque. There are large mosques in outlying Muslim communities in Haidian, Madian, Tongzhou, Changping, Changying, Shijingshan and Miyun. The China Islamic Institute is located in the Niujie neighborhood in Xicheng District.\r\n\r\n\r\n=== Christianity ===\r\n\r\n\r\n==== Catholicism ====\r\nIn 1289, John of Montecorvino came to Beijing as a Franciscan missionary with the order from the Pope. After meeting and receiving the support of Kublai Khan in 1293, he built the first Catholic church in Beijing in 1305. The Chinese Patriotic Catholic Association (CPCA), based in Houhai is the government oversight body for Catholics in mainland China. Notable Catholic churches in Beijing include:\r\n\r\nthe Nantang or Cathedral of the Immaculate Conception also known as the Xuanwumen Church, which was founded in 1605 and whose current archbishop, Joseph Li Shan, is one of the few bishops in China to have the support of both the Vatican and the CPCA.\r\nthe Dongtang or St.", "start_char_idx": 56138, "end_char_idx": 60325, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "deafe0f0-0d3a-47d6-a97c-9a39860f91d7": {"__data__": {"id_": "deafe0f0-0d3a-47d6-a97c-9a39860f91d7", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "e38a7cf6-6665-4efa-bb69-0ad26c870be5", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "8a0afa7b5e167af97ca88104c59142edb44734f1e70eff8435c2a4b2eb578c92", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "bea310dd-459b-461b-8d34-6c2f190ccfec", "node_type": "1", "metadata": {}, "hash": "1fecd5b06fd148b451ee1cfa2f53d0e75b20d52f6c670caff8ef1ce5ce8d782b", "class_name": "RelatedNodeInfo"}}, "text": "The China Islamic Institute is located in the Niujie neighborhood in Xicheng District.\r\n\r\n\r\n=== Christianity ===\r\n\r\n\r\n==== Catholicism ====\r\nIn 1289, John of Montecorvino came to Beijing as a Franciscan missionary with the order from the Pope. After meeting and receiving the support of Kublai Khan in 1293, he built the first Catholic church in Beijing in 1305. The Chinese Patriotic Catholic Association (CPCA), based in Houhai is the government oversight body for Catholics in mainland China. Notable Catholic churches in Beijing include:\r\n\r\nthe Nantang or Cathedral of the Immaculate Conception also known as the Xuanwumen Church, which was founded in 1605 and whose current archbishop, Joseph Li Shan, is one of the few bishops in China to have the support of both the Vatican and the CPCA.\r\nthe Dongtang or St. Joseph's Church, better known as the Wangfujing Church, founded in 1653.\r\nthe Beitang or Church of the Saviour, also known as the Xishiku Church, founded in 1703.\r\nthe Xitang or Church of Our Lady of Mount Carmel also known as the Xizhimen Church, founded in 1723.The National Seminary of Catholic Church in China is located in Daxing District.\r\n\r\n\r\n==== Protestantism ====\r\nThe earliest Protestant churches in Beijing were founded by British and American missionaries in the second half of the 19th century. Protestant missionaries also opened schools, universities and hospitals which have become important civic institutions. Most of Beijing's Protestant churches were destroyed during the Boxer Rebellion and afterwards rebuilt. In 1958, the 64 Protestant churches in the city are reorganized into four and overseen by the state through the Three-Self Patriotic Movement.\r\n\r\n\r\n==== Eastern Orthodox ====\r\nThere was a significant amount of Orthodox Christians in Beijing. Orthodoxy came to Beijing with Russian prisoners from the Sino-Russian border conflicts of the 17th century. In 1956, Viktor, the bishop of Beijing returned to the Soviet Union, and the Soviet embassy took over the old cathedral and demolished it. In 2007, the Russian embassy built a new church in its garden to serve the Russian Orthodox Christians in Beijing.\r\n\r\n\r\n=== Media ===\r\n\r\n\r\n==== Television and radio ====\r\nBeijing Television broadcasts on channels 1 through 10, and China Central Television, China's largest television network, maintains its headquarters in Beijing. Three radio stations feature programmes in English: Hit FM on FM 88.7, Easy FM by China Radio International on FM 91.5, and the newly launched Radio 774 on AM 774. Beijing Radio Stations is the family of radio stations serving the city.\r\n\r\n\r\n==== Press ====\r\nThe well-known Beijing Evening News, covering news about Beijing in Chinese, is distributed every afternoon. Other newspapers include Beijing Daily, The Beijing News, the Beijing Star Daily, the Beijing Morning News, and the Beijing Youth Daily, as well as English-language weeklies Beijing Weekend and Beijing Today. The People's Daily, Global Times and the China Daily (English) are published in Beijing as well.\r\nPublications primarily aimed at international visitors and the expatriate community include the English-language periodicals Time Out Beijing, City Weekend, Beijing This Month, Beijing Talk, That's Beijing, and The Beijinger.\r\n\r\n\r\n==== Beijing rock ====\r\nBeijing rock (Chinese: \u5317\u4eac\u6447\u6eda) is a wide variety of rock and roll music made by rock bands and solo artists from Beijing. The first rock band in Beijing is Peking All-Stars, which was formed in 1979 by foreigners.\r\nFamous rock bands and solo artists from Beijing include Cui Jian, Dou Wei, He Yong, Pu Shu, Tang Dynasty, Black Panther, The Flowers, 43 Baojia Street, etc.\r\n\r\n\r\n== Sports ==\r\n\r\n\r\n=== Events ===\r\nBeijing has hosted numerous international and national sporting events, the most notables was the 2008 Summer Olympic and Paralympic Games and the 2022 Winter Olympics and the Paralympics. Other multi-sport international events held in Beijing include the 2001 Summer Universiade and the 1990 Asian Games.", "start_char_idx": 59509, "end_char_idx": 63525, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "bea310dd-459b-461b-8d34-6c2f190ccfec": {"__data__": {"id_": "bea310dd-459b-461b-8d34-6c2f190ccfec", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "deafe0f0-0d3a-47d6-a97c-9a39860f91d7", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "54f1829e97bebb227ea664a616f9a8f2bf4f4d46de1e61aad9d22423843102b6", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e1b6afb4-0f74-445e-bda6-445cca122a6f", "node_type": "1", "metadata": {}, "hash": "b7f24532e72224597bea8607e3d046cc72abf0f69e195f2f1b87e34370597d50", "class_name": "RelatedNodeInfo"}}, "text": "==== Beijing rock ====\r\nBeijing rock (Chinese: \u5317\u4eac\u6447\u6eda) is a wide variety of rock and roll music made by rock bands and solo artists from Beijing. The first rock band in Beijing is Peking All-Stars, which was formed in 1979 by foreigners.\r\nFamous rock bands and solo artists from Beijing include Cui Jian, Dou Wei, He Yong, Pu Shu, Tang Dynasty, Black Panther, The Flowers, 43 Baojia Street, etc.\r\n\r\n\r\n== Sports ==\r\n\r\n\r\n=== Events ===\r\nBeijing has hosted numerous international and national sporting events, the most notables was the 2008 Summer Olympic and Paralympic Games and the 2022 Winter Olympics and the Paralympics. Other multi-sport international events held in Beijing include the 2001 Summer Universiade and the 1990 Asian Games. Single-sport international competitions include the Beijing Marathon (annually since 1981), China Open of Tennis (1993\u201397, annually since 2004), ISU Grand Prix of Figure Skating Cup of China (2003, 2004, 2005, 2008, 2009 and 2010), World Professional Billiards and Snooker Association China Open for Snooker (annually since 2005), Union Cycliste Internationale Tour of Beijing (since 2011), 1961 World Table Tennis Championships, 1987 IBF Badminton World Championships, the 2004 AFC Asian Cup (football), and 2009 Barclays Asia Trophy (football). Beijing hosted the 2015 IAAF World Championships in Athletics.\r\nBeijing's LeSports Center is one of the main venues for the 2019 FIBA Basketball World Cup.The city hosted the second Chinese National Games in 1914 and the first four National Games of China in 1959, 1965, 1975, 1979, respectively, and co-hosted the 1993 National Games with Sichuan and Qingdao. Beijing also hosted the inaugural National Peasants' Games in 1988 and the sixth National Minority Games in 1999.\r\nIn November 2013, Beijing made a bid to host the 2022 Winter Olympics. On 31 July 2015, the International Olympic Committee awarded the 2022 Winter Olympics to the city becoming the first ever to host both Summer and Winter Olympics also for the 2022 Winter Paralympics becoming the first ever to host both Summer and Winter Paralympics.\r\n\r\n\r\n=== Venues ===\r\nMajor sporting venues in the city include the MasterCard Center at Wukesong west of downtown; the Workers' Stadium and Workers' Arena in Sanlitun just east of downtown and the Capital Arena in Baishiqiao, northeast of downtown. In addition, many universities in the city have their own sport facilities. The Olympic Green is a stadium cluster centered on the National Stadium. It was originally developed for the 2008 Summer Olympics and modified for the 2022 Winter Olympics. The Big Air Shougang ski jump is in the western suburbs and was built for the 2022 Winter Olympics.\r\n\r\n\r\n=== Clubs ===\r\nProfessional sports teams based in Beijing include:\r\n\r\nThe Beijing Olympians of the American Basketball Association, formerly a Chinese Basketball Association team, kept their name and maintained a roster of primarily Chinese players after moving to Maywood, California in 2005.\r\nChina Bandy Federation is based in Beijing, one of several cities in which the potential for bandy development is explored.\r\n\r\n\r\n== Transportation ==\r\n\r\nBeijing is an important transport hub in North China with six ring roads, 1167 km (725 miles) of expressways, 15 National Highways, nine conventional railways, and six high-speed railways converging on the city.\r\n\r\n\r\n=== Rail and high-speed rail ===\r\nBeijing serves as a large rail hub in China's railway network. Ten conventional rail lines radiate from the city to: Shanghai (Jinghu Line), Guangzhou (Jingguang Line), Kowloon (Jingjiu Line), Harbin (Jingha Line) (including Qinhuangdao (Jingqin Line)), Baotou (Jingbao Line), Chengde (Jingcheng Line), Tongliao, Inner Mongolia (Jingtong Line), Yuanping, Shanxi (Jingyuan Line) and Shacheng, Hebei (Fengsha Line). In addition, the Datong\u2013Qinhuangdao railway passes through the municipality to the north of the city.", "start_char_idx": 62787, "end_char_idx": 66704, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e1b6afb4-0f74-445e-bda6-445cca122a6f": {"__data__": {"id_": "e1b6afb4-0f74-445e-bda6-445cca122a6f", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "bea310dd-459b-461b-8d34-6c2f190ccfec", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "adac65e3e47470250589da58b09013a8202dc7132208c19fe411e5498bcb75e3", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "971b0dd4-2f87-4d31-a72e-a611b9667b06", "node_type": "1", "metadata": {}, "hash": "40e1f3c2d4890259b8e2eb2d9984626a822aeb7f6724310ffd8475825700fb64", "class_name": "RelatedNodeInfo"}}, "text": "=== Rail and high-speed rail ===\r\nBeijing serves as a large rail hub in China's railway network. Ten conventional rail lines radiate from the city to: Shanghai (Jinghu Line), Guangzhou (Jingguang Line), Kowloon (Jingjiu Line), Harbin (Jingha Line) (including Qinhuangdao (Jingqin Line)), Baotou (Jingbao Line), Chengde (Jingcheng Line), Tongliao, Inner Mongolia (Jingtong Line), Yuanping, Shanxi (Jingyuan Line) and Shacheng, Hebei (Fengsha Line). In addition, the Datong\u2013Qinhuangdao railway passes through the municipality to the north of the city.\r\nBeijing also has six high-speed rail lines: the Beijing\u2013Tianjin intercity railway, which opened in 2008; the Beijing\u2013Shanghai high-speed railway, which opened in 2011; the Beijing\u2013Guangzhou high-speed railway, which opened in 2012; and the Beijing\u2013Xiong'an intercity railway and the Beijing\u2013Zhangjiakou intercity railway, both of which opened in 2019. The Beijing\u2013Shenyang high-speed railway was completed in 2021.\r\nThe city's main railway stations are the Beijing railway station, which opened in 1959; the Beijing West railway station, which opened in 1996; and the Beijing South railway station, which was rebuilt into the city's high-speed railway station in 2008; The Beijing North railway station, was first built in 1905 and expanded in 2009; The Qinghe railway station, was first built in 1905 and expanded in 2019; The Beijing Chaoyang railway station opened in 2021; The Beijing Fengtai railway station opened in 2022; and the Beijing Sub-Center railway station is under construction.\r\nSmaller stations in the city including Beijing East railway station and Daxing Airport station handle mainly commuter passenger traffic. In outlying suburbs and counties of Beijing, there are over 40 railway stations.From Beijing, direct passenger train service is available to most large cities in China. International train service is available to Mongolia, Russia, Vietnam and North Korea. Passenger trains in China are numbered according to their direction in relation to Beijing.\r\n\r\n\r\n=== Roads and expressways ===\r\n\r\nBeijing is connected by road links to all parts of China as part of the National Trunk Road Network. Many expressways of China serve Beijing, as do 15 China National Highways. Beijing's urban transport is dependent upon the ring roads that concentrically surround the city, with the Forbidden City area marked as the geographical center for the ring roads. The ring roads appear more rectangular than ring-shaped. There is no official \"1st Ring Road\". The 2nd Ring Road is located in the inner city. Ring roads tend to resemble expressways progressively as they extend outwards, with the 5th and 6th Ring Roads being full-standard national expressways, linked to other roads only by interchanges. Expressways to other regions of China are generally accessible from the 3rd Ring Road outward. A final outer orbital, the Capital Area Loop Expressway (G95), was fully opened in 2018 and will extend into neighboring Tianjin and Hebei.\r\nWithin the urban core, city streets generally follow the checkerboard pattern of the ancient capital. Many of Beijing's boulevards and streets with \"inner\" and \"outer\" are still named in relation to gates in the city wall, though most gates no longer stand. Traffic jams are a major concern. Even outside of rush hour, several roads still remain clogged with traffic.\r\nBeijing's urban design layout further exacerbates transportation problems. The authorities have introduced several bus lanes, which only public buses can use during rush hour. In the beginning of 2010, Beijing had 4 million registered automobiles. By the end of 2010, the government forecast 5 million. In 2010, new car registrations in Beijing averaged 15,500 per week.Towards the end of 2010, the city government announced a series of drastic measures to tackle traffic jams, including limiting the number of new license plates issued to passenger cars to 20,000 a month and barring cars with non-Beijing plates from entering areas within the Fifth Ring Road during rush hour. More restrictive measures are also reserved during major events or heavily polluted weather.\r\nTo obtain a valid license plate, Beijing drivers must be selected in a lottery.:\u200a168\u200a As part of government policy support for the use of electric vehicles, Beijing drivers with fully electric cars have a much greater chance of being selected for a license plate.", "start_char_idx": 66155, "end_char_idx": 70563, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "971b0dd4-2f87-4d31-a72e-a611b9667b06": {"__data__": {"id_": "971b0dd4-2f87-4d31-a72e-a611b9667b06", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "e1b6afb4-0f74-445e-bda6-445cca122a6f", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "1bfac1109d107208e21364d3657790e0c55319015f2a1fce55916b6ad0343823", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "36cbdd89-fbad-4577-ac1a-9b603f73be96", "node_type": "1", "metadata": {}, "hash": "56a8adf89200b8693ee22bc5fd2ce90b343ed4d3193a91cb74c74ec63fbfae04", "class_name": "RelatedNodeInfo"}}, "text": "In the beginning of 2010, Beijing had 4 million registered automobiles. By the end of 2010, the government forecast 5 million. In 2010, new car registrations in Beijing averaged 15,500 per week.Towards the end of 2010, the city government announced a series of drastic measures to tackle traffic jams, including limiting the number of new license plates issued to passenger cars to 20,000 a month and barring cars with non-Beijing plates from entering areas within the Fifth Ring Road during rush hour. More restrictive measures are also reserved during major events or heavily polluted weather.\r\nTo obtain a valid license plate, Beijing drivers must be selected in a lottery.:\u200a168\u200a As part of government policy support for the use of electric vehicles, Beijing drivers with fully electric cars have a much greater chance of being selected for a license plate.:\u200a168\u200a Additionally, fully electric vehicles are exempt from restrictions on which day of the week a driver may drive their vehicle.:\u200a168\u200aRoad signs began to be standardized with both Chinese and English names displayed, with location names using pinyin, in 2008.\r\n\r\n\r\n=== Air ===\r\n\r\n\r\n==== Beijing Capital International Airport ====\r\nBeijing has two of the world's largest airports. The Beijing Capital International Airport (IATA: PEK) located 32 kilometres (20 mi) northeast of the city center in Chaoyang District bordering Shunyi District, is the second busiest airport in the world after Atlanta's Hartsfield\u2013Jackson International Airport. Capital Airport's Terminal 3, built during the expansion for the 2008 Olympics, is one of the largest in the world. Capital Airport is the main hub for Air China and Hainan Airlines. The Airport Expressway and Second Airport Expressway, connect to Capital Airport from the northeast and east of the city center, respectively. Driving time from city center is about 40 minutes under normal traffic conditions. The Capital Airport Express line of Beijing Subway and the Capital Airport Bus serves the Capital Airport.\r\n\r\n\r\n==== Beijing Daxing International Airport ====\r\nThe Beijing Daxing International Airport (IATA: PKX) located 46 kilometres (29 mi) south of the city in Daxing District bordering the city of Langfang, Hebei Province, opened on 25 September 2019. The Daxing Airport has one of the world's largest terminal buildings and is expected to be a major airport serving Beijing, Tianjin and northern Hebei Province. Daxing Airport is connected to the city via the Beijing\u2013Xiong'an intercity railway, the Daxing Airport Express line of the Beijing Subway and two expressways.\r\n\r\n\r\n==== Other airports ====\r\nWith the opening of the Daxing Airport in September 2019, the Beijing Nanyuan Airport (IATA: NAY), located 13 kilometres (8.1 mi) south of center in Fengtai District, has been closed to civilian airline service. Other airports in the city at Liangxiang, Xijiao, Shahe and Badaling are primarily for military use.\r\n\r\n\r\n==== Visa requirements for air passengers ====\r\nAs of 1 January 2013, tourists from 45 countries are permitted a 72-hour visa-free stay in Beijing. The 45 countries include Singapore, Japan, the United States, Canada, all EU and EEA countries (except Norway and Liechtenstein), Switzerland, Brazil, Argentina and Australia. The programme benefits transit and business travellers with the 72 hours calculated starting from the moment visitors receive their transit stay permits rather than the time of their plane's arrival. Foreign visitors are not permitted to leave Beijing for other Chinese cities during the 72 hours.\r\n\r\n\r\n=== Public transit ===\r\nThe Beijing Subway, which began operating in 1969, now has 25 lines, 459 stations, and 783 km (487 mi) of lines. It is the longest subway system in the world and first in annual ridership with 3.66 billion rides delivered in 2016. In 2013, with a flat fare of \u00a52.00 (US$0.31) per ride with unlimited transfers on all lines except the Airport Express, the subway was also the most affordable rapid transit system in China. The subway is undergoing rapid expansion and is expected to reach 30 lines, 450 stations, 1,050 kilometres (650 mi) in length by 2022. When fully implemented, 95% of residents inside the Fourth Ring Road will be able to walk to a station in 15 minutes. The Beijing Suburban Railway provides commuter rail service to outlying suburbs of the municipality.\r\nAs part of the urban re-development for the 2008 Olympics, Beijing's subway system was significantly expanded.", "start_char_idx": 69703, "end_char_idx": 74182, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "36cbdd89-fbad-4577-ac1a-9b603f73be96": {"__data__": {"id_": "36cbdd89-fbad-4577-ac1a-9b603f73be96", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "971b0dd4-2f87-4d31-a72e-a611b9667b06", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9a1a511aef4ecb20725bd6a628ad0831c1ea385fd792c46f64536d1f43232af4", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d3895dfe-5acf-4ab6-9cd5-27c61be101ea", "node_type": "1", "metadata": {}, "hash": "5f2a98c6169b9eb498bc5a46123cab84b05cce8b715ef4edc6406ae1064eefd3", "class_name": "RelatedNodeInfo"}}, "text": "It is the longest subway system in the world and first in annual ridership with 3.66 billion rides delivered in 2016. In 2013, with a flat fare of \u00a52.00 (US$0.31) per ride with unlimited transfers on all lines except the Airport Express, the subway was also the most affordable rapid transit system in China. The subway is undergoing rapid expansion and is expected to reach 30 lines, 450 stations, 1,050 kilometres (650 mi) in length by 2022. When fully implemented, 95% of residents inside the Fourth Ring Road will be able to walk to a station in 15 minutes. The Beijing Suburban Railway provides commuter rail service to outlying suburbs of the municipality.\r\nAs part of the urban re-development for the 2008 Olympics, Beijing's subway system was significantly expanded.:\u200a137\u200a On 28 December 2014, it switched to a distance-based fare system from a fixed fare for all lines except the Airport Express. Under the new system a trip under 6 km (3+1\u20442 mi) will cost \u00a53.00(US$0.49), an additional \u00a51.00 will be added for the next 6 km (3+1\u20442 mi) and the next 10 km (6 mi) until the distance for the trip reaches 32 km (20 mi). For every 20 kilometres (12 miles) after the original 32 kilometres (20 miles) an additional \u00a51.00 is added. For example, a 50-kilometre (31-mile) trip would cost \u00a5 8.00.\r\nThere are nearly 1,000 public bus and trolleybus lines in the city, including four bus rapid transit lines. Standard bus fares are as low as \u00a51.00 when purchased with the Yikatong metrocard.\r\n\r\n\r\n=== Taxi ===\r\nMetered taxi in Beijing start at \u00a513 for the first 3 kilometres (1.9 mi), \u00a52.3 Renminbi per additional 1 kilometre (0.62 mi) and \u00a51 per ride fuel surcharge, not counting idling fees which are \u00a52.3 (\u00a54.6 during rush hours of 7\u20139 am and 5\u20137 pm) per 5 minutes of standing or running at speeds lower than 12 kilometres per hour (7.5 mph). Most taxis are Hyundai Elantras, Hyundai Sonatas, Peugeots, Citro\u00ebns and Volkswagen Jettas. After 15 kilometres (9.3 mi), the base fare increases by 50% (but is only applied to the portion over that distance). Different companies have special colours combinations painted on their vehicles. Usually registered taxis have yellowish brown as basic hue, with another color of Prussian blue, hunter green, white, umber, tyrian purple, rufous, or sea green. Between 11 pm and 5 am, there is also a 20% fee increase. Rides over 15 km (9 mi) and between 23:00 and 06:00 incur both charges, for a total increase of 80%. Tolls during trip should be covered by customers and the costs of trips beyond Beijing city limits should be negotiated with the driver. The cost of unregistered taxis is also subject to negotiation with the driver.\r\n\r\n\r\n=== Bicycles ===\r\nBeijing has long been well known for the number of bicycles on its streets. Although the rise of motor traffic has created a great deal of congestion and bicycle use has declined, bicycles are still an important form of local transportation. Many cyclists can be seen on most roads in the city, and most of the main roads have dedicated bicycle lanes. Beijing is relatively flat, which makes cycling convenient. The rise of electric bicycles and electric scooters, which have similar speeds and use the same cycle lanes, may have brought about a revival in bicycle-speed two-wheeled transport. It is possible to cycle to most parts of the city. Because of the growing traffic congestion, the authorities have indicated more than once that they wish to encourage cycling, but it is not clear whether there is sufficient will to translate that into action on a significant scale. On 30 March 2019, a 6.5 km (4 mile) bicycle-dedicated lane was opened, easing the traffic congestion between Huilongguan and Shangdi where there are many high-tech companies. Cycling has seen a resurgence in popularity spurred by the emergence of a large number of dockless app based bikeshares such as Mobike, Bluegogo and Ofo since 2016.\r\n\r\n\r\n== Defence and aerospace ==\r\nThe command headquarters of China's military forces are based in Beijing.", "start_char_idx": 73408, "end_char_idx": 77427, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d3895dfe-5acf-4ab6-9cd5-27c61be101ea": {"__data__": {"id_": "d3895dfe-5acf-4ab6-9cd5-27c61be101ea", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "36cbdd89-fbad-4577-ac1a-9b603f73be96", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc49d3b0ca532a8b4f1c509956a48f24d3984d4846c4abee40faf90cb611aa3c", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "73c32704-5162-4d03-bdeb-da82a52d366c", "node_type": "1", "metadata": {}, "hash": "28f2cd4514acd125f9863d80b8afa99bbb04b8f70d6923201b41931033b2212e", "class_name": "RelatedNodeInfo"}}, "text": "It is possible to cycle to most parts of the city. Because of the growing traffic congestion, the authorities have indicated more than once that they wish to encourage cycling, but it is not clear whether there is sufficient will to translate that into action on a significant scale. On 30 March 2019, a 6.5 km (4 mile) bicycle-dedicated lane was opened, easing the traffic congestion between Huilongguan and Shangdi where there are many high-tech companies. Cycling has seen a resurgence in popularity spurred by the emergence of a large number of dockless app based bikeshares such as Mobike, Bluegogo and Ofo since 2016.\r\n\r\n\r\n== Defence and aerospace ==\r\nThe command headquarters of China's military forces are based in Beijing. The Central Military Commission, the political organ in charge of the military, is housed inside the Ministry of National Defense, located next to the Military Museum of the Chinese People's Revolution in western Beijing. The Rocket Force, which controls the country's strategic missile and nuclear weapons, has its command in Qinghe, Haidian District. The headquarters of the Central Theater Command, one of five nationally, is based further west in Gaojing. The CTR oversees the Beijing Capital Garrison as well as the 81st, 82nd and 83rd Armies, which are based in Hebei.\r\nMilitary institutions in Beijing also include academies and thinktanks such as the PLA National Defence University and Academy of Military Science, military hospitals such as the 301, 307 and the Academy of Military Medical Sciences, and army-affiliated cultural entities such as 1 August Film Studios and the PLA Song and Dance Troupe.\r\nThe China National Space Administration, which oversees country's space program, and several space-related state owned companies such as CASTC and CASIC are all based in Beijing. The Beijing Aerospace Command and Control Center, in Haidian District tracks the country's crewed and uncrewed flight and other space exploration initiatives.\r\n\r\n\r\n== Nature and wildlife ==\r\nBeijing Municipality has 20 nature reserves that have a total area of 1,339.7 km2 (517.3 sq mi). The mountains to the west and north of the city are home to a number of protected wildlife species including leopard, leopard cat, wolf, red fox, wild boar, masked palm civet, raccoon dog, hog badger, Siberian weasel, Amur hedgehog, roe deer, and mandarin rat snake. The Beijing Aquatic Wildlife Rescue and Conservation Center protects the Chinese giant salamander, Amur stickleback and mandarin duck on the Huaijiu and Huaisha Rivers in Huairou District. The Beijing Milu Park south of the city is home to one of the largest herds of P\u00e8re David's deer, now extinct in the wild. The Beijing barbastelle, a species of vesper bat discovered in caves of Fangshan District in 2001 and identified as a distinct species in 2007, is endemic to Beijing. The mountains of Fangshan are also habitat for the more common Beijing mouse-eared bat, large myotis, greater horseshoe bat and Rickett's big-footed bat.Each year, Beijing hosts 200\u2013300 species of migratory birds including the common crane, black-headed gull, swan, mallard, common cuckoo and the endangered yellow-breasted bunting. In May 2016, Common cuckoos nesting in the wetlands of Cuihu (Haidian), Hanshiqiao (Shunyi), Yeyahu (Yanqing) were tagged and have been traced to far as India, Kenya and Mozambique. In the fall of 2016, the Beijing Forest Police undertook a month-long campaign to crack down on illegal hunting and trapping of migratory birds for sale in local bird markets. Over 1,000 rescued birds of protected species including streptopelia, Eurasian siskin, crested myna, coal tit and great tit were handed to the Beijing Wildlife Protection and Rescue Center for repatriation to the wild.The city flowers are the Chinese rose and chrysanthemum. The city trees are the Chinese arborvitae, an evergreen in the cypress family and the pagoda tree, also called the Chinese scholar tree, a deciduous tree of the family Fabaceae. The oldest scholar tree in the city was planted in what is now Beihai Park during the Tang dynasty.\r\n\r\n\r\n== International relations ==\r\nThe capital is the home of the Asian Infrastructure Investment Bank, a multilateral development bank that aims to improve economic and social outcomes in Asia and the Silk Road Fund, an investment fund of the Chinese government to foster increased investment and provide financial supports in countries along the One Belt, One Road.", "start_char_idx": 76696, "end_char_idx": 81167, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "73c32704-5162-4d03-bdeb-da82a52d366c": {"__data__": {"id_": "73c32704-5162-4d03-bdeb-da82a52d366c", "embedding": null, "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "f6868425-c0eb-4525-ae25-efad314e5e13", "node_type": "4", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0725aa5fe708d2dd4703b8ec345fd59cd9005f538cf0a1a3fa53c6cb9a845434", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d3895dfe-5acf-4ab6-9cd5-27c61be101ea", "node_type": "1", "metadata": {"file_path": "data\\Beijing.txt", "file_name": "Beijing.txt", "file_type": "text/plain", "file_size": 82701, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5802ce3e2c9f762978b37995c491b77dc8b9a4b72f4505ab0f1a37d0af633307", "class_name": "RelatedNodeInfo"}}, "text": "Over 1,000 rescued birds of protected species including streptopelia, Eurasian siskin, crested myna, coal tit and great tit were handed to the Beijing Wildlife Protection and Rescue Center for repatriation to the wild.The city flowers are the Chinese rose and chrysanthemum. The city trees are the Chinese arborvitae, an evergreen in the cypress family and the pagoda tree, also called the Chinese scholar tree, a deciduous tree of the family Fabaceae. The oldest scholar tree in the city was planted in what is now Beihai Park during the Tang dynasty.\r\n\r\n\r\n== International relations ==\r\nThe capital is the home of the Asian Infrastructure Investment Bank, a multilateral development bank that aims to improve economic and social outcomes in Asia and the Silk Road Fund, an investment fund of the Chinese government to foster increased investment and provide financial supports in countries along the One Belt, One Road. Beijing is also home to the headquarters of the Shanghai Cooperation Organisation (SCO), making it an important city for international diplomacy.\r\n\r\n\r\n=== Twin towns and sister cities ===\r\n\r\nBeijing is twinned with the following regions, cities, and counties:\r\n\r\n\r\n=== Foreign embassies and consulates ===\r\nIn 2019, China had the largest diplomatic network in the world. China hosts a large diplomatic community in its capital city of Beijing. At present, the capital of Beijing hosts 173 embassies, 1 consulate and 3 representatives, excluding Hong Kong and Macau trade office.\r\n\r\n\r\n=== Representative offices and delegations ===\r\n Haiti (Representative Office)\r\n Faroe Islands (Representative Office)\r\n European Union (Delegation of the European Union to China)\r\n\r\n\r\n== See also ==\r\nBeijing city fortifications\r\nHistorical capitals of China\r\nLarge Cities Climate Leadership Group\r\nList of hospitals in Beijing\r\nList of mayors of Beijing\r\nList of twin towns and sister cities in China\r\nList of diplomatic missions in China\r\n\r\n\r\n== Notes ==\r\n\r\n\r\n== References ==\r\n\r\n\r\n=== Citations ===\r\n\r\n\r\n=== Sources ===\r\n\r\n\r\n== Further reading ==\r\n\r\n\r\n== External links ==\r\n\r\nEconomic profile for Beijing at HKTDC\r\nVisit Beijing Official Website\r\nPhotograph of The approach to Peking \u2013 outside the walls taken in 1890 by Sir Henry Norman", "start_char_idx": 80246, 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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Beijing/graph_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Beijing/graph_store.json"
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Beijing/image__vector_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Beijing/image__vector_store.json"
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Beijing/index_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Beijing/index_store.json"
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Berlin.txt" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Berlin.txt"
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+Berlin (, bur-LIN; German: [bɛʁˈliːn] ) is the capital and largest city of Germany, both by area and by population. Its more than 3.85 million inhabitants make it the European Union's most populous city, as measured by population within city limits. Simultaneously, the city is one of the States of Germany and is the third smallest state in the country in terms of area. Berlin is surrounded by the state of Brandenburg, and Brandenburg's capital Potsdam is nearby. The urban area of Berlin has a population of 4.5 million and is therefore the most populous urban area in Germany. The Berlin-Brandenburg capital region has around 6.2 million inhabitants and is Germany's second-largest metropolitan region after the Rhine-Ruhr region, and the fifth-biggest metropolitan region by GDP in the European Union.Berlin was built along the banks of the Spree river, which flows into the Havel in the western borough of Spandau. The city incorporates lakes in the western and southeastern boroughs, the largest of which is Müggelsee. About one-third of the city's area is composed of forests, parks and gardens, rivers, canals, and lakes.First documented in the 13th century and at the crossing of two important historic trade routes, Berlin was designated the capital of the Margraviate of Brandenburg (1417–1701), Kingdom of Prussia (1701–1918), German Empire (1871–1918), Weimar Republic (1919–1933), and Nazi Germany (1933–1945). Berlin has served as a scientific, artistic, and philosophical hub during the Age of Enlightenment, Neoclassicism, and the German revolutions of 1848–1849. During the Gründerzeit, an industrialization-induced economic boom triggered a rapid population increase in Berlin. 1920s Berlin was the third-largest city in the world by population.After World War II and following Berlin's occupation, the city was split into West Berlin and East Berlin, divided by the Berlin Wall. East Berlin was declared the capital of East Germany, while Bonn became the West German capital. Following German reunification in 1990, Berlin once again became the capital of all of Germany.
+The economy of Berlin is based on high tech and the service sector, encompassing a diverse range of creative industries, startup companies, research facilities, and media corporations. Berlin serves as a continental hub for air and rail traffic and has a complex public transportation network. Tourism in Berlin make the city a popular global destination. Significant industries include information technology, the healthcare industry, biomedical engineering, biotechnology, the automotive industry, and electronics.
+Berlin is home to several universities such as the Humboldt University of Berlin, the Technical University of Berlin, the Berlin University of the Arts and the Free University of Berlin. The Berlin Zoological Garden is the most visited zoo in Europe. Babelsberg Studio is the world's first large-scale movie studio complex and the list of films set in Berlin is long.Berlin is also home to three World Heritage Sites. Museum Island, the Palaces and Parks of Potsdam and Berlin, and the Berlin Modernism Housing Estates. Other landmarks include the Brandenburg Gate, the Reichstag building, Potsdamer Platz, the Memorial to the Murdered Jews of Europe, and the Berlin Wall Memorial. Berlin has numerous museums, galleries, and libraries.
+
+
+== History ==
+
+
+=== Etymology ===
+Berlin lies in northeastern Germany. Most of the cities and villages in northeastern Germany bear Slavic languages-derived names. Typical Germanization for place name suffixes of Slavic origin are -ow, -itz, -vitz, -witz, -itzsch and -in, prefixes are Windisch and Wendisch. The name Berlin has its roots in the language of the West Slavs, and may be related to the Old Polabian stem berl-/birl- ("swamp").Of Berlin's twelve boroughs, five bear a Slavic-derived name: Pankow, Steglitz-Zehlendorf, Marzahn-Hellersdorf, Treptow-Köpenick, and Spandau. Of Berlin's ninety-six neighborhoods, twenty-two bear a Slavic-derived name: Altglienicke, Alt-Treptow, Britz, Buch, Buckow, Gatow, Karow, Kladow, Köpenick, Lankwitz, Lübars, Malchow, Marzahn, Pankow, Prenzlauer Berg, Rudow, Schmöckwitz, Spandau, Stadtrandsiedlung Malchow, Steglitz, Tegel and Zehlendorf.
+
+
+=== Prehistory of Berlin ===
+The earliest human settlements in the area of modern Berlin are dated around 60,000 BC. A deer mask, dated to 9,000 BC, is attributed to the Maglemosian culture. In 2,000 BC dense human settlements along the Spree and Havel rivers gave rise to the Lusatian culture. Starting around 500 BC Germanic tribes settled in a number of villages in the higher situated areas of today's Berlin. After the Semnones left around 200 AD, the Burgundians followed. In the 7th century Slavic tribes, the later known Hevelli and Sprevane, reached the region. 
+
+
+=== 12th century to 16th century ===
+In the 12th century the region came under German rule as part of the Margraviate of Brandenburg, founded by Albert the Bear in 1157. Early evidence of middle age settlements in the area of today's Berlin are remnants of a house foundation dated 1270 to 1290, found in excavations in Berlin Mitte. The first written records of towns in the area of present-day Berlin date from the late 12th century. Spandau is first mentioned in 1197 and Köpenick in 1209. 1237 is considered the founding date of the city. The two towns over time formed close economic and social ties, and profited from the staple right on the two important trade routes, one was known as Via Imperii, and the other trade route reached from Bruges to Novgorod. In 1307 the two towns formed an alliance with a common external policy, their internal administrations still being separated.Members of the Hohenzollern family ruled in Berlin until 1918, first as electors of Brandenburg, then as kings of Prussia, and eventually as German emperors. In 1443, Frederick II Irontooth started the construction of a new royal palace in the twin city Berlin-Cölln. The protests of the town citizens against the building culminated in 1448, in the "Berlin Indignation" ("Berliner Unwille"). Officially, the Berlin-Cölln palace became permanent residence of the Brandenburg electors of the Hohenzollerns from 1486, when John Cicero came to power. Berlin-Cölln, however, had to give up its status as a free Hanseatic League city. In 1539, the electors and the city officially became Lutheran.
+
+
+=== 17th to 19th centuries ===
+The Thirty Years' War between 1618 and 1648 devastated Berlin. One third of its houses were damaged or destroyed, and the city lost half of its population. Frederick William, known as the "Great Elector", who had succeeded his father George William as ruler in 1640, initiated a policy of promoting immigration and religious tolerance. With the Edict of Potsdam in 1685, Frederick William offered asylum to the French Huguenots.By 1700, approximately 30 percent of Berlin's residents were French, because of the Huguenot immigration. Many other immigrants came from Bohemia, Poland, and Salzburg.
+Since 1618, the Margraviate of Brandenburg had been in personal union with the Duchy of Prussia. In 1701, the dual state formed the Kingdom of Prussia, as Frederick III, Elector of Brandenburg, crowned himself as king Frederick I in Prussia. Berlin became the capital of the new Kingdom, replacing Königsberg. This was a successful attempt to centralise the capital in the very far-flung state, and it was the first time the city began to grow. In 1709, Berlin merged with the four cities of Cölln, Friedrichswerder, Friedrichstadt and Dorotheenstadt under the name Berlin, "Haupt- und Residenzstadt Berlin".In 1740, Frederick II, known as Frederick the Great (1740–1786), came to power. Under the rule of Frederick II, Berlin became a center of the Enlightenment, but also, was briefly occupied during the Seven Years' War by the Russian army. Following France's victory in the War of the Fourth Coalition, Napoleon Bonaparte marched into Berlin in 1806, but granted self-government to the city. In 1815, the city became part of the new Province of Brandenburg.The Industrial Revolution transformed Berlin during the 19th century; the city's economy and population expanded dramatically, and it became the main railway hub and economic center of Germany. Additional suburbs soon developed and increased the area and population of Berlin. In 1861, neighboring suburbs including Wedding, Moabit and several others were incorporated into Berlin. In 1871, Berlin became capital of the newly founded German Empire. In 1881, it became a city district separate from Brandenburg.
+
+
+=== 20th to 21st centuries ===
+
+In the early 20th century, Berlin had become a fertile ground for the German Expressionist movement. In fields such as architecture, painting and cinema new forms of artistic styles were invented. At the end of the First World War in 1918, a republic was proclaimed by Philipp Scheidemann at the Reichstag building. In 1920, the Greater Berlin Act incorporated dozens of suburban cities, villages, and estates around Berlin into an expanded city. The act increased the area of Berlin from 66 to 883 km2 (25 to 341 sq mi). The population almost doubled, and Berlin had a population of around four million. During the Weimar era, Berlin underwent political unrest due to economic uncertainties but also became a renowned center of the Roaring Twenties. The metropolis experienced its heyday as a major world capital and was known for its leadership roles in science, technology, arts, the humanities, city planning, film, higher education, government, and industries. Albert Einstein rose to public prominence during his years in Berlin, being awarded the Nobel Prize for Physics in 1921.In 1933, Adolf Hitler and the Nazi Party came to power. Hitler was inspired by the architecture he had experienced in Vienna, and he wished for a German Empire with a capital city that had a monumental ensemble. The National Socialist regime embarked on monumental construction projects in Berlin as a way to express their power and authority through architecture. Adolf Hitler and Albert Speer developed architectural concepts for the conversion of the city into World Capital Germania; these were never implemented.NSDAP rule diminished Berlin's Jewish community from 160,000 (one-third of all Jews in the country) to about 80,000 due to emigration between 1933 and 1939. After Kristallnacht in 1938, thousands of the city's Jews were imprisoned in the nearby Sachsenhausen concentration camp. Starting in early 1943, many were deported to ghettos like Łódź, and to concentration and extermination camps such as Auschwitz.Berlin hosted the 1936 Summer Olympics for which the Olympic stadium was built.
+During World War II, Berlin was the location of multiple Nazi prisons, forced labour camps, 17 subcamps of the Sachsenhausen concentration camp for men and women, including teenagers, of various nationalities, including Polish, Jewish, French, Belgian, Czechoslovak, Russian, Ukrainian, Romani, Dutch, Greek, Norwegian, Spanish, Luxembourgish, German, Austrian, Italian, Yugoslavian, Bulgarian, Hungarian, a camp for Sinti and Romani people (see Romani Holocaust), and the Stalag III-D prisoner-of-war camp for Allied POWs of various nationalities.
+During World War II, large parts of Berlin were destroyed during 1943–45 Allied air raids and the 1945 Battle of Berlin. The Allies dropped 67,607 tons of bombs on the city, destroying 6,427 acres of the built-up area. Around 125,000 civilians were killed. After the end of World War II in Europe in May 1945, Berlin received large numbers of refugees from the Eastern provinces. The victorious powers divided the city into four sectors, analogous to Allied-occupied Germany the sectors of the Allies of World War II (the United States, the United Kingdom, and France) formed West Berlin, while the Soviet Union formed East Berlin.
+All four Allies of World War II shared administrative responsibilities for Berlin. However, in 1948, when the Western Allies extended the currency reform in the Western zones of Germany to the three western sectors of Berlin, the Soviet Union imposed the Berlin Blockade on the access routes to and from West Berlin, which lay entirely inside Soviet-controlled territory. The Berlin airlift, conducted by the three western Allies, overcame this blockade by supplying food and other supplies to the city from June 1948 to May 1949. In 1949, the Federal Republic of Germany was founded in West Germany and eventually included all of the American, British and French zones, excluding those three countries' zones in Berlin, while the Marxist–Leninist German Democratic Republic was proclaimed in East Germany. West Berlin officially remained an occupied city, but it politically was aligned with the Federal Republic of Germany despite West Berlin's geographic isolation. Airline service to West Berlin was granted only to American, British and French airlines.
+
+The founding of the two German states increased Cold War tensions. West Berlin was surrounded by East German territory, and East Germany proclaimed the Eastern part as its capital, a move the western powers did not recognize. East Berlin included most of the city's historic center. The West German government established itself in Bonn. In 1961, East Germany began to build the Berlin Wall around West Berlin, and events escalated to a tank standoff at Checkpoint Charlie. West Berlin was now de facto a part of West Germany with a unique legal status, while East Berlin was de facto a part of East Germany. John F. Kennedy gave his "Ich bin ein Berliner" speech on 26 June 1963, in front of the Schöneberg city hall, located in the city's western part, underlining the US support for West Berlin. Berlin was completely divided. Although it was possible for Westerners to pass to the other side through strictly controlled checkpoints, for most Easterners, travel to West Berlin or West Germany was prohibited by the government of East Germany. In 1971, a Four-Power agreement guaranteed access to and from West Berlin by car or train through East Germany.In 1989, with the end of the Cold War and pressure from the East German population, the Berlin Wall fell on 9 November and was subsequently mostly demolished. Today, the East Side Gallery preserves a large portion of the wall. On 3 October 1990, the two parts of Germany were reunified as the Federal Republic of Germany, and Berlin again became a reunified city. After the fall of the Berlin Wall, the city experienced significant urban development and still impacts urban planning decisions.
+ Walter Momper, the mayor of West Berlin, became the first mayor of the reunified city in the interim. City-wide elections in December 1990 resulted in the first "all Berlin" mayor being elected to take office in January 1991, with the separate offices of mayors in East and West Berlin expiring by that time, and Eberhard Diepgen (a former mayor of West Berlin) became the first elected mayor of a reunited Berlin. On 18 June 1994, soldiers from the United States, France and Britain marched in a parade which was part of the ceremonies to mark the withdrawal of allied occupation troops allowing a reunified Berlin (the last Russian troops departed on 31 August, while the final departure of Western Allies forces was on 8 September 1994). On 20 June 1991, the Bundestag (German Parliament) voted to move the seat of the German capital from Bonn to Berlin, which was completed in 1999, during the chancellorship of Gerhard Schröder.
+
+Berlin's 2001 administrative reform merged several boroughs, reducing their number from 23 to 12.In 2006, the FIFA World Cup Final was held in Berlin.Construction of the "Berlin Wall Trail" (Berliner Mauerweg) began in 2002 and was completed in 2006.
+In a 2016 terrorist attack linked to ISIL, a truck was deliberately driven into a Christmas market next to the Kaiser Wilhelm Memorial Church, leaving 13 people dead and 55 others injured.In 2018, more than 200,000 protestors took to the streets in Berlin with demonstrations of solidarity against racism, in response to the emergence of far-right politics in Germany.Berlin Brandenburg Airport (BER) opened in 2020, nine years later than planned, with Terminal 1 coming into service at the end of October, and flights to and from Tegel Airport ending in November. Due to the fall in passenger numbers resulting from the COVID-19 pandemic, plans were announced to temporarily close BER's Terminal 5, the former Schönefeld Airport, beginning in March 2021 for up to one year. The connecting link of U-Bahn line U5 from Alexanderplatz to Hauptbahnhof, along with the new stations Rotes Rathaus and Unter den Linden, opened on 4 December 2020, with the Museumsinsel U-Bahn station expected to open around March 2021, which would complete all new works on the U5.A partial opening by the end of 2020 of the Humboldt Forum museum, housed in the reconstructed Berlin Palace, which had been announced in June, was postponed until March 2021. On 16 September 2022, the opening of the eastern wing, the last section of the Humboldt Forum museum, meant the Humboldt Forum museum was finally completed. It became Germany's currently most expensive cultural project.
+
+
+=== Berlin-Brandenburg fusion attempt ===
+
+The legal basis for a combined state of Berlin and Brandenburg is different from other state fusion proposals. Normally, Article 29 of the Basic Law stipulates that a state fusion requires a federal law. However, a clause added to the Basic Law in 1994, Article 118a, allows Berlin and Brandenburg to unify without federal approval, requiring a referendum and a ratification by both state parliaments.In 1996, there was an unsuccessful attempt of unifying the states of Berlin and Brandenburg. Both share a common history, dialect and culture and in 2020, there are over 225.000 residents of Brandenburg that commute to Berlin. The fusion had the near-unanimous support by a broad coalition of both state governments, political parties, media, business associations, trade unions and churches. Though Berlin voted in favor by a small margin, largely based on support in former West Berlin, Brandenburg voters disapproved of the fusion by a large margin. It failed largely due to Brandenburg voters not wanting to take on Berlin's large and growing public debt and fearing losing identity and influence to the capital.
+
+
+== Geography ==
+
+
+=== Topography ===
+Berlin is in northeastern Germany, in an area of low-lying marshy woodlands with a mainly flat topography, part of the vast Northern European Plain which stretches all the way from northern France to western Russia. The Berliner Urstromtal (an ice age glacial valley), between the low Barnim Plateau to the north and the Teltow plateau to the south, was formed by meltwater flowing from ice sheets at the end of the last Weichselian glaciation. The Spree follows this valley now. In Spandau, a borough in the west of Berlin, the Spree empties into the river Havel, which flows from north to south through western Berlin. The course of the Havel is more like a chain of lakes, the largest being the Tegeler See and the Großer Wannsee. A series of lakes also feeds into the upper Spree, which flows through the Großer Müggelsee in eastern Berlin.Substantial parts of present-day Berlin extend onto the low plateaus on both sides of the Spree Valley. Large parts of the boroughs Reinickendorf and Pankow lie on the Barnim Plateau, while most of the boroughs of Charlottenburg-Wilmersdorf, Steglitz-Zehlendorf, Tempelhof-Schöneberg, and Neukölln lie on the Teltow Plateau.
+The borough of Spandau lies partly within the Berlin Glacial Valley and partly on the Nauen Plain, which stretches to the west of Berlin. Since 2015, the Arkenberge hills in Pankow at 122 meters (400 ft) elevation, have been the highest point in Berlin. Through the disposal of construction debris they surpassed Teufelsberg (120.1 m or 394 ft), which itself was made up of rubble from the ruins of the Second World War. The Müggelberge at 114.7 meters (376 ft) elevation is the highest natural point and the lowest is the Spektesee in Spandau, at 28.1 meters (92 ft) elevation.
+
+
+=== Climate ===
+Berlin has an oceanic climate (Köppen: Cfb) bordering on a humid continental climate (Dfb). This type of climate features mild to very warm summer temperatures and cold, though not very severe, winters. Annual precipitation is modest.
+Frosts are common in winter, and there are larger temperature differences between seasons than typical for many oceanic climates. Summers are warm and sometimes humid with average high temperatures of 22–25 °C (72–77 °F) and lows of 12–14 °C (54–57 °F). Winters are cold with average high temperatures of 3 °C (37 °F) and lows of −2 to 0 °C (28 to 32 °F). Spring and autumn are generally chilly to mild. Berlin's built-up area creates a microclimate, with heat stored by the city's buildings and pavement. Temperatures can be 4 °C (7 °F) higher in the city than in the surrounding areas. Annual precipitation is 570 millimeters (22 in) with moderate rainfall throughout the year. Snowfall mainly occurs from December through March. The hottest month in Berlin was July 1834, with a mean temperature of 23.0 °C (73.4 °F) and the coldest was January 1709, with a mean temperature of −13.2 °C (8.2 °F). The wettest month on record was July 1907, with 230 millimeters (9.1 in) of rainfall, whereas the driest were October 1866, November 1902, October 1908 and September 1928, all with 1 millimeter (0.039 in) of rainfall.
+
+
+=== Cityscape ===
+Berlin's history has left the city with a polycentric metropolitan area and an eclectic mix of architecture. The city's appearance today has been predominantly shaped by German history during the 20th century. 17 % of Berlin´s buildings are Gründerzeit or earlier and nearly 25 % are of the 1920´s and 1930´s, when Berlin played a part in the origin of modern architecture.Devastated by the bombing of Berlin in World War II many of the buildings that had survived in both East and West were demolished during the postwar period. After the reunification, many important heritage structures have been reconstructed, including the Forum Fridericianum along with, the Berlin State Opera, Charlottenburg Palace, Gendarmenmarkt, Alte Kommandantur, as well as the City Palace.
+The list of tallest buildings in Berlin spreads across the urban area, they can be found for example at Potsdamer Platz, the City West, and Alexanderplatz.
+Over one-third of the city area consists of green space, woodlands, and water. Berlin's second-largest and most popular park, the Großer Tiergarten, is located right in the center of the city.
+
+
+=== Architecture ===
+
+The Fernsehturm (TV tower) at Alexanderplatz in Mitte is among the tallest structures in the European Union at 368 m (1,207 ft). Built in 1969, it is visible throughout most of the central districts of Berlin.  The city can be viewed from its 204-meter-high (669 ft) observation floor. Starting here, the Karl-Marx-Allee heads east, an avenue lined by monumental residential buildings, designed in the Socialist Classicism style. Adjacent to this area is the Rotes Rathaus (City Hall), with its distinctive red-brick architecture. In front of it is the Neptunbrunnen, a fountain featuring a mythological group of Tritons, personifications of the four main Prussian rivers, and Neptune on top of it.
+The Brandenburg Gate is an iconic landmark of Berlin and Germany; it stands as a symbol of eventful European history and of unity and peace. The Reichstag building is the traditional seat of the German Parliament. It was remodeled by British architect Norman Foster in the 1990s and features a glass dome over the session area, which allows free public access to the parliamentary proceedings and magnificent views of the city.
+The East Side Gallery is an open-air exhibition of art painted directly on the last existing portions of the Berlin Wall. It is the largest remaining evidence of the city's historical division.
+The Gendarmenmarkt is a neoclassical square in Berlin, the name of which derives from the headquarters of the famous Gens d'armes regiment located here in the 18th century. Two similarly designed cathedrals border it, the Französischer Dom with its observation platform and the Deutscher Dom. The Konzerthaus (Concert Hall), home of the Berlin Symphony Orchestra, stands between the two cathedrals.
+
+The Museum Island in the River Spree houses five museums built from 1830 to 1930 and is a UNESCO World Heritage site. Restoration and construction of a main entrance to all museums, as well as reconstruction of the Stadtschloss continues. Also on the island and next to the Lustgarten and palace is Berlin Cathedral, emperor William II's ambitious attempt to create a Protestant counterpart to St. Peter's Basilica in Rome. A large crypt houses the remains of some of the earlier Prussian royal family. St. Hedwig's Cathedral is Berlin's Roman Catholic cathedral.
+
+Unter den Linden is a tree-lined east–west avenue from the Brandenburg Gate to the site of the former Berliner Stadtschloss, and was once Berlin's premier promenade. Many Classical buildings line the street, and part of Humboldt University is there. Friedrichstraße was Berlin's legendary street during the Golden Twenties. It combines 20th-century traditions with the modern architecture of today's Berlin.
+Potsdamer Platz is an entire quarter built from scratch after the Wall came down. To the west of Potsdamer Platz is the Kulturforum, which houses the Gemäldegalerie, and is flanked by the Neue Nationalgalerie and the Berliner Philharmonie. The Memorial to the Murdered Jews of Europe, a Holocaust memorial, is to the north.The area around Hackescher Markt is home to fashionable culture, with countless clothing outlets, clubs, bars, and galleries. This includes the Hackesche Höfe, a conglomeration of buildings around several courtyards, reconstructed around 1996. The nearby New Synagogue is the center of Jewish culture.
+The Straße des 17. Juni, connecting the Brandenburg Gate and Ernst-Reuter-Platz, serves as the central east–west axis. Its name commemorates the uprisings in East Berlin of 17 June 1953. Approximately halfway from the Brandenburg Gate is the Großer Stern, a circular traffic island on which the Siegessäule (Victory Column) is situated. This monument, built to commemorate Prussia's victories, was relocated in 1938–39 from its previous position in front of the Reichstag.
+The Kurfürstendamm is home to some of Berlin's luxurious stores with the Kaiser Wilhelm Memorial Church at its eastern end on Breitscheidplatz. The church was destroyed in the Second World War and left in ruins. Nearby on Tauentzienstraße is KaDeWe, claimed to be continental Europe's largest department store. The Rathaus Schöneberg, where John F. Kennedy made his famous "Ich bin ein Berliner!" speech, is in Tempelhof-Schöneberg.
+West of the center, Bellevue Palace is the residence of the German President. Charlottenburg Palace, which was burnt out in the Second World War, is the largest historical palace in Berlin.
+The Funkturm Berlin is a 150-meter-tall (490 ft) lattice radio tower in the fairground area, built between 1924 and 1926. It is the only observation tower which stands on insulators and has a restaurant 55 m (180 ft) and an observation deck 126 m (413 ft) above ground, which is reachable by a windowed elevator.
+The Oberbaumbrücke over the Spree river is Berlin's most iconic bridge, connecting the now-combined boroughs of Friedrichshain and Kreuzberg. It carries vehicles, pedestrians, and the U1 Berlin U-Bahn line. The bridge was completed in a brick gothic style in 1896, replacing the former wooden bridge with an upper deck for the U-Bahn. The center portion was demolished in 1945 to stop the Red Army from crossing. After the war, the repaired bridge served as a checkpoint and border crossing between the Soviet and American sectors, and later between East and West Berlin. In the mid-1950s, it was closed to vehicles, and after the construction of the Berlin Wall in 1961, pedestrian traffic was heavily restricted. Following German reunification, the center portion was reconstructed with a steel frame, and U-Bahn service resumed in 1995.
+
+
+== Demographics ==
+
+At the end of 2018, the city-state of Berlin had 3.75 million registered inhabitants in an area of 891.1 km2 (344.1 sq mi). The city's population density was 4,206 inhabitants per km2. Berlin is the most populous city proper in the European Union. In 2019, the urban area of Berlin had about 4.5 million inhabitants. As of 2019, the functional urban area was home to about 5.2 million people. The entire Berlin-Brandenburg capital region has a population of more than 6 million in an area of 30,546 km2 (11,794 sq mi).
+In 2014, the city-state Berlin had 37,368 live births (+6.6%), a record number since 1991. The number of deaths was 32,314. Almost 2.0 million households were counted in the city. 54 percent of them were single-person households. More than 337,000 families with children under the age of 18 lived in Berlin. In 2014, the German capital registered a migration surplus of approximately 40,000 people.
+
+
+=== Nationalities ===
+National and international migration into the city has a long history. In 1685, after the revocation of the Edict of Nantes in France, the city responded with the Edict of Potsdam, which guaranteed religious freedom and tax-free status to French Huguenot refugees for ten years. The Greater Berlin Act in 1920 incorporated many suburbs and surrounding cities of Berlin. It formed most of the territory that comprises modern Berlin and increased the population from 1.9 million to 4 million.
+Active immigration and asylum politics in West Berlin triggered waves of immigration in the 1960s and 1970s. Berlin is home to at least 180,000 Turkish and Turkish German residents, making it the largest Turkish community outside of Turkey. In the 1990s the Aussiedlergesetze enabled immigration to Germany of some residents from the former Soviet Union. Today ethnic Germans from countries of the former Soviet Union make up the largest portion of the Russian-speaking community. The last decade experienced an influx from various Western countries and some African regions. A portion of the African immigrants have settled in the Afrikanisches Viertel. Young Germans, EU-Europeans and Israelis have also settled in the city.In December 2019 there were 777,345 registered residents of foreign nationality and another 542,975 German citizens with a "migration background" (Migrationshintergrund, MH), meaning they or one of their parents immigrated to Germany after 1955. Foreign residents of Berlin originate from about 190 countries. 48 percent of the residents under the age of 15 have a migration background in 2017. Berlin in 2009 was estimated to have 100,000 to 250,000 unregistered inhabitants. Boroughs of Berlin with a significant number of migrants or foreign born population are Mitte, Neukölln and Friedrichshain-Kreuzberg. The number of Arabic speakers in Berlin could be higher than 150,000. There are at least 40,000 Berliners with Syrian citizenship, third only behind Turkish and Polish citizens. The 2015 refugee crisis made Berlin Europe's capital of Arab culture. Berlin is among the cities in Germany that have received the biggest amount of refugees after the 2022 Russian invasion of Ukraine. As of November 2022, an estimated 85,000 Ukrainian refugees were registered in Berlin, making Berlin the most popular destination of Ukrainian refugees in Germany.Berlin has a vibrant expatriate community involving precarious immigrants, illegal immigrants, seasonal workers, and refugees. Therefore, Berlin sustains a broad variety of English-based speakers. Speaking a particular type of English does attract prestige and cultural capital in Berlin.
+
+
+=== Languages ===
+
+German is the official and predominant spoken language in Berlin. It is a West Germanic language that derives most of its vocabulary from the Germanic branch of the Indo-European language family. German is one of 24 languages of the European Union, and one of the three working languages of the European Commission.
+Berlinerisch or Berlinisch is not a dialect linguistically. It is spoken in Berlin and the surrounding metropolitan area. It originates from a Brandenburgish variant. The dialect is now seen more like a sociolect, largely through increased immigration and trends among the educated population to speak standard German in everyday life.
+The most commonly spoken foreign languages in Berlin are Turkish, Polish, English, Persian, Arabic, Italian, Bulgarian, Russian, Romanian, Kurdish, Serbo-Croatian, French, Spanish and Vietnamese. Turkish, Arabic, Kurdish, and Serbo-Croatian are heard more often in the western part due to the large Middle Eastern and former-Yugoslavian communities. Polish, English, Russian, and Vietnamese have more native speakers in East Berlin.
+
+
+=== Religion ===
+
+On the report of the 2011 census, approximately 37 percent of the population reported being members of a legally-recognized church or religious organization. The rest either did not belong to such an organization, or there was no information available about them.The largest religious denomination recorded in 2010 was the Protestant regional church body—the Evangelical Church of Berlin-Brandenburg-Silesian Upper Lusatia (EKBO)—a united church. EKBO is a member of the Protestant Church in Germany (EKD) and of the Union of Protestant Churches in the EKD (UEK). According to the EKBO, their membership accounted for 18.7 percent of the local population, while the Roman Catholic Church had 9.1 percent of residents registered as its members. About 2.7% of the population identify with other Christian denominations (mostly Eastern Orthodox, but also various Protestants). According to the Berlin residents register, in 2018 14.9 percent were members of the Evangelical Church, and 8.5 percent were members of the Catholic Church. The government keeps a register of members of these churches for tax purposes, because it collects church tax on behalf of the churches. It does not keep records of members of other religious organizations which may collect their own church tax, in this way.
+In 2009, approximately 249,000 Muslims were reported by the Office of Statistics to be members of mosques and Islamic religious organizations in Berlin, while in 2016, the newspaper Der Tagesspiegel estimated that about 350,000 Muslims observed Ramadan in Berlin. In 2019, about 437,000 registered residents, 11.6% of the total, reported having a migration background from one of the Member states of the Organization of Islamic Cooperation. Between 1992 and 2011 the Muslim population almost doubled.About 0.9% of Berliners belong to other religions. Of the estimated population of 30,000–45,000 Jewish residents, approximately 12,000 are registered members of religious organizations.Berlin is the seat of the Roman Catholic archbishop of Berlin and EKBO's elected chairperson is titled the bishop of EKBO. Furthermore, Berlin is the seat of many Orthodox cathedrals, such as the Cathedral of St. Boris the Baptist, one of the two seats of the Bulgarian Orthodox Diocese of Western and Central Europe, and the Resurrection of Christ Cathedral of the Diocese of Berlin (Patriarchate of Moscow).
+The faithful of the different religions and denominations maintain many places of worship in Berlin. The Independent Evangelical Lutheran Church has eight parishes of different sizes in Berlin. There are 36 Baptist congregations (within Union of Evangelical Free Church Congregations in Germany), 29 New Apostolic Churches, 15 United Methodist churches, eight Free Evangelical Congregations, four Churches of Christ, Scientist (1st, 2nd, 3rd, and 11th), six congregations of the Church of Jesus Christ of Latter-day Saints, an Old Catholic church, and an Anglican church in Berlin. Berlin has more than 80 mosques, ten synagogues, and two Buddhist as well as two Hindu temples.
+
+
+== Government and politics ==
+
+
+=== German Federal city state ===
+Since the German reunification on 3 October 1990, Berlin has been one of the three city-states of Germany among the present 16 federal states of Germany. The Abgeordnetenhaus von Berlin (House of Representatives) functions as the city and state parliament, which has 141 seats. Berlin's executive body is the Senate of Berlin (Senat von Berlin). The Senate consists of the Governing Mayor of Berlin (Regierender Bürgermeister), and up to ten senators holding ministerial positions, two of them holding the title of "Mayor" (Bürgermeister) as deputy to the Governing Mayor.The total annual budget of Berlin in 2015 exceeded €24.5 ($30.0) billion including a budget surplus of €205 ($240) million. The German Federal city state of Berlin owns extensive assets, including administrative and government buildings, real estate companies, as well as stakes in the Olympic Stadium, swimming pools, housing companies, and numerous public enterprises and subsidiary companies. The federal state of Berlin runs a real estate portal to advertise commercial spaces or land suitable for redevelopment.The Social Democratic Party (SPD) and The Left (Die Linke) took control of the city government after the 2001 state election and won another term in the 2006 state election. From the 2016 state election until the 2023 state election, there was a coalition between the Social Democratic Party, the Greens and the Left Party. Since April 2023, the government has been formed by a coalition between the Christian Democrats and the Social Democrats.The Governing Mayor is simultaneously Lord Mayor of the City of Berlin (Oberbürgermeister der Stadt) and Minister President of the State of Berlin (Ministerpräsident des Bundeslandes). The office of the Governing Mayor is in the Rotes Rathaus (Red City Hall). Since 2023, this office has been held by Kai Wegner of the Christian Democrats. He is the first conservative mayor in Berlin in more than two decades.
+
+
+=== Boroughs ===
+
+Berlin is subdivided into 12 boroughs or districts (Bezirke). Each borough has several subdistricts or neighborhoods (Ortsteile), which have roots in much older municipalities that predate the formation of Greater Berlin on 1 October 1920. These subdistricts became urbanized and incorporated into the city later on. Many residents strongly identify with their neighborhoods, colloquially called Kiez. At present, Berlin consists of 96 subdistricts, which are commonly made up of several smaller residential areas or quarters.
+Each borough is governed by a borough council (Bezirksamt) consisting of five councilors (Bezirksstadträte) including the borough's mayor (Bezirksbürgermeister). The council is elected by the borough assembly (Bezirksverordnetenversammlung). However, the individual boroughs are not independent municipalities, but subordinate to the Senate of Berlin. The borough's mayors make up the council of mayors (Rat der Bürgermeister), which is led by the city's Governing Mayor and advises the Senate. The neighborhoods have no local government bodies.
+
+
+=== City partnerships ===
+
+Berlin to this day maintains official partnerships with 17 cities. Town twinning between West Berlin and other cities began with its sister city Los Angeles, California, in 1967. East Berlin's partnerships were canceled at the time of German reunification.
+
+
+=== Capital city ===
+Berlin is the capital of the Federal Republic of Germany. The President of Germany, whose functions are mainly ceremonial under the German constitution, has their official residence in Bellevue Palace. Berlin is the seat of the German Chancellor (Prime Minister), housed in the Chancellery building, the Bundeskanzleramt. Facing the Chancellery is the Bundestag, the German Parliament, housed in the renovated Reichstag building since the government's relocation to Berlin in 1998. The Bundesrat ("federal council", performing the function of an upper house) is the representation of the 16 constituent states (Länder) of Germany and has its seat at the former Prussian House of Lords. The total annual federal budget managed by the German government exceeded €310 ($375) billion in 2013.
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+The relocation of the federal government and Bundestag to Berlin was mostly completed in 1999. However, some ministries, as well as some minor departments, stayed in the federal city Bonn, the former capital of West Germany. Discussions about moving the remaining ministries and departments to Berlin continue.The Federal Foreign Office and the ministries and departments of Defense, Justice and Consumer Protection, Finance, Interior, Economic Affairs and Energy, Labor and Social Affairs, Family Affairs, Senior Citizens, Women and Youth, Environment, Nature Conservation and Nuclear Safety, Food and Agriculture, Economic Cooperation and Development, Health, Transport and Digital Infrastructure and Education and Research are based in the capital.
+
+
+=== Embassies ===
+Berlin hosts in total 158 foreign embassies as well as the headquarters of many think tanks, trade unions, nonprofit organizations, lobbying groups, and professional associations. Frequent official visits and diplomatic consultations among governmental representatives and national leaders are common in contemporary Berlin.
+
+
+== Economy ==
+
+In 2018, the GDP of Berlin totaled €147 billion, an increase of 3.1% over the previous year. Berlin's economy is dominated by the service sector, with around 84% of all companies doing business in services. In 2015, the total labor force in Berlin was 1.85 million. The unemployment rate reached a 24-year low in November 2015 and stood at 10.0%. From 2012 to 2015 Berlin, as a German state, had the highest annual employment growth rate. Around 130,000 jobs were added in this period.Important economic sectors in Berlin include life sciences, transportation, information and communication technologies, media and music, advertising and design, biotechnology, environmental services, construction, e-commerce, retail, hotel business, and medical engineering.Research and development have economic significance for the city. Several major corporations like Volkswagen, Pfizer, and SAP operate innovation laboratories in the city.
+The Science and Business Park in Adlershof is the largest technology park in Germany measured by revenue. Within the Eurozone, Berlin has become a center for business relocation and international investments.
+
+
+=== Companies ===
+Many German and international companies have business or service centers in the city. For several years Berlin has been recognized as a major center of business founders. In 2015, Berlin generated the most venture capital for young startup companies in Europe.Among the 10 largest employers in Berlin are the City-State of Berlin, Deutsche Bahn, largest railway company in the world, the hospital providers Charité and Vivantes, the Federal Government of Germany, the local public transport provider BVG, Siemens and Deutsche Telekom.Siemens, a Global 500 and DAX-listed company is partly headquartered in Berlin. Other DAX-listed companies headquartered in Berlin are the property company Deutsche Wohnen and the online food delivery service Delivery Hero. The national railway operator Deutsche Bahn, Europe's largest digital publisher Axel Springer as well as the MDAX-listed firms Zalando and HelloFresh and also have their main headquarters in the city. Among the largest international corporations who have their German or European headquarters in Berlin are Bombardier Transportation, Securing Energy for Europe, Coca-Cola, Pfizer, Sony and TotalEnergies.
+As of 2023, Sparkassen-Finanzgruppe, a network of public banks that together form the largest financial services group in Germany and in all of Europe, is headquartered in Berlin. The Bundesverband der Deutschen Volksbanken und Raiffeisenbanken has it´s headquarters in Berlin, managing around 1.200 trillion euros. The three largest banks in the capital are Deutsche Kreditbank, Landesbank Berlin and Berlin Hyp.Mercedes-Benz Group manufactures cars, and BMW builds motorcycles in Berlin. In 2022, American electric car manufacturer Tesla opened its first European Gigafactory outside the city borders in Grünheide (Mark), Brandenburg. The Pharmaceuticals division of Bayer and Berlin Chemie are major pharmaceutical companies in the city.
+
+
+=== Tourism and conventions ===
+
+Berlin had 788 hotels with 134,399 beds in 2014. The city recorded 28.7 million overnight hotel stays and 11.9 million hotel guests in 2014. Tourism figures have more than doubled within the last ten years and Berlin has become the third-most-visited city destination in Europe. Some of the most visited places in Berlin include: Potsdamer Platz, Brandenburger Tor, the Berlin wall, Alexanderplatz, Museumsinsel, Fernsehturm, the East-Side Gallery, Schloss-Charlottenburg, Zoologischer Garten, Siegessäule, Gedenkstätte Berliner Mauer, Mauerpark, Botanical Garden, Französischer Dom, Deutscher Dom and Holocaust-Mahnmal. The largest visitor groups are from Germany, the United Kingdom, the Netherlands, Italy, Spain and the United States.
+According to figures from the International Congress and Convention Association in 2015, Berlin became the leading organizer of conferences globally, hosting 195 international meetings. Some of these congress events take place on venues such as CityCube Berlin or the Berlin Congress Center (bcc).
+The Messe Berlin (also known as Berlin ExpoCenter City) is the main convention organizing company in the city. Its main exhibition area covers more than 160,000 square meters (1,722,226 sq ft). Several large-scale trade fairs like the consumer electronics trade fair IFA, where the first practical audio tape recorder and the first completely electronic television system were first introduced to the public, the ILA Berlin Air Show, the Berlin Fashion Week (including the Premium Berlin and the Panorama Berlin), the Green Week, the Fruit Logistica, the transport fair InnoTrans, the tourism fair ITB and the adult entertainment and erotic fair Venus are held annually in the city, attracting a significant number of business visitors.
+
+
+=== Creative industries ===
+
+The creative arts and entertainment business is an important part of Berlin's economy. The sector comprises music, film, advertising, architecture, art, design, fashion, performing arts, publishing, R&D, software, TV, radio, and video games.
+In 2014, around 30,500 creative companies operated in the Berlin-Brandenburg metropolitan region, predominantly SMEs. Generating a revenue of 15.6 billion Euro and 6% of all private economic sales, the culture industry grew from 2009 to 2014 at an average rate of 5.5% per year.Berlin is an important European and German film industry hub. It is home to more than 1,000 film and television production companies, 270 movie theaters, and around 300 national and international co-productions are filmed in the region every year. The historic Babelsberg Studios and the production company UFA are adjacent to Berlin in Potsdam. The city is also home of the German Film Academy (Deutsche Filmakademie), founded in 2003, and the European Film Academy, founded in 1988.
+
+
+=== Media ===
+
+Berlin is home to many magazine, newspaper, book, and scientific/academic publishers and their associated service industries. In addition, around 20 news agencies, more than 90 regional daily newspapers and their websites, as well as the Berlin offices of more than 22 national publications such as Der Spiegel, and Die Zeit reinforce the capital's position as Germany's epicenter for influential debate. Therefore, many international journalists, bloggers, and writers live and work in the city.
+Berlin is the central location to several international and regional television and radio stations. The public broadcaster RBB has its headquarters in Berlin as well as the commercial broadcasters MTV Europe and Welt. German international public broadcaster Deutsche Welle has its TV production unit in Berlin, and most national German broadcasters have a studio in the city, including ZDF and RTL.
+Berlin has Germany's largest number of daily newspapers, with numerous local broadsheets (Berliner Morgenpost, Berliner Zeitung, Der Tagesspiegel), and three major tabloids, as well as national dailies of varying sizes, each with a different political affiliation, such as Die Welt, Neues Deutschland, and Die Tageszeitung. The Exberliner, a monthly magazine, is Berlin's English-language periodical and La Gazette de Berlin a French-language newspaper.
+Berlin is also the headquarter of major German-language publishing houses like Walter de Gruyter, Springer, the Ullstein Verlagsgruppe (publishing group), Suhrkamp, and Cornelsen are all based in Berlin. Each of which publishes books, periodicals, and multimedia products.
+
+
+== Quality of life ==
+
+According to Mercer, Berlin ranked number 13 in the Quality of living city ranking in 2019.Also in 2019, according to Monocle, Berlin occupied the position of the 6th-most-livable city in the world. Economist Intelligence Unit ranked Berlin number 21 of all global cities for livability. In 2019 Berlin was also number 8 on the Global Power City Index. In the same year Berlin was honored for having the best future prospects of all cities in Germany.
+
+
+== Transport in Berlin ==
+
+
+=== Roads ===
+Berlin's transport infrastructure provides a diverse range of urban mobility.A total of 979 bridges cross 197 km (122 miles) the inner-city waterways. Berlin roads total 5,422 km (3,369 miles) of which 77 km (48 miles) are motorways (known as Autobahn). In 2013 only 1.344 million motor vehicles were registered in the city. With 377 cars per 1000 residents in 2013 (570/1000 in Germany), Berlin as a Western global city has one of the lowest numbers of cars per capita.
+
+
+=== Cycling ===
+
+Berlin is well known for its highly developed bicycle lane system. It is estimated Berlin has 710 bicycles per 1,000 residents. Around 500,000 daily bike riders accounted for 13 percent of total traffic in 2010.Cyclists in Berlin have access to 620 km of bicycle paths including approximately 150 km of mandatory bicycle paths, 190 km of off-road bicycle routes, 60 km of bicycle lanes on roads, 70 km of shared bus lanes which are also open to cyclists, 100 km of combined pedestrian/bike paths and 50 km of marked bicycle lanes on roadside pavements or sidewalks. Riders are allowed to carry their bicycles on Regionalbahn (RE), S-Bahn and U-Bahn trains, on trams, and on night buses if a bike ticket is purchased.
+
+
+=== Taxicabs ===
+In 2012 around 7,600 mostly colored taxicabs were in service. Since 2011 a number of app based sharing cab services, including electric vehicles as well as electric motorcycles and scooters, have evolved.
+
+
+=== Rail ===
+Long-distance rail lines directly connect Berlin with all of the major cities of Germany. the regional rail lines of the Verkehrsverbund Berlin-Brandenburg provide access to Brandenburg and to the Baltic Sea. The Berlin Hauptbahnhof is the largest grade-separated railway station in Europe. The Deutsche Bahn runs the high speed Intercity-Express (ICE) to domestic destinations, including Hamburg, Munich, Cologne, Stuttgart, and Frankfurt am Main.
+
+
+=== Water transport ===
+The Spree and the Havel rivers cross Berlin. There are no frequent passenger connections to and from Berlin by water. Berlin's largest harbour, the Westhafen, is located in the district of Moabit. It is a transhipment and storage site for inland shipping with a growing importance.
+
+
+=== Intercity buses ===
+There is an increasing quantity of intercity bus services. Berlin city has more than 10 stations that run buses to destinations throughout Berlin. Destinations in Germany and Europe are connected via the intercity bus exchange Zentraler Omnibusbahnhof Berlin.
+
+
+=== Urban public transport ===
+The Berliner Verkehrsbetriebe (BVG) and the German State-owned Deutsche Bahn (DB) manage several extensive urban public transport systems.
+Public transport in Berlin has a long and complicated history because of the 20th-century division of the city, where movement between the two halves was not served. Since 1989, the transport network has been developed extensively. However, it still contains early 20th century traits, such as the U1.
+
+
+=== Airports ===
+Berlin is served by one commercial international airport: Berlin Brandenburg Airport (BER), located just outside Berlin's south-eastern border, in the state of Brandenburg. It began construction in 2006, with the intention of replacing Tegel Airport (TXL) and Schönefeld Airport (SXF) as the single commercial airport of Berlin. Previously set to open in 2012, after extensive delays and cost overruns, it opened for commercial operations in October 2020. The planned initial capacity of around 27 million passengers per year is to be further developed to bring the terminal capacity to approximately 55 million per year by 2040.Before the opening of the BER in Brandenburg, Berlin was served by Tegel Airport and Schönefeld Airport. Tegel Airport was within the city limits, and Schönefeld Airport was located at the same site as the BER. Both airports together handled 29.5 million passengers in 2015. In 2014, 67 airlines served 163 destinations in 50 countries from Berlin. Tegel Airport was a focus city for Lufthansa and Eurowings while Schönefeld served as an important destination for airlines like Germania, easyJet and Ryanair. Until 2008, Berlin was also served by the smaller Tempelhof Airport, which functioned as a city airport, with a convenient location near the city center, allowing for quick transit times between the central business district and the airport. The airport grounds have since been turned into a city park.
+
+
+== Rohrpost ==
+
+From 1865 to 1976, Berlin operated an expansive pneumatic postal network, reaching a maximum length of 400 kilometers (roughly 250 miles) by 1940. The system was divided into two distinct networks after 1949. The West Berlin system remained in public use until 1963, and continued to be utilized for government correspondence until 1972. Conversely, the East Berlin system, which incorporated the Hauptelegraphenamt—the central hub of the operation—remained functional until 1976.
+
+
+== Energy ==
+Berlin's two largest energy provider for private households are the Swedish firm Vattenfall and the Berlin-based company GASAG. Both offer electric power and natural gas supply. Some of the city's electric energy is imported from nearby power plants in southern Brandenburg.As of 2015 the five largest power plants measured by capacity are the Heizkraftwerk Reuter West, the Heizkraftwerk Lichterfelde, the Heizkraftwerk Mitte, the Heizkraftwerk Wilmersdorf, and the Heizkraftwerk Charlottenburg. All of these power stations generate electricity and useful heat at the same time to facilitate buffering during load peaks.
+In 1993 the power grid connections in the Berlin-Brandenburg capital region were renewed. In most of the inner districts of Berlin power lines are underground cables; only a 380 kV and a 110 kV line, which run from Reuter substation to the urban Autobahn, use overhead lines. The Berlin 380-kV electric line is the backbone of the city's energy grid.
+
+
+== Health ==
+Berlin has a long history of discoveries in medicine and innovations in medical technology. The modern history of medicine has been significantly influenced by scientists from Berlin. Rudolf Virchow was the founder of cellular pathology, while Robert Koch developed vaccines for anthrax, cholera, and tuberculosis. For his life's work Koch is seen as one of the founders of modern medicine.The Charité complex (Universitätsklinik Charité) is the largest university hospital in Europe, tracing back its origins to the year 1710. More than half of all German Nobel Prize winners in Physiology or Medicine, including Emil von Behring, Robert Koch and Paul Ehrlich, have worked at the Charité. The Charité is spread over four campuses and comprises around 3,000 beds, 15,500 staff, 8,000 students, and more than 60 operating theaters, and it has a turnover of two billion euros annually.
+
+
+== Telecommunication ==
+
+Since 2017, the digital television standard in Berlin and Germany is DVB-T2. This system transmits compressed digital audio, digital video and other data in an MPEG transport stream.
+Berlin has installed several hundred free public Wireless LAN sites across the capital since 2016. The wireless networks are concentrated mostly in central districts; 650 hotspots (325 indoor and 325 outdoor access points) are installed.The UMTS (3G) and LTE (4G) networks of the three major cellular operators Vodafone, T-Mobile and O2 enable the use of mobile broadband applications citywide.
+
+
+== Education and research ==
+
+As of 2014, Berlin had 878 schools, teaching 340,658 students in 13,727 classes and 56,787 trainees in businesses and elsewhere. The city has a 6-year primary education program. After completing primary school, students continue to the Sekundarschule (a comprehensive school) or Gymnasium (college preparatory school). Berlin has a special bilingual school program in the Europaschule, in which children are taught the curriculum in German and a foreign language, starting in primary school and continuing in high school.The Französisches Gymnasium Berlin, which was founded in 1689 to teach the children of Huguenot refugees, offers (German/French) instruction. The John F. Kennedy School, a bilingual German–American public school in Zehlendorf, is particularly popular with children of diplomats and the English-speaking expatriate community. 82 Gymnasien teach Latin and 8 teach Classical Greek.
+
+
+=== Higher education ===
+
+The Berlin-Brandenburg capital region is one of the most prolific centers of higher education and research in Germany and Europe. Historically, 67 Nobel Prize winners are affiliated with the Berlin-based universities.
+The city has four public research universities and more than 30 private, professional, and technical colleges (Hochschulen), offering a wide range of disciplines. A record number of 175,651 students were enrolled in the winter term of 2015/16. Among them around 18% have an international background.
+The three largest universities combined have approximately 103,000 enrolled students. There are the Freie Universität Berlin (Free University of Berlin, FU Berlin) with about 33,000 students, the Humboldt Universität zu Berlin (HU Berlin) with 35,000 students, and the Technische Universität Berlin (TU Berlin) with 35,000 students. The Charité Medical School has around 8,000 students. The FU, the HU, the TU, and the Charité make up the Berlin University Alliance, which has received funding from the Excellence Strategy program of the German government. The Universität der Künste (UdK) has about 4,000 students and ESMT Berlin is only one of four business schools in Germany with triple accreditation. The Hertie School, a private public policy school located in Mitte, has more than 900 students and doctoral students. The Berlin School of Economics and Law has an enrollment of about 11,000 students, the Berlin University of Applied Sciences and Technology of about 12,000 students, and the Hochschule für Technik und Wirtschaft (University of Applied Sciences for Engineering and Economics) of about 14,000 students.
+
+
+=== Research ===
+The city has a high density of internationally renowned research institutions, such as the Fraunhofer Society, the Leibniz Association, the Helmholtz Association, and the Max Planck Society, which are independent of, or only loosely connected to its universities. In 2012, around 65,000 professional scientists were working in research and development in the city.Berlin is one of the knowledge and innovation communities (KIC) of the European Institute of Innovation and Technology (EIT). The KIC is based at the Center for Entrepreneurship at TU Berlin and has a focus in the development of IT industries. It partners with major multinational companies such as Siemens, Deutsche Telekom, and SAP.One of Europe's successful research, business and technology clusters is based at WISTA in Berlin-Adlershof, with more than 1,000 affiliated firms, university departments and scientific institutions.In addition to the university-affiliated libraries, the Staatsbibliothek zu Berlin is a major research library. Its two main locations are on Potsdamer Straße and on Unter den Linden. There are also 86 public libraries in the city. ResearchGate, a global social networking site for scientists, is based in Berlin.
+
+
+== Culture ==
+
+Berlin is known for its numerous cultural institutions, many of which enjoy international reputation. The diversity and vivacity of the metropolis led to a trendsetting atmosphere. An innovative music, dance and art scene has developed in the 21st century.
+Young people, international artists and entrepreneurs continued to settle in the city and made Berlin a popular entertainment center in the world.The expanding cultural performance of the city was underscored by the relocation of the Universal Music Group who decided to move their headquarters to the banks of the River Spree. In 2005, Berlin was named "City of Design" by UNESCO and has been part of the Creative Cities Network ever since.Many German and International films were shot in Berlin, including M, One, Two, Three, Cabaret, Christiane F., Possession, Octopussy, Wings of Desire, Run Lola Run, The Bourne Trilogy, Good Bye, Lenin!, The Lives of Others, Inglourious Basterds, Hanna, Unknown and Bridge of Spies.
+
+
+=== Galleries and museums ===
+
+As of 2011 Berlin is home to 138 museums and more than 400 art galleries. The ensemble on the Museum Island is a UNESCO World Heritage Site and is in the northern part of the Spree Island between the Spree and the Kupfergraben. As early as 1841 it was designated a "district dedicated to art and antiquities" by a royal decree. Subsequently, the Altes Museum was built in the Lustgarten. The Neues Museum, which displays the bust of Queen Nefertiti, Alte Nationalgalerie, Pergamon Museum, and Bode Museum were built there.
+Apart from the Museum Island, there are many additional museums in the city. The Gemäldegalerie (Painting Gallery) focuses on the paintings of the "old masters" from the 13th to the 18th centuries, while the Neue Nationalgalerie (New National Gallery, built by Ludwig Mies van der Rohe) specializes in 20th-century European painting. The Hamburger Bahnhof, in Moabit, exhibits a major collection of modern and contemporary art. The expanded Deutsches Historisches Museum reopened in the Zeughaus with an overview of German history spanning more than a millennium. The Bauhaus Archive is a museum of 20th-century design from the famous Bauhaus school. Museum Berggruen houses the collection of noted 20th century collector Heinz Berggruen, and features an extensive assortment of works by Picasso, Matisse, Cézanne, and Giacometti, among others. The Kupferstichkabinett Berlin (Museum of Prints and Drawings) is part of the Staatlichen Museen zu Berlin (Berlin State Museums) and the Kulturforum at Potsdamer Platz in the Tiergarten district of Berlin's Mitte district. It is the largest museum of the graphic arts in Germany and at the same time one of the four most important collections of its kind in the world. The collection includes Friedrich Gilly's design for the monument to Frederick II of Prussia.
+The Jewish Museum has a standing exhibition on two millennia of German-Jewish history. The German Museum of Technology in Kreuzberg has a large collection of historical technical artifacts. The Museum für Naturkunde (Berlin's natural history museum) exhibits natural history near Berlin Hauptbahnhof. It has the largest mounted dinosaur in the world (a Giraffatitan skeleton). A well-preserved specimen of Tyrannosaurus rex and the early bird Archaeopteryx are at display as well.In Dahlem, there are several museums of world art and culture, such as the Museum of Asian Art, the Ethnological Museum, the Museum of European Cultures, as well as the Allied Museum. The Brücke Museum features one of the largest collection of works by artist of the early 20th-century expressionist movement. In Lichtenberg, on the grounds of the former East German Ministry for State Security, is the Stasi Museum. The site of Checkpoint Charlie, one of the most renowned crossing points of the Berlin Wall, is still preserved. A private museum venture exhibits a comprehensive documentation of detailed plans and strategies devised by people who tried to flee from the East.
+The Beate Uhse Erotic Museum claimed to be the largest erotic museum in the world until it closed in 2014.The cityscape of Berlin displays large quantities of urban street art. It has become a significant part of the city's cultural heritage and has its roots in the graffiti scene of Kreuzberg of the 1980s. The Berlin Wall itself has become one of the largest open-air canvasses in the world. The leftover stretch along the Spree river in Friedrichshain remains as the East Side Gallery. Berlin today is consistently rated as an important world city for street art culture.
+Berlin has galleries which are quite rich in contemporary art. Located in Mitte, KW Institute for Contemporary Art, KOW, Sprüth Magers; Kreuzberg there are a few galleries as well such as Blain Southern, Esther Schipper, Future Gallery, König Gallerie.
+
+
+=== Nightlife and festivals ===
+Berlin's nightlife has been celebrated as one of the most diverse and vibrant of its kind. In the 1970s and 80s, the SO36 in Kreuzberg was a center for punk music and culture. The SOUND and the Dschungel gained notoriety. Throughout the 1990s, people in their 20s from all over the world, particularly those in Western and Central Europe, made Berlin's club scene a premier nightlife venue. After the fall of the Berlin Wall in 1989, many historic buildings in Mitte, the former city center of East Berlin, were illegally occupied and re-built by young squatters and became a fertile ground for underground and counterculture gatherings. The central boroughs are home to many nightclubs, including the Watergate, Tresor and Berghain. The KitKatClub and several other locations are known for their sexually uninhibited parties.
+Clubs are not required to close at a fixed time during the weekends, and many parties last well into the morning or even all weekend. The Weekend Club near Alexanderplatz features a roof terrace that allows partying at night. Several venues have become a popular stage for the Neo-Burlesque scene.
+
+Berlin has a long history of gay culture, and is an important birthplace of the LGBT rights movement. Same-sex bars and dance halls operated freely as early as the 1880s, and the first gay magazine, Der Eigene, started in 1896. By the 1920s, gays and lesbians had an unprecedented visibility. Today, in addition to a positive atmosphere in the wider club scene, the city again has a huge number of queer clubs and festivals. The most famous and largest are Berlin Pride, the Christopher Street Day, the Lesbian and Gay City Festival in Berlin-Schöneberg, the Kreuzberg Pride and Hustlaball.
+The annual Berlin International Film Festival (Berlinale) with around 500,000 admissions is considered to be the largest publicly attended film festival in the world. The Karneval der Kulturen (Carnival of Cultures), a multi-ethnic street parade, is celebrated every Pentecost weekend. Berlin is also well known for the cultural festival Berliner Festspiele, which includes the jazz festival JazzFest Berlin, and Young Euro Classic, the largest international festival of youth orchestras in the world. Several technology and media art festivals and conferences are held in the city, including Transmediale and Chaos Communication Congress. The annual Berlin Festival focuses on indie rock, electronic music and synthpop and is part of the International Berlin Music Week. Every year Berlin hosts one of the largest New Year's Eve celebrations in the world, attended by well over a million people. The focal point is the Brandenburg Gate, where midnight fireworks are centered, but various private fireworks displays take place throughout the entire city. Partygoers in Germany often toast the New Year with a glass of sparkling wine.
+
+
+=== Performing arts ===
+
+Berlin is home to 44 theaters and stages. The Deutsches Theater in Mitte was built in 1849–50 and has operated almost continuously since then. The Volksbühne at Rosa-Luxemburg-Platz was built in 1913–14, though the company had been founded in 1890. The Berliner Ensemble, famous for performing the works of Bertolt Brecht, was established in 1949. The Schaubühne was founded in 1962 and moved to the building of the former Universum Cinema on Kurfürstendamm in 1981. With a seating capacity of 1,895 and a stage floor of 2,854 square meters (30,720 sq ft), the Friedrichstadt-Palast in Berlin Mitte is the largest show palace in Europe. For Berlin's independent dance and theatre scene, venues such as the Sophiensäle in Mitte and the three houses of the Hebbel am Ufer (HAU) in Kreuzberg are important. Most productions there are also accessible to an English-speaking audience. Some of the dance and theatre groups that also work internationally (Gob Squad, Rimini Protokoll) are based there, as well as festivals such as the international festival Dance in August.
+Berlin has three major opera houses: the Deutsche Oper, the Berlin State Opera, and the Komische Oper. The Berlin State Opera on Unter den Linden opened in 1742 and is the oldest of the three. Its musical director is Daniel Barenboim. The Komische Oper has traditionally specialized in operettas and is also at Unter den Linden. The Deutsche Oper opened in 1912 in Charlottenburg.
+The city's main venue for musical theater performances are the Theater am Potsdamer Platz and Theater des Westens (built in 1895). Contemporary dance can be seen at the Radialsystem V. The Tempodrom is host to concerts and circus-inspired entertainment. It also houses a multi-sensory spa experience. The Admiralspalast in Mitte has a vibrant program of variety and music events.
+There are seven symphony orchestras in Berlin. The Berlin Philharmonic Orchestra is one of the preeminent orchestras in the world; it is housed in the Berliner Philharmonie near Potsdamer Platz on a street named for the orchestra's longest-serving conductor, Herbert von Karajan. Simon Rattle was its principal conductor from 1999 to 2018, a position now held by Kirill Petrenko. The Konzerthausorchester Berlin was founded in 1952 as the orchestra for East Berlin. Christoph Eschenbach is its principal conductor. The Haus der Kulturen der Welt presents exhibitions dealing with intercultural issues and stages world music and conferences. The Kookaburra and the Quatsch Comedy Club are known for satire and comedy shows. In 2018, the New York Times described Berlin as "arguably the world capital of underground electronic music".
+
+
+=== Cuisine ===
+
+The cuisine and culinary offerings of Berlin vary greatly. 23 restaurants in Berlin have been awarded one or more Michelin stars in the Michelin Guide of 2021, which ranks the city at the top for the number of restaurants having this distinction in Germany. Berlin is well known for its offerings of vegetarian and vegan cuisine and is home to an innovative entrepreneurial food scene promoting cosmopolitan flavors, local and sustainable ingredients, pop-up street food markets, supper clubs, as well as food festivals, such as Berlin Food Week.Many local foods originated from north German culinary traditions and include rustic and hearty dishes with pork, goose, fish, peas, beans, cucumbers, or potatoes. Typical Berliner fare include popular street food like the Currywurst (which gained popularity with postwar construction workers rebuilding the city), Buletten and the Berliner donut, known in Berlin as Pfannkuchen (German: [ˈp͡fanˌkuːxn̩] ). German bakeries offering a variety of breads and pastries are widespread. One of Europe's largest delicatessen markets is found at the KaDeWe, and among the world's largest chocolate stores is Rausch.Berlin is also home to a diverse gastronomy scene reflecting the immigrant history of the city. Turkish and Arab immigrants brought their culinary traditions to the city, such as the lahmajoun and falafel, which have become common fast food staples. The modern fast-food version of the doner kebab sandwich which evolved in Berlin in the 1970s, has since become a favorite dish in Germany and elsewhere in the world. Asian cuisine like Chinese, Vietnamese, Thai, Indian, Korean, and Japanese restaurants, as well as Spanish tapas bars, Italian, and Greek cuisine, can be found in many parts of the city.
+
+
+=== Recreation ===
+Zoologischer Garten Berlin, the older of two zoos in the city, was founded in 1844. It is the most visited zoo in Europe and presents the most diverse range of species in the world. It was the home of the captive-born celebrity polar bear Knut. The city's other zoo, Tierpark Friedrichsfelde, was founded in 1955.
+Berlin's Botanischer Garten includes the Botanic Museum Berlin. With an area of 43 hectares (110 acres) and around 22,000 different plant species, it is one of the largest and most diverse collections of botanical life in the world. Other gardens in the city include the Britzer Garten, and the Gärten der Welt (Gardens of the World) in Marzahn.
+The Tiergarten park in Mitte, with landscape design by Peter Joseph Lenné, is one of Berlin's largest and most popular parks. In Kreuzberg, the Viktoriapark provides a viewing point over the southern part of inner-city Berlin. Treptower Park, beside the Spree in Treptow, features a large Soviet War Memorial. The Volkspark in Friedrichshain, which opened in 1848, is the oldest park in the city, with monuments, a summer outdoor cinema and several sports areas. Tempelhofer Feld, the site of the former city airport, is the world's largest inner-city open space.Potsdam is on the southwestern periphery of Berlin. The city was a residence of the Prussian kings and the German Kaiser, until 1918. The area around Potsdam in particular Sanssouci is known for a series of interconnected lakes and cultural landmarks. The Palaces and Parks of Potsdam and Berlin are the largest World Heritage Site in Germany.Berlin is also well known for its numerous cafés, street musicians, beach bars along the Spree River, flea markets, boutique shops and pop-up stores, which are a source for recreation and leisure.
+
+
+== Sports ==
+
+Berlin has established a high-profile as a host city of major international sporting events. The city hosted the 1936 Summer Olympics and was the host city for the 2006 FIFA World Cup final. The World Athletics Championships was held in the Olympiastadion in 2009 and 2025. The city hosted the Basketball Euroleague Final Four in 2009 and 2016. and was one of the hosts of the FIBA EuroBasket 2015. In 2015 Berlin became the venue for the UEFA Champions League Final.
+Berlin will host the 2023 Special Olympics World Summer Games. This will be the first time Germany has ever hosted the Special Olympics World Games.The annual Berlin Marathon – a course that holds the most top-10 world record runs – and the ISTAF are well-established athletic events in the city. The Mellowpark in Köpenick is one of the biggest skate and BMX parks in Europe. A Fan Fest at Brandenburg Gate, which attracts several hundred-thousand spectators, has become popular during international football competitions, like the UEFA European Championship.Friedrich Ludwig Jahn, who is often hailed as the "father of modern gymnastics", invented the Horizontal bar, parallel bars, rings and the vault around 1811 in Berlin. Jahn´s Turners movement, first realized at Volkspark Hasenheide, was the origin of the modern sports clubs.
+2013 around 600,000 Berliners were registered in one of the more than 2,300 sport and fitness clubs. The city of Berlin operates more than 60 public indoor and outdoor swimming pools. Berlin is the largest Olympic training center in Germany. About 500 top athletes (15% of all German top athletes) are based there. Forty-seven elite athletes participated in the 2012 Summer Olympics. Berliners would achieve seven gold, twelve silver and three bronze medals.Several professional clubs representing the most important spectator team sports in Germany have their base in Berlin. The oldest and most popular first division team based in Berlin is the football club Hertha BSC. The team represented Berlin as a founding member of the Bundesliga in 1963. Other professional team sport clubs include:
+
+
+== See also ==
+List of fiction set in Berlin
+List of honorary citizens of Berlin
+List of people from Berlin
+List of songs about Berlin
+
+
+== References ==
+
+
+=== Citations ===
+
+
+=== Sources ===
+
+
+== External links ==
+berlin.de – official website
+ Geographic data related to Berlin at OpenStreetMap
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+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Berlin/default__vector_store.json"	
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@@ -0,0 +1 @@
+{"docstore/data": {"4ae62c9d-2ca0-4ce4-b93c-bab722cff2d1": {"__data__": {"id_": "4ae62c9d-2ca0-4ce4-b93c-bab722cff2d1", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "50b5215e-a3c9-4fbf-8c45-98fa65040e4e", "node_type": "1", "metadata": {}, "hash": "52505527057a80d6439eb8a34d868e26c6c1a6f82662767e020b903d3cfa5ec0", "class_name": "RelatedNodeInfo"}}, "text": "Berlin (, bur-LIN; German: [b\u025b\u0281\u02c8li\u02d0n] ) is the capital and largest city of Germany, both by area and by population. Its more than 3.85 million inhabitants make it the European Union's most populous city, as measured by population within city limits. Simultaneously, the city is one of the States of Germany and is the third smallest state in the country in terms of area. Berlin is surrounded by the state of Brandenburg, and Brandenburg's capital Potsdam is nearby. The urban area of Berlin has a population of 4.5 million and is therefore the most populous urban area in Germany. The Berlin-Brandenburg capital region has around 6.2 million inhabitants and is Germany's second-largest metropolitan region after the Rhine-Ruhr region, and the fifth-biggest metropolitan region by GDP in the European Union.Berlin was built along the banks of the Spree river, which flows into the Havel in the western borough of Spandau. The city incorporates lakes in the western and southeastern boroughs, the largest of which is M\u00fcggelsee. About one-third of the city's area is composed of forests, parks and gardens, rivers, canals, and lakes.First documented in the 13th century and at the crossing of two important historic trade routes, Berlin was designated the capital of the Margraviate of Brandenburg (1417\u20131701), Kingdom of Prussia (1701\u20131918), German Empire (1871\u20131918), Weimar Republic (1919\u20131933), and Nazi Germany (1933\u20131945). Berlin has served as a scientific, artistic, and philosophical hub during the Age of Enlightenment, Neoclassicism, and the German revolutions of 1848\u20131849. During the Gr\u00fcnderzeit, an industrialization-induced economic boom triggered a rapid population increase in Berlin. 1920s Berlin was the third-largest city in the world by population.After World War II and following Berlin's occupation, the city was split into West Berlin and East Berlin, divided by the Berlin Wall. East Berlin was declared the capital of East Germany, while Bonn became the West German capital. Following German reunification in 1990, Berlin once again became the capital of all of Germany.\r\nThe economy of Berlin is based on high tech and the service sector, encompassing a diverse range of creative industries, startup companies, research facilities, and media corporations. Berlin serves as a continental hub for air and rail traffic and has a complex public transportation network. Tourism in Berlin make the city a popular global destination. Significant industries include information technology, the healthcare industry, biomedical engineering, biotechnology, the automotive industry, and electronics.\r\nBerlin is home to several universities such as the Humboldt University of Berlin, the Technical University of Berlin, the Berlin University of the Arts and the Free University of Berlin. The Berlin Zoological Garden is the most visited zoo in Europe. Babelsberg Studio is the world's first large-scale movie studio complex and the list of films set in Berlin is long.Berlin is also home to three World Heritage Sites. Museum Island, the Palaces and Parks of Potsdam and Berlin, and the Berlin Modernism Housing Estates. Other landmarks include the Brandenburg Gate, the Reichstag building, Potsdamer Platz, the Memorial to the Murdered Jews of Europe, and the Berlin Wall Memorial. Berlin has numerous museums, galleries, and libraries.\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Etymology ===\r\nBerlin lies in northeastern Germany. Most of the cities and villages in northeastern Germany bear Slavic languages-derived names. Typical Germanization for place name suffixes of Slavic origin are -ow, -itz, -vitz, -witz, -itzsch and -in, prefixes are Windisch and Wendisch. The name Berlin has its roots in the language of the West Slavs, and may be related to the Old Polabian stem berl-/birl- (\"swamp\").Of Berlin's twelve boroughs, five bear a Slavic-derived name: Pankow, Steglitz-Zehlendorf, Marzahn-Hellersdorf, Treptow-K\u00f6penick, and Spandau. Of Berlin's ninety-six neighborhoods, twenty-two bear a Slavic-derived name: Altglienicke, Alt-Treptow, Britz, Buch, Buckow, Gatow, Karow, Kladow, K\u00f6penick, Lankwitz, L\u00fcbars, Malchow, Marzahn, Pankow, Prenzlauer Berg, Rudow, Schm\u00f6ckwitz, Spandau, Stadtrandsiedlung Malchow, Steglitz, Tegel and Zehlendorf.", "start_char_idx": 0, "end_char_idx": 4247, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "50b5215e-a3c9-4fbf-8c45-98fa65040e4e": {"__data__": {"id_": "50b5215e-a3c9-4fbf-8c45-98fa65040e4e", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "4ae62c9d-2ca0-4ce4-b93c-bab722cff2d1", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "061b2ef2a989061da543534ee0958590cfbf5cd367caf314de2b08e828929e96", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "344249ed-a1ba-4216-a551-2612c983f3f1", "node_type": "1", "metadata": {}, "hash": "3ea7c8be99b0bf6d9f91d7f772edaebc34da546b3a45e8fb45e29fb66b8fab7b", "class_name": "RelatedNodeInfo"}}, "text": "The name Berlin has its roots in the language of the West Slavs, and may be related to the Old Polabian stem berl-/birl- (\"swamp\").Of Berlin's twelve boroughs, five bear a Slavic-derived name: Pankow, Steglitz-Zehlendorf, Marzahn-Hellersdorf, Treptow-K\u00f6penick, and Spandau. Of Berlin's ninety-six neighborhoods, twenty-two bear a Slavic-derived name: Altglienicke, Alt-Treptow, Britz, Buch, Buckow, Gatow, Karow, Kladow, K\u00f6penick, Lankwitz, L\u00fcbars, Malchow, Marzahn, Pankow, Prenzlauer Berg, Rudow, Schm\u00f6ckwitz, Spandau, Stadtrandsiedlung Malchow, Steglitz, Tegel and Zehlendorf.\r\n\r\n\r\n=== Prehistory of Berlin ===\r\nThe earliest human settlements in the area of modern Berlin are dated around 60,000 BC. A deer mask, dated to 9,000 BC, is attributed to the Maglemosian culture. In 2,000 BC dense human settlements along the Spree and Havel rivers gave rise to the Lusatian culture. Starting around 500 BC Germanic tribes settled in a number of villages in the higher situated areas of today's Berlin. After the Semnones left around 200 AD, the Burgundians followed. In the 7th century Slavic tribes, the later known Hevelli and Sprevane, reached the region. \r\n\r\n\r\n=== 12th century to 16th century ===\r\nIn the 12th century the region came under German rule as part of the Margraviate of Brandenburg, founded by Albert the Bear in 1157. Early evidence of middle age settlements in the area of today's Berlin are remnants of a house foundation dated 1270 to 1290, found in excavations in Berlin Mitte. The first written records of towns in the area of present-day Berlin date from the late 12th century. Spandau is first mentioned in 1197 and K\u00f6penick in 1209. 1237 is considered the founding date of the city. The two towns over time formed close economic and social ties, and profited from the staple right on the two important trade routes, one was known as Via Imperii, and the other trade route reached from Bruges to Novgorod. In 1307 the two towns formed an alliance with a common external policy, their internal administrations still being separated.Members of the Hohenzollern family ruled in Berlin until 1918, first as electors of Brandenburg, then as kings of Prussia, and eventually as German emperors. In 1443, Frederick II Irontooth started the construction of a new royal palace in the twin city Berlin-C\u00f6lln. The protests of the town citizens against the building culminated in 1448, in the \"Berlin Indignation\" (\"Berliner Unwille\"). Officially, the Berlin-C\u00f6lln palace became permanent residence of the Brandenburg electors of the Hohenzollerns from 1486, when John Cicero came to power. Berlin-C\u00f6lln, however, had to give up its status as a free Hanseatic League city. In 1539, the electors and the city officially became Lutheran.\r\n\r\n\r\n=== 17th to 19th centuries ===\r\nThe Thirty Years' War between 1618 and 1648 devastated Berlin. One third of its houses were damaged or destroyed, and the city lost half of its population. Frederick William, known as the \"Great Elector\", who had succeeded his father George William as ruler in 1640, initiated a policy of promoting immigration and religious tolerance. With the Edict of Potsdam in 1685, Frederick William offered asylum to the French Huguenots.By 1700, approximately 30 percent of Berlin's residents were French, because of the Huguenot immigration. Many other immigrants came from Bohemia, Poland, and Salzburg.\r\nSince 1618, the Margraviate of Brandenburg had been in personal union with the Duchy of Prussia. In 1701, the dual state formed the Kingdom of Prussia, as Frederick III, Elector of Brandenburg, crowned himself as king Frederick I in Prussia. Berlin became the capital of the new Kingdom, replacing K\u00f6nigsberg. This was a successful attempt to centralise the capital in the very far-flung state, and it was the first time the city began to grow.", "start_char_idx": 3668, "end_char_idx": 7494, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "344249ed-a1ba-4216-a551-2612c983f3f1": {"__data__": {"id_": "344249ed-a1ba-4216-a551-2612c983f3f1", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "50b5215e-a3c9-4fbf-8c45-98fa65040e4e", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "a74ceadefa1526e12d127abbdb71b5c7646fe2d18fb78b1df368a13fc90c31a6", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "fe27a37e-45ec-4e1e-964a-1b7b6ae700c3", "node_type": "1", "metadata": {}, "hash": "cd0a13ad17baa5a9f13e8c37760dc7dfe6da52909109d961e1d7627935d5032d", "class_name": "RelatedNodeInfo"}}, "text": "With the Edict of Potsdam in 1685, Frederick William offered asylum to the French Huguenots.By 1700, approximately 30 percent of Berlin's residents were French, because of the Huguenot immigration. Many other immigrants came from Bohemia, Poland, and Salzburg.\r\nSince 1618, the Margraviate of Brandenburg had been in personal union with the Duchy of Prussia. In 1701, the dual state formed the Kingdom of Prussia, as Frederick III, Elector of Brandenburg, crowned himself as king Frederick I in Prussia. Berlin became the capital of the new Kingdom, replacing K\u00f6nigsberg. This was a successful attempt to centralise the capital in the very far-flung state, and it was the first time the city began to grow. In 1709, Berlin merged with the four cities of C\u00f6lln, Friedrichswerder, Friedrichstadt and Dorotheenstadt under the name Berlin, \"Haupt- und Residenzstadt Berlin\".In 1740, Frederick II, known as Frederick the Great (1740\u20131786), came to power. Under the rule of Frederick II, Berlin became a center of the Enlightenment, but also, was briefly occupied during the Seven Years' War by the Russian army. Following France's victory in the War of the Fourth Coalition, Napoleon Bonaparte marched into Berlin in 1806, but granted self-government to the city. In 1815, the city became part of the new Province of Brandenburg.The Industrial Revolution transformed Berlin during the 19th century; the city's economy and population expanded dramatically, and it became the main railway hub and economic center of Germany. Additional suburbs soon developed and increased the area and population of Berlin. In 1861, neighboring suburbs including Wedding, Moabit and several others were incorporated into Berlin. In 1871, Berlin became capital of the newly founded German Empire. In 1881, it became a city district separate from Brandenburg.\r\n\r\n\r\n=== 20th to 21st centuries ===\r\n\r\nIn the early 20th century, Berlin had become a fertile ground for the German Expressionist movement. In fields such as architecture, painting and cinema new forms of artistic styles were invented. At the end of the First World War in 1918, a republic was proclaimed by Philipp Scheidemann at the Reichstag building. In 1920, the Greater Berlin Act incorporated dozens of suburban cities, villages, and estates around Berlin into an expanded city. The act increased the area of Berlin from 66 to 883 km2 (25 to 341 sq mi). The population almost doubled, and Berlin had a population of around four million. During the Weimar era, Berlin underwent political unrest due to economic uncertainties but also became a renowned center of the Roaring Twenties. The metropolis experienced its heyday as a major world capital and was known for its leadership roles in science, technology, arts, the humanities, city planning, film, higher education, government, and industries. Albert Einstein rose to public prominence during his years in Berlin, being awarded the Nobel Prize for Physics in 1921.In 1933, Adolf Hitler and the Nazi Party came to power. Hitler was inspired by the architecture he had experienced in Vienna, and he wished for a German Empire with a capital city that had a monumental ensemble. The National Socialist regime embarked on monumental construction projects in Berlin as a way to express their power and authority through architecture. Adolf Hitler and Albert Speer developed architectural concepts for the conversion of the city into World Capital Germania; these were never implemented.NSDAP rule diminished Berlin's Jewish community from 160,000 (one-third of all Jews in the country) to about 80,000 due to emigration between 1933 and 1939. After Kristallnacht in 1938, thousands of the city's Jews were imprisoned in the nearby Sachsenhausen concentration camp. Starting in early 1943, many were deported to ghettos like \u0141\u00f3d\u017a, and to concentration and extermination camps such as Auschwitz.Berlin hosted the 1936 Summer Olympics for which the Olympic stadium was built.\r\nDuring World War II, Berlin was the location of multiple Nazi prisons, forced labour camps, 17 subcamps of the Sachsenhausen concentration camp for men and women, including teenagers, of various nationalities, including Polish, Jewish, French, Belgian, Czechoslovak, Russian, Ukrainian, Romani, Dutch, Greek, Norwegian, Spanish, Luxembourgish, German, Austrian, Italian, Yugoslavian, Bulgarian, Hungarian, a camp for Sinti and Romani people (see Romani Holocaust), and the Stalag III-D prisoner-of-war camp for Allied POWs of various nationalities.", "start_char_idx": 6788, "end_char_idx": 11301, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "fe27a37e-45ec-4e1e-964a-1b7b6ae700c3": {"__data__": {"id_": "fe27a37e-45ec-4e1e-964a-1b7b6ae700c3", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "344249ed-a1ba-4216-a551-2612c983f3f1", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "d5bb8f47aeaba218ee49440efca10585d147678dc70c2b5a5b3f63a20d25fd51", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "0aed6edf-5be7-4880-a58d-ce1502969472", "node_type": "1", "metadata": {}, "hash": "f9aa260fd92dfc1138fa4fcfb71bfe1a774034179786f8ac145eb0e2223f34fc", "class_name": "RelatedNodeInfo"}}, "text": "After Kristallnacht in 1938, thousands of the city's Jews were imprisoned in the nearby Sachsenhausen concentration camp. Starting in early 1943, many were deported to ghettos like \u0141\u00f3d\u017a, and to concentration and extermination camps such as Auschwitz.Berlin hosted the 1936 Summer Olympics for which the Olympic stadium was built.\r\nDuring World War II, Berlin was the location of multiple Nazi prisons, forced labour camps, 17 subcamps of the Sachsenhausen concentration camp for men and women, including teenagers, of various nationalities, including Polish, Jewish, French, Belgian, Czechoslovak, Russian, Ukrainian, Romani, Dutch, Greek, Norwegian, Spanish, Luxembourgish, German, Austrian, Italian, Yugoslavian, Bulgarian, Hungarian, a camp for Sinti and Romani people (see Romani Holocaust), and the Stalag III-D prisoner-of-war camp for Allied POWs of various nationalities.\r\nDuring World War II, large parts of Berlin were destroyed during 1943\u201345 Allied air raids and the 1945 Battle of Berlin. The Allies dropped 67,607 tons of bombs on the city, destroying 6,427 acres of the built-up area. Around 125,000 civilians were killed. After the end of World War II in Europe in May 1945, Berlin received large numbers of refugees from the Eastern provinces. The victorious powers divided the city into four sectors, analogous to Allied-occupied Germany the sectors of the Allies of World War II (the United States, the United Kingdom, and France) formed West Berlin, while the Soviet Union formed East Berlin.\r\nAll four Allies of World War II shared administrative responsibilities for Berlin. However, in 1948, when the Western Allies extended the currency reform in the Western zones of Germany to the three western sectors of Berlin, the Soviet Union imposed the Berlin Blockade on the access routes to and from West Berlin, which lay entirely inside Soviet-controlled territory. The Berlin airlift, conducted by the three western Allies, overcame this blockade by supplying food and other supplies to the city from June 1948 to May 1949. In 1949, the Federal Republic of Germany was founded in West Germany and eventually included all of the American, British and French zones, excluding those three countries' zones in Berlin, while the Marxist\u2013Leninist German Democratic Republic was proclaimed in East Germany. West Berlin officially remained an occupied city, but it politically was aligned with the Federal Republic of Germany despite West Berlin's geographic isolation. Airline service to West Berlin was granted only to American, British and French airlines.\r\n\r\nThe founding of the two German states increased Cold War tensions. West Berlin was surrounded by East German territory, and East Germany proclaimed the Eastern part as its capital, a move the western powers did not recognize. East Berlin included most of the city's historic center. The West German government established itself in Bonn. In 1961, East Germany began to build the Berlin Wall around West Berlin, and events escalated to a tank standoff at Checkpoint Charlie. West Berlin was now de facto a part of West Germany with a unique legal status, while East Berlin was de facto a part of East Germany. John F. Kennedy gave his \"Ich bin ein Berliner\" speech on 26 June 1963, in front of the Sch\u00f6neberg city hall, located in the city's western part, underlining the US support for West Berlin. Berlin was completely divided. Although it was possible for Westerners to pass to the other side through strictly controlled checkpoints, for most Easterners, travel to West Berlin or West Germany was prohibited by the government of East Germany. In 1971, a Four-Power agreement guaranteed access to and from West Berlin by car or train through East Germany.In 1989, with the end of the Cold War and pressure from the East German population, the Berlin Wall fell on 9 November and was subsequently mostly demolished. Today, the East Side Gallery preserves a large portion of the wall. On 3 October 1990, the two parts of Germany were reunified as the Federal Republic of Germany, and Berlin again became a reunified city. After the fall of the Berlin Wall, the city experienced significant urban development and still impacts urban planning decisions.\r\n Walter Momper, the mayor of West Berlin, became the first mayor of the reunified city in the interim. City-wide elections in December 1990 resulted in the first \"all Berlin\" mayor being elected to take office in January 1991, with the separate offices of mayors in East and West Berlin expiring by that time, and Eberhard Diepgen (a former mayor of West Berlin) became the first elected mayor of a reunited Berlin.", "start_char_idx": 10422, "end_char_idx": 15065, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "0aed6edf-5be7-4880-a58d-ce1502969472": {"__data__": {"id_": "0aed6edf-5be7-4880-a58d-ce1502969472", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "fe27a37e-45ec-4e1e-964a-1b7b6ae700c3", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ac04d296cd416e12470fd1ed28ab8f10d41ec211eab17647d04d51269d9f23ea", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "1049656c-dc09-48ab-ad97-18380153bf99", "node_type": "1", "metadata": {}, "hash": "b730b579b5a5cf6a5759c39ad704c958265e403d6250061b12e43c2b565ad1fe", "class_name": "RelatedNodeInfo"}}, "text": "Today, the East Side Gallery preserves a large portion of the wall. On 3 October 1990, the two parts of Germany were reunified as the Federal Republic of Germany, and Berlin again became a reunified city. After the fall of the Berlin Wall, the city experienced significant urban development and still impacts urban planning decisions.\r\n Walter Momper, the mayor of West Berlin, became the first mayor of the reunified city in the interim. City-wide elections in December 1990 resulted in the first \"all Berlin\" mayor being elected to take office in January 1991, with the separate offices of mayors in East and West Berlin expiring by that time, and Eberhard Diepgen (a former mayor of West Berlin) became the first elected mayor of a reunited Berlin. On 18 June 1994, soldiers from the United States, France and Britain marched in a parade which was part of the ceremonies to mark the withdrawal of allied occupation troops allowing a reunified Berlin (the last Russian troops departed on 31 August, while the final departure of Western Allies forces was on 8 September 1994). On 20 June 1991, the Bundestag (German Parliament) voted to move the seat of the German capital from Bonn to Berlin, which was completed in 1999, during the chancellorship of Gerhard Schr\u00f6der.\r\n\r\nBerlin's 2001 administrative reform merged several boroughs, reducing their number from 23 to 12.In 2006, the FIFA World Cup Final was held in Berlin.Construction of the \"Berlin Wall Trail\" (Berliner Mauerweg) began in 2002 and was completed in 2006.\r\nIn a 2016 terrorist attack linked to ISIL, a truck was deliberately driven into a Christmas market next to the Kaiser Wilhelm Memorial Church, leaving 13 people dead and 55 others injured.In 2018, more than 200,000 protestors took to the streets in Berlin with demonstrations of solidarity against racism, in response to the emergence of far-right politics in Germany.Berlin Brandenburg Airport (BER) opened in 2020, nine years later than planned, with Terminal 1 coming into service at the end of October, and flights to and from Tegel Airport ending in November. Due to the fall in passenger numbers resulting from the COVID-19 pandemic, plans were announced to temporarily close BER's Terminal 5, the former Sch\u00f6nefeld Airport, beginning in March 2021 for up to one year. The connecting link of U-Bahn line U5 from Alexanderplatz to Hauptbahnhof, along with the new stations Rotes Rathaus and Unter den Linden, opened on 4 December 2020, with the Museumsinsel U-Bahn station expected to open around March 2021, which would complete all new works on the U5.A partial opening by the end of 2020 of the Humboldt Forum museum, housed in the reconstructed Berlin Palace, which had been announced in June, was postponed until March 2021. On 16 September 2022, the opening of the eastern wing, the last section of the Humboldt Forum museum, meant the Humboldt Forum museum was finally completed. It became Germany's currently most expensive cultural project.\r\n\r\n\r\n=== Berlin-Brandenburg fusion attempt ===\r\n\r\nThe legal basis for a combined state of Berlin and Brandenburg is different from other state fusion proposals. Normally, Article 29 of the Basic Law stipulates that a state fusion requires a federal law. However, a clause added to the Basic Law in 1994, Article 118a, allows Berlin and Brandenburg to unify without federal approval, requiring a referendum and a ratification by both state parliaments.In 1996, there was an unsuccessful attempt of unifying the states of Berlin and Brandenburg. Both share a common history, dialect and culture and in 2020, there are over 225.000 residents of Brandenburg that commute to Berlin. The fusion had the near-unanimous support by a broad coalition of both state governments, political parties, media, business associations, trade unions and churches. Though Berlin voted in favor by a small margin, largely based on support in former West Berlin, Brandenburg voters disapproved of the fusion by a large margin. It failed largely due to Brandenburg voters not wanting to take on Berlin's large and growing public debt and fearing losing identity and influence to the capital.\r\n\r\n\r\n== Geography ==\r\n\r\n\r\n=== Topography ===\r\nBerlin is in northeastern Germany, in an area of low-lying marshy woodlands with a mainly flat topography, part of the vast Northern European Plain which stretches all the way from northern France to western Russia.", "start_char_idx": 14314, "end_char_idx": 18724, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "1049656c-dc09-48ab-ad97-18380153bf99": {"__data__": {"id_": "1049656c-dc09-48ab-ad97-18380153bf99", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "0aed6edf-5be7-4880-a58d-ce1502969472", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "2d1007ae2563bf62aeb0dd46f6c99bf8e40d7467755c08a4f4194f04aaa7d55d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "84b25052-2b55-4fc6-8305-9efb7f7b233a", "node_type": "1", "metadata": {}, "hash": "0aaa1c2f4c816fafa4a27c393f0c461f84a32c62a152a249b7ac9c93c8270b7e", "class_name": "RelatedNodeInfo"}}, "text": "Both share a common history, dialect and culture and in 2020, there are over 225.000 residents of Brandenburg that commute to Berlin. The fusion had the near-unanimous support by a broad coalition of both state governments, political parties, media, business associations, trade unions and churches. Though Berlin voted in favor by a small margin, largely based on support in former West Berlin, Brandenburg voters disapproved of the fusion by a large margin. It failed largely due to Brandenburg voters not wanting to take on Berlin's large and growing public debt and fearing losing identity and influence to the capital.\r\n\r\n\r\n== Geography ==\r\n\r\n\r\n=== Topography ===\r\nBerlin is in northeastern Germany, in an area of low-lying marshy woodlands with a mainly flat topography, part of the vast Northern European Plain which stretches all the way from northern France to western Russia. The Berliner Urstromtal (an ice age glacial valley), between the low Barnim Plateau to the north and the Teltow plateau to the south, was formed by meltwater flowing from ice sheets at the end of the last Weichselian glaciation. The Spree follows this valley now. In Spandau, a borough in the west of Berlin, the Spree empties into the river Havel, which flows from north to south through western Berlin. The course of the Havel is more like a chain of lakes, the largest being the Tegeler See and the Gro\u00dfer Wannsee. A series of lakes also feeds into the upper Spree, which flows through the Gro\u00dfer M\u00fcggelsee in eastern Berlin.Substantial parts of present-day Berlin extend onto the low plateaus on both sides of the Spree Valley. Large parts of the boroughs Reinickendorf and Pankow lie on the Barnim Plateau, while most of the boroughs of Charlottenburg-Wilmersdorf, Steglitz-Zehlendorf, Tempelhof-Sch\u00f6neberg, and Neuk\u00f6lln lie on the Teltow Plateau.\r\nThe borough of Spandau lies partly within the Berlin Glacial Valley and partly on the Nauen Plain, which stretches to the west of Berlin. Since 2015, the Arkenberge hills in Pankow at 122 meters (400 ft) elevation, have been the highest point in Berlin. Through the disposal of construction debris they surpassed Teufelsberg (120.1 m or 394 ft), which itself was made up of rubble from the ruins of the Second World War. The M\u00fcggelberge at 114.7 meters (376 ft) elevation is the highest natural point and the lowest is the Spektesee in Spandau, at 28.1 meters (92 ft) elevation.\r\n\r\n\r\n=== Climate ===\r\nBerlin has an oceanic climate (K\u00f6ppen: Cfb) bordering on a humid continental climate (Dfb). This type of climate features mild to very warm summer temperatures and cold, though not very severe, winters. Annual precipitation is modest.\r\nFrosts are common in winter, and there are larger temperature differences between seasons than typical for many oceanic climates. Summers are warm and sometimes humid with average high temperatures of 22\u201325 \u00b0C (72\u201377 \u00b0F) and lows of 12\u201314 \u00b0C (54\u201357 \u00b0F). Winters are cold with average high temperatures of 3 \u00b0C (37 \u00b0F) and lows of \u22122 to 0 \u00b0C (28 to 32 \u00b0F). Spring and autumn are generally chilly to mild. Berlin's built-up area creates a microclimate, with heat stored by the city's buildings and pavement. Temperatures can be 4 \u00b0C (7 \u00b0F) higher in the city than in the surrounding areas. Annual precipitation is 570 millimeters (22 in) with moderate rainfall throughout the year. Snowfall mainly occurs from December through March. The hottest month in Berlin was July 1834, with a mean temperature of 23.0 \u00b0C (73.4 \u00b0F) and the coldest was January 1709, with a mean temperature of \u221213.2 \u00b0C (8.2 \u00b0F). The wettest month on record was July 1907, with 230 millimeters (9.1 in) of rainfall, whereas the driest were October 1866, November 1902, October 1908 and September 1928, all with 1 millimeter (0.039 in) of rainfall.\r\n\r\n\r\n=== Cityscape ===\r\nBerlin's history has left the city with a polycentric metropolitan area and an eclectic mix of architecture. The city's appearance today has been predominantly shaped by German history during the 20th century.", "start_char_idx": 17839, "end_char_idx": 21867, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "84b25052-2b55-4fc6-8305-9efb7f7b233a": {"__data__": {"id_": "84b25052-2b55-4fc6-8305-9efb7f7b233a", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "1049656c-dc09-48ab-ad97-18380153bf99", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "43a761f487b171edb28963678f4a4da2b27d6adb2d0ba80296b8493652b6efb5", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e2a8242b-d5c4-41ba-a0dc-1314ad345372", "node_type": "1", "metadata": {}, "hash": "3543cc131d7efc8e38a90212e5a28a7c7483f8596ebc68d4a5ed2f66ab31b1ae", "class_name": "RelatedNodeInfo"}}, "text": "Snowfall mainly occurs from December through March. The hottest month in Berlin was July 1834, with a mean temperature of 23.0 \u00b0C (73.4 \u00b0F) and the coldest was January 1709, with a mean temperature of \u221213.2 \u00b0C (8.2 \u00b0F). The wettest month on record was July 1907, with 230 millimeters (9.1 in) of rainfall, whereas the driest were October 1866, November 1902, October 1908 and September 1928, all with 1 millimeter (0.039 in) of rainfall.\r\n\r\n\r\n=== Cityscape ===\r\nBerlin's history has left the city with a polycentric metropolitan area and an eclectic mix of architecture. The city's appearance today has been predominantly shaped by German history during the 20th century. 17 % of Berlin\u00b4s buildings are Gr\u00fcnderzeit or earlier and nearly 25 % are of the 1920\u00b4s and 1930\u00b4s, when Berlin played a part in the origin of modern architecture.Devastated by the bombing of Berlin in World War II many of the buildings that had survived in both East and West were demolished during the postwar period. After the reunification, many important heritage structures have been reconstructed, including the Forum Fridericianum along with, the Berlin State Opera, Charlottenburg Palace, Gendarmenmarkt, Alte Kommandantur, as well as the City Palace.\r\nThe list of tallest buildings in Berlin spreads across the urban area, they can be found for example at Potsdamer Platz, the City West, and Alexanderplatz.\r\nOver one-third of the city area consists of green space, woodlands, and water. Berlin's second-largest and most popular park, the Gro\u00dfer Tiergarten, is located right in the center of the city.\r\n\r\n\r\n=== Architecture ===\r\n\r\nThe Fernsehturm (TV tower) at Alexanderplatz in Mitte is among the tallest structures in the European Union at 368 m (1,207 ft). Built in 1969, it is visible throughout most of the central districts of Berlin.  The city can be viewed from its 204-meter-high (669 ft) observation floor. Starting here, the Karl-Marx-Allee heads east, an avenue lined by monumental residential buildings, designed in the Socialist Classicism style. Adjacent to this area is the Rotes Rathaus (City Hall), with its distinctive red-brick architecture. In front of it is the Neptunbrunnen, a fountain featuring a mythological group of Tritons, personifications of the four main Prussian rivers, and Neptune on top of it.\r\nThe Brandenburg Gate is an iconic landmark of Berlin and Germany; it stands as a symbol of eventful European history and of unity and peace. The Reichstag building is the traditional seat of the German Parliament. It was remodeled by British architect Norman Foster in the 1990s and features a glass dome over the session area, which allows free public access to the parliamentary proceedings and magnificent views of the city.\r\nThe East Side Gallery is an open-air exhibition of art painted directly on the last existing portions of the Berlin Wall. It is the largest remaining evidence of the city's historical division.\r\nThe Gendarmenmarkt is a neoclassical square in Berlin, the name of which derives from the headquarters of the famous Gens d'armes regiment located here in the 18th century. Two similarly designed cathedrals border it, the Franz\u00f6sischer Dom with its observation platform and the Deutscher Dom. The Konzerthaus (Concert Hall), home of the Berlin Symphony Orchestra, stands between the two cathedrals.\r\n\r\nThe Museum Island in the River Spree houses five museums built from 1830 to 1930 and is a UNESCO World Heritage site. Restoration and construction of a main entrance to all museums, as well as reconstruction of the Stadtschloss continues. Also on the island and next to the Lustgarten and palace is Berlin Cathedral, emperor William II's ambitious attempt to create a Protestant counterpart to St. Peter's Basilica in Rome. A large crypt houses the remains of some of the earlier Prussian royal family. St. Hedwig's Cathedral is Berlin's Roman Catholic cathedral.\r\n\r\nUnter den Linden is a tree-lined east\u2013west avenue from the Brandenburg Gate to the site of the former Berliner Stadtschloss, and was once Berlin's premier promenade. Many Classical buildings line the street, and part of Humboldt University is there. Friedrichstra\u00dfe was Berlin's legendary street during the Golden Twenties. It combines 20th-century traditions with the modern architecture of today's Berlin.\r\nPotsdamer Platz is an entire quarter built from scratch after the Wall came down.", "start_char_idx": 21196, "end_char_idx": 25592, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e2a8242b-d5c4-41ba-a0dc-1314ad345372": {"__data__": {"id_": "e2a8242b-d5c4-41ba-a0dc-1314ad345372", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "84b25052-2b55-4fc6-8305-9efb7f7b233a", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "4079c24370b073ad8893b9412642f817f925a0137f066d524f99b479a5d72253", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "ba2bb9bd-ca2d-49cb-b275-b927203e6bca", "node_type": "1", "metadata": {}, "hash": "06a372af6c80e7c23e4e5a5ac57d530631ba449a69804a63218c86b1379143ca", "class_name": "RelatedNodeInfo"}}, "text": "Also on the island and next to the Lustgarten and palace is Berlin Cathedral, emperor William II's ambitious attempt to create a Protestant counterpart to St. Peter's Basilica in Rome. A large crypt houses the remains of some of the earlier Prussian royal family. St. Hedwig's Cathedral is Berlin's Roman Catholic cathedral.\r\n\r\nUnter den Linden is a tree-lined east\u2013west avenue from the Brandenburg Gate to the site of the former Berliner Stadtschloss, and was once Berlin's premier promenade. Many Classical buildings line the street, and part of Humboldt University is there. Friedrichstra\u00dfe was Berlin's legendary street during the Golden Twenties. It combines 20th-century traditions with the modern architecture of today's Berlin.\r\nPotsdamer Platz is an entire quarter built from scratch after the Wall came down. To the west of Potsdamer Platz is the Kulturforum, which houses the Gem\u00e4ldegalerie, and is flanked by the Neue Nationalgalerie and the Berliner Philharmonie. The Memorial to the Murdered Jews of Europe, a Holocaust memorial, is to the north.The area around Hackescher Markt is home to fashionable culture, with countless clothing outlets, clubs, bars, and galleries. This includes the Hackesche H\u00f6fe, a conglomeration of buildings around several courtyards, reconstructed around 1996. The nearby New Synagogue is the center of Jewish culture.\r\nThe Stra\u00dfe des 17. Juni, connecting the Brandenburg Gate and Ernst-Reuter-Platz, serves as the central east\u2013west axis. Its name commemorates the uprisings in East Berlin of 17 June 1953. Approximately halfway from the Brandenburg Gate is the Gro\u00dfer Stern, a circular traffic island on which the Siegess\u00e4ule (Victory Column) is situated. This monument, built to commemorate Prussia's victories, was relocated in 1938\u201339 from its previous position in front of the Reichstag.\r\nThe Kurf\u00fcrstendamm is home to some of Berlin's luxurious stores with the Kaiser Wilhelm Memorial Church at its eastern end on Breitscheidplatz. The church was destroyed in the Second World War and left in ruins. Nearby on Tauentzienstra\u00dfe is KaDeWe, claimed to be continental Europe's largest department store. The Rathaus Sch\u00f6neberg, where John F. Kennedy made his famous \"Ich bin ein Berliner!\" speech, is in Tempelhof-Sch\u00f6neberg.\r\nWest of the center, Bellevue Palace is the residence of the German President. Charlottenburg Palace, which was burnt out in the Second World War, is the largest historical palace in Berlin.\r\nThe Funkturm Berlin is a 150-meter-tall (490 ft) lattice radio tower in the fairground area, built between 1924 and 1926. It is the only observation tower which stands on insulators and has a restaurant 55 m (180 ft) and an observation deck 126 m (413 ft) above ground, which is reachable by a windowed elevator.\r\nThe Oberbaumbr\u00fccke over the Spree river is Berlin's most iconic bridge, connecting the now-combined boroughs of Friedrichshain and Kreuzberg. It carries vehicles, pedestrians, and the U1 Berlin U-Bahn line. The bridge was completed in a brick gothic style in 1896, replacing the former wooden bridge with an upper deck for the U-Bahn. The center portion was demolished in 1945 to stop the Red Army from crossing. After the war, the repaired bridge served as a checkpoint and border crossing between the Soviet and American sectors, and later between East and West Berlin. In the mid-1950s, it was closed to vehicles, and after the construction of the Berlin Wall in 1961, pedestrian traffic was heavily restricted. Following German reunification, the center portion was reconstructed with a steel frame, and U-Bahn service resumed in 1995.\r\n\r\n\r\n== Demographics ==\r\n\r\nAt the end of 2018, the city-state of Berlin had 3.75 million registered inhabitants in an area of 891.1 km2 (344.1 sq mi). The city's population density was 4,206 inhabitants per km2. Berlin is the most populous city proper in the European Union. In 2019, the urban area of Berlin had about 4.5 million inhabitants. As of 2019, the functional urban area was home to about 5.2 million people. The entire Berlin-Brandenburg capital region has a population of more than 6 million in an area of 30,546 km2 (11,794 sq mi).", "start_char_idx": 24774, "end_char_idx": 28935, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "ba2bb9bd-ca2d-49cb-b275-b927203e6bca": {"__data__": {"id_": "ba2bb9bd-ca2d-49cb-b275-b927203e6bca", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "e2a8242b-d5c4-41ba-a0dc-1314ad345372", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e2c756b13f1407c7b4fc576e9ab46057f769bf7ec9b17f10805bf7febd643f90", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "78c87822-f73d-49b8-8aa6-407e43bb8585", "node_type": "1", "metadata": {}, "hash": "b9ffef290c6529e1b19f22698cc3939b42a3906c39f1ccb6acae7ec194043117", "class_name": "RelatedNodeInfo"}}, "text": "Following German reunification, the center portion was reconstructed with a steel frame, and U-Bahn service resumed in 1995.\r\n\r\n\r\n== Demographics ==\r\n\r\nAt the end of 2018, the city-state of Berlin had 3.75 million registered inhabitants in an area of 891.1 km2 (344.1 sq mi). The city's population density was 4,206 inhabitants per km2. Berlin is the most populous city proper in the European Union. In 2019, the urban area of Berlin had about 4.5 million inhabitants. As of 2019, the functional urban area was home to about 5.2 million people. The entire Berlin-Brandenburg capital region has a population of more than 6 million in an area of 30,546 km2 (11,794 sq mi).\r\nIn 2014, the city-state Berlin had 37,368 live births (+6.6%), a record number since 1991. The number of deaths was 32,314. Almost 2.0 million households were counted in the city. 54 percent of them were single-person households. More than 337,000 families with children under the age of 18 lived in Berlin. In 2014, the German capital registered a migration surplus of approximately 40,000 people.\r\n\r\n\r\n=== Nationalities ===\r\nNational and international migration into the city has a long history. In 1685, after the revocation of the Edict of Nantes in France, the city responded with the Edict of Potsdam, which guaranteed religious freedom and tax-free status to French Huguenot refugees for ten years. The Greater Berlin Act in 1920 incorporated many suburbs and surrounding cities of Berlin. It formed most of the territory that comprises modern Berlin and increased the population from 1.9 million to 4 million.\r\nActive immigration and asylum politics in West Berlin triggered waves of immigration in the 1960s and 1970s. Berlin is home to at least 180,000 Turkish and Turkish German residents, making it the largest Turkish community outside of Turkey. In the 1990s the Aussiedlergesetze enabled immigration to Germany of some residents from the former Soviet Union. Today ethnic Germans from countries of the former Soviet Union make up the largest portion of the Russian-speaking community. The last decade experienced an influx from various Western countries and some African regions. A portion of the African immigrants have settled in the Afrikanisches Viertel. Young Germans, EU-Europeans and Israelis have also settled in the city.In December 2019 there were 777,345 registered residents of foreign nationality and another 542,975 German citizens with a \"migration background\" (Migrationshintergrund, MH), meaning they or one of their parents immigrated to Germany after 1955. Foreign residents of Berlin originate from about 190 countries. 48 percent of the residents under the age of 15 have a migration background in 2017. Berlin in 2009 was estimated to have 100,000 to 250,000 unregistered inhabitants. Boroughs of Berlin with a significant number of migrants or foreign born population are Mitte, Neuk\u00f6lln and Friedrichshain-Kreuzberg. The number of Arabic speakers in Berlin could be higher than 150,000. There are at least 40,000 Berliners with Syrian citizenship, third only behind Turkish and Polish citizens. The 2015 refugee crisis made Berlin Europe's capital of Arab culture. Berlin is among the cities in Germany that have received the biggest amount of refugees after the 2022 Russian invasion of Ukraine. As of November 2022, an estimated 85,000 Ukrainian refugees were registered in Berlin, making Berlin the most popular destination of Ukrainian refugees in Germany.Berlin has a vibrant expatriate community involving precarious immigrants, illegal immigrants, seasonal workers, and refugees. Therefore, Berlin sustains a broad variety of English-based speakers. Speaking a particular type of English does attract prestige and cultural capital in Berlin.\r\n\r\n\r\n=== Languages ===\r\n\r\nGerman is the official and predominant spoken language in Berlin. It is a West Germanic language that derives most of its vocabulary from the Germanic branch of the Indo-European language family. German is one of 24 languages of the European Union, and one of the three working languages of the European Commission.\r\nBerlinerisch or Berlinisch is not a dialect linguistically. It is spoken in Berlin and the surrounding metropolitan area. It originates from a Brandenburgish variant. The dialect is now seen more like a sociolect, largely through increased immigration and trends among the educated population to speak standard German in everyday life.", "start_char_idx": 28265, "end_char_idx": 32703, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "78c87822-f73d-49b8-8aa6-407e43bb8585": {"__data__": {"id_": "78c87822-f73d-49b8-8aa6-407e43bb8585", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "ba2bb9bd-ca2d-49cb-b275-b927203e6bca", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "38a3442a52a82618f6547b0eb9064d5b5a0352db6330553fd39034b9d562eb6a", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "b40f6c19-db71-40fb-9974-c8480fdf1bd9", "node_type": "1", "metadata": {}, "hash": "02ceff2e4ea79a79644f8f3e2b2adaf26b814e00a225ffc4b5393ce9f3b2313f", "class_name": "RelatedNodeInfo"}}, "text": "Therefore, Berlin sustains a broad variety of English-based speakers. Speaking a particular type of English does attract prestige and cultural capital in Berlin.\r\n\r\n\r\n=== Languages ===\r\n\r\nGerman is the official and predominant spoken language in Berlin. It is a West Germanic language that derives most of its vocabulary from the Germanic branch of the Indo-European language family. German is one of 24 languages of the European Union, and one of the three working languages of the European Commission.\r\nBerlinerisch or Berlinisch is not a dialect linguistically. It is spoken in Berlin and the surrounding metropolitan area. It originates from a Brandenburgish variant. The dialect is now seen more like a sociolect, largely through increased immigration and trends among the educated population to speak standard German in everyday life.\r\nThe most commonly spoken foreign languages in Berlin are Turkish, Polish, English, Persian, Arabic, Italian, Bulgarian, Russian, Romanian, Kurdish, Serbo-Croatian, French, Spanish and Vietnamese. Turkish, Arabic, Kurdish, and Serbo-Croatian are heard more often in the western part due to the large Middle Eastern and former-Yugoslavian communities. Polish, English, Russian, and Vietnamese have more native speakers in East Berlin.\r\n\r\n\r\n=== Religion ===\r\n\r\nOn the report of the 2011 census, approximately 37 percent of the population reported being members of a legally-recognized church or religious organization. The rest either did not belong to such an organization, or there was no information available about them.The largest religious denomination recorded in 2010 was the Protestant regional church body\u2014the Evangelical Church of Berlin-Brandenburg-Silesian Upper Lusatia (EKBO)\u2014a united church. EKBO is a member of the Protestant Church in Germany (EKD) and of the Union of Protestant Churches in the EKD (UEK). According to the EKBO, their membership accounted for 18.7 percent of the local population, while the Roman Catholic Church had 9.1 percent of residents registered as its members. About 2.7% of the population identify with other Christian denominations (mostly Eastern Orthodox, but also various Protestants). According to the Berlin residents register, in 2018 14.9 percent were members of the Evangelical Church, and 8.5 percent were members of the Catholic Church. The government keeps a register of members of these churches for tax purposes, because it collects church tax on behalf of the churches. It does not keep records of members of other religious organizations which may collect their own church tax, in this way.\r\nIn 2009, approximately 249,000 Muslims were reported by the Office of Statistics to be members of mosques and Islamic religious organizations in Berlin, while in 2016, the newspaper Der Tagesspiegel estimated that about 350,000 Muslims observed Ramadan in Berlin. In 2019, about 437,000 registered residents, 11.6% of the total, reported having a migration background from one of the Member states of the Organization of Islamic Cooperation. Between 1992 and 2011 the Muslim population almost doubled.About 0.9% of Berliners belong to other religions. Of the estimated population of 30,000\u201345,000 Jewish residents, approximately 12,000 are registered members of religious organizations.Berlin is the seat of the Roman Catholic archbishop of Berlin and EKBO's elected chairperson is titled the bishop of EKBO. Furthermore, Berlin is the seat of many Orthodox cathedrals, such as the Cathedral of St. Boris the Baptist, one of the two seats of the Bulgarian Orthodox Diocese of Western and Central Europe, and the Resurrection of Christ Cathedral of the Diocese of Berlin (Patriarchate of Moscow).\r\nThe faithful of the different religions and denominations maintain many places of worship in Berlin. The Independent Evangelical Lutheran Church has eight parishes of different sizes in Berlin. There are 36 Baptist congregations (within Union of Evangelical Free Church Congregations in Germany), 29 New Apostolic Churches, 15 United Methodist churches, eight Free Evangelical Congregations, four Churches of Christ, Scientist (1st, 2nd, 3rd, and 11th), six congregations of the Church of Jesus Christ of Latter-day Saints, an Old Catholic church, and an Anglican church in Berlin. Berlin has more than 80 mosques, ten synagogues, and two Buddhist as well as two Hindu temples.\r\n\r\n\r\n== Government and politics ==\r\n\r\n\r\n=== German Federal city state ===\r\nSince the German reunification on 3 October 1990, Berlin has been one of the three city-states of Germany among the present 16 federal states of Germany. The Abgeordnetenhaus von Berlin (House of Representatives) functions as the city and state parliament, which has 141 seats.", "start_char_idx": 31863, "end_char_idx": 36582, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "b40f6c19-db71-40fb-9974-c8480fdf1bd9": {"__data__": {"id_": "b40f6c19-db71-40fb-9974-c8480fdf1bd9", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "78c87822-f73d-49b8-8aa6-407e43bb8585", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5b4cb2dacc0911b60ec92c5fbff9089c1e685d160d9cf01c6435ef9772d441c4", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "9a6cd820-4fcf-4dca-9b7f-e2570864c6d3", "node_type": "1", "metadata": {}, "hash": "395291d9785e09b9fe1834f7279e287c3e054e85d1464e38a1430ec5e8800d5e", "class_name": "RelatedNodeInfo"}}, "text": "There are 36 Baptist congregations (within Union of Evangelical Free Church Congregations in Germany), 29 New Apostolic Churches, 15 United Methodist churches, eight Free Evangelical Congregations, four Churches of Christ, Scientist (1st, 2nd, 3rd, and 11th), six congregations of the Church of Jesus Christ of Latter-day Saints, an Old Catholic church, and an Anglican church in Berlin. Berlin has more than 80 mosques, ten synagogues, and two Buddhist as well as two Hindu temples.\r\n\r\n\r\n== Government and politics ==\r\n\r\n\r\n=== German Federal city state ===\r\nSince the German reunification on 3 October 1990, Berlin has been one of the three city-states of Germany among the present 16 federal states of Germany. The Abgeordnetenhaus von Berlin (House of Representatives) functions as the city and state parliament, which has 141 seats. Berlin's executive body is the Senate of Berlin (Senat von Berlin). The Senate consists of the Governing Mayor of Berlin (Regierender B\u00fcrgermeister), and up to ten senators holding ministerial positions, two of them holding the title of \"Mayor\" (B\u00fcrgermeister) as deputy to the Governing Mayor.The total annual budget of Berlin in 2015 exceeded \u20ac24.5 ($30.0) billion including a budget surplus of \u20ac205 ($240) million. The German Federal city state of Berlin owns extensive assets, including administrative and government buildings, real estate companies, as well as stakes in the Olympic Stadium, swimming pools, housing companies, and numerous public enterprises and subsidiary companies. The federal state of Berlin runs a real estate portal to advertise commercial spaces or land suitable for redevelopment.The Social Democratic Party (SPD) and The Left (Die Linke) took control of the city government after the 2001 state election and won another term in the 2006 state election. From the 2016 state election until the 2023 state election, there was a coalition between the Social Democratic Party, the Greens and the Left Party. Since April 2023, the government has been formed by a coalition between the Christian Democrats and the Social Democrats.The Governing Mayor is simultaneously Lord Mayor of the City of Berlin (Oberb\u00fcrgermeister der Stadt) and Minister President of the State of Berlin (Ministerpr\u00e4sident des Bundeslandes). The office of the Governing Mayor is in the Rotes Rathaus (Red City Hall). Since 2023, this office has been held by Kai Wegner of the Christian Democrats. He is the first conservative mayor in Berlin in more than two decades.\r\n\r\n\r\n=== Boroughs ===\r\n\r\nBerlin is subdivided into 12 boroughs or districts (Bezirke). Each borough has several subdistricts or neighborhoods (Ortsteile), which have roots in much older municipalities that predate the formation of Greater Berlin on 1 October 1920. These subdistricts became urbanized and incorporated into the city later on. Many residents strongly identify with their neighborhoods, colloquially called Kiez. At present, Berlin consists of 96 subdistricts, which are commonly made up of several smaller residential areas or quarters.\r\nEach borough is governed by a borough council (Bezirksamt) consisting of five councilors (Bezirksstadtr\u00e4te) including the borough's mayor (Bezirksb\u00fcrgermeister). The council is elected by the borough assembly (Bezirksverordnetenversammlung). However, the individual boroughs are not independent municipalities, but subordinate to the Senate of Berlin. The borough's mayors make up the council of mayors (Rat der B\u00fcrgermeister), which is led by the city's Governing Mayor and advises the Senate. The neighborhoods have no local government bodies.\r\n\r\n\r\n=== City partnerships ===\r\n\r\nBerlin to this day maintains official partnerships with 17 cities. Town twinning between West Berlin and other cities began with its sister city Los Angeles, California, in 1967. East Berlin's partnerships were canceled at the time of German reunification.\r\n\r\n\r\n=== Capital city ===\r\nBerlin is the capital of the Federal Republic of Germany. The President of Germany, whose functions are mainly ceremonial under the German constitution, has their official residence in Bellevue Palace. Berlin is the seat of the German Chancellor (Prime Minister), housed in the Chancellery building, the Bundeskanzleramt. Facing the Chancellery is the Bundestag, the German Parliament, housed in the renovated Reichstag building since the government's relocation to Berlin in 1998. The Bundesrat (\"federal council\", performing the function of an upper house) is the representation of the 16 constituent states (L\u00e4nder) of Germany and has its seat at the former Prussian House of Lords.", "start_char_idx": 35746, "end_char_idx": 40351, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "9a6cd820-4fcf-4dca-9b7f-e2570864c6d3": {"__data__": {"id_": "9a6cd820-4fcf-4dca-9b7f-e2570864c6d3", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "b40f6c19-db71-40fb-9974-c8480fdf1bd9", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f310d470140088537a39990dade565dc8bdb7737ef8e610ae0f68c2e5e85609e", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "af4352e9-4f21-465a-8311-1b47aa53c6a7", "node_type": "1", "metadata": {}, "hash": "2618cb5bcd761a472dab563d8c49c38d4ccbd9796c527cf8543f73f77a03691e", "class_name": "RelatedNodeInfo"}}, "text": "Town twinning between West Berlin and other cities began with its sister city Los Angeles, California, in 1967. East Berlin's partnerships were canceled at the time of German reunification.\r\n\r\n\r\n=== Capital city ===\r\nBerlin is the capital of the Federal Republic of Germany. The President of Germany, whose functions are mainly ceremonial under the German constitution, has their official residence in Bellevue Palace. Berlin is the seat of the German Chancellor (Prime Minister), housed in the Chancellery building, the Bundeskanzleramt. Facing the Chancellery is the Bundestag, the German Parliament, housed in the renovated Reichstag building since the government's relocation to Berlin in 1998. The Bundesrat (\"federal council\", performing the function of an upper house) is the representation of the 16 constituent states (L\u00e4nder) of Germany and has its seat at the former Prussian House of Lords. The total annual federal budget managed by the German government exceeded \u20ac310 ($375) billion in 2013.\r\n\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\nThe relocation of the federal government and Bundestag to Berlin was mostly completed in 1999. However, some ministries, as well as some minor departments, stayed in the federal city Bonn, the former capital of West Germany. Discussions about moving the remaining ministries and departments to Berlin continue.The Federal Foreign Office and the ministries and departments of Defense, Justice and Consumer Protection, Finance, Interior, Economic Affairs and Energy, Labor and Social Affairs, Family Affairs, Senior Citizens, Women and Youth, Environment, Nature Conservation and Nuclear Safety, Food and Agriculture, Economic Cooperation and Development, Health, Transport and Digital Infrastructure and Education and Research are based in the capital.\r\n\r\n\r\n=== Embassies ===\r\nBerlin hosts in total 158 foreign embassies as well as the headquarters of many think tanks, trade unions, nonprofit organizations, lobbying groups, and professional associations. Frequent official visits and diplomatic consultations among governmental representatives and national leaders are common in contemporary Berlin.\r\n\r\n\r\n== Economy ==\r\n\r\nIn 2018, the GDP of Berlin totaled \u20ac147 billion, an increase of 3.1% over the previous year. Berlin's economy is dominated by the service sector, with around 84% of all companies doing business in services. In 2015, the total labor force in Berlin was 1.85 million. The unemployment rate reached a 24-year low in November 2015 and stood at 10.0%. From 2012 to 2015 Berlin, as a German state, had the highest annual employment growth rate. Around 130,000 jobs were added in this period.Important economic sectors in Berlin include life sciences, transportation, information and communication technologies, media and music, advertising and design, biotechnology, environmental services, construction, e-commerce, retail, hotel business, and medical engineering.Research and development have economic significance for the city. Several major corporations like Volkswagen, Pfizer, and SAP operate innovation laboratories in the city.\r\nThe Science and Business Park in Adlershof is the largest technology park in Germany measured by revenue. Within the Eurozone, Berlin has become a center for business relocation and international investments.\r\n\r\n\r\n=== Companies ===\r\nMany German and international companies have business or service centers in the city. For several years Berlin has been recognized as a major center of business founders. In 2015, Berlin generated the most venture capital for young startup companies in Europe.Among the 10 largest employers in Berlin are the City-State of Berlin, Deutsche Bahn, largest railway company in the world, the hospital providers Charit\u00e9 and Vivantes, the Federal Government of Germany, the local public transport provider BVG, Siemens and Deutsche Telekom.Siemens, a Global 500 and DAX-listed company is partly headquartered in Berlin. Other DAX-listed companies headquartered in Berlin are the property company Deutsche Wohnen and the online food delivery service Delivery Hero. The national railway operator Deutsche Bahn, Europe's largest digital publisher Axel Springer as well as the MDAX-listed firms Zalando and HelloFresh and also have their main headquarters in the city. Among the largest international corporations who have their German or European headquarters in Berlin are Bombardier Transportation, Securing Energy for Europe, Coca-Cola, Pfizer, Sony and TotalEnergies.\r\nAs of 2023, Sparkassen-Finanzgruppe, a network of public banks that together form the largest financial services group in Germany and in all of Europe, is headquartered in Berlin. The Bundesverband der Deutschen Volksbanken und Raiffeisenbanken has it\u00b4s headquarters in Berlin, managing around 1.200 trillion euros. The three largest banks in the capital are Deutsche Kreditbank, Landesbank Berlin and Berlin Hyp.Mercedes-Benz Group manufactures cars, and BMW builds motorcycles in Berlin.", "start_char_idx": 39449, "end_char_idx": 44484, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "af4352e9-4f21-465a-8311-1b47aa53c6a7": {"__data__": {"id_": "af4352e9-4f21-465a-8311-1b47aa53c6a7", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "9a6cd820-4fcf-4dca-9b7f-e2570864c6d3", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ef4af9d2ae1ba32d75259ef48b953d5bd7d300a3e7f29732edb48f904bdcfeb2", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "7a1ef920-d5c9-4b0e-8efd-bb0155dbc533", "node_type": "1", "metadata": {}, "hash": "3ad6f5cdb1b57a268a68680246c45766123bc4169f8cb80f601096f7a0d1478a", "class_name": "RelatedNodeInfo"}}, "text": "The national railway operator Deutsche Bahn, Europe's largest digital publisher Axel Springer as well as the MDAX-listed firms Zalando and HelloFresh and also have their main headquarters in the city. Among the largest international corporations who have their German or European headquarters in Berlin are Bombardier Transportation, Securing Energy for Europe, Coca-Cola, Pfizer, Sony and TotalEnergies.\r\nAs of 2023, Sparkassen-Finanzgruppe, a network of public banks that together form the largest financial services group in Germany and in all of Europe, is headquartered in Berlin. The Bundesverband der Deutschen Volksbanken und Raiffeisenbanken has it\u00b4s headquarters in Berlin, managing around 1.200 trillion euros. The three largest banks in the capital are Deutsche Kreditbank, Landesbank Berlin and Berlin Hyp.Mercedes-Benz Group manufactures cars, and BMW builds motorcycles in Berlin. In 2022, American electric car manufacturer Tesla opened its first European Gigafactory outside the city borders in Gr\u00fcnheide (Mark), Brandenburg. The Pharmaceuticals division of Bayer and Berlin Chemie are major pharmaceutical companies in the city.\r\n\r\n\r\n=== Tourism and conventions ===\r\n\r\nBerlin had 788 hotels with 134,399 beds in 2014. The city recorded 28.7 million overnight hotel stays and 11.9 million hotel guests in 2014. Tourism figures have more than doubled within the last ten years and Berlin has become the third-most-visited city destination in Europe. Some of the most visited places in Berlin include: Potsdamer Platz, Brandenburger Tor, the Berlin wall, Alexanderplatz, Museumsinsel, Fernsehturm, the East-Side Gallery, Schloss-Charlottenburg, Zoologischer Garten, Siegess\u00e4ule, Gedenkst\u00e4tte Berliner Mauer, Mauerpark, Botanical Garden, Franz\u00f6sischer Dom, Deutscher Dom and Holocaust-Mahnmal. The largest visitor groups are from Germany, the United Kingdom, the Netherlands, Italy, Spain and the United States.\r\nAccording to figures from the International Congress and Convention Association in 2015, Berlin became the leading organizer of conferences globally, hosting 195 international meetings. Some of these congress events take place on venues such as CityCube Berlin or the Berlin Congress Center (bcc).\r\nThe Messe Berlin (also known as Berlin ExpoCenter City) is the main convention organizing company in the city. Its main exhibition area covers more than 160,000 square meters (1,722,226 sq ft). Several large-scale trade fairs like the consumer electronics trade fair IFA, where the first practical audio tape recorder and the first completely electronic television system were first introduced to the public, the ILA Berlin Air Show, the Berlin Fashion Week (including the Premium Berlin and the Panorama Berlin), the Green Week, the Fruit Logistica, the transport fair InnoTrans, the tourism fair ITB and the adult entertainment and erotic fair Venus are held annually in the city, attracting a significant number of business visitors.\r\n\r\n\r\n=== Creative industries ===\r\n\r\nThe creative arts and entertainment business is an important part of Berlin's economy. The sector comprises music, film, advertising, architecture, art, design, fashion, performing arts, publishing, R&D, software, TV, radio, and video games.\r\nIn 2014, around 30,500 creative companies operated in the Berlin-Brandenburg metropolitan region, predominantly SMEs. Generating a revenue of 15.6 billion Euro and 6% of all private economic sales, the culture industry grew from 2009 to 2014 at an average rate of 5.5% per year.Berlin is an important European and German film industry hub. It is home to more than 1,000 film and television production companies, 270 movie theaters, and around 300 national and international co-productions are filmed in the region every year. The historic Babelsberg Studios and the production company UFA are adjacent to Berlin in Potsdam. The city is also home of the German Film Academy (Deutsche Filmakademie), founded in 2003, and the European Film Academy, founded in 1988.\r\n\r\n\r\n=== Media ===\r\n\r\nBerlin is home to many magazine, newspaper, book, and scientific/academic publishers and their associated service industries. In addition, around 20 news agencies, more than 90 regional daily newspapers and their websites, as well as the Berlin offices of more than 22 national publications such as Der Spiegel, and Die Zeit reinforce the capital's position as Germany's epicenter for influential debate. Therefore, many international journalists, bloggers, and writers live and work in the city.\r\nBerlin is the central location to several international and regional television and radio stations.", "start_char_idx": 43589, "end_char_idx": 48213, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "7a1ef920-d5c9-4b0e-8efd-bb0155dbc533": {"__data__": {"id_": "7a1ef920-d5c9-4b0e-8efd-bb0155dbc533", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "af4352e9-4f21-465a-8311-1b47aa53c6a7", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "b34a93237f628c635e9feee834fa6ddb85e7f7249f77caffb4d35c36ca3ab462", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "7053f161-87b5-45d4-a4ad-b0d1f1833214", "node_type": "1", "metadata": {}, "hash": "c59ee98c82f744cb6175af9060e11cd4634b37156aea124714d130ffe3266191", "class_name": "RelatedNodeInfo"}}, "text": "The historic Babelsberg Studios and the production company UFA are adjacent to Berlin in Potsdam. The city is also home of the German Film Academy (Deutsche Filmakademie), founded in 2003, and the European Film Academy, founded in 1988.\r\n\r\n\r\n=== Media ===\r\n\r\nBerlin is home to many magazine, newspaper, book, and scientific/academic publishers and their associated service industries. In addition, around 20 news agencies, more than 90 regional daily newspapers and their websites, as well as the Berlin offices of more than 22 national publications such as Der Spiegel, and Die Zeit reinforce the capital's position as Germany's epicenter for influential debate. Therefore, many international journalists, bloggers, and writers live and work in the city.\r\nBerlin is the central location to several international and regional television and radio stations. The public broadcaster RBB has its headquarters in Berlin as well as the commercial broadcasters MTV Europe and Welt. German international public broadcaster Deutsche Welle has its TV production unit in Berlin, and most national German broadcasters have a studio in the city, including ZDF and RTL.\r\nBerlin has Germany's largest number of daily newspapers, with numerous local broadsheets (Berliner Morgenpost, Berliner Zeitung, Der Tagesspiegel), and three major tabloids, as well as national dailies of varying sizes, each with a different political affiliation, such as Die Welt, Neues Deutschland, and Die Tageszeitung. The Exberliner, a monthly magazine, is Berlin's English-language periodical and La Gazette de Berlin a French-language newspaper.\r\nBerlin is also the headquarter of major German-language publishing houses like Walter de Gruyter, Springer, the Ullstein Verlagsgruppe (publishing group), Suhrkamp, and Cornelsen are all based in Berlin. Each of which publishes books, periodicals, and multimedia products.\r\n\r\n\r\n== Quality of life ==\r\n\r\nAccording to Mercer, Berlin ranked number 13 in the Quality of living city ranking in 2019.Also in 2019, according to Monocle, Berlin occupied the position of the 6th-most-livable city in the world. Economist Intelligence Unit ranked Berlin number 21 of all global cities for livability. In 2019 Berlin was also number 8 on the Global Power City Index. In the same year Berlin was honored for having the best future prospects of all cities in Germany.\r\n\r\n\r\n== Transport in Berlin ==\r\n\r\n\r\n=== Roads ===\r\nBerlin's transport infrastructure provides a diverse range of urban mobility.A total of 979 bridges cross 197 km (122 miles) the inner-city waterways. Berlin roads total 5,422 km (3,369 miles) of which 77 km (48 miles) are motorways (known as Autobahn). In 2013 only 1.344 million motor vehicles were registered in the city. With 377 cars per 1000 residents in 2013 (570/1000 in Germany), Berlin as a Western global city has one of the lowest numbers of cars per capita.\r\n\r\n\r\n=== Cycling ===\r\n\r\nBerlin is well known for its highly developed bicycle lane system. It is estimated Berlin has 710 bicycles per 1,000 residents. Around 500,000 daily bike riders accounted for 13 percent of total traffic in 2010.Cyclists in Berlin have access to 620 km of bicycle paths including approximately 150 km of mandatory bicycle paths, 190 km of off-road bicycle routes, 60 km of bicycle lanes on roads, 70 km of shared bus lanes which are also open to cyclists, 100 km of combined pedestrian/bike paths and 50 km of marked bicycle lanes on roadside pavements or sidewalks. Riders are allowed to carry their bicycles on Regionalbahn (RE), S-Bahn and U-Bahn trains, on trams, and on night buses if a bike ticket is purchased.\r\n\r\n\r\n=== Taxicabs ===\r\nIn 2012 around 7,600 mostly colored taxicabs were in service. Since 2011 a number of app based sharing cab services, including electric vehicles as well as electric motorcycles and scooters, have evolved.\r\n\r\n\r\n=== Rail ===\r\nLong-distance rail lines directly connect Berlin with all of the major cities of Germany. the regional rail lines of the Verkehrsverbund Berlin-Brandenburg provide access to Brandenburg and to the Baltic Sea. The Berlin Hauptbahnhof is the largest grade-separated railway station in Europe. The Deutsche Bahn runs the high speed Intercity-Express (ICE) to domestic destinations, including Hamburg, Munich, Cologne, Stuttgart, and Frankfurt am Main.\r\n\r\n\r\n=== Water transport ===\r\nThe Spree and the Havel rivers cross Berlin. There are no frequent passenger connections to and from Berlin by water.", "start_char_idx": 47357, "end_char_idx": 51830, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "7053f161-87b5-45d4-a4ad-b0d1f1833214": {"__data__": {"id_": "7053f161-87b5-45d4-a4ad-b0d1f1833214", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "7a1ef920-d5c9-4b0e-8efd-bb0155dbc533", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "8dffc6196dc78fa0bc97e123198e0501a6144baeba8d55b361914abe7a1da300", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "101b37d9-f2b7-4fa6-8890-e019d66d4a56", "node_type": "1", "metadata": {}, "hash": "92a4f5e2a1644128871b74ca501b1ad19018978a82c416118fcfc2125f0dde50", "class_name": "RelatedNodeInfo"}}, "text": "=== Taxicabs ===\r\nIn 2012 around 7,600 mostly colored taxicabs were in service. Since 2011 a number of app based sharing cab services, including electric vehicles as well as electric motorcycles and scooters, have evolved.\r\n\r\n\r\n=== Rail ===\r\nLong-distance rail lines directly connect Berlin with all of the major cities of Germany. the regional rail lines of the Verkehrsverbund Berlin-Brandenburg provide access to Brandenburg and to the Baltic Sea. The Berlin Hauptbahnhof is the largest grade-separated railway station in Europe. The Deutsche Bahn runs the high speed Intercity-Express (ICE) to domestic destinations, including Hamburg, Munich, Cologne, Stuttgart, and Frankfurt am Main.\r\n\r\n\r\n=== Water transport ===\r\nThe Spree and the Havel rivers cross Berlin. There are no frequent passenger connections to and from Berlin by water. Berlin's largest harbour, the Westhafen, is located in the district of Moabit. It is a transhipment and storage site for inland shipping with a growing importance.\r\n\r\n\r\n=== Intercity buses ===\r\nThere is an increasing quantity of intercity bus services. Berlin city has more than 10 stations that run buses to destinations throughout Berlin. Destinations in Germany and Europe are connected via the intercity bus exchange Zentraler Omnibusbahnhof Berlin.\r\n\r\n\r\n=== Urban public transport ===\r\nThe Berliner Verkehrsbetriebe (BVG) and the German State-owned Deutsche Bahn (DB) manage several extensive urban public transport systems.\r\nPublic transport in Berlin has a long and complicated history because of the 20th-century division of the city, where movement between the two halves was not served. Since 1989, the transport network has been developed extensively. However, it still contains early 20th century traits, such as the U1.\r\n\r\n\r\n=== Airports ===\r\nBerlin is served by one commercial international airport: Berlin Brandenburg Airport (BER), located just outside Berlin's south-eastern border, in the state of Brandenburg. It began construction in 2006, with the intention of replacing Tegel Airport (TXL) and Sch\u00f6nefeld Airport (SXF) as the single commercial airport of Berlin. Previously set to open in 2012, after extensive delays and cost overruns, it opened for commercial operations in October 2020. The planned initial capacity of around 27 million passengers per year is to be further developed to bring the terminal capacity to approximately 55 million per year by 2040.Before the opening of the BER in Brandenburg, Berlin was served by Tegel Airport and Sch\u00f6nefeld Airport. Tegel Airport was within the city limits, and Sch\u00f6nefeld Airport was located at the same site as the BER. Both airports together handled 29.5 million passengers in 2015. In 2014, 67 airlines served 163 destinations in 50 countries from Berlin. Tegel Airport was a focus city for Lufthansa and Eurowings while Sch\u00f6nefeld served as an important destination for airlines like Germania, easyJet and Ryanair. Until 2008, Berlin was also served by the smaller Tempelhof Airport, which functioned as a city airport, with a convenient location near the city center, allowing for quick transit times between the central business district and the airport. The airport grounds have since been turned into a city park.\r\n\r\n\r\n== Rohrpost ==\r\n\r\nFrom 1865 to 1976, Berlin operated an expansive pneumatic postal network, reaching a maximum length of 400 kilometers (roughly 250 miles) by 1940. The system was divided into two distinct networks after 1949. The West Berlin system remained in public use until 1963, and continued to be utilized for government correspondence until 1972. Conversely, the East Berlin system, which incorporated the Hauptelegraphenamt\u2014the central hub of the operation\u2014remained functional until 1976.\r\n\r\n\r\n== Energy ==\r\nBerlin's two largest energy provider for private households are the Swedish firm Vattenfall and the Berlin-based company GASAG. Both offer electric power and natural gas supply. Some of the city's electric energy is imported from nearby power plants in southern Brandenburg.As of 2015 the five largest power plants measured by capacity are the Heizkraftwerk Reuter West, the Heizkraftwerk Lichterfelde, the Heizkraftwerk Mitte, the Heizkraftwerk Wilmersdorf, and the Heizkraftwerk Charlottenburg. All of these power stations generate electricity and useful heat at the same time to facilitate buffering during load peaks.\r\nIn 1993 the power grid connections in the Berlin-Brandenburg capital region were renewed.", "start_char_idx": 50992, "end_char_idx": 55463, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "101b37d9-f2b7-4fa6-8890-e019d66d4a56": {"__data__": {"id_": "101b37d9-f2b7-4fa6-8890-e019d66d4a56", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "7053f161-87b5-45d4-a4ad-b0d1f1833214", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "c42080d1de4c3cfebd8ce44a4778a8f455517b27bf3ae998a6d35b4bc26521ef", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "1f95e042-22f2-4b39-af3b-296dc595a270", "node_type": "1", "metadata": {}, "hash": "c6707285736103ac5c9c9e70b08ec4e7704681c8a9c53ea30952714816ef189c", "class_name": "RelatedNodeInfo"}}, "text": "Conversely, the East Berlin system, which incorporated the Hauptelegraphenamt\u2014the central hub of the operation\u2014remained functional until 1976.\r\n\r\n\r\n== Energy ==\r\nBerlin's two largest energy provider for private households are the Swedish firm Vattenfall and the Berlin-based company GASAG. Both offer electric power and natural gas supply. Some of the city's electric energy is imported from nearby power plants in southern Brandenburg.As of 2015 the five largest power plants measured by capacity are the Heizkraftwerk Reuter West, the Heizkraftwerk Lichterfelde, the Heizkraftwerk Mitte, the Heizkraftwerk Wilmersdorf, and the Heizkraftwerk Charlottenburg. All of these power stations generate electricity and useful heat at the same time to facilitate buffering during load peaks.\r\nIn 1993 the power grid connections in the Berlin-Brandenburg capital region were renewed. In most of the inner districts of Berlin power lines are underground cables; only a 380 kV and a 110 kV line, which run from Reuter substation to the urban Autobahn, use overhead lines. The Berlin 380-kV electric line is the backbone of the city's energy grid.\r\n\r\n\r\n== Health ==\r\nBerlin has a long history of discoveries in medicine and innovations in medical technology. The modern history of medicine has been significantly influenced by scientists from Berlin. Rudolf Virchow was the founder of cellular pathology, while Robert Koch developed vaccines for anthrax, cholera, and tuberculosis. For his life's work Koch is seen as one of the founders of modern medicine.The Charit\u00e9 complex (Universit\u00e4tsklinik Charit\u00e9) is the largest university hospital in Europe, tracing back its origins to the year 1710. More than half of all German Nobel Prize winners in Physiology or Medicine, including Emil von Behring, Robert Koch and Paul Ehrlich, have worked at the Charit\u00e9. The Charit\u00e9 is spread over four campuses and comprises around 3,000 beds, 15,500 staff, 8,000 students, and more than 60 operating theaters, and it has a turnover of two billion euros annually.\r\n\r\n\r\n== Telecommunication ==\r\n\r\nSince 2017, the digital television standard in Berlin and Germany is DVB-T2. This system transmits compressed digital audio, digital video and other data in an MPEG transport stream.\r\nBerlin has installed several hundred free public Wireless LAN sites across the capital since 2016. The wireless networks are concentrated mostly in central districts; 650 hotspots (325 indoor and 325 outdoor access points) are installed.The UMTS (3G) and LTE (4G) networks of the three major cellular operators Vodafone, T-Mobile and O2 enable the use of mobile broadband applications citywide.\r\n\r\n\r\n== Education and research ==\r\n\r\nAs of 2014, Berlin had 878 schools, teaching 340,658 students in 13,727 classes and 56,787 trainees in businesses and elsewhere. The city has a 6-year primary education program. After completing primary school, students continue to the Sekundarschule (a comprehensive school) or Gymnasium (college preparatory school). Berlin has a special bilingual school program in the Europaschule, in which children are taught the curriculum in German and a foreign language, starting in primary school and continuing in high school.The Franz\u00f6sisches Gymnasium Berlin, which was founded in 1689 to teach the children of Huguenot refugees, offers (German/French) instruction. The John F. Kennedy School, a bilingual German\u2013American public school in Zehlendorf, is particularly popular with children of diplomats and the English-speaking expatriate community. 82 Gymnasien teach Latin and 8 teach Classical Greek.\r\n\r\n\r\n=== Higher education ===\r\n\r\nThe Berlin-Brandenburg capital region is one of the most prolific centers of higher education and research in Germany and Europe. Historically, 67 Nobel Prize winners are affiliated with the Berlin-based universities.\r\nThe city has four public research universities and more than 30 private, professional, and technical colleges (Hochschulen), offering a wide range of disciplines. A record number of 175,651 students were enrolled in the winter term of 2015/16. Among them around 18% have an international background.\r\nThe three largest universities combined have approximately 103,000 enrolled students. There are the Freie Universit\u00e4t Berlin (Free University of Berlin, FU Berlin) with about 33,000 students, the Humboldt Universit\u00e4t zu Berlin (HU Berlin) with 35,000 students, and the Technische Universit\u00e4t Berlin (TU Berlin) with 35,000 students. The Charit\u00e9 Medical School has around 8,000 students.", "start_char_idx": 54589, "end_char_idx": 59115, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "1f95e042-22f2-4b39-af3b-296dc595a270": {"__data__": {"id_": "1f95e042-22f2-4b39-af3b-296dc595a270", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "101b37d9-f2b7-4fa6-8890-e019d66d4a56", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ea9997cb7ba91ac789cfd348b9a9f8cf43e48546287604a8afa2b5cd1d6785c1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "8349cc81-6946-44f0-a779-a614de6a3835", "node_type": "1", "metadata": {}, "hash": "d8d2b6280b72a5c8d831e9c26f5d269b4b84438e1b8d44e9f0f77fa620649b8f", "class_name": "RelatedNodeInfo"}}, "text": "Historically, 67 Nobel Prize winners are affiliated with the Berlin-based universities.\r\nThe city has four public research universities and more than 30 private, professional, and technical colleges (Hochschulen), offering a wide range of disciplines. A record number of 175,651 students were enrolled in the winter term of 2015/16. Among them around 18% have an international background.\r\nThe three largest universities combined have approximately 103,000 enrolled students. There are the Freie Universit\u00e4t Berlin (Free University of Berlin, FU Berlin) with about 33,000 students, the Humboldt Universit\u00e4t zu Berlin (HU Berlin) with 35,000 students, and the Technische Universit\u00e4t Berlin (TU Berlin) with 35,000 students. The Charit\u00e9 Medical School has around 8,000 students. The FU, the HU, the TU, and the Charit\u00e9 make up the Berlin University Alliance, which has received funding from the Excellence Strategy program of the German government. The Universit\u00e4t der K\u00fcnste (UdK) has about 4,000 students and ESMT Berlin is only one of four business schools in Germany with triple accreditation. The Hertie School, a private public policy school located in Mitte, has more than 900 students and doctoral students. The Berlin School of Economics and Law has an enrollment of about 11,000 students, the Berlin University of Applied Sciences and Technology of about 12,000 students, and the Hochschule f\u00fcr Technik und Wirtschaft (University of Applied Sciences for Engineering and Economics) of about 14,000 students.\r\n\r\n\r\n=== Research ===\r\nThe city has a high density of internationally renowned research institutions, such as the Fraunhofer Society, the Leibniz Association, the Helmholtz Association, and the Max Planck Society, which are independent of, or only loosely connected to its universities. In 2012, around 65,000 professional scientists were working in research and development in the city.Berlin is one of the knowledge and innovation communities (KIC) of the European Institute of Innovation and Technology (EIT). The KIC is based at the Center for Entrepreneurship at TU Berlin and has a focus in the development of IT industries. It partners with major multinational companies such as Siemens, Deutsche Telekom, and SAP.One of Europe's successful research, business and technology clusters is based at WISTA in Berlin-Adlershof, with more than 1,000 affiliated firms, university departments and scientific institutions.In addition to the university-affiliated libraries, the Staatsbibliothek zu Berlin is a major research library. Its two main locations are on Potsdamer Stra\u00dfe and on Unter den Linden. There are also 86 public libraries in the city. ResearchGate, a global social networking site for scientists, is based in Berlin.\r\n\r\n\r\n== Culture ==\r\n\r\nBerlin is known for its numerous cultural institutions, many of which enjoy international reputation. The diversity and vivacity of the metropolis led to a trendsetting atmosphere. An innovative music, dance and art scene has developed in the 21st century.\r\nYoung people, international artists and entrepreneurs continued to settle in the city and made Berlin a popular entertainment center in the world.The expanding cultural performance of the city was underscored by the relocation of the Universal Music Group who decided to move their headquarters to the banks of the River Spree. In 2005, Berlin was named \"City of Design\" by UNESCO and has been part of the Creative Cities Network ever since.Many German and International films were shot in Berlin, including M, One, Two, Three, Cabaret, Christiane F., Possession, Octopussy, Wings of Desire, Run Lola Run, The Bourne Trilogy, Good Bye, Lenin!, The Lives of Others, Inglourious Basterds, Hanna, Unknown and Bridge of Spies.\r\n\r\n\r\n=== Galleries and museums ===\r\n\r\nAs of 2011 Berlin is home to 138 museums and more than 400 art galleries. The ensemble on the Museum Island is a UNESCO World Heritage Site and is in the northern part of the Spree Island between the Spree and the Kupfergraben. As early as 1841 it was designated a \"district dedicated to art and antiquities\" by a royal decree. Subsequently, the Altes Museum was built in the Lustgarten. The Neues Museum, which displays the bust of Queen Nefertiti, Alte Nationalgalerie, Pergamon Museum, and Bode Museum were built there.\r\nApart from the Museum Island, there are many additional museums in the city.", "start_char_idx": 58339, "end_char_idx": 62729, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "8349cc81-6946-44f0-a779-a614de6a3835": {"__data__": {"id_": "8349cc81-6946-44f0-a779-a614de6a3835", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "1f95e042-22f2-4b39-af3b-296dc595a270", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6126c8d49891b2422efd8cd63723a071c63e3d3ba055342b7172a9518fab0834", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "52a3506a-07df-4de9-b8fd-71063e5d2082", "node_type": "1", "metadata": {}, "hash": "e5d30cbeb153c72387e5891275de3ef81cb7fae1cc44791ef286e82ebaf08c2c", "class_name": "RelatedNodeInfo"}}, "text": "=== Galleries and museums ===\r\n\r\nAs of 2011 Berlin is home to 138 museums and more than 400 art galleries. The ensemble on the Museum Island is a UNESCO World Heritage Site and is in the northern part of the Spree Island between the Spree and the Kupfergraben. As early as 1841 it was designated a \"district dedicated to art and antiquities\" by a royal decree. Subsequently, the Altes Museum was built in the Lustgarten. The Neues Museum, which displays the bust of Queen Nefertiti, Alte Nationalgalerie, Pergamon Museum, and Bode Museum were built there.\r\nApart from the Museum Island, there are many additional museums in the city. The Gem\u00e4ldegalerie (Painting Gallery) focuses on the paintings of the \"old masters\" from the 13th to the 18th centuries, while the Neue Nationalgalerie (New National Gallery, built by Ludwig Mies van der Rohe) specializes in 20th-century European painting. The Hamburger Bahnhof, in Moabit, exhibits a major collection of modern and contemporary art. The expanded Deutsches Historisches Museum reopened in the Zeughaus with an overview of German history spanning more than a millennium. The Bauhaus Archive is a museum of 20th-century design from the famous Bauhaus school. Museum Berggruen houses the collection of noted 20th century collector Heinz Berggruen, and features an extensive assortment of works by Picasso, Matisse, C\u00e9zanne, and Giacometti, among others. The Kupferstichkabinett Berlin (Museum of Prints and Drawings) is part of the Staatlichen Museen zu Berlin (Berlin State Museums) and the Kulturforum at Potsdamer Platz in the Tiergarten district of Berlin's Mitte district. It is the largest museum of the graphic arts in Germany and at the same time one of the four most important collections of its kind in the world. The collection includes Friedrich Gilly's design for the monument to Frederick II of Prussia.\r\nThe Jewish Museum has a standing exhibition on two millennia of German-Jewish history. The German Museum of Technology in Kreuzberg has a large collection of historical technical artifacts. The Museum f\u00fcr Naturkunde (Berlin's natural history museum) exhibits natural history near Berlin Hauptbahnhof. It has the largest mounted dinosaur in the world (a Giraffatitan skeleton). A well-preserved specimen of Tyrannosaurus rex and the early bird Archaeopteryx are at display as well.In Dahlem, there are several museums of world art and culture, such as the Museum of Asian Art, the Ethnological Museum, the Museum of European Cultures, as well as the Allied Museum. The Br\u00fccke Museum features one of the largest collection of works by artist of the early 20th-century expressionist movement. In Lichtenberg, on the grounds of the former East German Ministry for State Security, is the Stasi Museum. The site of Checkpoint Charlie, one of the most renowned crossing points of the Berlin Wall, is still preserved. A private museum venture exhibits a comprehensive documentation of detailed plans and strategies devised by people who tried to flee from the East.\r\nThe Beate Uhse Erotic Museum claimed to be the largest erotic museum in the world until it closed in 2014.The cityscape of Berlin displays large quantities of urban street art. It has become a significant part of the city's cultural heritage and has its roots in the graffiti scene of Kreuzberg of the 1980s. The Berlin Wall itself has become one of the largest open-air canvasses in the world. The leftover stretch along the Spree river in Friedrichshain remains as the East Side Gallery. Berlin today is consistently rated as an important world city for street art culture.\r\nBerlin has galleries which are quite rich in contemporary art. Located in Mitte, KW Institute for Contemporary Art, KOW, Spr\u00fcth Magers; Kreuzberg there are a few galleries as well such as Blain Southern, Esther Schipper, Future Gallery, K\u00f6nig Gallerie.\r\n\r\n\r\n=== Nightlife and festivals ===\r\nBerlin's nightlife has been celebrated as one of the most diverse and vibrant of its kind. In the 1970s and 80s, the SO36 in Kreuzberg was a center for punk music and culture. The SOUND and the Dschungel gained notoriety. Throughout the 1990s, people in their 20s from all over the world, particularly those in Western and Central Europe, made Berlin's club scene a premier nightlife venue.", "start_char_idx": 62096, "end_char_idx": 66380, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "52a3506a-07df-4de9-b8fd-71063e5d2082": {"__data__": {"id_": "52a3506a-07df-4de9-b8fd-71063e5d2082", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "8349cc81-6946-44f0-a779-a614de6a3835", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f4a9b48a448e4f2b87052bed6f32db5156d9bfe8226c96dcf040326aa56a9fb1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "7e472f00-c13d-4174-8322-491332bb6996", "node_type": "1", "metadata": {}, "hash": "fab5a2e40296a0aff9763af9b36bc1287f14435d0913fec89f7a310c9f533b36", "class_name": "RelatedNodeInfo"}}, "text": "Berlin today is consistently rated as an important world city for street art culture.\r\nBerlin has galleries which are quite rich in contemporary art. Located in Mitte, KW Institute for Contemporary Art, KOW, Spr\u00fcth Magers; Kreuzberg there are a few galleries as well such as Blain Southern, Esther Schipper, Future Gallery, K\u00f6nig Gallerie.\r\n\r\n\r\n=== Nightlife and festivals ===\r\nBerlin's nightlife has been celebrated as one of the most diverse and vibrant of its kind. In the 1970s and 80s, the SO36 in Kreuzberg was a center for punk music and culture. The SOUND and the Dschungel gained notoriety. Throughout the 1990s, people in their 20s from all over the world, particularly those in Western and Central Europe, made Berlin's club scene a premier nightlife venue. After the fall of the Berlin Wall in 1989, many historic buildings in Mitte, the former city center of East Berlin, were illegally occupied and re-built by young squatters and became a fertile ground for underground and counterculture gatherings. The central boroughs are home to many nightclubs, including the Watergate, Tresor and Berghain. The KitKatClub and several other locations are known for their sexually uninhibited parties.\r\nClubs are not required to close at a fixed time during the weekends, and many parties last well into the morning or even all weekend. The Weekend Club near Alexanderplatz features a roof terrace that allows partying at night. Several venues have become a popular stage for the Neo-Burlesque scene.\r\n\r\nBerlin has a long history of gay culture, and is an important birthplace of the LGBT rights movement. Same-sex bars and dance halls operated freely as early as the 1880s, and the first gay magazine, Der Eigene, started in 1896. By the 1920s, gays and lesbians had an unprecedented visibility. Today, in addition to a positive atmosphere in the wider club scene, the city again has a huge number of queer clubs and festivals. The most famous and largest are Berlin Pride, the Christopher Street Day, the Lesbian and Gay City Festival in Berlin-Sch\u00f6neberg, the Kreuzberg Pride and Hustlaball.\r\nThe annual Berlin International Film Festival (Berlinale) with around 500,000 admissions is considered to be the largest publicly attended film festival in the world. The Karneval der Kulturen (Carnival of Cultures), a multi-ethnic street parade, is celebrated every Pentecost weekend. Berlin is also well known for the cultural festival Berliner Festspiele, which includes the jazz festival JazzFest Berlin, and Young Euro Classic, the largest international festival of youth orchestras in the world. Several technology and media art festivals and conferences are held in the city, including Transmediale and Chaos Communication Congress. The annual Berlin Festival focuses on indie rock, electronic music and synthpop and is part of the International Berlin Music Week. Every year Berlin hosts one of the largest New Year's Eve celebrations in the world, attended by well over a million people. The focal point is the Brandenburg Gate, where midnight fireworks are centered, but various private fireworks displays take place throughout the entire city. Partygoers in Germany often toast the New Year with a glass of sparkling wine.\r\n\r\n\r\n=== Performing arts ===\r\n\r\nBerlin is home to 44 theaters and stages. The Deutsches Theater in Mitte was built in 1849\u201350 and has operated almost continuously since then. The Volksb\u00fchne at Rosa-Luxemburg-Platz was built in 1913\u201314, though the company had been founded in 1890. The Berliner Ensemble, famous for performing the works of Bertolt Brecht, was established in 1949. The Schaub\u00fchne was founded in 1962 and moved to the building of the former Universum Cinema on Kurf\u00fcrstendamm in 1981. With a seating capacity of 1,895 and a stage floor of 2,854 square meters (30,720 sq ft), the Friedrichstadt-Palast in Berlin Mitte is the largest show palace in Europe. For Berlin's independent dance and theatre scene, venues such as the Sophiens\u00e4le in Mitte and the three houses of the Hebbel am Ufer (HAU) in Kreuzberg are important. Most productions there are also accessible to an English-speaking audience. Some of the dance and theatre groups that also work internationally (Gob Squad, Rimini Protokoll) are based there, as well as festivals such as the international festival Dance in August.\r\nBerlin has three major opera houses: the Deutsche Oper, the Berlin State Opera, and the Komische Oper.", "start_char_idx": 65612, "end_char_idx": 70048, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "7e472f00-c13d-4174-8322-491332bb6996": {"__data__": {"id_": "7e472f00-c13d-4174-8322-491332bb6996", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "52a3506a-07df-4de9-b8fd-71063e5d2082", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "b97c7226fb7285a66408bc13d505d4af5630c7ce1f4321637e19d6f35fb166d7", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "63debfb9-8c93-44e7-80e7-834e6a051da4", "node_type": "1", "metadata": {}, "hash": "220752fdd807ed417525094f8128c60e19f088b082081cda3f8774f7b30f131f", "class_name": "RelatedNodeInfo"}}, "text": "The Schaub\u00fchne was founded in 1962 and moved to the building of the former Universum Cinema on Kurf\u00fcrstendamm in 1981. With a seating capacity of 1,895 and a stage floor of 2,854 square meters (30,720 sq ft), the Friedrichstadt-Palast in Berlin Mitte is the largest show palace in Europe. For Berlin's independent dance and theatre scene, venues such as the Sophiens\u00e4le in Mitte and the three houses of the Hebbel am Ufer (HAU) in Kreuzberg are important. Most productions there are also accessible to an English-speaking audience. Some of the dance and theatre groups that also work internationally (Gob Squad, Rimini Protokoll) are based there, as well as festivals such as the international festival Dance in August.\r\nBerlin has three major opera houses: the Deutsche Oper, the Berlin State Opera, and the Komische Oper. The Berlin State Opera on Unter den Linden opened in 1742 and is the oldest of the three. Its musical director is Daniel Barenboim. The Komische Oper has traditionally specialized in operettas and is also at Unter den Linden. The Deutsche Oper opened in 1912 in Charlottenburg.\r\nThe city's main venue for musical theater performances are the Theater am Potsdamer Platz and Theater des Westens (built in 1895). Contemporary dance can be seen at the Radialsystem V. The Tempodrom is host to concerts and circus-inspired entertainment. It also houses a multi-sensory spa experience. The Admiralspalast in Mitte has a vibrant program of variety and music events.\r\nThere are seven symphony orchestras in Berlin. The Berlin Philharmonic Orchestra is one of the preeminent orchestras in the world; it is housed in the Berliner Philharmonie near Potsdamer Platz on a street named for the orchestra's longest-serving conductor, Herbert von Karajan. Simon Rattle was its principal conductor from 1999 to 2018, a position now held by Kirill Petrenko. The Konzerthausorchester Berlin was founded in 1952 as the orchestra for East Berlin. Christoph Eschenbach is its principal conductor. The Haus der Kulturen der Welt presents exhibitions dealing with intercultural issues and stages world music and conferences. The Kookaburra and the Quatsch Comedy Club are known for satire and comedy shows. In 2018, the New York Times described Berlin as \"arguably the world capital of underground electronic music\".\r\n\r\n\r\n=== Cuisine ===\r\n\r\nThe cuisine and culinary offerings of Berlin vary greatly. 23 restaurants in Berlin have been awarded one or more Michelin stars in the Michelin Guide of 2021, which ranks the city at the top for the number of restaurants having this distinction in Germany. Berlin is well known for its offerings of vegetarian and vegan cuisine and is home to an innovative entrepreneurial food scene promoting cosmopolitan flavors, local and sustainable ingredients, pop-up street food markets, supper clubs, as well as food festivals, such as Berlin Food Week.Many local foods originated from north German culinary traditions and include rustic and hearty dishes with pork, goose, fish, peas, beans, cucumbers, or potatoes. Typical Berliner fare include popular street food like the Currywurst (which gained popularity with postwar construction workers rebuilding the city), Buletten and the Berliner donut, known in Berlin as Pfannkuchen (German: [\u02c8p\u0361fan\u02ccku\u02d0xn\u0329] ). German bakeries offering a variety of breads and pastries are widespread. One of Europe's largest delicatessen markets is found at the KaDeWe, and among the world's largest chocolate stores is Rausch.Berlin is also home to a diverse gastronomy scene reflecting the immigrant history of the city. Turkish and Arab immigrants brought their culinary traditions to the city, such as the lahmajoun and falafel, which have become common fast food staples. The modern fast-food version of the doner kebab sandwich which evolved in Berlin in the 1970s, has since become a favorite dish in Germany and elsewhere in the world. Asian cuisine like Chinese, Vietnamese, Thai, Indian, Korean, and Japanese restaurants, as well as Spanish tapas bars, Italian, and Greek cuisine, can be found in many parts of the city.\r\n\r\n\r\n=== Recreation ===\r\nZoologischer Garten Berlin, the older of two zoos in the city, was founded in 1844. It is the most visited zoo in Europe and presents the most diverse range of species in the world. It was the home of the captive-born celebrity polar bear Knut.", "start_char_idx": 69225, "end_char_idx": 73592, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "63debfb9-8c93-44e7-80e7-834e6a051da4": {"__data__": {"id_": "63debfb9-8c93-44e7-80e7-834e6a051da4", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "7e472f00-c13d-4174-8322-491332bb6996", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "de9f99e3f86b35e5b85144a137486f93c96cdd0d9c909371f34502c8500ca744", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "b84e8710-79b2-4368-a095-592848fbed26", "node_type": "1", "metadata": {}, "hash": "74094504f5e7e4bac6c45a8eac510c822faebc306d8ecba0c44b31a144a36fa9", "class_name": "RelatedNodeInfo"}}, "text": "Turkish and Arab immigrants brought their culinary traditions to the city, such as the lahmajoun and falafel, which have become common fast food staples. The modern fast-food version of the doner kebab sandwich which evolved in Berlin in the 1970s, has since become a favorite dish in Germany and elsewhere in the world. Asian cuisine like Chinese, Vietnamese, Thai, Indian, Korean, and Japanese restaurants, as well as Spanish tapas bars, Italian, and Greek cuisine, can be found in many parts of the city.\r\n\r\n\r\n=== Recreation ===\r\nZoologischer Garten Berlin, the older of two zoos in the city, was founded in 1844. It is the most visited zoo in Europe and presents the most diverse range of species in the world. It was the home of the captive-born celebrity polar bear Knut. The city's other zoo, Tierpark Friedrichsfelde, was founded in 1955.\r\nBerlin's Botanischer Garten includes the Botanic Museum Berlin. With an area of 43 hectares (110 acres) and around 22,000 different plant species, it is one of the largest and most diverse collections of botanical life in the world. Other gardens in the city include the Britzer Garten, and the G\u00e4rten der Welt (Gardens of the World) in Marzahn.\r\nThe Tiergarten park in Mitte, with landscape design by Peter Joseph Lenn\u00e9, is one of Berlin's largest and most popular parks. In Kreuzberg, the Viktoriapark provides a viewing point over the southern part of inner-city Berlin. Treptower Park, beside the Spree in Treptow, features a large Soviet War Memorial. The Volkspark in Friedrichshain, which opened in 1848, is the oldest park in the city, with monuments, a summer outdoor cinema and several sports areas. Tempelhofer Feld, the site of the former city airport, is the world's largest inner-city open space.Potsdam is on the southwestern periphery of Berlin. The city was a residence of the Prussian kings and the German Kaiser, until 1918. The area around Potsdam in particular Sanssouci is known for a series of interconnected lakes and cultural landmarks. The Palaces and Parks of Potsdam and Berlin are the largest World Heritage Site in Germany.Berlin is also well known for its numerous caf\u00e9s, street musicians, beach bars along the Spree River, flea markets, boutique shops and pop-up stores, which are a source for recreation and leisure.\r\n\r\n\r\n== Sports ==\r\n\r\nBerlin has established a high-profile as a host city of major international sporting events. The city hosted the 1936 Summer Olympics and was the host city for the 2006 FIFA World Cup final. The World Athletics Championships was held in the Olympiastadion in 2009 and 2025. The city hosted the Basketball Euroleague Final Four in 2009 and 2016. and was one of the hosts of the FIBA EuroBasket 2015. In 2015 Berlin became the venue for the UEFA Champions League Final.\r\nBerlin will host the 2023 Special Olympics World Summer Games. This will be the first time Germany has ever hosted the Special Olympics World Games.The annual Berlin Marathon \u2013 a course that holds the most top-10 world record runs \u2013 and the ISTAF are well-established athletic events in the city. The Mellowpark in K\u00f6penick is one of the biggest skate and BMX parks in Europe. A Fan Fest at Brandenburg Gate, which attracts several hundred-thousand spectators, has become popular during international football competitions, like the UEFA European Championship.Friedrich Ludwig Jahn, who is often hailed as the \"father of modern gymnastics\", invented the Horizontal bar, parallel bars, rings and the vault around 1811 in Berlin. Jahn\u00b4s Turners movement, first realized at Volkspark Hasenheide, was the origin of the modern sports clubs.\r\n2013 around 600,000 Berliners were registered in one of the more than 2,300 sport and fitness clubs. The city of Berlin operates more than 60 public indoor and outdoor swimming pools. Berlin is the largest Olympic training center in Germany. About 500 top athletes (15% of all German top athletes) are based there. Forty-seven elite athletes participated in the 2012 Summer Olympics. Berliners would achieve seven gold, twelve silver and three bronze medals.Several professional clubs representing the most important spectator team sports in Germany have their base in Berlin. The oldest and most popular first division team based in Berlin is the football club Hertha BSC. The team represented Berlin as a founding member of the Bundesliga in 1963.", "start_char_idx": 72815, "end_char_idx": 77189, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "b84e8710-79b2-4368-a095-592848fbed26": {"__data__": {"id_": "b84e8710-79b2-4368-a095-592848fbed26", "embedding": null, "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "4760d516-da43-49f5-8de6-fc129b789037", "node_type": "4", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6480c7fce352b0cb8192fd83949e0a63fc0b1b94cb97cd0c9530946d98f0d51d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "63debfb9-8c93-44e7-80e7-834e6a051da4", "node_type": "1", "metadata": {"file_path": "data\\Berlin.txt", "file_name": "Berlin.txt", "file_type": "text/plain", "file_size": 77734, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b9552ed7f27a7095c48bc259910cbffc86b9df154a5a2e90da1424616722545", "class_name": "RelatedNodeInfo"}}, "text": "Jahn\u00b4s Turners movement, first realized at Volkspark Hasenheide, was the origin of the modern sports clubs.\r\n2013 around 600,000 Berliners were registered in one of the more than 2,300 sport and fitness clubs. The city of Berlin operates more than 60 public indoor and outdoor swimming pools. Berlin is the largest Olympic training center in Germany. About 500 top athletes (15% of all German top athletes) are based there. Forty-seven elite athletes participated in the 2012 Summer Olympics. Berliners would achieve seven gold, twelve silver and three bronze medals.Several professional clubs representing the most important spectator team sports in Germany have their base in Berlin. The oldest and most popular first division team based in Berlin is the football club Hertha BSC. The team represented Berlin as a founding member of the Bundesliga in 1963. Other professional team sport clubs include:\r\n\r\n\r\n== See also ==\r\nList of fiction set in Berlin\r\nList of honorary citizens of Berlin\r\nList of people from Berlin\r\nList of songs about Berlin\r\n\r\n\r\n== References ==\r\n\r\n\r\n=== Citations ===\r\n\r\n\r\n=== Sources ===\r\n\r\n\r\n== External links ==\r\nberlin.de \u2013 official website\r\n Geographic data related to Berlin at OpenStreetMap", "start_char_idx": 76331, "end_char_idx": 77553, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}}, "docstore/metadata": {"4ae62c9d-2ca0-4ce4-b93c-bab722cff2d1": {"doc_hash": "061b2ef2a989061da543534ee0958590cfbf5cd367caf314de2b08e828929e96", "ref_doc_id": "4760d516-da43-49f5-8de6-fc129b789037"}, "50b5215e-a3c9-4fbf-8c45-98fa65040e4e": {"doc_hash": "a74ceadefa1526e12d127abbdb71b5c7646fe2d18fb78b1df368a13fc90c31a6", "ref_doc_id": "4760d516-da43-49f5-8de6-fc129b789037"}, 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\ No newline at end of file
diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Berlin/graph_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Berlin/graph_store.json"
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+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Berlin/graph_store.json"	
@@ -0,0 +1 @@
+{"graph_dict": {}}
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Berlin/image__vector_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Berlin/image__vector_store.json"
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+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Berlin/image__vector_store.json"	
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\ No newline at end of file
diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Berlin/index_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Berlin/index_store.json"
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Boston.txt" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Boston.txt"
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+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Boston.txt"	
@@ -0,0 +1,321 @@
+Boston (US: ), officially the City of Boston, is the capital and most populous city in the Commonwealth of Massachusetts in the United States. Settled in 1625 and incorporated in 1630, it is one of the nation's first and most historic cities. The city serves as the cultural and financial center of the New England region of the Northeastern United States. It has an area of 48.4 sq mi (125 km2) and a population of 675,647 as of the 2020 census, making it the third-largest city in the Northeast after New York City and Philadelphia. The Greater Boston metropolitan statistical area, including and surrounding the city, is the largest in New England and eleventh-largest in the country.Boston was founded on the Shawmut Peninsula in 1630 by Puritan settlers. The city was named after Boston, Lincolnshire, England.During the American Revolution, Boston was home to several events that proved central to the revolution and subsequent Revolutionary War, including the Boston Massacre (1770), the Boston Tea Party (1773), Paul Revere's Midnight Ride (1775), the Battle of Bunker Hill (1775), and the Siege of Boston (1775-1776). Following American independence from Great Britain, the city continued to play an important role as a port, manufacturing hub, and center for education and culture.The city expanded significantly beyond the original peninsula through filling in land and annexing neighboring towns. It now attracts many tourists, with Faneuil Hall alone drawing more than 20 million visitors per year. Boston's many firsts include the United States' first public park (Boston Common, 1634), the first public school (Boston Latin School, 1635), and the first subway system (Tremont Street subway, 1897).Since the nation's founding, Boston has been a national leader in higher education and research. Boston University and Northeastern University are both located within the city. Two of the world's most prestigious and consistently highly-ranked universities, Harvard University, the nation's oldest university, and the Massachusetts Institute of Technology, are both located in neighboring Cambridge, Massachusetts.Boston also has emerged as the largest biotechnology hub in the world. The city is also a national leader in scientific research, law, medicine, engineering, and business. With nearly 5,000 startup companies, the city is considered a global pioneer in innovation and entrepreneurship, and more recently in artificial intelligence. Boston's economy also includes finance, professional and business services, information technology, and government activities. Households in the city claim the highest average rate of philanthropy in the United States. Furthermore, Boston's businesses and institutions rank among the top in the country overall for environmental sustainability and new investment.
+
+
+== History ==
+
+
+=== Indigenous era ===
+Prior to European colonization, the region surrounding modern-day Boston was inhabited by the Massachusett people who had small, seasonal communities. When a group of settlers led by John Winthrop arrived in 1630, the Shawmut Peninsula was nearly empty of the Native people, as many had died of European diseases brought by early settlers and traders. Archaeological excavations unearthed one of the oldest fishweirs in New England on Boylston Street, which Native people constructed as early as 7,000 years before European arrival in the Western Hemisphere.
+
+
+=== Settlement by Europeans ===
+The first European to live in what would become Boston was a Cambridge-educated Anglican cleric named William Blaxton. He was the person most directly responsible for the foundation of Boston by Puritan colonists in 1630. This occurred after Blaxton invited one of their leaders, Isaac Johnson, to cross Back Bay from the failing colony of Charlestown and share the peninsula. The Puritans made the crossing in September 1630.
+
+
+==== The name "Boston" ====
+Before Johnson died on September 30, 1630, he named their then-new settlement across the river "Boston". (This was one of his last official acts as the leader of the Charlestown community.) The settlement's name came from Johnson's hometown of Boston, Lincolnshire, from which he, his wife (namesake of the Arbella) and John Cotton (grandfather of Cotton Mather) had emigrated to New England. The name of the English town ultimately derives from its patron saint, St. Botolph, in whose church John Cotton served as the rector until his emigration with Johnson. In early sources, Lincolnshire's Boston was known as "St. Botolph's town", later contracted to "Boston". Before this renaming, the settlement on the peninsula had been known as "Shawmut" by Blaxton and "Trimountain" by the Puritan settlers he had invited.
+
+
+==== Puritan occupation ====
+Puritan influence on Boston began even before the settlement was founded with the 1629 Cambridge Agreement. This document created the Massachusetts Bay Colony and was signed by its first governor John Winthrop. Puritan ethics and their focus on education also influenced the early history of the city. America's first public school, Boston Latin School, was founded in Boston in 1635.Boston was the largest town in the Thirteen Colonies until Philadelphia outgrew it in the mid-18th century. Boston's oceanfront location made it a lively port, and the then-town primarily engaged in shipping and fishing during its colonial days. Boston was a primary stop on a Caribbean trade route and imported large amounts of molasses, which led to the creation of Boston baked beans.Boston's economy stagnated in the decades prior to the Revolution. By the mid-18th century, New York City and Philadelphia surpassed Boston in wealth. During this period, Boston encountered financial difficulties even as other cities in New England grew rapidly.
+
+
+=== Revolution and the siege of Boston ===
+
+Many crucial events of the American Revolution occurred in or near Boston. The then-town's mob presence, along with the colonists' growing lack of faith in either Britain or its Parliament, fostered a revolutionary spirit there. When the British parliament passed the Stamp Act in 1765, a Boston mob ravaged the homes of Andrew Oliver, the official tasked with enforcing the Act, and Thomas Hutchinson, then the Lieutenant Governor of Massachusetts. The British sent two regiments to Boston in 1768 in an attempt to quell the angry colonists. This did not sit well with the colonists, however. In 1770, during the Boston Massacre, British troops shot into a crowd that had started to violently harass them. The colonists compelled the British to withdraw their troops. The event was widely publicized and fueled a revolutionary movement in America.In 1773, Parliament passed the Tea Act. Many of the colonists saw the act as an attempt to force them to accept the taxes established by the Townshend Acts. The act prompted the Boston Tea Party, where a group of angered Bostonians threw an entire shipment of tea sent by the East India Company into Boston Harbor. The Boston Tea Party was a key event leading up to the revolution, as the British government responded furiously with the Coercive Acts, demanding compensation for the destroyed tea from the Bostonians. This angered the colonists further and led to the American Revolutionary War. The war began in the area surrounding Boston with the Battles of Lexington and Concord.Boston itself was besieged for almost a year during the siege of Boston, which began on April 19, 1775. The New England militia impeded the movement of the British Army. Sir William Howe, then the commander-in-chief of the British forces in North America, led the British army in the siege. On June 17, the British captured Charlestown (now part of Boston) during the Battle of Bunker Hill. The British army outnumbered the militia stationed there, but it was a pyrrhic victory for the British because their army suffered irreplaceable casualties. It was also a testament to the skill and training of the militia, as their stubborn defense made it difficult for the British to capture Charlestown without suffering further irreplaceable casualties.Several weeks later, George Washington took over the militia after the Continental Congress established the Continental Army to unify the revolutionary effort. Both sides faced difficulties and supply shortages in the siege, and the fighting was limited to small-scale raids and skirmishes. The narrow Boston Neck, which at that time was only about a hundred feet wide, impeded Washington's ability to invade Boston, and a long stalemate ensued. A young officer, Rufus Putnam, came up with a plan to make portable fortifications out of wood that could be erected on the frozen ground under cover of darkness. Putnam supervised this effort, which successfully installed both the fortifications and dozens of cannons on Dorchester Heights that Henry Knox had laboriously brought through the snow from Fort Ticonderoga. The astonished British awoke the next morning to see a large array of cannons bearing down on them. General Howe is believed to have said that the Americans had done more in one night than his army could have done in six months. The British Army attempted a cannon barrage for two hours, but their shot could not reach the colonists' cannons at such a height. The British gave up, boarded their ships, and sailed away. This has become known as "Evacuation Day", which Boston still celebrates each year on March 17. After this, Washington was so impressed that he made Rufus Putnam his chief engineer.
+
+
+=== Post-revolution and the War of 1812 ===
+After the Revolution, Boston's long seafaring tradition helped make it one of the nation's busiest ports for both domestic and international trade. Boston's harbor activity was significantly curtailed by the Embargo Act of 1807 (adopted during the Napoleonic Wars) and the War of 1812. Foreign trade returned after these hostilities, but Boston's merchants had found alternatives for their capital investments in the meantime. Manufacturing became an important component of the city's economy, and the city's industrial manufacturing overtook international trade in economic importance by the mid-19th century. The small rivers bordering the city and connecting it to the surrounding region facilitated shipment of goods and led to a proliferation of mills and factories. Later, a dense network of railroads furthered the region's industry and commerce.During this period, Boston flourished culturally as well. It was admired for its rarefied literary life and generous artistic patronage. Members of old Boston families—eventually dubbed the Boston Brahmins—came to be regarded as the nation's social and cultural elites. They are often associated with the American upper class, Harvard University, and the Episcopal Church.Boston was an early port of the Atlantic triangular slave trade in the New England colonies, but was soon overtaken by Salem, Massachusetts and Newport, Rhode Island. Boston eventually became a center of the abolitionist movement. The city reacted strongly to the Fugitive Slave Act of 1850, contributing to President Franklin Pierce's attempt to make an example of Boston after the Anthony Burns Fugitive Slave Case.In 1822, the citizens of Boston voted to change the official name from the "Town of Boston" to the "City of Boston", and on March 19, 1822, the people of Boston accepted the charter incorporating the city. At the time Boston was chartered as a city, the population was about 46,226, while the area of the city was only 4.8 sq mi (12 km2).
+
+
+=== 19th century ===
+In the 1820s, Boston's population grew rapidly, and the city's ethnic composition changed dramatically with the first wave of European immigrants. Irish immigrants dominated the first wave of newcomers during this period, especially following the Great Famine; by 1850, about 35,000 Irish lived in Boston. In the latter half of the 19th century, the city saw increasing numbers of Irish, Germans, Lebanese, Syrians, French Canadians, and Russian and Polish Jews settling there. By the end of the 19th century, Boston's core neighborhoods had become enclaves of ethnically distinct immigrants with their residence yielding lasting cultural change. Italians became the largest inhabitants of the North End, Irish dominated South Boston and Charlestown, and Russian Jews lived in the West End. Irish and Italian immigrants brought with them Roman Catholicism. Currently, Catholics make up Boston's largest religious community, and the Irish have played a major role in Boston politics since the early 20th century; prominent figures include the Kennedys, Tip O'Neill, and John F. Fitzgerald.Between 1631 and 1890, the city tripled its area through land reclamation by filling in marshes, mud flats, and gaps between wharves along the waterfront. Reclamation projects in the middle of the century created significant parts of the South End, the West End, the Financial District, and Chinatown.After the Great Boston fire of 1872, workers used building rubble as landfill along the downtown waterfront. During the mid-to-late 19th century, workers filled almost 600 acres (240 ha) of brackish Charles River marshlands west of Boston Common with gravel brought by rail from the hills of Needham Heights. The city annexed the adjacent towns of South Boston (1804), East Boston (1836), Roxbury (1868), Dorchester (including present-day Mattapan and a portion of South Boston) (1870), Brighton (including present-day Allston) (1874), West Roxbury (including present-day Jamaica Plain and Roslindale) (1874), Charlestown (1874), and Hyde Park (1912). Other proposals were unsuccessful for the annexation of Brookline, Cambridge, and Chelsea.
+
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+		
+
+
+=== 20th century ===
+Fenway Park, home of the Boston Red Sox, opened in 1912.Many architecturally significant buildings were built during these early years of the 20th century: Horticultural Hall, the Tennis and Racquet Club, Isabella Stewart Gardner Museum, Fenway Studios, Jordan Hall, and the Boston Opera House.  The Longfellow Bridge, built in 1906, was mentioned by Robert McCloskey in Make Way for Ducklings, describing its "salt and pepper shakers" feature.Logan International Airport opened on September 8, 1923. The Boston Bruins were founded in 1924 and played their first game at Boston Garden in November 1928.Boston went into decline by the early to mid-20th century, as factories became old and obsolete and businesses moved out of the region for cheaper labor elsewhere. Boston responded by initiating various urban renewal projects, under the direction of the Boston Redevelopment Authority (BRA) established in 1957. In 1958, BRA initiated a project to improve the historic West End neighborhood. Extensive demolition was met with strong public opposition, and thousands of families were displaced.The BRA continued implementing eminent domain projects, including the clearance of the vibrant Scollay Square area for construction of the modernist style Government Center. In 1965, the Columbia Point Health Center opened in the Dorchester neighborhood, the first Community Health Center in the United States. It mostly served the massive Columbia Point public housing complex adjoining it, which was built in 1953. The health center is still in operation and was rededicated in 1990 as the Geiger-Gibson Community Health Center. The Columbia Point complex itself was redeveloped and revitalized from 1984 to 1990 into a mixed-income residential development called Harbor Point Apartments.By the 1970s, the city's economy had begun to recover after 30 years of economic downturn. A large number of high-rises were constructed in the Financial District and in Boston's Back Bay during this period. This boom continued into the mid-1980s and resumed after a few pauses. Hospitals such as Massachusetts General Hospital, Beth Israel Deaconess Medical Center, and Brigham and Women's Hospital lead the nation in medical innovation and patient care. Schools such as the Boston Architectural College, Boston College, Boston University, the Harvard Medical School, Tufts University School of Medicine, Northeastern University, Massachusetts College of Art and Design, Wentworth Institute of Technology, Berklee College of Music, the Boston Conservatory, and many others attract students to the area. Nevertheless, the city experienced conflict starting in 1974 over desegregation busing, which resulted in unrest and violence around public schools throughout the mid-1970s.
+
+
+=== 21st century ===
+Boston is an intellectual, technological, and political center. However, it has lost some important regional institutions, including the loss to mergers and acquisitions of local financial institutions such as FleetBoston Financial, which was acquired by Charlotte-based Bank of America in 2004. Boston-based department stores Jordan Marsh and Filene's have both merged into the New York City–based Macy's.
+The 1993 acquisition of The Boston Globe by The New York Times was reversed in 2013 when it was re-sold to Boston businessman John W. Henry. In 2016, it was announced General Electric would be moving its corporate headquarters from Connecticut to the Seaport District in Boston, joining many other companies in this rapidly developing neighborhood.
+Boston has experienced gentrification in the latter half of the 20th century, with housing prices increasing sharply since the 1990s when the city's rent control regime was struck down by statewide ballot proposition.On April 15, 2013, two Chechen Islamist brothers detonated a pair of bombs near the finish line of the Boston Marathon, killing three people and injuring roughly 264.In 2016, Boston briefly shouldered a bid as the U.S. applicant for the 2024 Summer Olympics. The bid was supported by the mayor and a coalition of business leaders and local philanthropists, but was eventually dropped due to public opposition. The USOC then selected Los Angeles to be the American candidate with Los Angeles ultimately securing the right to host the 2028 Summer Olympics.
+
+
+== Geography ==
+Boston has an area of 89.63 sq mi (232.1 km2). Of this area, 48.4 sq mi (125.4 km2), or 54%, of it is land and 41.2 sq mi (106.7 km2), or 46%, of it is water. The city's official elevation, as measured at Logan International Airport, is 19 ft (5.8 m) above sea level. The highest point in Boston is Bellevue Hill at 330 ft (100 m) above sea level, and the lowest point is at sea level. Boston is situated next to Boston Harbor, an arm of Massachusetts Bay, itself an arm of the Atlantic Ocean.
+
+The geographical center of Boston is in Roxbury. Due north of the center we find the South End. This is not to be confused with South Boston which lies directly east from the South End. North of South Boston is East Boston and southwest of East Boston is the North End.
+Boston is surrounded by the Greater Boston metropolitan region. It is bordered to the east by the town of Winthrop and the Boston Harbor Islands, to the northeast by the cities of Revere, Chelsea and Everett, to the north by the cities of Somerville and Cambridge, to the northwest by Watertown, to the west by the city of Newton and town of Brookline, to the southwest by the town of Dedham and small portions of Needham and Canton, and to the southeast by the town of Milton, and the city of Quincy. 
+The Charles River separates Boston's Allston-Brighton, Fenway-Kenmore and Back Bay neighborhoods from Watertown and Cambridge, and most of Boston from its own Charlestown neighborhood. The Neponset River forms the boundary between Boston's southern neighborhoods and Quincy and Milton. The Mystic River separates Charlestown from Chelsea and Everett, and Chelsea Creek and Boston Harbor separate East Boston from Downtown, the North End, and the Seaport.
+
+
+=== Neighborhoods ===
+
+Boston is sometimes called a "city of neighborhoods" because of the profusion of diverse subsections. The city government's Office of Neighborhood Services has officially designated 23 neighborhoods:
+Allston
+Back Bay
+Bay Village
+Beacon Hill
+Brighton
+Charlestown
+Chinatown
+Dorchester
+Downtown
+East Boston
+Fenway
+Hyde Park
+Jamaica Plain
+Mattapan
+Mission Hill
+North End
+Roslindale
+Roxbury
+Seaport
+South Boston
+the South End
+the West End
+and West Roxbury.More than two-thirds of inner Boston's modern land area did not exist when the city was founded. Instead, it was created via the gradual filling in of the surrounding tidal areas over the centuries. This was accomplished using earth from the leveling or lowering of Boston's three original hills (the "Trimountain", after which Tremont Street is named), as well as with gravel brought by train from Needham to fill the Back Bay.Downtown and its immediate surroundings (including the Financial District, Government Center, and South Boston) consist largely of low-rise masonry buildings – often federal style and Greek revival – interspersed with modern high-rises. Back Bay includes many prominent landmarks, such as the Boston Public Library, Christian Science Center, Copley Square, Newbury Street, and New England's two tallest buildings: the John Hancock Tower and the Prudential Center. Near the John Hancock Tower is the old John Hancock Building with its prominent illuminated beacon, the color of which forecasts the weather. Smaller commercial areas are interspersed among areas of single-family homes and wooden/brick multi-family row houses. The South End Historic District is the largest surviving contiguous Victorian-era neighborhood in the US.The geography of downtown and South Boston was particularly affected by the Central Artery/Tunnel Project (which ran from 1991 to 2007, and was known unofficially as the "Big Dig"). That project removed the elevated Central Artery and incorporated new green spaces and open areas.
+
+
+=== Climate ===
+
+			
+			
+		
+		
+			
+			
+		
+Under the Köppen climate classification, Boston has either a hot-summer humid continental climate (Köppen Dfa) under the 0 °C (32.0 °F) isotherm or a humid subtropical climate (Köppen Cfa) under the −3 °C (26.6 °F) isotherm. Summers are warm to hot and humid, while winters are cold and stormy, with occasional periods of heavy snow. Spring and fall are usually cool and mild, with varying conditions dependent on wind direction and the position of the jet stream. Prevailing wind patterns that blow offshore minimize the influence of the Atlantic Ocean. However, in winter, areas near the immediate coast often see more rain than snow, as warm air is sometimes drawn off the Atlantic. The city lies at the border between USDA plant hardiness zones 6b (away from the coastline) and 7a (close to the coastline).The hottest month is July, with a mean temperature of 74.1 °F (23.4 °C). The coldest month is January, with a mean temperature of 29.9 °F (−1.2 °C). Periods exceeding 90 °F (32 °C) in summer and below freezing in winter are not uncommon but tend to be fairly short, with about 13 and 25 days per year seeing each, respectively.Sub- 0 °F (−18 °C) readings usually occur every 3 to 5 years. The most recent sub- 0 °F (−18 °C) reading occurred on February 4, 2023, when the temperature dipped down to −10 °F (−23 °C); this was the lowest temperature reading in the city since 1957. In addition, several decades may pass between 100 °F (38 °C) readings; the last such reading occurred on July 24, 2022. The city's average window for freezing temperatures is November 9 through April 5. Official temperature records have ranged from −18 °F (−28 °C) on February 9, 1934, up to 104 °F (40 °C) on July 4, 1911. The record cold daily maximum is 2 °F (−17 °C) on December 30, 1917, while the record warm daily minimum is 83 °F (28 °C) on both August 2, 1975 and July 21, 2019.Boston averages 43.6 in (1,110 mm) of precipitation a year, with 49.2 in (125 cm) of snowfall per season. Most snowfall occurs from mid-November through early April, and snow is rare in May and October. There is also high year-to-year variability in snowfall; for instance, the winter of 2011–12 saw only 9.3 in (23.6 cm) of accumulating snow, but the previous winter, the corresponding figure was 81.0 in (2.06 m). The city's coastal location on the North Atlantic makes the city very prone to nor'easters, which can produce large amounts of snow and rain.Fog is fairly common, particularly in spring and early summer. Due to its coastal location, the city often receives sea breezes, especially in the late spring, when water temperatures are still quite cold and temperatures at the coast can be more than 20 °F (11 °C) colder than a few miles inland, sometimes dropping by that amount near midday. Thunderstorms typically occur from May to September; occasionally, they can become severe, with large hail, damaging winds, and heavy downpours. Although downtown Boston has never been struck by a violent tornado, the city itself has experienced many tornado warnings. Damaging storms are more common to areas north, west, and northwest of the city. Boston has a relatively sunny climate for a coastal city at its latitude, averaging over 2,600 hours of sunshine a year.
+
+See or edit raw graph data.
+
+
+=== Cityscapes ===
+
+
+== Demographics ==
+
+In 2020, Boston was estimated to have 691,531 residents living in 266,724 households—a 12% population increase over 2010. The city is the third-most densely populated large U.S. city of over half a million residents, and the most densely populated state capital. Some 1.2 million persons may be within Boston's boundaries during work hours, and as many as 2 million during special events. This fluctuation of people is caused by hundreds of thousands of suburban residents who travel to the city for work, education, health care, and special events.In the city, the population was spread out, with 21.9% at age 19 and under, 14.3% from 20 to 24, 33.2% from 25 to 44, 20.4% from 45 to 64, and 10.1% who were 65 years of age or older. The median age was 30.8 years. For every 100 females, there were 92.0 males. For every 100 females age 18 and over, there were 89.9 males. There were 252,699 households, of which 20.4% had children under the age of 18 living in them, 25.5% were married couples living together, 16.3% had a female householder with no husband present, and 54.0% were non-families. 37.1% of all households were made up of individuals, and 9.0% had someone living alone who was 65 years of age or older. The average household size was 2.26 and the average family size was 3.08.The median household income in Boston was $51,739, while the median income for a family was $61,035. Full-time year-round male workers had a median income of $52,544 versus $46,540 for full-time year-round female workers. The per capita income for the city was $33,158. 21.4% of the population and 16.0% of families were below the poverty line. Of the total population, 28.8% of those under the age of 18 and 20.4% of those 65 and older were living below the poverty line. Boston has a significant racial wealth gap with White Bostonians having an median net worth of $247,500 compared to an $8 median net worth for non-immigrant Black residents and $0 for Dominican immigrant residents.From the 1950s to the end of the 20th century, the proportion of non-Hispanic Whites in the city declined. In 2000, non-Hispanic Whites made up 49.5% of the city's population, making the city majority minority for the first time. However, in the 21st century, the city has experienced significant gentrification, during which affluent Whites have moved into formerly non-White areas. In 2006, the U.S. Census Bureau estimated non-Hispanic Whites again formed a slight majority but as of 2010, in part due to the housing crash, as well as increased efforts to make more affordable housing more available, the non-White population has rebounded. This may also have to do with increased Latin American and Asian populations and more clarity surrounding U.S. Census statistics, which indicate a non-Hispanic White population of 47% (some reports give slightly lower figures).
+
+
+=== Ethnicity ===
+African-Americans comprise 22% of the city's population. People of Irish descent form the second-largest single ethnic group in the city, making up 15.8% of the population, followed by Italians, accounting for 8.3% of the population. People of West Indian and Caribbean ancestry are another sizable group, collectively at over 15%. Boston has the second-biggest congestion of Irish Americans in the United States, trailing Butte, Montana.
+In Greater Boston, these numbers grew significantly, with 150,000 Dominicans according to 2018 estimates, 134,000 Puerto Ricans, 57,500 Salvadorans, 39,000 Guatemalans, 36,000 Mexicans, and over 35,000 Colombians. East Boston has a diverse Hispanic/Latino population of Salvadorans, Colombians, Guatemalans, Mexicans, Dominicans and Puerto Ricans. Hispanic populations in southwest Boston neighborhoods are mainly made up of Dominicans and Puerto Ricans, usually sharing neighborhoods in this section with African Americans and Blacks with origins from the Caribbean and Africa especially Cape Verdeans and Haitians. Neighborhoods such as Jamaica Plain and Roslindale have experienced a growing number of Dominican Americans.There is a large and historical Armenian community in Boston, and the city is home to the Armenian Heritage Park. Additionally, over 27,000 Chinese Americans made their home in Boston city proper in 2013. Overall, according to the 2012–2016 American Community Survey 5-Year Estimates, the largest ancestry groups in Boston are:
+
+
+=== Demographic breakdown by ZIP Code ===
+
+
+==== Income ====
+
+Data is from the 2008–2012 American Community Survey 5-Year Estimates.
+
+
+=== Religion ===
+According to a 2014 study by the Pew Research Center, 57% of the population of the city identified themselves as Christians, with 25% attending a variety of Protestant churches and 29% professing Roman Catholic beliefs; 33% claim no religious affiliation, while the remaining 10% are composed of adherents of Judaism, Buddhism, Islam, Hinduism, Baháʼí and other faiths.
+As of 2010, the Catholic Church had the highest number of adherents as a single denomination in the Greater Boston area, with more than two million members and 339 churches, followed by the Episcopal Church with 58,000 adherents in 160 churches. The United Church of Christ had 55,000 members and 213 churches.The Boston metro area contained a Jewish population of approximately 248,000 as of 2015. More than half the Jewish households in the Greater Boston area reside in the city itself, Brookline, Newton, Cambridge, Somerville, or adjacent towns.A small minority practices Confucianism, and some practice Boston Confucianism, an American evolution of Confucianism adapted for Boston intellectuals.
+
+
+== Economy ==
+
+A global city, Boston is placed among the top 30 most economically powerful cities in the world. Encompassing $363 billion, the Greater Boston metropolitan area has the sixth-largest economy in the country and 12th-largest in the world.Boston's colleges and universities exert a significant impact on the regional economy. Boston attracts more than 350,000 college students from around the world, who contribute more than US$4.8 billion annually to the city's economy. The area's schools are major employers and attract industries to the city and surrounding region. The city is home to a number of technology companies and is a hub for biotechnology, with the Milken Institute rating Boston as the top life sciences cluster in the country. Boston receives the highest absolute amount of annual funding from the National Institutes of Health of all cities in the United States.The city is considered highly innovative for a variety of reasons, including the presence of academia, access to venture capital, and the presence of many high-tech companies. The Route 128 corridor and Greater Boston continue to be a major center for venture capital investment, and high technology remains an important sector.
+Tourism also composes a large part of Boston's economy, with 21.2 million domestic and international visitors spending $8.3 billion in 2011. Excluding visitors from Canada and Mexico, over 1.4 million international tourists visited Boston in 2014, with those from China and the United Kingdom leading the list. Boston's status as a state capital as well as the regional home of federal agencies has rendered law and government to be another major component of the city's economy. The city is a major seaport along the East Coast of the United States and the oldest continuously operated industrial and fishing port in the Western Hemisphere.In the 2018 Global Financial Centres Index, Boston was ranked as having the thirteenth most competitive financial services center in the world and the second most competitive in the United States. Boston-based Fidelity Investments helped popularize the mutual fund in the 1980s and has made Boston one of the top financial centers in the United States. The city is home to the headquarters of Santander Bank, and Boston is a center for venture capital firms. State Street Corporation, which specializes in asset management and custody services, is based in the city. Boston is a printing and publishing center—Houghton Mifflin Harcourt is headquartered within the city, along with Bedford-St. Martin's Press and Beacon Press. Pearson PLC publishing units also employ several hundred people in Boston. The city is home to three major convention centers—the Hynes Convention Center in the Back Bay, and the Seaport World Trade Center and Boston Convention and Exhibition Center on the South Boston waterfront. The General Electric Corporation announced in January 2016 its decision to move the company's global headquarters to the Seaport District in Boston, from Fairfield, Connecticut, citing factors including Boston's preeminence in the realm of higher education. Boston is home to the headquarters of several major athletic and footwear companies including Converse, New Balance, and Reebok. Rockport, Puma and Wolverine World Wide, Inc. headquarters or regional offices are just outside the city.In 2019, a yearly ranking of time wasted in traffic listed Boston area drivers lost approximately 164 hours a year in lost productivity due to the area's traffic congestion. This amounted to $2,300 a year per driver in costs.
+
+
+== Education ==
+
+
+=== Primary and secondary education ===
+The Boston Public Schools enroll 57,000 students attending 145 schools, including the renowned Boston Latin Academy, John D. O'Bryant School of Math & Science, and Boston Latin School. The Boston Latin School was established in 1635 and is the oldest public high school in the US. Boston also operates the United States' second-oldest public high school and its oldest public elementary school. The system's students are 40% Hispanic or Latino, 35% Black or African American, 13% White, and 9% Asian. There are private, parochial, and charter schools as well, and approximately 3,300 minority students attend participating suburban schools through the Metropolitan Educational Opportunity Council. In September 2019, the city formally inaugurated Boston Saves, a program that provides every child enrolled in the city's kindergarten system a savings account containing $50 to be used toward college or career training.
+
+
+=== Higher education ===
+
+Several of the most renowned and highly ranked universities in the world are near Boston. Three universities with a major presence in the city, Harvard, MIT, and Tufts, are just outside of Boston in the cities of Cambridge and Somerville, known as the Brainpower Triangle. Harvard is the nation's oldest institute of higher education and is centered across the Charles River in Cambridge, though the majority of its land holdings and a substantial amount of its educational activities are in Boston. Its business school and athletics facilities are in Boston's Allston neighborhood, and its medical, dental, and public health schools are located in the Longwood area.The Massachusetts Institute of Technology (MIT) originated in Boston and was long known as "Boston Tech"; it moved across the river to Cambridge in 1916. Tufts University's main campus is north of the city in Somerville and Medford, though it locates its medical and dental schools in Boston's Chinatown at Tufts Medical Center.Five members of the Association of American Universities are in Greater Boston (more than any other metropolitan area): Harvard University, the Massachusetts Institute of Technology, Tufts University, Boston University, and Brandeis University. Furthermore, Greater Boston contains seven Highest Research Activity (R1) Universities as per the Carnegie Classification. This includes, in addition to the aforementioned five, Boston College, and Northeastern University. This is, by a large margin, the highest concentration of such institutions in a single metropolitan area. Hospitals, universities, and research institutions in Greater Boston received more than $1.77 billion in National Institutes of Health grants in 2013, more money than any other American metropolitan area. This high density of research institutes also contributes to Boston's high density of early career researchers, which, due to high housing costs in the region, have been shown to face housing stress.Greater Boston has more than 50 colleges and universities, with 250,000 students enrolled in Boston and Cambridge alone. The city's largest private universities include Boston University (also the city's fourth-largest employer), with its main campus along Commonwealth Avenue and a medical campus in the South End, Northeastern University in the Fenway area, Suffolk University near Beacon Hill, which includes law school and business school, and Boston College, which straddles the Boston (Brighton)–Newton border. Boston's only public university is the University of Massachusetts Boston on Columbia Point in Dorchester. Roxbury Community College and Bunker Hill Community College are the city's two public community colleges. Altogether, Boston's colleges and universities employ more than 42,600 people, accounting for nearly seven percent of the city's workforce.Smaller private colleges include Babson College, Bentley University, Boston Architectural College, Emmanuel College, Fisher College, MGH Institute of Health Professions, Massachusetts College of Pharmacy and Health Sciences, Simmons University, Wellesley College, Wheelock College, Wentworth Institute of Technology, New England School of Law (originally established as America's first all female law school), and Emerson College.Metropolitan Boston is home to several conservatories and art schools, including Lesley University College of Art and Design, Massachusetts College of Art, the School of the Museum of Fine Arts, New England Institute of Art, New England School of Art and Design (Suffolk University), Longy School of Music of Bard College, and the New England Conservatory (the oldest independent conservatory in the United States). Other conservatories include the Boston Conservatory and Berklee College of Music, which has made Boston an important city for jazz music.Many trade schools also exist in the city, such as the Boston Career Institute, the North Bennet Street School, the Madison Park technical School, JATC of Greater Boston, and many others.
+
+
+== Healthcare ==
+
+Many of Boston's medical facilities are associated with universities. The Longwood Medical and Academic Area, adjacent to the Fenway, district, is home to a large number of medical and research facilities, including Beth Israel Deaconess Medical Center, Brigham and Women's Hospital, Boston Children's Hospital, Dana–Farber Cancer Institute, Harvard Medical School, Harvard School of Dental Medicine, Harvard T.H. Chan School of Public Health, Joslin Diabetes Center, and the Massachusetts College of Pharmacy and Health Sciences.
+Prominent medical facilities, including Massachusetts General Hospital, Massachusetts Eye and Ear Infirmary and Spaulding Rehabilitation Hospital are in the Beacon Hill area. Many of the facilities in Longwood and near Massachusetts General Hospital are affiliated with Harvard Medical School. Tufts Medical Center (formerly Tufts-New England Medical Center), in the southern portion of the Chinatown neighborhood, is affiliated with Tufts University School of Medicine. Boston Medical Center, in the South End neighborhood, is the region's largest safety-net hospital and trauma center. Formed by the merger of Boston City Hospital, the first municipal hospital in the United States, and Boston University Hospital, Boston Medical Center now serves as the primary teaching facility for the Boston University School of Medicine. St. Elizabeth's Medical Center is in Brighton Center of the city's Brighton neighborhood. New England Baptist Hospital is in Mission Hill. The city has Veterans Affairs medical centers in the Jamaica Plain and West Roxbury neighborhoods. The Boston Public Health Commission, an agency of the Massachusetts government, oversees health concerns for city residents. Boston EMS provides pre-hospital emergency medical services to residents and visitors.
+
+
+== Public safety ==
+
+Boston included $414 million in spending on the Boston Police Department in the fiscal 2021 budget. This is the second largest allocation of funding by the city after the allocation to Boston Public Schools.Like many major American cities, Boston has experienced a great reduction in violent crime since the early 1990s. Boston's low crime rate since the 1990s has been credited to the Boston Police Department's collaboration with neighborhood groups and church parishes to prevent youths from joining gangs, as well as involvement from the United States Attorney and District Attorney's offices. This helped lead in part to what has been touted as the "Boston Miracle". Murders in the city dropped from 152 in 1990 (for a murder rate of 26.5 per 100,000 people) to just 31—not one of them a juvenile—in 1999 (for a murder rate of 5.26 per 100,000).In 2008, there were 62 reported homicides. Through December 30, 2016, major crime was down seven percent and there were 46 homicides compared to 40 in 2015.
+
+
+== Culture ==
+
+Boston shares many cultural roots with greater New England, including a dialect of the non-rhotic Eastern New England accent known as the Boston accent and a regional cuisine with a large emphasis on seafood, salt, and dairy products. Boston also has its own collection of neologisms known as Boston slang and sardonic humor.In the early 1800s, William Tudor wrote that Boston was "'perhaps the most perfect and certainly the best-regulated democracy that ever existed. There is something so impossible in the immortal fame of Athens, that the very name makes everything modern shrink from comparison; but since the days of that glorious city I know of none that has approached so near in some points, distant as it may still be from that illustrious model.' From this, Boston has been called the "Athens of America" (also a nickname of Philadelphia) for its literary culture, earning a reputation as "the intellectual capital of the United States".In the nineteenth century, Ralph Waldo Emerson, Henry David Thoreau, Nathaniel Hawthorne, Margaret Fuller, James Russell Lowell, and Henry Wadsworth Longfellow wrote in Boston. Some consider the Old Corner Bookstore to be the "cradle of American literature", the place where these writers met and where The Atlantic Monthly was first published. In 1852, the Boston Public Library was founded as the first free library in the United States. Boston's literary culture continues today thanks to the city's many universities and the Boston Book Festival.
+Music is afforded a high degree of civic support in Boston. The Boston Symphony Orchestra is one of the "Big Five", a group of the greatest American orchestras, and the classical music magazine Gramophone called it one of the "world's best" orchestras. Symphony Hall (west of Back Bay) is home to the Boston Symphony Orchestra and the related Boston Youth Symphony Orchestra, which is the largest youth orchestra in the nation, and to the Boston Pops Orchestra. The British newspaper The Guardian called Boston Symphony Hall "one of the top venues for classical music in the world", adding "Symphony Hall in Boston was where science became an essential part of concert hall design". Other concerts are held at the New England Conservatory's Jordan Hall. The Boston Ballet performs at the Boston Opera House. Other performing-arts organizations in the city include the Boston Lyric Opera Company, Opera Boston, Boston Baroque (the first permanent Baroque orchestra in the US), and the Handel and Haydn Society (one of the oldest choral companies in the United States). The city is a center for contemporary classical music with a number of performing groups, several of which are associated with the city's conservatories and universities. These include the Boston Modern Orchestra Project and Boston Musica Viva. Several theaters are in or near the Theater District south of Boston Common, including the Cutler Majestic Theatre, Citi Performing Arts Center, the Colonial Theater, and the Orpheum Theatre.There are several major annual events, such as First Night which occurs on New Year's Eve, the Boston Early Music Festival, the annual Boston Arts Festival at Christopher Columbus Waterfront Park, the annual Boston gay pride parade and festival held in June, and Italian summer feasts in the North End honoring Catholic saints. The city is the site of several events during the Fourth of July period. They include the week-long Harborfest festivities and a Boston Pops concert accompanied by fireworks on the banks of the Charles River.Several historic sites relating to the American Revolution period are preserved as part of the Boston National Historical Park because of the city's prominent role. Many are found along the Freedom Trail, which is marked by a red line of bricks embedded in the ground.
+The city is also home to several art museums and galleries, including the Museum of Fine Arts and the Isabella Stewart Gardner Museum. The Institute of Contemporary Art is housed in a contemporary building designed by Diller Scofidio + Renfro in the Seaport District. Boston's South End Art and Design District (SoWa) and Newbury St. are both art gallery destinations. Columbia Point is the location of the University of Massachusetts Boston, the Edward M. Kennedy Institute for the United States Senate, the John F. Kennedy Presidential Library and Museum, and the Massachusetts Archives and Commonwealth Museum. The Boston Athenæum (one of the oldest independent libraries in the United States), Boston Children's Museum, Bull & Finch Pub (whose building is known from the television show Cheers), Museum of Science, and the New England Aquarium are within the city.
+Boston has been a noted religious center from its earliest days. The Roman Catholic Archdiocese of Boston serves nearly 300 parishes and is based in the Cathedral of the Holy Cross (1875) in the South End, while the Episcopal Diocese of Massachusetts serves just under 200 congregations, with the Cathedral Church of St. Paul (1819) as its episcopal seat. Unitarian Universalism has its headquarters in the Fort Point neighborhood. The Christian Scientists are headquartered in Back Bay at the Mother Church (1894). The oldest church in Boston is First Church in Boston, founded in 1630. King's Chapel was the city's first Anglican church, founded in 1686 and converted to Unitarianism in 1785. Other churches include Old South Church (1669), Christ Church (better known as Old North Church, 1723), the oldest church building in the city, Trinity Church (1733), Park Street Church (1809), and Basilica and Shrine of Our Lady of Perpetual Help on Mission Hill (1878).
+
+
+== Environment ==
+
+
+=== Pollution control ===
+Air quality in Boston is generally very good. Between 2004 and 2013, there were only four days in which the air was unhealthy for the general public, according to the EPA.Some of the cleaner energy facilities in Boston include the Allston green district, with three ecologically compatible housing facilities. Boston is also breaking ground on multiple green affordable housing facilities to help reduce the carbon impact of the city while simultaneously making these initiatives financially available to a greater population. Boston's climate plan is updated every three years and was most recently modified in 2019. This legislature includes the Building Energy Reporting and Disclosure Ordinance, which requires the city's larger buildings to disclose their yearly energy and water use statistics and to partake in an energy assessment every five years. These statistics are made public by the city, thereby increasing incentives for buildings to be more environmentally conscious.Mayor Thomas Menino introduced the Renew Boston Whole Building Incentive which reduces the cost of living in buildings that are deemed energy efficient. This gives people an opportunity to find housing in neighborhoods that support the environment. The ultimate goal of this initiative is to enlist 500 Bostonians to participate in a free, in-home energy assessment.
+
+
+=== Water purity and availability ===
+Many older buildings in certain areas of Boston are supported by wooden piles driven into the area's fill; these piles remain sound if submerged in water, but are subject to dry rot if exposed to air for long periods.
+Ground water levels have been dropping in many areas of the city, due in part to an increase in the amount of rainwater discharged directly into sewers rather than absorbed by the ground. The Boston Groundwater Trust coordinates monitoring ground water levels throughout the city via a network of public and private monitoring wells. However, Boston's drinking water supply from the Quabbin and Wachusett Reservoirs is one of the very few in the country so pure as to satisfy the Federal Clean Water Act without filtration.
+
+
+=== Climate change and sea level rise ===
+The City of Boston has developed a climate action plan covering carbon reduction in buildings, transportation, and energy use. Mayor Thomas Menino commissioned the city's first Climate Action Plan in 2007, with an update released in 2011. Since then, Mayor Marty Walsh has built upon these plans with further updates released in 2014 and 2019. As a coastal city built largely on fill, sea-level rise is of major concern to the city government. The latest version of the climate action plan anticipates between two and seven feet of sea-level rise in Boston by the end of the century. A separate initiative, Resilient Boston Harbor, lays out neighborhood-specific recommendations for coastal resilience.
+
+
+== Sports ==
+
+Boston has teams in the four major North American men's professional sports leagues plus Major League Soccer, and, as of 2019, has won 39 championships in these leagues. It is one of nine cities, along with Chicago, Dallas, Detroit, Los Angeles, New York City, Philadelphia, St. Louis, and Washington, D.C., to have won championships in all four major American sports leagues. During a 17-year stretch from 2001 to 2018, the city's professional sports teams won twelve championships: Patriots (2001, 2003, 2004, 2014, 2016 and 2018), Red Sox (2004, 2007, 2013, and 2018), Celtics (2008), and Bruins (2011). The Celtics and Bruins remain competitive for titles in the century's third decade, though the Patriots and Red Sox have fallen off from these recent glory days. This love of sports made Boston the United States Olympic Committee's choice to bid to hold the 2024 Summer Olympic Games, but the city cited financial concerns when it withdrew its bid on July 27, 2015.The Boston Red Sox, a founding member of the American League of Major League Baseball in 1901, play their home games at Fenway Park, near Kenmore Square, in the city's Fenway section. Built in 1912, it is the oldest sports arena or stadium in active use in the United States among the four major professional American sports leagues, Major League Baseball, the National Football League, National Basketball Association, and the National Hockey League. Boston was the site of the first game of the first modern World Series, in 1903. The series was played between the AL Champion Boston Americans and the NL champion Pittsburgh Pirates. Persistent reports that the team was known in 1903 as the "Boston Pilgrims" appear to be unfounded. Boston's first professional baseball team was the Red Stockings, one of the charter members of the National Association in 1871, and of the National League in 1876. The team played under that name until 1883, under the name Beaneaters until 1911, and under the name Braves from 1912 until they moved to Milwaukee after the 1952 season. Since 1966 they have played in Atlanta as the Atlanta Braves.The TD Garden, formerly called the FleetCenter and built to replace the old, since-demolished Boston Garden, is above North Station and is the home of two major league teams: the Boston Bruins of the National Hockey League and the Boston Celtics of the National Basketball Association. The arena seats 18,624 for basketball games and 17,565 for ice hockey games. The Bruins were the first American member of the National Hockey League and an Original Six franchise. The Boston Celtics were founding members of the Basketball Association of America, one of the two leagues that merged to form the NBA. The Celtics, along with the Los Angeles Lakers, have the distinction of having won more championships than any other NBA team, both with seventeen. The venue also hosted the 2021 Laver Cup, an international men's tennis tournament consisting of two teams: Team Europe and Team World.
+While they have played in suburban Foxborough since 1971, the New England Patriots of the National Football League were founded in 1960 as the Boston Patriots, changing their name after relocating. The team won the Super Bowl after the 2001, 2003, 2004, 2014, 2016 and 2018 seasons. They share Gillette Stadium with the New England Revolution of Major League Soccer. The Boston Breakers of Women's Professional Soccer, which formed in 2009, played their home games at Dilboy Stadium in Somerville. The Boston Storm of the United Women's Lacrosse League was formed in 2015.The area's many colleges and universities are active in college athletics. Four NCAA Division I members play in the area—Boston College, Boston University, Harvard University, and Northeastern University. Of the four, only Boston College participates in college football at the highest level, the Football Bowl Subdivision. Harvard participates in the second-highest level, the Football Championship Subdivision.
+Boston has Esports teams as well, such as the Overwatch League (OWL)'s Boston Uprising. Established in 2017, they were the first team to complete a perfect stage with 0 losses. The Boston Breach is another esports team in the Call of Duty League (CDL).One of the best known sporting events in the city is the Boston Marathon, the 26.2 mi (42.2 km) race which is the world's oldest annual marathon, run on Patriots' Day in April. On April 15, 2013, two explosions killed three people and injured hundreds at the marathon.
+Another major annual event is the Head of the Charles Regatta, held in October.Boston is one of eleven U.S. cities which will host matches during the 2026 FIFA World Cup, with games taking place at Gillette Stadium.
+
+
+== Parks and recreation ==
+Boston Common, near the Financial District and Beacon Hill, is the oldest public park in the United States. Along with the adjacent Boston Public Garden, it is part of the Emerald Necklace, a string of parks designed by Frederick Law Olmsted to run through the city. The Emerald Necklace includes the Back Bay Fens, Arnold Arboretum, Jamaica Pond, Boston's largest body of freshwater, and Franklin Park, the city's largest park and home of the Franklin Park Zoo. Another major park is the Esplanade, along the banks of the Charles River. The Hatch Shell, an outdoor concert venue, is adjacent to the Charles River Esplanade. Other parks are scattered throughout the city, with major parks and beaches near Castle Island and the south end, in Charlestown and along the Dorchester, South Boston, and East Boston shorelines.Boston's park system is well-reputed nationally. In its 2013 ParkScore ranking, The Trust for Public Land reported Boston was tied with Sacramento and San Francisco for having the third-best park system among the 50 most populous U.S. cities. ParkScore ranks city park systems by a formula that analyzes the city's median park size, park acres as percent of city area, the percent of residents within a half-mile of a park, spending of park services per resident, and the number of playgrounds per 10,000 residents.
+
+
+== Government and politics ==
+
+Boston has a strong mayor–council government system in which the mayor (elected every fourth year) has extensive executive power. Michelle Wu, a city councilor, became mayor in November 2021, succeeding Kim Janey, a former City Council President, who became the Acting Mayor in March 2021 following Marty Walsh's confirmation to the position of Secretary of Labor in the Biden/Harris Administration. Walsh's predecessor Thomas Menino's twenty-year tenure was the longest in the city's history.
+The Boston City Council is elected every two years; there are nine district seats, and four citywide "at-large" seats. The School Committee, which oversees the Boston Public Schools, is appointed by the mayor.In addition to city government, numerous commissions and state authorities, including the Massachusetts Department of Conservation and Recreation, the Boston Public Health Commission, the Massachusetts Water Resources Authority (MWRA), and the Massachusetts Port Authority (Massport), play a role in the life of Bostonians. As the capital of Massachusetts, Boston plays a major role in state politics.
+The city has several federal facilities, including the John F. Kennedy Federal Office Building, the Thomas P. O'Neill Jr. Federal Building, the John W. McCormack Post Office and Courthouse, the Federal Reserve Bank of Boston, the United States Court of Appeals for the First Circuit, and the United States District Court for the District of Massachusetts. Both courts are housed in the John Joseph Moakley United States Courthouse.
+Federally, Boston is split between two congressional districts. Three-fourths of the city is in the 7th district and is represented by Ayanna Pressley while the remaining southern fourth is in the 8th district and is represented by Stephen Lynch, both of whom are Democrats; a Republican has not represented a significant portion of Boston in over a century. The state's senior member of the United States Senate is Democrat Elizabeth Warren, first elected in 2012. The state's junior member of the United States Senate is Democrat Ed Markey, who was elected in 2013 to succeed John Kerry after Kerry's appointment and confirmation as the United States Secretary of State.
+The city uses an algorithm created by the Walsh administration, called CityScore, to measure the effectiveness of various city services. This score is available on a public online dashboard and allows city managers in police, fire, schools, emergency management services, and 3-1-1 to take action and make adjustments in areas of concern.
+
+
+== Media ==
+The city of Boston has been featured in multiple forms of media and fiction due to its status as the capital of Massachusetts.
+
+
+=== Newspapers ===
+
+The Boston Globe is the oldest and largest daily newspaper in the city and is generally acknowledged as its paper of record. The city is also served by other publications such as the Boston Herald, Boston magazine, DigBoston, and the Boston edition of Metro. The Christian Science Monitor, headquartered in Boston, was formerly a worldwide daily newspaper but ended publication of daily print editions in 2009, switching to continuous online and weekly magazine format publications. The Boston Globe also releases a teen publication to the city's public high schools, called Teens in Print or T.i.P., which is written by the city's teens and delivered quarterly within the school year. The Improper Bostonian, a glossy lifestyle magazine, was published from 1991 through April 2019.
+The city's growing Latino population has given rise to a number of local and regional Spanish-language newspapers. These include El Planeta (owned by the former publisher of the Boston Phoenix), El Mundo, and La Semana. Siglo21, with its main offices in nearby Lawrence, is also widely distributed.Various LGBT publications serve the city's large LGBT (lesbian, gay, bisexual, and transgender) population such as The Rainbow Times, the only minority and lesbian-owned LGBT news magazine. Founded in 2006, The Rainbow Times is now based out of Boston, but serves all of New England.
+
+
+=== Radio and television ===
+
+Boston is the largest broadcasting market in New England, with the radio market being the ninth largest in the United States. Several major AM stations include talk radio WRKO, sports/talk station WEEI, and iHeartMedia WBZ. WBZ (AM) broadcasts a news radio format and is a 50,000 watt "clear channel" station, whose nighttime broadcasts are heard hundreds of miles from Boston. A variety of commercial FM radio formats serve the area, as do NPR stations WBUR and WGBH. College and university radio stations include WERS (Emerson), WHRB (Harvard), WUMB (UMass Boston), WMBR (MIT), WZBC (Boston College), WMFO (Tufts University), WBRS (Brandeis University), WTBU (Boston University, campus and web only), WRBB (Northeastern University) and WMLN-FM (Curry College).
+The Boston television DMA, which also includes Manchester, New Hampshire, is the eighth largest in the United States. The city is served by stations representing every major American network, including WBZ-TV 4 and its sister station WSBK-TV 38 (the former a CBS O&O, the latter an independent station), WCVB-TV 5 and its sister station WMUR-TV 9 (both ABC), WHDH 7 and its sister station WLVI 56 (the former an independent station, the latter a CW affiliate), WBTS-CD 15 (an NBC O&O), and WFXT 25 (Fox). The city is also home to PBS member station WGBH-TV 2, a major producer of PBS programs, which also operates WGBX 44. Spanish-language television networks, including UniMás (WUTF-TV 27), Telemundo (WNEU 60, a sister station to WBTS-CD), and Univisión (WUNI 66), have a presence in the region, with WNEU serving as network owned-and-operated station. Most of the area's television stations have their transmitters in nearby Needham and Newton along the Route 128 corridor. Six Boston television stations are carried by Canadian satellite television provider Bell TV and by cable television providers in Canada.
+
+
+=== Film ===
+
+Films have been made in Boston since as early as 1903, and it continues to be both a popular setting and a popular filming location. Notable movies like The Departed, The Fighter and The Town were filmed in Boston. Notable movies set in Boston include Good Will Hunting and The Social Network.
+
+
+=== Video games ===
+
+Video games have used Boston as a backdrop and setting, such as Assassin's Creed III published in 2012 and Fallout 4 in 2015. Some characters from video games are from Boston, such as the Scout from Team Fortress 2. The gaming convention PAX East is held in Boston, which many gaming companies like Microsoft, Ubisoft, and Wizards of the Coast have previously attended.
+
+
+== Infrastructure ==
+
+
+=== Transportation ===
+
+Logan International Airport, in East Boston and operated by the Massachusetts Port Authority (Massport), is Boston's principal airport. Nearby general aviation airports are Beverly Municipal Airport to the north, Hanscom Field to the west, and Norwood Memorial Airport to the south. Massport also operates several major facilities within the Port of Boston, including a cruise ship terminal and facilities to handle bulk and container cargo in South Boston, and other facilities in Charlestown and East Boston.Downtown Boston's streets grew organically, so they do not form a planned grid, unlike those in later-developed Back Bay, East Boston, the South End, and South Boston. Boston is the eastern terminus of I-90, which in Massachusetts runs along the Massachusetts Turnpike. The elevated portion of the Central Artery, which carried most of the through traffic in downtown Boston, was replaced with the O'Neill Tunnel during the Big Dig, substantially completed in early 2006. The former and current Central Artery follow I-93 as the primary north–south artery from the city. Other major highways include US 1, which carries traffic to the North Shore and areas south of Boston, US 3, which connects to the northwestern suburbs, Massachusetts Route 3, which connects to the South Shore and Cape Cod, and Massachusetts Route 2 which connects to the western suburbs. Surrounding the city is Massachusetts Route 128, a partial beltway which has been largely subsumed by other routes (mostly I-95 and I-93).
+With nearly a third of Bostonians using public transit for their commute to work, Boston has the fourth-highest rate of public transit usage in the country. The city of Boston has a higher than average percentage of households without a car. In 2015, 35.4 percent of Boston households lacked a car, which decreased slightly to 33.8 percent in 2016. The national average was 8.7 percent in 2016. Boston averaged 0.94 cars per household in 2016, compared to a national average of 1.8. Boston's public transportation agency, the Massachusetts Bay Transportation Authority (MBTA), operates the oldest underground rapid transit system in the Americas and is the fourth-busiest rapid transit system in the country, with 65.5 mi (105 km) of track on four lines. The MBTA also operates busy bus and commuter rail networks as well as water shuttles.Amtrak intercity rail to Boston is provided through four stations: South Station, North Station, Back Bay, and Route 128. South Station is a major intermodal transportation hub and is the terminus of Amtrak's Northeast Regional, Acela Express, and Lake Shore Limited routes, in addition to multiple MBTA services. Back Bay is also served by MBTA and those three Amtrak routes, while Route 128, in the southwestern suburbs of Boston, is only served by the Acela Express and Northeast Regional. Meanwhile, Amtrak's Downeaster to Brunswick, Maine terminates in North Station, and is the only Amtrak route to do so.Nicknamed "The Walking City", Boston hosts more pedestrian commuters than do other comparably populated cities. Owing to factors such as necessity, the compactness of the city and large student population, 13 percent of the population commutes by foot, making it the highest percentage of pedestrian commuters in the country out of the major American cities. In 2011, Walk Score ranked Boston the third-most walkable city in the United States. As of 2015, Walk Score still ranks Boston as the third most walkable U.S. city, with a Walk Score of 80, a Transit Score of 75, and a Bike Score of 70.Between 1999 and 2006, Bicycling magazine named Boston three times as one of the worst cities in the U.S. for cycling; regardless, it has one of the highest rates of bicycle commuting. In 2008, as a consequence of improvements made to bicycling conditions within the city, the same magazine put Boston on its "Five for the Future" list as a "Future Best City" for biking, and Boston's bicycle commuting percentage increased from 1% in 2000 to 2.1% in 2009. The bikeshare program Bluebikes, originally called Hubway, launched in late July 2011, logging more than 140,000 rides before the close of its first season. The neighboring municipalities of Cambridge, Somerville, and Brookline joined the Hubway program in the summer of 2012. In 2016, there were 1,461 bikes and 158 docking stations across the city, which in 2022 has increased to 400 stations with a total of 4,000 bikes. PBSC Urban Solutions provides bicycles and technology for this bike-sharing system.In 2013, the Boston-Cambridge-Newton metropolitan statistical area (Boston MSA) had the seventh-lowest percentage of workers who commuted by private automobile (75.6 percent), with 6.2 percent of area workers traveling via rail transit. During the period starting in 2006 and ending in 2013, the Boston MSA had the greatest percentage decline of workers commuting by automobile (3.3 percent) among MSAs with more than a half-million residents.
+
+
+== International relations ==
+The City of Boston has eleven official sister cities:
+ Kyoto, Japan (1959)
+ Strasbourg, France (1960)
+ Barcelona, Spain (1980)
+ Hangzhou, China (1982)
+ Padua, Italy (1983)
+ City of Melbourne, Australia (1985)
+ Beira, Mozambique (1990)
+ Taipei, Taiwan (1996)
+ Sekondi-Takoradi, Ghana (2001)
+ Belfast, Northern Ireland (2014)
+ Praia, Cape Verde (2015)Boston has formal partnership relationships through a Memorandum Of Understanding (MOU) with five additional cities or regions:
+
+ Guangzhou, China (2014)
+ Lyon, France (2016)
+ Copenhagen, Denmark (2017)
+ Mexico City, Mexico (2017)
+ North West of Ireland, Ireland (2017)
+
+
+== See also ==
+Outline of Boston
+Boston City League (high-school athletic conference)
+Boston Citgo Sign
+Boston nicknames
+Boston–Halifax relations
+List of diplomatic missions in Boston
+List of people from Boston
+National Register of Historic Places listings in Boston
+USS Boston, seven ships
+
+
+== Notes ==
+
+
+== References ==
+
+
+=== Citations ===
+
+
+=== Sources ===
+
+
+== Further reading ==
+
+Beagle, Jonathan M.; Penn, Elan (2006). Boston: A Pictorial Celebration. Sterling Publishing Company. ISBN 978-1-4027-1977-6.
+Brown, Robin; The Boston Globe (2009). Boston's Secret Spaces: 50 Hidden Corners In and Around the Hub (1st ed.). Globe Pequot. ISBN 978-0-7627-5062-7.
+Hantover, Jeffrey; King, Gilbert (200). City in Time: Boston. Sterling Publishing Company8. ISBN 978-1-4027-3300-0.
+Holli, Melvin G.; Jones, Peter d'A., eds. (1981). Biographical Dictionary of American Mayors, 1820–1980. Westport, Conn.: Greenwood Press. ISBN 978-0-313-21134-8. Short scholarly biographies each of the city's mayors 1820 to 1980—see index at pp. 406–411 for list.
+O'Connell, James C. (2013). The Hub's Metropolis: Greater Boston's Development from Railroad Suburbs to Smart Growth. MIT Press. ISBN 978-0-262-01875-3.
+O'Connor, Thomas H. (2000). Boston: A to Z. Harvard University Press. ISBN 978-0-674-00310-1.
+Price, Michael; Sammarco, Anthony Mitchell (2000). Boston's Immigrants, 1840–1925. Arcadia Publishing. ISBN 978-0-7524-0921-4.
+Krieger, Alex; Cobb, David; Turner, Amy, eds. (2001). Mapping Boston. MIT Press. ISBN 978-0-262-61173-2.
+Seasholes, Nancy S. (2003). Gaining Ground: A History of Landmaking in Boston. Cambridge, Massachusetts: MIT Press. ISBN 978-0-262-19494-5.
+Shand-Tucci, Douglass (1999). Built in Boston: City & Suburb, 1800–2000 (2nd ed.). University of Massachusetts Press. ISBN 978-1-55849-201-1.
+Southworth, Michael; Southworth, Susan (2008). AIA Guide to Boston, Third Edition: Contemporary Landmarks, Urban Design, Parks, Historic Buildings and Neighborhoods (3rd ed.). Globe Pequot. ISBN 978-0-7627-4337-7.
+Vrabel, Jim; Bostonian Society (2004). When in Boston: A Time Line & Almanac. Northeastern University Press. ISBN 978-1-55553-620-6.
+Whitehill, Walter Muir; Kennedy, Lawrence W. (2000). Boston: A Topographical History (3rd ed.). Belknap Press of Harvard University Press. ISBN 978-0-674-00268-5.
+
+
+== External links ==
+
+Official website
+Visit Boston, official tourism website
+ Geographic data related to Boston at OpenStreetMap
+"Boston" . The New Student's Reference Work . 1914.
+"Boston" . Encyclopædia Britannica. Vol. 4 (11th ed.). 1911. pp. 290–296.
+Historical Maps of Boston from the Norman B. Leventhal Map Center at the Boston Public Library
+Boston at Curlie
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+{"docstore/data": {"f20cbfb9-8e4b-4430-8bbd-4c7ef498b849": {"__data__": {"id_": "f20cbfb9-8e4b-4430-8bbd-4c7ef498b849", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "b7f98abc-65c8-47fc-9f15-3ef2b07cd872", "node_type": "1", "metadata": {}, "hash": "26482aba600f420d20597cd38cce372927f488736b088a8cddb2206a6ea9c55d", "class_name": "RelatedNodeInfo"}}, "text": "Boston (US: ), officially the City of Boston, is the capital and most populous city in the Commonwealth of Massachusetts in the United States. Settled in 1625 and incorporated in 1630, it is one of the nation's first and most historic cities. The city serves as the cultural and financial center of the New England region of the Northeastern United States. It has an area of 48.4 sq mi (125 km2) and a population of 675,647 as of the 2020 census, making it the third-largest city in the Northeast after New York City and Philadelphia. The Greater Boston metropolitan statistical area, including and surrounding the city, is the largest in New England and eleventh-largest in the country.Boston was founded on the Shawmut Peninsula in 1630 by Puritan settlers. The city was named after Boston, Lincolnshire, England.During the American Revolution, Boston was home to several events that proved central to the revolution and subsequent Revolutionary War, including the Boston Massacre (1770), the Boston Tea Party (1773), Paul Revere's Midnight Ride (1775), the Battle of Bunker Hill (1775), and the Siege of Boston (1775-1776). Following American independence from Great Britain, the city continued to play an important role as a port, manufacturing hub, and center for education and culture.The city expanded significantly beyond the original peninsula through filling in land and annexing neighboring towns. It now attracts many tourists, with Faneuil Hall alone drawing more than 20 million visitors per year. Boston's many firsts include the United States' first public park (Boston Common, 1634), the first public school (Boston Latin School, 1635), and the first subway system (Tremont Street subway, 1897).Since the nation's founding, Boston has been a national leader in higher education and research. Boston University and Northeastern University are both located within the city. Two of the world's most prestigious and consistently highly-ranked universities, Harvard University, the nation's oldest university, and the Massachusetts Institute of Technology, are both located in neighboring Cambridge, Massachusetts.Boston also has emerged as the largest biotechnology hub in the world. The city is also a national leader in scientific research, law, medicine, engineering, and business. With nearly 5,000 startup companies, the city is considered a global pioneer in innovation and entrepreneurship, and more recently in artificial intelligence. Boston's economy also includes finance, professional and business services, information technology, and government activities. Households in the city claim the highest average rate of philanthropy in the United States. Furthermore, Boston's businesses and institutions rank among the top in the country overall for environmental sustainability and new investment.\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Indigenous era ===\r\nPrior to European colonization, the region surrounding modern-day Boston was inhabited by the Massachusett people who had small, seasonal communities. When a group of settlers led by John Winthrop arrived in 1630, the Shawmut Peninsula was nearly empty of the Native people, as many had died of European diseases brought by early settlers and traders. Archaeological excavations unearthed one of the oldest fishweirs in New England on Boylston Street, which Native people constructed as early as 7,000 years before European arrival in the Western Hemisphere.\r\n\r\n\r\n=== Settlement by Europeans ===\r\nThe first European to live in what would become Boston was a Cambridge-educated Anglican cleric named William Blaxton. He was the person most directly responsible for the foundation of Boston by Puritan colonists in 1630. This occurred after Blaxton invited one of their leaders, Isaac Johnson, to cross Back Bay from the failing colony of Charlestown and share the peninsula. The Puritans made the crossing in September 1630.\r\n\r\n\r\n==== The name \"Boston\" ====\r\nBefore Johnson died on September 30, 1630, he named their then-new settlement across the river \"Boston\". (This was one of his last official acts as the leader of the Charlestown community.) The settlement's name came from Johnson's hometown of Boston, Lincolnshire, from which he, his wife (namesake of the Arbella) and John Cotton (grandfather of Cotton Mather) had emigrated to New England. The name of the English town ultimately derives from its patron saint, St. Botolph, in whose church John Cotton served as the rector until his emigration with Johnson. In early sources, Lincolnshire's Boston was known as \"St. Botolph's town\", later contracted to \"Boston\". Before this renaming, the settlement on the peninsula had been known as \"Shawmut\" by Blaxton and \"Trimountain\" by the Puritan settlers he had invited.", "start_char_idx": 0, "end_char_idx": 4743, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "b7f98abc-65c8-47fc-9f15-3ef2b07cd872": {"__data__": {"id_": "b7f98abc-65c8-47fc-9f15-3ef2b07cd872", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f20cbfb9-8e4b-4430-8bbd-4c7ef498b849", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "1f85e45ff73f3c4bbbcc7371e1d12d2d07580fae8573221cb9a4ff4236cc20e4", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c72f8ac9-e39d-49e1-b56c-a3276e002507", "node_type": "1", "metadata": {}, "hash": "60510e9ef76c0d11640e47bfb1aca418516e74206b718245c5b960111b2e577d", "class_name": "RelatedNodeInfo"}}, "text": "(This was one of his last official acts as the leader of the Charlestown community.) The settlement's name came from Johnson's hometown of Boston, Lincolnshire, from which he, his wife (namesake of the Arbella) and John Cotton (grandfather of Cotton Mather) had emigrated to New England. The name of the English town ultimately derives from its patron saint, St. Botolph, in whose church John Cotton served as the rector until his emigration with Johnson. In early sources, Lincolnshire's Boston was known as \"St. Botolph's town\", later contracted to \"Boston\". Before this renaming, the settlement on the peninsula had been known as \"Shawmut\" by Blaxton and \"Trimountain\" by the Puritan settlers he had invited.\r\n\r\n\r\n==== Puritan occupation ====\r\nPuritan influence on Boston began even before the settlement was founded with the 1629 Cambridge Agreement. This document created the Massachusetts Bay Colony and was signed by its first governor John Winthrop. Puritan ethics and their focus on education also influenced the early history of the city. America's first public school, Boston Latin School, was founded in Boston in 1635.Boston was the largest town in the Thirteen Colonies until Philadelphia outgrew it in the mid-18th century. Boston's oceanfront location made it a lively port, and the then-town primarily engaged in shipping and fishing during its colonial days. Boston was a primary stop on a Caribbean trade route and imported large amounts of molasses, which led to the creation of Boston baked beans.Boston's economy stagnated in the decades prior to the Revolution. By the mid-18th century, New York City and Philadelphia surpassed Boston in wealth. During this period, Boston encountered financial difficulties even as other cities in New England grew rapidly.\r\n\r\n\r\n=== Revolution and the siege of Boston ===\r\n\r\nMany crucial events of the American Revolution occurred in or near Boston. The then-town's mob presence, along with the colonists' growing lack of faith in either Britain or its Parliament, fostered a revolutionary spirit there. When the British parliament passed the Stamp Act in 1765, a Boston mob ravaged the homes of Andrew Oliver, the official tasked with enforcing the Act, and Thomas Hutchinson, then the Lieutenant Governor of Massachusetts. The British sent two regiments to Boston in 1768 in an attempt to quell the angry colonists. This did not sit well with the colonists, however. In 1770, during the Boston Massacre, British troops shot into a crowd that had started to violently harass them. The colonists compelled the British to withdraw their troops. The event was widely publicized and fueled a revolutionary movement in America.In 1773, Parliament passed the Tea Act. Many of the colonists saw the act as an attempt to force them to accept the taxes established by the Townshend Acts. The act prompted the Boston Tea Party, where a group of angered Bostonians threw an entire shipment of tea sent by the East India Company into Boston Harbor. The Boston Tea Party was a key event leading up to the revolution, as the British government responded furiously with the Coercive Acts, demanding compensation for the destroyed tea from the Bostonians. This angered the colonists further and led to the American Revolutionary War. The war began in the area surrounding Boston with the Battles of Lexington and Concord.Boston itself was besieged for almost a year during the siege of Boston, which began on April 19, 1775. The New England militia impeded the movement of the British Army. Sir William Howe, then the commander-in-chief of the British forces in North America, led the British army in the siege. On June 17, the British captured Charlestown (now part of Boston) during the Battle of Bunker Hill. The British army outnumbered the militia stationed there, but it was a pyrrhic victory for the British because their army suffered irreplaceable casualties. It was also a testament to the skill and training of the militia, as their stubborn defense made it difficult for the British to capture Charlestown without suffering further irreplaceable casualties.Several weeks later, George Washington took over the militia after the Continental Congress established the Continental Army to unify the revolutionary effort. Both sides faced difficulties and supply shortages in the siege, and the fighting was limited to small-scale raids and skirmishes. The narrow Boston Neck, which at that time was only about a hundred feet wide, impeded Washington's ability to invade Boston, and a long stalemate ensued. A young officer, Rufus Putnam, came up with a plan to make portable fortifications out of wood that could be erected on the frozen ground under cover of darkness.", "start_char_idx": 4032, "end_char_idx": 8751, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c72f8ac9-e39d-49e1-b56c-a3276e002507": {"__data__": {"id_": "c72f8ac9-e39d-49e1-b56c-a3276e002507", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "b7f98abc-65c8-47fc-9f15-3ef2b07cd872", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "078154555e2823a7aa0a9888956e7242d25cb94bbead149c2c266b22a4f4c2dd", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d5292885-f1a4-4251-99d0-abe7f96a38d2", "node_type": "1", "metadata": {}, "hash": "6b8e55167dcc3da74d67bd80fab1ea3f603d4175b1b6da22d7ba6cea884cf5b1", "class_name": "RelatedNodeInfo"}}, "text": "The British army outnumbered the militia stationed there, but it was a pyrrhic victory for the British because their army suffered irreplaceable casualties. It was also a testament to the skill and training of the militia, as their stubborn defense made it difficult for the British to capture Charlestown without suffering further irreplaceable casualties.Several weeks later, George Washington took over the militia after the Continental Congress established the Continental Army to unify the revolutionary effort. Both sides faced difficulties and supply shortages in the siege, and the fighting was limited to small-scale raids and skirmishes. The narrow Boston Neck, which at that time was only about a hundred feet wide, impeded Washington's ability to invade Boston, and a long stalemate ensued. A young officer, Rufus Putnam, came up with a plan to make portable fortifications out of wood that could be erected on the frozen ground under cover of darkness. Putnam supervised this effort, which successfully installed both the fortifications and dozens of cannons on Dorchester Heights that Henry Knox had laboriously brought through the snow from Fort Ticonderoga. The astonished British awoke the next morning to see a large array of cannons bearing down on them. General Howe is believed to have said that the Americans had done more in one night than his army could have done in six months. The British Army attempted a cannon barrage for two hours, but their shot could not reach the colonists' cannons at such a height. The British gave up, boarded their ships, and sailed away. This has become known as \"Evacuation Day\", which Boston still celebrates each year on March 17. After this, Washington was so impressed that he made Rufus Putnam his chief engineer.\r\n\r\n\r\n=== Post-revolution and the War of 1812 ===\r\nAfter the Revolution, Boston's long seafaring tradition helped make it one of the nation's busiest ports for both domestic and international trade. Boston's harbor activity was significantly curtailed by the Embargo Act of 1807 (adopted during the Napoleonic Wars) and the War of 1812. Foreign trade returned after these hostilities, but Boston's merchants had found alternatives for their capital investments in the meantime. Manufacturing became an important component of the city's economy, and the city's industrial manufacturing overtook international trade in economic importance by the mid-19th century. The small rivers bordering the city and connecting it to the surrounding region facilitated shipment of goods and led to a proliferation of mills and factories. Later, a dense network of railroads furthered the region's industry and commerce.During this period, Boston flourished culturally as well. It was admired for its rarefied literary life and generous artistic patronage. Members of old Boston families\u2014eventually dubbed the Boston Brahmins\u2014came to be regarded as the nation's social and cultural elites. They are often associated with the American upper class, Harvard University, and the Episcopal Church.Boston was an early port of the Atlantic triangular slave trade in the New England colonies, but was soon overtaken by Salem, Massachusetts and Newport, Rhode Island. Boston eventually became a center of the abolitionist movement. The city reacted strongly to the Fugitive Slave Act of 1850, contributing to President Franklin Pierce's attempt to make an example of Boston after the Anthony Burns Fugitive Slave Case.In 1822, the citizens of Boston voted to change the official name from the \"Town of Boston\" to the \"City of Boston\", and on March 19, 1822, the people of Boston accepted the charter incorporating the city. At the time Boston was chartered as a city, the population was about 46,226, while the area of the city was only 4.8 sq mi (12 km2).\r\n\r\n\r\n=== 19th century ===\r\nIn the 1820s, Boston's population grew rapidly, and the city's ethnic composition changed dramatically with the first wave of European immigrants. Irish immigrants dominated the first wave of newcomers during this period, especially following the Great Famine; by 1850, about 35,000 Irish lived in Boston. In the latter half of the 19th century, the city saw increasing numbers of Irish, Germans, Lebanese, Syrians, French Canadians, and Russian and Polish Jews settling there. By the end of the 19th century, Boston's core neighborhoods had become enclaves of ethnically distinct immigrants with their residence yielding lasting cultural change. Italians became the largest inhabitants of the North End, Irish dominated South Boston and Charlestown, and Russian Jews lived in the West End. Irish and Italian immigrants brought with them Roman Catholicism.", "start_char_idx": 7786, "end_char_idx": 12475, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d5292885-f1a4-4251-99d0-abe7f96a38d2": {"__data__": {"id_": "d5292885-f1a4-4251-99d0-abe7f96a38d2", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c72f8ac9-e39d-49e1-b56c-a3276e002507", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "7b77d71d7d70269c8cdfe26212922dd940b8ebca6df723067d422f504cb2048e", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "2b79ad9a-8715-4c58-9178-baa139f06114", "node_type": "1", "metadata": {}, "hash": "b084da78c5f5f5fa738f76f1dc777eb432341435b08ebae697a45346955d57e7", "class_name": "RelatedNodeInfo"}}, "text": "=== 19th century ===\r\nIn the 1820s, Boston's population grew rapidly, and the city's ethnic composition changed dramatically with the first wave of European immigrants. Irish immigrants dominated the first wave of newcomers during this period, especially following the Great Famine; by 1850, about 35,000 Irish lived in Boston. In the latter half of the 19th century, the city saw increasing numbers of Irish, Germans, Lebanese, Syrians, French Canadians, and Russian and Polish Jews settling there. By the end of the 19th century, Boston's core neighborhoods had become enclaves of ethnically distinct immigrants with their residence yielding lasting cultural change. Italians became the largest inhabitants of the North End, Irish dominated South Boston and Charlestown, and Russian Jews lived in the West End. Irish and Italian immigrants brought with them Roman Catholicism. Currently, Catholics make up Boston's largest religious community, and the Irish have played a major role in Boston politics since the early 20th century; prominent figures include the Kennedys, Tip O'Neill, and John F. Fitzgerald.Between 1631 and 1890, the city tripled its area through land reclamation by filling in marshes, mud flats, and gaps between wharves along the waterfront. Reclamation projects in the middle of the century created significant parts of the South End, the West End, the Financial District, and Chinatown.After the Great Boston fire of 1872, workers used building rubble as landfill along the downtown waterfront. During the mid-to-late 19th century, workers filled almost 600 acres (240 ha) of brackish Charles River marshlands west of Boston Common with gravel brought by rail from the hills of Needham Heights. The city annexed the adjacent towns of South Boston (1804), East Boston (1836), Roxbury (1868), Dorchester (including present-day Mattapan and a portion of South Boston) (1870), Brighton (including present-day Allston) (1874), West Roxbury (including present-day Jamaica Plain and Roslindale) (1874), Charlestown (1874), and Hyde Park (1912). Other proposals were unsuccessful for the annexation of Brookline, Cambridge, and Chelsea.\r\n\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\r\n\r\n=== 20th century ===\r\nFenway Park, home of the Boston Red Sox, opened in 1912.Many architecturally significant buildings were built during these early years of the 20th century: Horticultural Hall, the Tennis and Racquet Club, Isabella Stewart Gardner Museum, Fenway Studios, Jordan Hall, and the Boston Opera House.  The Longfellow Bridge, built in 1906, was mentioned by Robert McCloskey in Make Way for Ducklings, describing its \"salt and pepper shakers\" feature.Logan International Airport opened on September 8, 1923. The Boston Bruins were founded in 1924 and played their first game at Boston Garden in November 1928.Boston went into decline by the early to mid-20th century, as factories became old and obsolete and businesses moved out of the region for cheaper labor elsewhere. Boston responded by initiating various urban renewal projects, under the direction of the Boston Redevelopment Authority (BRA) established in 1957. In 1958, BRA initiated a project to improve the historic West End neighborhood. Extensive demolition was met with strong public opposition, and thousands of families were displaced.The BRA continued implementing eminent domain projects, including the clearance of the vibrant Scollay Square area for construction of the modernist style Government Center. In 1965, the Columbia Point Health Center opened in the Dorchester neighborhood, the first Community Health Center in the United States. It mostly served the massive Columbia Point public housing complex adjoining it, which was built in 1953. The health center is still in operation and was rededicated in 1990 as the Geiger-Gibson Community Health Center. The Columbia Point complex itself was redeveloped and revitalized from 1984 to 1990 into a mixed-income residential development called Harbor Point Apartments.By the 1970s, the city's economy had begun to recover after 30 years of economic downturn. A large number of high-rises were constructed in the Financial District and in Boston's Back Bay during this period. This boom continued into the mid-1980s and resumed after a few pauses. Hospitals such as Massachusetts General Hospital, Beth Israel Deaconess Medical Center, and Brigham and Women's Hospital lead the nation in medical innovation and patient care.", "start_char_idx": 11597, "end_char_idx": 16106, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "2b79ad9a-8715-4c58-9178-baa139f06114": {"__data__": {"id_": "2b79ad9a-8715-4c58-9178-baa139f06114", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d5292885-f1a4-4251-99d0-abe7f96a38d2", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5cd355edaf78876e4b03640325eb49836d8e98def01559266688079f68bd606a", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "514af93c-bf3f-41ad-b721-a05b6dafdb10", "node_type": "1", "metadata": {}, "hash": "3030d60b978dc6e29679904c8eb74f9c414703f035568d7783f523d76cb80283", "class_name": "RelatedNodeInfo"}}, "text": "It mostly served the massive Columbia Point public housing complex adjoining it, which was built in 1953. The health center is still in operation and was rededicated in 1990 as the Geiger-Gibson Community Health Center. The Columbia Point complex itself was redeveloped and revitalized from 1984 to 1990 into a mixed-income residential development called Harbor Point Apartments.By the 1970s, the city's economy had begun to recover after 30 years of economic downturn. A large number of high-rises were constructed in the Financial District and in Boston's Back Bay during this period. This boom continued into the mid-1980s and resumed after a few pauses. Hospitals such as Massachusetts General Hospital, Beth Israel Deaconess Medical Center, and Brigham and Women's Hospital lead the nation in medical innovation and patient care. Schools such as the Boston Architectural College, Boston College, Boston University, the Harvard Medical School, Tufts University School of Medicine, Northeastern University, Massachusetts College of Art and Design, Wentworth Institute of Technology, Berklee College of Music, the Boston Conservatory, and many others attract students to the area. Nevertheless, the city experienced conflict starting in 1974 over desegregation busing, which resulted in unrest and violence around public schools throughout the mid-1970s.\r\n\r\n\r\n=== 21st century ===\r\nBoston is an intellectual, technological, and political center. However, it has lost some important regional institutions, including the loss to mergers and acquisitions of local financial institutions such as FleetBoston Financial, which was acquired by Charlotte-based Bank of America in 2004. Boston-based department stores Jordan Marsh and Filene's have both merged into the New York City\u2013based Macy's.\r\nThe 1993 acquisition of The Boston Globe by The New York Times was reversed in 2013 when it was re-sold to Boston businessman John W. Henry. In 2016, it was announced General Electric would be moving its corporate headquarters from Connecticut to the Seaport District in Boston, joining many other companies in this rapidly developing neighborhood.\r\nBoston has experienced gentrification in the latter half of the 20th century, with housing prices increasing sharply since the 1990s when the city's rent control regime was struck down by statewide ballot proposition.On April 15, 2013, two Chechen Islamist brothers detonated a pair of bombs near the finish line of the Boston Marathon, killing three people and injuring roughly 264.In 2016, Boston briefly shouldered a bid as the U.S. applicant for the 2024 Summer Olympics. The bid was supported by the mayor and a coalition of business leaders and local philanthropists, but was eventually dropped due to public opposition. The USOC then selected Los Angeles to be the American candidate with Los Angeles ultimately securing the right to host the 2028 Summer Olympics.\r\n\r\n\r\n== Geography ==\r\nBoston has an area of 89.63 sq mi (232.1 km2). Of this area, 48.4 sq mi (125.4 km2), or 54%, of it is land and 41.2 sq mi (106.7 km2), or 46%, of it is water. The city's official elevation, as measured at Logan International Airport, is 19 ft (5.8 m) above sea level. The highest point in Boston is Bellevue Hill at 330 ft (100 m) above sea level, and the lowest point is at sea level. Boston is situated next to Boston Harbor, an arm of Massachusetts Bay, itself an arm of the Atlantic Ocean.\r\n\r\nThe geographical center of Boston is in Roxbury. Due north of the center we find the South End. This is not to be confused with South Boston which lies directly east from the South End. North of South Boston is East Boston and southwest of East Boston is the North End.\r\nBoston is surrounded by the Greater Boston metropolitan region. It is bordered to the east by the town of Winthrop and the Boston Harbor Islands, to the northeast by the cities of Revere, Chelsea and Everett, to the north by the cities of Somerville and Cambridge, to the northwest by Watertown, to the west by the city of Newton and town of Brookline, to the southwest by the town of Dedham and small portions of Needham and Canton, and to the southeast by the town of Milton, and the city of Quincy. \r\nThe Charles River separates Boston's Allston-Brighton, Fenway-Kenmore and Back Bay neighborhoods from Watertown and Cambridge, and most of Boston from its own Charlestown neighborhood. The Neponset River forms the boundary between Boston's southern neighborhoods and Quincy and Milton.", "start_char_idx": 15272, "end_char_idx": 19765, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "514af93c-bf3f-41ad-b721-a05b6dafdb10": {"__data__": {"id_": "514af93c-bf3f-41ad-b721-a05b6dafdb10", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "2b79ad9a-8715-4c58-9178-baa139f06114", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "04cda3d0d8340d8f08415ad54a1e5adca8cb6b026575aea9eea1f8fe3c69e838", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "31a0b326-0d03-49b8-9743-1ba3c936af2a", "node_type": "1", "metadata": {}, "hash": "0617541a039fcebe873e563a2a0fc8535b074f3ba2d12921bc4dac3e2bf57888", "class_name": "RelatedNodeInfo"}}, "text": "North of South Boston is East Boston and southwest of East Boston is the North End.\r\nBoston is surrounded by the Greater Boston metropolitan region. It is bordered to the east by the town of Winthrop and the Boston Harbor Islands, to the northeast by the cities of Revere, Chelsea and Everett, to the north by the cities of Somerville and Cambridge, to the northwest by Watertown, to the west by the city of Newton and town of Brookline, to the southwest by the town of Dedham and small portions of Needham and Canton, and to the southeast by the town of Milton, and the city of Quincy. \r\nThe Charles River separates Boston's Allston-Brighton, Fenway-Kenmore and Back Bay neighborhoods from Watertown and Cambridge, and most of Boston from its own Charlestown neighborhood. The Neponset River forms the boundary between Boston's southern neighborhoods and Quincy and Milton. The Mystic River separates Charlestown from Chelsea and Everett, and Chelsea Creek and Boston Harbor separate East Boston from Downtown, the North End, and the Seaport.\r\n\r\n\r\n=== Neighborhoods ===\r\n\r\nBoston is sometimes called a \"city of neighborhoods\" because of the profusion of diverse subsections. The city government's Office of Neighborhood Services has officially designated 23 neighborhoods:\r\nAllston\r\nBack Bay\r\nBay Village\r\nBeacon Hill\r\nBrighton\r\nCharlestown\r\nChinatown\r\nDorchester\r\nDowntown\r\nEast Boston\r\nFenway\r\nHyde Park\r\nJamaica Plain\r\nMattapan\r\nMission Hill\r\nNorth End\r\nRoslindale\r\nRoxbury\r\nSeaport\r\nSouth Boston\r\nthe South End\r\nthe West End\r\nand West Roxbury.More than two-thirds of inner Boston's modern land area did not exist when the city was founded. Instead, it was created via the gradual filling in of the surrounding tidal areas over the centuries. This was accomplished using earth from the leveling or lowering of Boston's three original hills (the \"Trimountain\", after which Tremont Street is named), as well as with gravel brought by train from Needham to fill the Back Bay.Downtown and its immediate surroundings (including the Financial District, Government Center, and South Boston) consist largely of low-rise masonry buildings \u2013 often federal style and Greek revival \u2013 interspersed with modern high-rises. Back Bay includes many prominent landmarks, such as the Boston Public Library, Christian Science Center, Copley Square, Newbury Street, and New England's two tallest buildings: the John Hancock Tower and the Prudential Center. Near the John Hancock Tower is the old John Hancock Building with its prominent illuminated beacon, the color of which forecasts the weather. Smaller commercial areas are interspersed among areas of single-family homes and wooden/brick multi-family row houses. The South End Historic District is the largest surviving contiguous Victorian-era neighborhood in the US.The geography of downtown and South Boston was particularly affected by the Central Artery/Tunnel Project (which ran from 1991 to 2007, and was known unofficially as the \"Big Dig\"). That project removed the elevated Central Artery and incorporated new green spaces and open areas.\r\n\r\n\r\n=== Climate ===\r\n\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\nUnder the K\u00f6ppen climate classification, Boston has either a hot-summer humid continental climate (K\u00f6ppen Dfa) under the 0 \u00b0C (32.0 \u00b0F) isotherm or a humid subtropical climate (K\u00f6ppen Cfa) under the \u22123 \u00b0C (26.6 \u00b0F) isotherm. Summers are warm to hot and humid, while winters are cold and stormy, with occasional periods of heavy snow. Spring and fall are usually cool and mild, with varying conditions dependent on wind direction and the position of the jet stream. Prevailing wind patterns that blow offshore minimize the influence of the Atlantic Ocean. However, in winter, areas near the immediate coast often see more rain than snow, as warm air is sometimes drawn off the Atlantic. The city lies at the border between USDA plant hardiness zones 6b (away from the coastline) and 7a (close to the coastline).The hottest month is July, with a mean temperature of 74.1 \u00b0F (23.4 \u00b0C). The coldest month is January, with a mean temperature of 29.9 \u00b0F (\u22121.2 \u00b0C). Periods exceeding 90 \u00b0F (32 \u00b0C) in summer and below freezing in winter are not uncommon but tend to be fairly short, with about 13 and 25 days per year seeing each, respectively.Sub- 0 \u00b0F (\u221218 \u00b0C) readings usually occur every 3 to 5 years.", "start_char_idx": 18891, "end_char_idx": 23232, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "31a0b326-0d03-49b8-9743-1ba3c936af2a": {"__data__": {"id_": "31a0b326-0d03-49b8-9743-1ba3c936af2a", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "514af93c-bf3f-41ad-b721-a05b6dafdb10", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f577207d3b073a8c270734e6e8529961e2e6b38a7e9338ec8138567f2ee2c0bb", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "361ef269-6b23-49ec-a7fc-4608ce6a12e3", "node_type": "1", "metadata": {}, "hash": "dbc77dfd37f3edfb6dcfa1f0f1dba0b984212727ed8714d1c2d61d346806be34", "class_name": "RelatedNodeInfo"}}, "text": "Prevailing wind patterns that blow offshore minimize the influence of the Atlantic Ocean. However, in winter, areas near the immediate coast often see more rain than snow, as warm air is sometimes drawn off the Atlantic. The city lies at the border between USDA plant hardiness zones 6b (away from the coastline) and 7a (close to the coastline).The hottest month is July, with a mean temperature of 74.1 \u00b0F (23.4 \u00b0C). The coldest month is January, with a mean temperature of 29.9 \u00b0F (\u22121.2 \u00b0C). Periods exceeding 90 \u00b0F (32 \u00b0C) in summer and below freezing in winter are not uncommon but tend to be fairly short, with about 13 and 25 days per year seeing each, respectively.Sub- 0 \u00b0F (\u221218 \u00b0C) readings usually occur every 3 to 5 years. The most recent sub- 0 \u00b0F (\u221218 \u00b0C) reading occurred on February 4, 2023, when the temperature dipped down to \u221210 \u00b0F (\u221223 \u00b0C); this was the lowest temperature reading in the city since 1957. In addition, several decades may pass between 100 \u00b0F (38 \u00b0C) readings; the last such reading occurred on July 24, 2022. The city's average window for freezing temperatures is November 9 through April 5. Official temperature records have ranged from \u221218 \u00b0F (\u221228 \u00b0C) on February 9, 1934, up to 104 \u00b0F (40 \u00b0C) on July 4, 1911. The record cold daily maximum is 2 \u00b0F (\u221217 \u00b0C) on December 30, 1917, while the record warm daily minimum is 83 \u00b0F (28 \u00b0C) on both August 2, 1975 and July 21, 2019.Boston averages 43.6 in (1,110 mm) of precipitation a year, with 49.2 in (125 cm) of snowfall per season. Most snowfall occurs from mid-November through early April, and snow is rare in May and October. There is also high year-to-year variability in snowfall; for instance, the winter of 2011\u201312 saw only 9.3 in (23.6 cm) of accumulating snow, but the previous winter, the corresponding figure was 81.0 in (2.06 m). The city's coastal location on the North Atlantic makes the city very prone to nor'easters, which can produce large amounts of snow and rain.Fog is fairly common, particularly in spring and early summer. Due to its coastal location, the city often receives sea breezes, especially in the late spring, when water temperatures are still quite cold and temperatures at the coast can be more than 20 \u00b0F (11 \u00b0C) colder than a few miles inland, sometimes dropping by that amount near midday. Thunderstorms typically occur from May to September; occasionally, they can become severe, with large hail, damaging winds, and heavy downpours. Although downtown Boston has never been struck by a violent tornado, the city itself has experienced many tornado warnings. Damaging storms are more common to areas north, west, and northwest of the city. Boston has a relatively sunny climate for a coastal city at its latitude, averaging over 2,600 hours of sunshine a year.\r\n\r\nSee or edit raw graph data.\r\n\r\n\r\n=== Cityscapes ===\r\n\r\n\r\n== Demographics ==\r\n\r\nIn 2020, Boston was estimated to have 691,531 residents living in 266,724 households\u2014a 12% population increase over 2010. The city is the third-most densely populated large U.S. city of over half a million residents, and the most densely populated state capital. Some 1.2 million persons may be within Boston's boundaries during work hours, and as many as 2 million during special events. This fluctuation of people is caused by hundreds of thousands of suburban residents who travel to the city for work, education, health care, and special events.In the city, the population was spread out, with 21.9% at age 19 and under, 14.3% from 20 to 24, 33.2% from 25 to 44, 20.4% from 45 to 64, and 10.1% who were 65 years of age or older. The median age was 30.8 years. For every 100 females, there were 92.0 males. For every 100 females age 18 and over, there were 89.9 males.", "start_char_idx": 22499, "end_char_idx": 26236, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "361ef269-6b23-49ec-a7fc-4608ce6a12e3": {"__data__": {"id_": "361ef269-6b23-49ec-a7fc-4608ce6a12e3", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "31a0b326-0d03-49b8-9743-1ba3c936af2a", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "3e99379f9e72cf014944f9a4d2a6792883da3c6926d399e4ed670c0caa846f4b", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "95f227e4-b93e-4c7c-9e84-dfd30d720f8e", "node_type": "1", "metadata": {}, "hash": "51200c84ec22f51d76e8c356b5c63cb15167f85412b0c888f9308d2473574ec7", "class_name": "RelatedNodeInfo"}}, "text": "city of over half a million residents, and the most densely populated state capital. Some 1.2 million persons may be within Boston's boundaries during work hours, and as many as 2 million during special events. This fluctuation of people is caused by hundreds of thousands of suburban residents who travel to the city for work, education, health care, and special events.In the city, the population was spread out, with 21.9% at age 19 and under, 14.3% from 20 to 24, 33.2% from 25 to 44, 20.4% from 45 to 64, and 10.1% who were 65 years of age or older. The median age was 30.8 years. For every 100 females, there were 92.0 males. For every 100 females age 18 and over, there were 89.9 males. There were 252,699 households, of which 20.4% had children under the age of 18 living in them, 25.5% were married couples living together, 16.3% had a female householder with no husband present, and 54.0% were non-families. 37.1% of all households were made up of individuals, and 9.0% had someone living alone who was 65 years of age or older. The average household size was 2.26 and the average family size was 3.08.The median household income in Boston was $51,739, while the median income for a family was $61,035. Full-time year-round male workers had a median income of $52,544 versus $46,540 for full-time year-round female workers. The per capita income for the city was $33,158. 21.4% of the population and 16.0% of families were below the poverty line. Of the total population, 28.8% of those under the age of 18 and 20.4% of those 65 and older were living below the poverty line. Boston has a significant racial wealth gap with White Bostonians having an median net worth of $247,500 compared to an $8 median net worth for non-immigrant Black residents and $0 for Dominican immigrant residents.From the 1950s to the end of the 20th century, the proportion of non-Hispanic Whites in the city declined. In 2000, non-Hispanic Whites made up 49.5% of the city's population, making the city majority minority for the first time. However, in the 21st century, the city has experienced significant gentrification, during which affluent Whites have moved into formerly non-White areas. In 2006, the U.S. Census Bureau estimated non-Hispanic Whites again formed a slight majority but as of 2010, in part due to the housing crash, as well as increased efforts to make more affordable housing more available, the non-White population has rebounded. This may also have to do with increased Latin American and Asian populations and more clarity surrounding U.S. Census statistics, which indicate a non-Hispanic White population of 47% (some reports give slightly lower figures).\r\n\r\n\r\n=== Ethnicity ===\r\nAfrican-Americans comprise 22% of the city's population. People of Irish descent form the second-largest single ethnic group in the city, making up 15.8% of the population, followed by Italians, accounting for 8.3% of the population. People of West Indian and Caribbean ancestry are another sizable group, collectively at over 15%. Boston has the second-biggest congestion of Irish Americans in the United States, trailing Butte, Montana.\r\nIn Greater Boston, these numbers grew significantly, with 150,000 Dominicans according to 2018 estimates, 134,000 Puerto Ricans, 57,500 Salvadorans, 39,000 Guatemalans, 36,000 Mexicans, and over 35,000 Colombians. East Boston has a diverse Hispanic/Latino population of Salvadorans, Colombians, Guatemalans, Mexicans, Dominicans and Puerto Ricans. Hispanic populations in southwest Boston neighborhoods are mainly made up of Dominicans and Puerto Ricans, usually sharing neighborhoods in this section with African Americans and Blacks with origins from the Caribbean and Africa especially Cape Verdeans and Haitians. Neighborhoods such as Jamaica Plain and Roslindale have experienced a growing number of Dominican Americans.There is a large and historical Armenian community in Boston, and the city is home to the Armenian Heritage Park. Additionally, over 27,000 Chinese Americans made their home in Boston city proper in 2013.", "start_char_idx": 25543, "end_char_idx": 29607, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "95f227e4-b93e-4c7c-9e84-dfd30d720f8e": {"__data__": {"id_": "95f227e4-b93e-4c7c-9e84-dfd30d720f8e", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "361ef269-6b23-49ec-a7fc-4608ce6a12e3", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "71a73ac26d30189aa6f665ee1f846e49140fe61edbae5f464e41d08186a9b558", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "12dc4e32-050d-432a-bb55-f70691f46ee6", "node_type": "1", "metadata": {}, "hash": "e4e404af1d68034fefe30403f99a1f4c85d0ac9c05a1dad10aa3744967382195", "class_name": "RelatedNodeInfo"}}, "text": "East Boston has a diverse Hispanic/Latino population of Salvadorans, Colombians, Guatemalans, Mexicans, Dominicans and Puerto Ricans. Hispanic populations in southwest Boston neighborhoods are mainly made up of Dominicans and Puerto Ricans, usually sharing neighborhoods in this section with African Americans and Blacks with origins from the Caribbean and Africa especially Cape Verdeans and Haitians. Neighborhoods such as Jamaica Plain and Roslindale have experienced a growing number of Dominican Americans.There is a large and historical Armenian community in Boston, and the city is home to the Armenian Heritage Park. Additionally, over 27,000 Chinese Americans made their home in Boston city proper in 2013. Overall, according to the 2012\u20132016 American Community Survey 5-Year Estimates, the largest ancestry groups in Boston are:\r\n\r\n\r\n=== Demographic breakdown by ZIP Code ===\r\n\r\n\r\n==== Income ====\r\n\r\nData is from the 2008\u20132012 American Community Survey 5-Year Estimates.\r\n\r\n\r\n=== Religion ===\r\nAccording to a 2014 study by the Pew Research Center, 57% of the population of the city identified themselves as Christians, with 25% attending a variety of Protestant churches and 29% professing Roman Catholic beliefs; 33% claim no religious affiliation, while the remaining 10% are composed of adherents of Judaism, Buddhism, Islam, Hinduism, Bah\u00e1\u02bc\u00ed and other faiths.\r\nAs of 2010, the Catholic Church had the highest number of adherents as a single denomination in the Greater Boston area, with more than two million members and 339 churches, followed by the Episcopal Church with 58,000 adherents in 160 churches. The United Church of Christ had 55,000 members and 213 churches.The Boston metro area contained a Jewish population of approximately 248,000 as of 2015. More than half the Jewish households in the Greater Boston area reside in the city itself, Brookline, Newton, Cambridge, Somerville, or adjacent towns.A small minority practices Confucianism, and some practice Boston Confucianism, an American evolution of Confucianism adapted for Boston intellectuals.\r\n\r\n\r\n== Economy ==\r\n\r\nA global city, Boston is placed among the top 30 most economically powerful cities in the world. Encompassing $363 billion, the Greater Boston metropolitan area has the sixth-largest economy in the country and 12th-largest in the world.Boston's colleges and universities exert a significant impact on the regional economy. Boston attracts more than 350,000 college students from around the world, who contribute more than US$4.8 billion annually to the city's economy. The area's schools are major employers and attract industries to the city and surrounding region. The city is home to a number of technology companies and is a hub for biotechnology, with the Milken Institute rating Boston as the top life sciences cluster in the country. Boston receives the highest absolute amount of annual funding from the National Institutes of Health of all cities in the United States.The city is considered highly innovative for a variety of reasons, including the presence of academia, access to venture capital, and the presence of many high-tech companies. The Route 128 corridor and Greater Boston continue to be a major center for venture capital investment, and high technology remains an important sector.\r\nTourism also composes a large part of Boston's economy, with 21.2 million domestic and international visitors spending $8.3 billion in 2011. Excluding visitors from Canada and Mexico, over 1.4 million international tourists visited Boston in 2014, with those from China and the United Kingdom leading the list. Boston's status as a state capital as well as the regional home of federal agencies has rendered law and government to be another major component of the city's economy. The city is a major seaport along the East Coast of the United States and the oldest continuously operated industrial and fishing port in the Western Hemisphere.In the 2018 Global Financial Centres Index, Boston was ranked as having the thirteenth most competitive financial services center in the world and the second most competitive in the United States. Boston-based Fidelity Investments helped popularize the mutual fund in the 1980s and has made Boston one of the top financial centers in the United States. The city is home to the headquarters of Santander Bank, and Boston is a center for venture capital firms. State Street Corporation, which specializes in asset management and custody services, is based in the city. Boston is a printing and publishing center\u2014Houghton Mifflin Harcourt is headquartered within the city, along with Bedford-St. Martin's Press and Beacon Press. Pearson PLC publishing units also employ several hundred people in Boston.", "start_char_idx": 28892, "end_char_idx": 33640, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "12dc4e32-050d-432a-bb55-f70691f46ee6": {"__data__": {"id_": "12dc4e32-050d-432a-bb55-f70691f46ee6", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "95f227e4-b93e-4c7c-9e84-dfd30d720f8e", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "785a6d758407bc4351e5e7f0a74d6930fb1b444fe18238a2b0ad867f1ed6e7f4", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "34e3e4f1-87e3-4ea3-8b8e-42c1ccc84f61", "node_type": "1", "metadata": {}, "hash": "d594aa31b306fa884d529f0cb3e735a4151f0481f061edab6a7efd67c54cb9dc", "class_name": "RelatedNodeInfo"}}, "text": "The city is a major seaport along the East Coast of the United States and the oldest continuously operated industrial and fishing port in the Western Hemisphere.In the 2018 Global Financial Centres Index, Boston was ranked as having the thirteenth most competitive financial services center in the world and the second most competitive in the United States. Boston-based Fidelity Investments helped popularize the mutual fund in the 1980s and has made Boston one of the top financial centers in the United States. The city is home to the headquarters of Santander Bank, and Boston is a center for venture capital firms. State Street Corporation, which specializes in asset management and custody services, is based in the city. Boston is a printing and publishing center\u2014Houghton Mifflin Harcourt is headquartered within the city, along with Bedford-St. Martin's Press and Beacon Press. Pearson PLC publishing units also employ several hundred people in Boston. The city is home to three major convention centers\u2014the Hynes Convention Center in the Back Bay, and the Seaport World Trade Center and Boston Convention and Exhibition Center on the South Boston waterfront. The General Electric Corporation announced in January 2016 its decision to move the company's global headquarters to the Seaport District in Boston, from Fairfield, Connecticut, citing factors including Boston's preeminence in the realm of higher education. Boston is home to the headquarters of several major athletic and footwear companies including Converse, New Balance, and Reebok. Rockport, Puma and Wolverine World Wide, Inc. headquarters or regional offices are just outside the city.In 2019, a yearly ranking of time wasted in traffic listed Boston area drivers lost approximately 164 hours a year in lost productivity due to the area's traffic congestion. This amounted to $2,300 a year per driver in costs.\r\n\r\n\r\n== Education ==\r\n\r\n\r\n=== Primary and secondary education ===\r\nThe Boston Public Schools enroll 57,000 students attending 145 schools, including the renowned Boston Latin Academy, John D. O'Bryant School of Math & Science, and Boston Latin School. The Boston Latin School was established in 1635 and is the oldest public high school in the US. Boston also operates the United States' second-oldest public high school and its oldest public elementary school. The system's students are 40% Hispanic or Latino, 35% Black or African American, 13% White, and 9% Asian. There are private, parochial, and charter schools as well, and approximately 3,300 minority students attend participating suburban schools through the Metropolitan Educational Opportunity Council. In September 2019, the city formally inaugurated Boston Saves, a program that provides every child enrolled in the city's kindergarten system a savings account containing $50 to be used toward college or career training.\r\n\r\n\r\n=== Higher education ===\r\n\r\nSeveral of the most renowned and highly ranked universities in the world are near Boston. Three universities with a major presence in the city, Harvard, MIT, and Tufts, are just outside of Boston in the cities of Cambridge and Somerville, known as the Brainpower Triangle. Harvard is the nation's oldest institute of higher education and is centered across the Charles River in Cambridge, though the majority of its land holdings and a substantial amount of its educational activities are in Boston. Its business school and athletics facilities are in Boston's Allston neighborhood, and its medical, dental, and public health schools are located in the Longwood area.The Massachusetts Institute of Technology (MIT) originated in Boston and was long known as \"Boston Tech\"; it moved across the river to Cambridge in 1916. Tufts University's main campus is north of the city in Somerville and Medford, though it locates its medical and dental schools in Boston's Chinatown at Tufts Medical Center.Five members of the Association of American Universities are in Greater Boston (more than any other metropolitan area): Harvard University, the Massachusetts Institute of Technology, Tufts University, Boston University, and Brandeis University. Furthermore, Greater Boston contains seven Highest Research Activity (R1) Universities as per the Carnegie Classification. This includes, in addition to the aforementioned five, Boston College, and Northeastern University. This is, by a large margin, the highest concentration of such institutions in a single metropolitan area. Hospitals, universities, and research institutions in Greater Boston received more than $1.77 billion in National Institutes of Health grants in 2013, more money than any other American metropolitan area. This high density of research institutes also contributes to Boston's high density of early career researchers, which, due to high housing costs in the region, have been shown to face housing stress.Greater Boston has more than 50 colleges and universities, with 250,000 students enrolled in Boston and Cambridge alone.", "start_char_idx": 32679, "end_char_idx": 37678, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "34e3e4f1-87e3-4ea3-8b8e-42c1ccc84f61": {"__data__": {"id_": "34e3e4f1-87e3-4ea3-8b8e-42c1ccc84f61", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "12dc4e32-050d-432a-bb55-f70691f46ee6", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc041f75ff09909d5030add18d1b7bbaac3689237c7155a8358e4bee702a8249", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "2cdb8272-4775-46e7-91f4-7c4f422f7aae", "node_type": "1", "metadata": {}, "hash": "7954cd7518526a5d859553eff4f8da391a1f80aadb887ed166024c0573b183a2", "class_name": "RelatedNodeInfo"}}, "text": "Furthermore, Greater Boston contains seven Highest Research Activity (R1) Universities as per the Carnegie Classification. This includes, in addition to the aforementioned five, Boston College, and Northeastern University. This is, by a large margin, the highest concentration of such institutions in a single metropolitan area. Hospitals, universities, and research institutions in Greater Boston received more than $1.77 billion in National Institutes of Health grants in 2013, more money than any other American metropolitan area. This high density of research institutes also contributes to Boston's high density of early career researchers, which, due to high housing costs in the region, have been shown to face housing stress.Greater Boston has more than 50 colleges and universities, with 250,000 students enrolled in Boston and Cambridge alone. The city's largest private universities include Boston University (also the city's fourth-largest employer), with its main campus along Commonwealth Avenue and a medical campus in the South End, Northeastern University in the Fenway area, Suffolk University near Beacon Hill, which includes law school and business school, and Boston College, which straddles the Boston (Brighton)\u2013Newton border. Boston's only public university is the University of Massachusetts Boston on Columbia Point in Dorchester. Roxbury Community College and Bunker Hill Community College are the city's two public community colleges. Altogether, Boston's colleges and universities employ more than 42,600 people, accounting for nearly seven percent of the city's workforce.Smaller private colleges include Babson College, Bentley University, Boston Architectural College, Emmanuel College, Fisher College, MGH Institute of Health Professions, Massachusetts College of Pharmacy and Health Sciences, Simmons University, Wellesley College, Wheelock College, Wentworth Institute of Technology, New England School of Law (originally established as America's first all female law school), and Emerson College.Metropolitan Boston is home to several conservatories and art schools, including Lesley University College of Art and Design, Massachusetts College of Art, the School of the Museum of Fine Arts, New England Institute of Art, New England School of Art and Design (Suffolk University), Longy School of Music of Bard College, and the New England Conservatory (the oldest independent conservatory in the United States). Other conservatories include the Boston Conservatory and Berklee College of Music, which has made Boston an important city for jazz music.Many trade schools also exist in the city, such as the Boston Career Institute, the North Bennet Street School, the Madison Park technical School, JATC of Greater Boston, and many others.\r\n\r\n\r\n== Healthcare ==\r\n\r\nMany of Boston's medical facilities are associated with universities. The Longwood Medical and Academic Area, adjacent to the Fenway, district, is home to a large number of medical and research facilities, including Beth Israel Deaconess Medical Center, Brigham and Women's Hospital, Boston Children's Hospital, Dana\u2013Farber Cancer Institute, Harvard Medical School, Harvard School of Dental Medicine, Harvard T.H. Chan School of Public Health, Joslin Diabetes Center, and the Massachusetts College of Pharmacy and Health Sciences.\r\nProminent medical facilities, including Massachusetts General Hospital, Massachusetts Eye and Ear Infirmary and Spaulding Rehabilitation Hospital are in the Beacon Hill area. Many of the facilities in Longwood and near Massachusetts General Hospital are affiliated with Harvard Medical School. Tufts Medical Center (formerly Tufts-New England Medical Center), in the southern portion of the Chinatown neighborhood, is affiliated with Tufts University School of Medicine. Boston Medical Center, in the South End neighborhood, is the region's largest safety-net hospital and trauma center. Formed by the merger of Boston City Hospital, the first municipal hospital in the United States, and Boston University Hospital, Boston Medical Center now serves as the primary teaching facility for the Boston University School of Medicine. St. Elizabeth's Medical Center is in Brighton Center of the city's Brighton neighborhood. New England Baptist Hospital is in Mission Hill. The city has Veterans Affairs medical centers in the Jamaica Plain and West Roxbury neighborhoods. The Boston Public Health Commission, an agency of the Massachusetts government, oversees health concerns for city residents. Boston EMS provides pre-hospital emergency medical services to residents and visitors.\r\n\r\n\r\n== Public safety ==\r\n\r\nBoston included $414 million in spending on the Boston Police Department in the fiscal 2021 budget. This is the second largest allocation of funding by the city after the allocation to Boston Public Schools.Like many major American cities, Boston has experienced a great reduction in violent crime since the early 1990s. Boston's low crime rate since the 1990s has been credited to the Boston Police Department's collaboration with neighborhood groups and church parishes to prevent youths from joining gangs, as well as involvement from the United States Attorney and District Attorney's offices. This helped lead in part to what has been touted as the \"Boston Miracle\".", "start_char_idx": 36825, "end_char_idx": 42134, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "2cdb8272-4775-46e7-91f4-7c4f422f7aae": {"__data__": {"id_": "2cdb8272-4775-46e7-91f4-7c4f422f7aae", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "34e3e4f1-87e3-4ea3-8b8e-42c1ccc84f61", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e0febd29320d6a18d07bf7fec845533a01c304827e826e179f1da74fef175587", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "dbdb9a8e-f55b-40af-875a-bad6fb0e70b1", "node_type": "1", "metadata": {}, "hash": "83ede11fbe2d9b2607eafb7e440d154aca6f10587be52e6050e524cebbe95639", "class_name": "RelatedNodeInfo"}}, "text": "The city has Veterans Affairs medical centers in the Jamaica Plain and West Roxbury neighborhoods. The Boston Public Health Commission, an agency of the Massachusetts government, oversees health concerns for city residents. Boston EMS provides pre-hospital emergency medical services to residents and visitors.\r\n\r\n\r\n== Public safety ==\r\n\r\nBoston included $414 million in spending on the Boston Police Department in the fiscal 2021 budget. This is the second largest allocation of funding by the city after the allocation to Boston Public Schools.Like many major American cities, Boston has experienced a great reduction in violent crime since the early 1990s. Boston's low crime rate since the 1990s has been credited to the Boston Police Department's collaboration with neighborhood groups and church parishes to prevent youths from joining gangs, as well as involvement from the United States Attorney and District Attorney's offices. This helped lead in part to what has been touted as the \"Boston Miracle\". Murders in the city dropped from 152 in 1990 (for a murder rate of 26.5 per 100,000 people) to just 31\u2014not one of them a juvenile\u2014in 1999 (for a murder rate of 5.26 per 100,000).In 2008, there were 62 reported homicides. Through December 30, 2016, major crime was down seven percent and there were 46 homicides compared to 40 in 2015.\r\n\r\n\r\n== Culture ==\r\n\r\nBoston shares many cultural roots with greater New England, including a dialect of the non-rhotic Eastern New England accent known as the Boston accent and a regional cuisine with a large emphasis on seafood, salt, and dairy products. Boston also has its own collection of neologisms known as Boston slang and sardonic humor.In the early 1800s, William Tudor wrote that Boston was \"'perhaps the most perfect and certainly the best-regulated democracy that ever existed. There is something so impossible in the immortal fame of Athens, that the very name makes everything modern shrink from comparison; but since the days of that glorious city I know of none that has approached so near in some points, distant as it may still be from that illustrious model.' From this, Boston has been called the \"Athens of America\" (also a nickname of Philadelphia) for its literary culture, earning a reputation as \"the intellectual capital of the United States\".In the nineteenth century, Ralph Waldo Emerson, Henry David Thoreau, Nathaniel Hawthorne, Margaret Fuller, James Russell Lowell, and Henry Wadsworth Longfellow wrote in Boston. Some consider the Old Corner Bookstore to be the \"cradle of American literature\", the place where these writers met and where The Atlantic Monthly was first published. In 1852, the Boston Public Library was founded as the first free library in the United States. Boston's literary culture continues today thanks to the city's many universities and the Boston Book Festival.\r\nMusic is afforded a high degree of civic support in Boston. The Boston Symphony Orchestra is one of the \"Big Five\", a group of the greatest American orchestras, and the classical music magazine Gramophone called it one of the \"world's best\" orchestras. Symphony Hall (west of Back Bay) is home to the Boston Symphony Orchestra and the related Boston Youth Symphony Orchestra, which is the largest youth orchestra in the nation, and to the Boston Pops Orchestra. The British newspaper The Guardian called Boston Symphony Hall \"one of the top venues for classical music in the world\", adding \"Symphony Hall in Boston was where science became an essential part of concert hall design\". Other concerts are held at the New England Conservatory's Jordan Hall. The Boston Ballet performs at the Boston Opera House. Other performing-arts organizations in the city include the Boston Lyric Opera Company, Opera Boston, Boston Baroque (the first permanent Baroque orchestra in the US), and the Handel and Haydn Society (one of the oldest choral companies in the United States). The city is a center for contemporary classical music with a number of performing groups, several of which are associated with the city's conservatories and universities. These include the Boston Modern Orchestra Project and Boston Musica Viva. Several theaters are in or near the Theater District south of Boston Common, including the Cutler Majestic Theatre, Citi Performing Arts Center, the Colonial Theater, and the Orpheum Theatre.There are several major annual events, such as First Night which occurs on New Year's Eve, the Boston Early Music Festival, the annual Boston Arts Festival at Christopher Columbus Waterfront Park, the annual Boston gay pride parade and festival held in June, and Italian summer feasts in the North End honoring Catholic saints. The city is the site of several events during the Fourth of July period.", "start_char_idx": 41124, "end_char_idx": 45897, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "dbdb9a8e-f55b-40af-875a-bad6fb0e70b1": {"__data__": {"id_": "dbdb9a8e-f55b-40af-875a-bad6fb0e70b1", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "2cdb8272-4775-46e7-91f4-7c4f422f7aae", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "85b78907ff47f0984ef8bdfea42f486dbafda01043241ef8521ad9497ef45c19", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "20f70ef6-6039-41c5-bd22-7ea41a5ff032", "node_type": "1", "metadata": {}, "hash": "3653ee9287fed5d77bf55892d734ac3eec7c46bcc60e482f592ee2f05a546801", "class_name": "RelatedNodeInfo"}}, "text": "The city is a center for contemporary classical music with a number of performing groups, several of which are associated with the city's conservatories and universities. These include the Boston Modern Orchestra Project and Boston Musica Viva. Several theaters are in or near the Theater District south of Boston Common, including the Cutler Majestic Theatre, Citi Performing Arts Center, the Colonial Theater, and the Orpheum Theatre.There are several major annual events, such as First Night which occurs on New Year's Eve, the Boston Early Music Festival, the annual Boston Arts Festival at Christopher Columbus Waterfront Park, the annual Boston gay pride parade and festival held in June, and Italian summer feasts in the North End honoring Catholic saints. The city is the site of several events during the Fourth of July period. They include the week-long Harborfest festivities and a Boston Pops concert accompanied by fireworks on the banks of the Charles River.Several historic sites relating to the American Revolution period are preserved as part of the Boston National Historical Park because of the city's prominent role. Many are found along the Freedom Trail, which is marked by a red line of bricks embedded in the ground.\r\nThe city is also home to several art museums and galleries, including the Museum of Fine Arts and the Isabella Stewart Gardner Museum. The Institute of Contemporary Art is housed in a contemporary building designed by Diller Scofidio + Renfro in the Seaport District. Boston's South End Art and Design District (SoWa) and Newbury St. are both art gallery destinations. Columbia Point is the location of the University of Massachusetts Boston, the Edward M. Kennedy Institute for the United States Senate, the John F. Kennedy Presidential Library and Museum, and the Massachusetts Archives and Commonwealth Museum. The Boston Athen\u00e6um (one of the oldest independent libraries in the United States), Boston Children's Museum, Bull & Finch Pub (whose building is known from the television show Cheers), Museum of Science, and the New England Aquarium are within the city.\r\nBoston has been a noted religious center from its earliest days. The Roman Catholic Archdiocese of Boston serves nearly 300 parishes and is based in the Cathedral of the Holy Cross (1875) in the South End, while the Episcopal Diocese of Massachusetts serves just under 200 congregations, with the Cathedral Church of St. Paul (1819) as its episcopal seat. Unitarian Universalism has its headquarters in the Fort Point neighborhood. The Christian Scientists are headquartered in Back Bay at the Mother Church (1894). The oldest church in Boston is First Church in Boston, founded in 1630. King's Chapel was the city's first Anglican church, founded in 1686 and converted to Unitarianism in 1785. Other churches include Old South Church (1669), Christ Church (better known as Old North Church, 1723), the oldest church building in the city, Trinity Church (1733), Park Street Church (1809), and Basilica and Shrine of Our Lady of Perpetual Help on Mission Hill (1878).\r\n\r\n\r\n== Environment ==\r\n\r\n\r\n=== Pollution control ===\r\nAir quality in Boston is generally very good. Between 2004 and 2013, there were only four days in which the air was unhealthy for the general public, according to the EPA.Some of the cleaner energy facilities in Boston include the Allston green district, with three ecologically compatible housing facilities. Boston is also breaking ground on multiple green affordable housing facilities to help reduce the carbon impact of the city while simultaneously making these initiatives financially available to a greater population. Boston's climate plan is updated every three years and was most recently modified in 2019. This legislature includes the Building Energy Reporting and Disclosure Ordinance, which requires the city's larger buildings to disclose their yearly energy and water use statistics and to partake in an energy assessment every five years. These statistics are made public by the city, thereby increasing incentives for buildings to be more environmentally conscious.Mayor Thomas Menino introduced the Renew Boston Whole Building Incentive which reduces the cost of living in buildings that are deemed energy efficient. This gives people an opportunity to find housing in neighborhoods that support the environment. The ultimate goal of this initiative is to enlist 500 Bostonians to participate in a free, in-home energy assessment.\r\n\r\n\r\n=== Water purity and availability ===\r\nMany older buildings in certain areas of Boston are supported by wooden piles driven into the area's fill; these piles remain sound if submerged in water, but are subject to dry rot if exposed to air for long periods.\r\nGround water levels have been dropping in many areas of the city, due in part to an increase in the amount of rainwater discharged directly into sewers rather than absorbed by the ground. The Boston Groundwater Trust coordinates monitoring ground water levels throughout the city via a network of public and private monitoring wells.", "start_char_idx": 45061, "end_char_idx": 50142, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "20f70ef6-6039-41c5-bd22-7ea41a5ff032": {"__data__": {"id_": "20f70ef6-6039-41c5-bd22-7ea41a5ff032", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "dbdb9a8e-f55b-40af-875a-bad6fb0e70b1", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "7c929027193d976976ddf7b866d265be52f13294ceabceb07f5571253854224a", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "2f014c73-2e9a-441e-ac61-a11f0676c316", "node_type": "1", "metadata": {}, "hash": "e01159e5b6ae8aee729fd1635195466288a6dc168b3f0cab76ef479aa0a1aa6c", "class_name": "RelatedNodeInfo"}}, "text": "This gives people an opportunity to find housing in neighborhoods that support the environment. The ultimate goal of this initiative is to enlist 500 Bostonians to participate in a free, in-home energy assessment.\r\n\r\n\r\n=== Water purity and availability ===\r\nMany older buildings in certain areas of Boston are supported by wooden piles driven into the area's fill; these piles remain sound if submerged in water, but are subject to dry rot if exposed to air for long periods.\r\nGround water levels have been dropping in many areas of the city, due in part to an increase in the amount of rainwater discharged directly into sewers rather than absorbed by the ground. The Boston Groundwater Trust coordinates monitoring ground water levels throughout the city via a network of public and private monitoring wells. However, Boston's drinking water supply from the Quabbin and Wachusett Reservoirs is one of the very few in the country so pure as to satisfy the Federal Clean Water Act without filtration.\r\n\r\n\r\n=== Climate change and sea level rise ===\r\nThe City of Boston has developed a climate action plan covering carbon reduction in buildings, transportation, and energy use. Mayor Thomas Menino commissioned the city's first Climate Action Plan in 2007, with an update released in 2011. Since then, Mayor Marty Walsh has built upon these plans with further updates released in 2014 and 2019. As a coastal city built largely on fill, sea-level rise is of major concern to the city government. The latest version of the climate action plan anticipates between two and seven feet of sea-level rise in Boston by the end of the century. A separate initiative, Resilient Boston Harbor, lays out neighborhood-specific recommendations for coastal resilience.\r\n\r\n\r\n== Sports ==\r\n\r\nBoston has teams in the four major North American men's professional sports leagues plus Major League Soccer, and, as of 2019, has won 39 championships in these leagues. It is one of nine cities, along with Chicago, Dallas, Detroit, Los Angeles, New York City, Philadelphia, St. Louis, and Washington, D.C., to have won championships in all four major American sports leagues. During a 17-year stretch from 2001 to 2018, the city's professional sports teams won twelve championships: Patriots (2001, 2003, 2004, 2014, 2016 and 2018), Red Sox (2004, 2007, 2013, and 2018), Celtics (2008), and Bruins (2011). The Celtics and Bruins remain competitive for titles in the century's third decade, though the Patriots and Red Sox have fallen off from these recent glory days. This love of sports made Boston the United States Olympic Committee's choice to bid to hold the 2024 Summer Olympic Games, but the city cited financial concerns when it withdrew its bid on July 27, 2015.The Boston Red Sox, a founding member of the American League of Major League Baseball in 1901, play their home games at Fenway Park, near Kenmore Square, in the city's Fenway section. Built in 1912, it is the oldest sports arena or stadium in active use in the United States among the four major professional American sports leagues, Major League Baseball, the National Football League, National Basketball Association, and the National Hockey League. Boston was the site of the first game of the first modern World Series, in 1903. The series was played between the AL Champion Boston Americans and the NL champion Pittsburgh Pirates. Persistent reports that the team was known in 1903 as the \"Boston Pilgrims\" appear to be unfounded. Boston's first professional baseball team was the Red Stockings, one of the charter members of the National Association in 1871, and of the National League in 1876. The team played under that name until 1883, under the name Beaneaters until 1911, and under the name Braves from 1912 until they moved to Milwaukee after the 1952 season. Since 1966 they have played in Atlanta as the Atlanta Braves.The TD Garden, formerly called the FleetCenter and built to replace the old, since-demolished Boston Garden, is above North Station and is the home of two major league teams: the Boston Bruins of the National Hockey League and the Boston Celtics of the National Basketball Association. The arena seats 18,624 for basketball games and 17,565 for ice hockey games. The Bruins were the first American member of the National Hockey League and an Original Six franchise. The Boston Celtics were founding members of the Basketball Association of America, one of the two leagues that merged to form the NBA. The Celtics, along with the Los Angeles Lakers, have the distinction of having won more championships than any other NBA team, both with seventeen.", "start_char_idx": 49332, "end_char_idx": 53958, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "2f014c73-2e9a-441e-ac61-a11f0676c316": {"__data__": {"id_": "2f014c73-2e9a-441e-ac61-a11f0676c316", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "20f70ef6-6039-41c5-bd22-7ea41a5ff032", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f793091d20c83c8f56764ac69e06fc8ede5ec317feb87162e784c8a737970144", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "edbacd5d-508b-40a6-b881-5ba8b8b3ea2a", "node_type": "1", "metadata": {}, "hash": "ec142185210c9df05f1e065de8bf6c9ee57aed5950d15e19c96cec06834ee45f", "class_name": "RelatedNodeInfo"}}, "text": "Since 1966 they have played in Atlanta as the Atlanta Braves.The TD Garden, formerly called the FleetCenter and built to replace the old, since-demolished Boston Garden, is above North Station and is the home of two major league teams: the Boston Bruins of the National Hockey League and the Boston Celtics of the National Basketball Association. The arena seats 18,624 for basketball games and 17,565 for ice hockey games. The Bruins were the first American member of the National Hockey League and an Original Six franchise. The Boston Celtics were founding members of the Basketball Association of America, one of the two leagues that merged to form the NBA. The Celtics, along with the Los Angeles Lakers, have the distinction of having won more championships than any other NBA team, both with seventeen. The venue also hosted the 2021 Laver Cup, an international men's tennis tournament consisting of two teams: Team Europe and Team World.\r\nWhile they have played in suburban Foxborough since 1971, the New England Patriots of the National Football League were founded in 1960 as the Boston Patriots, changing their name after relocating. The team won the Super Bowl after the 2001, 2003, 2004, 2014, 2016 and 2018 seasons. They share Gillette Stadium with the New England Revolution of Major League Soccer. The Boston Breakers of Women's Professional Soccer, which formed in 2009, played their home games at Dilboy Stadium in Somerville. The Boston Storm of the United Women's Lacrosse League was formed in 2015.The area's many colleges and universities are active in college athletics. Four NCAA Division I members play in the area\u2014Boston College, Boston University, Harvard University, and Northeastern University. Of the four, only Boston College participates in college football at the highest level, the Football Bowl Subdivision. Harvard participates in the second-highest level, the Football Championship Subdivision.\r\nBoston has Esports teams as well, such as the Overwatch League (OWL)'s Boston Uprising. Established in 2017, they were the first team to complete a perfect stage with 0 losses. The Boston Breach is another esports team in the Call of Duty League (CDL).One of the best known sporting events in the city is the Boston Marathon, the 26.2 mi (42.2 km) race which is the world's oldest annual marathon, run on Patriots' Day in April. On April 15, 2013, two explosions killed three people and injured hundreds at the marathon.\r\nAnother major annual event is the Head of the Charles Regatta, held in October.Boston is one of eleven U.S. cities which will host matches during the 2026 FIFA World Cup, with games taking place at Gillette Stadium.\r\n\r\n\r\n== Parks and recreation ==\r\nBoston Common, near the Financial District and Beacon Hill, is the oldest public park in the United States. Along with the adjacent Boston Public Garden, it is part of the Emerald Necklace, a string of parks designed by Frederick Law Olmsted to run through the city. The Emerald Necklace includes the Back Bay Fens, Arnold Arboretum, Jamaica Pond, Boston's largest body of freshwater, and Franklin Park, the city's largest park and home of the Franklin Park Zoo. Another major park is the Esplanade, along the banks of the Charles River. The Hatch Shell, an outdoor concert venue, is adjacent to the Charles River Esplanade. Other parks are scattered throughout the city, with major parks and beaches near Castle Island and the south end, in Charlestown and along the Dorchester, South Boston, and East Boston shorelines.Boston's park system is well-reputed nationally. In its 2013 ParkScore ranking, The Trust for Public Land reported Boston was tied with Sacramento and San Francisco for having the third-best park system among the 50 most populous U.S. cities. ParkScore ranks city park systems by a formula that analyzes the city's median park size, park acres as percent of city area, the percent of residents within a half-mile of a park, spending of park services per resident, and the number of playgrounds per 10,000 residents.\r\n\r\n\r\n== Government and politics ==\r\n\r\nBoston has a strong mayor\u2013council government system in which the mayor (elected every fourth year) has extensive executive power. Michelle Wu, a city councilor, became mayor in November 2021, succeeding Kim Janey, a former City Council President, who became the Acting Mayor in March 2021 following Marty Walsh's confirmation to the position of Secretary of Labor in the Biden/Harris Administration. Walsh's predecessor Thomas Menino's twenty-year tenure was the longest in the city's history.", "start_char_idx": 53149, "end_char_idx": 57721, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "edbacd5d-508b-40a6-b881-5ba8b8b3ea2a": {"__data__": {"id_": "edbacd5d-508b-40a6-b881-5ba8b8b3ea2a", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "2f014c73-2e9a-441e-ac61-a11f0676c316", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "b2aeec74a124e58616ed1b56b0233b643e3232471a7ec987643368cde79bc5f1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "ec74d5bc-3fcb-4a97-bff3-e4a40836718a", "node_type": "1", "metadata": {}, "hash": "dccfacbe0f6b7bb622e3b830a89576808ed036c0cea227ca9ba4a2156b635a73", "class_name": "RelatedNodeInfo"}}, "text": "cities. ParkScore ranks city park systems by a formula that analyzes the city's median park size, park acres as percent of city area, the percent of residents within a half-mile of a park, spending of park services per resident, and the number of playgrounds per 10,000 residents.\r\n\r\n\r\n== Government and politics ==\r\n\r\nBoston has a strong mayor\u2013council government system in which the mayor (elected every fourth year) has extensive executive power. Michelle Wu, a city councilor, became mayor in November 2021, succeeding Kim Janey, a former City Council President, who became the Acting Mayor in March 2021 following Marty Walsh's confirmation to the position of Secretary of Labor in the Biden/Harris Administration. Walsh's predecessor Thomas Menino's twenty-year tenure was the longest in the city's history.\r\nThe Boston City Council is elected every two years; there are nine district seats, and four citywide \"at-large\" seats. The School Committee, which oversees the Boston Public Schools, is appointed by the mayor.In addition to city government, numerous commissions and state authorities, including the Massachusetts Department of Conservation and Recreation, the Boston Public Health Commission, the Massachusetts Water Resources Authority (MWRA), and the Massachusetts Port Authority (Massport), play a role in the life of Bostonians. As the capital of Massachusetts, Boston plays a major role in state politics.\r\nThe city has several federal facilities, including the John F. Kennedy Federal Office Building, the Thomas P. O'Neill Jr. Federal Building, the John W. McCormack Post Office and Courthouse, the Federal Reserve Bank of Boston, the United States Court of Appeals for the First Circuit, and the United States District Court for the District of Massachusetts. Both courts are housed in the John Joseph Moakley United States Courthouse.\r\nFederally, Boston is split between two congressional districts. Three-fourths of the city is in the 7th district and is represented by Ayanna Pressley while the remaining southern fourth is in the 8th district and is represented by Stephen Lynch, both of whom are Democrats; a Republican has not represented a significant portion of Boston in over a century. The state's senior member of the United States Senate is Democrat Elizabeth Warren, first elected in 2012. The state's junior member of the United States Senate is Democrat Ed Markey, who was elected in 2013 to succeed John Kerry after Kerry's appointment and confirmation as the United States Secretary of State.\r\nThe city uses an algorithm created by the Walsh administration, called CityScore, to measure the effectiveness of various city services. This score is available on a public online dashboard and allows city managers in police, fire, schools, emergency management services, and 3-1-1 to take action and make adjustments in areas of concern.\r\n\r\n\r\n== Media ==\r\nThe city of Boston has been featured in multiple forms of media and fiction due to its status as the capital of Massachusetts.\r\n\r\n\r\n=== Newspapers ===\r\n\r\nThe Boston Globe is the oldest and largest daily newspaper in the city and is generally acknowledged as its paper of record. The city is also served by other publications such as the Boston Herald, Boston magazine, DigBoston, and the Boston edition of Metro. The Christian Science Monitor, headquartered in Boston, was formerly a worldwide daily newspaper but ended publication of daily print editions in 2009, switching to continuous online and weekly magazine format publications. The Boston Globe also releases a teen publication to the city's public high schools, called Teens in Print or T.i.P., which is written by the city's teens and delivered quarterly within the school year. The Improper Bostonian, a glossy lifestyle magazine, was published from 1991 through April 2019.\r\nThe city's growing Latino population has given rise to a number of local and regional Spanish-language newspapers. These include El Planeta (owned by the former publisher of the Boston Phoenix), El Mundo, and La Semana. Siglo21, with its main offices in nearby Lawrence, is also widely distributed.Various LGBT publications serve the city's large LGBT (lesbian, gay, bisexual, and transgender) population such as The Rainbow Times, the only minority and lesbian-owned LGBT news magazine. Founded in 2006, The Rainbow Times is now based out of Boston, but serves all of New England.\r\n\r\n\r\n=== Radio and television ===\r\n\r\nBoston is the largest broadcasting market in New England, with the radio market being the ninth largest in the United States. Several major AM stations include talk radio WRKO, sports/talk station WEEI, and iHeartMedia WBZ. WBZ (AM) broadcasts a news radio format and is a 50,000 watt \"clear channel\" station, whose nighttime broadcasts are heard hundreds of miles from Boston. A variety of commercial FM radio formats serve the area, as do NPR stations WBUR and WGBH.", "start_char_idx": 56909, "end_char_idx": 61824, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "ec74d5bc-3fcb-4a97-bff3-e4a40836718a": {"__data__": {"id_": "ec74d5bc-3fcb-4a97-bff3-e4a40836718a", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "edbacd5d-508b-40a6-b881-5ba8b8b3ea2a", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "fbc2d1e6402fd2b2656858593083a01fc147ef081b1e221135416d27e6c18f60", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "25d143e5-873a-476f-b54a-0ef72785ccde", "node_type": "1", "metadata": {}, "hash": "711aad3d4e8c83f7123baa6905764c0d46b7ed50ef7f973c71d360e05246415a", "class_name": "RelatedNodeInfo"}}, "text": "Siglo21, with its main offices in nearby Lawrence, is also widely distributed.Various LGBT publications serve the city's large LGBT (lesbian, gay, bisexual, and transgender) population such as The Rainbow Times, the only minority and lesbian-owned LGBT news magazine. Founded in 2006, The Rainbow Times is now based out of Boston, but serves all of New England.\r\n\r\n\r\n=== Radio and television ===\r\n\r\nBoston is the largest broadcasting market in New England, with the radio market being the ninth largest in the United States. Several major AM stations include talk radio WRKO, sports/talk station WEEI, and iHeartMedia WBZ. WBZ (AM) broadcasts a news radio format and is a 50,000 watt \"clear channel\" station, whose nighttime broadcasts are heard hundreds of miles from Boston. A variety of commercial FM radio formats serve the area, as do NPR stations WBUR and WGBH. College and university radio stations include WERS (Emerson), WHRB (Harvard), WUMB (UMass Boston), WMBR (MIT), WZBC (Boston College), WMFO (Tufts University), WBRS (Brandeis University), WTBU (Boston University, campus and web only), WRBB (Northeastern University) and WMLN-FM (Curry College).\r\nThe Boston television DMA, which also includes Manchester, New Hampshire, is the eighth largest in the United States. The city is served by stations representing every major American network, including WBZ-TV 4 and its sister station WSBK-TV 38 (the former a CBS O&O, the latter an independent station), WCVB-TV 5 and its sister station WMUR-TV 9 (both ABC), WHDH 7 and its sister station WLVI 56 (the former an independent station, the latter a CW affiliate), WBTS-CD 15 (an NBC O&O), and WFXT 25 (Fox). The city is also home to PBS member station WGBH-TV 2, a major producer of PBS programs, which also operates WGBX 44. Spanish-language television networks, including UniM\u00e1s (WUTF-TV 27), Telemundo (WNEU 60, a sister station to WBTS-CD), and Univisi\u00f3n (WUNI 66), have a presence in the region, with WNEU serving as network owned-and-operated station. Most of the area's television stations have their transmitters in nearby Needham and Newton along the Route 128 corridor. Six Boston television stations are carried by Canadian satellite television provider Bell TV and by cable television providers in Canada.\r\n\r\n\r\n=== Film ===\r\n\r\nFilms have been made in Boston since as early as 1903, and it continues to be both a popular setting and a popular filming location. Notable movies like The Departed, The Fighter and The Town were filmed in Boston. Notable movies set in Boston include Good Will Hunting and The Social Network.\r\n\r\n\r\n=== Video games ===\r\n\r\nVideo games have used Boston as a backdrop and setting, such as Assassin's Creed III published in 2012 and Fallout 4 in 2015. Some characters from video games are from Boston, such as the Scout from Team Fortress 2. The gaming convention PAX East is held in Boston, which many gaming companies like Microsoft, Ubisoft, and Wizards of the Coast have previously attended.\r\n\r\n\r\n== Infrastructure ==\r\n\r\n\r\n=== Transportation ===\r\n\r\nLogan International Airport, in East Boston and operated by the Massachusetts Port Authority (Massport), is Boston's principal airport. Nearby general aviation airports are Beverly Municipal Airport to the north, Hanscom Field to the west, and Norwood Memorial Airport to the south. Massport also operates several major facilities within the Port of Boston, including a cruise ship terminal and facilities to handle bulk and container cargo in South Boston, and other facilities in Charlestown and East Boston.Downtown Boston's streets grew organically, so they do not form a planned grid, unlike those in later-developed Back Bay, East Boston, the South End, and South Boston. Boston is the eastern terminus of I-90, which in Massachusetts runs along the Massachusetts Turnpike. The elevated portion of the Central Artery, which carried most of the through traffic in downtown Boston, was replaced with the O'Neill Tunnel during the Big Dig, substantially completed in early 2006. The former and current Central Artery follow I-93 as the primary north\u2013south artery from the city. Other major highways include US 1, which carries traffic to the North Shore and areas south of Boston, US 3, which connects to the northwestern suburbs, Massachusetts Route 3, which connects to the South Shore and Cape Cod, and Massachusetts Route 2 which connects to the western suburbs.", "start_char_idx": 60957, "end_char_idx": 65374, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "25d143e5-873a-476f-b54a-0ef72785ccde": {"__data__": {"id_": "25d143e5-873a-476f-b54a-0ef72785ccde", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "ec74d5bc-3fcb-4a97-bff3-e4a40836718a", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "1dfff2b4202d86fb443f43430788a6e09fe7a2ebb43d7d9c6027f9cae27e0d90", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "efe86339-a9fe-42a2-9bf1-bd76a9b21ed6", "node_type": "1", "metadata": {}, "hash": "ba782cd417f046a8eb574fdf5903461179dcb0958e771d9aa8955a390a41a5bc", "class_name": "RelatedNodeInfo"}}, "text": "Boston is the eastern terminus of I-90, which in Massachusetts runs along the Massachusetts Turnpike. The elevated portion of the Central Artery, which carried most of the through traffic in downtown Boston, was replaced with the O'Neill Tunnel during the Big Dig, substantially completed in early 2006. The former and current Central Artery follow I-93 as the primary north\u2013south artery from the city. Other major highways include US 1, which carries traffic to the North Shore and areas south of Boston, US 3, which connects to the northwestern suburbs, Massachusetts Route 3, which connects to the South Shore and Cape Cod, and Massachusetts Route 2 which connects to the western suburbs. Surrounding the city is Massachusetts Route 128, a partial beltway which has been largely subsumed by other routes (mostly I-95 and I-93).\r\nWith nearly a third of Bostonians using public transit for their commute to work, Boston has the fourth-highest rate of public transit usage in the country. The city of Boston has a higher than average percentage of households without a car. In 2015, 35.4 percent of Boston households lacked a car, which decreased slightly to 33.8 percent in 2016. The national average was 8.7 percent in 2016. Boston averaged 0.94 cars per household in 2016, compared to a national average of 1.8. Boston's public transportation agency, the Massachusetts Bay Transportation Authority (MBTA), operates the oldest underground rapid transit system in the Americas and is the fourth-busiest rapid transit system in the country, with 65.5 mi (105 km) of track on four lines. The MBTA also operates busy bus and commuter rail networks as well as water shuttles.Amtrak intercity rail to Boston is provided through four stations: South Station, North Station, Back Bay, and Route 128. South Station is a major intermodal transportation hub and is the terminus of Amtrak's Northeast Regional, Acela Express, and Lake Shore Limited routes, in addition to multiple MBTA services. Back Bay is also served by MBTA and those three Amtrak routes, while Route 128, in the southwestern suburbs of Boston, is only served by the Acela Express and Northeast Regional. Meanwhile, Amtrak's Downeaster to Brunswick, Maine terminates in North Station, and is the only Amtrak route to do so.Nicknamed \"The Walking City\", Boston hosts more pedestrian commuters than do other comparably populated cities. Owing to factors such as necessity, the compactness of the city and large student population, 13 percent of the population commutes by foot, making it the highest percentage of pedestrian commuters in the country out of the major American cities. In 2011, Walk Score ranked Boston the third-most walkable city in the United States. As of 2015, Walk Score still ranks Boston as the third most walkable U.S. city, with a Walk Score of 80, a Transit Score of 75, and a Bike Score of 70.Between 1999 and 2006, Bicycling magazine named Boston three times as one of the worst cities in the U.S. for cycling; regardless, it has one of the highest rates of bicycle commuting. In 2008, as a consequence of improvements made to bicycling conditions within the city, the same magazine put Boston on its \"Five for the Future\" list as a \"Future Best City\" for biking, and Boston's bicycle commuting percentage increased from 1% in 2000 to 2.1% in 2009. The bikeshare program Bluebikes, originally called Hubway, launched in late July 2011, logging more than 140,000 rides before the close of its first season. The neighboring municipalities of Cambridge, Somerville, and Brookline joined the Hubway program in the summer of 2012. In 2016, there were 1,461 bikes and 158 docking stations across the city, which in 2022 has increased to 400 stations with a total of 4,000 bikes. PBSC Urban Solutions provides bicycles and technology for this bike-sharing system.In 2013, the Boston-Cambridge-Newton metropolitan statistical area (Boston MSA) had the seventh-lowest percentage of workers who commuted by private automobile (75.6 percent), with 6.2 percent of area workers traveling via rail transit. During the period starting in 2006 and ending in 2013, the Boston MSA had the greatest percentage decline of workers commuting by automobile (3.3 percent) among MSAs with more than a half-million residents.", "start_char_idx": 64683, "end_char_idx": 68968, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "efe86339-a9fe-42a2-9bf1-bd76a9b21ed6": {"__data__": {"id_": "efe86339-a9fe-42a2-9bf1-bd76a9b21ed6", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "25d143e5-873a-476f-b54a-0ef72785ccde", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "a61faf3c31040468201e9153c32f33b4f6666b2a36d2a81f61ca73e73a71d9f9", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "6a404fe1-8ec5-4925-ab66-d628138ae44d", "node_type": "1", "metadata": {}, "hash": "ac9572857d9bd04536854ad4efe654be2e908d5d4ae48ae30eaf846873346e8a", "class_name": "RelatedNodeInfo"}}, "text": "The neighboring municipalities of Cambridge, Somerville, and Brookline joined the Hubway program in the summer of 2012. In 2016, there were 1,461 bikes and 158 docking stations across the city, which in 2022 has increased to 400 stations with a total of 4,000 bikes. PBSC Urban Solutions provides bicycles and technology for this bike-sharing system.In 2013, the Boston-Cambridge-Newton metropolitan statistical area (Boston MSA) had the seventh-lowest percentage of workers who commuted by private automobile (75.6 percent), with 6.2 percent of area workers traveling via rail transit. During the period starting in 2006 and ending in 2013, the Boston MSA had the greatest percentage decline of workers commuting by automobile (3.3 percent) among MSAs with more than a half-million residents.\r\n\r\n\r\n== International relations ==\r\nThe City of Boston has eleven official sister cities:\r\n Kyoto, Japan (1959)\r\n Strasbourg, France (1960)\r\n Barcelona, Spain (1980)\r\n Hangzhou, China (1982)\r\n Padua, Italy (1983)\r\n City of Melbourne, Australia (1985)\r\n Beira, Mozambique (1990)\r\n Taipei, Taiwan (1996)\r\n Sekondi-Takoradi, Ghana (2001)\r\n Belfast, Northern Ireland (2014)\r\n Praia, Cape Verde (2015)Boston has formal partnership relationships through a Memorandum Of Understanding (MOU) with five additional cities or regions:\r\n\r\n Guangzhou, China (2014)\r\n Lyon, France (2016)\r\n Copenhagen, Denmark (2017)\r\n Mexico City, Mexico (2017)\r\n North West of Ireland, Ireland (2017)\r\n\r\n\r\n== See also ==\r\nOutline of Boston\r\nBoston City League (high-school athletic conference)\r\nBoston Citgo Sign\r\nBoston nicknames\r\nBoston\u2013Halifax relations\r\nList of diplomatic missions in Boston\r\nList of people from Boston\r\nNational Register of Historic Places listings in Boston\r\nUSS Boston, seven ships\r\n\r\n\r\n== Notes ==\r\n\r\n\r\n== References ==\r\n\r\n\r\n=== Citations ===\r\n\r\n\r\n=== Sources ===\r\n\r\n\r\n== Further reading ==\r\n\r\nBeagle, Jonathan M.; Penn, Elan (2006). Boston: A Pictorial Celebration. Sterling Publishing Company. ISBN 978-1-4027-1977-6.\r\nBrown, Robin; The Boston Globe (2009). Boston's Secret Spaces: 50 Hidden Corners In and Around the Hub (1st ed.). Globe Pequot. ISBN 978-0-7627-5062-7.\r\nHantover, Jeffrey; King, Gilbert (200). City in Time: Boston. Sterling Publishing Company8. ISBN 978-1-4027-3300-0.\r\nHolli, Melvin G.; Jones, Peter d'A., eds. (1981). Biographical Dictionary of American Mayors, 1820\u20131980. Westport, Conn.: Greenwood Press. ISBN 978-0-313-21134-8. Short scholarly biographies each of the city's mayors 1820 to 1980\u2014see index at pp. 406\u2013411 for list.\r\nO'Connell, James C. (2013). The Hub's Metropolis: Greater Boston's Development from Railroad Suburbs to Smart Growth. MIT Press. ISBN 978-0-262-01875-3.\r\nO'Connor, Thomas H. (2000). Boston: A to Z. Harvard University Press. ISBN 978-0-674-00310-1.\r\nPrice, Michael; Sammarco, Anthony Mitchell (2000). Boston's Immigrants, 1840\u20131925. Arcadia Publishing. ISBN 978-0-7524-0921-4.\r\nKrieger, Alex; Cobb, David; Turner, Amy, eds. (2001). Mapping Boston. MIT Press. ISBN 978-0-262-61173-2.\r\nSeasholes, Nancy S. (2003). Gaining Ground: A History of Landmaking in Boston. Cambridge, Massachusetts: MIT Press. ISBN 978-0-262-19494-5.\r\nShand-Tucci, Douglass (1999). Built in Boston: City & Suburb, 1800\u20132000 (2nd ed.). University of Massachusetts Press. ISBN 978-1-55849-201-1.\r\nSouthworth, Michael; Southworth, Susan (2008). AIA Guide to Boston, Third Edition: Contemporary Landmarks, Urban Design, Parks, Historic Buildings and Neighborhoods (3rd ed.). Globe Pequot. ISBN 978-0-7627-4337-7.", "start_char_idx": 68175, "end_char_idx": 71702, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "6a404fe1-8ec5-4925-ab66-d628138ae44d": {"__data__": {"id_": "6a404fe1-8ec5-4925-ab66-d628138ae44d", "embedding": null, "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "66a35191-cb7a-4914-8279-258ba6f32539", "node_type": "4", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d802b866a70dd633a4c42b14906cd986cd60e36c1183b2ee286b4929301393d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "efe86339-a9fe-42a2-9bf1-bd76a9b21ed6", "node_type": "1", "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "8c3eb589f1111c8d76bde3e8d106b73e12907c2dc3ca38a5455df7261876bc22", "class_name": "RelatedNodeInfo"}}, "text": "(2001). Mapping Boston. MIT Press. ISBN 978-0-262-61173-2.\r\nSeasholes, Nancy S. (2003). Gaining Ground: A History of Landmaking in Boston. Cambridge, Massachusetts: MIT Press. ISBN 978-0-262-19494-5.\r\nShand-Tucci, Douglass (1999). Built in Boston: City & Suburb, 1800\u20132000 (2nd ed.). University of Massachusetts Press. ISBN 978-1-55849-201-1.\r\nSouthworth, Michael; Southworth, Susan (2008). AIA Guide to Boston, Third Edition: Contemporary Landmarks, Urban Design, Parks, Historic Buildings and Neighborhoods (3rd ed.). Globe Pequot. ISBN 978-0-7627-4337-7.\r\nVrabel, Jim; Bostonian Society (2004). When in Boston: A Time Line & Almanac. Northeastern University Press. ISBN 978-1-55553-620-6.\r\nWhitehill, Walter Muir; Kennedy, Lawrence W. (2000). Boston: A Topographical History (3rd ed.). Belknap Press of Harvard University Press. ISBN 978-0-674-00268-5.\r\n\r\n\r\n== External links ==\r\n\r\nOfficial website\r\nVisit Boston, official tourism website\r\n Geographic data related to Boston at OpenStreetMap\r\n\"Boston\" . The New Student's Reference Work . 1914.\r\n\"Boston\" . Encyclop\u00e6dia Britannica. Vol. 4 (11th ed.). 1911. pp. 290\u2013296.\r\nHistorical Maps of Boston from the Norman B. Leventhal Map Center at the Boston Public Library\r\nBoston at Curlie", "start_char_idx": 71145, "end_char_idx": 72381, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}}, "docstore/metadata": {"f20cbfb9-8e4b-4430-8bbd-4c7ef498b849": {"doc_hash": "1f85e45ff73f3c4bbbcc7371e1d12d2d07580fae8573221cb9a4ff4236cc20e4", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "b7f98abc-65c8-47fc-9f15-3ef2b07cd872": {"doc_hash": "078154555e2823a7aa0a9888956e7242d25cb94bbead149c2c266b22a4f4c2dd", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "c72f8ac9-e39d-49e1-b56c-a3276e002507": {"doc_hash": "7b77d71d7d70269c8cdfe26212922dd940b8ebca6df723067d422f504cb2048e", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "d5292885-f1a4-4251-99d0-abe7f96a38d2": {"doc_hash": "5cd355edaf78876e4b03640325eb49836d8e98def01559266688079f68bd606a", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "2b79ad9a-8715-4c58-9178-baa139f06114": {"doc_hash": "04cda3d0d8340d8f08415ad54a1e5adca8cb6b026575aea9eea1f8fe3c69e838", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "514af93c-bf3f-41ad-b721-a05b6dafdb10": {"doc_hash": "f577207d3b073a8c270734e6e8529961e2e6b38a7e9338ec8138567f2ee2c0bb", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "31a0b326-0d03-49b8-9743-1ba3c936af2a": {"doc_hash": "3e99379f9e72cf014944f9a4d2a6792883da3c6926d399e4ed670c0caa846f4b", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "361ef269-6b23-49ec-a7fc-4608ce6a12e3": {"doc_hash": "71a73ac26d30189aa6f665ee1f846e49140fe61edbae5f464e41d08186a9b558", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "95f227e4-b93e-4c7c-9e84-dfd30d720f8e": {"doc_hash": "785a6d758407bc4351e5e7f0a74d6930fb1b444fe18238a2b0ad867f1ed6e7f4", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "12dc4e32-050d-432a-bb55-f70691f46ee6": {"doc_hash": "cc041f75ff09909d5030add18d1b7bbaac3689237c7155a8358e4bee702a8249", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "34e3e4f1-87e3-4ea3-8b8e-42c1ccc84f61": {"doc_hash": "e0febd29320d6a18d07bf7fec845533a01c304827e826e179f1da74fef175587", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "2cdb8272-4775-46e7-91f4-7c4f422f7aae": {"doc_hash": "85b78907ff47f0984ef8bdfea42f486dbafda01043241ef8521ad9497ef45c19", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "dbdb9a8e-f55b-40af-875a-bad6fb0e70b1": {"doc_hash": "7c929027193d976976ddf7b866d265be52f13294ceabceb07f5571253854224a", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "20f70ef6-6039-41c5-bd22-7ea41a5ff032": {"doc_hash": "f793091d20c83c8f56764ac69e06fc8ede5ec317feb87162e784c8a737970144", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "2f014c73-2e9a-441e-ac61-a11f0676c316": {"doc_hash": "b2aeec74a124e58616ed1b56b0233b643e3232471a7ec987643368cde79bc5f1", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "edbacd5d-508b-40a6-b881-5ba8b8b3ea2a": {"doc_hash": "fbc2d1e6402fd2b2656858593083a01fc147ef081b1e221135416d27e6c18f60", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "ec74d5bc-3fcb-4a97-bff3-e4a40836718a": {"doc_hash": "1dfff2b4202d86fb443f43430788a6e09fe7a2ebb43d7d9c6027f9cae27e0d90", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "25d143e5-873a-476f-b54a-0ef72785ccde": {"doc_hash": "a61faf3c31040468201e9153c32f33b4f6666b2a36d2a81f61ca73e73a71d9f9", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "efe86339-a9fe-42a2-9bf1-bd76a9b21ed6": {"doc_hash": "8c3eb589f1111c8d76bde3e8d106b73e12907c2dc3ca38a5455df7261876bc22", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}, "6a404fe1-8ec5-4925-ab66-d628138ae44d": {"doc_hash": "06b0205bac6b4224ab5a66d774684511fff17a57bb031c52cef3d0dc0cb420d7", "ref_doc_id": "66a35191-cb7a-4914-8279-258ba6f32539"}}, "docstore/ref_doc_info": {"66a35191-cb7a-4914-8279-258ba6f32539": {"node_ids": ["f20cbfb9-8e4b-4430-8bbd-4c7ef498b849", "b7f98abc-65c8-47fc-9f15-3ef2b07cd872", "c72f8ac9-e39d-49e1-b56c-a3276e002507", "d5292885-f1a4-4251-99d0-abe7f96a38d2", "2b79ad9a-8715-4c58-9178-baa139f06114", "514af93c-bf3f-41ad-b721-a05b6dafdb10", "31a0b326-0d03-49b8-9743-1ba3c936af2a", "361ef269-6b23-49ec-a7fc-4608ce6a12e3", "95f227e4-b93e-4c7c-9e84-dfd30d720f8e", "12dc4e32-050d-432a-bb55-f70691f46ee6", "34e3e4f1-87e3-4ea3-8b8e-42c1ccc84f61", "2cdb8272-4775-46e7-91f4-7c4f422f7aae", "dbdb9a8e-f55b-40af-875a-bad6fb0e70b1", "20f70ef6-6039-41c5-bd22-7ea41a5ff032", "2f014c73-2e9a-441e-ac61-a11f0676c316", "edbacd5d-508b-40a6-b881-5ba8b8b3ea2a", "ec74d5bc-3fcb-4a97-bff3-e4a40836718a", "25d143e5-873a-476f-b54a-0ef72785ccde", "efe86339-a9fe-42a2-9bf1-bd76a9b21ed6", "6a404fe1-8ec5-4925-ab66-d628138ae44d"], "metadata": {"file_path": "data\\Boston.txt", "file_name": "Boston.txt", "file_type": "text/plain", "file_size": 72487, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}}}}
\ No newline at end of file
diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Boston/graph_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Boston/graph_store.json"
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@@ -0,0 +1 @@
+{"graph_dict": {}}
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Boston/image__vector_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Boston/image__vector_store.json"
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@@ -0,0 +1 @@
+{"embedding_dict": {}, "text_id_to_ref_doc_id": {}, "metadata_dict": {}}
\ No newline at end of file
diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Boston/index_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Boston/index_store.json"
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@@ -0,0 +1 @@
+{"index_store/data": {"05f23d94-46a4-4949-a857-6e5f4e0dfd4a": {"__type__": "vector_store", "__data__": "{\"index_id\": \"05f23d94-46a4-4949-a857-6e5f4e0dfd4a\", \"summary\": null, \"nodes_dict\": {\"f20cbfb9-8e4b-4430-8bbd-4c7ef498b849\": \"f20cbfb9-8e4b-4430-8bbd-4c7ef498b849\", \"b7f98abc-65c8-47fc-9f15-3ef2b07cd872\": \"b7f98abc-65c8-47fc-9f15-3ef2b07cd872\", \"c72f8ac9-e39d-49e1-b56c-a3276e002507\": \"c72f8ac9-e39d-49e1-b56c-a3276e002507\", \"d5292885-f1a4-4251-99d0-abe7f96a38d2\": \"d5292885-f1a4-4251-99d0-abe7f96a38d2\", \"2b79ad9a-8715-4c58-9178-baa139f06114\": \"2b79ad9a-8715-4c58-9178-baa139f06114\", \"514af93c-bf3f-41ad-b721-a05b6dafdb10\": \"514af93c-bf3f-41ad-b721-a05b6dafdb10\", \"31a0b326-0d03-49b8-9743-1ba3c936af2a\": \"31a0b326-0d03-49b8-9743-1ba3c936af2a\", \"361ef269-6b23-49ec-a7fc-4608ce6a12e3\": \"361ef269-6b23-49ec-a7fc-4608ce6a12e3\", \"95f227e4-b93e-4c7c-9e84-dfd30d720f8e\": \"95f227e4-b93e-4c7c-9e84-dfd30d720f8e\", \"12dc4e32-050d-432a-bb55-f70691f46ee6\": \"12dc4e32-050d-432a-bb55-f70691f46ee6\", \"34e3e4f1-87e3-4ea3-8b8e-42c1ccc84f61\": \"34e3e4f1-87e3-4ea3-8b8e-42c1ccc84f61\", \"2cdb8272-4775-46e7-91f4-7c4f422f7aae\": \"2cdb8272-4775-46e7-91f4-7c4f422f7aae\", \"dbdb9a8e-f55b-40af-875a-bad6fb0e70b1\": \"dbdb9a8e-f55b-40af-875a-bad6fb0e70b1\", \"20f70ef6-6039-41c5-bd22-7ea41a5ff032\": \"20f70ef6-6039-41c5-bd22-7ea41a5ff032\", \"2f014c73-2e9a-441e-ac61-a11f0676c316\": \"2f014c73-2e9a-441e-ac61-a11f0676c316\", \"edbacd5d-508b-40a6-b881-5ba8b8b3ea2a\": \"edbacd5d-508b-40a6-b881-5ba8b8b3ea2a\", \"ec74d5bc-3fcb-4a97-bff3-e4a40836718a\": \"ec74d5bc-3fcb-4a97-bff3-e4a40836718a\", \"25d143e5-873a-476f-b54a-0ef72785ccde\": \"25d143e5-873a-476f-b54a-0ef72785ccde\", \"efe86339-a9fe-42a2-9bf1-bd76a9b21ed6\": \"efe86339-a9fe-42a2-9bf1-bd76a9b21ed6\", \"6a404fe1-8ec5-4925-ab66-d628138ae44d\": \"6a404fe1-8ec5-4925-ab66-d628138ae44d\"}, \"doc_id_dict\": {}, \"embeddings_dict\": {}}"}}}
\ No newline at end of file
diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Cairo.txt" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Cairo.txt"
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@@ -0,0 +1,367 @@
+Cairo (   KY-roh; Arabic: القاهرة, romanized: al-Qāhirah; Egyptian Arabic pronunciation: [el.qɑ(ː)ˈheɾɑ]) is the capital of Egypt and the city-state Cairo Governorate, and is the country's largest city, home to 10 million people. It is also part of the largest urban agglomeration in Africa, the Arab world and the Middle East: The Greater Cairo metropolitan area  is the 12th-largest in the world by population with a population of over 22.1 million.Cairo is associated with ancient Egypt, as the Giza pyramid complex and the ancient cities of Memphis and Heliopolis are located in its geographical area. Located near the Nile Delta, the city first developed as Fustat following the Muslim conquest of Egypt in 641 next to an existing ancient Roman fortress, Babylon. Cairo was founded by the Fatimid dynasty in 969. It later superseded Fustat as the main urban centre during the Ayyubid and Mamluk periods (12th–16th centuries). Cairo has long been a centre of the region's political and cultural life, and is titled "the city of a thousand minarets" for its preponderance of Islamic architecture. Cairo's historic center was awarded World Heritage Site status in 1979. Cairo is considered a World City with a "Beta +" classification according to GaWC.Cairo has the oldest and largest film and music industry in the Arab world, as well as Egypt's oldest institution of higher learning, Al-Azhar University. Many international media, businesses, and organizations have regional headquarters in the city; the Arab League has had its headquarters in Cairo for most of its existence.
+With a population of over 10 million spread over 453 km2 (175 sq mi), Cairo is by far the largest city in Egypt. An additional 9.5 million inhabitants live close to the city. Cairo, like many other megacities, suffers from high levels of pollution and traffic. The Cairo Metro, opened in 1987, is the oldest metro system in Africa, and ranks amongst the fifteen busiest in the world, with over 1 billion annual passenger rides. The economy of Cairo was ranked first in the Middle East in 2005, and 43rd globally on Foreign Policy's 2010 Global Cities Index.
+
+
+== Etymology ==
+The name of Cairo is derived from the Arabic al-Qāhirah (القاهرة), meaning 'the Vanquisher' or 'the Conqueror', given by the Fatimid Caliph al-Mu'izz following the establishment of the city as the capital of the Fatimid dynasty. Its full, formal name was al-Qāhirah al-Mu'izziyyah (القاهرة المعزيّة), meaning 'the Vanquisher of al-Mu'izz'. It is also supposedly due to the fact that the planet Mars, known in Arabic by names such as an-Najm al-Qāhir (النجم القاهر, 'the Conquering Star'), was rising at the time of the city's founding.Egyptians often refer to Cairo as Maṣr (IPA: [mɑsˤɾ]; مَصر), the Egyptian Arabic name for Egypt itself, emphasizing the city's importance for the country.There are a number of Coptic names for the city. Tikešrōmi (Coptic: Ϯⲕⲉϣⲣⲱⲙⲓ Late Coptic: [di.kɑʃˈɾoːmi]) is attested in the 1211 text The Martyrdom of John of Phanijoit and is either a calque meaning 'man breaker' (Ϯ-, 'the', ⲕⲁϣ-, 'to break', and ⲣⲱⲙⲓ, 'man'), akin to Arabic al-Qāhirah, or a derivation from Arabic قَصْر الرُوم (qaṣr ar-rūm, "the Roman castle"), another name of Babylon Fortress in Old Cairo. The Arabic name is also calqued as ⲧⲡⲟⲗⲓⲥ ϯⲣⲉϥϭⲣⲟ, "the victor city" in the Coptic antiphonary.The form Khairon (Coptic: ⲭⲁⲓⲣⲟⲛ) is attested in the modern Coptic text Ⲡⲓⲫⲓⲣⲓ ⲛ̀ⲧⲉ ϯⲁⲅⲓⲁ ⲙ̀ⲙⲏⲓ Ⲃⲉⲣⲏⲛⲁ (The Tale of Saint Verina). Lioui (Ⲗⲓⲟⲩⲓ Late Coptic: [lɪˈjuːj]) or Elioui (Ⲉⲗⲓⲟⲩⲓ Late Coptic: [ælˈjuːj]) is another name which is descended from the Greek name of Heliopolis (Ήλιούπολις). Some argue that Mistram (Ⲙⲓⲥⲧⲣⲁⲙ Late Coptic: [ˈmɪs.təɾɑm]) or Nistram (Ⲛⲓⲥⲧⲣⲁⲙ Late Coptic: [ˈnɪs.təɾɑm]) is another Coptic name for Cairo, although others think that it is rather a name for the Abbasid province capital al-Askar. Ⲕⲁϩⲓⲣⲏ (Kahi•ree) is a popular modern rendering of an Arabic name (others being Ⲕⲁⲓⲣⲟⲛ [Kairon] and Ⲕⲁϩⲓⲣⲁ [Kahira]) which is modern folk etymology meaning 'land of sun'. Some argue that it was a name of an Egyptian settlement upon which Cairo was built, but it is rather doubtful as this name is not attested in any Hieroglyphic or Demotic source, although some researchers, like Paul Casanova, view it as a legitimate theory. Cairo is also referred to as Ⲭⲏⲙⲓ (Late Coptic: [ˈkɪ.mi]) or Ⲅⲩⲡⲧⲟⲥ (Late Coptic: [ˈɡɪp.dos]), which means Egypt in Coptic, the same way it is referred to in Egyptian Arabic.Sometimes the city is informally referred to as Cairo by people from Alexandria (IPA: [ˈkæjɾo]; Egyptian Arabic: كايرو).
+
+
+== History ==
+
+
+=== Ancient settlements ===
+The area around present-day Cairo had long been a focal point of Ancient Egypt due to its strategic location at the junction of the Nile Valley and the Nile Delta regions (roughly Upper Egypt and Lower Egypt), which also placed it at the crossing of major routes between North Africa and the Levant. Memphis, the capital of Egypt during the Old Kingdom and a major city up until the Ptolemaic period, was located a short distance south west of present-day Cairo. Heliopolis, another important city and major religious center, was located in what are now the modern districts of Matariya and Ain Shams in northeastern Cairo. It was largely destroyed by the Persian invasions in 525 BC and 343 BC and partly abandoned by the late first century BC.However, the origins of modern Cairo are generally traced back to a series of settlements in the first millennium AD. Around the turn of the fourth century, as Memphis was continuing to decline in importance, the Romans established a large fortress along the east bank of the Nile. The fortress, called Babylon, was built by the Roman emperor Diocletian (r. 285–305) at the entrance of a canal connecting the Nile to the Red Sea that was created earlier by emperor Trajan (r. 98–115). Further north of the fortress, near the present-day district of al-Azbakiya, was a port and fortified outpost known as Tendunyas (Coptic: ϯⲁⲛⲧⲱⲛⲓⲁⲥ) or Umm Dunayn. While no structures older than the 7th century have been preserved in the area aside from the Roman fortifications, historical evidence suggests that a sizeable city existed. The city was important enough that its bishop, Cyrus, participated in the Second Council of Ephesus in 449.The Byzantine-Sassanian War between 602 and 628 caused great hardship and likely caused much of the urban population to leave for the countryside, leaving the settlement partly deserted. The site today remains at the nucleus of the Coptic Orthodox community, which separated from the Roman and Byzantine churches in the late 4th century. Cairo's oldest extant churches, such as the Church of Saint Barbara and the Church of Saints Sergius and Bacchus (from the late 7th or early 8th century), are located inside the fortress walls in what is now known as Old Cairo or Coptic Cairo.
+
+
+=== Fustat and other early Islamic settlements ===
+
+The Muslim conquest of Byzantine Egypt was led by Amr ibn al-As from 639 to 642. Babylon Fortress was besieged in September 640 and fell in April 641. In 641 or early 642, after the surrender of Alexandria (the Egyptian capital at the time), he founded a new settlement next to Babylon Fortress. The city, known as Fustat (Arabic: الفسطاط, romanized: al-Fusṭāṭ, lit. 'the tent'), served as a garrison town and as the new administrative capital of Egypt. Historians such as Janet Abu-Lughod and André Raymond trace the genesis of present-day Cairo to the foundation of Fustat. The choice of founding a new settlement at this inland location, instead of using the existing capital of Alexandria on the Mediterranean coast, may have been due to the new conquerors' strategic priorities. One of the first projects of the new Muslim administration was to clear and re-open Trajan's ancient canal in order to ship grain more directly from Egypt to Medina, the capital of the caliphate in Arabia. Ibn al-As also founded a mosque for the city at the same time, now known as the Mosque of Amr Ibn al-As, the oldest mosque in Egypt and Africa (although the current structure dates from later expansions).In 750, following the overthrow of the Umayyad caliphate by the Abbasids, the new rulers created their own settlement to the northeast of Fustat which became the new provincial capital. This was known as al-Askar (Arabic: العسكر, lit. 'the camp') as it was laid out like a military camp. A governor's residence and a new mosque were also added, with the latter completed in 786. The Red Sea canal re-excavated in the 7th century was closed by the Abbasid caliph al-Mansur in al-Mansur (r. 754–775), but a part of the canal, known as the Khalij, continued to be a major feature of Cairo's geography and of its water supply until the 19th century. In 861, on the orders of the Abbasid caliph al-Mutawakkil, a Nilometer was built on Roda Island near Fustat. Although it was repaired and given a new roof in later centuries, its basic structure is still preserved today, making it the oldest preserved Islamic-era structure in Cairo today.
+In 868 a commander of Turkic origin named Bakbak was sent to Egypt by the Abbasid caliph al-Mu'taz to restore order after a rebellion in the country. He was accompanied by his stepson, Ahmad ibn Tulun, who became effective governor of Egypt. Over time, Ibn Tulun gained an army and accumulated influence and wealth, allowing him to become the de facto independent ruler of both Egypt and Syria by 878. In 870, he used his growing wealth to found a new administrative capital, al-Qata'i (Arabic: القطائـع, lit. 'the allotments'), to the northeast of Fustat and of al-Askar. The new city included a palace known as the Dar al-Imara, a parade ground known as al-Maydan, a bimaristan (hospital), and an aqueduct to supply water. Between 876 and 879 Ibn Tulun built a great mosque, now known as the Mosque of Ibn Tulun, at the center of the city, next to the palace. After his death in 884, Ibn Tulun was succeeded by his son and his descendants who continued a short-lived dynasty, the Tulunids. In 905, the Abbasids sent general Muhammad Sulayman al-Katib to re-assert direct control over the country. Tulunid rule was ended and al-Qatta'i was razed to the ground, except for the mosque which remains standing today.
+
+
+=== Foundation and expansion of Cairo ===
+In 969, the Shi'a Isma'ili Fatimid empire conquered Egypt after ruling from Ifriqiya. The Fatimid general Jawhar Al Saqili founded a new fortified city northeast of Fustat and of former al-Qata'i. It took four years to build the city, initially known as al-Manṣūriyyah, which was to serve as the new capital of the caliphate. During that time, the construction of the al-Azhar Mosque was commissioned by order of the caliph, which developed into the third-oldest university in the world. Cairo would eventually become a centre of learning, with the library of Cairo containing hundreds of thousands of books. When Caliph al-Mu'izz li Din Allah arrived from the old Fatimid capital of Mahdia in Tunisia in 973, he gave the city its present name, Qāhirat al-Mu'izz ("The Vanquisher of al-Mu'izz"), from which the name "Cairo" (al-Qāhira) originates. The caliphs lived in a vast and lavish palace complex that occupied the heart of the city. Cairo remained a relatively exclusive royal city for most of this era, but during the tenure of Badr al-Gamali as vizier (1073–1094) the restrictions were loosened for the first time and richer families from Fustat were allowed to move into the city. Between 1087 and 1092 Badr al-Gamali also rebuilt the city walls in stone and constructed the city gates of Bab al-Futuh, Bab al-Nasr, and Bab Zuweila that still stand today.During the Fatimid period Fustat reached its apogee in size and prosperity, acting as a center of craftsmanship and international trade and as the area's main port on the Nile. Historical sources report that multi-story communal residences existed in the city, particularly in its center, which were typically inhabited by middle and lower-class residents. Some of these were as high as seven stories and could house some 200 to 350 people. They may have been similar to Roman insulae and may have been the prototypes for the rental apartment complexes which became common in the later Mamluk and Ottoman periods.However, in 1168 the Fatimid vizier Shawar set fire to unfortified Fustat to prevent its potential capture by Amalric, the Crusader king of Jerusalem. While the fire did not destroy the city and it continued to exist afterward, it did mark the beginning of its decline. Over the following centuries it was Cairo, the former palace-city, that became the new economic center and attracted migration from Fustat.
+While the Crusaders did not capture the city in 1168, a continuing power struggle between Shawar, King Amalric, and the Zengid general Shirkuh led to the downfall of the Fatimid establishment. In 1169, Shirkuh's nephew Saladin was appointed as the new vizier of Egypt by the Fatimids and two years later he seized power from the family of the last Fatimid caliph, al-'Āḍid. As the first Sultan of Egypt, Saladin established the Ayyubid dynasty, based in Cairo, and aligned Egypt with the Sunni Abbasids, who were based in Baghdad. In 1176, Saladin began construction on the Cairo Citadel, which was to serve as the seat of the Egyptian government until the mid-19th century. The construction of the Citadel definitively ended Fatimid-built Cairo's status as an exclusive palace-city and opened it up to common Egyptians and to foreign merchants, spurring its commercial development. Along with the Citadel, Saladin also began the construction of a new 20-kilometre-long wall that would protect both Cairo and Fustat on their eastern side and connect them with the new Citadel. These construction projects continued beyond Saladin's lifetime and were completed under his Ayyubid successors.
+
+
+=== Apogee and decline under the Mamluks ===
+In 1250, during the Seventh Crusade, the Ayyubid dynasty had a crisis with the death of al-Salih and power transitioned instead to the Mamluks, partly with the help of al-Salih's wife, Shajar ad-Durr, who ruled for a brief period around this time. Mamluks were soldiers who were purchased as young slaves and raised to serve in the sultan's army. Between 1250 and 1517 the throne of the Mamluk Sultanate passed from one mamluk to another in a system of succession that was generally non-hereditary, but also frequently violent and chaotic. The Mamluk Empire nonetheless became a major power in the region and was responsible for repelling the advance of the Mongols (most famously at the Battle of Ain Jalut in 1260) and for eliminating the last Crusader states in the Levant.Despite their military character, the Mamluks were also prolific builders and left a rich architectural legacy throughout Cairo. Continuing a practice started by the Ayyubids, much of the land occupied by former Fatimid palaces was sold and replaced by newer buildings, becoming a prestigious site for the construction of Mamluk religious and funerary complexes. Construction projects initiated by the Mamluks pushed the city outward while also bringing new infrastructure to the centre of the city. Meanwhile, Cairo flourished as a centre of Islamic scholarship and a crossroads on the spice trade route among the civilisations in Afro-Eurasia. Under the reign of the Mamluk sultan al-Nasir Muhammad (1293–1341, with interregnums), Cairo reached its apogee in terms of population and wealth. By 1340, Cairo had a population of close to half a million, making it the largest city west of China.Multi-story buildings occupied by rental apartments, known as a rab' (plural ribā' or urbu), became common in the Mamluk period and continued to be a feature of the city's housing during the later Ottoman period. These apartments were often laid out as multi-story duplexes or triplexes. They were sometimes attached to caravanserais, where the two lower floors were for commercial and storage purposes and the multiple stories above them were rented out to tenants. The oldest partially-preserved example of this type of structure is the Wikala of Amir Qawsun, built before 1341. Residential buildings were in turn organized into close-knit neighbourhoods called a harat, which in many cases had gates that could be closed off at night or during disturbances.
+When the traveller Ibn Battuta first came to Cairo in 1326, he described it as the principal district of Egypt. When he passed through the area again on his return journey in 1348 the Black Death was ravaging most major cities. He cited reports of thousands of deaths per day in Cairo. Although Cairo avoided Europe's stagnation during the Late Middle Ages, it could not escape the Black Death, which struck the city more than fifty times between 1348 and 1517. During its initial, and most deadly waves, approximately 200,000 people were killed by the plague, and, by the 15th century, Cairo's population had been reduced to between 150,000 and 300,000. The population decline was accompanied by a period of political instability between 1348 and 1412. It was nonetheless in this period that the largest Mamluk-era religious monument, the Madrasa-Mosque of Sultan Hasan, was built. In the late 14th century the Burji Mamluks replaced the Bahri Mamluks as rulers of the Mamluk state, but the Mamluk system continued to decline.Though the plagues returned frequently throughout the 15th century, Cairo remained a major metropolis and its population recovered in part through rural migration. More conscious efforts were conducted by rulers and city officials to redress the city's infrastructure and cleanliness. Its economy and politics also became more deeply connected with the wider Mediterranean. Some Mamluk sultans in this period, such as Barbsay (r. 1422–1438) and Qaytbay (r. 1468–1496), had relatively long and successful reigns. After al-Nasir Muhammad, Qaytbay was one of the most prolific patrons of art and architecture of the Mamluk era. He built or restored numerous monuments in Cairo, in addition to commissioning projects beyond Egypt. The crisis of Mamluk power and of Cairo's economic role deepened after Qaytbay. The city's status was diminished after Vasco da Gama discovered a sea route around the Cape of Good Hope between 1497 and 1499, thereby allowing spice traders to avoid Cairo.
+
+
+=== Ottoman rule ===
+
+Cairo's political influence diminished significantly after the Ottomans defeated Sultan al-Ghuri in the Battle of Marj Dabiq in 1516 and conquered Egypt in 1517. Ruling from Constantinople, Sultan Selim I relegated Egypt to a province, with Cairo as its capital. For this reason, the history of Cairo during Ottoman times is often described as inconsequential, especially in comparison to other time periods.During the 16th and 17th centuries, Cairo still remained an important economic and cultural centre. Although no longer on the spice route, the city facilitated the transportation of Yemeni coffee and Indian textiles, primarily to Anatolia, North Africa, and the Balkans. Cairene merchants were instrumental in bringing goods to the barren Hejaz, especially during the annual hajj to Mecca. It was during this same period that al-Azhar University reached the predominance among Islamic schools that it continues to hold today; pilgrims on their way to hajj often attested to the superiority of the institution, which had become associated with Egypt's body of Islamic scholars. The first printing press of the Middle East, printing in Hebrew, was established in Cairo c. 1557 by a scion of the Soncino family of printers, Italian Jews of Ashkenazi origin who operated a press in Constantinople. The existence of the press is known solely from two fragments discovered in the Cairo Geniza.
+Under the Ottomans, Cairo expanded south and west from its nucleus around the Citadel. The city was the second-largest in the empire, behind Constantinople, and, although migration was not the primary source of Cairo's growth, twenty percent of its population at the end of the 18th century consisted of religious minorities and foreigners from around the Mediterranean. Still, when Napoleon arrived in Cairo in 1798, the city's population was less than 300,000, forty percent lower than it was at the height of Mamluk—and Cairene—influence in the mid-14th century.The French occupation was short-lived as British and Ottoman forces, including a sizeable Albanian contingent, recaptured the country in 1801. Cairo itself was besieged by a British and Ottoman force culminating with the French surrender on 22 June 1801. The British vacated Egypt two years later, leaving the Ottomans, the Albanians, and the long-weakened Mamluks jostling for control of the country. Continued civil war allowed an Albanian named Muhammad Ali Pasha to ascend to the role of commander and eventually, with the approval of the religious establishment, viceroy of Egypt in 1805.
+
+
+=== Modern era ===
+
+Until his death in 1848, Muhammad Ali Pasha instituted a number of social and economic reforms that earned him the title of founder of modern Egypt. However, while Muhammad Ali initiated the construction of public buildings in the city, those reforms had minimal effect on Cairo's landscape. Bigger changes came to Cairo under Isma'il Pasha (r. 1863–1879), who continued the modernisation processes started by his grandfather. Drawing inspiration from Paris, Isma'il envisioned a city of maidans and wide avenues; due to financial constraints, only some of them, in the area now composing Downtown Cairo, came to fruition. Isma'il also sought to modernize the city, which was merging with neighbouring settlements, by establishing a public works ministry, bringing gas and lighting to the city, and opening a theatre and opera house.The immense debt resulting from Isma'il's projects provided a pretext for increasing European control, which culminated with the British invasion in 1882. The city's economic centre quickly moved west toward the Nile, away from the historic Islamic Cairo section and toward the contemporary, European-style areas built by Isma'il. Europeans accounted for five percent of Cairo's population at the end of the 19th century, by which point they held most top governmental positions.In 1906 the Heliopolis Oasis Company headed by the Belgian industrialist Édouard Empain and his Egyptian counterpart Boghos Nubar, built a suburb called Heliopolis (city of the sun in Greek) ten kilometers from the center of Cairo. In 1905–1907 the northern part of the Gezira island was developed by the Baehler Company into Zamalek, which would later become Cairo's upscale "chic" neighbourhood. In 1906 construction began on Garden City, a neighbourhood of urban villas with gardens and curved streets.
+The British occupation was intended to be temporary, but it lasted well into the 20th century. Nationalists staged large-scale demonstrations in Cairo in 1919, five years after Egypt had been declared a British protectorate. Nevertheless, this led to Egypt's independence in 1922.
+The King Fuad I Edition of the Qur'an was first published on 10 July 1924 in Cairo under the patronage of King Fuad. The goal of the government of the newly formed Kingdom of Egypt was not to delegitimize the other variant Quranic texts ("qira'at"), but to eliminate errors found in Qur'anic texts used in state schools. A committee of teachers chose to preserve a single one of the canonical qira'at "readings", namely that of the "Ḥafṣ" version, an 8th-century Kufic recitation. This edition has become the standard for modern printings of the Quran for much of the Islamic world. The publication has been called a "terrific success", and the edition has been described as one "now widely seen as the official text of the Qur'an", so popular among both Sunni and Shi'a that the common belief among less well-informed Muslims is "that the Qur'an has a single, unambiguous reading". Minor amendments were made later in 1924 and in 1936 - the "Faruq edition" in honour of then ruler, King Faruq.
+
+
+==== British occupation until 1956 ====
+British troops remained in the country until 1956. During this time, urban Cairo, spurred by new bridges and transport links, continued to expand to include the upscale neighbourhoods of Garden City, Zamalek, and Heliopolis. Between 1882 and 1937, the population of Cairo more than tripled—from 347,000 to 1.3 million—and its area increased from 10 to 163 km2 (4 to 63 sq mi).The city was devastated during the 1952 riots known as the Cairo Fire or Black Saturday, which saw the destruction of nearly 700 shops, movie theatres, casinos and hotels in downtown Cairo. The British departed Cairo following the Egyptian Revolution of 1952, but the city's rapid growth showed no signs of abating. Seeking to accommodate the increasing population, President Gamal Abdel Nasser redeveloped Tahrir Square and the Nile Corniche, and improved the city's network of bridges and highways. Meanwhile, additional controls of the Nile fostered development within Gezira Island and along the city's waterfront. The metropolis began to encroach on the fertile Nile Delta, prompting the government to build desert satellite towns and devise incentives for city-dwellers to move to them.
+
+
+==== After 1956 ====
+In the second half of the 20th century Cairo continue to grow enormously in both population and area. Between 1947 and 2006 the population of Greater Cairo went from 2,986,280 to 16,292,269. The population explosion also drove the rise of "informal" housing ('ashwa'iyyat), meaning housing that was built without any official planning or control. The exact form of this type of housing varies considerably but usually has a much higher population density than formal housing. By 2009, over 63% of the population of Greater Cairo lived in informal neighbourhoods, even though these occupied only 17% of the total area of Greater Cairo. According to economist David Sims, informal housing has the benefits of providing affordable accommodation and vibrant communities to huge numbers of Cairo's working classes, but it also suffers from government neglect, a relative lack of services, and overcrowding.The "formal" city was also expanded. The most notable example was the creation of Madinat Nasr, a huge government-sponsored expansion of the city to the east which officially began in 1959 but was primarily developed in the mid-1970s. Starting in 1977 the Egyptian government established the New Urban Communities Authority to initiate and direct the development of new planned cities on the outskirts of Cairo, generally established on desert land. These new satellite cities were intended to provide housing, investment, and employment opportunities for the region's growing population as well as to pre-empt the further growth of informal neighbourhoods. As of 2014, about 10% of the population of Greater Cairo lived in the new cities.Concurrently, Cairo established itself as a political and economic hub for North Africa and the Arab world, with many multinational businesses and organisations, including the Arab League, operating out of the city. In 1979 the historic districts of Cairo were listed as a UNESCO World Heritage Site.In 1992, Cairo was hit by an earthquake causing 545 deaths, injuring 6,512 and leaving around 50,000 people homeless.
+
+
+==== 2011 Egyptian revolution ====
+
+Cairo's Tahrir Square was the focal point of the 2011 Egyptian revolution against former president Hosni Mubarak. Over 2 million protesters were at Cairo's Tahrir square. More than 50,000 protesters first occupied the square on 25 January, during which the area's wireless services were reported to be impaired. In the following days Tahrir Square continued to be the primary destination for protests in Cairo as it took place following a popular uprising that began on Tuesday, 25 January 2011 and continued until June 2013. The uprising was mainly a campaign of non-violent civil resistance, which featured a series of demonstrations, marches, acts of civil disobedience, and labour strikes. Millions of protesters from a variety of socio-economic and religious backgrounds demanded the overthrow of the regime of Egyptian President Hosni Mubarak. Despite being predominantly peaceful in nature, the revolution was not without violent clashes between security forces and protesters, with at least 846 people killed and 6,000 injured. The uprising took place in Cairo, Alexandria, and in other cities in Egypt, following the Tunisian revolution that resulted in the overthrow of the long-time Tunisian president Zine El Abidine Ben Ali. On 11 February, following weeks of determined popular protest and pressure, Hosni Mubarak resigned from office.
+
+
+==== Post-revolutionary Cairo ====
+Under the rule of President el-Sisi, in March 2015 plans were announced for another yet-unnamed planned city to be built further east of the existing satellite city of New Cairo, intended to serve as the new capital of Egypt.
+
+
+== Geography ==
+Cairo is located in northern Egypt, known as Lower Egypt, 165 km (100 mi) south of the Mediterranean Sea and 120 km (75 mi) west of the Gulf of Suez and Suez Canal. The city lies along the Nile River, immediately south of the point where the river leaves its desert-bound valley and branches into the low-lying Nile Delta region. Although the Cairo metropolis extends away from the Nile in all directions, the city of Cairo resides only on the east bank of the river and two islands within it on a total area of 453 km2 (175 sq mi). Geologically, Cairo lies on alluvium and sand dunes which date from the quaternary period.Until the mid-19th century, when the river was tamed by dams, levees, and other controls, the Nile in the vicinity of Cairo was highly susceptible to changes in course and surface level. Over the years, the Nile gradually shifted westward, providing the site between the eastern edge of the river and the Mokattam highlands on which the city now stands. The land on which Cairo was established in 969 (present-day Islamic Cairo) was located underwater just over three hundred years earlier, when Fustat was first built.Low periods of the Nile during the 11th century continued to add to the landscape of Cairo; a new island, known as Geziret al-Fil, first appeared in 1174, but eventually became connected to the mainland. Today, the site of Geziret al-Fil is occupied by the Shubra district. The low periods created another island at the turn of the 14th century that now composes Zamalek and Gezira. Land reclamation efforts by the Mamluks and Ottomans further contributed to expansion on the east bank of the river.Because of the Nile's movement, the newer parts of the city—Garden City, Downtown Cairo, and Zamalek—are located closest to the riverbank. The areas, which are home to most of Cairo's embassies, are surrounded on the north, east, and south by the older parts of the city. Old Cairo, located south of the centre, holds the remnants of Fustat and the heart of Egypt's Coptic Christian community, Coptic Cairo. The Boulaq district, which lies in the northern part of the city, was born out of a major 16th-century port and is now a major industrial centre. The Citadel is located east of the city centre around Islamic Cairo, which dates back to the Fatimid era and the foundation of Cairo. While western Cairo is dominated by wide boulevards, open spaces, and modern architecture of European influence, the eastern half, having grown haphazardly over the centuries, is dominated by small lanes, crowded tenements, and Islamic architecture.
+Northern and extreme eastern parts of Cairo, which include satellite towns, are among the most recent additions to the city, as they developed in the late-20th and early-21st centuries to accommodate the city's rapid growth. The western bank of the Nile is commonly included within the urban area of Cairo, but it composes the city of Giza and the Giza Governorate. Giza city has also undergone significant expansion over recent years, and today has a population of 2.7 million. The Cairo Governorate was just north of the Helwan Governorate from 2008 when some Cairo's southern districts, including Maadi and New Cairo, were split off and annexed into the new governorate, to 2011 when the Helwan Governorate was reincorporated into the Cairo Governorate.
+According to the World Health Organization, the level of air pollution in Cairo is nearly 12 times higher than the recommended safety level.
+
+
+=== Climate ===
+In Cairo, and along the Nile River Valley, the climate is a hot desert climate (BWh according to the Köppen climate classification system).
+Wind storms can be frequent, bringing Saharan dust into the city, from March to May and the air often becomes uncomfortably dry. Winters are mild to warm, while summers are long and hot. High temperatures in winter range from 14 to 22 °C (57 to 72 °F), while night-time lows drop to below 11 °C (52 °F), often to 5 °C (41 °F). In summer, the highs often exceed 31 °C (88 °F) but rarely surpass 40 °C (104 °F), and lows drop to about 20 °C (68 °F). Rainfall is sparse and only happens in the colder months, but sudden showers can cause severe flooding. The summer months have high humidity due to its coastal location. Snowfall is extremely rare; a small amount of graupel, widely believed to be snow, fell on Cairo's easternmost suburbs on 13 December 2013, the first time Cairo's area received this kind of precipitation in many decades. Dew points in the hottest months range from 13.9 °C (57 °F) in June to 18.3 °C (65 °F) in August.
+
+
+=== Metropolitan area and districts ===
+
+The city of Cairo forms part of Greater Cairo, the largest metropolitan area in Africa. While it has no administrative body, the Ministry of Planning considers it as an economic region consisting of Cairo Governorate, Giza Governorate, and Qalyubia Governorate. As a contiguous metropolitan area, various studies have considered Greater Cairo be composed of the administrative cities that are Cairo, Giza and Shubra al-Kheima, in addition to the satellite cities/new towns surrounding them.Cairo is a city-state where the governor is also the head of the city. Cairo City itself differs from other Egyptian cities in that it has an extra administrative division between the city and district levels, and that is areas, which are headed by deputy governors. Cairo consists of 4 areas (manatiq, singl. mantiqa) divided into 38 districts (ahya', singl. hayy) and 46 qisms (police wards, 1-2 per district):The Northern Area is divided into 8 Districts:
+Shubra
+Al-Zawiya al-Hamra
+Hadayek al-Qubba
+Rod al-Farg
+Al-Sharabia
+Al-Sahel
+Al-Zeitoun
+Al-AmiriyyaThe Eastern Area divided into 9 Districts and three new cities:
+Misr al-Gadidah and Al-Nozha (Heliopolis)
+Nasr City East and Nasr City West
+Al-Salam 1 (Awwal) and al-Salam 2 (Than)
+Ain Shams
+Al-Matariya
+Al-Marg
+Shorouk (Under jurisdiction of NUCA)
+Badr (Under jurisdiction of NUCA)
+Al-Qahira al-Gadida (New Cairo, three qisms, under jurisdiction of NUCA)The Western Area divided into 9 Districts:
+Manshiyat Nasser
+Al-Wayli (Incl. qism al-Daher)
+Wasat al-Qahira (Central Cairo, incl. Al-Darb al-Ahmar, al-Gamaliyya qisms)
+Bulaq
+Gharb al-Qahira (West Cairo, incl. Zamalek qism, Qasr al-Nil qism incl. Garden City and part of Down Town)
+Abdeen
+Al-Azbakiya
+Al-Muski
+Bab al-Sha'ariaThe Southern Area divided into 12 Districts:
+Masr El-Qadima (Old Cairo, including Al-Manial)
+Al-Khalifa
+Al-Moqattam
+Al-Basatin
+Dar al-Salam
+Al-Sayeda Zeinab
+Al-Tebin
+Helwan
+Al-Ma'sara
+Al-Maadi
+Tora
+15th of May (Under jurisdiction of NUCA)
+
+
+==== Satellite cities ====
+
+Since 1977 a number of new towns have been planned and built by the New Urban Communities Authority (NUCA) in the Eastern Desert around Cairo, ostensibly  to accommodate additional population growth and development of the city and stem the development of self-built informal areas, especially over agricultural land. As of 2022 four new towns have been built and have residential populations: 15th of May City, Badr City, Shorouk City, and New Cairo. In addition, two more are under construction: the New Administrative Capital. And Capital Gardens, where land was allocated in 2021, and which will house most of the civil servants employed in the new capital.
+
+
+==== Planned new capital ====
+
+In March 2015, plans were announced for a new city to be built east of Cairo, in an undeveloped area of the Cairo Governorate, which would serve as the New Administrative Capital of Egypt.
+
+
+== Demographics ==
+According to the 2017 census, Cairo had a population of 9,539,673 people, distributed across 46 qisms (police wards): 
+
+
+=== Religion ===
+
+The majority of Egypt and Cairo's population is Sunni Muslim. A significant Christian minority exists, among whom Coptic Orthodox are the majority. Precise numbers for each religious community in Egypt are not available and estimates vary. Other churches that have, or had, a presence in modern Cairo include the Catholic Church (including Armenian Catholic, Coptic Catholic, Chaldean Catholic, Syrian Catholic, and Maronite), the Greek Orthodox Church, the Evangelical Church of Egypt (Synod of the Nile), and some Protestant churches. Until the 20th century, Cairo had a sizeable Jewish community, but as of 2022 only three Jews were reported to be living in the city. A total of 12 synagogues in Cairo still exist.
+
+
+== Economy ==
+Cairo's economy has traditionally been based on governmental institutions and services, with the modern productive sector expanding in the 20th century to include developments in textiles and food processing – specifically the production of sugar cane. As of 2005, Egypt has the largest non-oil based GDP in the Arab world. Cairo accounts for 11% of Egypt's population and 22% of its economy (PPP). The majority of the nation's commerce is generated there, or passes through the city. The great majority of publishing houses and media outlets and nearly all film studios are there, as are half of the nation's hospital beds and universities. This has fuelled rapid construction in the city, with one building in five being less than 15 years old.This growth until recently surged well ahead of city services. Homes, roads, electricity, telephone and sewer services were all in short supply. Analysts trying to grasp the magnitude of the change coined terms like "hyper-urbanization".
+
+
+=== Automobile manufacturers from Cairo ===
+Arab American Vehicles Company
+Egyptian Light Transport Manufacturing Company (Egyptian NSU pedant)
+Ghabbour Group (Fuso, Hyundai and Volvo)
+MCV Corporate Group (a part of the Daimler AG)
+Mod Car
+Seoudi Group (Modern Motors: Nissan, BMW (formerly); El-Mashreq: Alfa Romeo and Fiat)
+Speranza (former Daewoo Motors Egypt; Chery, Daewoo)
+General Motors Egypt
+
+
+== Infrastructure ==
+
+
+=== Health ===
+
+Cairo, as well as neighbouring Giza, has been established as Egypt's main centre for medical treatment, and despite some exceptions, has the most advanced level of medical care in the country. Cairo's hospitals include the JCI-accredited As-Salaam International Hospital, Ain Shams University Hospital, Dar Al Fouad, Nile Badrawi Hospital, 57357 Hospital, as well as Qasr El Eyni Hospital.
+
+
+=== Education ===
+Greater Cairo has long been the hub of education and educational services for Egypt and the region.
+Today, Greater Cairo is the centre for many government offices governing the Egyptian educational system, has the largest number of educational schools, and higher education institutes among other cities and governorates of Egypt.
+Some of the International Schools found in Cairo:
+
+Universities in Greater Cairo:
+
+
+== Transport ==
+
+Cairo has an extensive road network, rail system, subway system and maritime services. Road transport is facilitated by personal vehicles, taxi cabs, privately owned public buses and microbuses. Cairo International Airport is the country's largest airport and one of the busiest airports in Africa.
+
+
+=== Public transportation ===
+Cairo, specifically Ramses Station, is the centre of almost the entire Egyptian transportation network.The Cairo Transportation Authority (CTA) manages Cairo's public transit. The subway system, the Cairo Metro, is a fast and efficient way of getting around Cairo. The metro network covers Helwan and other suburbs. It can get very crowded during rush hour. Two train cars (the fourth and fifth ones) are reserved for women only, although women may ride in any car they want.
+Trams in Greater Cairo and Cairo trolleybus were used as modes of transportation, but were closed in the 1970s everywhere except Heliopolis and Helwan. These were shut down in 2014, after the Egyptian Revolution.
+In 2017, plans to construct two monorail systems were announced, one linking 6th of October to suburban Giza, a distance of 35 km (22 mi), and the other linking Nasr City to New Cairo, a distance of 52 km (32 mi).
+
+
+=== Roads ===
+Two trans-African automobile routes originate in Cairo: the Cairo-Cape Town Highway and the Cairo-Dakar Highway. An extensive road network connects Cairo with other Egyptian cities and villages. There is a new Ring Road that surrounds the outskirts of the city, with exits that reach outer Cairo districts. There are flyovers and bridges, such as the 6th October Bridge that, when the traffic is not heavy, allow fast means of transportation from one side of the city to the other.Cairo traffic is known to be overwhelming and overcrowded. Traffic moves at a relatively fluid pace. Drivers tend to be aggressive, but are more courteous at junctions, taking turns going, with police aiding in traffic control of some congested areas.
+
+
+=== Other forms of transport ===
+Cairo Taxi/Yellow Cab
+Cairo Nile Ferry
+Careem
+Uber
+DiDi
+
+
+== Culture ==
+
+
+=== Cultural tourism in Egypt ===
+
+
+=== Cairo Opera House ===
+
+President Mubarak inaugurated the new Cairo Opera House of the Egyptian National Cultural Centres on 10 October 1988, 17 years after the Royal Opera House had been destroyed by fire. The National Cultural Centre was built with the help of JICA, the Japan International Co-operation Agency and stands as a prominent feature for the Japanese-Egyptian co-operation and the friendship between the two nations.
+
+
+=== Khedivial Opera House ===
+
+The Khedivial Opera House, or Royal Opera House, was the original opera house in Cairo. It was dedicated on 1 November 1869 and burned down on 28 October 1971. After the original opera house was destroyed, Cairo was without an opera house for nearly two decades until the opening of the new Cairo Opera House in 1988.
+
+
+=== Cairo International Film Festival ===
+
+Cairo held its first international film festival 16 August 1976, when the first Cairo International Film Festival was launched by the Egyptian Association of Film Writers and Critics, headed by Kamal El-Mallakh. The Association ran the festival for seven years until 1983.This achievement lead to the President of the Festival again contacting the FIAPF with the request that a competition should be included at the 1991 Festival. The request was granted.
+In 1998, the Festival took place under the presidency of one of Egypt's leading actors, Hussein Fahmy, who was appointed by the Minister of Culture, Farouk Hosni, after the death of Saad El-Din Wahba. Four years later, the journalist and writer Cherif El-Shoubashy became president.
+
+
+=== Cairo Geniza ===
+
+The Cairo Geniza is an accumulation of almost 200,000 Jewish manuscripts that were found in the genizah of the Ben Ezra synagogue (built 882) of Fustat, Egypt (now Old Cairo), the Basatin cemetery east of Old Cairo, and a number of old documents that were bought in Cairo in the later 19th century. These documents were written from about 870 to 1880 AD and have been archived in various American and European libraries. The Taylor-Schechter collection in the University of Cambridge runs to 140,000 manuscripts; a further 40,000 manuscripts are housed at the Jewish Theological Seminary of America.
+
+
+=== Food ===
+The majority of Cairenes make food for themselves and make use of local produce markets. The restaurant scene includes Arab cuisine and Middle Eastern cuisine, including local staples such as koshary. The city's most exclusive restaurants are typically concentrated in Zamalek and around the luxury hotels lining the shore of the Nile near the Garden City district. Influence from modern western society is also evident, with American chains such as McDonald's, Arby's, Pizza Hut, Subway, and Kentucky Fried Chicken being easy to find in central areas.
+
+
+== Sports ==
+Football is the most popular sport in Egypt, and Cairo has sporting teams that compete in national and regional leagues, most notably Al Ahly and Zamalek SC, who were the CAF first and second African clubs of the 20th century. The annual match between Al Ahly and El Zamalek is one of the most watched sports events in Egypt. The teams form the major rivalry of Egyptian football. They play their home games at Cairo International Stadium, which is the second largest stadium in Egypt, as well as the largest in Cairo.
+The Cairo International Stadium was built in 1960. Its multi-purpose sports complex houses the main football stadium, an indoor stadium, satellite fields that hold regional and continental games, including the African Games, U17 Football World Championship and the 2006 Africa Cup of Nations. Egypt later won the competition and the next edition in Ghana (2008) making the Egyptian and Ghanaian national teams the only to win the African Nations Cup back to back. Egypt won the title for a record six times in the history of African Continental Competition. This was followed by a third consecutive win in Angola in 2010, making Egypt the only country with a record 3-consecutive and 7-total Continental Football Competition winner. As of 2021, Egypt's national team is ranked #46 in the world by FIFA.Cairo failed at the applicant stage when bidding for the 2008 Summer Olympics, which was hosted in Beijing. However, Cairo did host the 2007 Pan Arab Games.There are other sports teams in the city that participate in several sports including Gezira Sporting Club, el Shams Club, Shooting Club, Heliopolis Sporting Club, and several smaller clubs. There are new sports clubs in the area of New Cairo (one hour far from Cairo's downtown), these are Al Zohour sporting club, Wadi Degla sporting club and Platinum Club.Most of the sports federations of the country are located in the city suburbs, including the Egyptian Football Association. The headquarters of the Confederation of African Football (CAF) was previously located in Cairo, before relocating to its new headquarters in 6 October City, a small city away from Cairo's crowded districts. In 2008, the Egyptian Rugby Federation was officially formed and granted membership into the International Rugby Board.Egypt is internationally known for the excellence of its squash players who excel in professional and junior divisions. Egypt has seven players in the top ten of the PSA men's world rankings, and three in the women's top ten. Mohamed El Shorbagy held the world number one position for more than a year. Nour El Sherbini has won the Women's World Championship twice and been women's world number one. On 30 April 2016, she became the youngest woman to win the Women's World Championship. In 2017 she retained her title.
+Cairo is the official end point of Cross Egypt Challenge where its route ends yearly in the most sacred place in Egypt, under the Great Pyramids of Giza with a huge trophy-giving ceremony.
+
+
+== Cityscape and landmarks ==
+
+
+=== Tahrir Square ===
+
+Tahrir Square was founded during the mid 19th century with the establishment of modern downtown Cairo. It was first named Ismailia Square, after the 19th-century ruler Khedive Ismail, who commissioned the new downtown district's 'Paris on the Nile' design. After the Egyptian Revolution of 1919 the square became widely known as Tahrir (Liberation) Square, though it was not officially renamed as such until after the 1952 Revolution which eliminated the monarchy. Several notable buildings surround the square including, the American University in Cairo's downtown campus, the Mogamma governmental administrative Building, the headquarters of the Arab League, the Nile Ritz Carlton Hotel, and the Egyptian Museum. Being at the heart of Cairo, the square witnessed several major protests over the years. However, the most notable event in the square was being the focal point of the 2011 Egyptian Revolution against former president Hosni Mubarak. In 2020 the government completed the erection of a new monument in the center of the square featuring an ancient obelisk from the reign of Ramses II, originally unearthed at Tanis (San al-Hagar) in 2019, and four ram-headed sphinx statues moved from Karnak.
+
+
+=== Egyptian Museum ===
+The Museum of Egyptian Antiquities, known commonly as the Egyptian Museum, is home to the most extensive collection of ancient Egyptian antiquities in the world. It has 136,000 items on display, with many more hundreds of thousands in its basement storerooms. Among the collections on display are the finds from the tomb of Tutankhamun.
+
+
+==== Grand Egyptian Museum ====
+
+Much of the collection of the Museum of Egyptian Antiquities, including the Tutankhamun collection, are slated to be moved to the new Grand Egyptian Museum, under construction in Giza and was due to open by the end of 2020.
+
+
+=== Cairo Tower ===
+
+The Cairo Tower is a free-standing tower with a revolving restaurant at the top. It provides a bird's eye view of Cairo to the restaurant patrons. It stands in the Zamalek district on Gezira Island in the Nile River, in the city centre. At 187 m (614 ft), it is 44 m (144 ft) higher than the Great Pyramid of Giza, which stands some 15 km (9 mi) to the southwest.
+
+
+=== Old Cairo ===
+
+This area of Cairo is so-named as it contains the remains of the ancient Roman fortress of Babylon and also overlaps the original site of Fustat, the first Arab settlement in Egypt (7th century AD) and the predecessor of later Cairo. The area includes Coptic Cairo, which holds a high concentration of old Christian churches such as the Hanging Church, the Greek Orthodox Church of St. George, and other Christian or Coptic buildings, most of which are located in an enclave on the site of the ancient Roman fortress. It is also the location of the Coptic Museum, which showcases the history of Coptic art from Greco-Roman to Islamic times, and of the Ben Ezra Synagogue, the oldest and best-known synagogue in Cairo, where the important collection of Geniza documents were discovered in the 19th century.
+To the north of this Coptic enclave is the Amr ibn al-'As Mosque, the first mosque in Egypt and the most important religious centre of what was formerly Fustat, founded in 642 AD right after the Arab conquest but rebuilt many times since. A part of the former city of Fustat has also been excavated to the east of the mosque and of the Coptic enclave, although the archeological site is threatened by encroaching construction and modern development. To the northwest of Babylon Fortress and the mosque is the Monastery of Saint Mercurius (or Dayr Abu Sayfayn), an important and historic Coptic religious complex consisting of the Church of Saint Mercurius, the Church of Saint Shenute, and the Church of the Virgin (also known as al-Damshiriya). Several other historic churches are also situated to the south of Babylon Fortress.
+
+
+=== Islamic Cairo ===
+
+Cairo holds one of the greatest concentrations of historical monuments of Islamic architecture in the world. The areas around the old walled city and around the Citadel are characterized by hundreds of mosques, tombs, madrasas, mansions, caravanserais, and fortifications dating from the Islamic era and are often referred to as "Islamic Cairo", especially in English travel literature. It is also the location of several important religious shrines such as the al-Hussein Mosque (whose shrine is believed to hold the head of Husayn ibn Ali), the Mausoleum of Imam al-Shafi'i (founder of the Shafi'i madhhab, one of the primary schools of thought in Sunni Islamic jurisprudence), the Tomb of Sayyida Ruqayya, the Mosque of Sayyida Nafisa, and others.The first mosque in Egypt was the Mosque of Amr ibn al-As in what was formerly Fustat, the first Arab-Muslim settlement in the area. However, the Mosque of Ibn Tulun is the oldest mosque that still retains its original form and is a rare example of Abbasid architecture from the classical period of Islamic civilization. It was built in 876–879 AD in a style inspired by the Abbasid capital of Samarra in Iraq. It is one of the largest mosques in Cairo and is often cited as one of the most beautiful. Another Abbasid construction, the Nilometer on Roda Island, is the oldest original structure in Cairo, built in 862 AD. It was designed to measure the level of the Nile, which was important for agricultural and administrative purposes.The settlement that was formally named Cairo (Arabic: al-Qahira) was founded to the northeast of Fustat in 959 AD by the victorious Fatimid army. The Fatimids built it as a separate palatial city which contained their palaces and institutions of government. It was enclosed by a circuit of walls, which were rebuilt in stone in the late 11th century AD by the vizier Badr al-Gamali, parts of which survive today at Bab Zuwayla in the south and Bab al-Futuh and Bab al-Nasr in the north. Among the extant monuments from the Fatimid era are the large Mosque of al-Hakim, the Aqmar Mosque, Juyushi Mosque, Lulua Mosque, and the Mosque of Al-Salih Tala'i.One of the most important and lasting institutions founded in the Fatimid period was the Mosque of al-Azhar, founded in 970 AD, which competes with the Qarawiyyin in Fes for the title of oldest university in the world. Today, al-Azhar University is the foremost Center of Islamic learning in the world and one of Egypt's largest universities with campuses across the country. The mosque itself retains significant Fatimid elements but has been added to and expanded in subsequent centuries, notably by the Mamluk sultans Qaytbay and al-Ghuri and by Abd al-Rahman Katkhuda in the 18th century.The most prominent architectural heritage of medieval Cairo, however, dates from the Mamluk period, from 1250 to 1517 AD. The Mamluk sultans and elites were eager patrons of religious and scholarly life, commonly building religious or funerary complexes whose functions could include a mosque, madrasa, khanqah (for Sufis), a sabil (water dispensary), and a mausoleum for themselves and their families. Among the best-known examples of Mamluk monuments in Cairo are the huge Mosque-Madrasa of Sultan Hasan, the Mosque of Amir al-Maridani, the Mosque of Sultan al-Mu'ayyad (whose twin minarets were built above the gate of Bab Zuwayla), the Sultan Al-Ghuri complex, the funerary complex of Sultan Qaytbay in the Northern Cemetery, and the trio of monuments in the Bayn al-Qasrayn area comprising the complex of Sultan al-Mansur Qalawun, the Madrasa of al-Nasir Muhammad, and the Madrasa of Sultan Barquq. Some mosques include spolia (often columns or capitals) from earlier buildings built by the Romans, Byzantines, or Copts.The Mamluks, and the later Ottomans, also built wikalas or caravanserais to house merchants and goods due to the important role of trade and commerce in Cairo's economy. Still intact today is the Wikala al-Ghuri, which today hosts regular performances by the Al-Tannoura Egyptian Heritage Dance Troupe. The Khan al-Khalili is a commercial hub which also integrated caravanserais (also known as khans).
+
+
+=== Citadel of Cairo ===
+
+The Citadel is a fortified enclosure begun by Salah al-Din in 1176 AD on an outcrop of the Muqattam Hills as part of a large defensive system to protect both Cairo to the north and Fustat to the southwest. It was the centre of Egyptian government and residence of its rulers until 1874, when Khedive Isma'il moved to 'Abdin Palace. It is still occupied by the military today, but is now open as a tourist attraction comprising, notably, the National Military Museum, the 14th century Mosque of al-Nasir Muhammad, and the 19th century Mosque of Muhammad Ali which commands a dominant position on Cairo's skyline.
+
+
+=== Khan el-Khalili ===
+
+Khan el-Khalili is an ancient bazaar, or marketplace adjacent to the Al-Hussein Mosque. It dates back to 1385, when Amir Jarkas el-Khalili built a large caravanserai, or khan. (A caravanserai is a hotel for traders, and usually the focal point for any surrounding area.) This original caravanserai building was demolished by Sultan al-Ghuri, who rebuilt it as a new commercial complex in the early 16th century, forming the basis for the network of souqs existing today. Many medieval elements remain today, including the ornate Mamluk-style gateways. Today, the Khan el-Khalili is a major tourist attraction and popular stop for tour groups.
+
+
+== Society ==
+In the present day, Cairo is heavily urbanized and most Cairenes live in apartment buildings. Because of the influx of people into the city, lone standing houses are rare, and apartment buildings accommodate for the limited space and abundance of people. Single detached houses are usually owned by the wealthy. Formal education is also seen as important, with twelve years of standard formal education. Cairenes can take a standardized test similar to the SAT to be accepted to an institution of higher learning, but most children do not finish school and opt to pick up a trade to enter the work force. Egypt still struggles with poverty, with almost half the population living on $2 or less a day.
+
+
+=== Women's rights ===
+
+The civil rights movement for women in Cairo – and by extent, Egypt – has been a struggle for years. Women are reported to face constant discrimination, sexual harassment, and abuse throughout Cairo. A 2013 UN study found that over 99% of Egyptian women reported experiencing sexual harassment at some point in their lives. The problem has persisted in spite of new national laws since 2014 defining and criminalizing sexual harassment. The situation is so severe that in 2017, Cairo was named by one poll as the most dangerous megacity for women in the world. In 2020, the social media account "Assault Police" began to name and shame perpetrators of violence against women, in an effort to dissuade potential offenders. The account was founded by student Nadeen Ashraf, who is credited for instigating an iteration of the #MeToo movement in Egypt.
+
+
+== Pollution ==
+The air pollution in Cairo is a matter of serious concern. Greater Cairo's volatile aromatic hydrocarbon levels are higher than many other similar cities. Air quality measurements in Cairo have also been recording dangerous levels of lead, carbon dioxide, sulphur dioxide, and suspended particulate matter concentrations due to decades of unregulated vehicle emissions, urban industrial operations, and chaff and trash burning. There are over 4,500,000 cars on the streets of Cairo, 60% of which are over 10 years old, and therefore lack modern emission cutting features. Cairo has a very poor dispersion factor because of its lack of rain and its layout of tall buildings and narrow streets, which create a bowl effect.In recent years, a black cloud (as Egyptians refer to it) of smog  has appeared over Cairo every autumn due to temperature inversion. Smog causes serious respiratory diseases and eye irritations for the city's citizens. Tourists who are not familiar with such high levels of pollution must take extra care.Cairo also has many unregistered lead and copper smelters which heavily pollute the city. The results of this has been a permanent haze over the city with particulate matter in the air reaching over three times normal levels. It is estimated that 10,000 to 25,000 people a year in Cairo die due to air pollution-related diseases. Lead has been shown to cause harm to the central nervous system and neurotoxicity particularly in children. In 1995, the first environmental acts were introduced and the situation has seen some improvement with 36 air monitoring stations and emissions tests on cars. Twenty thousand buses have also been commissioned to the city to improve congestion levels, which are very high.The city also suffers from a high level of land pollution. Cairo produces 10,000 tons of waste material each day, 4,000 tons of which is not collected or managed. This is a huge health hazard, and the Egyptian Government is looking for ways to combat this. The Cairo Cleaning and Beautification Agency was founded to collect and recycle the waste; they work with the Zabbaleen  community that has been collecting and recycling Cairo's waste since the turn of the 20th century and live in an area known locally as Manshiyat naser. Both are working together to pick up as much waste as possible within the city limits, though it remains a pressing problem.
+Water pollution is also a serious problem in the city as the sewer system tends to fail and overflow. On occasion, sewage has escaped onto the streets to create a health hazard. This problem is hoped to be solved by a new sewer system funded by the European Union, which could cope with the demand of the city. The dangerously high levels of mercury in the city's water system has global health officials concerned over related health risks.
+
+
+== International relations ==
+The Headquarters of the Arab League is located in Tahrir Square, near the downtown business district of Cairo.
+
+
+=== Twin towns – sister cities ===
+
+Cairo is twinned with:
+
+
+== Notable people ==
+Zulfikar family, Egyptian noble family
+Rabab Al-Kadhimi (1918–1998), dentist and poet
+Wael Alaa (born 1987), musician known as Neobyrd
+Gamal Aziz, also known as Gamal Mohammed Abdelaziz, former president and chief operating officer of Wynn Resorts, and former CEO of MGM Resorts International, indicted as part of the 2019 college admissions bribery scandal
+Yasser Arafat (1929–2004), born Mohammed Abdel Rahman Abdel Raouf al-Qudwa al-Husseini, was the 3rd Chairman of The PLO and first president of the Palestinian Authority
+Abu Sa'id al-Afif, 15th-century Samaritan
+Ezz El-Dine Zulficar, (1919–1963) was an Egyptian film director, screenwriter, actor and producer, known for his distinctive style, which blends romance and action. Zulficar was one of the most influential filmmakers in the Egyptian Cinema's golden age.
+Boutros Ghali (1922–2016), former Secretary-General of the United Nations
+Dalida (1933–1987), Italian-Egyptian singer who lived most of her life in France, received 55 golden records and was the first singer to receive a diamond disc
+Farouk El-Baz (born 1938), an Egyptian American space scientist who worked with NASA to assist in the planning of scientific exploration of the Moon, including the selection of landing sites for the Apollo missions and the training of astronauts in lunar observations and photography
+Ahmed Mourad Bey Zulfikar (1888–1945), Egyptian chief of police
+Freddy Elbaiady (born 1971), Egyptian politician
+Mohamed ElBaradei (born 1942), former Director General of the International Atomic Energy Agency, 2005 Nobel Peace Prize laureate
+Nourane Foster (born 1987), Cameroonian entrepreneur, politician and member of the National Assembly
+William Donald Hamilton (1936–2000), British evolutionary biologist, was born in Cairo
+Mauro Hamza (born 1965 or 1966), fencing coach
+Taco Hemingway (born 1990), Polish hip-hop artist
+Dorothy Hodgkin (1910–1994), British chemist, credited with the development of protein crystallography, Nobel Prize in Chemistry in 1964
+Naguib Mahfouz (1911–2006), novelist, Nobel Prize in Literature laureate in 1988
+Roland Moreno (1945–2012), French inventor, engineer, humorist and author who invented the smart card
+Gamal Abdel Nasser (1918–1970) was an Egyptian politician who served as the second President of Egypt from 1954 until his death in 1970.
+Ahmed Sabri (1889–1955), painter
+Dina Zulfikar (born 1962), film distributor and animal welfare activist
+Mohamed Sobhi (born 1948), film, television and stage actor, and director
+Blessed Maria Caterina Troiani (1813–1887), a charitable activist
+Magdi Yacoub (born 1935), Egyptian-British cardiothoracic surgeon
+Hesham Youssef, Egyptian diplomat
+Ahmed Zulfikar (1952–2010), mechanical engineer and entrepreneur
+Naguib Sawiris (born 1954), businessman, 62nd richest person on Earth in 2007 list of billionaires, reaching US$10.0 billion with his company Orascom Telecom Holding
+Yakub Kadri Karaosmanoğlu (1889–1974), Turkish novelist
+Mona Zulficar (born 1950), lawyer and human rights activist. She was included in the Forbes 2021 list of the "100 most powerful businesswomen in the Arab region".
+Ismail Pacha (1830–1895), was an Egyptian politician who served as Khedive of Egypt from 1863 to 1879
+Avi Cohen (1956–2010), Israeli international footballer
+
+
+== See also ==
+Charles Ayrout
+Cultural tourism in Egypt
+List of buildings in Cairo
+List of cities and towns in Egypt
+Outline of Cairo
+Outline of Egypt
+Architecture of Egypt
+
+
+== Explanatory notes ==
+
+
+== References ==
+
+
+=== Citations ===
+
+
+=== Works cited ===
+
+
+== Further reading ==
+
+
+== External links ==
+
+Cairo City Government
+Coptic Churches of Cairo
+ Geographic data related to Cairo at OpenStreetMap
+Map of Cairo, 1914. Eran Laor Cartographic Collection, The National Library of Israel.
+Maps of Cairo. Archived 18 October 2021 at the Wayback Machine Historic Cities Research Project. Archived 25 March 2022 at the Wayback Machine
+
+
+=== Photos and videos ===
+Cairo 360-degree full-screen images
+Cairo Travel Photos Pictures of Cairo published under Creative Commons License
+Call to Cairo Time-lapse film of Cairo cityscapes
+Cairo, Egypt – video by Global Post
+Photos of Cairo / Travel
\ No newline at end of file
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\ No newline at end of file
diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Cairo/docstore.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Cairo/docstore.json"
new file mode 100755
index 0000000..1da4205
--- /dev/null
+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Cairo/docstore.json"	
@@ -0,0 +1 @@
+{"docstore/data": {"6a8f4b51-88c9-472f-9c6f-0520635c73ba": {"__data__": {"id_": "6a8f4b51-88c9-472f-9c6f-0520635c73ba", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "799c4549-5d9d-4c64-8af7-4676588ffb64", "node_type": "1", "metadata": {}, "hash": "df5b4a7a11b4d720ed12f1d310795bbe42ad059db0d9db984084fffa8f4d75d6", "class_name": "RelatedNodeInfo"}}, "text": "Cairo (   KY-roh; Arabic: \u0627\u0644\u0642\u0627\u0647\u0631\u0629, romanized: al-Q\u0101hirah; Egyptian Arabic pronunciation: [el.q\u0251(\u02d0)\u02c8he\u027e\u0251]) is the capital of Egypt and the city-state Cairo Governorate, and is the country's largest city, home to 10 million people. It is also part of the largest urban agglomeration in Africa, the Arab world and the Middle East: The Greater Cairo metropolitan area  is the 12th-largest in the world by population with a population of over 22.1 million.Cairo is associated with ancient Egypt, as the Giza pyramid complex and the ancient cities of Memphis and Heliopolis are located in its geographical area. Located near the Nile Delta, the city first developed as Fustat following the Muslim conquest of Egypt in 641 next to an existing ancient Roman fortress, Babylon. Cairo was founded by the Fatimid dynasty in 969. It later superseded Fustat as the main urban centre during the Ayyubid and Mamluk periods (12th\u201316th centuries). Cairo has long been a centre of the region's political and cultural life, and is titled \"the city of a thousand minarets\" for its preponderance of Islamic architecture. Cairo's historic center was awarded World Heritage Site status in 1979. Cairo is considered a World City with a \"Beta +\" classification according to GaWC.Cairo has the oldest and largest film and music industry in the Arab world, as well as Egypt's oldest institution of higher learning, Al-Azhar University. Many international media, businesses, and organizations have regional headquarters in the city; the Arab League has had its headquarters in Cairo for most of its existence.\r\nWith a population of over 10 million spread over 453 km2 (175 sq mi), Cairo is by far the largest city in Egypt. An additional 9.5 million inhabitants live close to the city. Cairo, like many other megacities, suffers from high levels of pollution and traffic. The Cairo Metro, opened in 1987, is the oldest metro system in Africa, and ranks amongst the fifteen busiest in the world, with over 1 billion annual passenger rides. The economy of Cairo was ranked first in the Middle East in 2005, and 43rd globally on Foreign Policy's 2010 Global Cities Index.\r\n\r\n\r\n== Etymology ==\r\nThe name of Cairo is derived from the Arabic al-Q\u0101hirah (\u0627\u0644\u0642\u0627\u0647\u0631\u0629), meaning 'the Vanquisher' or 'the Conqueror', given by the Fatimid Caliph al-Mu'izz following the establishment of the city as the capital of the Fatimid dynasty. Its full, formal name was al-Q\u0101hirah al-Mu'izziyyah (\u0627\u0644\u0642\u0627\u0647\u0631\u0629 \u0627\u0644\u0645\u0639\u0632\u064a\u0651\u0629), meaning 'the Vanquisher of al-Mu'izz'. It is also supposedly due to the fact that the planet Mars, known in Arabic by names such as an-Najm al-Q\u0101hir (\u0627\u0644\u0646\u062c\u0645 \u0627\u0644\u0642\u0627\u0647\u0631, 'the Conquering Star'), was rising at the time of the city's founding.Egyptians often refer to Cairo as Ma\u1e63r (IPA: [m\u0251s\u02e4\u027e]; \u0645\u064e\u0635\u0631), the Egyptian Arabic name for Egypt itself, emphasizing the city's importance for the country.There are a number of Coptic names for the city. Tike\u0161r\u014dmi (Coptic: \u03ee\u2c95\u2c89\u03e3\u2ca3\u2cb1\u2c99\u2c93 Late Coptic: [di.k\u0251\u0283\u02c8\u027eo\u02d0mi]) is attested in the 1211 text The Martyrdom of John of Phanijoit and is either a calque meaning 'man breaker' (\u03ee-, 'the', \u2c95\u2c81\u03e3-, 'to break', and \u2ca3\u2cb1\u2c99\u2c93, 'man'), akin to Arabic al-Q\u0101hirah, or a derivation from Arabic \u0642\u064e\u0635\u0652\u0631 \u0627\u0644\u0631\u064f\u0648\u0645 (qa\u1e63r ar-r\u016bm, \"the Roman castle\"), another name of Babylon Fortress in Old Cairo.", "start_char_idx": 0, "end_char_idx": 3264, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "799c4549-5d9d-4c64-8af7-4676588ffb64": {"__data__": {"id_": "799c4549-5d9d-4c64-8af7-4676588ffb64", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "6a8f4b51-88c9-472f-9c6f-0520635c73ba", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e5a3d5160a7dce13d157b600e3a238eec12c6cf6084555cf551d8e48cf2228ea", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f9714972-7064-440e-b039-f57dc234b988", "node_type": "1", "metadata": {}, "hash": "d001009e699ab91ca65e3da53a44a5cdd714ff9b5a88ce9751b6b86b24deb1be", "class_name": "RelatedNodeInfo"}}, "text": "Tike\u0161r\u014dmi (Coptic: \u03ee\u2c95\u2c89\u03e3\u2ca3\u2cb1\u2c99\u2c93 Late Coptic: [di.k\u0251\u0283\u02c8\u027eo\u02d0mi]) is attested in the 1211 text The Martyrdom of John of Phanijoit and is either a calque meaning 'man breaker' (\u03ee-, 'the', \u2c95\u2c81\u03e3-, 'to break', and \u2ca3\u2cb1\u2c99\u2c93, 'man'), akin to Arabic al-Q\u0101hirah, or a derivation from Arabic \u0642\u064e\u0635\u0652\u0631 \u0627\u0644\u0631\u064f\u0648\u0645 (qa\u1e63r ar-r\u016bm, \"the Roman castle\"), another name of Babylon Fortress in Old Cairo. The Arabic name is also calqued as \u2ca7\u2ca1\u2c9f\u2c97\u2c93\u2ca5 \u03ef\u2ca3\u2c89\u03e5\u03ed\u2ca3\u2c9f, \"the victor city\" in the Coptic antiphonary.The form Khairon (Coptic: \u2cad\u2c81\u2c93\u2ca3\u2c9f\u2c9b) is attested in the modern Coptic text \u2ca0\u2c93\u2cab\u2c93\u2ca3\u2c93 \u2c9b\u0300\u2ca7\u2c89 \u03ef\u2c81\u2c85\u2c93\u2c81 \u2c99\u0300\u2c99\u2c8f\u2c93 \u2c82\u2c89\u2ca3\u2c8f\u2c9b\u2c81 (The Tale of Saint Verina). Lioui (\u2c96\u2c93\u2c9f\u2ca9\u2c93 Late Coptic: [l\u026a\u02c8ju\u02d0j]) or Elioui (\u2c88\u2c97\u2c93\u2c9f\u2ca9\u2c93 Late Coptic: [\u00e6l\u02c8ju\u02d0j]) is another name which is descended from the Greek name of Heliopolis (\u0389\u03bb\u03b9\u03bf\u03cd\u03c0\u03bf\u03bb\u03b9\u03c2). Some argue that Mistram (\u2c98\u2c93\u2ca5\u2ca7\u2ca3\u2c81\u2c99 Late Coptic: [\u02c8m\u026as.t\u0259\u027e\u0251m]) or Nistram (\u2c9a\u2c93\u2ca5\u2ca7\u2ca3\u2c81\u2c99 Late Coptic: [\u02c8n\u026as.t\u0259\u027e\u0251m]) is another Coptic name for Cairo, although others think that it is rather a name for the Abbasid province capital al-Askar. \u2c94\u2c81\u03e9\u2c93\u2ca3\u2c8f (Kahi\u2022ree) is a popular modern rendering of an Arabic name (others being \u2c94\u2c81\u2c93\u2ca3\u2c9f\u2c9b [Kairon] and \u2c94\u2c81\u03e9\u2c93\u2ca3\u2c81 [Kahira]) which is modern folk etymology meaning 'land of sun'. Some argue that it was a name of an Egyptian settlement upon which Cairo was built, but it is rather doubtful as this name is not attested in any Hieroglyphic or Demotic source, although some researchers, like Paul Casanova, view it as a legitimate theory. Cairo is also referred to as \u2cac\u2c8f\u2c99\u2c93 (Late Coptic: [\u02c8k\u026a.mi]) or \u2c84\u2ca9\u2ca1\u2ca7\u2c9f\u2ca5 (Late Coptic: [\u02c8\u0261\u026ap.dos]), which means Egypt in Coptic, the same way it is referred to in Egyptian Arabic.Sometimes the city is informally referred to as Cairo by people from Alexandria (IPA: [\u02c8k\u00e6j\u027eo]; Egyptian Arabic: \u0643\u0627\u064a\u0631\u0648).\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Ancient settlements ===\r\nThe area around present-day Cairo had long been a focal point of Ancient Egypt due to its strategic location at the junction of the Nile Valley and the Nile Delta regions (roughly Upper Egypt and Lower Egypt), which also placed it at the crossing of major routes between North Africa and the Levant. Memphis, the capital of Egypt during the Old Kingdom and a major city up until the Ptolemaic period, was located a short distance south west of present-day Cairo. Heliopolis, another important city and major religious center, was located in what are now the modern districts of Matariya and Ain Shams in northeastern Cairo.", "start_char_idx": 2901, "end_char_idx": 5283, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f9714972-7064-440e-b039-f57dc234b988": {"__data__": {"id_": "f9714972-7064-440e-b039-f57dc234b988", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "799c4549-5d9d-4c64-8af7-4676588ffb64", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "4d38ce85e8e48a6d80ba448007f4db6443e37836e59af01a7adbd565cb6bf225", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "44fb3f86-3f6e-4221-9993-c50e697233fb", "node_type": "1", "metadata": {}, "hash": "78a0e3ca910ee6fe68ce30697502da71b7340cf97b933da8f37ad787230fd62c", "class_name": "RelatedNodeInfo"}}, "text": "== History ==\r\n\r\n\r\n=== Ancient settlements ===\r\nThe area around present-day Cairo had long been a focal point of Ancient Egypt due to its strategic location at the junction of the Nile Valley and the Nile Delta regions (roughly Upper Egypt and Lower Egypt), which also placed it at the crossing of major routes between North Africa and the Levant. Memphis, the capital of Egypt during the Old Kingdom and a major city up until the Ptolemaic period, was located a short distance south west of present-day Cairo. Heliopolis, another important city and major religious center, was located in what are now the modern districts of Matariya and Ain Shams in northeastern Cairo. It was largely destroyed by the Persian invasions in 525 BC and 343 BC and partly abandoned by the late first century BC.However, the origins of modern Cairo are generally traced back to a series of settlements in the first millennium AD. Around the turn of the fourth century, as Memphis was continuing to decline in importance, the Romans established a large fortress along the east bank of the Nile. The fortress, called Babylon, was built by the Roman emperor Diocletian (r. 285\u2013305) at the entrance of a canal connecting the Nile to the Red Sea that was created earlier by emperor Trajan (r. 98\u2013115). Further north of the fortress, near the present-day district of al-Azbakiya, was a port and fortified outpost known as Tendunyas (Coptic: \u03ef\u2c81\u2c9b\u2ca7\u2cb1\u2c9b\u2c93\u2c81\u2ca5) or Umm Dunayn. While no structures older than the 7th century have been preserved in the area aside from the Roman fortifications, historical evidence suggests that a sizeable city existed. The city was important enough that its bishop, Cyrus, participated in the Second Council of Ephesus in 449.The Byzantine-Sassanian War between 602 and 628 caused great hardship and likely caused much of the urban population to leave for the countryside, leaving the settlement partly deserted. The site today remains at the nucleus of the Coptic Orthodox community, which separated from the Roman and Byzantine churches in the late 4th century. Cairo's oldest extant churches, such as the Church of Saint Barbara and the Church of Saints Sergius and Bacchus (from the late 7th or early 8th century), are located inside the fortress walls in what is now known as Old Cairo or Coptic Cairo.\r\n\r\n\r\n=== Fustat and other early Islamic settlements ===\r\n\r\nThe Muslim conquest of Byzantine Egypt was led by Amr ibn al-As from 639 to 642. Babylon Fortress was besieged in September 640 and fell in April 641. In 641 or early 642, after the surrender of Alexandria (the Egyptian capital at the time), he founded a new settlement next to Babylon Fortress. The city, known as Fustat (Arabic: \u0627\u0644\u0641\u0633\u0637\u0627\u0637, romanized: al-Fus\u1e6d\u0101\u1e6d, lit.\u2009'the tent'), served as a garrison town and as the new administrative capital of Egypt. Historians such as Janet Abu-Lughod and Andr\u00e9 Raymond trace the genesis of present-day Cairo to the foundation of Fustat. The choice of founding a new settlement at this inland location, instead of using the existing capital of Alexandria on the Mediterranean coast, may have been due to the new conquerors' strategic priorities. One of the first projects of the new Muslim administration was to clear and re-open Trajan's ancient canal in order to ship grain more directly from Egypt to Medina, the capital of the caliphate in Arabia. Ibn al-As also founded a mosque for the city at the same time, now known as the Mosque of Amr Ibn al-As, the oldest mosque in Egypt and Africa (although the current structure dates from later expansions).In 750, following the overthrow of the Umayyad caliphate by the Abbasids, the new rulers created their own settlement to the northeast of Fustat which became the new provincial capital. This was known as al-Askar (Arabic: \u0627\u0644\u0639\u0633\u0643\u0631, lit.\u2009'the camp') as it was laid out like a military camp. A governor's residence and a new mosque were also added, with the latter completed in 786. The Red Sea canal re-excavated in the 7th century was closed by the Abbasid caliph al-Mansur in al-Mansur (r.\u2009754\u2013775), but a part of the canal, known as the Khalij, continued to be a major feature of Cairo's geography and of its water supply until the 19th century.", "start_char_idx": 4612, "end_char_idx": 8816, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "44fb3f86-3f6e-4221-9993-c50e697233fb": {"__data__": {"id_": "44fb3f86-3f6e-4221-9993-c50e697233fb", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f9714972-7064-440e-b039-f57dc234b988", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "c1a1b38f42889a25424f10e83a9502c65d335a36d359f862cb67374a2ffdc923", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "35cdd73b-a29a-4536-b1ce-4aa9aad08db2", "node_type": "1", "metadata": {}, "hash": "692db4c23f459133d736cbf825eebc3595838f7a9d464461a41a844c38b02a81", "class_name": "RelatedNodeInfo"}}, "text": "This was known as al-Askar (Arabic: \u0627\u0644\u0639\u0633\u0643\u0631, lit.\u2009'the camp') as it was laid out like a military camp. A governor's residence and a new mosque were also added, with the latter completed in 786. The Red Sea canal re-excavated in the 7th century was closed by the Abbasid caliph al-Mansur in al-Mansur (r.\u2009754\u2013775), but a part of the canal, known as the Khalij, continued to be a major feature of Cairo's geography and of its water supply until the 19th century. In 861, on the orders of the Abbasid caliph al-Mutawakkil, a Nilometer was built on Roda Island near Fustat. Although it was repaired and given a new roof in later centuries, its basic structure is still preserved today, making it the oldest preserved Islamic-era structure in Cairo today.\r\nIn 868 a commander of Turkic origin named Bakbak was sent to Egypt by the Abbasid caliph al-Mu'taz to restore order after a rebellion in the country. He was accompanied by his stepson, Ahmad ibn Tulun, who became effective governor of Egypt. Over time, Ibn Tulun gained an army and accumulated influence and wealth, allowing him to become the de facto independent ruler of both Egypt and Syria by 878. In 870, he used his growing wealth to found a new administrative capital, al-Qata'i (Arabic: \u0627\u0644\u0642\u0637\u0627\u0626\u0640\u0639, lit.\u2009'the allotments'), to the northeast of Fustat and of al-Askar. The new city included a palace known as the Dar al-Imara, a parade ground known as al-Maydan, a bimaristan (hospital), and an aqueduct to supply water. Between 876 and 879 Ibn Tulun built a great mosque, now known as the Mosque of Ibn Tulun, at the center of the city, next to the palace. After his death in 884, Ibn Tulun was succeeded by his son and his descendants who continued a short-lived dynasty, the Tulunids. In 905, the Abbasids sent general Muhammad Sulayman al-Katib to re-assert direct control over the country. Tulunid rule was ended and al-Qatta'i was razed to the ground, except for the mosque which remains standing today.\r\n\r\n\r\n=== Foundation and expansion of Cairo ===\r\nIn 969, the Shi'a Isma'ili Fatimid empire conquered Egypt after ruling from Ifriqiya. The Fatimid general Jawhar Al Saqili founded a new fortified city northeast of Fustat and of former al-Qata'i. It took four years to build the city, initially known as al-Man\u1e63\u016briyyah, which was to serve as the new capital of the caliphate. During that time, the construction of the al-Azhar Mosque was commissioned by order of the caliph, which developed into the third-oldest university in the world. Cairo would eventually become a centre of learning, with the library of Cairo containing hundreds of thousands of books. When Caliph al-Mu'izz li Din Allah arrived from the old Fatimid capital of Mahdia in Tunisia in 973, he gave the city its present name, Q\u0101hirat al-Mu'izz (\"The Vanquisher of al-Mu'izz\"), from which the name \"Cairo\" (al-Q\u0101hira) originates. The caliphs lived in a vast and lavish palace complex that occupied the heart of the city. Cairo remained a relatively exclusive royal city for most of this era, but during the tenure of Badr al-Gamali as vizier (1073\u20131094) the restrictions were loosened for the first time and richer families from Fustat were allowed to move into the city. Between 1087 and 1092 Badr al-Gamali also rebuilt the city walls in stone and constructed the city gates of Bab al-Futuh, Bab al-Nasr, and Bab Zuweila that still stand today.During the Fatimid period Fustat reached its apogee in size and prosperity, acting as a center of craftsmanship and international trade and as the area's main port on the Nile. Historical sources report that multi-story communal residences existed in the city, particularly in its center, which were typically inhabited by middle and lower-class residents. Some of these were as high as seven stories and could house some 200 to 350 people.", "start_char_idx": 8357, "end_char_idx": 12174, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "35cdd73b-a29a-4536-b1ce-4aa9aad08db2": {"__data__": {"id_": "35cdd73b-a29a-4536-b1ce-4aa9aad08db2", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "44fb3f86-3f6e-4221-9993-c50e697233fb", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cdd67f2a211063bc3d66099c37f5ea8fb4b8dd0f5f965f54a3b89c31de6e7700", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "1ab90e13-45ec-4459-a028-6dea7fb8f605", "node_type": "1", "metadata": {}, "hash": "7b4aadd88bf75560472d7e2cabb80df70ad50f6793e6da0b9758010970279a52", "class_name": "RelatedNodeInfo"}}, "text": "Cairo remained a relatively exclusive royal city for most of this era, but during the tenure of Badr al-Gamali as vizier (1073\u20131094) the restrictions were loosened for the first time and richer families from Fustat were allowed to move into the city. Between 1087 and 1092 Badr al-Gamali also rebuilt the city walls in stone and constructed the city gates of Bab al-Futuh, Bab al-Nasr, and Bab Zuweila that still stand today.During the Fatimid period Fustat reached its apogee in size and prosperity, acting as a center of craftsmanship and international trade and as the area's main port on the Nile. Historical sources report that multi-story communal residences existed in the city, particularly in its center, which were typically inhabited by middle and lower-class residents. Some of these were as high as seven stories and could house some 200 to 350 people. They may have been similar to Roman insulae and may have been the prototypes for the rental apartment complexes which became common in the later Mamluk and Ottoman periods.However, in 1168 the Fatimid vizier Shawar set fire to unfortified Fustat to prevent its potential capture by Amalric, the Crusader king of Jerusalem. While the fire did not destroy the city and it continued to exist afterward, it did mark the beginning of its decline. Over the following centuries it was Cairo, the former palace-city, that became the new economic center and attracted migration from Fustat.\r\nWhile the Crusaders did not capture the city in 1168, a continuing power struggle between Shawar, King Amalric, and the Zengid general Shirkuh led to the downfall of the Fatimid establishment. In 1169, Shirkuh's nephew Saladin was appointed as the new vizier of Egypt by the Fatimids and two years later he seized power from the family of the last Fatimid caliph, al-'\u0100\u1e0did. As the first Sultan of Egypt, Saladin established the Ayyubid dynasty, based in Cairo, and aligned Egypt with the Sunni Abbasids, who were based in Baghdad. In 1176, Saladin began construction on the Cairo Citadel, which was to serve as the seat of the Egyptian government until the mid-19th century. The construction of the Citadel definitively ended Fatimid-built Cairo's status as an exclusive palace-city and opened it up to common Egyptians and to foreign merchants, spurring its commercial development. Along with the Citadel, Saladin also began the construction of a new 20-kilometre-long wall that would protect both Cairo and Fustat on their eastern side and connect them with the new Citadel. These construction projects continued beyond Saladin's lifetime and were completed under his Ayyubid successors.\r\n\r\n\r\n=== Apogee and decline under the Mamluks ===\r\nIn 1250, during the Seventh Crusade, the Ayyubid dynasty had a crisis with the death of al-Salih and power transitioned instead to the Mamluks, partly with the help of al-Salih's wife, Shajar ad-Durr, who ruled for a brief period around this time. Mamluks were soldiers who were purchased as young slaves and raised to serve in the sultan's army. Between 1250 and 1517 the throne of the Mamluk Sultanate passed from one mamluk to another in a system of succession that was generally non-hereditary, but also frequently violent and chaotic. The Mamluk Empire nonetheless became a major power in the region and was responsible for repelling the advance of the Mongols (most famously at the Battle of Ain Jalut in 1260) and for eliminating the last Crusader states in the Levant.Despite their military character, the Mamluks were also prolific builders and left a rich architectural legacy throughout Cairo. Continuing a practice started by the Ayyubids, much of the land occupied by former Fatimid palaces was sold and replaced by newer buildings, becoming a prestigious site for the construction of Mamluk religious and funerary complexes. Construction projects initiated by the Mamluks pushed the city outward while also bringing new infrastructure to the centre of the city. Meanwhile, Cairo flourished as a centre of Islamic scholarship and a crossroads on the spice trade route among the civilisations in Afro-Eurasia. Under the reign of the Mamluk sultan al-Nasir Muhammad (1293\u20131341, with interregnums), Cairo reached its apogee in terms of population and wealth.", "start_char_idx": 11309, "end_char_idx": 15567, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "1ab90e13-45ec-4459-a028-6dea7fb8f605": {"__data__": {"id_": "1ab90e13-45ec-4459-a028-6dea7fb8f605", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "35cdd73b-a29a-4536-b1ce-4aa9aad08db2", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "4bb3bfe6055343ea488ea09c2592aac08cb0ff381c557af1b7541e9a30c9c953", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "2b10bffc-8844-4828-a3cd-207c98aa3a99", "node_type": "1", "metadata": {}, "hash": "08eb7f4ffb02c715d1304c69cfc1858ea440535ab6c15596827d6028912ed4b7", "class_name": "RelatedNodeInfo"}}, "text": "Continuing a practice started by the Ayyubids, much of the land occupied by former Fatimid palaces was sold and replaced by newer buildings, becoming a prestigious site for the construction of Mamluk religious and funerary complexes. Construction projects initiated by the Mamluks pushed the city outward while also bringing new infrastructure to the centre of the city. Meanwhile, Cairo flourished as a centre of Islamic scholarship and a crossroads on the spice trade route among the civilisations in Afro-Eurasia. Under the reign of the Mamluk sultan al-Nasir Muhammad (1293\u20131341, with interregnums), Cairo reached its apogee in terms of population and wealth. By 1340, Cairo had a population of close to half a million, making it the largest city west of China.Multi-story buildings occupied by rental apartments, known as a rab' (plural rib\u0101' or urbu), became common in the Mamluk period and continued to be a feature of the city's housing during the later Ottoman period. These apartments were often laid out as multi-story duplexes or triplexes. They were sometimes attached to caravanserais, where the two lower floors were for commercial and storage purposes and the multiple stories above them were rented out to tenants. The oldest partially-preserved example of this type of structure is the Wikala of Amir Qawsun, built before 1341. Residential buildings were in turn organized into close-knit neighbourhoods called a harat, which in many cases had gates that could be closed off at night or during disturbances.\r\nWhen the traveller Ibn Battuta first came to Cairo in 1326, he described it as the principal district of Egypt. When he passed through the area again on his return journey in 1348 the Black Death was ravaging most major cities. He cited reports of thousands of deaths per day in Cairo. Although Cairo avoided Europe's stagnation during the Late Middle Ages, it could not escape the Black Death, which struck the city more than fifty times between 1348 and 1517. During its initial, and most deadly waves, approximately 200,000 people were killed by the plague, and, by the 15th century, Cairo's population had been reduced to between 150,000 and 300,000. The population decline was accompanied by a period of political instability between 1348 and 1412. It was nonetheless in this period that the largest Mamluk-era religious monument, the Madrasa-Mosque of Sultan Hasan, was built. In the late 14th century the Burji Mamluks replaced the Bahri Mamluks as rulers of the Mamluk state, but the Mamluk system continued to decline.Though the plagues returned frequently throughout the 15th century, Cairo remained a major metropolis and its population recovered in part through rural migration. More conscious efforts were conducted by rulers and city officials to redress the city's infrastructure and cleanliness. Its economy and politics also became more deeply connected with the wider Mediterranean. Some Mamluk sultans in this period, such as Barbsay (r. 1422\u20131438) and Qaytbay (r. 1468\u20131496), had relatively long and successful reigns. After al-Nasir Muhammad, Qaytbay was one of the most prolific patrons of art and architecture of the Mamluk era. He built or restored numerous monuments in Cairo, in addition to commissioning projects beyond Egypt. The crisis of Mamluk power and of Cairo's economic role deepened after Qaytbay. The city's status was diminished after Vasco da Gama discovered a sea route around the Cape of Good Hope between 1497 and 1499, thereby allowing spice traders to avoid Cairo.\r\n\r\n\r\n=== Ottoman rule ===\r\n\r\nCairo's political influence diminished significantly after the Ottomans defeated Sultan al-Ghuri in the Battle of Marj Dabiq in 1516 and conquered Egypt in 1517. Ruling from Constantinople, Sultan Selim I relegated Egypt to a province, with Cairo as its capital. For this reason, the history of Cairo during Ottoman times is often described as inconsequential, especially in comparison to other time periods.During the 16th and 17th centuries, Cairo still remained an important economic and cultural centre. Although no longer on the spice route, the city facilitated the transportation of Yemeni coffee and Indian textiles, primarily to Anatolia, North Africa, and the Balkans. Cairene merchants were instrumental in bringing goods to the barren Hejaz, especially during the annual hajj to Mecca.", "start_char_idx": 14904, "end_char_idx": 19266, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "2b10bffc-8844-4828-a3cd-207c98aa3a99": {"__data__": {"id_": "2b10bffc-8844-4828-a3cd-207c98aa3a99", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "1ab90e13-45ec-4459-a028-6dea7fb8f605", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "958cae3907818218b82b12bd72f99d7cb2659818f48366dabc3d828e881e1d86", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "bfc160c3-9559-410f-a39d-f1187061e5f9", "node_type": "1", "metadata": {}, "hash": "3b9d18d046df8131a1b3be3c5e47630a248934e4c08789b5b85592619cf7783d", "class_name": "RelatedNodeInfo"}}, "text": "=== Ottoman rule ===\r\n\r\nCairo's political influence diminished significantly after the Ottomans defeated Sultan al-Ghuri in the Battle of Marj Dabiq in 1516 and conquered Egypt in 1517. Ruling from Constantinople, Sultan Selim I relegated Egypt to a province, with Cairo as its capital. For this reason, the history of Cairo during Ottoman times is often described as inconsequential, especially in comparison to other time periods.During the 16th and 17th centuries, Cairo still remained an important economic and cultural centre. Although no longer on the spice route, the city facilitated the transportation of Yemeni coffee and Indian textiles, primarily to Anatolia, North Africa, and the Balkans. Cairene merchants were instrumental in bringing goods to the barren Hejaz, especially during the annual hajj to Mecca. It was during this same period that al-Azhar University reached the predominance among Islamic schools that it continues to hold today; pilgrims on their way to hajj often attested to the superiority of the institution, which had become associated with Egypt's body of Islamic scholars. The first printing press of the Middle East, printing in Hebrew, was established in Cairo c.\u20091557 by a scion of the Soncino family of printers, Italian Jews of Ashkenazi origin who operated a press in Constantinople. The existence of the press is known solely from two fragments discovered in the Cairo Geniza.\r\nUnder the Ottomans, Cairo expanded south and west from its nucleus around the Citadel. The city was the second-largest in the empire, behind Constantinople, and, although migration was not the primary source of Cairo's growth, twenty percent of its population at the end of the 18th century consisted of religious minorities and foreigners from around the Mediterranean. Still, when Napoleon arrived in Cairo in 1798, the city's population was less than 300,000, forty percent lower than it was at the height of Mamluk\u2014and Cairene\u2014influence in the mid-14th century.The French occupation was short-lived as British and Ottoman forces, including a sizeable Albanian contingent, recaptured the country in 1801. Cairo itself was besieged by a British and Ottoman force culminating with the French surrender on 22 June 1801. The British vacated Egypt two years later, leaving the Ottomans, the Albanians, and the long-weakened Mamluks jostling for control of the country. Continued civil war allowed an Albanian named Muhammad Ali Pasha to ascend to the role of commander and eventually, with the approval of the religious establishment, viceroy of Egypt in 1805.\r\n\r\n\r\n=== Modern era ===\r\n\r\nUntil his death in 1848, Muhammad Ali Pasha instituted a number of social and economic reforms that earned him the title of founder of modern Egypt. However, while Muhammad Ali initiated the construction of public buildings in the city, those reforms had minimal effect on Cairo's landscape. Bigger changes came to Cairo under Isma'il Pasha (r. 1863\u20131879), who continued the modernisation processes started by his grandfather. Drawing inspiration from Paris, Isma'il envisioned a city of maidans and wide avenues; due to financial constraints, only some of them, in the area now composing Downtown Cairo, came to fruition. Isma'il also sought to modernize the city, which was merging with neighbouring settlements, by establishing a public works ministry, bringing gas and lighting to the city, and opening a theatre and opera house.The immense debt resulting from Isma'il's projects provided a pretext for increasing European control, which culminated with the British invasion in 1882. The city's economic centre quickly moved west toward the Nile, away from the historic Islamic Cairo section and toward the contemporary, European-style areas built by Isma'il. Europeans accounted for five percent of Cairo's population at the end of the 19th century, by which point they held most top governmental positions.In 1906 the Heliopolis Oasis Company headed by the Belgian industrialist \u00c9douard Empain and his Egyptian counterpart Boghos Nubar, built a suburb called Heliopolis (city of the sun in Greek) ten kilometers from the center of Cairo. In 1905\u20131907 the northern part of the Gezira island was developed by the Baehler Company into Zamalek, which would later become Cairo's upscale \"chic\" neighbourhood. In 1906 construction began on Garden City, a neighbourhood of urban villas with gardens and curved streets.\r\nThe British occupation was intended to be temporary, but it lasted well into the 20th century. Nationalists staged large-scale demonstrations in Cairo in 1919, five years after Egypt had been declared a British protectorate.", "start_char_idx": 18445, "end_char_idx": 23095, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "bfc160c3-9559-410f-a39d-f1187061e5f9": {"__data__": {"id_": "bfc160c3-9559-410f-a39d-f1187061e5f9", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "2b10bffc-8844-4828-a3cd-207c98aa3a99", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "fd1a69bebc54ac61c91153d64693a598bceb25920f8bbec0bfd7a555d6a4bf03", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f72c9dc3-c654-455f-bc65-cb23e8a98525", "node_type": "1", "metadata": {}, "hash": "4e334b3d459464acdd3b662699ef0762edcf768d8aad70c659876bec42e72137", "class_name": "RelatedNodeInfo"}}, "text": "Europeans accounted for five percent of Cairo's population at the end of the 19th century, by which point they held most top governmental positions.In 1906 the Heliopolis Oasis Company headed by the Belgian industrialist \u00c9douard Empain and his Egyptian counterpart Boghos Nubar, built a suburb called Heliopolis (city of the sun in Greek) ten kilometers from the center of Cairo. In 1905\u20131907 the northern part of the Gezira island was developed by the Baehler Company into Zamalek, which would later become Cairo's upscale \"chic\" neighbourhood. In 1906 construction began on Garden City, a neighbourhood of urban villas with gardens and curved streets.\r\nThe British occupation was intended to be temporary, but it lasted well into the 20th century. Nationalists staged large-scale demonstrations in Cairo in 1919, five years after Egypt had been declared a British protectorate. Nevertheless, this led to Egypt's independence in 1922.\r\nThe King Fuad I Edition of the Qur'an was first published on 10 July 1924 in Cairo under the patronage of King Fuad. The goal of the government of the newly formed Kingdom of Egypt was not to delegitimize the other variant Quranic texts (\"qira'at\"), but to eliminate errors found in Qur'anic texts used in state schools. A committee of teachers chose to preserve a single one of the canonical qira'at \"readings\", namely that of the \"\u1e24af\u1e63\" version, an 8th-century Kufic recitation. This edition has become the standard for modern printings of the Quran for much of the Islamic world. The publication has been called a \"terrific success\", and the edition has been described as one \"now widely seen as the official text of the Qur'an\", so popular among both Sunni and Shi'a that the common belief among less well-informed Muslims is \"that the Qur'an has a single, unambiguous reading\". Minor amendments were made later in 1924 and in 1936 - the \"Faruq edition\" in honour of then ruler, King Faruq.\r\n\r\n\r\n==== British occupation until 1956 ====\r\nBritish troops remained in the country until 1956. During this time, urban Cairo, spurred by new bridges and transport links, continued to expand to include the upscale neighbourhoods of Garden City, Zamalek, and Heliopolis. Between 1882 and 1937, the population of Cairo more than tripled\u2014from 347,000 to 1.3 million\u2014and its area increased from 10 to 163 km2 (4 to 63 sq mi).The city was devastated during the 1952 riots known as the Cairo Fire or Black Saturday, which saw the destruction of nearly 700 shops, movie theatres, casinos and hotels in downtown Cairo. The British departed Cairo following the Egyptian Revolution of 1952, but the city's rapid growth showed no signs of abating. Seeking to accommodate the increasing population, President Gamal Abdel Nasser redeveloped Tahrir Square and the Nile Corniche, and improved the city's network of bridges and highways. Meanwhile, additional controls of the Nile fostered development within Gezira Island and along the city's waterfront. The metropolis began to encroach on the fertile Nile Delta, prompting the government to build desert satellite towns and devise incentives for city-dwellers to move to them.\r\n\r\n\r\n==== After 1956 ====\r\nIn the second half of the 20th century Cairo continue to grow enormously in both population and area. Between 1947 and 2006 the population of Greater Cairo went from 2,986,280 to 16,292,269. The population explosion also drove the rise of \"informal\" housing ('ashwa'iyyat), meaning housing that was built without any official planning or control. The exact form of this type of housing varies considerably but usually has a much higher population density than formal housing. By 2009, over 63% of the population of Greater Cairo lived in informal neighbourhoods, even though these occupied only 17% of the total area of Greater Cairo. According to economist David Sims, informal housing has the benefits of providing affordable accommodation and vibrant communities to huge numbers of Cairo's working classes, but it also suffers from government neglect, a relative lack of services, and overcrowding.The \"formal\" city was also expanded. The most notable example was the creation of Madinat Nasr, a huge government-sponsored expansion of the city to the east which officially began in 1959 but was primarily developed in the mid-1970s.", "start_char_idx": 22216, "end_char_idx": 26525, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f72c9dc3-c654-455f-bc65-cb23e8a98525": {"__data__": {"id_": "f72c9dc3-c654-455f-bc65-cb23e8a98525", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "bfc160c3-9559-410f-a39d-f1187061e5f9", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ed13c0a2ae27ed89d6e4b9117c7876b5aef192a75ded48b730b7f03a311ce6f3", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "883e236a-9959-4486-8a14-138d964d4f58", "node_type": "1", "metadata": {}, "hash": "1afd8894fffc64e64a5992b506d83650cb7506f7fd49c73b187cdcb7a71828e0", "class_name": "RelatedNodeInfo"}}, "text": "The population explosion also drove the rise of \"informal\" housing ('ashwa'iyyat), meaning housing that was built without any official planning or control. The exact form of this type of housing varies considerably but usually has a much higher population density than formal housing. By 2009, over 63% of the population of Greater Cairo lived in informal neighbourhoods, even though these occupied only 17% of the total area of Greater Cairo. According to economist David Sims, informal housing has the benefits of providing affordable accommodation and vibrant communities to huge numbers of Cairo's working classes, but it also suffers from government neglect, a relative lack of services, and overcrowding.The \"formal\" city was also expanded. The most notable example was the creation of Madinat Nasr, a huge government-sponsored expansion of the city to the east which officially began in 1959 but was primarily developed in the mid-1970s. Starting in 1977 the Egyptian government established the New Urban Communities Authority to initiate and direct the development of new planned cities on the outskirts of Cairo, generally established on desert land. These new satellite cities were intended to provide housing, investment, and employment opportunities for the region's growing population as well as to pre-empt the further growth of informal neighbourhoods. As of 2014, about 10% of the population of Greater Cairo lived in the new cities.Concurrently, Cairo established itself as a political and economic hub for North Africa and the Arab world, with many multinational businesses and organisations, including the Arab League, operating out of the city. In 1979 the historic districts of Cairo were listed as a UNESCO World Heritage Site.In 1992, Cairo was hit by an earthquake causing 545 deaths, injuring 6,512 and leaving around 50,000 people homeless.\r\n\r\n\r\n==== 2011 Egyptian revolution ====\r\n\r\nCairo's Tahrir Square was the focal point of the 2011 Egyptian revolution against former president Hosni Mubarak. Over 2 million protesters were at Cairo's Tahrir square. More than 50,000 protesters first occupied the square on 25 January, during which the area's wireless services were reported to be impaired. In the following days Tahrir Square continued to be the primary destination for protests in Cairo as it took place following a popular uprising that began on Tuesday, 25 January 2011 and continued until June 2013. The uprising was mainly a campaign of non-violent civil resistance, which featured a series of demonstrations, marches, acts of civil disobedience, and labour strikes. Millions of protesters from a variety of socio-economic and religious backgrounds demanded the overthrow of the regime of Egyptian President Hosni Mubarak. Despite being predominantly peaceful in nature, the revolution was not without violent clashes between security forces and protesters, with at least 846 people killed and 6,000 injured. The uprising took place in Cairo, Alexandria, and in other cities in Egypt, following the Tunisian revolution that resulted in the overthrow of the long-time Tunisian president Zine El Abidine Ben Ali. On 11 February, following weeks of determined popular protest and pressure, Hosni Mubarak resigned from office.\r\n\r\n\r\n==== Post-revolutionary Cairo ====\r\nUnder the rule of President el-Sisi, in March 2015 plans were announced for another yet-unnamed planned city to be built further east of the existing satellite city of New Cairo, intended to serve as the new capital of Egypt.\r\n\r\n\r\n== Geography ==\r\nCairo is located in northern Egypt, known as Lower Egypt, 165 km (100 mi) south of the Mediterranean Sea and 120 km (75 mi) west of the Gulf of Suez and Suez Canal. The city lies along the Nile River, immediately south of the point where the river leaves its desert-bound valley and branches into the low-lying Nile Delta region. Although the Cairo metropolis extends away from the Nile in all directions, the city of Cairo resides only on the east bank of the river and two islands within it on a total area of 453 km2 (175 sq mi). Geologically, Cairo lies on alluvium and sand dunes which date from the quaternary period.Until the mid-19th century, when the river was tamed by dams, levees, and other controls, the Nile in the vicinity of Cairo was highly susceptible to changes in course and surface level. Over the years, the Nile gradually shifted westward, providing the site between the eastern edge of the river and the Mokattam highlands on which the city now stands.", "start_char_idx": 25581, "end_char_idx": 30106, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "883e236a-9959-4486-8a14-138d964d4f58": {"__data__": {"id_": "883e236a-9959-4486-8a14-138d964d4f58", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f72c9dc3-c654-455f-bc65-cb23e8a98525", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "1e32c4a6371ba37926d5d6247e0ef572d3a6ef244641470c81406b30e1ad64be", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f6c1ca58-d981-4e35-a312-8473698aa75c", "node_type": "1", "metadata": {}, "hash": "9c1fe04a5e1cc60bb307360f5f92c11ed78bc0a571efa5db0f3036426f3433e6", "class_name": "RelatedNodeInfo"}}, "text": "The city lies along the Nile River, immediately south of the point where the river leaves its desert-bound valley and branches into the low-lying Nile Delta region. Although the Cairo metropolis extends away from the Nile in all directions, the city of Cairo resides only on the east bank of the river and two islands within it on a total area of 453 km2 (175 sq mi). Geologically, Cairo lies on alluvium and sand dunes which date from the quaternary period.Until the mid-19th century, when the river was tamed by dams, levees, and other controls, the Nile in the vicinity of Cairo was highly susceptible to changes in course and surface level. Over the years, the Nile gradually shifted westward, providing the site between the eastern edge of the river and the Mokattam highlands on which the city now stands. The land on which Cairo was established in 969 (present-day Islamic Cairo) was located underwater just over three hundred years earlier, when Fustat was first built.Low periods of the Nile during the 11th century continued to add to the landscape of Cairo; a new island, known as Geziret al-Fil, first appeared in 1174, but eventually became connected to the mainland. Today, the site of Geziret al-Fil is occupied by the Shubra district. The low periods created another island at the turn of the 14th century that now composes Zamalek and Gezira. Land reclamation efforts by the Mamluks and Ottomans further contributed to expansion on the east bank of the river.Because of the Nile's movement, the newer parts of the city\u2014Garden City, Downtown Cairo, and Zamalek\u2014are located closest to the riverbank. The areas, which are home to most of Cairo's embassies, are surrounded on the north, east, and south by the older parts of the city. Old Cairo, located south of the centre, holds the remnants of Fustat and the heart of Egypt's Coptic Christian community, Coptic Cairo. The Boulaq district, which lies in the northern part of the city, was born out of a major 16th-century port and is now a major industrial centre. The Citadel is located east of the city centre around Islamic Cairo, which dates back to the Fatimid era and the foundation of Cairo. While western Cairo is dominated by wide boulevards, open spaces, and modern architecture of European influence, the eastern half, having grown haphazardly over the centuries, is dominated by small lanes, crowded tenements, and Islamic architecture.\r\nNorthern and extreme eastern parts of Cairo, which include satellite towns, are among the most recent additions to the city, as they developed in the late-20th and early-21st centuries to accommodate the city's rapid growth. The western bank of the Nile is commonly included within the urban area of Cairo, but it composes the city of Giza and the Giza Governorate. Giza city has also undergone significant expansion over recent years, and today has a population of 2.7 million. The Cairo Governorate was just north of the Helwan Governorate from 2008 when some Cairo's southern districts, including Maadi and New Cairo, were split off and annexed into the new governorate, to 2011 when the Helwan Governorate was reincorporated into the Cairo Governorate.\r\nAccording to the World Health Organization, the level of air pollution in Cairo is nearly 12 times higher than the recommended safety level.\r\n\r\n\r\n=== Climate ===\r\nIn Cairo, and along the Nile River Valley, the climate is a hot desert climate (BWh according to the K\u00f6ppen climate classification system).\r\nWind storms can be frequent, bringing Saharan dust into the city, from March to May and the air often becomes uncomfortably dry. Winters are mild to warm, while summers are long and hot. High temperatures in winter range from 14 to 22 \u00b0C (57 to 72 \u00b0F), while night-time lows drop to below 11 \u00b0C (52 \u00b0F), often to 5 \u00b0C (41 \u00b0F). In summer, the highs often exceed 31 \u00b0C (88 \u00b0F) but rarely surpass 40 \u00b0C (104 \u00b0F), and lows drop to about 20 \u00b0C (68 \u00b0F). Rainfall is sparse and only happens in the colder months, but sudden showers can cause severe flooding. The summer months have high humidity due to its coastal location. Snowfall is extremely rare; a small amount of graupel, widely believed to be snow, fell on Cairo's easternmost suburbs on 13 December 2013, the first time Cairo's area received this kind of precipitation in many decades.", "start_char_idx": 29295, "end_char_idx": 33610, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f6c1ca58-d981-4e35-a312-8473698aa75c": {"__data__": {"id_": "f6c1ca58-d981-4e35-a312-8473698aa75c", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "883e236a-9959-4486-8a14-138d964d4f58", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "c8a5b25d1e608fc49a1d355ab90320dccdc02adab3a795f2074b19aa222aa926", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "53bc879e-6281-4e7c-8e53-4edf85f52dbd", "node_type": "1", "metadata": {}, "hash": "bc6ae0f43c7fa685c5188ae7aef3bd443f58aab9cc59bb66bb4d74ee8a873a40", "class_name": "RelatedNodeInfo"}}, "text": "Winters are mild to warm, while summers are long and hot. High temperatures in winter range from 14 to 22 \u00b0C (57 to 72 \u00b0F), while night-time lows drop to below 11 \u00b0C (52 \u00b0F), often to 5 \u00b0C (41 \u00b0F). In summer, the highs often exceed 31 \u00b0C (88 \u00b0F) but rarely surpass 40 \u00b0C (104 \u00b0F), and lows drop to about 20 \u00b0C (68 \u00b0F). Rainfall is sparse and only happens in the colder months, but sudden showers can cause severe flooding. The summer months have high humidity due to its coastal location. Snowfall is extremely rare; a small amount of graupel, widely believed to be snow, fell on Cairo's easternmost suburbs on 13 December 2013, the first time Cairo's area received this kind of precipitation in many decades. Dew points in the hottest months range from 13.9 \u00b0C (57 \u00b0F) in June to 18.3 \u00b0C (65 \u00b0F) in August.\r\n\r\n\r\n=== Metropolitan area and districts ===\r\n\r\nThe city of Cairo forms part of Greater Cairo, the largest metropolitan area in Africa. While it has no administrative body, the Ministry of Planning considers it as an economic region consisting of Cairo Governorate, Giza Governorate, and Qalyubia Governorate. As a contiguous metropolitan area, various studies have considered Greater Cairo be composed of the administrative cities that are Cairo, Giza and Shubra al-Kheima, in addition to the satellite cities/new towns surrounding them.Cairo is a city-state where the governor is also the head of the city. Cairo City itself differs from other Egyptian cities in that it has an extra administrative division between the city and district levels, and that is areas, which are headed by deputy governors. Cairo consists of 4 areas (manatiq, singl. mantiqa) divided into 38 districts (ahya', singl. hayy) and 46 qisms (police wards, 1-2 per district):The Northern Area is divided into 8 Districts:\r\nShubra\r\nAl-Zawiya al-Hamra\r\nHadayek al-Qubba\r\nRod al-Farg\r\nAl-Sharabia\r\nAl-Sahel\r\nAl-Zeitoun\r\nAl-AmiriyyaThe Eastern Area divided into 9 Districts and three new cities:\r\nMisr al-Gadidah and Al-Nozha (Heliopolis)\r\nNasr City East and Nasr City West\r\nAl-Salam 1 (Awwal) and al-Salam 2 (Than)\r\nAin Shams\r\nAl-Matariya\r\nAl-Marg\r\nShorouk (Under jurisdiction of NUCA)\r\nBadr (Under jurisdiction of NUCA)\r\nAl-Qahira al-Gadida (New Cairo, three qisms, under jurisdiction of NUCA)The Western Area divided into 9 Districts:\r\nManshiyat Nasser\r\nAl-Wayli (Incl. qism al-Daher)\r\nWasat al-Qahira (Central Cairo, incl. Al-Darb al-Ahmar, al-Gamaliyya qisms)\r\nBulaq\r\nGharb al-Qahira (West Cairo, incl. Zamalek qism, Qasr al-Nil qism incl. Garden City and part of Down Town)\r\nAbdeen\r\nAl-Azbakiya\r\nAl-Muski\r\nBab al-Sha'ariaThe Southern Area divided into 12 Districts:\r\nMasr El-Qadima (Old Cairo, including Al-Manial)\r\nAl-Khalifa\r\nAl-Moqattam\r\nAl-Basatin\r\nDar al-Salam\r\nAl-Sayeda Zeinab\r\nAl-Tebin\r\nHelwan\r\nAl-Ma'sara\r\nAl-Maadi\r\nTora\r\n15th of May (Under jurisdiction of NUCA)\r\n\r\n\r\n==== Satellite cities ====\r\n\r\nSince 1977 a number of new towns have been planned and built by the New Urban Communities Authority (NUCA) in the Eastern Desert around Cairo, ostensibly  to accommodate additional population growth and development of the city and stem the development of self-built informal areas, especially over agricultural land. As of 2022 four new towns have been built and have residential populations: 15th of May City, Badr City, Shorouk City, and New Cairo. In addition, two more are under construction: the New Administrative Capital. And Capital Gardens, where land was allocated in 2021, and which will house most of the civil servants employed in the new capital.", "start_char_idx": 32901, "end_char_idx": 36453, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "53bc879e-6281-4e7c-8e53-4edf85f52dbd": {"__data__": {"id_": "53bc879e-6281-4e7c-8e53-4edf85f52dbd", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f6c1ca58-d981-4e35-a312-8473698aa75c", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "fc20b9e568bac5b45f05baee228de9f3de656ee18a5c083415156e5f9ba2adcc", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f33f466a-065d-425d-a467-95bcd01c2abb", "node_type": "1", "metadata": {}, "hash": "efb93d4c0edc41475348f0e9db29da4995bbde84ea9a24851bcefaf13d5bb218", "class_name": "RelatedNodeInfo"}}, "text": "As of 2022 four new towns have been built and have residential populations: 15th of May City, Badr City, Shorouk City, and New Cairo. In addition, two more are under construction: the New Administrative Capital. And Capital Gardens, where land was allocated in 2021, and which will house most of the civil servants employed in the new capital.\r\n\r\n\r\n==== Planned new capital ====\r\n\r\nIn March 2015, plans were announced for a new city to be built east of Cairo, in an undeveloped area of the Cairo Governorate, which would serve as the New Administrative Capital of Egypt.\r\n\r\n\r\n== Demographics ==\r\nAccording to the 2017 census, Cairo had a population of 9,539,673 people, distributed across 46 qisms (police wards): \r\n\r\n\r\n=== Religion ===\r\n\r\nThe majority of Egypt and Cairo's population is Sunni Muslim. A significant Christian minority exists, among whom Coptic Orthodox are the majority. Precise numbers for each religious community in Egypt are not available and estimates vary. Other churches that have, or had, a presence in modern Cairo include the Catholic Church (including Armenian Catholic, Coptic Catholic, Chaldean Catholic, Syrian Catholic, and Maronite), the Greek Orthodox Church, the Evangelical Church of Egypt (Synod of the Nile), and some Protestant churches. Until the 20th century, Cairo had a sizeable Jewish community, but as of 2022 only three Jews were reported to be living in the city. A total of 12 synagogues in Cairo still exist.\r\n\r\n\r\n== Economy ==\r\nCairo's economy has traditionally been based on governmental institutions and services, with the modern productive sector expanding in the 20th century to include developments in textiles and food processing \u2013 specifically the production of sugar cane. As of 2005, Egypt has the largest non-oil based GDP in the Arab world. Cairo accounts for 11% of Egypt's population and 22% of its economy (PPP). The majority of the nation's commerce is generated there, or passes through the city. The great majority of publishing houses and media outlets and nearly all film studios are there, as are half of the nation's hospital beds and universities. This has fuelled rapid construction in the city, with one building in five being less than 15 years old.This growth until recently surged well ahead of city services. Homes, roads, electricity, telephone and sewer services were all in short supply. Analysts trying to grasp the magnitude of the change coined terms like \"hyper-urbanization\".\r\n\r\n\r\n=== Automobile manufacturers from Cairo ===\r\nArab American Vehicles Company\r\nEgyptian Light Transport Manufacturing Company (Egyptian NSU pedant)\r\nGhabbour Group (Fuso, Hyundai and Volvo)\r\nMCV Corporate Group (a part of the Daimler AG)\r\nMod Car\r\nSeoudi Group (Modern Motors: Nissan, BMW (formerly); El-Mashreq: Alfa Romeo and Fiat)\r\nSperanza (former Daewoo Motors Egypt; Chery, Daewoo)\r\nGeneral Motors Egypt\r\n\r\n\r\n== Infrastructure ==\r\n\r\n\r\n=== Health ===\r\n\r\nCairo, as well as neighbouring Giza, has been established as Egypt's main centre for medical treatment, and despite some exceptions, has the most advanced level of medical care in the country. Cairo's hospitals include the JCI-accredited As-Salaam International Hospital, Ain Shams University Hospital, Dar Al Fouad, Nile Badrawi Hospital, 57357 Hospital, as well as Qasr El Eyni Hospital.\r\n\r\n\r\n=== Education ===\r\nGreater Cairo has long been the hub of education and educational services for Egypt and the region.\r\nToday, Greater Cairo is the centre for many government offices governing the Egyptian educational system, has the largest number of educational schools, and higher education institutes among other cities and governorates of Egypt.\r\nSome of the International Schools found in Cairo:\r\n\r\nUniversities in Greater Cairo:\r\n\r\n\r\n== Transport ==\r\n\r\nCairo has an extensive road network, rail system, subway system and maritime services. Road transport is facilitated by personal vehicles, taxi cabs, privately owned public buses and microbuses. Cairo International Airport is the country's largest airport and one of the busiest airports in Africa.\r\n\r\n\r\n=== Public transportation ===\r\nCairo, specifically Ramses Station, is the centre of almost the entire Egyptian transportation network.The Cairo Transportation Authority (CTA) manages Cairo's public transit. The subway system, the Cairo Metro, is a fast and efficient way of getting around Cairo. The metro network covers Helwan and other suburbs. It can get very crowded during rush hour. Two train cars (the fourth and fifth ones) are reserved for women only, although women may ride in any car they want.", "start_char_idx": 36110, "end_char_idx": 40699, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f33f466a-065d-425d-a467-95bcd01c2abb": {"__data__": {"id_": "f33f466a-065d-425d-a467-95bcd01c2abb", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "53bc879e-6281-4e7c-8e53-4edf85f52dbd", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9f38031349bf52f5bec0e240cec651fe45d7e6702f00febd08f0d82bc049a4c9", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "af173660-8b24-4fe5-9dc0-66a3e7a33940", "node_type": "1", "metadata": {}, "hash": "195f3b3ca64a12ea40cf9a2e5f41487d93f1dbc91dd29971ae980bfa17bdd05b", "class_name": "RelatedNodeInfo"}}, "text": "Some of the International Schools found in Cairo:\r\n\r\nUniversities in Greater Cairo:\r\n\r\n\r\n== Transport ==\r\n\r\nCairo has an extensive road network, rail system, subway system and maritime services. Road transport is facilitated by personal vehicles, taxi cabs, privately owned public buses and microbuses. Cairo International Airport is the country's largest airport and one of the busiest airports in Africa.\r\n\r\n\r\n=== Public transportation ===\r\nCairo, specifically Ramses Station, is the centre of almost the entire Egyptian transportation network.The Cairo Transportation Authority (CTA) manages Cairo's public transit. The subway system, the Cairo Metro, is a fast and efficient way of getting around Cairo. The metro network covers Helwan and other suburbs. It can get very crowded during rush hour. Two train cars (the fourth and fifth ones) are reserved for women only, although women may ride in any car they want.\r\nTrams in Greater Cairo and Cairo trolleybus were used as modes of transportation, but were closed in the 1970s everywhere except Heliopolis and Helwan. These were shut down in 2014, after the Egyptian Revolution.\r\nIn 2017, plans to construct two monorail systems were announced, one linking 6th of October to suburban Giza, a distance of 35 km (22 mi), and the other linking Nasr City to New Cairo, a distance of 52 km (32 mi).\r\n\r\n\r\n=== Roads ===\r\nTwo trans-African automobile routes originate in Cairo: the Cairo-Cape Town Highway and the Cairo-Dakar Highway. An extensive road network connects Cairo with other Egyptian cities and villages. There is a new Ring Road that surrounds the outskirts of the city, with exits that reach outer Cairo districts. There are flyovers and bridges, such as the 6th October Bridge that, when the traffic is not heavy, allow fast means of transportation from one side of the city to the other.Cairo traffic is known to be overwhelming and overcrowded. Traffic moves at a relatively fluid pace. Drivers tend to be aggressive, but are more courteous at junctions, taking turns going, with police aiding in traffic control of some congested areas.\r\n\r\n\r\n=== Other forms of transport ===\r\nCairo Taxi/Yellow Cab\r\nCairo Nile Ferry\r\nCareem\r\nUber\r\nDiDi\r\n\r\n\r\n== Culture ==\r\n\r\n\r\n=== Cultural tourism in Egypt ===\r\n\r\n\r\n=== Cairo Opera House ===\r\n\r\nPresident Mubarak inaugurated the new Cairo Opera House of the Egyptian National Cultural Centres on 10 October 1988, 17 years after the Royal Opera House had been destroyed by fire. The National Cultural Centre was built with the help of JICA, the Japan International Co-operation Agency and stands as a prominent feature for the Japanese-Egyptian co-operation and the friendship between the two nations.\r\n\r\n\r\n=== Khedivial Opera House ===\r\n\r\nThe Khedivial Opera House, or Royal Opera House, was the original opera house in Cairo. It was dedicated on 1 November 1869 and burned down on 28 October 1971. After the original opera house was destroyed, Cairo was without an opera house for nearly two decades until the opening of the new Cairo Opera House in 1988.\r\n\r\n\r\n=== Cairo International Film Festival ===\r\n\r\nCairo held its first international film festival 16 August 1976, when the first Cairo International Film Festival was launched by the Egyptian Association of Film Writers and Critics, headed by Kamal El-Mallakh. The Association ran the festival for seven years until 1983.This achievement lead to the President of the Festival again contacting the FIAPF with the request that a competition should be included at the 1991 Festival. The request was granted.\r\nIn 1998, the Festival took place under the presidency of one of Egypt's leading actors, Hussein Fahmy, who was appointed by the Minister of Culture, Farouk Hosni, after the death of Saad El-Din Wahba. Four years later, the journalist and writer Cherif El-Shoubashy became president.\r\n\r\n\r\n=== Cairo Geniza ===\r\n\r\nThe Cairo Geniza is an accumulation of almost 200,000 Jewish manuscripts that were found in the genizah of the Ben Ezra synagogue (built 882) of Fustat, Egypt (now Old Cairo), the Basatin cemetery east of Old Cairo, and a number of old documents that were bought in Cairo in the later 19th century. These documents were written from about 870 to 1880 AD and have been archived in various American and European libraries. The Taylor-Schechter collection in the University of Cambridge runs to 140,000 manuscripts; a further 40,000 manuscripts are housed at the Jewish Theological Seminary of America.\r\n\r\n\r\n=== Food ===\r\nThe majority of Cairenes make food for themselves and make use of local produce markets.", "start_char_idx": 39781, "end_char_idx": 44361, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "af173660-8b24-4fe5-9dc0-66a3e7a33940": {"__data__": {"id_": "af173660-8b24-4fe5-9dc0-66a3e7a33940", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f33f466a-065d-425d-a467-95bcd01c2abb", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c723363c7b5759d1330b4cb55528a77526f5c45ca4ba6770b8e13b803afa16e", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "8129cdf5-9539-42ff-87f8-bc9e697ce7d0", "node_type": "1", "metadata": {}, "hash": "a659d8b8be1e54152b851f30fd940164c85bd19f2cc4958d09365b50be66b927", "class_name": "RelatedNodeInfo"}}, "text": "Four years later, the journalist and writer Cherif El-Shoubashy became president.\r\n\r\n\r\n=== Cairo Geniza ===\r\n\r\nThe Cairo Geniza is an accumulation of almost 200,000 Jewish manuscripts that were found in the genizah of the Ben Ezra synagogue (built 882) of Fustat, Egypt (now Old Cairo), the Basatin cemetery east of Old Cairo, and a number of old documents that were bought in Cairo in the later 19th century. These documents were written from about 870 to 1880 AD and have been archived in various American and European libraries. The Taylor-Schechter collection in the University of Cambridge runs to 140,000 manuscripts; a further 40,000 manuscripts are housed at the Jewish Theological Seminary of America.\r\n\r\n\r\n=== Food ===\r\nThe majority of Cairenes make food for themselves and make use of local produce markets. The restaurant scene includes Arab cuisine and Middle Eastern cuisine, including local staples such as koshary. The city's most exclusive restaurants are typically concentrated in Zamalek and around the luxury hotels lining the shore of the Nile near the Garden City district. Influence from modern western society is also evident, with American chains such as McDonald's, Arby's, Pizza Hut, Subway, and Kentucky Fried Chicken being easy to find in central areas.\r\n\r\n\r\n== Sports ==\r\nFootball is the most popular sport in Egypt, and Cairo has sporting teams that compete in national and regional leagues, most notably Al Ahly and Zamalek SC, who were the CAF first and second African clubs of the 20th century. The annual match between Al Ahly and El Zamalek is one of the most watched sports events in Egypt. The teams form the major rivalry of Egyptian football. They play their home games at Cairo International Stadium, which is the second largest stadium in Egypt, as well as the largest in Cairo.\r\nThe Cairo International Stadium was built in 1960. Its multi-purpose sports complex houses the main football stadium, an indoor stadium, satellite fields that hold regional and continental games, including the African Games, U17 Football World Championship and the 2006 Africa Cup of Nations. Egypt later won the competition and the next edition in Ghana (2008) making the Egyptian and Ghanaian national teams the only to win the African Nations Cup back to back. Egypt won the title for a record six times in the history of African Continental Competition. This was followed by a third consecutive win in Angola in 2010, making Egypt the only country with a record 3-consecutive and 7-total Continental Football Competition winner. As of 2021, Egypt's national team is ranked #46 in the world by FIFA.Cairo failed at the applicant stage when bidding for the 2008 Summer Olympics, which was hosted in Beijing. However, Cairo did host the 2007 Pan Arab Games.There are other sports teams in the city that participate in several sports including Gezira Sporting Club, el Shams Club, Shooting Club, Heliopolis Sporting Club, and several smaller clubs. There are new sports clubs in the area of New Cairo (one hour far from Cairo's downtown), these are Al Zohour sporting club, Wadi Degla sporting club and Platinum Club.Most of the sports federations of the country are located in the city suburbs, including the Egyptian Football Association. The headquarters of the Confederation of African Football (CAF) was previously located in Cairo, before relocating to its new headquarters in 6 October City, a small city away from Cairo's crowded districts. In 2008, the Egyptian Rugby Federation was officially formed and granted membership into the International Rugby Board.Egypt is internationally known for the excellence of its squash players who excel in professional and junior divisions. Egypt has seven players in the top ten of the PSA men's world rankings, and three in the women's top ten. Mohamed El Shorbagy held the world number one position for more than a year. Nour El Sherbini has won the Women's World Championship twice and been women's world number one. On 30 April 2016, she became the youngest woman to win the Women's World Championship. In 2017 she retained her title.\r\nCairo is the official end point of Cross Egypt Challenge where its route ends yearly in the most sacred place in Egypt, under the Great Pyramids of Giza with a huge trophy-giving ceremony.\r\n\r\n\r\n== Cityscape and landmarks ==\r\n\r\n\r\n=== Tahrir Square ===\r\n\r\nTahrir Square was founded during the mid 19th century with the establishment of modern downtown Cairo. It was first named Ismailia Square, after the 19th-century ruler Khedive Ismail, who commissioned the new downtown district's 'Paris on the Nile' design.", "start_char_idx": 43543, "end_char_idx": 48163, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "8129cdf5-9539-42ff-87f8-bc9e697ce7d0": {"__data__": {"id_": "8129cdf5-9539-42ff-87f8-bc9e697ce7d0", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "af173660-8b24-4fe5-9dc0-66a3e7a33940", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9676dbe3a2d458ffef79e4cf85fb6884001e388ebcacd06b30e203c311cd86cc", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "edb718ac-4e5b-41ee-8a7d-0f4e971a50f2", "node_type": "1", "metadata": {}, "hash": "2a126a937151b9ec1c18d47d8b69fafc6a933105da89f804436f416a27fd2f64", "class_name": "RelatedNodeInfo"}}, "text": "Mohamed El Shorbagy held the world number one position for more than a year. Nour El Sherbini has won the Women's World Championship twice and been women's world number one. On 30 April 2016, she became the youngest woman to win the Women's World Championship. In 2017 she retained her title.\r\nCairo is the official end point of Cross Egypt Challenge where its route ends yearly in the most sacred place in Egypt, under the Great Pyramids of Giza with a huge trophy-giving ceremony.\r\n\r\n\r\n== Cityscape and landmarks ==\r\n\r\n\r\n=== Tahrir Square ===\r\n\r\nTahrir Square was founded during the mid 19th century with the establishment of modern downtown Cairo. It was first named Ismailia Square, after the 19th-century ruler Khedive Ismail, who commissioned the new downtown district's 'Paris on the Nile' design. After the Egyptian Revolution of 1919 the square became widely known as Tahrir (Liberation) Square, though it was not officially renamed as such until after the 1952 Revolution which eliminated the monarchy. Several notable buildings surround the square including, the American University in Cairo's downtown campus, the Mogamma governmental administrative Building, the headquarters of the Arab League, the Nile Ritz Carlton Hotel, and the Egyptian Museum. Being at the heart of Cairo, the square witnessed several major protests over the years. However, the most notable event in the square was being the focal point of the 2011 Egyptian Revolution against former president Hosni Mubarak. In 2020 the government completed the erection of a new monument in the center of the square featuring an ancient obelisk from the reign of Ramses II, originally unearthed at Tanis (San al-Hagar) in 2019, and four ram-headed sphinx statues moved from Karnak.\r\n\r\n\r\n=== Egyptian Museum ===\r\nThe Museum of Egyptian Antiquities, known commonly as the Egyptian Museum, is home to the most extensive collection of ancient Egyptian antiquities in the world. It has 136,000 items on display, with many more hundreds of thousands in its basement storerooms. Among the collections on display are the finds from the tomb of Tutankhamun.\r\n\r\n\r\n==== Grand Egyptian Museum ====\r\n\r\nMuch of the collection of the Museum of Egyptian Antiquities, including the Tutankhamun collection, are slated to be moved to the new Grand Egyptian Museum, under construction in Giza and was due to open by the end of 2020.\r\n\r\n\r\n=== Cairo Tower ===\r\n\r\nThe Cairo Tower is a free-standing tower with a revolving restaurant at the top. It provides a bird's eye view of Cairo to the restaurant patrons. It stands in the Zamalek district on Gezira Island in the Nile River, in the city centre. At 187 m (614 ft), it is 44 m (144 ft) higher than the Great Pyramid of Giza, which stands some 15 km (9 mi) to the southwest.\r\n\r\n\r\n=== Old Cairo ===\r\n\r\nThis area of Cairo is so-named as it contains the remains of the ancient Roman fortress of Babylon and also overlaps the original site of Fustat, the first Arab settlement in Egypt (7th century AD) and the predecessor of later Cairo. The area includes Coptic Cairo, which holds a high concentration of old Christian churches such as the Hanging Church, the Greek Orthodox Church of St. George, and other Christian or Coptic buildings, most of which are located in an enclave on the site of the ancient Roman fortress. It is also the location of the Coptic Museum, which showcases the history of Coptic art from Greco-Roman to Islamic times, and of the Ben Ezra Synagogue, the oldest and best-known synagogue in Cairo, where the important collection of Geniza documents were discovered in the 19th century.\r\nTo the north of this Coptic enclave is the Amr ibn al-'As Mosque, the first mosque in Egypt and the most important religious centre of what was formerly Fustat, founded in 642 AD right after the Arab conquest but rebuilt many times since. A part of the former city of Fustat has also been excavated to the east of the mosque and of the Coptic enclave, although the archeological site is threatened by encroaching construction and modern development. To the northwest of Babylon Fortress and the mosque is the Monastery of Saint Mercurius (or Dayr Abu Sayfayn), an important and historic Coptic religious complex consisting of the Church of Saint Mercurius, the Church of Saint Shenute, and the Church of the Virgin (also known as al-Damshiriya). Several other historic churches are also situated to the south of Babylon Fortress.\r\n\r\n\r\n=== Islamic Cairo ===\r\n\r\nCairo holds one of the greatest concentrations of historical monuments of Islamic architecture in the world.", "start_char_idx": 47359, "end_char_idx": 51937, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "edb718ac-4e5b-41ee-8a7d-0f4e971a50f2": {"__data__": {"id_": "edb718ac-4e5b-41ee-8a7d-0f4e971a50f2", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "8129cdf5-9539-42ff-87f8-bc9e697ce7d0", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "c7e7bd73a3edb757eab0b030a65b1d7f06eb27fffcedb57c54e7212667ee12b6", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "26330fe3-3673-4381-9ba5-ccbae9e52cf7", "node_type": "1", "metadata": {}, "hash": "113d2a0c9f45320953850f1ee54d5b35f573a3c38d34be4d56571484685c25d2", "class_name": "RelatedNodeInfo"}}, "text": "A part of the former city of Fustat has also been excavated to the east of the mosque and of the Coptic enclave, although the archeological site is threatened by encroaching construction and modern development. To the northwest of Babylon Fortress and the mosque is the Monastery of Saint Mercurius (or Dayr Abu Sayfayn), an important and historic Coptic religious complex consisting of the Church of Saint Mercurius, the Church of Saint Shenute, and the Church of the Virgin (also known as al-Damshiriya). Several other historic churches are also situated to the south of Babylon Fortress.\r\n\r\n\r\n=== Islamic Cairo ===\r\n\r\nCairo holds one of the greatest concentrations of historical monuments of Islamic architecture in the world. The areas around the old walled city and around the Citadel are characterized by hundreds of mosques, tombs, madrasas, mansions, caravanserais, and fortifications dating from the Islamic era and are often referred to as \"Islamic Cairo\", especially in English travel literature. It is also the location of several important religious shrines such as the al-Hussein Mosque (whose shrine is believed to hold the head of Husayn ibn Ali), the Mausoleum of Imam al-Shafi'i (founder of the Shafi'i madhhab, one of the primary schools of thought in Sunni Islamic jurisprudence), the Tomb of Sayyida Ruqayya, the Mosque of Sayyida Nafisa, and others.The first mosque in Egypt was the Mosque of Amr ibn al-As in what was formerly Fustat, the first Arab-Muslim settlement in the area. However, the Mosque of Ibn Tulun is the oldest mosque that still retains its original form and is a rare example of Abbasid architecture from the classical period of Islamic civilization. It was built in 876\u2013879 AD in a style inspired by the Abbasid capital of Samarra in Iraq. It is one of the largest mosques in Cairo and is often cited as one of the most beautiful. Another Abbasid construction, the Nilometer on Roda Island, is the oldest original structure in Cairo, built in 862 AD. It was designed to measure the level of the Nile, which was important for agricultural and administrative purposes.The settlement that was formally named Cairo (Arabic: al-Qahira) was founded to the northeast of Fustat in 959 AD by the victorious Fatimid army. The Fatimids built it as a separate palatial city which contained their palaces and institutions of government. It was enclosed by a circuit of walls, which were rebuilt in stone in the late 11th century AD by the vizier Badr al-Gamali, parts of which survive today at Bab Zuwayla in the south and Bab al-Futuh and Bab al-Nasr in the north. Among the extant monuments from the Fatimid era are the large Mosque of al-Hakim, the Aqmar Mosque, Juyushi Mosque, Lulua Mosque, and the Mosque of Al-Salih Tala'i.One of the most important and lasting institutions founded in the Fatimid period was the Mosque of al-Azhar, founded in 970 AD, which competes with the Qarawiyyin in Fes for the title of oldest university in the world. Today, al-Azhar University is the foremost Center of Islamic learning in the world and one of Egypt's largest universities with campuses across the country. The mosque itself retains significant Fatimid elements but has been added to and expanded in subsequent centuries, notably by the Mamluk sultans Qaytbay and al-Ghuri and by Abd al-Rahman Katkhuda in the 18th century.The most prominent architectural heritage of medieval Cairo, however, dates from the Mamluk period, from 1250 to 1517 AD. The Mamluk sultans and elites were eager patrons of religious and scholarly life, commonly building religious or funerary complexes whose functions could include a mosque, madrasa, khanqah (for Sufis), a sabil (water dispensary), and a mausoleum for themselves and their families. Among the best-known examples of Mamluk monuments in Cairo are the huge Mosque-Madrasa of Sultan Hasan, the Mosque of Amir al-Maridani, the Mosque of Sultan al-Mu'ayyad (whose twin minarets were built above the gate of Bab Zuwayla), the Sultan Al-Ghuri complex, the funerary complex of Sultan Qaytbay in the Northern Cemetery, and the trio of monuments in the Bayn al-Qasrayn area comprising the complex of Sultan al-Mansur Qalawun, the Madrasa of al-Nasir Muhammad, and the Madrasa of Sultan Barquq.", "start_char_idx": 51208, "end_char_idx": 55462, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "26330fe3-3673-4381-9ba5-ccbae9e52cf7": {"__data__": {"id_": "26330fe3-3673-4381-9ba5-ccbae9e52cf7", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "edb718ac-4e5b-41ee-8a7d-0f4e971a50f2", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "2cf45836049b6fdf382011ef9835cac1a7a42f6d7bbfe4ac15da1bafa07147ab", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "bf43ba69-5715-4dce-963b-80977f91a99b", "node_type": "1", "metadata": {}, "hash": "7a7a301ba3fbfcf42f734f8fe10533707c95699e90af53252440426410e098e8", "class_name": "RelatedNodeInfo"}}, "text": "Among the best-known examples of Mamluk monuments in Cairo are the huge Mosque-Madrasa of Sultan Hasan, the Mosque of Amir al-Maridani, the Mosque of Sultan al-Mu'ayyad (whose twin minarets were built above the gate of Bab Zuwayla), the Sultan Al-Ghuri complex, the funerary complex of Sultan Qaytbay in the Northern Cemetery, and the trio of monuments in the Bayn al-Qasrayn area comprising the complex of Sultan al-Mansur Qalawun, the Madrasa of al-Nasir Muhammad, and the Madrasa of Sultan Barquq. Some mosques include spolia (often columns or capitals) from earlier buildings built by the Romans, Byzantines, or Copts.The Mamluks, and the later Ottomans, also built wikalas or caravanserais to house merchants and goods due to the important role of trade and commerce in Cairo's economy. Still intact today is the Wikala al-Ghuri, which today hosts regular performances by the Al-Tannoura Egyptian Heritage Dance Troupe. The Khan al-Khalili is a commercial hub which also integrated caravanserais (also known as khans).\r\n\r\n\r\n=== Citadel of Cairo ===\r\n\r\nThe Citadel is a fortified enclosure begun by Salah al-Din in 1176 AD on an outcrop of the Muqattam Hills as part of a large defensive system to protect both Cairo to the north and Fustat to the southwest. It was the centre of Egyptian government and residence of its rulers until 1874, when Khedive Isma'il moved to 'Abdin Palace. It is still occupied by the military today, but is now open as a tourist attraction comprising, notably, the National Military Museum, the 14th century Mosque of al-Nasir Muhammad, and the 19th century Mosque of Muhammad Ali which commands a dominant position on Cairo's skyline.\r\n\r\n\r\n=== Khan el-Khalili ===\r\n\r\nKhan el-Khalili is an ancient bazaar, or marketplace adjacent to the Al-Hussein Mosque. It dates back to 1385, when Amir Jarkas el-Khalili built a large caravanserai, or khan. (A caravanserai is a hotel for traders, and usually the focal point for any surrounding area.) This original caravanserai building was demolished by Sultan al-Ghuri, who rebuilt it as a new commercial complex in the early 16th century, forming the basis for the network of souqs existing today. Many medieval elements remain today, including the ornate Mamluk-style gateways. Today, the Khan el-Khalili is a major tourist attraction and popular stop for tour groups.\r\n\r\n\r\n== Society ==\r\nIn the present day, Cairo is heavily urbanized and most Cairenes live in apartment buildings. Because of the influx of people into the city, lone standing houses are rare, and apartment buildings accommodate for the limited space and abundance of people. Single detached houses are usually owned by the wealthy. Formal education is also seen as important, with twelve years of standard formal education. Cairenes can take a standardized test similar to the SAT to be accepted to an institution of higher learning, but most children do not finish school and opt to pick up a trade to enter the work force. Egypt still struggles with poverty, with almost half the population living on $2 or less a day.\r\n\r\n\r\n=== Women's rights ===\r\n\r\nThe civil rights movement for women in Cairo \u2013 and by extent, Egypt \u2013 has been a struggle for years. Women are reported to face constant discrimination, sexual harassment, and abuse throughout Cairo. A 2013 UN study found that over 99% of Egyptian women reported experiencing sexual harassment at some point in their lives. The problem has persisted in spite of new national laws since 2014 defining and criminalizing sexual harassment. The situation is so severe that in 2017, Cairo was named by one poll as the most dangerous megacity for women in the world. In 2020, the social media account \"Assault Police\" began to name and shame perpetrators of violence against women, in an effort to dissuade potential offenders. The account was founded by student Nadeen Ashraf, who is credited for instigating an iteration of the #MeToo movement in Egypt.\r\n\r\n\r\n== Pollution ==\r\nThe air pollution in Cairo is a matter of serious concern. Greater Cairo's volatile aromatic hydrocarbon levels are higher than many other similar cities. Air quality measurements in Cairo have also been recording dangerous levels of lead, carbon dioxide, sulphur dioxide, and suspended particulate matter concentrations due to decades of unregulated vehicle emissions, urban industrial operations, and chaff and trash burning.", "start_char_idx": 54962, "end_char_idx": 59357, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "bf43ba69-5715-4dce-963b-80977f91a99b": {"__data__": {"id_": "bf43ba69-5715-4dce-963b-80977f91a99b", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "26330fe3-3673-4381-9ba5-ccbae9e52cf7", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "8adc2fa05956db2e630bd10462a9a8c9f916a605e966f48b2e059d8369062833", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "34df40a1-4c80-4cd5-be32-283874929a83", "node_type": "1", "metadata": {}, "hash": "9cfb5c0b91378a25d1314e4645d13e6766dc160ad225a6ba2d92764c0230e0fc", "class_name": "RelatedNodeInfo"}}, "text": "The situation is so severe that in 2017, Cairo was named by one poll as the most dangerous megacity for women in the world. In 2020, the social media account \"Assault Police\" began to name and shame perpetrators of violence against women, in an effort to dissuade potential offenders. The account was founded by student Nadeen Ashraf, who is credited for instigating an iteration of the #MeToo movement in Egypt.\r\n\r\n\r\n== Pollution ==\r\nThe air pollution in Cairo is a matter of serious concern. Greater Cairo's volatile aromatic hydrocarbon levels are higher than many other similar cities. Air quality measurements in Cairo have also been recording dangerous levels of lead, carbon dioxide, sulphur dioxide, and suspended particulate matter concentrations due to decades of unregulated vehicle emissions, urban industrial operations, and chaff and trash burning. There are over 4,500,000 cars on the streets of Cairo, 60% of which are over 10 years old, and therefore lack modern emission cutting features. Cairo has a very poor dispersion factor because of its lack of rain and its layout of tall buildings and narrow streets, which create a bowl effect.In recent years, a black cloud (as Egyptians refer to it) of smog  has appeared over Cairo every autumn due to temperature inversion. Smog causes serious respiratory diseases and eye irritations for the city's citizens. Tourists who are not familiar with such high levels of pollution must take extra care.Cairo also has many unregistered lead and copper smelters which heavily pollute the city. The results of this has been a permanent haze over the city with particulate matter in the air reaching over three times normal levels. It is estimated that 10,000 to 25,000 people a year in Cairo die due to air pollution-related diseases. Lead has been shown to cause harm to the central nervous system and neurotoxicity particularly in children. In 1995, the first environmental acts were introduced and the situation has seen some improvement with 36 air monitoring stations and emissions tests on cars. Twenty thousand buses have also been commissioned to the city to improve congestion levels, which are very high.The city also suffers from a high level of land pollution. Cairo produces 10,000 tons of waste material each day, 4,000 tons of which is not collected or managed. This is a huge health hazard, and the Egyptian Government is looking for ways to combat this. The Cairo Cleaning and Beautification Agency was founded to collect and recycle the waste; they work with the Zabbaleen  community that has been collecting and recycling Cairo's waste since the turn of the 20th century and live in an area known locally as Manshiyat naser. Both are working together to pick up as much waste as possible within the city limits, though it remains a pressing problem.\r\nWater pollution is also a serious problem in the city as the sewer system tends to fail and overflow. On occasion, sewage has escaped onto the streets to create a health hazard. This problem is hoped to be solved by a new sewer system funded by the European Union, which could cope with the demand of the city. The dangerously high levels of mercury in the city's water system has global health officials concerned over related health risks.\r\n\r\n\r\n== International relations ==\r\nThe Headquarters of the Arab League is located in Tahrir Square, near the downtown business district of Cairo.\r\n\r\n\r\n=== Twin towns \u2013 sister cities ===\r\n\r\nCairo is twinned with:\r\n\r\n\r\n== Notable people ==\r\nZulfikar family, Egyptian noble family\r\nRabab Al-Kadhimi (1918\u20131998), dentist and poet\r\nWael Alaa (born 1987), musician known as Neobyrd\r\nGamal Aziz, also known as Gamal Mohammed Abdelaziz, former president and chief operating officer of Wynn Resorts, and former CEO of MGM Resorts International, indicted as part of the 2019 college admissions bribery scandal\r\nYasser Arafat (1929\u20132004), born Mohammed Abdel Rahman Abdel Raouf al-Qudwa al-Husseini, was the 3rd Chairman of The PLO and first president of the Palestinian Authority\r\nAbu Sa'id al-Afif, 15th-century Samaritan\r\nEzz El-Dine Zulficar, (1919\u20131963) was an Egyptian film director, screenwriter, actor and producer, known for his distinctive style, which blends romance and action. Zulficar was one of the most influential filmmakers in the Egyptian Cinema's golden age.", "start_char_idx": 58495, "end_char_idx": 62831, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "34df40a1-4c80-4cd5-be32-283874929a83": {"__data__": {"id_": "34df40a1-4c80-4cd5-be32-283874929a83", "embedding": null, "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4", "node_type": "4", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c1ece86c673ac23c59b750e380836235be7a9b799a6612a473ff892907eb943", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "bf43ba69-5715-4dce-963b-80977f91a99b", "node_type": "1", "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "4e05792881d27391749c5894a765856be3946dbacf6f31442e27272de42ac6e5", "class_name": "RelatedNodeInfo"}}, "text": "Zulficar was one of the most influential filmmakers in the Egyptian Cinema's golden age.\r\nBoutros Ghali (1922\u20132016), former Secretary-General of the United Nations\r\nDalida (1933\u20131987), Italian-Egyptian singer who lived most of her life in France, received 55 golden records and was the first singer to receive a diamond disc\r\nFarouk El-Baz (born 1938), an Egyptian American space scientist who worked with NASA to assist in the planning of scientific exploration of the Moon, including the selection of landing sites for the Apollo missions and the training of astronauts in lunar observations and photography\r\nAhmed Mourad Bey Zulfikar (1888\u20131945), Egyptian chief of police\r\nFreddy Elbaiady (born 1971), Egyptian politician\r\nMohamed ElBaradei (born 1942), former Director General of the International Atomic Energy Agency, 2005 Nobel Peace Prize laureate\r\nNourane Foster (born 1987), Cameroonian entrepreneur, politician and member of the National Assembly\r\nWilliam Donald Hamilton (1936\u20132000), British evolutionary biologist, was born in Cairo\r\nMauro Hamza (born 1965 or 1966), fencing coach\r\nTaco Hemingway (born 1990), Polish hip-hop artist\r\nDorothy Hodgkin (1910\u20131994), British chemist, credited with the development of protein crystallography, Nobel Prize in Chemistry in 1964\r\nNaguib Mahfouz (1911\u20132006), novelist, Nobel Prize in Literature laureate in 1988\r\nRoland Moreno (1945\u20132012), French inventor, engineer, humorist and author who invented the smart card\r\nGamal Abdel Nasser (1918\u20131970) was an Egyptian politician who served as the second President of Egypt from 1954 until his death in 1970.\r\nAhmed Sabri (1889\u20131955), painter\r\nDina Zulfikar (born 1962), film distributor and animal welfare activist\r\nMohamed Sobhi (born 1948), film, television and stage actor, and director\r\nBlessed Maria Caterina Troiani (1813\u20131887), a charitable activist\r\nMagdi Yacoub (born 1935), Egyptian-British cardiothoracic surgeon\r\nHesham Youssef, Egyptian diplomat\r\nAhmed Zulfikar (1952\u20132010), mechanical engineer and entrepreneur\r\nNaguib Sawiris (born 1954), businessman, 62nd richest person on Earth in 2007 list of billionaires, reaching US$10.0 billion with his company Orascom Telecom Holding\r\nYakub Kadri Karaosmano\u011flu (1889\u20131974), Turkish novelist\r\nMona Zulficar (born 1950), lawyer and human rights activist. She was included in the Forbes 2021 list of the \"100 most powerful businesswomen in the Arab region\".\r\nIsmail Pacha (1830\u20131895), was an Egyptian politician who served as Khedive of Egypt from 1863 to 1879\r\nAvi Cohen (1956\u20132010), Israeli international footballer\r\n\r\n\r\n== See also ==\r\nCharles Ayrout\r\nCultural tourism in Egypt\r\nList of buildings in Cairo\r\nList of cities and towns in Egypt\r\nOutline of Cairo\r\nOutline of Egypt\r\nArchitecture of Egypt\r\n\r\n\r\n== Explanatory notes ==\r\n\r\n\r\n== References ==\r\n\r\n\r\n=== Citations ===\r\n\r\n\r\n=== Works cited ===\r\n\r\n\r\n== Further reading ==\r\n\r\n\r\n== External links ==\r\n\r\nCairo City Government\r\nCoptic Churches of Cairo\r\n Geographic data related to Cairo at OpenStreetMap\r\nMap of Cairo, 1914. Eran Laor Cartographic Collection, The National Library of Israel.\r\nMaps of Cairo. Archived 18 October 2021 at the Wayback Machine Historic Cities Research Project. Archived 25 March 2022 at the Wayback Machine\r\n\r\n\r\n=== Photos and videos ===\r\nCairo 360-degree full-screen images\r\nCairo Travel Photos Pictures of Cairo published under Creative Commons License\r\nCall to Cairo Time-lapse film of Cairo cityscapes\r\nCairo, Egypt \u2013 video by Global Post\r\nPhotos of Cairo / Travel", "start_char_idx": 62743, "end_char_idx": 66247, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}}, "docstore/metadata": {"6a8f4b51-88c9-472f-9c6f-0520635c73ba": {"doc_hash": "e5a3d5160a7dce13d157b600e3a238eec12c6cf6084555cf551d8e48cf2228ea", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "799c4549-5d9d-4c64-8af7-4676588ffb64": {"doc_hash": "4d38ce85e8e48a6d80ba448007f4db6443e37836e59af01a7adbd565cb6bf225", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "f9714972-7064-440e-b039-f57dc234b988": {"doc_hash": "c1a1b38f42889a25424f10e83a9502c65d335a36d359f862cb67374a2ffdc923", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "44fb3f86-3f6e-4221-9993-c50e697233fb": {"doc_hash": "cdd67f2a211063bc3d66099c37f5ea8fb4b8dd0f5f965f54a3b89c31de6e7700", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "35cdd73b-a29a-4536-b1ce-4aa9aad08db2": {"doc_hash": "4bb3bfe6055343ea488ea09c2592aac08cb0ff381c557af1b7541e9a30c9c953", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "1ab90e13-45ec-4459-a028-6dea7fb8f605": {"doc_hash": "958cae3907818218b82b12bd72f99d7cb2659818f48366dabc3d828e881e1d86", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "2b10bffc-8844-4828-a3cd-207c98aa3a99": {"doc_hash": "fd1a69bebc54ac61c91153d64693a598bceb25920f8bbec0bfd7a555d6a4bf03", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "bfc160c3-9559-410f-a39d-f1187061e5f9": {"doc_hash": "ed13c0a2ae27ed89d6e4b9117c7876b5aef192a75ded48b730b7f03a311ce6f3", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "f72c9dc3-c654-455f-bc65-cb23e8a98525": {"doc_hash": "1e32c4a6371ba37926d5d6247e0ef572d3a6ef244641470c81406b30e1ad64be", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "883e236a-9959-4486-8a14-138d964d4f58": {"doc_hash": "c8a5b25d1e608fc49a1d355ab90320dccdc02adab3a795f2074b19aa222aa926", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "f6c1ca58-d981-4e35-a312-8473698aa75c": {"doc_hash": "fc20b9e568bac5b45f05baee228de9f3de656ee18a5c083415156e5f9ba2adcc", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "53bc879e-6281-4e7c-8e53-4edf85f52dbd": {"doc_hash": "9f38031349bf52f5bec0e240cec651fe45d7e6702f00febd08f0d82bc049a4c9", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "f33f466a-065d-425d-a467-95bcd01c2abb": {"doc_hash": "0c723363c7b5759d1330b4cb55528a77526f5c45ca4ba6770b8e13b803afa16e", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "af173660-8b24-4fe5-9dc0-66a3e7a33940": {"doc_hash": "9676dbe3a2d458ffef79e4cf85fb6884001e388ebcacd06b30e203c311cd86cc", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "8129cdf5-9539-42ff-87f8-bc9e697ce7d0": {"doc_hash": "c7e7bd73a3edb757eab0b030a65b1d7f06eb27fffcedb57c54e7212667ee12b6", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "edb718ac-4e5b-41ee-8a7d-0f4e971a50f2": {"doc_hash": "2cf45836049b6fdf382011ef9835cac1a7a42f6d7bbfe4ac15da1bafa07147ab", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "26330fe3-3673-4381-9ba5-ccbae9e52cf7": {"doc_hash": "8adc2fa05956db2e630bd10462a9a8c9f916a605e966f48b2e059d8369062833", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "bf43ba69-5715-4dce-963b-80977f91a99b": {"doc_hash": "4e05792881d27391749c5894a765856be3946dbacf6f31442e27272de42ac6e5", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}, "34df40a1-4c80-4cd5-be32-283874929a83": {"doc_hash": "e9d2ed1bfa2ad5bf396650e5955c66140042e28ef9d411a6d8dc4219f20a6088", "ref_doc_id": "fe3f8358-7b3e-420d-a168-f763f3559ca4"}}, "docstore/ref_doc_info": {"fe3f8358-7b3e-420d-a168-f763f3559ca4": {"node_ids": ["6a8f4b51-88c9-472f-9c6f-0520635c73ba", "799c4549-5d9d-4c64-8af7-4676588ffb64", "f9714972-7064-440e-b039-f57dc234b988", "44fb3f86-3f6e-4221-9993-c50e697233fb", "35cdd73b-a29a-4536-b1ce-4aa9aad08db2", "1ab90e13-45ec-4459-a028-6dea7fb8f605", "2b10bffc-8844-4828-a3cd-207c98aa3a99", "bfc160c3-9559-410f-a39d-f1187061e5f9", "f72c9dc3-c654-455f-bc65-cb23e8a98525", "883e236a-9959-4486-8a14-138d964d4f58", "f6c1ca58-d981-4e35-a312-8473698aa75c", "53bc879e-6281-4e7c-8e53-4edf85f52dbd", "f33f466a-065d-425d-a467-95bcd01c2abb", "af173660-8b24-4fe5-9dc0-66a3e7a33940", "8129cdf5-9539-42ff-87f8-bc9e697ce7d0", "edb718ac-4e5b-41ee-8a7d-0f4e971a50f2", "26330fe3-3673-4381-9ba5-ccbae9e52cf7", "bf43ba69-5715-4dce-963b-80977f91a99b", "34df40a1-4c80-4cd5-be32-283874929a83"], "metadata": {"file_path": "data\\Cairo.txt", "file_name": "Cairo.txt", "file_type": "text/plain", "file_size": 66748, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}}}}
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+Chicago is the most populous city in the U.S. state of Illinois and in the Midwestern United States. With a population of 2,746,388 in the 2020 census, it is the third-most populous city in the United States after New York City and Los Angeles. As the seat of Cook County, the second-most populous county in the U.S., Chicago is the center of the Chicago metropolitan area, which is often colloquially called "Chicagoland".
+Located on the shore of Lake Michigan, Chicago was incorporated as a city in 1837 near a portage between the Great Lakes and the Mississippi River watershed. It grew rapidly in the mid-19th century. In 1871, the Great Chicago Fire destroyed several square miles and left more than 100,000 homeless, but Chicago's population continued to grow. Chicago made noted contributions to urban planning and architecture, such as the Chicago School, the development of the City Beautiful Movement, and the steel-framed skyscraper.Chicago is an international hub for finance, culture, commerce, industry, education, technology, telecommunications, and transportation. It has the largest and most diverse derivatives market in the world, generating 20% of all volume in commodities and financial futures alone. O'Hare International Airport is routinely ranked among the world's top six busiest airports by passenger traffic, and the region is also the nation's railroad hub. The Chicago area has one of the highest gross domestic products (GDP) of any urban region in the world, generating $689 billion in 2018. Chicago's economy is diverse, with no single industry employing more than 14% of the workforce.Chicago is a major tourist destination. Chicago's culture has contributed much to the visual arts, literature, film, theater, comedy (especially improvisational comedy), food, dance, and music (particularly jazz, blues, soul, hip-hop, gospel, and electronic dance music, including house music). Chicago is home to the Chicago Symphony Orchestra and the Lyric Opera of Chicago, while the Art Institute of Chicago provides an influential visual arts museum and art school. The Chicago area also hosts the University of Chicago, Northwestern University, and the University of Illinois Chicago, among other institutions of learning. Chicago has professional sports teams in each of the major professional leagues, including two Major League Baseball teams.
+
+
+== Etymology and nicknames ==
+
+The name Chicago is derived from a French rendering of the indigenous Miami-Illinois word shikaakwa for a wild relative of the onion; it is known to botanists as Allium tricoccum and known more commonly as "ramps". The first known reference to the site of the current city of Chicago as "Checagou" was by Robert de LaSalle around 1679 in a memoir. Henri Joutel, in his journal of 1688, noted that the eponymous wild "garlic" grew profusely in the area. According to his diary of late September 1687:
+
+... when we arrived at the said place called "Chicagou" which, according to what we were able to learn of it, has taken this name because of the quantity of garlic which grows in the forests in this region.
+The city has had several nicknames throughout its history, such as the Windy City, Chi-Town, Second City, and City of the Big Shoulders.
+
+
+== History ==
+
+
+=== Beginnings ===
+In the mid-18th century, the area was inhabited by the Potawatomi, an indigenous tribe who had succeeded the Miami and Sauk and Fox peoples in this region.The first known permanent settler in Chicago was trader Jean Baptiste Point du Sable. Du Sable was of African descent, perhaps born in the French colony of Saint-Domingue (Haiti), and established the settlement in the 1780s. He is commonly known as the "Founder of Chicago".In 1795, following the victory of the new United States in the Northwest Indian War, an area that was to be part of Chicago was turned over to the U.S. for a military post by native tribes in accordance with the Treaty of Greenville. In 1803, the U.S. Army constructed Fort Dearborn, which was destroyed during the War of 1812 in the Battle of Fort Dearborn by the Potawatomi before being later rebuilt.After the War of 1812, the Ottawa, Ojibwe, and Potawatomi tribes ceded additional land to the United States in the 1816 Treaty of St. Louis. The Potawatomi were forcibly removed from their land after the 1833 Treaty of Chicago and sent west of the Mississippi River as part of the federal policy of Indian removal.
+
+
+=== 19th century ===
+
+On August 12, 1833, the Town of Chicago was organized with a population of about 200. Within seven years it grew to more than 6,000 people. On June 15, 1835, the first public land sales began with Edmund Dick Taylor as Receiver of Public Monies. The City of Chicago was incorporated on Saturday, March 4, 1837, and for several decades was the world's fastest-growing city.As the site of the Chicago Portage, the city became an important transportation hub between the eastern and western United States. Chicago's first railway, Galena and Chicago Union Railroad, and the Illinois and Michigan Canal opened in 1848. The canal allowed steamboats and sailing ships on the Great Lakes to connect to the Mississippi River.A flourishing economy brought residents from rural communities and immigrants from abroad. Manufacturing and retail and finance sectors became dominant, influencing the American economy. The Chicago Board of Trade (established 1848) listed the first-ever standardized "exchange-traded" forward contracts, which were called futures contracts.In the 1850s, Chicago gained national political prominence as the home of Senator Stephen Douglas, the champion of the Kansas–Nebraska Act and the "popular sovereignty" approach to the issue of the spread of slavery. These issues also helped propel another Illinoisan, Abraham Lincoln, to the national stage. Lincoln was nominated in Chicago for U.S. president at the 1860 Republican National Convention, which was held in a purpose-built auditorium called the Wigwam. He defeated Douglas in the general election, and this set the stage for the American Civil War.
+To accommodate rapid population growth and demand for better sanitation, the city improved its infrastructure. In February 1856, Chicago's Common Council approved Chesbrough's plan to build the United States' first comprehensive sewerage system. The project raised much of central Chicago to a new grade with the use of jackscrews for raising buildings. While elevating Chicago, and at first improving the city's health, the untreated sewage and industrial waste now flowed into the Chicago River, and subsequently into Lake Michigan, polluting the city's primary freshwater source.
+The city responded by tunneling two miles (3.2 km) out into Lake Michigan to newly built water cribs. In 1900, the problem of sewage contamination was largely resolved when the city completed a major engineering feat. It reversed the flow of the Chicago River so that the water flowed away from Lake Michigan rather than into it. This project began with the construction and improvement of the Illinois and Michigan Canal, and was completed with the Chicago Sanitary and Ship Canal that connects to the Illinois River, which flows into the Mississippi River.In 1871, the Great Chicago Fire destroyed an area about 4 miles (6.4 km) long and 1-mile (1.6 km) wide, a large section of the city at the time. Much of the city, including railroads and stockyards, survived intact, and from the ruins of the previous wooden structures arose more modern constructions of steel and stone. These set a precedent for worldwide construction. During its rebuilding period, Chicago constructed the world's first skyscraper in 1885, using steel-skeleton construction.The city grew significantly in size and population by incorporating many neighboring townships between 1851 and 1920, with the largest annexation happening in 1889, with five townships joining the city, including the Hyde Park Township, which now comprises most of the South Side of Chicago and the far southeast of Chicago, and the Jefferson Township, which now makes up most of Chicago's Northwest Side. The desire to join the city was driven by municipal services that the city could provide its residents.
+Chicago's flourishing economy attracted huge numbers of new immigrants from Europe and migrants from the Eastern United States. Of the total population in 1900, more than 77% were either foreign-born or born in the United States of foreign parentage. Germans, Irish, Poles, Swedes, and Czechs made up nearly two-thirds of the foreign-born population (by 1900, whites were 98.1% of the city's population).Labor conflicts followed the industrial boom and the rapid expansion of the labor pool, including the Haymarket affair on May 4, 1886, and in 1894 the Pullman Strike. Anarchist and socialist groups played prominent roles in creating very large and highly organized labor actions. Concern for social problems among Chicago's immigrant poor led Jane Addams and Ellen Gates Starr to found Hull House in 1889. Programs that were developed there became a model for the new field of social work.During the 1870s and 1880s, Chicago attained national stature as the leader in the movement to improve public health. City laws and later, state laws that upgraded standards for the medical profession and fought urban epidemics of cholera, smallpox, and yellow fever were both passed and enforced. These laws became templates for public health reform in other cities and states.The city established many large, well-landscaped municipal parks, which also included public sanitation facilities. The chief advocate for improving public health in Chicago was John H. Rauch, M.D. Rauch established a plan for Chicago's park system in 1866. He created Lincoln Park by closing a cemetery filled with shallow graves, and in 1867, in response to an outbreak of cholera he helped establish a new Chicago Board of Health. Ten years later, he became the secretary and then the president of the first Illinois State Board of Health, which carried out most of its activities in Chicago.In the 1800s, Chicago became the nation's railroad hub, and by 1910 over 20 railroads operated passenger service out of six different downtown terminals. In 1883, Chicago's railway managers needed a general time convention, so they developed the standardized system of North American time zones. This system for telling time spread throughout the continent.
+In 1893, Chicago hosted the World's Columbian Exposition on former marshland at the present location of Jackson Park. The Exposition drew 27.5 million visitors, and is considered the most influential world's fair in history. The University of Chicago, formerly at another location, moved to the same South Side location in 1892. The term "midway" for a fair or carnival referred originally to the Midway Plaisance, a strip of park land that still runs through the University of Chicago campus and connects the Washington and Jackson Parks.
+
+
+=== 20th and 21st centuries ===
+
+
+==== 1900 to 1939 ====
+During World War I and the 1920s there was a major expansion in industry. The availability of jobs attracted African Americans from the Southern United States. Between 1910 and 1930, the African American population of Chicago increased dramatically, from 44,103 to 233,903. This Great Migration had an immense cultural impact, called the Chicago Black Renaissance, part of the New Negro Movement, in art, literature, and music. Continuing racial tensions and violence, such as the Chicago race riot of 1919, also occurred.The ratification of the 18th amendment to the Constitution in 1919 made the production and sale (including exportation) of alcoholic beverages illegal in the United States. This ushered in the beginning of what is known as the gangster era, a time that roughly spans from 1919 until 1933 when Prohibition was repealed. The 1920s saw gangsters, including Al Capone, Dion O'Banion, Bugs Moran and Tony Accardo battle law enforcement and each other on the streets of Chicago during the Prohibition era. Chicago was the location of the infamous St. Valentine's Day Massacre in 1929, when Al Capone sent men to gun down members of a rival gang, North Side, led by Bugs Moran.Chicago was the first American city to have a homosexual-rights organization. The organization, formed in 1924, was called the Society for Human Rights. It produced the first American publication for homosexuals, Friendship and Freedom. Police and political pressure caused the organization to disband.The Great Depression brought unprecedented suffering to Chicago, in no small part due to the city's heavy reliance on heavy industry. Notably, industrial areas on the south side and neighborhoods lining both branches of the Chicago River were devastated; by 1933 over 50% of industrial jobs in the city had been lost, and unemployment rates amongst blacks and Mexicans in the city were over 40%. The Republican political machine in Chicago was utterly destroyed by the economic crisis, and every mayor since 1931 has been a Democrat.From 1928 to 1933, the city witnessed a tax revolt, and the city was unable to meet payroll or provide relief efforts. The fiscal crisis was resolved by 1933, and at the same time, federal relief funding began to flow into Chicago. Chicago was also a hotbed of labor activism, with Unemployed Councils contributing heavily in the early depression to create solidarity for the poor and demand relief; these organizations were created by socialist and communist groups. By 1935 the Workers Alliance of America begun organizing the poor, workers, the unemployed. In the spring of 1937 Republic Steel Works witnessed the Memorial Day massacre of 1937 in the neighborhood of East Side.
+In 1933, Chicago Mayor Anton Cermak was fatally wounded in Miami, Florida, during a failed assassination attempt on President-elect Franklin D. Roosevelt. In 1933 and 1934, the city celebrated its centennial by hosting the Century of Progress International Exposition World's Fair. The theme of the fair was technological innovation over the century since Chicago's founding.
+
+
+==== 1940 to 1979 ====
+During World War II, the city of Chicago alone produced more steel than the United Kingdom every year from 1939 – 1945, and more than Nazi Germany from 1943 – 1945.
+The Great Migration, which had been on pause due to the Depression, resumed at an even faster pace in the second wave, as hundreds of thousands of blacks from the South arrived in the city to work in the steel mills, railroads, and shipping yards.On December 2, 1942, physicist Enrico Fermi conducted the world's first controlled nuclear reaction at the University of Chicago as part of the top-secret Manhattan Project. This led to the creation of the atomic bomb by the United States, which it used in World War II in 1945.Mayor Richard J. Daley, a Democrat, was elected in 1955, in the era of machine politics. In 1956, the city conducted its last major expansion when it annexed the land under O'Hare airport, including a small portion of DuPage County.By the 1960s, white residents in several neighborhoods left the city for the suburban areas – in many American cities, a process known as white flight – as Blacks continued to move beyond the Black Belt. While home loan discriminatory redlining against blacks continued, the real estate industry practiced what became known as blockbusting, completely changing the racial composition of whole neighborhoods. Structural changes in industry, such as globalization and job outsourcing, caused heavy job losses for lower-skilled workers. At its peak during the 1960s, some 250,000 workers were employed in the steel industry in Chicago, but the steel crisis of the 1970s and 1980s reduced this number to just 28,000 in 2015. In 1966, Martin Luther King Jr. and Albert Raby led the Chicago Freedom Movement, which culminated in agreements between Mayor Richard J. Daley and the movement leaders.Two years later, the city hosted the tumultuous 1968 Democratic National Convention, which featured physical confrontations both inside and outside the convention hall, with anti-war protesters, journalists and bystanders being beaten by police. Major construction projects, including the Sears Tower (now known as the Willis Tower, which in 1974 became the world's tallest building), University of Illinois at Chicago, McCormick Place, and O'Hare International Airport, were undertaken during Richard J. Daley's tenure. In 1979, Jane Byrne, the city's first female mayor, was elected. She was notable for temporarily moving into the crime-ridden Cabrini-Green housing project and for leading Chicago's school system out of a financial crisis.
+
+
+==== 1980 to present ====
+In 1983, Harold Washington became the first black mayor of Chicago. Washington's first term in office directed attention to poor and previously neglected minority neighborhoods. He was re‑elected in 1987 but died of a heart attack soon after. Washington was succeeded by 6th ward alderperson Eugene Sawyer, who was elected by the Chicago City Council and served until a special election.
+Richard M. Daley, son of Richard J. Daley, was elected in 1989. His accomplishments included improvements to parks and creating incentives for sustainable development, as well as closing Meigs Field in the middle of the night and destroying the runways. After successfully running for re-election five times, and becoming Chicago's longest-serving mayor, Richard M. Daley declined to run for a seventh term.In 1992, a construction accident near the Kinzie Street Bridge produced a breach connecting the Chicago River to a tunnel below, which was part of an abandoned freight tunnel system extending throughout the downtown Loop district. The tunnels filled with 250 million US gallons (1,000,000 m3) of water, affecting buildings throughout the district and forcing a shutdown of electrical power. The area was shut down for three days and some buildings did not reopen for weeks; losses were estimated at $1.95 billion.On February 23, 2011, Rahm Emanuel, a former White House Chief of Staff and member of the House of Representatives, won the mayoral election. Emanuel was sworn in as mayor on May 16, 2011, and won re-election in 2015. Lori Lightfoot, the city's first African American woman mayor and its first openly LGBTQ mayor, was elected to succeed Emanuel as mayor in 2019. All three city-wide elective offices were held by women (and women of color) for the first time in Chicago history: in addition to Lightfoot, the city clerk was Anna Valencia and the city treasurer was Melissa Conyears-Ervin.On May 15, 2023, Brandon Johnson assumed office as the 57th mayor of Chicago.
+
+
+== Geography ==
+
+
+=== Topography ===
+Chicago is located in northeastern Illinois on the southwestern shores of freshwater Lake Michigan. It is the principal city in the Chicago metropolitan area, situated in both the Midwestern United States and the Great Lakes region. The city rests on a continental divide at the site of the Chicago Portage, connecting the Mississippi River and the Great Lakes watersheds. In addition to it lying beside Lake Michigan, two rivers—the Chicago River in downtown and the Calumet River in the industrial far South Side—flow either entirely or partially through the city.Chicago's history and economy are closely tied to its proximity to Lake Michigan. While the Chicago River historically handled much of the region's waterborne cargo, today's huge lake freighters use the city's Lake Calumet Harbor on the South Side. The lake also provides another positive effect: moderating Chicago's climate, making waterfront neighborhoods slightly warmer in winter and cooler in summer.When Chicago was founded in 1837, most of the early building was around the mouth of the Chicago River, as can be seen on a map of the city's original 58 blocks. The overall grade of the city's central, built-up areas is relatively consistent with the natural flatness of its overall natural geography, generally exhibiting only slight differentiation otherwise. The average land elevation is 579 ft (176.5 m) above sea level. While measurements vary somewhat, the lowest points are along the lake shore at 578 ft (176.2 m), while the highest point, at 672 ft (205 m), is the morainal ridge of Blue Island in the city's far south side.Lake Shore Drive runs adjacent to a large portion of Chicago's waterfront. Some of the parks along the waterfront include Lincoln Park, Grant Park, Burnham Park, and Jackson Park. There are 24 public beaches across 26 miles (42 km) of the waterfront. Landfill extends into portions of the lake providing space for Navy Pier, Northerly Island, the Museum Campus, and large portions of the McCormick Place Convention Center. Most of the city's high-rise commercial and residential buildings are close to the waterfront.
+An informal name for the entire Chicago metropolitan area is "Chicagoland", which generally means the city and all its suburbs, though different organizations have slightly different definitions.
+
+
+=== Communities ===
+
+Major sections of the city include the central business district, called the Loop, and the North, South, and West Sides. The three sides of the city are represented on the Flag of Chicago by three horizontal white stripes. The North Side is the most-densely-populated residential section of the city, and many high-rises are located on this side of the city along the lakefront. The South Side is the largest section of the city, encompassing roughly 60% of the city's land area. The South Side contains most of the facilities of the Port of Chicago.In the late-1920s, sociologists at the University of Chicago subdivided the city into 77 distinct community areas, which can further be subdivided into over 200 informally defined neighborhoods.
+
+
+=== Streetscape ===
+
+Chicago's streets were laid out in a street grid that grew from the city's original townsite plot, which was bounded by Lake Michigan on the east, North Avenue on the north, Wood Street on the west, and 22nd Street on the south. Streets following the Public Land Survey System section lines later became arterial streets in outlying sections. As new additions to the city were platted, city ordinance required them to be laid out with eight streets to the mile in one direction and sixteen in the other direction, about one street per 200 meters in one direction and one street per 100 meters in the other direction. The grid's regularity provided an efficient means of developing new real estate property. A scattering of diagonal streets, many of them originally Native American trails, also cross the city (Elston, Milwaukee, Ogden, Lincoln, etc.). Many additional diagonal streets were recommended in the Plan of Chicago, but only the extension of Ogden Avenue was ever constructed.In 2016, Chicago was ranked the sixth-most walkable large city in the United States. Many of the city's residential streets have a wide patch of grass or trees between the street and the sidewalk itself. This helps to keep pedestrians on the sidewalk further away from the street traffic. Chicago's Western Avenue is the longest continuous urban street in the world. Other notable streets include Michigan Avenue, State Street, 95th Street, Cicero Avenue, Clark Street, and Belmont Avenue. The City Beautiful movement inspired Chicago's boulevards and parkways.
+
+
+=== Architecture ===
+
+The destruction caused by the Great Chicago Fire led to the largest building boom in the history of the nation. In 1885, the first steel-framed high-rise building, the Home Insurance Building, rose in the city as Chicago ushered in the skyscraper era, which would then be followed by many other cities around the world. Today, Chicago's skyline is among the world's tallest and densest.Some of the United States' tallest towers are located in Chicago; Willis Tower (formerly Sears Tower) is the second tallest building in the Western Hemisphere after One World Trade Center, and Trump International Hotel and Tower is the third tallest in the country. The Loop's historic buildings include the Chicago Board of Trade Building, the Fine Arts Building, 35 East Wacker, and the Chicago Building, 860-880 Lake Shore Drive Apartments by Mies van der Rohe. Many other architects have left their impression on the Chicago skyline such as Daniel Burnham, Louis Sullivan, Charles B. Atwood, John Root, and Helmut Jahn.The Merchandise Mart, once first on the list of largest buildings in the world, currently listed as 44th-largest 2013 as September 9, 2013, had its own zip code until 2008, and stands near the junction of the North and South branches of the Chicago River. Presently, the four tallest buildings in the city are Willis Tower (formerly the Sears Tower, also a building with its own zip code), Trump International Hotel and Tower, the Aon Center (previously the Standard Oil Building), and the John Hancock Center. Industrial districts, such as some areas on the South Side, the areas along the Chicago Sanitary and Ship Canal, and the Northwest Indiana area are clustered.Chicago gave its name to the Chicago School and was home to the Prairie School, two movements in architecture. Multiple kinds and scales of houses, townhouses, condominiums, and apartment buildings can be found throughout Chicago. Large swaths of the city's residential areas away from the lake are characterized by brick bungalows built from the early 20th century through the end of World War II. Chicago is also a prominent center of the Polish Cathedral style of church architecture. The Chicago suburb of Oak Park was home to famous architect Frank Lloyd Wright, who had designed The Robie House located near the University of Chicago.A popular tourist activity is to take an architecture boat tour along the Chicago River.
+
+
+=== Monuments and public art ===
+
+Chicago is famous for its outdoor public art with donors establishing funding for such art as far back as Benjamin Ferguson's 1905 trust. A number of Chicago's public art works are by modern figurative artists. Among these are Chagall's Four Seasons; the Chicago Picasso; Miro's Chicago; Calder's Flamingo; Oldenburg's Batcolumn; Moore's Large Interior Form, 1953-54, Man Enters the Cosmos and Nuclear Energy; Dubuffet's Monument with Standing Beast, Abakanowicz's Agora; and, Anish Kapoor's Cloud Gate which has become an icon of the city. Some events which shaped the city's history have also been memorialized by art works, including the Great Northern Migration (Saar) and the centennial of statehood for Illinois. Finally, two fountains near the Loop also function as monumental works of art: Plensa's Crown Fountain as well as Burnham and Bennett's Buckingham Fountain.
+
+
+=== Climate ===
+
+The city lies within the typical hot-summer humid continental climate (Köppen: Dfa), and experiences four distinct seasons. Summers are hot and humid, with frequent heat waves. The July daily average temperature is 75.4 °F (24.1 °C), with afternoon temperatures peaking at 84.5 °F (29.2 °C). In a normal summer, temperatures reach at least 90 °F (32 °C) on 17 days, with lakefront locations staying cooler when winds blow off the lake. Winters are relatively cold and snowy. Blizzards do occur, such as in winter 2011. There are many sunny but cold days. The normal winter high from December through March is about 36 °F (2 °C). January and February are the coldest months. A polar vortex in January 2019 nearly broke the city's cold record of −27 °F (−33 °C), which was set on January 20, 1985. Measurable snowfall can continue through the first or second week of April.Spring and autumn are mild, short seasons, typically with low humidity. Dew point temperatures in the summer range from an average of 55.8 °F (13.2 °C) in June to 61.7 °F (16.5 °C) in July. They can reach nearly 80 °F (27 °C), such as during the July 2019 heat wave. The city lies within USDA plant hardiness zone 6a, transitioning to 5b in the suburbs.According to the National Weather Service, Chicago's highest official temperature reading of 105 °F (41 °C) was recorded on July 24, 1934. Midway Airport reached 109 °F (43 °C) one day prior and recorded a heat index of 125 °F (52 °C) during the 1995 heatwave. The lowest official temperature of −27 °F (−33 °C) was recorded on January 20, 1985, at O'Hare Airport. Most of the city's rainfall is brought by thunderstorms, averaging 38 a year. The region is prone to severe thunderstorms during the spring and summer which can produce large hail, damaging winds, and occasionally tornadoes.Like other major cities, Chicago experiences an urban heat island, making the city and its suburbs milder than surrounding rural areas, especially at night and in winter. The proximity to Lake Michigan tends to keep the Chicago lakefront somewhat cooler in summer and less brutally cold in winter than inland parts of the city and suburbs away from the lake. Northeast winds from wintertime cyclones departing south of the region sometimes bring the city lake-effect snow.
+
+
+=== Time zone ===
+As in the rest of the state of Illinois, Chicago forms part of the Central Time Zone. The border with the Eastern Time Zone is located a short distance to the east, used in Michigan and certain parts of Indiana.
+
+
+== Demographics ==
+
+During its first hundred years, Chicago was one of the fastest-growing cities in the world. When founded in 1833, fewer than 200 people had settled on what was then the American frontier. By the time of its first census, seven years later, the population had reached over 4,000. In the forty years from 1850 to 1890, the city's population grew from slightly under 30,000 to over 1 million. At the end of the 19th century, Chicago was the fifth-largest city in the world, and the largest of the cities that did not exist at the dawn of the century. Within sixty years of the Great Chicago Fire of 1871, the population went from about 300,000 to over 3 million, and reached its highest ever recorded population of 3.6 million for the 1950 census.
+From the last two decades of the 19th century, Chicago was the destination of waves of immigrants from Ireland, Southern, Central and Eastern Europe, including Italians, Jews, Russians, Poles, Greeks, Lithuanians, Bulgarians, Albanians, Romanians, Turkish, Croatians, Serbs, Bosnians, Montenegrins and Czechs. To these ethnic groups, the basis of the city's industrial working class, were added an additional influx of African Americans from the American South—with Chicago's black population doubling between 1910 and 1920 and doubling again between 1920 and 1930. Chicago has a significant Bosnian population, many of whom arrived in the 1990s and 2000s.In the 1920s and 1930s, the great majority of African Americans moving to Chicago settled in a so‑called "Black Belt" on the city's South Side. A large number of blacks also settled on the West Side. By 1930, two-thirds of Chicago's black population lived in sections of the city which were 90% black in racial composition. Around that time, a lesser known fact about African Americans on the North Side is that the block of 4600 Winthrop Avenue in Uptown was the only block African Americans could live or open establishments. Chicago's South Side emerged as United States second-largest urban black concentration, following New York's Harlem. In 1990, Chicago's South Side and the adjoining south suburbs constituted the largest black majority region in the entire United States. Since the 1980s, Chicago has had a massive exodus of  African Americans (primarily from the South and West sides) to its suburbs or outside its metropolitan area. The above average crime and cost of living were leading reasons for the fast declining African American population in Chicago.Most of Chicago's foreign-born population were born in Mexico, Poland and India.Chicago's population declined in the latter half of the 20th century, from over 3.6 million in 1950 down to under 2.7 million by 2010. By the time of the official census count in 1990, it was overtaken by Los Angeles as the United States' second largest city.The city has seen a rise in population for the 2000 census and after a decrease in 2010, it rose again for the 2020 census.According to U.S. census estimates as of July 2019, Chicago's largest racial or ethnic group is non-Hispanic White at 32.8% of the population, Blacks at 30.1% and the Hispanic population at 29.0% of the population.
+Chicago has the third-largest LGBT population in the United States. In 2018, the Chicago Department of Health, estimated 7.5% of the adult population, approximately 146,000 Chicagoans, were LGBTQ. In 2015, roughly 4% of the population identified as LGBT. Since the 2013 legalization of same-sex marriage in Illinois, over 10,000 same-sex couples have wed in Cook County, a majority of them in Chicago.Chicago became a "de jure" sanctuary city in 2012 when Mayor Rahm Emanuel and the City Council passed the Welcoming City Ordinance.According to the U.S. Census Bureau's American Community Survey data estimates for 2008–2012, the median income for a household in the city was $47,408, and the median income for a family was $54,188. Male full-time workers had a median income of $47,074 versus $42,063 for females. About 18.3% of families and 22.1% of the population lived below the poverty line. In 2018, Chicago ranked seventh globally for the highest number of ultra-high-net-worth residents with roughly 3,300 residents worth more than $30 million.According to the 2008–2012 American Community Survey, the ancestral groups having 10,000 or more persons in Chicago were:
+
+Persons identifying themselves in "Other groups" were classified at 1.72 million, and unclassified or not reported were approximately 153,000.
+
+
+=== Religion ===
+
+According to a 2014 study by the Pew Research Center, Christianity is the most prevalently practiced religion in Chicago (71%), with the city being the fourth-most religious metropolis in the United States after Dallas, Atlanta and Houston. Roman Catholicism and Protestantism are the largest branches (34% and 35% respectively), followed by Eastern Orthodoxy and Jehovah's Witnesses with 1% each. Chicago also has a sizable non-Christian population. Non-Christian groups include Irreligious (22%), Judaism (3%), Islam (2%), Buddhism (1%) and Hinduism (1%).Chicago is the headquarters of several religious denominations, including the Evangelical Covenant Church and the Evangelical Lutheran Church in America. It is the seat of several dioceses. The Fourth Presbyterian Church is one of the largest Presbyterian congregations in the United States based on memberships. Since the 20th century Chicago has also been the headquarters of the Assyrian Church of the East. In 2014 the Catholic Church was the largest individual Christian denomination (34%), with the Roman Catholic Archdiocese of Chicago being the largest Catholic jurisdiction. Evangelical Protestantism form the largest theological Protestant branch (16%), followed by Mainline Protestants (11%), and historically Black churches (8%). Among denominational Protestant branches, Baptists formed the largest group in Chicago (10%); followed by Nondenominational (5%); Lutherans (4%); and Pentecostals (3%).Non-Christian faiths accounted for 7% of the religious population in 2014. Judaism has at least 261,000 adherents which is 3% of the population, making it the second largest religion. A 2020 study estimated the total Jewish population of the Chicago metropolitan area, both religious and irreligious, at 319,500.The first two Parliament of the World's Religions in 1893 and 1993 were held in Chicago. Many international religious leaders have visited Chicago, including Mother Teresa, the Dalai Lama and Pope John Paul II in 1979.
+
+
+== Economy ==
+
+Chicago has the third-largest gross metropolitan product in the United States—about $670.5 billion according to September 2017 estimates. The city has also been rated as having the most balanced economy in the United States, due to its high level of diversification. The Chicago metropolitan area has the third-largest science and engineering work force of any metropolitan area in the nation. Chicago was the base of commercial operations for industrialists John Crerar, John Whitfield Bunn, Richard Teller Crane, Marshall Field, John Farwell, Julius Rosenwald, and many other commercial visionaries who laid the foundation for Midwestern and global industry.
+Chicago is a major world financial center, with the second-largest central business district in the United States, following Midtown Manhattan. The city is the seat of the Federal Reserve Bank of Chicago, the Bank's Seventh District. The city has major financial and futures exchanges, including the Chicago Stock Exchange, the Chicago Board Options Exchange (CBOE), and the Chicago Mercantile Exchange (the "Merc"), which is owned, along with the Chicago Board of Trade (CBOT), by Chicago's CME Group. In 2017, Chicago exchanges traded 4.7 billion in derivatives. Chase Bank has its commercial and retail banking headquarters in Chicago's Chase Tower. Academically, Chicago has been influential through the Chicago school of economics, which fielded 12 Nobel Prize winners.
+The city and its surrounding metropolitan area contain the third-largest labor pool in the United States with about 4.63 million workers. Illinois is home to 66 Fortune 1000 companies, including those in Chicago. The city of Chicago also hosts 12 Fortune Global 500 companies and 17 Financial Times 500 companies. The city claims three Dow 30 companies: aerospace giant Boeing, which moved its headquarters from Seattle to the Chicago Loop in 2001; McDonald's; and Walgreens Boots Alliance. For six consecutive years from 2013 through 2018, Chicago was ranked the nation's top metropolitan area for corporate relocations. However, three Fortune 500 companies left Chicago in 2022, leaving the city with 35, still second to New York City.Manufacturing, printing, publishing, and food processing also play major roles in the city's economy. Several medical products and services companies are headquartered in the Chicago area, including Baxter International, Boeing, Abbott Laboratories, and the Healthcare division of General Electric. Prominent food companies based in Chicago include the world headquarters of Conagra, Ferrara Candy Company, Kraft Heinz, McDonald's, Mondelez International, and Quaker Oats. Chicago has been a hub of the retail sector since its early development, with Montgomery Ward, Sears, and Marshall Field's. Today the Chicago metropolitan area is the headquarters of several retailers, including Walgreens, Sears, Ace Hardware, Claire's, ULTA Beauty, and Crate & Barrel.Late in the 19th century, Chicago was part of the bicycle craze, with the Western Wheel Company, which introduced stamping to the production process and significantly reduced costs, while early in the 20th century, the city was part of the automobile revolution, hosting the Brass Era car builder Bugmobile, which was founded there in 1907. Chicago was also the site of the Schwinn Bicycle Company.
+Chicago is a major world convention destination. The city's main convention center is McCormick Place. With its four interconnected buildings, it is the largest convention center in the nation and third-largest in the world. Chicago also ranks third in the U.S. (behind Las Vegas and Orlando) in number of conventions hosted annually.Chicago's minimum wage for non-tipped employees is one of the highest in the nation and reached $15 in 2021.
+
+
+== Culture and contemporary life ==
+
+The city's waterfront location and nightlife has attracted residents and tourists alike. Over a third of the city population is concentrated in the lakefront neighborhoods from Rogers Park in the north to South Shore in the south. The city has many upscale dining establishments as well as many ethnic restaurant districts. These districts include the Mexican American neighborhoods, such as Pilsen along 18th street, and La Villita along 26th Street; the Puerto Rican enclave of Paseo Boricua in the Humboldt Park neighborhood; Greektown, along South Halsted Street, immediately west of downtown; Little Italy, along Taylor Street; Chinatown in Armour Square; Polish Patches in West Town; Little Seoul in Albany Park around Lawrence Avenue; Little Vietnam near Broadway in Uptown; and the Desi area, along Devon Avenue in West Ridge.Downtown is the center of Chicago's financial, cultural, governmental and commercial institutions and the site of Grant Park and many of the city's skyscrapers. Many of the city's financial institutions, such as the CBOT and the Federal Reserve Bank of Chicago, are located within a section of downtown called "The Loop", which is an eight-block by five-block area of city streets that is encircled by elevated rail tracks. The term "The Loop" is largely used by locals to refer to the entire downtown area as well. The central area includes the Near North Side, the Near South Side, and the Near West Side, as well as the Loop. These areas contribute famous skyscrapers, abundant restaurants, shopping, museums, a stadium for the Chicago Bears, convention facilities, parkland, and beaches.
+Lincoln Park contains the Lincoln Park Zoo and the Lincoln Park Conservatory. The River North Gallery District features the nation's largest concentration of contemporary art galleries outside of New York City.Lakeview is home to Boystown, the city's large LGBT nightlife and culture center. The Chicago Pride Parade, held the last Sunday in June, is one of the world's largest with over a million people in attendance.
+North Halsted Street is the main thoroughfare of Boystown.The South Side neighborhood of Hyde Park is the home of former U.S. President Barack Obama. It also contains the University of Chicago, ranked one of the world's top ten universities, and the Museum of Science and Industry. The 6-mile (9.7 km) long Burnham Park stretches along the waterfront of the South Side. Two of the city's largest parks are also located on this side of the city: Jackson Park, bordering the waterfront, hosted the World's Columbian Exposition in 1893, and is the site of the aforementioned museum; and slightly west sits Washington Park. The two parks themselves are connected by a wide strip of parkland called the Midway Plaisance, running adjacent to the University of Chicago. The South Side hosts one of the city's largest parades, the annual African American Bud Billiken Parade and Picnic, which travels through Bronzeville to Washington Park. Ford Motor Company has an automobile assembly plant on the South Side in Hegewisch, and most of the facilities of the Port of Chicago are also on the South Side.The West Side holds the Garfield Park Conservatory, one of the largest collections of tropical plants in any U.S. city. Prominent Latino cultural attractions found here include Humboldt Park's Institute of Puerto Rican Arts and Culture and the annual Puerto Rican People's Parade, as well as the National Museum of Mexican Art and St. Adalbert's Church in Pilsen. The Near West Side holds the University of Illinois at Chicago and was once home to Oprah Winfrey's Harpo Studios, the site of which has been rebuilt as the global headquarters of McDonald's.The city's distinctive accent, made famous by its use in classic films like The Blues Brothers and television programs like the Saturday Night Live skit "Bill Swerski's Superfans", is an advanced form of Inland Northern American English. This dialect can also be found in other cities bordering the Great Lakes such as Cleveland, Milwaukee, Detroit, and Rochester, New York, and most prominently features a rearrangement of certain vowel sounds, such as the short 'a' sound as in "cat," which can sound more like "kyet" to outsiders. The accent remains well associated with the city.
+
+
+=== Entertainment and the arts ===
+
+Renowned Chicago theater companies include the Goodman Theatre in the Loop; the Steppenwolf Theatre Company and Victory Gardens Theater in Lincoln Park; and the Chicago Shakespeare Theater at Navy Pier. Broadway In Chicago offers Broadway-style entertainment at five theaters: the Nederlander Theatre, CIBC Theatre, Cadillac Palace Theatre, Auditorium Building of Roosevelt University, and Broadway Playhouse at Water Tower Place. Polish language productions for Chicago's large Polish speaking population can be seen at the historic Gateway Theatre in Jefferson Park. Since 1968, the Joseph Jefferson Awards are given annually to acknowledge excellence in theater in the Chicago area. Chicago's theater community spawned modern improvisational theater, and includes the prominent groups The Second City and I.O. (formerly ImprovOlympic).The Chicago Symphony Orchestra (CSO) performs at Symphony Center, and is recognized as one of the best orchestras in the world. Also performing regularly at Symphony Center is the Chicago Sinfonietta, a more diverse and multicultural counterpart to the CSO. In the summer, many outdoor concerts are given in Grant Park and Millennium Park. Ravinia Festival, located 25 miles (40 km) north of Chicago, is the summer home of the CSO, and is a favorite destination for many Chicagoans. The Civic Opera House is home to the Lyric Opera of Chicago. The Lithuanian Opera Company of Chicago was founded by Lithuanian Chicagoans in 1956, and presents operas in Lithuanian.
+The Joffrey Ballet and Chicago Festival Ballet perform in various venues, including the Harris Theater in Millennium Park. Chicago has several other contemporary and jazz dance troupes, such as the Hubbard Street Dance Chicago and Chicago Dance Crash.
+Other live-music genre which are part of the city's cultural heritage include Chicago blues, Chicago soul, jazz, and gospel. The city is the birthplace of house music (a popular form of electronic dance music) and industrial music, and is the site of an influential hip hop scene. In the 1980s and 90s, the city was the global center for house and industrial music, two forms of music created in Chicago, as well as being popular for alternative rock, punk, and new wave. The city has been a center for rave culture, since the 1980s. A flourishing independent rock music culture brought forth Chicago indie. Annual festivals feature various acts, such as Lollapalooza and the Pitchfork Music Festival. Lollapalooza originated in Chicago in 1991 and at first travelled to many cities, but as of 2005 its home has been Chicago. A 2007 report on the Chicago music industry by the University of Chicago Cultural Policy Center ranked Chicago third among metropolitan U.S. areas in "size of music industry" and fourth among all U.S. cities in "number of concerts and performances".Chicago has a distinctive fine art tradition. For much of the twentieth century, it nurtured a strong style of figurative surrealism, as in the works of Ivan Albright and Ed Paschke. In 1968 and 1969, members of the Chicago Imagists, such as Roger Brown, Leon Golub, Robert Lostutter, Jim Nutt, and Barbara Rossi produced bizarre representational paintings. Henry Darger is one of the most celebrated figures of outsider art.
+
+
+=== Tourism ===
+
+In 2014, Chicago attracted 50.17 million domestic leisure travelers, 11.09 million domestic business travelers and 1.308 million overseas visitors. These visitors contributed more than US$13.7 billion to Chicago's economy. Upscale shopping along the Magnificent Mile and State Street, thousands of restaurants, as well as Chicago's eminent architecture, continue to draw tourists. The city is the United States' third-largest convention destination. A 2017 study by Walk Score ranked Chicago the sixth-most walkable of fifty largest cities in the United States. Most conventions are held at McCormick Place, just south of Soldier Field. Navy Pier, located just east of Streeterville, is 3,000 ft (910 m) long and houses retail stores, restaurants, museums, exhibition halls and auditoriums. Chicago was the first city in the world to ever erect a ferris wheel. The Willis Tower (formerly named Sears Tower) is a popular destination for tourists.
+
+
+=== Museums ===
+
+Among the city's museums are the Adler Planetarium & Astronomy Museum, the Field Museum of Natural History, and the Shedd Aquarium. The Museum Campus joins the southern section of Grant Park, which includes the renowned Art Institute of Chicago. Buckingham Fountain anchors the downtown park along the lakefront. The University of Chicago's Institute for the Study of Ancient Cultures, West Asia & North Africa has an extensive collection of ancient Egyptian and Near Eastern archaeological artifacts. Other museums and galleries in Chicago include the Chicago History Museum, the Driehaus Museum, the DuSable Museum of African American History, the Museum of Contemporary Art, the Peggy Notebaert Nature Museum, the Polish Museum of America, the Museum of Broadcast Communications, the Pritzker Military Library, the Chicago Architecture Foundation, and the Museum of Science and Industry.
+
+
+=== Cuisine ===
+
+Chicago lays claim to a large number of regional specialties that reflect the city's ethnic and working-class roots. Included among these are its nationally renowned deep-dish pizza; this style is said to have originated at Pizzeria Uno. The Chicago-style thin crust is also popular in the city. Certain Chicago pizza favorites include Lou Malnati's and Giordano's.The Chicago-style hot dog, typically an all-beef hot dog, is loaded with an array of toppings that often includes pickle relish, yellow mustard, pickled sport peppers, tomato wedges, dill pickle spear and topped off with celery salt on a poppy seed bun. Enthusiasts of the Chicago-style hot dog frown upon the use of ketchup as a garnish, but may prefer to add giardiniera.
+A distinctly Chicago sandwich, the Italian beef sandwich is thinly sliced beef simmered in au jus and served on an Italian roll with sweet peppers or spicy giardiniera. A popular modification is the Combo—an Italian beef sandwich with the addition of an Italian sausage. The Maxwell Street Polish is a grilled or deep-fried kielbasa—on a hot dog roll, topped with grilled onions, yellow mustard, and hot sport peppers.Chicken Vesuvio is roasted bone-in chicken cooked in oil and garlic next to garlicky oven-roasted potato wedges and a sprinkling of green peas. The Puerto Rican-influenced jibarito is a sandwich made with flattened, fried green plantains instead of bread. The mother-in-law is a tamale topped with chili and served on a hot dog bun. The tradition of serving the Greek dish saganaki while aflame has its origins in Chicago's Greek community. The appetizer, which consists of a square of fried cheese, is doused with Metaxa and flambéed table-side. Chicago-style barbecue features hardwood smoked rib tips and hot links which were traditionally cooked in an aquarium smoker, a Chicago invention. Annual festivals feature various Chicago signature dishes, such as Taste of Chicago and the Chicago Food Truck Festival.One of the world's most decorated restaurants and a recipient of three Michelin stars, Alinea is located in Chicago. Well-known chefs who have had restaurants in Chicago include: Charlie Trotter, Rick Tramonto, Grant Achatz, and Rick Bayless. In 2003, Robb Report named Chicago the country's "most exceptional dining destination".
+
+
+=== Literature ===
+
+Chicago literature finds its roots in the city's tradition of lucid, direct journalism, lending to a strong tradition of social realism. In the Encyclopedia of Chicago, Northwestern University Professor Bill Savage describes Chicago fiction as prose which tries to "capture the essence of the city, its spaces and its people." The challenge for early writers was that Chicago was a frontier outpost that transformed into a global metropolis in the span of two generations. Narrative fiction of that time, much of it in the style of "high-flown romance" and "genteel realism", needed a new approach to describe the urban social, political, and economic conditions of Chicago. Nonetheless, Chicagoans worked hard to create a literary tradition that would stand the test of time, and create a "city of feeling" out of concrete, steel, vast lake, and open prairie. Much notable Chicago fiction focuses on the city itself, with social criticism keeping exultation in check.
+At least three short periods in the history of Chicago have had a lasting influence on American literature. These include from the time of the Great Chicago Fire to about 1900, what became known as the Chicago Literary Renaissance in the 1910s and early 1920s, and the period of the Great Depression through the 1940s.
+What would become the influential Poetry magazine was founded in 1912 by Harriet Monroe, who was working as an art critic for the Chicago Tribune. The magazine discovered such poets as Gwendolyn Brooks, James Merrill, and John Ashbery. T. S. Eliot's first professionally published poem, "The Love Song of J. Alfred Prufrock", was first published by Poetry. Contributors have included Ezra Pound, William Butler Yeats, William Carlos Williams, Langston Hughes, and Carl Sandburg, among others. The magazine was instrumental in launching the Imagist and Objectivist poetic movements. From the 1950s through 1970s, American poetry continued to evolve in Chicago. In the 1980s, a modern form of poetry performance began in Chicago, the poetry slam.
+
+
+== Sports ==
+
+The city has two Major League Baseball (MLB) teams: the Chicago Cubs of the National League play in Wrigley Field on the North Side; and the Chicago White Sox of the American League play in Guaranteed Rate Field on the South Side. The two teams have faced each other in a World Series only once, in 1906.The Cubs are the oldest Major League Baseball team to have never changed their city; they have played in Chicago since 1871. They had the dubious honor of having the longest championship drought in American professional sports, failing to win a World Series between 1908 and 2016. The White Sox have played on the South Side continuously since 1901. They have won three World Series titles (1906, 1917, 2005) and six American League pennants, including the first in 1901.
+The Chicago Bears, one of the last two remaining charter members of the National Football League (NFL), have won nine NFL Championships, including the 1985 Super Bowl XX. The Bears play their home games at Soldier Field.
+The Chicago Bulls of the National Basketball Association (NBA) is one of the most recognized basketball teams in the world. During the 1990s, with Michael Jordan leading them, the Bulls won six NBA championships in eight seasons.The Chicago Blackhawks of the National Hockey League (NHL) began play in 1926, and are one of the "Original Six" teams of the NHL. The Blackhawks have won six Stanley Cups, including in 2010, 2013, and 2015. Both the Bulls and the Blackhawks play at the United Center.
+Chicago Fire FC is a member of Major League Soccer (MLS) and plays at Soldier Field. The Fire have won one league title and four U.S. Open Cups, since their founding in 1997. In 1994, the United States hosted a successful FIFA World Cup with games played at Soldier Field.The Chicago Red Stars are a team in the National Women's Soccer League (NWSL). They previously played in Women's Professional Soccer (WPS), of which they were a founding member, before joining the NWSL in 2013. They play at SeatGeek Stadium in Bridgeview, Illinois.
+The Chicago Sky is a professional basketball team playing in the Women's National Basketball Association (WNBA). They play home games at the Wintrust Arena. The team was founded before the 2006 WNBA season began.The Chicago Marathon has been held each year since 1977 except for 1987, when a half marathon was run in its place. The Chicago Marathon is one of six World Marathon Majors.Five area colleges play in Division I conferences: two from major conferences—the DePaul Blue Demons (Big East Conference) and the Northwestern Wildcats (Big Ten Conference)—and three from other D1 conferences—the Chicago State Cougars (Western Athletic Conference); the Loyola Ramblers (Atlantic 10 Conference); and the UIC Flames (Missouri Valley Conference).Chicago has also entered into esports with the creation of the Chicago Huntsmen, a professional Call of Duty team that participates within the CDL.
+
+
+== Parks and greenspace ==
+
+When Chicago was incorporated in 1837, it chose the motto Urbs in Horto, a Latin phrase which means "City in a Garden". Today, the Chicago Park District consists of more than 570 parks with over 8,000 acres (3,200 ha) of municipal parkland. There are 31 sand beaches, a plethora of museums, two world-class conservatories, and 50 nature areas. Lincoln Park, the largest of the city's parks, covers 1,200 acres (490 ha) and has over 20 million visitors each year, making it third in the number of visitors after Central Park in New York City, and the National Mall and Memorial Parks in Washington, D.C.There is a historic boulevard system, a network of wide, tree-lined boulevards which connect a number of Chicago parks. The boulevards and the parks were authorized by the Illinois legislature in 1869. A number of Chicago neighborhoods emerged along these roadways in the 19th century. The building of the boulevard system continued intermittently until 1942. It includes nineteen boulevards, eight parks, and six squares, along twenty-six miles of interconnected streets. The Chicago Park Boulevard System Historic District was listed on the National Register of Historic Places in 2018.With berths for more than 6,000 boats, the Chicago Park District operates the nation's largest municipal harbor system. In addition to ongoing beautification and renewal projects for the existing parks, a number of new parks have been added in recent years, such as the Ping Tom Memorial Park in Chinatown, DuSable Park on the Near North Side, and most notably, Millennium Park, which is in the northwestern corner of one of Chicago's oldest parks, Grant Park in the Chicago Loop.The wealth of greenspace afforded by Chicago's parks is further augmented by the Cook County Forest Preserves, a network of open spaces containing forest, prairie, wetland, streams, and lakes that are set aside as natural areas which lie along the city's outskirts, including both the Chicago Botanic Garden in Glencoe and the Brookfield Zoo in Brookfield. Washington Park is also one of the city's biggest parks; covering nearly 400 acres (160 ha). The park is listed on the National Register of Historic Places listings in South Side Chicago.
+
+
+== Law and government ==
+
+
+=== Government ===
+
+The government of the City of Chicago is divided into executive and legislative branches. The mayor of Chicago is the chief executive, elected by general election for a term of four years, with no term limits. The current mayor is Brandon Johnson. The mayor appoints commissioners and other officials who oversee the various departments. As well as the mayor, Chicago's clerk and treasurer are also elected citywide. The City Council is the legislative branch and is made up of 50 alderpersons, one elected from each ward in the city. The council takes official action through the passage of ordinances and resolutions and approves the city budget.The Chicago Police Department provides law enforcement and the Chicago Fire Department provides fire suppression and emergency medical services for the city and its residents. Civil and criminal law cases are heard in the Cook County Circuit Court of the State of Illinois court system, or in the Northern District of Illinois, in the federal system. In the state court, the public prosecutor is the Illinois state's attorney; in the Federal court it is the United States attorney.
+
+
+=== Politics ===
+
+During much of the last half of the 19th century, Chicago's politics were dominated by a growing Democratic Party organization. During the 1880s and 1890s, Chicago had a powerful radical tradition with large and highly organized socialist, anarchist and labor organizations. For much of the 20th century, Chicago has been among the largest and most reliable Democratic strongholds in the United States; with Chicago's Democratic vote the state of Illinois has been "solid blue" in presidential elections since 1992. Even before then, it was not unheard of for Republican presidential candidates to win handily in downstate Illinois, only to lose statewide due to large Democratic margins in Chicago. The citizens of Chicago have not elected a Republican mayor since 1927, when William Thompson was voted into office. The strength of the party in the city is partly a consequence of Illinois state politics, where the Republicans have come to represent rural and farm concerns while the Democrats support urban issues such as Chicago's public school funding.Chicago contains less than 25% of the state's population, but it is split between eight of Illinois' 17 districts in the United States House of Representatives. All eight of the city's representatives are Democrats; only two Republicans have represented a significant portion of the city since 1973, for one term each: Robert P. Hanrahan from 1973 to 1975, and Michael Patrick Flanagan from 1995 to 1997.Machine politics persisted in Chicago after the decline of similar machines in other large U.S. cities. During much of that time, the city administration found opposition mainly from a liberal "independent" faction of the Democratic Party. The independents finally gained control of city government in 1983 with the election of Harold Washington (in office 1983–1987). From 1989 until May 16, 2011, Chicago was under the leadership of its longest-serving mayor, Richard M. Daley, the son of Richard J. Daley. Because of the dominance of the Democratic Party in Chicago, the Democratic primary vote held in the spring is generally more significant than the general elections in November for U.S. House and Illinois State seats. The aldermanic, mayoral, and other city offices are filled through nonpartisan elections with runoffs as needed.The city is home of former United States President Barack Obama and First Lady Michelle Obama; Barack Obama was formerly a state legislator representing Chicago and later a U.S. senator. The Obamas' residence is located near the University of Chicago in Kenwood on the city's south side.
+
+
+=== Crime ===
+
+Chicago's crime rate in 2020 was 3,926 per 100,000 people. Chicago experienced major rises in violent crime in the 1920s, in the late 1960s, and in the 2020s. Chicago's biggest criminal justice challenges have changed little over the last 50 years, and statistically reside with homicide, armed robbery, gang violence, and aggravated battery. Chicago has attracted attention for a high murder rate and perceived crime rate compared to other major cities like New York and Los Angeles. However, while it has a large absolute number of crimes due to its size, Chicago is not among the top-25 most violent cities in the United States.Murder rates in Chicago vary greatly depending on the neighborhood in question. The neighborhoods of Englewood on the South Side, and Austin on the West side, for example, have homicide rates that are ten times higher than other parts of the city. Chicago has an estimated population of over 100,000 active gang members from nearly 60 factions. According to reports in 2013, "most of Chicago's violent crime comes from gangs trying to maintain control of drug-selling territories," and is specifically related to the activities of the Sinaloa Cartel, which is active in several American cities. Violent crime rates vary significantly by area of the city, with more economically developed areas having low rates, but other sections have much higher rates of crime. In 2013, the violent crime rate was 910 per 100,000 people; the murder rate was 10.4 – while high crime districts saw 38.9, low crime districts saw 2.5 murders per 100,000.Chicago has a long history of public corruption that regularly draws the attention of federal law enforcement and federal prosecutors. From 2012 to 2019, 33 Chicago alderpersons were convicted on corruption charges, roughly one third of those elected in the time period. A report from the Office of the Legislative Inspector General noted that over half of Chicago's elected alderpersons took illegal campaign contributions in 2013. Most corruption cases in Chicago are prosecuted by the U.S. Attorney's office, as legal jurisdiction makes most offenses punishable as a federal crime.
+
+
+== Education ==
+
+
+=== Schools and libraries ===
+Chicago Public Schools (CPS) is the governing body of the school district that contains over 600 public elementary and high schools citywide, including several selective-admission magnet schools. There are eleven selective enrollment high schools in the Chicago Public Schools, designed to meet the needs of Chicago's most academically advanced students. These schools offer a rigorous curriculum with mainly honors and Advanced Placement (AP) courses. Walter Payton College Prep High School is ranked number one in the city of Chicago and the state of Illinois.Chicago high school rankings are determined by the average test scores on state achievement tests. The district, with an enrollment exceeding 400,545 students (2013–2014 20th Day Enrollment), is the third-largest in the U.S. On September 10, 2012, teachers for the Chicago Teachers Union went on strike for the first time since 1987 over pay, resources and other issues. According to data compiled in 2014, Chicago's "choice system", where students who test or apply and may attend one of a number of public high schools (there are about 130), sorts students of different achievement levels into different schools (high performing, middle performing, and low performing schools).Chicago has a network of Lutheran schools, and several private schools are run by other denominations and faiths, such as the Ida Crown Jewish Academy in West Ridge. The Roman Catholic Archdiocese of Chicago operates Catholic schools, that include Jesuit preparatory schools and others. A number of private schools are completely secular. There are also the private Chicago Academy for the Arts, a high school focused on six different categories of the arts and the public Chicago High School for the Arts, a high school focused on five categories (visual arts, theatre, musical theatre, dance, and music) of the arts.The Chicago Public Library system operates three regional libraries and 77 neighbourhood branches, including the central library.
+
+
+=== Colleges and universities ===
+
+Since the 1850s, Chicago has been a world center of higher education and research with several universities. These institutions consistently rank among the top "National Universities" in the United States, as determined by U.S. News & World Report. Highly regarded universities in Chicago and the surrounding area are: the University of Chicago; Northwestern University; Illinois Institute of Technology; Loyola University Chicago; DePaul University; Columbia College Chicago and University of Illinois at Chicago. Other notable schools include: Chicago State University; the School of the Art Institute of Chicago; East–West University; National Louis University; North Park University; Northeastern Illinois University; Robert Morris University Illinois; Roosevelt University; Saint Xavier University; Rush University; and Shimer College.William Rainey Harper, the first president of the University of Chicago, was instrumental in the creation of the junior college concept, establishing nearby Joliet Junior College as the first in the nation in 1901. His legacy continues with the multiple community colleges in the Chicago proper, including the seven City Colleges of Chicago: Richard J. Daley College, Kennedy–King College, Malcolm X College, Olive–Harvey College, Truman College, Harold Washington College and Wilbur Wright College, in addition to the privately held MacCormac College.Chicago also has a high concentration of post-baccalaureate institutions, graduate schools, seminaries, and theological schools, such as the Adler School of Professional Psychology, The Chicago School of Professional Psychology, the Erikson Institute, The Institute for Clinical Social Work, the Lutheran School of Theology at Chicago, the Catholic Theological Union, the Moody Bible Institute, and the University of Chicago Divinity School.
+
+
+== Media ==
+
+
+=== Television ===
+The Chicago metropolitan area is a major media hub and the third-largest media market in the United States, after New York City and Los Angeles. Each of the big four U.S. television networks, CBS, ABC, NBC and Fox, directly owns and operates a high-definition television station in Chicago (WBBM 2, WLS 7, WMAQ 5 and WFLD 32, respectively). Former CW affiliate WGN-TV 9, which was owned from its inception by Tribune Broadcasting (now owned by the Nexstar Media Group since 2019), is carried with some programming differences, as "WGN America" on cable and satellite TV nationwide and in parts of the Caribbean. WGN America eventually became NewsNation in 2021.
+Chicago has also been the home of several prominent talk shows, including The Oprah Winfrey Show, Steve Harvey Show, The Rosie Show, The Jerry Springer Show, The Phil Donahue Show, The Jenny Jones Show, and more. The city also has one PBS member station (its second: WYCC 20, removed its affiliation with PBS in 2017): WTTW 11, producer of shows such as Sneak Previews, The Frugal Gourmet, Lamb Chop's Play-Along and The McLaughlin Group. As of 2018, Windy City Live is Chicago's only daytime talk show, which is hosted by Val Warner and Ryan Chiaverini at ABC7 Studios with a live weekday audience. Since 1999, Judge Mathis also films his syndicated arbitration-based reality court show at the NBC Tower. Beginning in January 2019, Newsy began producing 12 of its 14 hours of live news programming per day from its new facility in Chicago.
+
+
+==== Television stations ====
+Most of Chicago's television stations are owned and operated by the big television network companies.
+They are:
+
+WBBM-TV (2), owned and operated by CBS.
+WMAQ-TV (5), owned and operated by NBC.
+WLS-TV (7), owned and operated by ABC.
+WGN-TV (9), an independent station owned by Nexstar Media Group.
+WTTW (11), a PBS member station owned by Window to the World Communications, Inc.
+WCIU-TV (26), a CW and MeTV affiliate owned by Weigel Broadcasting.
+WFLD (32), owned and operated by Fox.
+WWTO-TV (35), owned and operated by TBN, licensed in Naperville.
+WCPX-TV (38), owned and operated by Ion Television.
+WSNS-TV (44), owned and operated by Telemundo.
+WPWR-TV (50), owned and operated by MyNetworkTV (Fox), licensed to Gary, Indiana.
+WYIN (56), a PBS member station owned by Northwest Indiana Public Broadcasting, Inc., licensed in Gary, Indiana.
+WTVK (59), an independent station owned by Venture Technologies Group, licensed in Oswego, Illinois.
+WXFT-DT (60), owned and operated by Unimas.
+WJYS (62), an independent station owned by Millennial Telecommunications, Inc., licensed to Hammond, Indiana.
+WGBO-DT (66), owned and operated by Univision.
+
+
+=== Newspapers ===
+Two major daily newspapers are published in Chicago: the Chicago Tribune and the Chicago Sun-Times, with the Tribune having the larger circulation. There are also several regional and special-interest newspapers and magazines, such as Chicago, the Dziennik Związkowy (Polish Daily News), Draugas (the Lithuanian daily newspaper), the Chicago Reader, the SouthtownStar, the Chicago Defender, the Daily Herald, Newcity, StreetWise and the Windy City Times. The entertainment and cultural magazine Time Out Chicago and GRAB magazine are also published in the city, as well as local music magazine Chicago Innerview. In addition, Chicago is the home of satirical national news outlet, The Onion, as well as its sister pop-culture publication, The A.V. Club.
+
+
+=== Movies and filming ===
+
+
+=== Radio ===
+Chicago has five 50,000 watt AM radio stations: the Audacy-owned WBBM and WSCR; the Tribune Broadcasting-owned WGN; the Cumulus Media-owned WLS; and the ESPN Radio-owned WMVP. Chicago is also home to a number of national radio shows, including Beyond the Beltway with Bruce DuMont on Sunday evenings.Chicago Public Radio produces nationally aired programs such as PRI's This American Life and NPR's Wait Wait...Don't Tell Me!.
+
+
+== Infrastructure ==
+
+
+=== Transportation ===
+
+Chicago is a major transportation hub in the United States. It is an important component in global distribution, as it is the third-largest inter-modal port in the world after Hong Kong and Singapore.The city of Chicago has a higher than average percentage of households without a car. In 2015, 26.5 percent of Chicago households were without a car, and increased slightly to 27.5 percent in 2016. The national average was 8.7 percent in 2016. Chicago averaged 1.12 cars per household in 2016, compared to a national average of 1.8.
+
+
+==== Parking ====
+Due to Chicago's Wheel Tax, residents of Chicago who own a vehicle are required to purchase a Chicago City Vehicle Sticker. In established Residential Parking Zones, only local residents can purchase Zone-specific parking stickers for themselves and guests.Chicago since 2009 has relinquished rights to its public street parking. In 2008, as Chicago struggled to close a growing budget deficit, the city agreed to a 75-year, $1.16 billion deal to lease its parking meter system to an operating company created by Morgan Stanley, called Chicago Parking Meters LLC. Daley said the "agreement is very good news for the taxpayers of Chicago because it will provide more than $1 billion in net proceeds that can be used during this very difficult economy."The rights of the parking ticket lease end in 2081, and since 2022 have already recouped over $1.5 billion in revenue for Chicago Parking Meters LLC investors.
+
+
+==== Expressways ====
+
+Seven mainline and four auxiliary interstate highways (55, 57, 65 (only in Indiana), 80 (also in Indiana), 88, 90 (also in Indiana), 94 (also in Indiana), 190, 290, 294, and 355) run through Chicago and its suburbs. Segments that link to the city center are named after influential politicians, with three of them named after former U.S. Presidents (Eisenhower, Kennedy, and Reagan) and one named after two-time Democratic candidate Adlai Stevenson.
+The Kennedy and Dan Ryan Expressways are the busiest state maintained routes in the entire state of Illinois.
+
+
+==== Transit systems ====
+The Regional Transportation Authority (RTA) coordinates the operation of the three service boards: CTA, Metra, and Pace.
+
+The Chicago Transit Authority (CTA) handles public transportation in the City of Chicago and a few adjacent suburbs outside of the Chicago city limits. The CTA operates an extensive network of buses and a rapid transit elevated and subway system known as the Chicago "L" or just the "L" (short for "elevated"), with lines designated by colors. These rapid transit lines also serve both Midway and O'Hare Airports. The CTA's rail lines consist of the Red, Blue, Green, Orange, Brown, Purple, Pink, and Yellow lines. Both the Red and Blue lines offer 24‑hour service which makes Chicago one of a handful of cities around the world (and one of two in the United States, the other being New York City) to offer rail service 24 hours a day, every day of the year, within the city's limits.
+Metra, the nation's second-most used passenger regional rail network, operates an 11-line commuter rail service in Chicago and throughout the Chicago suburbs. The Metra Electric Line shares its trackage with Northern Indiana Commuter Transportation District's South Shore Line, which provides commuter service between South Bend and Chicago.
+Pace provides bus and paratransit service in over 200 surrounding suburbs with some extensions into the city as well. A 2005 study found that one quarter of commuters used public transit.Greyhound Lines provides inter-city bus service to and from the city at the Chicago Bus Station, and Chicago is also the hub for the Midwest network of Megabus (North America).
+
+
+==== Passenger rail ====
+Amtrak long distance and commuter rail services originate from Union Station. Chicago is one of the largest hubs of passenger rail service in the nation. The services terminate in the San Francisco area, Washington, D.C., New York City, New Orleans, Portland, Seattle, Milwaukee, Quincy, St. Louis, Carbondale, Boston, Grand Rapids, Port Huron, Pontiac, Los Angeles, and San Antonio. Future services will terminate at Rockford and Moline. An attempt was made in the early 20th century to link Chicago with New York City via the Chicago – New York Electric Air Line Railroad. Parts of this were built, but it was never completed.
+
+
+==== Bicycle and scooter sharing systems ====
+In July 2013, the bicycle-sharing system Divvy was launched with 750 bikes and 75 docking stations It is operated by Lyft for the Chicago Department of Transportation. As of July 2019, Divvy operated 5800 bicycles at 608 stations, covering almost all of the city, excluding Pullman, Rosedale, Beverly, Belmont Cragin and Edison Park.In May 2019, The City of Chicago announced its Chicago's Electric Shared Scooter Pilot Program, scheduled to run from June 15 to October 15. The program started on June 15 with 10 different scooter companies, including scooter sharing market leaders Bird, Jump, Lime and Lyft. Each company was allowed to bring 250 electric scooters, although both Bird and Lime claimed that they experienced a higher demand for their scooters. The program ended on October 15, with nearly 800,000 rides taken.
+
+
+==== Freight rail ====
+Chicago is the largest hub in the railroad industry. All five Class I railroads meet in Chicago. As of 2002, severe freight train congestion caused trains to take as long to get through the Chicago region as it took to get there from the West Coast of the country (about 2 days). According to U.S. Department of Transportation, the volume of imported and exported goods transported via rail to, from, or through Chicago is forecast to increase nearly 150 percent between 2010 and 2040. CREATE, the Chicago Region Environmental and Transportation Efficiency Program, comprises about 70 programs, including crossovers, overpasses and underpasses, that intend to significantly improve the speed of freight movements in the Chicago area.
+
+
+==== Airports ====
+
+Chicago is served by O'Hare International Airport, the world's busiest airport measured by airline operations, on the far Northwest Side, and Midway International Airport on the Southwest Side. In 2005, O'Hare was the world's busiest airport by aircraft movements and the second-busiest by total passenger traffic. Both O'Hare and Midway are owned and operated by the City of Chicago. Gary/Chicago International Airport and Chicago Rockford International Airport, located in Gary, Indiana and Rockford, Illinois, respectively, can serve as alternative Chicago area airports, however they do not offer as many commercial flights as O'Hare and Midway. In recent years the state of Illinois has been leaning towards building an entirely new airport in the Illinois suburbs of Chicago. The City of Chicago is the world headquarters for United Airlines, the world's third-largest airline.
+
+
+==== Port authority ====
+
+The Port of Chicago consists of several major port facilities within the city of Chicago operated by the Illinois International Port District (formerly known as the Chicago Regional Port District). The central element of the Port District, Calumet Harbor, is maintained by the U.S. Army Corps of Engineers.
+Iroquois Landing Lakefront Terminal: at the mouth of the Calumet River, it includes 100 acres (0.40 km2) of warehouses and facilities on Lake Michigan with over 780,000 square meters (8,400,000 square feet) of storage.
+Lake Calumet terminal: located at the union of the Grand Calumet River and Little Calumet River 6 miles (9.7 km) inland from Lake Michigan. Includes three transit sheds totaling over 29,000 square meters (310,000 square feet) adjacent to over 900 linear meters (3,000 linear feet) of ship and barge berthing.
+Grain (14 million bushels) and bulk liquid (800,000 barrels) storage facilities along Lake Calumet.
+The Illinois International Port district also operates Foreign trade zone No. 22, which extends 60 miles (97 km) from Chicago's city limits.
+
+
+=== Utilities ===
+Electricity for most of northern Illinois is provided by Commonwealth Edison, also known as ComEd. Their service territory borders Iroquois County to the south, the Wisconsin border to the north, the Iowa border to the west and the Indiana border to the east. In northern Illinois, ComEd (a division of Exelon) operates the greatest number of nuclear generating plants in any U.S. state. Because of this, ComEd reports indicate that Chicago receives about 75% of its electricity from nuclear power. Recently, the city began installing wind turbines on government buildings to promote renewable energy.Natural gas is provided by Peoples Gas, a subsidiary of Integrys Energy Group, which is headquartered in Chicago.
+Domestic and industrial waste was once incinerated but it is now landfilled, mainly in the Calumet area. From 1995 to 2008, the city had a blue bag program to divert recyclable refuse from landfills. Because of low participation in the blue bag programs, the city began a pilot program for blue bin recycling like other cities. This proved successful and blue bins were rolled out across the city.
+
+
+=== Health systems ===
+The Illinois Medical District is on the Near West Side. It includes Rush University Medical Center, ranked as the second best hospital in the Chicago metropolitan area by U.S. News & World Report for 2014–16, the University of Illinois Medical Center at Chicago, Jesse Brown VA Hospital, and John H. Stroger Jr. Hospital of Cook County, one of the busiest trauma centers in the nation.Two of the country's premier academic medical centers reside in Chicago, including Northwestern Memorial Hospital and the University of Chicago Medical Center. The Chicago campus of Northwestern University includes the Feinberg School of Medicine; Northwestern Memorial Hospital, which is ranked as the best hospital in the Chicago metropolitan area by U.S. News & World Report for 2017–18; the Shirley Ryan AbilityLab (formerly named the Rehabilitation Institute of Chicago), which is ranked the best U.S. rehabilitation hospital by U.S. News & World Report; the new Prentice Women's Hospital; and Ann & Robert H. Lurie Children's Hospital of Chicago.
+The University of Illinois College of Medicine at UIC is the second largest medical school in the United States (2,600 students including those at campuses in Peoria, Rockford and Urbana–Champaign).In addition, the Chicago Medical School and Loyola University Chicago's Stritch School of Medicine are located in the suburbs of North Chicago and Maywood, respectively. The Midwestern University Chicago College of Osteopathic Medicine is in Downers Grove.
+The American Medical Association, Accreditation Council for Graduate Medical Education, Accreditation Council for Continuing Medical Education, American Osteopathic Association, American Dental Association, Academy of General Dentistry, Academy of Nutrition and Dietetics, American Association of Nurse Anesthetists, American College of Surgeons, American Society for Clinical Pathology, American College of Healthcare Executives, the American Hospital Association and Blue Cross and Blue Shield Association are all based in Chicago.
+
+
+== Sister cities ==
+
+
+== See also ==
+Chicago area water quality
+Chicago Wilderness
+Gentrification of Chicago
+Index of Illinois-related articles
+List of cities with the most skyscrapers
+National Register of Historic Places listings in Central Chicago
+National Register of Historic Places listings in North Side Chicago
+National Register of Historic Places listings in West Side Chicago
+USS Chicago, four ships
+
+
+== Explanatory notes ==
+
+
+== References ==
+
+
+=== Citations ===
+
+
+=== Cited references ===
+
+
+== Further reading ==
+
+
+== External links ==
+
+Encyclopedia of Chicago (2004), comprehensive coverage of city and suburbs, past and present
+Official website (Website archives at the Wayback Machine (archive index))
+Choose Chicago—Official tourism website
+Chicago History Archived June 9, 2022, at the Wayback Machine
+Maps of Chicago from the American Geographical Society Library
+Historic American Landscapes Survey (HALS) No. IL-10, "Chicago Cityscape, Chicago, Cook County, IL", 45 photos, 4 photo caption pages
+Chicago – LocalWiki Local Chicago Wiki
+"Chicago" . Encyclopædia Britannica. Vol. 6 (11th ed.). 1911. pp. 118–125.
+"Chicago" . Encyclopædia Britannica. Vol. 30 (12th ed.). 1922.
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@@ -0,0 +1 @@
+{"docstore/data": {"08cc1f66-2e32-469e-b2fb-8c7122707043": {"__data__": {"id_": "08cc1f66-2e32-469e-b2fb-8c7122707043", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e1e9be0e-39bc-4138-82a7-1165147a2783", "node_type": "1", "metadata": {}, "hash": "f6b9ca6092fd6095a6bfab5071002ed214681630e90c44589ca837ef05001415", "class_name": "RelatedNodeInfo"}}, "text": "Chicago is the most populous city in the U.S. state of Illinois and in the Midwestern United States. With a population of 2,746,388 in the 2020 census, it is the third-most populous city in the United States after New York City and Los Angeles. As the seat of Cook County, the second-most populous county in the U.S., Chicago is the center of the Chicago metropolitan area, which is often colloquially called \"Chicagoland\".\r\nLocated on the shore of Lake Michigan, Chicago was incorporated as a city in 1837 near a portage between the Great Lakes and the Mississippi River watershed. It grew rapidly in the mid-19th century. In 1871, the Great Chicago Fire destroyed several square miles and left more than 100,000 homeless, but Chicago's population continued to grow. Chicago made noted contributions to urban planning and architecture, such as the Chicago School, the development of the City Beautiful Movement, and the steel-framed skyscraper.Chicago is an international hub for finance, culture, commerce, industry, education, technology, telecommunications, and transportation. It has the largest and most diverse derivatives market in the world, generating 20% of all volume in commodities and financial futures alone. O'Hare International Airport is routinely ranked among the world's top six busiest airports by passenger traffic, and the region is also the nation's railroad hub. The Chicago area has one of the highest gross domestic products (GDP) of any urban region in the world, generating $689 billion in 2018. Chicago's economy is diverse, with no single industry employing more than 14% of the workforce.Chicago is a major tourist destination. Chicago's culture has contributed much to the visual arts, literature, film, theater, comedy (especially improvisational comedy), food, dance, and music (particularly jazz, blues, soul, hip-hop, gospel, and electronic dance music, including house music). Chicago is home to the Chicago Symphony Orchestra and the Lyric Opera of Chicago, while the Art Institute of Chicago provides an influential visual arts museum and art school. The Chicago area also hosts the University of Chicago, Northwestern University, and the University of Illinois Chicago, among other institutions of learning. Chicago has professional sports teams in each of the major professional leagues, including two Major League Baseball teams.\r\n\r\n\r\n== Etymology and nicknames ==\r\n\r\nThe name Chicago is derived from a French rendering of the indigenous Miami-Illinois word shikaakwa for a wild relative of the onion; it is known to botanists as Allium tricoccum and known more commonly as \"ramps\". The first known reference to the site of the current city of Chicago as \"Checagou\" was by Robert de LaSalle around 1679 in a memoir. Henri Joutel, in his journal of 1688, noted that the eponymous wild \"garlic\" grew profusely in the area. According to his diary of late September 1687:\r\n\r\n... when we arrived at the said place called \"Chicagou\" which, according to what we were able to learn of it, has taken this name because of the quantity of garlic which grows in the forests in this region.\r\nThe city has had several nicknames throughout its history, such as the Windy City, Chi-Town, Second City, and City of the Big Shoulders.\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Beginnings ===\r\nIn the mid-18th century, the area was inhabited by the Potawatomi, an indigenous tribe who had succeeded the Miami and Sauk and Fox peoples in this region.The first known permanent settler in Chicago was trader Jean Baptiste Point du Sable. Du Sable was of African descent, perhaps born in the French colony of Saint-Domingue (Haiti), and established the settlement in the 1780s. He is commonly known as the \"Founder of Chicago\".In 1795, following the victory of the new United States in the Northwest Indian War, an area that was to be part of Chicago was turned over to the U.S. for a military post by native tribes in accordance with the Treaty of Greenville. In 1803, the U.S. Army constructed Fort Dearborn, which was destroyed during the War of 1812 in the Battle of Fort Dearborn by the Potawatomi before being later rebuilt.After the War of 1812, the Ottawa, Ojibwe, and Potawatomi tribes ceded additional land to the United States in the 1816 Treaty of St. Louis. The Potawatomi were forcibly removed from their land after the 1833 Treaty of Chicago and sent west of the Mississippi River as part of the federal policy of Indian removal.", "start_char_idx": 0, "end_char_idx": 4449, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e1e9be0e-39bc-4138-82a7-1165147a2783": {"__data__": {"id_": "e1e9be0e-39bc-4138-82a7-1165147a2783", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "08cc1f66-2e32-469e-b2fb-8c7122707043", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f6ce7ba99a52599a4d9e64c670c824ff4d5fdf18b61592fcbcd82285fa39db41", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e21abab2-d6fb-4f4d-9184-822ef934e4a8", "node_type": "1", "metadata": {}, "hash": "86443caa1a8dd5dee4bb3e87a187bae42de0a86ea3bb16977af05f69495393a3", "class_name": "RelatedNodeInfo"}}, "text": "He is commonly known as the \"Founder of Chicago\".In 1795, following the victory of the new United States in the Northwest Indian War, an area that was to be part of Chicago was turned over to the U.S. for a military post by native tribes in accordance with the Treaty of Greenville. In 1803, the U.S. Army constructed Fort Dearborn, which was destroyed during the War of 1812 in the Battle of Fort Dearborn by the Potawatomi before being later rebuilt.After the War of 1812, the Ottawa, Ojibwe, and Potawatomi tribes ceded additional land to the United States in the 1816 Treaty of St. Louis. The Potawatomi were forcibly removed from their land after the 1833 Treaty of Chicago and sent west of the Mississippi River as part of the federal policy of Indian removal.\r\n\r\n\r\n=== 19th century ===\r\n\r\nOn August 12, 1833, the Town of Chicago was organized with a population of about 200. Within seven years it grew to more than 6,000 people. On June 15, 1835, the first public land sales began with Edmund Dick Taylor as Receiver of Public Monies. The City of Chicago was incorporated on Saturday, March 4, 1837, and for several decades was the world's fastest-growing city.As the site of the Chicago Portage, the city became an important transportation hub between the eastern and western United States. Chicago's first railway, Galena and Chicago Union Railroad, and the Illinois and Michigan Canal opened in 1848. The canal allowed steamboats and sailing ships on the Great Lakes to connect to the Mississippi River.A flourishing economy brought residents from rural communities and immigrants from abroad. Manufacturing and retail and finance sectors became dominant, influencing the American economy. The Chicago Board of Trade (established 1848) listed the first-ever standardized \"exchange-traded\" forward contracts, which were called futures contracts.In the 1850s, Chicago gained national political prominence as the home of Senator Stephen Douglas, the champion of the Kansas\u2013Nebraska Act and the \"popular sovereignty\" approach to the issue of the spread of slavery. These issues also helped propel another Illinoisan, Abraham Lincoln, to the national stage. Lincoln was nominated in Chicago for U.S. president at the 1860 Republican National Convention, which was held in a purpose-built auditorium called the Wigwam. He defeated Douglas in the general election, and this set the stage for the American Civil War.\r\nTo accommodate rapid population growth and demand for better sanitation, the city improved its infrastructure. In February 1856, Chicago's Common Council approved Chesbrough's plan to build the United States' first comprehensive sewerage system. The project raised much of central Chicago to a new grade with the use of jackscrews for raising buildings. While elevating Chicago, and at first improving the city's health, the untreated sewage and industrial waste now flowed into the Chicago River, and subsequently into Lake Michigan, polluting the city's primary freshwater source.\r\nThe city responded by tunneling two miles (3.2 km) out into Lake Michigan to newly built water cribs. In 1900, the problem of sewage contamination was largely resolved when the city completed a major engineering feat. It reversed the flow of the Chicago River so that the water flowed away from Lake Michigan rather than into it. This project began with the construction and improvement of the Illinois and Michigan Canal, and was completed with the Chicago Sanitary and Ship Canal that connects to the Illinois River, which flows into the Mississippi River.In 1871, the Great Chicago Fire destroyed an area about 4 miles (6.4 km) long and 1-mile (1.6 km) wide, a large section of the city at the time. Much of the city, including railroads and stockyards, survived intact, and from the ruins of the previous wooden structures arose more modern constructions of steel and stone. These set a precedent for worldwide construction. During its rebuilding period, Chicago constructed the world's first skyscraper in 1885, using steel-skeleton construction.The city grew significantly in size and population by incorporating many neighboring townships between 1851 and 1920, with the largest annexation happening in 1889, with five townships joining the city, including the Hyde Park Township, which now comprises most of the South Side of Chicago and the far southeast of Chicago, and the Jefferson Township, which now makes up most of Chicago's Northwest Side. The desire to join the city was driven by municipal services that the city could provide its residents.\r\nChicago's flourishing economy attracted huge numbers of new immigrants from Europe and migrants from the Eastern United States.", "start_char_idx": 3683, "end_char_idx": 8376, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e21abab2-d6fb-4f4d-9184-822ef934e4a8": {"__data__": {"id_": "e21abab2-d6fb-4f4d-9184-822ef934e4a8", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "e1e9be0e-39bc-4138-82a7-1165147a2783", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "4b978228439d2a41f4b561fdeb5ed4d636430460a5607c08a9905a127cb089a2", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "85db935a-0b98-476f-854d-72b64bda5a87", "node_type": "1", "metadata": {}, "hash": "b0d87179ba8b469c787a9c60b508cbfd056a80b45ed37c01e1f79f78b887417f", "class_name": "RelatedNodeInfo"}}, "text": "Much of the city, including railroads and stockyards, survived intact, and from the ruins of the previous wooden structures arose more modern constructions of steel and stone. These set a precedent for worldwide construction. During its rebuilding period, Chicago constructed the world's first skyscraper in 1885, using steel-skeleton construction.The city grew significantly in size and population by incorporating many neighboring townships between 1851 and 1920, with the largest annexation happening in 1889, with five townships joining the city, including the Hyde Park Township, which now comprises most of the South Side of Chicago and the far southeast of Chicago, and the Jefferson Township, which now makes up most of Chicago's Northwest Side. The desire to join the city was driven by municipal services that the city could provide its residents.\r\nChicago's flourishing economy attracted huge numbers of new immigrants from Europe and migrants from the Eastern United States. Of the total population in 1900, more than 77% were either foreign-born or born in the United States of foreign parentage. Germans, Irish, Poles, Swedes, and Czechs made up nearly two-thirds of the foreign-born population (by 1900, whites were 98.1% of the city's population).Labor conflicts followed the industrial boom and the rapid expansion of the labor pool, including the Haymarket affair on May 4, 1886, and in 1894 the Pullman Strike. Anarchist and socialist groups played prominent roles in creating very large and highly organized labor actions. Concern for social problems among Chicago's immigrant poor led Jane Addams and Ellen Gates Starr to found Hull House in 1889. Programs that were developed there became a model for the new field of social work.During the 1870s and 1880s, Chicago attained national stature as the leader in the movement to improve public health. City laws and later, state laws that upgraded standards for the medical profession and fought urban epidemics of cholera, smallpox, and yellow fever were both passed and enforced. These laws became templates for public health reform in other cities and states.The city established many large, well-landscaped municipal parks, which also included public sanitation facilities. The chief advocate for improving public health in Chicago was John H. Rauch, M.D. Rauch established a plan for Chicago's park system in 1866. He created Lincoln Park by closing a cemetery filled with shallow graves, and in 1867, in response to an outbreak of cholera he helped establish a new Chicago Board of Health. Ten years later, he became the secretary and then the president of the first Illinois State Board of Health, which carried out most of its activities in Chicago.In the 1800s, Chicago became the nation's railroad hub, and by 1910 over 20 railroads operated passenger service out of six different downtown terminals. In 1883, Chicago's railway managers needed a general time convention, so they developed the standardized system of North American time zones. This system for telling time spread throughout the continent.\r\nIn 1893, Chicago hosted the World's Columbian Exposition on former marshland at the present location of Jackson Park. The Exposition drew 27.5 million visitors, and is considered the most influential world's fair in history. The University of Chicago, formerly at another location, moved to the same South Side location in 1892. The term \"midway\" for a fair or carnival referred originally to the Midway Plaisance, a strip of park land that still runs through the University of Chicago campus and connects the Washington and Jackson Parks.\r\n\r\n\r\n=== 20th and 21st centuries ===\r\n\r\n\r\n==== 1900 to 1939 ====\r\nDuring World War I and the 1920s there was a major expansion in industry. The availability of jobs attracted African Americans from the Southern United States. Between 1910 and 1930, the African American population of Chicago increased dramatically, from 44,103 to 233,903. This Great Migration had an immense cultural impact, called the Chicago Black Renaissance, part of the New Negro Movement, in art, literature, and music. Continuing racial tensions and violence, such as the Chicago race riot of 1919, also occurred.The ratification of the 18th amendment to the Constitution in 1919 made the production and sale (including exportation) of alcoholic beverages illegal in the United States. This ushered in the beginning of what is known as the gangster era, a time that roughly spans from 1919 until 1933 when Prohibition was repealed. The 1920s saw gangsters, including Al Capone, Dion O'Banion, Bugs Moran and Tony Accardo battle law enforcement and each other on the streets of Chicago during the Prohibition era.", "start_char_idx": 7390, "end_char_idx": 12101, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "85db935a-0b98-476f-854d-72b64bda5a87": {"__data__": {"id_": "85db935a-0b98-476f-854d-72b64bda5a87", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "e21abab2-d6fb-4f4d-9184-822ef934e4a8", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "d7658a863b2ce8c4fe99b4dd192e788666b429f9fab7062caef21cdffe6f977c", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "2dc47394-64be-4d98-8598-fac0b3a6d7d0", "node_type": "1", "metadata": {}, "hash": "c30d9d083edde00eada1198849a723b0fb57d0997e359d85c3c563e376b12bd9", "class_name": "RelatedNodeInfo"}}, "text": "Between 1910 and 1930, the African American population of Chicago increased dramatically, from 44,103 to 233,903. This Great Migration had an immense cultural impact, called the Chicago Black Renaissance, part of the New Negro Movement, in art, literature, and music. Continuing racial tensions and violence, such as the Chicago race riot of 1919, also occurred.The ratification of the 18th amendment to the Constitution in 1919 made the production and sale (including exportation) of alcoholic beverages illegal in the United States. This ushered in the beginning of what is known as the gangster era, a time that roughly spans from 1919 until 1933 when Prohibition was repealed. The 1920s saw gangsters, including Al Capone, Dion O'Banion, Bugs Moran and Tony Accardo battle law enforcement and each other on the streets of Chicago during the Prohibition era. Chicago was the location of the infamous St. Valentine's Day Massacre in 1929, when Al Capone sent men to gun down members of a rival gang, North Side, led by Bugs Moran.Chicago was the first American city to have a homosexual-rights organization. The organization, formed in 1924, was called the Society for Human Rights. It produced the first American publication for homosexuals, Friendship and Freedom. Police and political pressure caused the organization to disband.The Great Depression brought unprecedented suffering to Chicago, in no small part due to the city's heavy reliance on heavy industry. Notably, industrial areas on the south side and neighborhoods lining both branches of the Chicago River were devastated; by 1933 over 50% of industrial jobs in the city had been lost, and unemployment rates amongst blacks and Mexicans in the city were over 40%. The Republican political machine in Chicago was utterly destroyed by the economic crisis, and every mayor since 1931 has been a Democrat.From 1928 to 1933, the city witnessed a tax revolt, and the city was unable to meet payroll or provide relief efforts. The fiscal crisis was resolved by 1933, and at the same time, federal relief funding began to flow into Chicago. Chicago was also a hotbed of labor activism, with Unemployed Councils contributing heavily in the early depression to create solidarity for the poor and demand relief; these organizations were created by socialist and communist groups. By 1935 the Workers Alliance of America begun organizing the poor, workers, the unemployed. In the spring of 1937 Republic Steel Works witnessed the Memorial Day massacre of 1937 in the neighborhood of East Side.\r\nIn 1933, Chicago Mayor Anton Cermak was fatally wounded in Miami, Florida, during a failed assassination attempt on President-elect Franklin D. Roosevelt. In 1933 and 1934, the city celebrated its centennial by hosting the Century of Progress International Exposition World's Fair. The theme of the fair was technological innovation over the century since Chicago's founding.\r\n\r\n\r\n==== 1940 to 1979 ====\r\nDuring World War II, the city of Chicago alone produced more steel than the United Kingdom every year from 1939 \u2013 1945, and more than Nazi Germany from 1943 \u2013 1945.\r\nThe Great Migration, which had been on pause due to the Depression, resumed at an even faster pace in the second wave, as hundreds of thousands of blacks from the South arrived in the city to work in the steel mills, railroads, and shipping yards.On December 2, 1942, physicist Enrico Fermi conducted the world's first controlled nuclear reaction at the University of Chicago as part of the top-secret Manhattan Project. This led to the creation of the atomic bomb by the United States, which it used in World War II in 1945.Mayor Richard J. Daley, a Democrat, was elected in 1955, in the era of machine politics. In 1956, the city conducted its last major expansion when it annexed the land under O'Hare airport, including a small portion of DuPage County.By the 1960s, white residents in several neighborhoods left the city for the suburban areas \u2013 in many American cities, a process known as white flight \u2013 as Blacks continued to move beyond the Black Belt. While home loan discriminatory redlining against blacks continued, the real estate industry practiced what became known as blockbusting, completely changing the racial composition of whole neighborhoods. Structural changes in industry, such as globalization and job outsourcing, caused heavy job losses for lower-skilled workers. At its peak during the 1960s, some 250,000 workers were employed in the steel industry in Chicago, but the steel crisis of the 1970s and 1980s reduced this number to just 28,000 in 2015. In 1966, Martin Luther King Jr.", "start_char_idx": 11240, "end_char_idx": 15869, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "2dc47394-64be-4d98-8598-fac0b3a6d7d0": {"__data__": {"id_": "2dc47394-64be-4d98-8598-fac0b3a6d7d0", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "85db935a-0b98-476f-854d-72b64bda5a87", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "4bcb184d73a79e31260e57f0f5c19fee50c273258c5c6c8703d4e5f7178a5e1c", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "7eb0912d-1c0a-4be9-be1c-563cf0b701b5", "node_type": "1", "metadata": {}, "hash": "3480be4359f06797a31acbff2510bea0a135c45749225f913d751eecabd646db", "class_name": "RelatedNodeInfo"}}, "text": "In 1956, the city conducted its last major expansion when it annexed the land under O'Hare airport, including a small portion of DuPage County.By the 1960s, white residents in several neighborhoods left the city for the suburban areas \u2013 in many American cities, a process known as white flight \u2013 as Blacks continued to move beyond the Black Belt. While home loan discriminatory redlining against blacks continued, the real estate industry practiced what became known as blockbusting, completely changing the racial composition of whole neighborhoods. Structural changes in industry, such as globalization and job outsourcing, caused heavy job losses for lower-skilled workers. At its peak during the 1960s, some 250,000 workers were employed in the steel industry in Chicago, but the steel crisis of the 1970s and 1980s reduced this number to just 28,000 in 2015. In 1966, Martin Luther King Jr. and Albert Raby led the Chicago Freedom Movement, which culminated in agreements between Mayor Richard J. Daley and the movement leaders.Two years later, the city hosted the tumultuous 1968 Democratic National Convention, which featured physical confrontations both inside and outside the convention hall, with anti-war protesters, journalists and bystanders being beaten by police. Major construction projects, including the Sears Tower (now known as the Willis Tower, which in 1974 became the world's tallest building), University of Illinois at Chicago, McCormick Place, and O'Hare International Airport, were undertaken during Richard J. Daley's tenure. In 1979, Jane Byrne, the city's first female mayor, was elected. She was notable for temporarily moving into the crime-ridden Cabrini-Green housing project and for leading Chicago's school system out of a financial crisis.\r\n\r\n\r\n==== 1980 to present ====\r\nIn 1983, Harold Washington became the first black mayor of Chicago. Washington's first term in office directed attention to poor and previously neglected minority neighborhoods. He was re\u2011elected in 1987 but died of a heart attack soon after. Washington was succeeded by 6th ward alderperson Eugene Sawyer, who was elected by the Chicago City Council and served until a special election.\r\nRichard M. Daley, son of Richard J. Daley, was elected in 1989. His accomplishments included improvements to parks and creating incentives for sustainable development, as well as closing Meigs Field in the middle of the night and destroying the runways. After successfully running for re-election five times, and becoming Chicago's longest-serving mayor, Richard M. Daley declined to run for a seventh term.In 1992, a construction accident near the Kinzie Street Bridge produced a breach connecting the Chicago River to a tunnel below, which was part of an abandoned freight tunnel system extending throughout the downtown Loop district. The tunnels filled with 250 million US gallons (1,000,000 m3) of water, affecting buildings throughout the district and forcing a shutdown of electrical power. The area was shut down for three days and some buildings did not reopen for weeks; losses were estimated at $1.95 billion.On February 23, 2011, Rahm Emanuel, a former White House Chief of Staff and member of the House of Representatives, won the mayoral election. Emanuel was sworn in as mayor on May 16, 2011, and won re-election in 2015. Lori Lightfoot, the city's first African American woman mayor and its first openly LGBTQ mayor, was elected to succeed Emanuel as mayor in 2019. All three city-wide elective offices were held by women (and women of color) for the first time in Chicago history: in addition to Lightfoot, the city clerk was Anna Valencia and the city treasurer was Melissa Conyears-Ervin.On May 15, 2023, Brandon Johnson assumed office as the 57th mayor of Chicago.\r\n\r\n\r\n== Geography ==\r\n\r\n\r\n=== Topography ===\r\nChicago is located in northeastern Illinois on the southwestern shores of freshwater Lake Michigan. It is the principal city in the Chicago metropolitan area, situated in both the Midwestern United States and the Great Lakes region. The city rests on a continental divide at the site of the Chicago Portage, connecting the Mississippi River and the Great Lakes watersheds. In addition to it lying beside Lake Michigan, two rivers\u2014the Chicago River in downtown and the Calumet River in the industrial far South Side\u2014flow either entirely or partially through the city.Chicago's history and economy are closely tied to its proximity to Lake Michigan. While the Chicago River historically handled much of the region's waterborne cargo, today's huge lake freighters use the city's Lake Calumet Harbor on the South Side.", "start_char_idx": 14974, "end_char_idx": 19618, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "7eb0912d-1c0a-4be9-be1c-563cf0b701b5": {"__data__": {"id_": "7eb0912d-1c0a-4be9-be1c-563cf0b701b5", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "2dc47394-64be-4d98-8598-fac0b3a6d7d0", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "3573494736b169b360cd231e4daadfd355ea43f6693d716487df762fbcf652aa", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "a303c86e-ac3e-4d83-b1be-3a2cca087679", "node_type": "1", "metadata": {}, "hash": "153de7f36c3874102394f6499ec34eb1c6a61014b6350b46d4c0a0440f4e722e", "class_name": "RelatedNodeInfo"}}, "text": "== Geography ==\r\n\r\n\r\n=== Topography ===\r\nChicago is located in northeastern Illinois on the southwestern shores of freshwater Lake Michigan. It is the principal city in the Chicago metropolitan area, situated in both the Midwestern United States and the Great Lakes region. The city rests on a continental divide at the site of the Chicago Portage, connecting the Mississippi River and the Great Lakes watersheds. In addition to it lying beside Lake Michigan, two rivers\u2014the Chicago River in downtown and the Calumet River in the industrial far South Side\u2014flow either entirely or partially through the city.Chicago's history and economy are closely tied to its proximity to Lake Michigan. While the Chicago River historically handled much of the region's waterborne cargo, today's huge lake freighters use the city's Lake Calumet Harbor on the South Side. The lake also provides another positive effect: moderating Chicago's climate, making waterfront neighborhoods slightly warmer in winter and cooler in summer.When Chicago was founded in 1837, most of the early building was around the mouth of the Chicago River, as can be seen on a map of the city's original 58 blocks. The overall grade of the city's central, built-up areas is relatively consistent with the natural flatness of its overall natural geography, generally exhibiting only slight differentiation otherwise. The average land elevation is 579 ft (176.5 m) above sea level. While measurements vary somewhat, the lowest points are along the lake shore at 578 ft (176.2 m), while the highest point, at 672 ft (205 m), is the morainal ridge of Blue Island in the city's far south side.Lake Shore Drive runs adjacent to a large portion of Chicago's waterfront. Some of the parks along the waterfront include Lincoln Park, Grant Park, Burnham Park, and Jackson Park. There are 24 public beaches across 26 miles (42 km) of the waterfront. Landfill extends into portions of the lake providing space for Navy Pier, Northerly Island, the Museum Campus, and large portions of the McCormick Place Convention Center. Most of the city's high-rise commercial and residential buildings are close to the waterfront.\r\nAn informal name for the entire Chicago metropolitan area is \"Chicagoland\", which generally means the city and all its suburbs, though different organizations have slightly different definitions.\r\n\r\n\r\n=== Communities ===\r\n\r\nMajor sections of the city include the central business district, called the Loop, and the North, South, and West Sides. The three sides of the city are represented on the Flag of Chicago by three horizontal white stripes. The North Side is the most-densely-populated residential section of the city, and many high-rises are located on this side of the city along the lakefront. The South Side is the largest section of the city, encompassing roughly 60% of the city's land area. The South Side contains most of the facilities of the Port of Chicago.In the late-1920s, sociologists at the University of Chicago subdivided the city into 77 distinct community areas, which can further be subdivided into over 200 informally defined neighborhoods.\r\n\r\n\r\n=== Streetscape ===\r\n\r\nChicago's streets were laid out in a street grid that grew from the city's original townsite plot, which was bounded by Lake Michigan on the east, North Avenue on the north, Wood Street on the west, and 22nd Street on the south. Streets following the Public Land Survey System section lines later became arterial streets in outlying sections. As new additions to the city were platted, city ordinance required them to be laid out with eight streets to the mile in one direction and sixteen in the other direction, about one street per 200 meters in one direction and one street per 100 meters in the other direction. The grid's regularity provided an efficient means of developing new real estate property. A scattering of diagonal streets, many of them originally Native American trails, also cross the city (Elston, Milwaukee, Ogden, Lincoln, etc.). Many additional diagonal streets were recommended in the Plan of Chicago, but only the extension of Ogden Avenue was ever constructed.In 2016, Chicago was ranked the sixth-most walkable large city in the United States. Many of the city's residential streets have a wide patch of grass or trees between the street and the sidewalk itself. This helps to keep pedestrians on the sidewalk further away from the street traffic. Chicago's Western Avenue is the longest continuous urban street in the world. Other notable streets include Michigan Avenue, State Street, 95th Street, Cicero Avenue, Clark Street, and Belmont Avenue. The City Beautiful movement inspired Chicago's boulevards and parkways.\r\n\r\n\r\n=== Architecture ===\r\n\r\nThe destruction caused by the Great Chicago Fire led to the largest building boom in the history of the nation.", "start_char_idx": 18763, "end_char_idx": 23615, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "a303c86e-ac3e-4d83-b1be-3a2cca087679": {"__data__": {"id_": "a303c86e-ac3e-4d83-b1be-3a2cca087679", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "7eb0912d-1c0a-4be9-be1c-563cf0b701b5", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "82341640e53a4bbb04220410c1a3f04e7d7369e76be8271da6a9f60ba2cc0ddf", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "0691825b-6a26-4f02-99fd-9d861e586cbe", "node_type": "1", "metadata": {}, "hash": "c0c4d04b9ffd63e82289201f9238852bc188fce56ecf9b18e3ced6adae9220cc", "class_name": "RelatedNodeInfo"}}, "text": "A scattering of diagonal streets, many of them originally Native American trails, also cross the city (Elston, Milwaukee, Ogden, Lincoln, etc.). Many additional diagonal streets were recommended in the Plan of Chicago, but only the extension of Ogden Avenue was ever constructed.In 2016, Chicago was ranked the sixth-most walkable large city in the United States. Many of the city's residential streets have a wide patch of grass or trees between the street and the sidewalk itself. This helps to keep pedestrians on the sidewalk further away from the street traffic. Chicago's Western Avenue is the longest continuous urban street in the world. Other notable streets include Michigan Avenue, State Street, 95th Street, Cicero Avenue, Clark Street, and Belmont Avenue. The City Beautiful movement inspired Chicago's boulevards and parkways.\r\n\r\n\r\n=== Architecture ===\r\n\r\nThe destruction caused by the Great Chicago Fire led to the largest building boom in the history of the nation. In 1885, the first steel-framed high-rise building, the Home Insurance Building, rose in the city as Chicago ushered in the skyscraper era, which would then be followed by many other cities around the world. Today, Chicago's skyline is among the world's tallest and densest.Some of the United States' tallest towers are located in Chicago; Willis Tower (formerly Sears Tower) is the second tallest building in the Western Hemisphere after One World Trade Center, and Trump International Hotel and Tower is the third tallest in the country. The Loop's historic buildings include the Chicago Board of Trade Building, the Fine Arts Building, 35 East Wacker, and the Chicago Building, 860-880 Lake Shore Drive Apartments by Mies van der Rohe. Many other architects have left their impression on the Chicago skyline such as Daniel Burnham, Louis Sullivan, Charles B. Atwood, John Root, and Helmut Jahn.The Merchandise Mart, once first on the list of largest buildings in the world, currently listed as 44th-largest 2013 as September 9, 2013, had its own zip code until 2008, and stands near the junction of the North and South branches of the Chicago River. Presently, the four tallest buildings in the city are Willis Tower (formerly the Sears Tower, also a building with its own zip code), Trump International Hotel and Tower, the Aon Center (previously the Standard Oil Building), and the John Hancock Center. Industrial districts, such as some areas on the South Side, the areas along the Chicago Sanitary and Ship Canal, and the Northwest Indiana area are clustered.Chicago gave its name to the Chicago School and was home to the Prairie School, two movements in architecture. Multiple kinds and scales of houses, townhouses, condominiums, and apartment buildings can be found throughout Chicago. Large swaths of the city's residential areas away from the lake are characterized by brick bungalows built from the early 20th century through the end of World War II. Chicago is also a prominent center of the Polish Cathedral style of church architecture. The Chicago suburb of Oak Park was home to famous architect Frank Lloyd Wright, who had designed The Robie House located near the University of Chicago.A popular tourist activity is to take an architecture boat tour along the Chicago River.\r\n\r\n\r\n=== Monuments and public art ===\r\n\r\nChicago is famous for its outdoor public art with donors establishing funding for such art as far back as Benjamin Ferguson's 1905 trust. A number of Chicago's public art works are by modern figurative artists. Among these are Chagall's Four Seasons; the Chicago Picasso; Miro's Chicago; Calder's Flamingo; Oldenburg's Batcolumn; Moore's Large Interior Form, 1953-54, Man Enters the Cosmos and Nuclear Energy; Dubuffet's Monument with Standing Beast, Abakanowicz's Agora; and, Anish Kapoor's Cloud Gate which has become an icon of the city. Some events which shaped the city's history have also been memorialized by art works, including the Great Northern Migration (Saar) and the centennial of statehood for Illinois. Finally, two fountains near the Loop also function as monumental works of art: Plensa's Crown Fountain as well as Burnham and Bennett's Buckingham Fountain.\r\n\r\n\r\n=== Climate ===\r\n\r\nThe city lies within the typical hot-summer humid continental climate (K\u00f6ppen: Dfa), and experiences four distinct seasons. Summers are hot and humid, with frequent heat waves. The July daily average temperature is 75.4 \u00b0F (24.1 \u00b0C), with afternoon temperatures peaking at 84.5 \u00b0F (29.2 \u00b0C). In a normal summer, temperatures reach at least 90 \u00b0F (32 \u00b0C) on 17 days, with lakefront locations staying cooler when winds blow off the lake.", "start_char_idx": 22634, "end_char_idx": 27287, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "0691825b-6a26-4f02-99fd-9d861e586cbe": {"__data__": {"id_": "0691825b-6a26-4f02-99fd-9d861e586cbe", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "a303c86e-ac3e-4d83-b1be-3a2cca087679", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "aeefffe07d8c2eae938b8ab086f672e6053667b33af22946d2d98231495cbcf6", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "2ab0bb21-5b34-45ce-853a-3f764a03c78a", "node_type": "1", "metadata": {}, "hash": "6b97694f73bee7f249fb525fa3efd64eff7e1ab254cbeaca907ec4366417278c", "class_name": "RelatedNodeInfo"}}, "text": "Some events which shaped the city's history have also been memorialized by art works, including the Great Northern Migration (Saar) and the centennial of statehood for Illinois. Finally, two fountains near the Loop also function as monumental works of art: Plensa's Crown Fountain as well as Burnham and Bennett's Buckingham Fountain.\r\n\r\n\r\n=== Climate ===\r\n\r\nThe city lies within the typical hot-summer humid continental climate (K\u00f6ppen: Dfa), and experiences four distinct seasons. Summers are hot and humid, with frequent heat waves. The July daily average temperature is 75.4 \u00b0F (24.1 \u00b0C), with afternoon temperatures peaking at 84.5 \u00b0F (29.2 \u00b0C). In a normal summer, temperatures reach at least 90 \u00b0F (32 \u00b0C) on 17 days, with lakefront locations staying cooler when winds blow off the lake. Winters are relatively cold and snowy. Blizzards do occur, such as in winter 2011. There are many sunny but cold days. The normal winter high from December through March is about 36 \u00b0F (2 \u00b0C). January and February are the coldest months. A polar vortex in January 2019 nearly broke the city's cold record of \u221227 \u00b0F (\u221233 \u00b0C), which was set on January 20, 1985. Measurable snowfall can continue through the first or second week of April.Spring and autumn are mild, short seasons, typically with low humidity. Dew point temperatures in the summer range from an average of 55.8 \u00b0F (13.2 \u00b0C) in June to 61.7 \u00b0F (16.5 \u00b0C) in July. They can reach nearly 80 \u00b0F (27 \u00b0C), such as during the July 2019 heat wave. The city lies within USDA plant hardiness zone 6a, transitioning to 5b in the suburbs.According to the National Weather Service, Chicago's highest official temperature reading of 105 \u00b0F (41 \u00b0C) was recorded on July 24, 1934. Midway Airport reached 109 \u00b0F (43 \u00b0C) one day prior and recorded a heat index of 125 \u00b0F (52 \u00b0C) during the 1995 heatwave. The lowest official temperature of \u221227 \u00b0F (\u221233 \u00b0C) was recorded on January 20, 1985, at O'Hare Airport. Most of the city's rainfall is brought by thunderstorms, averaging 38 a year. The region is prone to severe thunderstorms during the spring and summer which can produce large hail, damaging winds, and occasionally tornadoes.Like other major cities, Chicago experiences an urban heat island, making the city and its suburbs milder than surrounding rural areas, especially at night and in winter. The proximity to Lake Michigan tends to keep the Chicago lakefront somewhat cooler in summer and less brutally cold in winter than inland parts of the city and suburbs away from the lake. Northeast winds from wintertime cyclones departing south of the region sometimes bring the city lake-effect snow.\r\n\r\n\r\n=== Time zone ===\r\nAs in the rest of the state of Illinois, Chicago forms part of the Central Time Zone. The border with the Eastern Time Zone is located a short distance to the east, used in Michigan and certain parts of Indiana.\r\n\r\n\r\n== Demographics ==\r\n\r\nDuring its first hundred years, Chicago was one of the fastest-growing cities in the world. When founded in 1833, fewer than 200 people had settled on what was then the American frontier. By the time of its first census, seven years later, the population had reached over 4,000. In the forty years from 1850 to 1890, the city's population grew from slightly under 30,000 to over 1 million. At the end of the 19th century, Chicago was the fifth-largest city in the world, and the largest of the cities that did not exist at the dawn of the century. Within sixty years of the Great Chicago Fire of 1871, the population went from about 300,000 to over 3 million, and reached its highest ever recorded population of 3.6 million for the 1950 census.\r\nFrom the last two decades of the 19th century, Chicago was the destination of waves of immigrants from Ireland, Southern, Central and Eastern Europe, including Italians, Jews, Russians, Poles, Greeks, Lithuanians, Bulgarians, Albanians, Romanians, Turkish, Croatians, Serbs, Bosnians, Montenegrins and Czechs.", "start_char_idx": 26493, "end_char_idx": 30456, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "2ab0bb21-5b34-45ce-853a-3f764a03c78a": {"__data__": {"id_": "2ab0bb21-5b34-45ce-853a-3f764a03c78a", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "0691825b-6a26-4f02-99fd-9d861e586cbe", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f5dad98f1d3176b6a17edc0bb78c56c719686df4fee815740d059fca5270cc1f", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "992cab92-b033-4060-8ec3-08870918e664", "node_type": "1", "metadata": {}, "hash": "c68868a620a230ba979bbad32af8e36352649c1fe9e812420bc66d758b6cbbe6", "class_name": "RelatedNodeInfo"}}, "text": "In the forty years from 1850 to 1890, the city's population grew from slightly under 30,000 to over 1 million. At the end of the 19th century, Chicago was the fifth-largest city in the world, and the largest of the cities that did not exist at the dawn of the century. Within sixty years of the Great Chicago Fire of 1871, the population went from about 300,000 to over 3 million, and reached its highest ever recorded population of 3.6 million for the 1950 census.\r\nFrom the last two decades of the 19th century, Chicago was the destination of waves of immigrants from Ireland, Southern, Central and Eastern Europe, including Italians, Jews, Russians, Poles, Greeks, Lithuanians, Bulgarians, Albanians, Romanians, Turkish, Croatians, Serbs, Bosnians, Montenegrins and Czechs. To these ethnic groups, the basis of the city's industrial working class, were added an additional influx of African Americans from the American South\u2014with Chicago's black population doubling between 1910 and 1920 and doubling again between 1920 and 1930. Chicago has a significant Bosnian population, many of whom arrived in the 1990s and 2000s.In the 1920s and 1930s, the great majority of African Americans moving to Chicago settled in a so\u2011called \"Black Belt\" on the city's South Side. A large number of blacks also settled on the West Side. By 1930, two-thirds of Chicago's black population lived in sections of the city which were 90% black in racial composition. Around that time, a lesser known fact about African Americans on the North Side is that the block of 4600 Winthrop Avenue in Uptown was the only block African Americans could live or open establishments. Chicago's South Side emerged as United States second-largest urban black concentration, following New York's Harlem. In 1990, Chicago's South Side and the adjoining south suburbs constituted the largest black majority region in the entire United States. Since the 1980s, Chicago has had a massive exodus of  African Americans (primarily from the South and West sides) to its suburbs or outside its metropolitan area. The above average crime and cost of living were leading reasons for the fast declining African American population in Chicago.Most of Chicago's foreign-born population were born in Mexico, Poland and India.Chicago's population declined in the latter half of the 20th century, from over 3.6 million in 1950 down to under 2.7 million by 2010. By the time of the official census count in 1990, it was overtaken by Los Angeles as the United States' second largest city.The city has seen a rise in population for the 2000 census and after a decrease in 2010, it rose again for the 2020 census.According to U.S. census estimates as of July 2019, Chicago's largest racial or ethnic group is non-Hispanic White at 32.8% of the population, Blacks at 30.1% and the Hispanic population at 29.0% of the population.\r\nChicago has the third-largest LGBT population in the United States. In 2018, the Chicago Department of Health, estimated 7.5% of the adult population, approximately 146,000 Chicagoans, were LGBTQ. In 2015, roughly 4% of the population identified as LGBT. Since the 2013 legalization of same-sex marriage in Illinois, over 10,000 same-sex couples have wed in Cook County, a majority of them in Chicago.Chicago became a \"de jure\" sanctuary city in 2012 when Mayor Rahm Emanuel and the City Council passed the Welcoming City Ordinance.According to the U.S. Census Bureau's American Community Survey data estimates for 2008\u20132012, the median income for a household in the city was $47,408, and the median income for a family was $54,188. Male full-time workers had a median income of $47,074 versus $42,063 for females. About 18.3% of families and 22.1% of the population lived below the poverty line. In 2018, Chicago ranked seventh globally for the highest number of ultra-high-net-worth residents with roughly 3,300 residents worth more than $30 million.According to the 2008\u20132012 American Community Survey, the ancestral groups having 10,000 or more persons in Chicago were:\r\n\r\nPersons identifying themselves in \"Other groups\" were classified at 1.72 million, and unclassified or not reported were approximately 153,000.", "start_char_idx": 29680, "end_char_idx": 33871, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "992cab92-b033-4060-8ec3-08870918e664": {"__data__": {"id_": "992cab92-b033-4060-8ec3-08870918e664", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "2ab0bb21-5b34-45ce-853a-3f764a03c78a", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "3b0729dca0843ad87185ec06dc7bf1c2ce57aaaf734293a7231ea65b5f1d55d1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c43664af-ccd7-4a35-9063-ccefa4f2e1cd", "node_type": "1", "metadata": {}, "hash": "0c6a1e48f17c11fd3adeb9be9d97d448c82a5e3aeb67b599135026ab8031ed89", "class_name": "RelatedNodeInfo"}}, "text": "Census Bureau's American Community Survey data estimates for 2008\u20132012, the median income for a household in the city was $47,408, and the median income for a family was $54,188. Male full-time workers had a median income of $47,074 versus $42,063 for females. About 18.3% of families and 22.1% of the population lived below the poverty line. In 2018, Chicago ranked seventh globally for the highest number of ultra-high-net-worth residents with roughly 3,300 residents worth more than $30 million.According to the 2008\u20132012 American Community Survey, the ancestral groups having 10,000 or more persons in Chicago were:\r\n\r\nPersons identifying themselves in \"Other groups\" were classified at 1.72 million, and unclassified or not reported were approximately 153,000.\r\n\r\n\r\n=== Religion ===\r\n\r\nAccording to a 2014 study by the Pew Research Center, Christianity is the most prevalently practiced religion in Chicago (71%), with the city being the fourth-most religious metropolis in the United States after Dallas, Atlanta and Houston. Roman Catholicism and Protestantism are the largest branches (34% and 35% respectively), followed by Eastern Orthodoxy and Jehovah's Witnesses with 1% each. Chicago also has a sizable non-Christian population. Non-Christian groups include Irreligious (22%), Judaism (3%), Islam (2%), Buddhism (1%) and Hinduism (1%).Chicago is the headquarters of several religious denominations, including the Evangelical Covenant Church and the Evangelical Lutheran Church in America. It is the seat of several dioceses. The Fourth Presbyterian Church is one of the largest Presbyterian congregations in the United States based on memberships. Since the 20th century Chicago has also been the headquarters of the Assyrian Church of the East. In 2014 the Catholic Church was the largest individual Christian denomination (34%), with the Roman Catholic Archdiocese of Chicago being the largest Catholic jurisdiction. Evangelical Protestantism form the largest theological Protestant branch (16%), followed by Mainline Protestants (11%), and historically Black churches (8%). Among denominational Protestant branches, Baptists formed the largest group in Chicago (10%); followed by Nondenominational (5%); Lutherans (4%); and Pentecostals (3%).Non-Christian faiths accounted for 7% of the religious population in 2014. Judaism has at least 261,000 adherents which is 3% of the population, making it the second largest religion. A 2020 study estimated the total Jewish population of the Chicago metropolitan area, both religious and irreligious, at 319,500.The first two Parliament of the World's Religions in 1893 and 1993 were held in Chicago. Many international religious leaders have visited Chicago, including Mother Teresa, the Dalai Lama and Pope John Paul II in 1979.\r\n\r\n\r\n== Economy ==\r\n\r\nChicago has the third-largest gross metropolitan product in the United States\u2014about $670.5 billion according to September 2017 estimates. The city has also been rated as having the most balanced economy in the United States, due to its high level of diversification. The Chicago metropolitan area has the third-largest science and engineering work force of any metropolitan area in the nation. Chicago was the base of commercial operations for industrialists John Crerar, John Whitfield Bunn, Richard Teller Crane, Marshall Field, John Farwell, Julius Rosenwald, and many other commercial visionaries who laid the foundation for Midwestern and global industry.\r\nChicago is a major world financial center, with the second-largest central business district in the United States, following Midtown Manhattan. The city is the seat of the Federal Reserve Bank of Chicago, the Bank's Seventh District. The city has major financial and futures exchanges, including the Chicago Stock Exchange, the Chicago Board Options Exchange (CBOE), and the Chicago Mercantile Exchange (the \"Merc\"), which is owned, along with the Chicago Board of Trade (CBOT), by Chicago's CME Group. In 2017, Chicago exchanges traded 4.7 billion in derivatives. Chase Bank has its commercial and retail banking headquarters in Chicago's Chase Tower. Academically, Chicago has been influential through the Chicago school of economics, which fielded 12 Nobel Prize winners.\r\nThe city and its surrounding metropolitan area contain the third-largest labor pool in the United States with about 4.63 million workers. Illinois is home to 66 Fortune 1000 companies, including those in Chicago. The city of Chicago also hosts 12 Fortune Global 500 companies and 17 Financial Times 500 companies.", "start_char_idx": 33106, "end_char_idx": 37668, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c43664af-ccd7-4a35-9063-ccefa4f2e1cd": {"__data__": {"id_": "c43664af-ccd7-4a35-9063-ccefa4f2e1cd", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "992cab92-b033-4060-8ec3-08870918e664", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "164be35dfe1f2c9394b9475ab9448c1923f2fe07be58acf2aa1072eff99259fd", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "8d994932-564f-47bf-90e1-ba3be0c9012e", "node_type": "1", "metadata": {}, "hash": "fdbdb24ec85b16eecf7f3032155e767724c116095d557937ed3f0de223f8abd7", "class_name": "RelatedNodeInfo"}}, "text": "The city has major financial and futures exchanges, including the Chicago Stock Exchange, the Chicago Board Options Exchange (CBOE), and the Chicago Mercantile Exchange (the \"Merc\"), which is owned, along with the Chicago Board of Trade (CBOT), by Chicago's CME Group. In 2017, Chicago exchanges traded 4.7 billion in derivatives. Chase Bank has its commercial and retail banking headquarters in Chicago's Chase Tower. Academically, Chicago has been influential through the Chicago school of economics, which fielded 12 Nobel Prize winners.\r\nThe city and its surrounding metropolitan area contain the third-largest labor pool in the United States with about 4.63 million workers. Illinois is home to 66 Fortune 1000 companies, including those in Chicago. The city of Chicago also hosts 12 Fortune Global 500 companies and 17 Financial Times 500 companies. The city claims three Dow 30 companies: aerospace giant Boeing, which moved its headquarters from Seattle to the Chicago Loop in 2001; McDonald's; and Walgreens Boots Alliance. For six consecutive years from 2013 through 2018, Chicago was ranked the nation's top metropolitan area for corporate relocations. However, three Fortune 500 companies left Chicago in 2022, leaving the city with 35, still second to New York City.Manufacturing, printing, publishing, and food processing also play major roles in the city's economy. Several medical products and services companies are headquartered in the Chicago area, including Baxter International, Boeing, Abbott Laboratories, and the Healthcare division of General Electric. Prominent food companies based in Chicago include the world headquarters of Conagra, Ferrara Candy Company, Kraft Heinz, McDonald's, Mondelez International, and Quaker Oats. Chicago has been a hub of the retail sector since its early development, with Montgomery Ward, Sears, and Marshall Field's. Today the Chicago metropolitan area is the headquarters of several retailers, including Walgreens, Sears, Ace Hardware, Claire's, ULTA Beauty, and Crate & Barrel.Late in the 19th century, Chicago was part of the bicycle craze, with the Western Wheel Company, which introduced stamping to the production process and significantly reduced costs, while early in the 20th century, the city was part of the automobile revolution, hosting the Brass Era car builder Bugmobile, which was founded there in 1907. Chicago was also the site of the Schwinn Bicycle Company.\r\nChicago is a major world convention destination. The city's main convention center is McCormick Place. With its four interconnected buildings, it is the largest convention center in the nation and third-largest in the world. Chicago also ranks third in the U.S. (behind Las Vegas and Orlando) in number of conventions hosted annually.Chicago's minimum wage for non-tipped employees is one of the highest in the nation and reached $15 in 2021.\r\n\r\n\r\n== Culture and contemporary life ==\r\n\r\nThe city's waterfront location and nightlife has attracted residents and tourists alike. Over a third of the city population is concentrated in the lakefront neighborhoods from Rogers Park in the north to South Shore in the south. The city has many upscale dining establishments as well as many ethnic restaurant districts. These districts include the Mexican American neighborhoods, such as Pilsen along 18th street, and La Villita along 26th Street; the Puerto Rican enclave of Paseo Boricua in the Humboldt Park neighborhood; Greektown, along South Halsted Street, immediately west of downtown; Little Italy, along Taylor Street; Chinatown in Armour Square; Polish Patches in West Town; Little Seoul in Albany Park around Lawrence Avenue; Little Vietnam near Broadway in Uptown; and the Desi area, along Devon Avenue in West Ridge.Downtown is the center of Chicago's financial, cultural, governmental and commercial institutions and the site of Grant Park and many of the city's skyscrapers. Many of the city's financial institutions, such as the CBOT and the Federal Reserve Bank of Chicago, are located within a section of downtown called \"The Loop\", which is an eight-block by five-block area of city streets that is encircled by elevated rail tracks. The term \"The Loop\" is largely used by locals to refer to the entire downtown area as well. The central area includes the Near North Side, the Near South Side, and the Near West Side, as well as the Loop. These areas contribute famous skyscrapers, abundant restaurants, shopping, museums, a stadium for the Chicago Bears, convention facilities, parkland, and beaches.\r\nLincoln Park contains the Lincoln Park Zoo and the Lincoln Park Conservatory. The River North Gallery District features the nation's largest concentration of contemporary art galleries outside of New York City.Lakeview is home to Boystown, the city's large LGBT nightlife and culture center.", "start_char_idx": 36813, "end_char_idx": 41656, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "8d994932-564f-47bf-90e1-ba3be0c9012e": {"__data__": {"id_": "8d994932-564f-47bf-90e1-ba3be0c9012e", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c43664af-ccd7-4a35-9063-ccefa4f2e1cd", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "d1da6f482efca9f294ae8ba678a6fc57c62b4179187c88704720385eb9861abc", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "a0f2fed6-6a0a-4a19-be60-3764e21eaf4c", "node_type": "1", "metadata": {}, "hash": "1c2b7853c1ca750ea6c450c2a82b412b673189d6275a329961618cfff087b4c9", "class_name": "RelatedNodeInfo"}}, "text": "Many of the city's financial institutions, such as the CBOT and the Federal Reserve Bank of Chicago, are located within a section of downtown called \"The Loop\", which is an eight-block by five-block area of city streets that is encircled by elevated rail tracks. The term \"The Loop\" is largely used by locals to refer to the entire downtown area as well. The central area includes the Near North Side, the Near South Side, and the Near West Side, as well as the Loop. These areas contribute famous skyscrapers, abundant restaurants, shopping, museums, a stadium for the Chicago Bears, convention facilities, parkland, and beaches.\r\nLincoln Park contains the Lincoln Park Zoo and the Lincoln Park Conservatory. The River North Gallery District features the nation's largest concentration of contemporary art galleries outside of New York City.Lakeview is home to Boystown, the city's large LGBT nightlife and culture center. The Chicago Pride Parade, held the last Sunday in June, is one of the world's largest with over a million people in attendance.\r\nNorth Halsted Street is the main thoroughfare of Boystown.The South Side neighborhood of Hyde Park is the home of former U.S. President Barack Obama. It also contains the University of Chicago, ranked one of the world's top ten universities, and the Museum of Science and Industry. The 6-mile (9.7 km) long Burnham Park stretches along the waterfront of the South Side. Two of the city's largest parks are also located on this side of the city: Jackson Park, bordering the waterfront, hosted the World's Columbian Exposition in 1893, and is the site of the aforementioned museum; and slightly west sits Washington Park. The two parks themselves are connected by a wide strip of parkland called the Midway Plaisance, running adjacent to the University of Chicago. The South Side hosts one of the city's largest parades, the annual African American Bud Billiken Parade and Picnic, which travels through Bronzeville to Washington Park. Ford Motor Company has an automobile assembly plant on the South Side in Hegewisch, and most of the facilities of the Port of Chicago are also on the South Side.The West Side holds the Garfield Park Conservatory, one of the largest collections of tropical plants in any U.S. city. Prominent Latino cultural attractions found here include Humboldt Park's Institute of Puerto Rican Arts and Culture and the annual Puerto Rican People's Parade, as well as the National Museum of Mexican Art and St. Adalbert's Church in Pilsen. The Near West Side holds the University of Illinois at Chicago and was once home to Oprah Winfrey's Harpo Studios, the site of which has been rebuilt as the global headquarters of McDonald's.The city's distinctive accent, made famous by its use in classic films like The Blues Brothers and television programs like the Saturday Night Live skit \"Bill Swerski's Superfans\", is an advanced form of Inland Northern American English. This dialect can also be found in other cities bordering the Great Lakes such as Cleveland, Milwaukee, Detroit, and Rochester, New York, and most prominently features a rearrangement of certain vowel sounds, such as the short 'a' sound as in \"cat,\" which can sound more like \"kyet\" to outsiders. The accent remains well associated with the city.\r\n\r\n\r\n=== Entertainment and the arts ===\r\n\r\nRenowned Chicago theater companies include the Goodman Theatre in the Loop; the Steppenwolf Theatre Company and Victory Gardens Theater in Lincoln Park; and the Chicago Shakespeare Theater at Navy Pier. Broadway In Chicago offers Broadway-style entertainment at five theaters: the Nederlander Theatre, CIBC Theatre, Cadillac Palace Theatre, Auditorium Building of Roosevelt University, and Broadway Playhouse at Water Tower Place. Polish language productions for Chicago's large Polish speaking population can be seen at the historic Gateway Theatre in Jefferson Park. Since 1968, the Joseph Jefferson Awards are given annually to acknowledge excellence in theater in the Chicago area. Chicago's theater community spawned modern improvisational theater, and includes the prominent groups The Second City and I.O. (formerly ImprovOlympic).The Chicago Symphony Orchestra (CSO) performs at Symphony Center, and is recognized as one of the best orchestras in the world. Also performing regularly at Symphony Center is the Chicago Sinfonietta, a more diverse and multicultural counterpart to the CSO. In the summer, many outdoor concerts are given in Grant Park and Millennium Park. Ravinia Festival, located 25 miles (40 km) north of Chicago, is the summer home of the CSO, and is a favorite destination for many Chicagoans. The Civic Opera House is home to the Lyric Opera of Chicago.", "start_char_idx": 40733, "end_char_idx": 45443, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "a0f2fed6-6a0a-4a19-be60-3764e21eaf4c": {"__data__": {"id_": "a0f2fed6-6a0a-4a19-be60-3764e21eaf4c", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "8d994932-564f-47bf-90e1-ba3be0c9012e", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "dfe917bc927e5c8664eeac8dd0a5c39393b3b70dab2a1ca35c6d0040f9bff750", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "dc12791f-8382-41c3-894b-d4253574e57b", "node_type": "1", "metadata": {}, "hash": "c7d118bf5ddabb72c1dc22deea537aba956475e5d9105f144ebf4e2dc76ff52c", "class_name": "RelatedNodeInfo"}}, "text": "Since 1968, the Joseph Jefferson Awards are given annually to acknowledge excellence in theater in the Chicago area. Chicago's theater community spawned modern improvisational theater, and includes the prominent groups The Second City and I.O. (formerly ImprovOlympic).The Chicago Symphony Orchestra (CSO) performs at Symphony Center, and is recognized as one of the best orchestras in the world. Also performing regularly at Symphony Center is the Chicago Sinfonietta, a more diverse and multicultural counterpart to the CSO. In the summer, many outdoor concerts are given in Grant Park and Millennium Park. Ravinia Festival, located 25 miles (40 km) north of Chicago, is the summer home of the CSO, and is a favorite destination for many Chicagoans. The Civic Opera House is home to the Lyric Opera of Chicago. The Lithuanian Opera Company of Chicago was founded by Lithuanian Chicagoans in 1956, and presents operas in Lithuanian.\r\nThe Joffrey Ballet and Chicago Festival Ballet perform in various venues, including the Harris Theater in Millennium Park. Chicago has several other contemporary and jazz dance troupes, such as the Hubbard Street Dance Chicago and Chicago Dance Crash.\r\nOther live-music genre which are part of the city's cultural heritage include Chicago blues, Chicago soul, jazz, and gospel. The city is the birthplace of house music (a popular form of electronic dance music) and industrial music, and is the site of an influential hip hop scene. In the 1980s and 90s, the city was the global center for house and industrial music, two forms of music created in Chicago, as well as being popular for alternative rock, punk, and new wave. The city has been a center for rave culture, since the 1980s. A flourishing independent rock music culture brought forth Chicago indie. Annual festivals feature various acts, such as Lollapalooza and the Pitchfork Music Festival. Lollapalooza originated in Chicago in 1991 and at first travelled to many cities, but as of 2005 its home has been Chicago. A 2007 report on the Chicago music industry by the University of Chicago Cultural Policy Center ranked Chicago third among metropolitan U.S. areas in \"size of music industry\" and fourth among all U.S. cities in \"number of concerts and performances\".Chicago has a distinctive fine art tradition. For much of the twentieth century, it nurtured a strong style of figurative surrealism, as in the works of Ivan Albright and Ed Paschke. In 1968 and 1969, members of the Chicago Imagists, such as Roger Brown, Leon Golub, Robert Lostutter, Jim Nutt, and Barbara Rossi produced bizarre representational paintings. Henry Darger is one of the most celebrated figures of outsider art.\r\n\r\n\r\n=== Tourism ===\r\n\r\nIn 2014, Chicago attracted 50.17 million domestic leisure travelers, 11.09 million domestic business travelers and 1.308 million overseas visitors. These visitors contributed more than US$13.7 billion to Chicago's economy. Upscale shopping along the Magnificent Mile and State Street, thousands of restaurants, as well as Chicago's eminent architecture, continue to draw tourists. The city is the United States' third-largest convention destination. A 2017 study by Walk Score ranked Chicago the sixth-most walkable of fifty largest cities in the United States. Most conventions are held at McCormick Place, just south of Soldier Field. Navy Pier, located just east of Streeterville, is 3,000 ft (910 m) long and houses retail stores, restaurants, museums, exhibition halls and auditoriums. Chicago was the first city in the world to ever erect a ferris wheel. The Willis Tower (formerly named Sears Tower) is a popular destination for tourists.\r\n\r\n\r\n=== Museums ===\r\n\r\nAmong the city's museums are the Adler Planetarium & Astronomy Museum, the Field Museum of Natural History, and the Shedd Aquarium. The Museum Campus joins the southern section of Grant Park, which includes the renowned Art Institute of Chicago. Buckingham Fountain anchors the downtown park along the lakefront. The University of Chicago's Institute for the Study of Ancient Cultures, West Asia & North Africa has an extensive collection of ancient Egyptian and Near Eastern archaeological artifacts. Other museums and galleries in Chicago include the Chicago History Museum, the Driehaus Museum, the DuSable Museum of African American History, the Museum of Contemporary Art, the Peggy Notebaert Nature Museum, the Polish Museum of America, the Museum of Broadcast Communications, the Pritzker Military Library, the Chicago Architecture Foundation, and the Museum of Science and Industry.", "start_char_idx": 44631, "end_char_idx": 49204, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "dc12791f-8382-41c3-894b-d4253574e57b": {"__data__": {"id_": "dc12791f-8382-41c3-894b-d4253574e57b", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "a0f2fed6-6a0a-4a19-be60-3764e21eaf4c", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5698c4af81466efe7d5ea4d631236a1673a1dc3f40e1b1a627662fba7de2b02e", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "34f34878-dcce-4a6b-80b1-3dd0ecd31d90", "node_type": "1", "metadata": {}, "hash": "44fcda7fcaa3a3336ab11d85003c304dde85024c5e2f0d53db0aae0c01e8784d", "class_name": "RelatedNodeInfo"}}, "text": "The Willis Tower (formerly named Sears Tower) is a popular destination for tourists.\r\n\r\n\r\n=== Museums ===\r\n\r\nAmong the city's museums are the Adler Planetarium & Astronomy Museum, the Field Museum of Natural History, and the Shedd Aquarium. The Museum Campus joins the southern section of Grant Park, which includes the renowned Art Institute of Chicago. Buckingham Fountain anchors the downtown park along the lakefront. The University of Chicago's Institute for the Study of Ancient Cultures, West Asia & North Africa has an extensive collection of ancient Egyptian and Near Eastern archaeological artifacts. Other museums and galleries in Chicago include the Chicago History Museum, the Driehaus Museum, the DuSable Museum of African American History, the Museum of Contemporary Art, the Peggy Notebaert Nature Museum, the Polish Museum of America, the Museum of Broadcast Communications, the Pritzker Military Library, the Chicago Architecture Foundation, and the Museum of Science and Industry.\r\n\r\n\r\n=== Cuisine ===\r\n\r\nChicago lays claim to a large number of regional specialties that reflect the city's ethnic and working-class roots. Included among these are its nationally renowned deep-dish pizza; this style is said to have originated at Pizzeria Uno. The Chicago-style thin crust is also popular in the city. Certain Chicago pizza favorites include Lou Malnati's and Giordano's.The Chicago-style hot dog, typically an all-beef hot dog, is loaded with an array of toppings that often includes pickle relish, yellow mustard, pickled sport peppers, tomato wedges, dill pickle spear and topped off with celery salt on a poppy seed bun. Enthusiasts of the Chicago-style hot dog frown upon the use of ketchup as a garnish, but may prefer to add giardiniera.\r\nA distinctly Chicago sandwich, the Italian beef sandwich is thinly sliced beef simmered in au jus and served on an Italian roll with sweet peppers or spicy giardiniera. A popular modification is the Combo\u2014an Italian beef sandwich with the addition of an Italian sausage. The Maxwell Street Polish is a grilled or deep-fried kielbasa\u2014on a hot dog roll, topped with grilled onions, yellow mustard, and hot sport peppers.Chicken Vesuvio is roasted bone-in chicken cooked in oil and garlic next to garlicky oven-roasted potato wedges and a sprinkling of green peas. The Puerto Rican-influenced jibarito is a sandwich made with flattened, fried green plantains instead of bread. The mother-in-law is a tamale topped with chili and served on a hot dog bun. The tradition of serving the Greek dish saganaki while aflame has its origins in Chicago's Greek community. The appetizer, which consists of a square of fried cheese, is doused with Metaxa and flamb\u00e9ed table-side. Chicago-style barbecue features hardwood smoked rib tips and hot links which were traditionally cooked in an aquarium smoker, a Chicago invention. Annual festivals feature various Chicago signature dishes, such as Taste of Chicago and the Chicago Food Truck Festival.One of the world's most decorated restaurants and a recipient of three Michelin stars, Alinea is located in Chicago. Well-known chefs who have had restaurants in Chicago include: Charlie Trotter, Rick Tramonto, Grant Achatz, and Rick Bayless. In 2003, Robb Report named Chicago the country's \"most exceptional dining destination\".\r\n\r\n\r\n=== Literature ===\r\n\r\nChicago literature finds its roots in the city's tradition of lucid, direct journalism, lending to a strong tradition of social realism. In the Encyclopedia of Chicago, Northwestern University Professor Bill Savage describes Chicago fiction as prose which tries to \"capture the essence of the city, its spaces and its people.\" The challenge for early writers was that Chicago was a frontier outpost that transformed into a global metropolis in the span of two generations. Narrative fiction of that time, much of it in the style of \"high-flown romance\" and \"genteel realism\", needed a new approach to describe the urban social, political, and economic conditions of Chicago. Nonetheless, Chicagoans worked hard to create a literary tradition that would stand the test of time, and create a \"city of feeling\" out of concrete, steel, vast lake, and open prairie. Much notable Chicago fiction focuses on the city itself, with social criticism keeping exultation in check.\r\nAt least three short periods in the history of Chicago have had a lasting influence on American literature. These include from the time of the Great Chicago Fire to about 1900, what became known as the Chicago Literary Renaissance in the 1910s and early 1920s, and the period of the Great Depression through the 1940s.\r\nWhat would become the influential Poetry magazine was founded in 1912 by Harriet Monroe, who was working as an art critic for the Chicago Tribune.", "start_char_idx": 48205, "end_char_idx": 52995, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "34f34878-dcce-4a6b-80b1-3dd0ecd31d90": {"__data__": {"id_": "34f34878-dcce-4a6b-80b1-3dd0ecd31d90", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "dc12791f-8382-41c3-894b-d4253574e57b", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ce0de3efd07b169b498f4b035cba485feae4e7c93352221f0328c50bf9e94b1d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "ab5ccb83-930f-4f8f-9979-f39d06b05420", "node_type": "1", "metadata": {}, "hash": "bf099a938459b6e49265890ccd539283d0f17bea98d70a6c0316d648a3978724", "class_name": "RelatedNodeInfo"}}, "text": "Nonetheless, Chicagoans worked hard to create a literary tradition that would stand the test of time, and create a \"city of feeling\" out of concrete, steel, vast lake, and open prairie. Much notable Chicago fiction focuses on the city itself, with social criticism keeping exultation in check.\r\nAt least three short periods in the history of Chicago have had a lasting influence on American literature. These include from the time of the Great Chicago Fire to about 1900, what became known as the Chicago Literary Renaissance in the 1910s and early 1920s, and the period of the Great Depression through the 1940s.\r\nWhat would become the influential Poetry magazine was founded in 1912 by Harriet Monroe, who was working as an art critic for the Chicago Tribune. The magazine discovered such poets as Gwendolyn Brooks, James Merrill, and John Ashbery. T. S. Eliot's first professionally published poem, \"The Love Song of J. Alfred Prufrock\", was first published by Poetry. Contributors have included Ezra Pound, William Butler Yeats, William Carlos Williams, Langston Hughes, and Carl Sandburg, among others. The magazine was instrumental in launching the Imagist and Objectivist poetic movements. From the 1950s through 1970s, American poetry continued to evolve in Chicago. In the 1980s, a modern form of poetry performance began in Chicago, the poetry slam.\r\n\r\n\r\n== Sports ==\r\n\r\nThe city has two Major League Baseball (MLB) teams: the Chicago Cubs of the National League play in Wrigley Field on the North Side; and the Chicago White Sox of the American League play in Guaranteed Rate Field on the South Side. The two teams have faced each other in a World Series only once, in 1906.The Cubs are the oldest Major League Baseball team to have never changed their city; they have played in Chicago since 1871. They had the dubious honor of having the longest championship drought in American professional sports, failing to win a World Series between 1908 and 2016. The White Sox have played on the South Side continuously since 1901. They have won three World Series titles (1906, 1917, 2005) and six American League pennants, including the first in 1901.\r\nThe Chicago Bears, one of the last two remaining charter members of the National Football League (NFL), have won nine NFL Championships, including the 1985 Super Bowl XX. The Bears play their home games at Soldier Field.\r\nThe Chicago Bulls of the National Basketball Association (NBA) is one of the most recognized basketball teams in the world. During the 1990s, with Michael Jordan leading them, the Bulls won six NBA championships in eight seasons.The Chicago Blackhawks of the National Hockey League (NHL) began play in 1926, and are one of the \"Original Six\" teams of the NHL. The Blackhawks have won six Stanley Cups, including in 2010, 2013, and 2015. Both the Bulls and the Blackhawks play at the United Center.\r\nChicago Fire FC is a member of Major League Soccer (MLS) and plays at Soldier Field. The Fire have won one league title and four U.S. Open Cups, since their founding in 1997. In 1994, the United States hosted a successful FIFA World Cup with games played at Soldier Field.The Chicago Red Stars are a team in the National Women's Soccer League (NWSL). They previously played in Women's Professional Soccer (WPS), of which they were a founding member, before joining the NWSL in 2013. They play at SeatGeek Stadium in Bridgeview, Illinois.\r\nThe Chicago Sky is a professional basketball team playing in the Women's National Basketball Association (WNBA). They play home games at the Wintrust Arena. The team was founded before the 2006 WNBA season began.The Chicago Marathon has been held each year since 1977 except for 1987, when a half marathon was run in its place. The Chicago Marathon is one of six World Marathon Majors.Five area colleges play in Division I conferences: two from major conferences\u2014the DePaul Blue Demons (Big East Conference) and the Northwestern Wildcats (Big Ten Conference)\u2014and three from other D1 conferences\u2014the Chicago State Cougars (Western Athletic Conference); the Loyola Ramblers (Atlantic 10 Conference); and the UIC Flames (Missouri Valley Conference).Chicago has also entered into esports with the creation of the Chicago Huntsmen, a professional Call of Duty team that participates within the CDL.\r\n\r\n\r\n== Parks and greenspace ==\r\n\r\nWhen Chicago was incorporated in 1837, it chose the motto Urbs in Horto, a Latin phrase which means \"City in a Garden\".", "start_char_idx": 52234, "end_char_idx": 56700, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "ab5ccb83-930f-4f8f-9979-f39d06b05420": {"__data__": {"id_": "ab5ccb83-930f-4f8f-9979-f39d06b05420", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "34f34878-dcce-4a6b-80b1-3dd0ecd31d90", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "40f8a3475f71b27697ea73b98786fccc9d9f62974eec1fe93a9fe1567390f359", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "55356e1f-7d0e-4074-bd54-1aa064ea88b7", "node_type": "1", "metadata": {}, "hash": "869835d5f38256f683de982b030ba7c7992988ea531eaa969cd8f01d870ca2e3", "class_name": "RelatedNodeInfo"}}, "text": "The team was founded before the 2006 WNBA season began.The Chicago Marathon has been held each year since 1977 except for 1987, when a half marathon was run in its place. The Chicago Marathon is one of six World Marathon Majors.Five area colleges play in Division I conferences: two from major conferences\u2014the DePaul Blue Demons (Big East Conference) and the Northwestern Wildcats (Big Ten Conference)\u2014and three from other D1 conferences\u2014the Chicago State Cougars (Western Athletic Conference); the Loyola Ramblers (Atlantic 10 Conference); and the UIC Flames (Missouri Valley Conference).Chicago has also entered into esports with the creation of the Chicago Huntsmen, a professional Call of Duty team that participates within the CDL.\r\n\r\n\r\n== Parks and greenspace ==\r\n\r\nWhen Chicago was incorporated in 1837, it chose the motto Urbs in Horto, a Latin phrase which means \"City in a Garden\". Today, the Chicago Park District consists of more than 570 parks with over 8,000 acres (3,200 ha) of municipal parkland. There are 31 sand beaches, a plethora of museums, two world-class conservatories, and 50 nature areas. Lincoln Park, the largest of the city's parks, covers 1,200 acres (490 ha) and has over 20 million visitors each year, making it third in the number of visitors after Central Park in New York City, and the National Mall and Memorial Parks in Washington, D.C.There is a historic boulevard system, a network of wide, tree-lined boulevards which connect a number of Chicago parks. The boulevards and the parks were authorized by the Illinois legislature in 1869. A number of Chicago neighborhoods emerged along these roadways in the 19th century. The building of the boulevard system continued intermittently until 1942. It includes nineteen boulevards, eight parks, and six squares, along twenty-six miles of interconnected streets. The Chicago Park Boulevard System Historic District was listed on the National Register of Historic Places in 2018.With berths for more than 6,000 boats, the Chicago Park District operates the nation's largest municipal harbor system. In addition to ongoing beautification and renewal projects for the existing parks, a number of new parks have been added in recent years, such as the Ping Tom Memorial Park in Chinatown, DuSable Park on the Near North Side, and most notably, Millennium Park, which is in the northwestern corner of one of Chicago's oldest parks, Grant Park in the Chicago Loop.The wealth of greenspace afforded by Chicago's parks is further augmented by the Cook County Forest Preserves, a network of open spaces containing forest, prairie, wetland, streams, and lakes that are set aside as natural areas which lie along the city's outskirts, including both the Chicago Botanic Garden in Glencoe and the Brookfield Zoo in Brookfield. Washington Park is also one of the city's biggest parks; covering nearly 400 acres (160 ha). The park is listed on the National Register of Historic Places listings in South Side Chicago.\r\n\r\n\r\n== Law and government ==\r\n\r\n\r\n=== Government ===\r\n\r\nThe government of the City of Chicago is divided into executive and legislative branches. The mayor of Chicago is the chief executive, elected by general election for a term of four years, with no term limits. The current mayor is Brandon Johnson. The mayor appoints commissioners and other officials who oversee the various departments. As well as the mayor, Chicago's clerk and treasurer are also elected citywide. The City Council is the legislative branch and is made up of 50 alderpersons, one elected from each ward in the city. The council takes official action through the passage of ordinances and resolutions and approves the city budget.The Chicago Police Department provides law enforcement and the Chicago Fire Department provides fire suppression and emergency medical services for the city and its residents. Civil and criminal law cases are heard in the Cook County Circuit Court of the State of Illinois court system, or in the Northern District of Illinois, in the federal system. In the state court, the public prosecutor is the Illinois state's attorney; in the Federal court it is the United States attorney.\r\n\r\n\r\n=== Politics ===\r\n\r\nDuring much of the last half of the 19th century, Chicago's politics were dominated by a growing Democratic Party organization. During the 1880s and 1890s, Chicago had a powerful radical tradition with large and highly organized socialist, anarchist and labor organizations. For much of the 20th century, Chicago has been among the largest and most reliable Democratic strongholds in the United States; with Chicago's Democratic vote the state of Illinois has been \"solid blue\" in presidential elections since 1992.", "start_char_idx": 55809, "end_char_idx": 60523, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "55356e1f-7d0e-4074-bd54-1aa064ea88b7": {"__data__": {"id_": "55356e1f-7d0e-4074-bd54-1aa064ea88b7", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "ab5ccb83-930f-4f8f-9979-f39d06b05420", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "aea409bb0231d39789450b94811ac5689e73e4c468450ecf552f715b93040cae", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "6754d30d-d861-4769-a79c-81151018bf2b", "node_type": "1", "metadata": {}, "hash": "9d3a9d59f3fd6682c2f90fbe4d31335dd07ff693825077382a4838196a7c0b27", "class_name": "RelatedNodeInfo"}}, "text": "Civil and criminal law cases are heard in the Cook County Circuit Court of the State of Illinois court system, or in the Northern District of Illinois, in the federal system. In the state court, the public prosecutor is the Illinois state's attorney; in the Federal court it is the United States attorney.\r\n\r\n\r\n=== Politics ===\r\n\r\nDuring much of the last half of the 19th century, Chicago's politics were dominated by a growing Democratic Party organization. During the 1880s and 1890s, Chicago had a powerful radical tradition with large and highly organized socialist, anarchist and labor organizations. For much of the 20th century, Chicago has been among the largest and most reliable Democratic strongholds in the United States; with Chicago's Democratic vote the state of Illinois has been \"solid blue\" in presidential elections since 1992. Even before then, it was not unheard of for Republican presidential candidates to win handily in downstate Illinois, only to lose statewide due to large Democratic margins in Chicago. The citizens of Chicago have not elected a Republican mayor since 1927, when William Thompson was voted into office. The strength of the party in the city is partly a consequence of Illinois state politics, where the Republicans have come to represent rural and farm concerns while the Democrats support urban issues such as Chicago's public school funding.Chicago contains less than 25% of the state's population, but it is split between eight of Illinois' 17 districts in the United States House of Representatives. All eight of the city's representatives are Democrats; only two Republicans have represented a significant portion of the city since 1973, for one term each: Robert P. Hanrahan from 1973 to 1975, and Michael Patrick Flanagan from 1995 to 1997.Machine politics persisted in Chicago after the decline of similar machines in other large U.S. cities. During much of that time, the city administration found opposition mainly from a liberal \"independent\" faction of the Democratic Party. The independents finally gained control of city government in 1983 with the election of Harold Washington (in office 1983\u20131987). From 1989 until May 16, 2011, Chicago was under the leadership of its longest-serving mayor, Richard M. Daley, the son of Richard J. Daley. Because of the dominance of the Democratic Party in Chicago, the Democratic primary vote held in the spring is generally more significant than the general elections in November for U.S. House and Illinois State seats. The aldermanic, mayoral, and other city offices are filled through nonpartisan elections with runoffs as needed.The city is home of former United States President Barack Obama and First Lady Michelle Obama; Barack Obama was formerly a state legislator representing Chicago and later a U.S. senator. The Obamas' residence is located near the University of Chicago in Kenwood on the city's south side.\r\n\r\n\r\n=== Crime ===\r\n\r\nChicago's crime rate in 2020 was 3,926 per 100,000 people. Chicago experienced major rises in violent crime in the 1920s, in the late 1960s, and in the 2020s. Chicago's biggest criminal justice challenges have changed little over the last 50 years, and statistically reside with homicide, armed robbery, gang violence, and aggravated battery. Chicago has attracted attention for a high murder rate and perceived crime rate compared to other major cities like New York and Los Angeles. However, while it has a large absolute number of crimes due to its size, Chicago is not among the top-25 most violent cities in the United States.Murder rates in Chicago vary greatly depending on the neighborhood in question. The neighborhoods of Englewood on the South Side, and Austin on the West side, for example, have homicide rates that are ten times higher than other parts of the city. Chicago has an estimated population of over 100,000 active gang members from nearly 60 factions. According to reports in 2013, \"most of Chicago's violent crime comes from gangs trying to maintain control of drug-selling territories,\" and is specifically related to the activities of the Sinaloa Cartel, which is active in several American cities. Violent crime rates vary significantly by area of the city, with more economically developed areas having low rates, but other sections have much higher rates of crime. In 2013, the violent crime rate was 910 per 100,000 people; the murder rate was 10.4 \u2013 while high crime districts saw 38.9, low crime districts saw 2.5 murders per 100,000.Chicago has a long history of public corruption that regularly draws the attention of federal law enforcement and federal prosecutors.", "start_char_idx": 59677, "end_char_idx": 64319, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "6754d30d-d861-4769-a79c-81151018bf2b": {"__data__": {"id_": "6754d30d-d861-4769-a79c-81151018bf2b", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "55356e1f-7d0e-4074-bd54-1aa064ea88b7", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6d0854c66cfea42ee6a0ecd8f172074a50ae33904d5401ee6590d9dc1ff8882b", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "29af13de-1bac-44c4-89d0-76829666b445", "node_type": "1", "metadata": {}, "hash": "56838bc13e9212787ae288c08704d57ece60976724ddfd51e020dbe0e5c2c40e", "class_name": "RelatedNodeInfo"}}, "text": "Chicago has an estimated population of over 100,000 active gang members from nearly 60 factions. According to reports in 2013, \"most of Chicago's violent crime comes from gangs trying to maintain control of drug-selling territories,\" and is specifically related to the activities of the Sinaloa Cartel, which is active in several American cities. Violent crime rates vary significantly by area of the city, with more economically developed areas having low rates, but other sections have much higher rates of crime. In 2013, the violent crime rate was 910 per 100,000 people; the murder rate was 10.4 \u2013 while high crime districts saw 38.9, low crime districts saw 2.5 murders per 100,000.Chicago has a long history of public corruption that regularly draws the attention of federal law enforcement and federal prosecutors. From 2012 to 2019, 33 Chicago alderpersons were convicted on corruption charges, roughly one third of those elected in the time period. A report from the Office of the Legislative Inspector General noted that over half of Chicago's elected alderpersons took illegal campaign contributions in 2013. Most corruption cases in Chicago are prosecuted by the U.S. Attorney's office, as legal jurisdiction makes most offenses punishable as a federal crime.\r\n\r\n\r\n== Education ==\r\n\r\n\r\n=== Schools and libraries ===\r\nChicago Public Schools (CPS) is the governing body of the school district that contains over 600 public elementary and high schools citywide, including several selective-admission magnet schools. There are eleven selective enrollment high schools in the Chicago Public Schools, designed to meet the needs of Chicago's most academically advanced students. These schools offer a rigorous curriculum with mainly honors and Advanced Placement (AP) courses. Walter Payton College Prep High School is ranked number one in the city of Chicago and the state of Illinois.Chicago high school rankings are determined by the average test scores on state achievement tests. The district, with an enrollment exceeding 400,545 students (2013\u20132014 20th Day Enrollment), is the third-largest in the U.S. On September 10, 2012, teachers for the Chicago Teachers Union went on strike for the first time since 1987 over pay, resources and other issues. According to data compiled in 2014, Chicago's \"choice system\", where students who test or apply and may attend one of a number of public high schools (there are about 130), sorts students of different achievement levels into different schools (high performing, middle performing, and low performing schools).Chicago has a network of Lutheran schools, and several private schools are run by other denominations and faiths, such as the Ida Crown Jewish Academy in West Ridge. The Roman Catholic Archdiocese of Chicago operates Catholic schools, that include Jesuit preparatory schools and others. A number of private schools are completely secular. There are also the private Chicago Academy for the Arts, a high school focused on six different categories of the arts and the public Chicago High School for the Arts, a high school focused on five categories (visual arts, theatre, musical theatre, dance, and music) of the arts.The Chicago Public Library system operates three regional libraries and 77 neighbourhood branches, including the central library.\r\n\r\n\r\n=== Colleges and universities ===\r\n\r\nSince the 1850s, Chicago has been a world center of higher education and research with several universities. These institutions consistently rank among the top \"National Universities\" in the United States, as determined by U.S. News & World Report. Highly regarded universities in Chicago and the surrounding area are: the University of Chicago; Northwestern University; Illinois Institute of Technology; Loyola University Chicago; DePaul University; Columbia College Chicago and University of Illinois at Chicago. Other notable schools include: Chicago State University; the School of the Art Institute of Chicago; East\u2013West University; National Louis University; North Park University; Northeastern Illinois University; Robert Morris University Illinois; Roosevelt University; Saint Xavier University; Rush University; and Shimer College.William Rainey Harper, the first president of the University of Chicago, was instrumental in the creation of the junior college concept, establishing nearby Joliet Junior College as the first in the nation in 1901.", "start_char_idx": 63497, "end_char_idx": 67912, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "29af13de-1bac-44c4-89d0-76829666b445": {"__data__": {"id_": "29af13de-1bac-44c4-89d0-76829666b445", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "6754d30d-d861-4769-a79c-81151018bf2b", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "2dd01e3d0de61210adfab79713c02b646ed6de3c74f4013619ec34d7f11b42ea", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "a94482d6-8846-477a-9be7-c310a23751af", "node_type": "1", "metadata": {}, "hash": "0d9fae3871624f43a8856105d5fc3db87820eebc24033ff8f7dbe89df11097eb", "class_name": "RelatedNodeInfo"}}, "text": "These institutions consistently rank among the top \"National Universities\" in the United States, as determined by U.S. News & World Report. Highly regarded universities in Chicago and the surrounding area are: the University of Chicago; Northwestern University; Illinois Institute of Technology; Loyola University Chicago; DePaul University; Columbia College Chicago and University of Illinois at Chicago. Other notable schools include: Chicago State University; the School of the Art Institute of Chicago; East\u2013West University; National Louis University; North Park University; Northeastern Illinois University; Robert Morris University Illinois; Roosevelt University; Saint Xavier University; Rush University; and Shimer College.William Rainey Harper, the first president of the University of Chicago, was instrumental in the creation of the junior college concept, establishing nearby Joliet Junior College as the first in the nation in 1901. His legacy continues with the multiple community colleges in the Chicago proper, including the seven City Colleges of Chicago: Richard J. Daley College, Kennedy\u2013King College, Malcolm X College, Olive\u2013Harvey College, Truman College, Harold Washington College and Wilbur Wright College, in addition to the privately held MacCormac College.Chicago also has a high concentration of post-baccalaureate institutions, graduate schools, seminaries, and theological schools, such as the Adler School of Professional Psychology, The Chicago School of Professional Psychology, the Erikson Institute, The Institute for Clinical Social Work, the Lutheran School of Theology at Chicago, the Catholic Theological Union, the Moody Bible Institute, and the University of Chicago Divinity School.\r\n\r\n\r\n== Media ==\r\n\r\n\r\n=== Television ===\r\nThe Chicago metropolitan area is a major media hub and the third-largest media market in the United States, after New York City and Los Angeles. Each of the big four U.S. television networks, CBS, ABC, NBC and Fox, directly owns and operates a high-definition television station in Chicago (WBBM 2, WLS 7, WMAQ 5 and WFLD 32, respectively). Former CW affiliate WGN-TV 9, which was owned from its inception by Tribune Broadcasting (now owned by the Nexstar Media Group since 2019), is carried with some programming differences, as \"WGN America\" on cable and satellite TV nationwide and in parts of the Caribbean. WGN America eventually became NewsNation in 2021.\r\nChicago has also been the home of several prominent talk shows, including The Oprah Winfrey Show, Steve Harvey Show, The Rosie Show, The Jerry Springer Show, The Phil Donahue Show, The Jenny Jones Show, and more. The city also has one PBS member station (its second: WYCC 20, removed its affiliation with PBS in 2017): WTTW 11, producer of shows such as Sneak Previews, The Frugal Gourmet, Lamb Chop's Play-Along and The McLaughlin Group. As of 2018, Windy City Live is Chicago's only daytime talk show, which is hosted by Val Warner and Ryan Chiaverini at ABC7 Studios with a live weekday audience. Since 1999, Judge Mathis also films his syndicated arbitration-based reality court show at the NBC Tower. Beginning in January 2019, Newsy began producing 12 of its 14 hours of live news programming per day from its new facility in Chicago.\r\n\r\n\r\n==== Television stations ====\r\nMost of Chicago's television stations are owned and operated by the big television network companies.\r\nThey are:\r\n\r\nWBBM-TV (2), owned and operated by CBS.\r\nWMAQ-TV (5), owned and operated by NBC.\r\nWLS-TV (7), owned and operated by ABC.\r\nWGN-TV (9), an independent station owned by Nexstar Media Group.\r\nWTTW (11), a PBS member station owned by Window to the World Communications, Inc.\r\nWCIU-TV (26), a CW and MeTV affiliate owned by Weigel Broadcasting.\r\nWFLD (32), owned and operated by Fox.\r\nWWTO-TV (35), owned and operated by TBN, licensed in Naperville.\r\nWCPX-TV (38), owned and operated by Ion Television.\r\nWSNS-TV (44), owned and operated by Telemundo.\r\nWPWR-TV (50), owned and operated by MyNetworkTV (Fox), licensed to Gary, Indiana.\r\nWYIN (56), a PBS member station owned by Northwest Indiana Public Broadcasting, Inc., licensed in Gary, Indiana.\r\nWTVK (59), an independent station owned by Venture Technologies Group, licensed in Oswego, Illinois.\r\nWXFT-DT (60), owned and operated by Unimas.\r\nWJYS (62), an independent station owned by Millennial Telecommunications, Inc., licensed to Hammond, Indiana.\r\nWGBO-DT (66), owned and operated by Univision.", "start_char_idx": 66967, "end_char_idx": 71437, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "a94482d6-8846-477a-9be7-c310a23751af": {"__data__": {"id_": "a94482d6-8846-477a-9be7-c310a23751af", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "29af13de-1bac-44c4-89d0-76829666b445", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "42891f63b7111c1ccef8e0561ade377076cf3292720d1803bc88af66bd45fab7", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "ae03ef05-d9fb-4729-a36e-b23ed18beb15", "node_type": "1", "metadata": {}, "hash": "3dab71e5683a8e9bbc53a9f354f526919a46f87d24ab0eef1b98089a6915d033", "class_name": "RelatedNodeInfo"}}, "text": "WCIU-TV (26), a CW and MeTV affiliate owned by Weigel Broadcasting.\r\nWFLD (32), owned and operated by Fox.\r\nWWTO-TV (35), owned and operated by TBN, licensed in Naperville.\r\nWCPX-TV (38), owned and operated by Ion Television.\r\nWSNS-TV (44), owned and operated by Telemundo.\r\nWPWR-TV (50), owned and operated by MyNetworkTV (Fox), licensed to Gary, Indiana.\r\nWYIN (56), a PBS member station owned by Northwest Indiana Public Broadcasting, Inc., licensed in Gary, Indiana.\r\nWTVK (59), an independent station owned by Venture Technologies Group, licensed in Oswego, Illinois.\r\nWXFT-DT (60), owned and operated by Unimas.\r\nWJYS (62), an independent station owned by Millennial Telecommunications, Inc., licensed to Hammond, Indiana.\r\nWGBO-DT (66), owned and operated by Univision.\r\n\r\n\r\n=== Newspapers ===\r\nTwo major daily newspapers are published in Chicago: the Chicago Tribune and the Chicago Sun-Times, with the Tribune having the larger circulation. There are also several regional and special-interest newspapers and magazines, such as Chicago, the Dziennik Zwi\u0105zkowy (Polish Daily News), Draugas (the Lithuanian daily newspaper), the Chicago Reader, the SouthtownStar, the Chicago Defender, the Daily Herald, Newcity, StreetWise and the Windy City Times. The entertainment and cultural magazine Time Out Chicago and GRAB magazine are also published in the city, as well as local music magazine Chicago Innerview. In addition, Chicago is the home of satirical national news outlet, The Onion, as well as its sister pop-culture publication, The A.V. Club.\r\n\r\n\r\n=== Movies and filming ===\r\n\r\n\r\n=== Radio ===\r\nChicago has five 50,000 watt AM radio stations: the Audacy-owned WBBM and WSCR; the Tribune Broadcasting-owned WGN; the Cumulus Media-owned WLS; and the ESPN Radio-owned WMVP. Chicago is also home to a number of national radio shows, including Beyond the Beltway with Bruce DuMont on Sunday evenings.Chicago Public Radio produces nationally aired programs such as PRI's This American Life and NPR's Wait Wait...Don't Tell Me!.\r\n\r\n\r\n== Infrastructure ==\r\n\r\n\r\n=== Transportation ===\r\n\r\nChicago is a major transportation hub in the United States. It is an important component in global distribution, as it is the third-largest inter-modal port in the world after Hong Kong and Singapore.The city of Chicago has a higher than average percentage of households without a car. In 2015, 26.5 percent of Chicago households were without a car, and increased slightly to 27.5 percent in 2016. The national average was 8.7 percent in 2016. Chicago averaged 1.12 cars per household in 2016, compared to a national average of 1.8.\r\n\r\n\r\n==== Parking ====\r\nDue to Chicago's Wheel Tax, residents of Chicago who own a vehicle are required to purchase a Chicago City Vehicle Sticker. In established Residential Parking Zones, only local residents can purchase Zone-specific parking stickers for themselves and guests.Chicago since 2009 has relinquished rights to its public street parking. In 2008, as Chicago struggled to close a growing budget deficit, the city agreed to a 75-year, $1.16 billion deal to lease its parking meter system to an operating company created by Morgan Stanley, called Chicago Parking Meters LLC. Daley said the \"agreement is very good news for the taxpayers of Chicago because it will provide more than $1 billion in net proceeds that can be used during this very difficult economy.\"The rights of the parking ticket lease end in 2081, and since 2022 have already recouped over $1.5 billion in revenue for Chicago Parking Meters LLC investors.\r\n\r\n\r\n==== Expressways ====\r\n\r\nSeven mainline and four auxiliary interstate highways (55, 57, 65 (only in Indiana), 80 (also in Indiana), 88, 90 (also in Indiana), 94 (also in Indiana), 190, 290, 294, and 355) run through Chicago and its suburbs. Segments that link to the city center are named after influential politicians, with three of them named after former U.S. Presidents (Eisenhower, Kennedy, and Reagan) and one named after two-time Democratic candidate Adlai Stevenson.\r\nThe Kennedy and Dan Ryan Expressways are the busiest state maintained routes in the entire state of Illinois.\r\n\r\n\r\n==== Transit systems ====\r\nThe Regional Transportation Authority (RTA) coordinates the operation of the three service boards: CTA, Metra, and Pace.\r\n\r\nThe Chicago Transit Authority (CTA) handles public transportation in the City of Chicago and a few adjacent suburbs outside of the Chicago city limits.", "start_char_idx": 70661, "end_char_idx": 75119, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "ae03ef05-d9fb-4729-a36e-b23ed18beb15": {"__data__": {"id_": "ae03ef05-d9fb-4729-a36e-b23ed18beb15", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "a94482d6-8846-477a-9be7-c310a23751af", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "01147fdb1603bd316b004c3dfa4237c07793f1ef815602068520ff7e355bf2f9", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "ce0281db-b378-41c9-9af8-6b248383131f", "node_type": "1", "metadata": {}, "hash": "72f3ee03a4b0457a7dbbce3c2f1501808fd6055dad9481962bb803a651cdcfa8", "class_name": "RelatedNodeInfo"}}, "text": "Segments that link to the city center are named after influential politicians, with three of them named after former U.S. Presidents (Eisenhower, Kennedy, and Reagan) and one named after two-time Democratic candidate Adlai Stevenson.\r\nThe Kennedy and Dan Ryan Expressways are the busiest state maintained routes in the entire state of Illinois.\r\n\r\n\r\n==== Transit systems ====\r\nThe Regional Transportation Authority (RTA) coordinates the operation of the three service boards: CTA, Metra, and Pace.\r\n\r\nThe Chicago Transit Authority (CTA) handles public transportation in the City of Chicago and a few adjacent suburbs outside of the Chicago city limits. The CTA operates an extensive network of buses and a rapid transit elevated and subway system known as the Chicago \"L\" or just the \"L\" (short for \"elevated\"), with lines designated by colors. These rapid transit lines also serve both Midway and O'Hare Airports. The CTA's rail lines consist of the Red, Blue, Green, Orange, Brown, Purple, Pink, and Yellow lines. Both the Red and Blue lines offer 24\u2011hour service which makes Chicago one of a handful of cities around the world (and one of two in the United States, the other being New York City) to offer rail service 24 hours a day, every day of the year, within the city's limits.\r\nMetra, the nation's second-most used passenger regional rail network, operates an 11-line commuter rail service in Chicago and throughout the Chicago suburbs. The Metra Electric Line shares its trackage with Northern Indiana Commuter Transportation District's South Shore Line, which provides commuter service between South Bend and Chicago.\r\nPace provides bus and paratransit service in over 200 surrounding suburbs with some extensions into the city as well. A 2005 study found that one quarter of commuters used public transit.Greyhound Lines provides inter-city bus service to and from the city at the Chicago Bus Station, and Chicago is also the hub for the Midwest network of Megabus (North America).\r\n\r\n\r\n==== Passenger rail ====\r\nAmtrak long distance and commuter rail services originate from Union Station. Chicago is one of the largest hubs of passenger rail service in the nation. The services terminate in the San Francisco area, Washington, D.C., New York City, New Orleans, Portland, Seattle, Milwaukee, Quincy, St. Louis, Carbondale, Boston, Grand Rapids, Port Huron, Pontiac, Los Angeles, and San Antonio. Future services will terminate at Rockford and Moline. An attempt was made in the early 20th century to link Chicago with New York City via the Chicago \u2013 New York Electric Air Line Railroad. Parts of this were built, but it was never completed.\r\n\r\n\r\n==== Bicycle and scooter sharing systems ====\r\nIn July 2013, the bicycle-sharing system Divvy was launched with 750 bikes and 75 docking stations It is operated by Lyft for the Chicago Department of Transportation. As of July 2019, Divvy operated 5800 bicycles at 608 stations, covering almost all of the city, excluding Pullman, Rosedale, Beverly, Belmont Cragin and Edison Park.In May 2019, The City of Chicago announced its Chicago's Electric Shared Scooter Pilot Program, scheduled to run from June 15 to October 15. The program started on June 15 with 10 different scooter companies, including scooter sharing market leaders Bird, Jump, Lime and Lyft. Each company was allowed to bring 250 electric scooters, although both Bird and Lime claimed that they experienced a higher demand for their scooters. The program ended on October 15, with nearly 800,000 rides taken.\r\n\r\n\r\n==== Freight rail ====\r\nChicago is the largest hub in the railroad industry. All five Class I railroads meet in Chicago. As of 2002, severe freight train congestion caused trains to take as long to get through the Chicago region as it took to get there from the West Coast of the country (about 2 days). According to U.S. Department of Transportation, the volume of imported and exported goods transported via rail to, from, or through Chicago is forecast to increase nearly 150 percent between 2010 and 2040. CREATE, the Chicago Region Environmental and Transportation Efficiency Program, comprises about 70 programs, including crossovers, overpasses and underpasses, that intend to significantly improve the speed of freight movements in the Chicago area.\r\n\r\n\r\n==== Airports ====\r\n\r\nChicago is served by O'Hare International Airport, the world's busiest airport measured by airline operations, on the far Northwest Side, and Midway International Airport on the Southwest Side. In 2005, O'Hare was the world's busiest airport by aircraft movements and the second-busiest by total passenger traffic. Both O'Hare and Midway are owned and operated by the City of Chicago.", "start_char_idx": 74467, "end_char_idx": 79174, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "ce0281db-b378-41c9-9af8-6b248383131f": {"__data__": {"id_": "ce0281db-b378-41c9-9af8-6b248383131f", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "ae03ef05-d9fb-4729-a36e-b23ed18beb15", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e36310d6948ece1e7cc47d86353dcc38999681d2ed478ae223191e1a201505f1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "500b35ad-f142-402e-8bd3-4f0027602a19", "node_type": "1", "metadata": {}, "hash": "794eda75d62edf161f4560c6e1c3578f38c6cc435195ce04a2b48cfe3c7b55c8", "class_name": "RelatedNodeInfo"}}, "text": "According to U.S. Department of Transportation, the volume of imported and exported goods transported via rail to, from, or through Chicago is forecast to increase nearly 150 percent between 2010 and 2040. CREATE, the Chicago Region Environmental and Transportation Efficiency Program, comprises about 70 programs, including crossovers, overpasses and underpasses, that intend to significantly improve the speed of freight movements in the Chicago area.\r\n\r\n\r\n==== Airports ====\r\n\r\nChicago is served by O'Hare International Airport, the world's busiest airport measured by airline operations, on the far Northwest Side, and Midway International Airport on the Southwest Side. In 2005, O'Hare was the world's busiest airport by aircraft movements and the second-busiest by total passenger traffic. Both O'Hare and Midway are owned and operated by the City of Chicago. Gary/Chicago International Airport and Chicago Rockford International Airport, located in Gary, Indiana and Rockford, Illinois, respectively, can serve as alternative Chicago area airports, however they do not offer as many commercial flights as O'Hare and Midway. In recent years the state of Illinois has been leaning towards building an entirely new airport in the Illinois suburbs of Chicago. The City of Chicago is the world headquarters for United Airlines, the world's third-largest airline.\r\n\r\n\r\n==== Port authority ====\r\n\r\nThe Port of Chicago consists of several major port facilities within the city of Chicago operated by the Illinois International Port District (formerly known as the Chicago Regional Port District). The central element of the Port District, Calumet Harbor, is maintained by the U.S. Army Corps of Engineers.\r\nIroquois Landing Lakefront Terminal: at the mouth of the Calumet River, it includes 100 acres (0.40 km2) of warehouses and facilities on Lake Michigan with over 780,000 square meters (8,400,000 square feet) of storage.\r\nLake Calumet terminal: located at the union of the Grand Calumet River and Little Calumet River 6 miles (9.7 km) inland from Lake Michigan. Includes three transit sheds totaling over 29,000 square meters (310,000 square feet) adjacent to over 900 linear meters (3,000 linear feet) of ship and barge berthing.\r\nGrain (14 million bushels) and bulk liquid (800,000 barrels) storage facilities along Lake Calumet.\r\nThe Illinois International Port district also operates Foreign trade zone No. 22, which extends 60 miles (97 km) from Chicago's city limits.\r\n\r\n\r\n=== Utilities ===\r\nElectricity for most of northern Illinois is provided by Commonwealth Edison, also known as ComEd. Their service territory borders Iroquois County to the south, the Wisconsin border to the north, the Iowa border to the west and the Indiana border to the east. In northern Illinois, ComEd (a division of Exelon) operates the greatest number of nuclear generating plants in any U.S. state. Because of this, ComEd reports indicate that Chicago receives about 75% of its electricity from nuclear power. Recently, the city began installing wind turbines on government buildings to promote renewable energy.Natural gas is provided by Peoples Gas, a subsidiary of Integrys Energy Group, which is headquartered in Chicago.\r\nDomestic and industrial waste was once incinerated but it is now landfilled, mainly in the Calumet area. From 1995 to 2008, the city had a blue bag program to divert recyclable refuse from landfills. Because of low participation in the blue bag programs, the city began a pilot program for blue bin recycling like other cities. This proved successful and blue bins were rolled out across the city.\r\n\r\n\r\n=== Health systems ===\r\nThe Illinois Medical District is on the Near West Side. It includes Rush University Medical Center, ranked as the second best hospital in the Chicago metropolitan area by U.S. News & World Report for 2014\u201316, the University of Illinois Medical Center at Chicago, Jesse Brown VA Hospital, and John H. Stroger Jr. Hospital of Cook County, one of the busiest trauma centers in the nation.Two of the country's premier academic medical centers reside in Chicago, including Northwestern Memorial Hospital and the University of Chicago Medical Center. The Chicago campus of Northwestern University includes the Feinberg School of Medicine; Northwestern Memorial Hospital, which is ranked as the best hospital in the Chicago metropolitan area by U.S. News & World Report for 2017\u201318; the Shirley Ryan AbilityLab (formerly named the Rehabilitation Institute of Chicago), which is ranked the best U.S. rehabilitation hospital by U.S. News & World Report; the new Prentice Women's Hospital; and Ann & Robert H. Lurie Children's Hospital of Chicago.", "start_char_idx": 78309, "end_char_idx": 82991, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "500b35ad-f142-402e-8bd3-4f0027602a19": {"__data__": {"id_": "500b35ad-f142-402e-8bd3-4f0027602a19", "embedding": null, "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b6831457-3a9b-4dfd-b651-8cc9bb8593e7", "node_type": "4", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "53380ec0e52ea1695e5bfc50aa4ba67cc8d2caf4fdcb5bf54cae3f298c1407cf", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "ce0281db-b378-41c9-9af8-6b248383131f", "node_type": "1", "metadata": {"file_path": "data\\Chicago.txt", "file_name": "Chicago.txt", "file_type": "text/plain", "file_size": 85321, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "83d10ae18c6bd171023c0c3482f53bcf519fa5661c12e71be71346a4ffc0ea20", "class_name": "RelatedNodeInfo"}}, "text": "News & World Report for 2014\u201316, the University of Illinois Medical Center at Chicago, Jesse Brown VA Hospital, and John H. Stroger Jr. Hospital of Cook County, one of the busiest trauma centers in the nation.Two of the country's premier academic medical centers reside in Chicago, including Northwestern Memorial Hospital and the University of Chicago Medical Center. The Chicago campus of Northwestern University includes the Feinberg School of Medicine; Northwestern Memorial Hospital, which is ranked as the best hospital in the Chicago metropolitan area by U.S. News & World Report for 2017\u201318; the Shirley Ryan AbilityLab (formerly named the Rehabilitation Institute of Chicago), which is ranked the best U.S. rehabilitation hospital by U.S. News & World Report; the new Prentice Women's Hospital; and Ann & Robert H. Lurie Children's Hospital of Chicago.\r\nThe University of Illinois College of Medicine at UIC is the second largest medical school in the United States (2,600 students including those at campuses in Peoria, Rockford and Urbana\u2013Champaign).In addition, the Chicago Medical School and Loyola University Chicago's Stritch School of Medicine are located in the suburbs of North Chicago and Maywood, respectively. The Midwestern University Chicago College of Osteopathic Medicine is in Downers Grove.\r\nThe American Medical Association, Accreditation Council for Graduate Medical Education, Accreditation Council for Continuing Medical Education, American Osteopathic Association, American Dental Association, Academy of General Dentistry, Academy of Nutrition and Dietetics, American Association of Nurse Anesthetists, American College of Surgeons, American Society for Clinical Pathology, American College of Healthcare Executives, the American Hospital Association and Blue Cross and Blue Shield Association are all based in Chicago.\r\n\r\n\r\n== Sister cities ==\r\n\r\n\r\n== See also ==\r\nChicago area water quality\r\nChicago Wilderness\r\nGentrification of Chicago\r\nIndex of Illinois-related articles\r\nList of cities with the most skyscrapers\r\nNational Register of Historic Places listings in Central Chicago\r\nNational Register of Historic Places listings in North Side Chicago\r\nNational Register of Historic Places listings in West Side Chicago\r\nUSS Chicago, four ships\r\n\r\n\r\n== Explanatory notes ==\r\n\r\n\r\n== References ==\r\n\r\n\r\n=== Citations ===\r\n\r\n\r\n=== Cited references ===\r\n\r\n\r\n== Further reading ==\r\n\r\n\r\n== External links ==\r\n\r\nEncyclopedia of Chicago (2004), comprehensive coverage of city and suburbs, past and present\r\nOfficial website (Website archives at the Wayback Machine (archive index))\r\nChoose Chicago\u2014Official tourism website\r\nChicago History Archived June 9, 2022, at the Wayback Machine\r\nMaps of Chicago from the American Geographical Society Library\r\nHistoric American Landscapes Survey (HALS) No. IL-10, \"Chicago Cityscape, Chicago, Cook County, IL\", 45 photos, 4 photo caption pages\r\nChicago \u2013 LocalWiki Local Chicago Wiki\r\n\"Chicago\" . Encyclop\u00e6dia Britannica. Vol. 6 (11th ed.). 1911. pp. 118\u2013125.\r\n\"Chicago\" . Encyclop\u00e6dia Britannica. 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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Chicago/graph_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Chicago/graph_store.json"
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Chicago/image__vector_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Chicago/image__vector_store.json"
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new file mode 100755
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Copenhagen.txt" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Copenhagen.txt"
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@@ -0,0 +1,298 @@
+Copenhagen ( KOH-pən-HAY-gən, -⁠HAH- or  KOH-pən-hay-gən, -⁠hah-; Danish: København [kʰøpm̩ˈhɑwˀn] ) is the capital and most populous city of Denmark, with a population of around 660,000 in the municipality and 1.4 million in the urban area. The city is on the islands of Zealand and Amager, separated from Malmö, Sweden, by the Øresund strait. The Øresund Bridge connects the two cities by rail and road.
+Originally a Viking fishing village established in the 10th century in the vicinity of what is now Gammel Strand, Copenhagen became the capital of Denmark in the early 15th century. From the 17th century, it became a regional centre of power with its institutions, defences, and armed forces. During the Renaissance the city was the de facto capital of the Kalmar Union and the seat of monarchy, governing most of the present day Nordic region in a union with Sweden and Norway ruled by the Danish monarch serving as the head of state. The city flourished as the cultural and economic centre of Scandinavia under the union for over 120 years, from the 15th century until the early 16th century when Sweden left the union through a rebellion. After a plague outbreak and fire in the 18th century, the city underwent redevelopment. This included construction of the prestigious district of Frederiksstaden and founding cultural institutions including the Royal Theatre and the Royal Academy of Fine Arts. After disasters in the early 19th century when the British Royal Navy attacked the Dano-Norwegian fleet and bombarded the city, rebuilding during the Danish Golden Age brought a Neoclassical look to Copenhagen's architecture. After the Second World War, the Finger Plan fostered the development of housing and businesses along the five urban railway routes emanating from the city centre.
+Since the turn of the 21st century, Copenhagen has seen strong urban and cultural development, facilitated by investment in its institutions and infrastructure. The city is the cultural, economic and governmental centre of Denmark; it is one of the major financial centres of Northern Europe with the Copenhagen Stock Exchange. Copenhagen's economy has developed rapidly in the service sector, especially through initiatives in information technology, pharmaceuticals and clean technology. Since the completion of the Øresund Bridge, Copenhagen has increasingly integrated with the Swedish province of Scania and its largest city, Malmö, forming the Øresund Region. With several bridges connecting the various districts, the cityscape is characterised by parks, promenades, and waterfronts. Copenhagen's landmarks such as Tivoli Gardens, The Little Mermaid statue, the Amalienborg and Christiansborg palaces, Rosenborg Castle, Frederik's Church, Børsen and many museums, restaurants and nightclubs are significant tourist attractions.
+Copenhagen is home to the University of Copenhagen, the Technical University of Denmark, Copenhagen Business School, and the IT University of Copenhagen. The University of Copenhagen, founded in 1479, is the oldest university in Denmark. Copenhagen is home to the football clubs F.C. Copenhagen and Brøndby IF. The annual Copenhagen Marathon was established in 1980. Copenhagen is one of the most bicycle-friendly cities in the world.
+Movia is the public mass transit company serving all of eastern Denmark, except Bornholm. The Copenhagen Metro, launched in 2002, serves central Copenhagen. Additionally, the Copenhagen S-train, the Lokaltog (private railway), and the Coast Line network serve and connect central Copenhagen to outlying boroughs. Serving roughly 2.5 million passengers a month, Copenhagen Airport, Kastrup, is the busiest airport in the Nordic countries.
+
+
+== Etymology ==
+Copenhagen's name (København in Danish), reflects its origin as a harbour and a place of commerce. The original designation in Old Norse, from which Danish descends, was Kaupmannahǫfn [ˈkɔupˌmɑnːɑˌhɔvn] (cf. modern Icelandic: Kaupmannahöfn [ˈkʰœipˌmanːaˌhœpn̥], Faroese: Keypmannahavn), meaning 'merchants' harbour'. By the time Old Danish was spoken, the capital was called Køpmannæhafn, with the current name deriving from centuries of subsequent regular sound change.
+The English cognates of the original name would be "chapman's haven". The English chapman, German Kaufmann, Dutch koopman, Swedish köpman, Danish købmand, and Icelandic kaupmaður share a derivation from Latin caupo, meaning 'tradesman'. However, the English term for the city was adapted from its Low German name, Kopenhagen. Copenhagen's Swedish name is Köpenhamn, a direct translation of the mutually intelligible Danish name.
+The city's Latin name, Hafnia, is the namesake of the element hafnium.
+
+
+== History ==
+
+
+=== Early history ===
+Although the earliest historical records of Copenhagen are from the end of the 12th century, recent archaeological finds in connection with work on the city's metropolitan rail system revealed the remains of a large merchant's mansion near today's Kongens Nytorv from c. 1020. Excavations in Pilestræde have also led to the discovery of a well from the late 12th century. The remains of an ancient church, with graves dating to the 11th century, have been unearthed near where Strøget meets Rådhuspladsen.
+These finds indicate that Copenhagen's origins as a city go back at least to the 11th century. Substantial discoveries of flint tools in the area provide evidence of human settlements dating to the Stone Age. Many historians believe the town dates to the late Viking Age, and was possibly founded by Sweyn I Forkbeard. 
+The natural harbour and good herring stocks seem to have attracted fishermen and merchants to the area on a seasonal basis from the 11th century and more permanently in the 13th century. The first habitations were probably centred on Gammel Strand (literally 'old shore') in the 11th century or even earlier.The earliest written mention of the town was in the 12th century when Saxo Grammaticus in Gesta Danorum referred to it as Portus Mercatorum, meaning 'Merchants' Harbour' or, in the Danish of the time, Købmannahavn. Traditionally, Copenhagen's founding has been dated to Bishop Absalon's construction of a modest fortress on the little island of Slotsholmen in 1167 where Christiansborg Palace stands today. The construction of the fortress was in response to attacks by Wendish pirates who plagued the coastline during the 12th century. Defensive ramparts and moats were completed, and by 1177 St. Clemens Church had been built. Attacks by the Wends continued, and after the original fortress was eventually destroyed by the marauders, islanders replaced it with Copenhagen Castle.
+
+
+=== Middle Ages ===
+In 1186, a letter from Pope Urban III states that the castle of Hafn (Copenhagen) and its surrounding lands, including the town of Hafn, were given to Absalon, Bishop of Roskilde (1158–1191) and Archbishop of Lund (1177–1201), by King Valdemar I. Upon Absalon's death, the property was to come into the ownership of the Bishopric of Roskilde. Around 1200, the Church of Our Lady was constructed on higher ground to the northeast of the town, which began to develop around it.As the town became more prominent, it was repeatedly attacked by the Hanseatic League. In 1368, it was successfully invaded during the Second Danish-Hanseatic War. As the fishing industry thrived in Copenhagen, particularly in the trade of herring, the city began expanding to the north of Slotsholmen. In 1254, it received a charter as a city under Bishop Jakob Erlandsen who garnered support from the local fishing merchants against the king by granting them special privileges. In the mid 1330s, the first land assessment of the city was published.With the establishment of the Kalmar Union (1397–1523) between Denmark, Norway and Sweden, by about 1416 Copenhagen had emerged as the capital of Denmark when Eric of Pomerania moved his seat to Copenhagen Castle. The University of Copenhagen was inaugurated on 1 June 1479 by King Christian I, following approval from Pope Sixtus IV. This makes it the oldest university in Denmark and one of the oldest in Europe. Originally controlled by the Catholic Church, the university's role in society was forced to change during the Reformation in Denmark in the late 1530s.
+
+
+=== 16th and 17th centuries ===
+
+In disputes prior to the Reformation of 1536, the city which had been faithful to Christian II, who was Catholic, was successfully besieged in 1523 by the forces of Frederik I, who supported Lutheranism. Copenhagen's defences were reinforced with a series of towers along the city wall. After an extended siege from July 1535 to July 1536, during which the city supported Christian II's alliance with Malmö and Lübeck, it was finally forced to capitulate to Christian III. During the second half of the century, the city prospered from increased trade across the Baltic supported by Dutch shipping. Christoffer Valkendorff, a high-ranking statesman, defended the city's interests and contributed to its development. The Netherlands had also become primarily Protestant, as were northern German states.
+During the reign of Christian IV between 1588 and 1648, Copenhagen had dramatic growth as a city. On his initiative at the beginning of the 17th century, two important buildings were completed on Slotsholmen: the Tøjhus Arsenal and Børsen, the stock exchange. To foster international trade, the East India Company was founded in 1616. To the east of the city, inspired by Dutch planning, the king developed the district of Christianshavn with canals and ramparts. It was initially intended to be a fortified trading centre but ultimately became part of Copenhagen. Christian IV also sponsored an array of ambitious building projects including Rosenborg Slot and the Rundetårn. In 1658–1659, the city withstood a siege by the Swedes under Charles X and successfully repelled a major assault.By 1661, Copenhagen had asserted its position as capital of Denmark and Norway. All the major institutions were located there, as was the fleet and most of the army. The defences were further enhanced with the completion of the Citadel in 1664 and the extension of Christianshavns Vold with its bastions in 1692, leading to the creation of a new base for the fleet at Nyholm.
+
+
+=== 18th century ===
+Copenhagen lost around 22,000 of its population of 65,000 to the plague in 1711. The city was also struck by two major fires that destroyed much of its infrastructure. The Copenhagen Fire of 1728 was the largest in the history of Copenhagen. It began on the evening of 20 October, and continued to burn until the morning of 23 October, destroying approximately 28% of the city, leaving some 20% of the population homeless. No less than 47% of the medieval section of the city was completely lost. Along with the 1795 fire, it is the main reason that few traces of the old town can be found in the modern city.A substantial amount of rebuilding followed. In 1733, work began on the royal residence of Christiansborg Palace, which was completed in 1745. In 1749, development of the prestigious district of Frederiksstaden was initiated. Designed by Nicolai Eigtved in the Rococo style, its centre contained the mansions which now form Amalienborg Palace. Major extensions to the naval base of Holmen were undertaken while the city's cultural importance was enhanced with the Royal Theatre and the Royal Academy of Fine Arts.In the second half of the 18th century, Copenhagen benefited from Denmark's neutrality during the wars between Europe's main powers, allowing it to play an important role in trade between the states around the Baltic Sea. After Christiansborg was destroyed by fire in 1794 and another fire caused serious damage to the city in 1795, work began on the classical Copenhagen landmark of Højbro Plads while Nytorv and Gammel Torv were converged.
+
+
+=== 19th century ===
+On 2 April 1801, a British fleet under the command of Admiral Sir Hyde Parker attacked and defeated the neutral Danish-Norwegian fleet anchored near Copenhagen. Vice-Admiral Horatio Nelson led the main attack. He famously disobeyed Parker's order to withdraw, destroying many of the Dano-Norwegian ships before a truce was agreed. Copenhagen is often considered to be Nelson's hardest-fought battle, surpassing even the heavy fighting at Trafalgar. It was during this battle that Lord Nelson was said to have "put the telescope to the blind eye" in order not to see Admiral Parker's signal to cease fire.
+The Second Battle of Copenhagen (or the Bombardment of Copenhagen) (16 August – 5 September 1807) was from a British point of view a preemptive attack on Copenhagen, targeting the civilian population to yet again seize the Dano-Norwegian fleet. But from a Danish point of view, the battle was a terror bombardment on their capital. Particularly notable was the use of incendiary Congreve rockets (containing phosphorus, which cannot be extinguished with water) that randomly hit the city. Few houses with straw roofs remained after the bombardment. The largest church, Vor frue kirke, was destroyed by the sea artillery. Several historians consider this battle the first terror attack against a major European city in modern times.
+The British landed 30,000 men, they surrounded Copenhagen and the attack continued for the next three days, killing some 2,000 civilians and destroying most of the city. The devastation was so great because Copenhagen relied on an old defence-line whose limited range could not reach the British ships and their longer-range artillery.Despite the disasters of the early 19th century, Copenhagen experienced a period of intense cultural creativity known as the Danish Golden Age. Painting prospered under C.W. Eckersberg and his students while C.F. Hansen and Gottlieb Bindesbøll brought a Neoclassical look to the city's architecture. In the early 1850s, the ramparts of the city were opened to allow new housing to be built around The Lakes (Danish: Søerne) that bordered the old defences to the west. By the 1880s, the districts of Nørrebro and Vesterbro developed to accommodate those who came from the provinces to participate in the city's industrialization. This dramatic increase of space was long overdue, as not only were the old ramparts out of date as a defence system but bad sanitation in the old city had to be overcome. From 1886, the west rampart (Vestvolden) was flattened, allowing major extensions to the harbour leading to the establishment of the Freeport of Copenhagen 1892–94. Electricity came in 1892 with electric trams in 1897. The spread of housing to areas outside the old ramparts brought about a huge increase in the population. In 1840, Copenhagen was inhabited by approximately 120,000 people. By 1901, it had some 400,000 inhabitants.
+
+
+=== 20th century ===
+By the beginning of the 20th century, Copenhagen had become a thriving industrial and administrative city. With its new city hall and railway station, its centre was drawn towards the west. New housing developments grew up in Brønshøj and Valby while Frederiksberg became an enclave within the city of Copenhagen. The northern part of Amager and Valby were also incorporated into the City of Copenhagen in 1901–02.As a result of Denmark's neutrality in the First World War, Copenhagen prospered from trade with both Britain and Germany while the city's defences were kept fully manned by some 40,000 soldiers for the duration of the war.In the 1920s there were serious shortages of goods and housing. Plans were drawn up to demolish the old part of Christianshavn and to get rid of the worst of the city's slum areas. However, it was not until the 1930s that substantial housing developments ensued, with the demolition of one side of Christianhavn's Torvegade to build five large blocks of flats.
+
+
+==== World War II ====
+
+In Denmark during World War II, Copenhagen was occupied by German troops along with the rest of the country from 9 April 1940 until 4 May 1945. German leader Adolf Hitler hoped that Denmark would be "a model protectorate" and initially the Nazi authorities sought to arrive at an understanding with the Danish government. The 1943 Danish parliamentary election was also allowed to take place, with only the Communist Party excluded. But in August 1943, after the government's collaboration with the occupation forces collapsed, several ships were sunk in Copenhagen Harbor by the Royal Danish Navy to prevent their use by the Germans. Around that time the Nazis started to arrest Jews, although most managed to escape to Sweden.In 1945 Ole Lippman, leader of the Danish section of the Special Operations Executive, invited the British Royal Air Force to assist their operations by attacking Nazi headquarters in Copenhagen. Accordingly, air vice-marshal Sir Basil Embry drew up plans for a spectacular precision attack on the Sicherheitsdienst and Gestapo building, the former offices of the Shell Oil Company. Political prisoners were kept in the attic to prevent an air raid, so the RAF had to bomb the lower levels of the building.The attack, known as "Operation Carthage", came on 22 March 1945, in three small waves. In the first wave, all six planes (carrying one bomb each) hit their target, but one of the aircraft crashed near Frederiksberg Girls School. Because of this crash, four of the planes in the two following waves assumed the school was the military target and aimed their bombs at the school, leading to the death of 123 civilians (of which 87 were schoolchildren). However, 18 of the 26 political prisoners in the Shell Building managed to escape while the Gestapo archives were completely destroyed.On 8 May 1945 Copenhagen was officially liberated by British troops commanded by Field Marshal Bernard Montgomery who supervised the surrender of 30,000 Germans situated around the capital.
+
+
+==== Post-war decades ====
+Shortly after the end of the war, an innovative urban development project known as the Finger Plan was introduced in 1947, encouraging the creation of new housing and businesses interspersed with large green areas along five "fingers" stretching out from the city centre along the S-train routes. With the expansion of the welfare state and women entering the work force, schools, nurseries, sports facilities and hospitals were established across the city. As a result of student unrest in the late 1960s, the former Bådsmandsstræde Barracks in Christianshavn was occupied, leading to the establishment of Freetown Christiania in September 1971.Motor traffic in the city grew significantly and in 1972 the trams were replaced by buses. From the 1960s, on the initiative of the young architect Jan Gehl, pedestrian streets and cycle tracks were created in the city centre. Activity in the port of Copenhagen declined with the closure of the Holmen Naval Base. Copenhagen Airport underwent considerable expansion, becoming a hub for the Nordic countries. In the 1990s, large-scale housing developments were realised in the harbour area and in the west of Amager. The national library's Black Diamond building on the waterfront was completed in 1999.
+
+
+=== Gallery ===
+
+			
+			
+		
+		
+			
+			
+		
+		
+			
+			
+		
+
+
+=== 21st century ===
+Since the summer of 2000, Copenhagen and the Swedish city of Malmö have been connected by the Øresund Bridge, which carries rail and road traffic. As a result, Copenhagen has become the centre of a larger metropolitan area spanning both nations. The bridge has brought about considerable changes in the public transport system and has led to the extensive redevelopment of Amager. The city's service and trade sectors have developed while a number of banking and financial institutions have been established. Educational institutions have also gained importance, especially the University of Copenhagen with its 35,000 students. Another important development for the city has been the Copenhagen Metro, the railway system which opened in 2002 with additions until 2007, transporting some 54 million passengers by 2011.On the cultural front, the Copenhagen Opera House, a gift to the city from the shipping magnate Mærsk Mc-Kinney Møller on behalf of the A.P. Møller foundation, was completed in 2004. In December 2009 Copenhagen gained international prominence when it hosted the worldwide climate meeting COP15.On 3 July 2022, three people were killed in a shooting at Field's mall in Copenhagen. Police chief inspector Søren Thomassen announced the arrest of a 22-year-old man and said that the police cannot rule out an act of terrorism.
+
+
+== Geography ==
+Copenhagen is part of the Øresund Region, which consists of Zealand, Lolland-Falster and Bornholm in Denmark and Scania in Sweden. It is located on the eastern shore of the island of Zealand, partly on the island of Amager and on a number of natural and artificial islets between the two. Copenhagen faces the Øresund to the east, the strait of water that separates Denmark from Sweden, and which connects the North Sea with the Baltic Sea. The Swedish city of Malmö and the town of Landskrona lie on the Swedish side of the sound directly across from Copenhagen. By road, Copenhagen is 42 kilometres (26 mi) northwest of Malmö, Sweden, 85 kilometres (53 mi) northeast of Næstved, 164 kilometres (102 mi) northeast of Odense, 295 kilometres (183 mi) east of Esbjerg and 188 kilometres (117 mi) southeast of Aarhus by sea and road via Sjællands Odde.The city centre lies in the area originally defined by the old ramparts, which are still referred to as the Fortification Ring (Fæstningsringen) and kept as a partial green band around it. Then come the late-19th- and early-20th-century residential neighbourhoods of Østerbro, Nørrebro, Vesterbro and Amagerbro. The outlying areas of Kongens Enghave, Valby, Vigerslev, Vanløse, Brønshøj, Utterslev and Sundby followed from 1920 to 1960. They consist mainly of residential housing and apartments often enhanced with parks and greenery.
+
+
+=== Topography ===
+The central area of the city consists of relatively low-lying flat ground formed by moraines from the last ice age while the hilly areas to the north and west frequently rise to 50 m (160 ft) above sea level. The slopes of Valby and Brønshøj reach heights of over 30 m (98 ft), divided by valleys running from the northeast to the southwest. Close to the centre are the Copenhagen lakes of Sortedams Sø, Peblinge Sø and Sankt Jørgens Sø.Copenhagen rests on a subsoil of flint-layered limestone deposited in the Danian period some 60 to 66 million years ago. Some greensand from the Selandian is also present. There are a few faults in the area, the most important of which is the Carlsberg fault which runs northwest to southeast through the centre of the city. During the last ice age, glaciers eroded the surface leaving a layer of moraines up to 15 m (49 ft) thick.Geologically, Copenhagen lies in the northern part of Denmark where the land is rising because of post-glacial rebound.
+
+
+=== Beaches ===
+Amager Strandpark, which opened in 2005, is a 2 km (1 mi) long artificial island, with a total of 4.6 km (2.9 mi) of beaches. It is located just 15 minutes by bicycle or a few minutes by metro from the city centre. In Klampenborg, about 10 kilometres (6.2 mi) from downtown Copenhagen, is Bellevue Beach. It is 700 metres (2,300 ft) long and has both lifeguards and freshwater showers on the beach.The beaches are supplemented by a system of Harbour Baths along the Copenhagen waterfront. The first and most popular of these is located at Islands Brygge, literally meaning Iceland's Quay, and has won international acclaim for its design.
+
+
+== Climate ==
+Copenhagen is in the oceanic climate zone (Köppen: Cfb). Its weather is subject to low-pressure systems from the Atlantic which result in unstable conditions throughout the year. Apart from slightly higher rainfall from July to September, precipitation is moderate. While snowfall occurs mainly from late December to early March, there can also be rain, with average temperatures around the freezing point.June is the sunniest month of the year with an average of about eight hours of sunshine a day. July is the warmest month with an average daytime high of 21 °C. By contrast, the average hours of sunshine are less than two per day in November and only one and a half per day from December to February. In the spring, it gets warmer again with four to six hours of sunshine per day from March to May. February is the driest month of the year. Exceptional weather conditions can bring as much as 50 cm of snow to Copenhagen in a 24-hour period during the winter months while summer temperatures have been known to rise to heights of 33 °C (91 °F).Because of Copenhagen's northern latitude, the number of daylight hours varies considerably between summer and winter. On the summer solstice, the sun rises at 04:26 and sets at 21:58, providing 17 hours 32 minutes of daylight. On the winter solstice, it rises at 08:37 and sets at 15:39 with 7 hours and 1 minute of daylight. There is therefore a difference of 10 hours and 31 minutes in the length of days and nights between the summer and winter solstices.
+
+
+== Administration ==
+According to Statistics Denmark, the urban area of Copenhagen (Hovedstadsområdet) consists of the municipalities of Copenhagen, Frederiksberg, Albertslund, Brøndby, Gentofte, Gladsaxe, Glostrup, Herlev, Hvidovre, Lyngby-Taarbæk, Rødovre, Tårnby and Vallensbæk as well as parts of Ballerup, Rudersdal and Furesø municipalities, along with the cities of Ishøj and Greve Strand. They are located in the Capital Region (Region Hovedstaden). Municipalities are responsible for a wide variety of public services, which include land-use planning, environmental planning, public housing, management and maintenance of local roads, and social security. Municipal administration is also conducted by a mayor, a council, and an executive.Copenhagen Municipality is by far the largest municipality, with the historic city at its core. The seat of Copenhagen's municipal council is the Copenhagen City Hall (Rådhus), which is situated on City Hall Square. The second largest municipality is Frederiksberg, an enclave within Copenhagen Municipality.
+Copenhagen Municipality is divided into ten districts (bydele): Indre By, Østerbro, Nørrebro, Vesterbro/Kongens Enghave, Valby, Vanløse, Brønshøj-Husum, Bispebjerg, Amager Øst, and Amager Vest. Neighbourhoods of Copenhagen include Slotsholmen, Frederiksstaden, Islands Brygge, Holmen, Christiania, Carlsberg, Sluseholmen, Sydhavn, Amagerbro, Ørestad, Nordhavnen, Bellahøj, Brønshøj, Ryparken, and Vigerslev.
+
+
+=== Law and order ===
+Most of Denmark's top legal courts and institutions are based in Copenhagen. A modern-style court of justice, Hof- og Stadsretten, was introduced in Denmark, specifically for Copenhagen, by Johann Friedrich Struensee in 1771. Now known as the City Court of Copenhagen (Københavns Byret), it is the largest of the 24 city courts in Denmark with jurisdiction over the municipalities of Copenhagen, Dragør and Tårnby. With its 42 judges, it has a Probate Division, an Enforcement Division and a Registration and Notorial Acts Division while bankruptcy is handled by the Maritime and Commercial Court of Copenhagen. Established in 1862, the Maritime and Commercial Court (Sø- og Handelsretten) also hears commercial cases including those relating to trade marks, marketing practices and competition for the whole of Denmark. Denmark's Supreme Court (Højesteret), located in Christiansborg Palace on Prins Jørgens Gård in the centre of Copenhagen, is the country's final court of appeal. Handling civil and criminal cases from the subordinate courts, it has two chambers which each hear all types of cases.The Danish National Police and Copenhagen Police headquarters is situated in the Neoclassical-inspired Politigården building built in 1918–1924 under architects Hack Kampmann and Holger Alfred Jacobsen. The building also contains administration, management, emergency department and radio service offices.The Copenhagen Fire Department forms the largest municipal fire brigade in Denmark with some 500 fire and ambulance personnel, 150 administration and service workers, and 35 workers in prevention. The brigade began as the Copenhagen Royal Fire Brigade on 9 July 1687 under King Christian V. After the passing of the Copenhagen Fire Act on 18 May 1868, on 1 August 1870 the Copenhagen Fire Brigade became a municipal institution in its own right. The fire department has its headquarters in the Copenhagen Central Fire Station which was designed by Ludvig Fenger in the Historicist style and inaugurated in 1892.
+
+
+=== Environmental planning ===
+
+Copenhagen is recognised as one of the most environmentally friendly cities in the world. As a result of its commitment to high environmental standards, Copenhagen has been praised for its green economy, ranked as the top green city for the second time in the 2014 Global Green Economy Index (GGEI). In 2001 a large offshore wind farm was built just off the coast of Copenhagen at Middelgrunden. It produces about 4% of the city's energy. Years of substantial investment in sewage treatment have improved water quality in the harbour to an extent that the inner harbour can be used for swimming with facilities at a number of locations.
+Copenhagen aims to be carbon-neutral by 2025. Commercial and residential buildings are to reduce electricity consumption by 20 per cent and 10 per cent respectively, and total heat consumption is to fall by 20 per cent by 2025. Renewable energy features such as solar panels are becoming increasingly common in the newest buildings in Copenhagen. District heating will be carbon-neutral by 2025, by waste incineration and biomass. New buildings must now be constructed according to Low Energy Class ratings and in 2020 near net-zero energy buildings. By 2025, 75% of trips should be made on foot, by bike, or by using public transit. The city plans that 20–30% of cars will run on electricity or biofuel by 2025. The investment is estimated at $472 million public funds and $4.78 billion private funds.The city's urban planning authorities continue to take full account of these priorities. Special attention is given both to climate issues and efforts to ensure maximum application of low-energy standards. Priorities include sustainable drainage systems, recycling rainwater, green roofs and efficient waste management solutions. In city planning, streets and squares are to be designed to encourage cycling and walking rather than driving. Further, the city administration is working with smart city initiatives to improve how data and technology can be used to implement new solutions that support the transition toward a carbon-neutral economy. These solutions support operations covered by the city administration to improve e.g. public health, district heating, urban mobility and waste management systems. Smart city operations in Copenhagen are maintained by Copenhagen Solutions Lab, the city's official smart-city development unit under the Technical and Environmental Administration.
+
+
+== Demographics and society ==
+
+Copenhagen is the most populous city in Denmark and one of the most populous in the Nordic countries. For statistical purposes, Statistics Denmark considers the City of Copenhagen (Byen København) to consist of the Municipality of Copenhagen plus three adjacent municipalities: Dragør, Frederiksberg, and Tårnby. Their combined population stands at 763,908 (as of December 2016).The Municipality of Copenhagen is by far the most populous in the country and one of the most populous Nordic municipalities with 644,431 inhabitants (as of 2022). There was a demographic boom in the 1990s and first decades of the 21st century, largely due to immigration to Denmark. According to figures from the first quarter of 2022, 73.7% of the municipality's population was of Danish descent, defined as having at least one parent who was born in Denmark and has Danish citizenship. Much of the remaining 26.3% were of a foreign background, defined as immigrants (20.3%) or descendants of recent immigrants (6%). There are no official statistics on ethnic groups. The adjacent table shows the most common countries of origin of Copenhagen residents. Largest foreign groups are Pakistanis (1.3%), Turks (1.2%), Iraqis (1.1%), Germans (1.0%) and Poles (1.0%).
+According to Statistics Denmark, Copenhagen's urban area has a larger population of 1,280,371 (as of 1 January 2016). The urban area consists of the municipalities of Copenhagen and Frederiksberg plus 16 of the 20 municipalities of the former counties Copenhagen and Roskilde, though five of them only partially. Metropolitan Copenhagen has a total of 2,016,285 inhabitants (as of 2016). The area of Metropolitan Copenhagen is defined by the Finger Plan. Since the opening of the Øresund Bridge in 2000, commuting between Zealand and Scania in Sweden has increased rapidly, leading to a wider, integrated area. Known as the Øresund Region, it has 4.1 million inhabitants—of whom 2.7 million (August 2021) live in the Danish part of the region.
+
+
+=== Religion ===
+
+A majority (56.9%) of those living in Copenhagen are members of the Lutheran Church of Denmark which is 0.6% lower than one year earlier according to 2019 figures. The National Cathedral, the Church of Our Lady, is one of the dozens of churches in Copenhagen. There are also several other Christian communities in the city, of which the largest is Roman Catholic.Foreign migration to Copenhagen, rising over the last three decades, has contributed to increasing religious diversity; the Grand Mosque of Copenhagen, the first in Denmark, opened in 2014. Islam is the second largest religion in Copenhagen, accounting for approximately 10% of the population. While there are no official statistics, a significant portion of the estimated 175,000–200,000 Muslims in the country live in the Copenhagen urban area, with the highest concentration in Nørrebro and the Vestegnen. There are also some 7,000 Jews in Denmark, most of them in the Copenhagen area where there are several synagogues. It has a membership of 1,800 members. There is a long history of Jews in the city, and the first synagogue in Copenhagen was built in 1684. Today, the history of the Jews of Denmark can be explored at the Danish Jewish Museum in Copenhagen.
+
+
+=== Quality of living ===
+For a number of years, Copenhagen has ranked high in international surveys for its quality of life. Its stable economy together with its education services and level of social safety make it attractive for locals and visitors alike. Although it is one of the world's most expensive cities, it is also one of the most liveable with its public transport, facilities for cyclists and its environmental policies. In elevating Copenhagen to "most liveable city" in 2013, Monocle pointed to its open spaces, increasing activity on the streets, city planning in favour of cyclists and pedestrians, and features to encourage inhabitants to enjoy city life with an emphasis on community, culture and cuisine. Other sources have ranked Copenhagen high for its business environment, accessibility, restaurants and environmental planning. However, Copenhagen ranks only 39th for student friendliness in 2012. Despite a top score for quality of living, its scores were low for employer activity and affordability.
+
+
+== Economy ==
+Copenhagen is the major economic and financial centre of Denmark. The city's economy is based largely on services and commerce. Statistics for 2010 show that the vast majority of the 350,000 workers in Copenhagen are employed in the service sector, especially transport and communications, trade, and finance, while less than 10,000 work in the manufacturing industries. The public sector workforce is around 110,000, including education and healthcare. From 2006 to 2011, the economy grew by 2.5% in Copenhagen, while it fell by some 4% in the rest of Denmark. In 2017, the wider Capital Region of Denmark had a gross domestic product (GDP) of €120 billion, and the 15th largest GDP per capita of regions in the European Union.
+As of Copenhagen Green Economy Leader Report made by London School of Economics and Political Science - Copenhagen is widely recognised as a leader in the global green economy. The Copenhagen region accounts for almost 40% of Denmark's output and has enjoyed long-term stable growth. At a national level, Danish GDP per capita is ranked among the top 10 countries in the world. At the same time, the city's growth has been delivered while improving environmental performance and transitioning to a low-carbon economy.
+
+Several financial institutions and banks have headquarters in Copenhagen, including Alm. Brand, Danske Bank, Nykredit and Nordea Bank Danmark. The Copenhagen Stock Exchange (CSE) was founded in 1620 and is now owned by Nasdaq, Inc. Copenhagen is also home to a number of international companies including A.P. Møller-Mærsk, Novo Nordisk, Carlsberg and Novozymes. City authorities have encouraged the development of business clusters in several innovative sectors, which include information technology, biotechnology, pharmaceuticals, clean technology and smart city solutions.
+Life science is a key sector with extensive research and development activities. Medicon Valley is a leading bi-national life sciences cluster in Europe, spanning the Øresund Region. Copenhagen is rich in companies and institutions with a focus on research and development within the field of biotechnology, and the Medicon Valley initiative aims to strengthen this position and to promote cooperation between companies and academia. Many major Danish companies like Novo Nordisk and Lundbeck, both of which are among the 50 largest pharmaceutical and biotech companies in the world, are located in this business cluster.Shipping is another important sector with Maersk, the world's largest shipping company, having their world headquarters in Copenhagen. The city has an industrial harbour, Copenhagen Port. Following decades of stagnation, it has experienced a resurgence since 1990 following a merger with Malmö harbour. Both ports are operated by Copenhagen Malmö Port (CMP). The central location in the Øresund Region allows the ports to act as a hub for freight that is transported onward to the Baltic countries. CMP annually receives about 8,000 ships and handled some 148,000 TEU in 2012.Copenhagen has some of the highest gross wages in the world. High taxes mean that wages are reduced after mandatory deduction. A beneficial researcher scheme with low taxation of foreign specialists has made Denmark an attractive location for foreign labour. It is however also among the most expensive cities in Europe.Denmark's Flexicurity model features some of the most flexible hiring and firing legislation in Europe, providing attractive conditions for foreign investment and international companies looking to locate in Copenhagen. In Dansk Industri's 2013 survey of employment factors in the ninety-six municipalities of Denmark, Copenhagen came in first place for educational qualifications and for the development of private companies in recent years, but fell to 86th place in local companies' assessment of the employment climate. The survey revealed considerable dissatisfaction in the level of dialogue companies enjoyed with the municipal authorities.
+In this dynamic business environment, commercial properties play a pivotal role. Companies often rely on specialized real estate platforms like Lokalebasen A/S to find suitable commercial spaces tailored to their needs. Copenhagen, as a thriving business hub, boasts a diverse range of business centers and offices. From modern co-working spaces to prestigious corporate offices, the city offers a plethora of options for businesses looking to establish their presence. These business centers are equipped with state-of-the-art facilities, high-speed internet, meeting rooms, and other amenities essential for smooth business operations.
+
+
+=== Tourism ===
+
+Tourism is a major contributor to Copenhagen's economy, attracting visitors due to the city's harbour, cultural attractions and award-winning restaurants. Since 2009, Copenhagen has been one of the fastest growing metropolitan destinations in Europe. Hotel capacity in the city is growing significantly. From 2009 to 2013, it experienced a 42% growth in international bed nights (total number of nights spent by tourists), tallying a rise of nearly 70% for Chinese visitors. The total number of bed nights in the Capital Region surpassed 9 million in 2013, while international bed nights reached 5 million.In 2010, it is estimated that city break tourism contributed to DKK 2 billion in turnover. However, 2010 was an exceptional year for city break tourism and turnover increased with 29% in that one year. 680,000 cruise passengers visited the port in 2015. In 2019 Copenhagen was ranked first among Lonely Planet's top ten cities to visit. In October 2021, Copenhagen was shortlisted for the European Commission's 2022 European Capital of Smart Tourism award along with Bordeaux, Dublin, Florence, Ljubljana, Palma de Mallorca and Valencia.
+
+
+== Cityscape ==
+
+The city's appearance today is shaped by the key role it has played as a regional centre for centuries. Copenhagen has a multitude of districts, each with its distinctive character and representing its own period. Other distinctive features of Copenhagen include the abundance of water, its many parks, and the bicycle paths that line most streets.
+
+
+=== Architecture ===
+
+The oldest section of Copenhagen's inner city is often referred to as Middelalderbyen (the medieval city). However, the city's most distinctive district is Frederiksstaden, developed during the reign of Frederick V. It has the Amalienborg Palace at its centre and is dominated by the dome of Frederik's Church (or the Marble Church) and several elegant 18th-century Rococo mansions. The inner city includes Slotsholmen, a little island on which Christiansborg Palace stands and Christianshavn with its canals. Børsen on Slotsholmen and Frederiksborg Palace in Hillerød are prominent examples of the Dutch Renaissance style in Copenhagen. Around the historical city centre lies a band of congenial residential boroughs (Vesterbro, Inner Nørrebro, Inner Østerbro) dating mainly from late 19th century. They were built outside the old ramparts when the city was finally allowed to expand beyond its fortifications.Sometimes referred to as "the City of Spires", Copenhagen is known for its horizontal skyline, broken only by the spires and towers of its churches and castles. Most characteristic of all is the Baroque spire of the Church of Our Saviour with its narrowing external spiral stairway that visitors can climb to the top. Other important spires are those of Christiansborg Palace, the City Hall and the former Church of St. Nikolaj that now houses a modern art venue. Not quite so high are the Renaissance spires of Rosenborg Castle and the "dragon spire" of Christian IV's former stock exchange, so named because it resembles the intertwined tails of four dragons.Copenhagen is recognised globally as an exemplar of best practice urban planning. Its thriving mixed use city centre is defined by striking contemporary architecture, engaging public spaces and an abundance of human activity. These design outcomes have been deliberately achieved through careful replanning in the second half of the 20th century.
+Recent years have seen a boom in modern architecture in Copenhagen both for Danish architecture and for works by international architects. For a few hundred years, virtually no foreign architects had worked in Copenhagen, but since the turn of the millennium the city and its immediate surroundings have seen buildings and projects designed by top international architects. British design magazine Monocle named Copenhagen the World's best design city 2008.Copenhagen's urban development in the first half of the 20th century was heavily influenced by industrialisation. After World War II, Copenhagen Municipality adopted Fordism and repurposed its medieval centre to facilitate private automobile infrastructure in response to innovations in transport, trade and communication. Copenhagen's spatial planning in this time frame was characterised by the separation of land uses: an approach which requires residents to travel by car to access facilities of different uses.The boom in urban development and modern architecture has brought some changes to the city's skyline. A political majority has decided to keep the historical centre free of high-rise buildings, but several areas will see or have already seen massive urban development. Ørestad now has seen most of the recent development. Located near Copenhagen Airport, it currently boasts one of the largest malls in Scandinavia and a variety of office and residential buildings as well as the IT University and a high school.
+
+
+=== Parks, gardens and zoo ===
+
+Copenhagen is a green city with many parks, both large and small. King's Garden (Kongens Have), the garden of Rosenborg Castle, is the oldest and most frequented of them all. It was Christian IV who first developed its landscaping in 1606. Every year it sees more than 2.5 million visitors and in the summer months it is packed with sunbathers, picnickers and ballplayers. It serves as a sculpture garden with both a permanent display and temporary exhibits during the summer months. Also located in the city centre are the Botanical Gardens noted for their large complex of 19th-century greenhouses donated by Carlsberg founder J. C. Jacobsen. Fælledparken at 58 ha (140 acres) is the largest park in Copenhagen.It is popular for sports fixtures and hosts several annual events including a free opera concert at the opening of the opera season, other open-air concerts, carnival and Labour Day celebrations, and the Copenhagen Historic Grand Prix, a race for antique cars. A historical green space in the northeastern part of the city is Kastellet, a well-preserved Renaissance citadel that now serves mainly as a park. Another popular park is the Frederiksberg Gardens, a 32-hectare romantic landscape park. It houses a colony of tame grey herons and other waterfowl. The park offers views of the elephants and the elephant house designed by world-famous British architect Norman Foster of the adjacent Copenhagen Zoo. Langelinie, a park and promenade along the inner Øresund coast, is home to one of Copenhagen's most-visited tourist attractions, the Little Mermaid statue.In Copenhagen, many cemeteries double as parks, though only for the more quiet activities such as sunbathing, reading and meditation. Assistens Cemetery, the burial place of Hans Christian Andersen, is an important green space for the district of Inner Nørrebro and a Copenhagen institution. The lesser known Vestre Kirkegaard is the largest cemetery in Denmark (54 ha (130 acres)) and offers a maze of dense groves, open lawns, winding paths, hedges, overgrown tombs, monuments, tree-lined avenues, lakes and other garden features.It is official municipal policy in Copenhagen that by 2015 all citizens must be able to reach a park or beach on foot in less than 15 minutes. In line with this policy, several new parks, including the innovative Superkilen in the Nørrebro district, have been completed or are under development in areas lacking green spaces.
+
+
+=== Landmarks by district ===
+
+
+==== Indre By ====
+The historic centre of the city, Indre By or the Inner City, features many of Copenhagen's most popular monuments and attractions. The area known as Frederiksstaden, developed by Frederik V in the second half of the 18th century in the Rococo style, has the four mansions of Amalienborg, the royal residence, and the wide-domed Marble Church at its centre. Directly across the water from Amalienborg, the 21st-century Copenhagen Opera House stands on the island of Holmen. To the south of Frederiksstaden, the Nyhavn canal is lined with colourful houses from the 17th and 18th centuries, many now with lively restaurants and bars. The canal runs from the harbour front to the spacious square of Kongens Nytorv which was laid out by Christian V in 1670. Important buildings include Charlottenborg Palace, famous for its art exhibitions, the Thott Palace (now the French embassy), the Royal Danish Theatre and the Hotel D'Angleterre, dated to 1755. Other landmarks in Indre By include the parliament building of Christiansborg, the City Hall and Rundetårn, originally an observatory. There are also several museums in the area including Thorvaldsen Museum dedicated to the 18th-century sculptor Bertel Thorvaldsen. Closed to traffic since 1964, Strøget, one of the world's oldest and longest pedestrian streets, runs the 3.2 km (2.0 mi) from Rådhuspladsen to Kongens Nytorv. With its speciality shops, cafés, restaurants, and buskers, it is always full of life and includes the old squares of Gammel Torv and Amagertorv, each with a fountain. Rosenborg Castle on Øster Voldgade was built by Christian IV in 1606 as a summer residence in the Renaissance style. It houses the Danish crown jewels and crown regalia, the coronation throne and tapestries illustrating Christian V's victories in the Scanian War.
+
+
+==== Christianshavn ====
+Christianshavn lies to the southeast of Indre By on the other side of the harbour. The area was developed by Christian IV in the early 17th century. Impressed by the city of Amsterdam, he employed Dutch architects to create canals within its ramparts which are still well preserved today. The canals themselves, branching off the central Christianshavn Canal and lined with house boats and pleasure craft are one of the area's attractions. Another interesting feature is Freetown Christiania, a fairly large area which was initially occupied by squatters during student unrest in 1971. Today it still maintains a measure of autonomy. The inhabitants openly sell drugs on "Pusher Street" as well as their arts and crafts. Other buildings of interest in Christianshavn include the Church of Our Saviour with its spiralling steeple and the magnificent Rococo Christian's Church. Once a warehouse, the North Atlantic House now displays culture from Iceland and Greenland and houses the Noma restaurant, known for its Nordic cuisine.
+
+
+==== Vesterbro ====
+Vesterbro, to the southwest of Indre By, begins with the Tivoli Gardens, the city's top tourist attraction with its fairground atmosphere, its Pantomime Theatre, its Concert Hall and its many rides and restaurants. The Carlsberg neighbourhood has some interesting vestiges of the old brewery of the same name including the Elephant Gate and the Ny Carlsberg Brewhouse. The Tycho Brahe Planetarium is located on the edge of Skt. Jørgens Sø, one of the Copenhagen lakes. Halmtorvet, the old hay market behind the Central Station, is an increasingly popular area with its cafés and restaurants. The former cattle market Øksnehallen has been converted into a modern exhibition centre for art and photography. Radisson Blu Royal Hotel, built by Danish architect and designer Arne Jacobsen for the airline Scandinavian Airlines System (SAS) between 1956 and 1960 was once the tallest hotel in Denmark with a height of 69.60 m (228.3 ft) and the city's only skyscraper until 1969. Completed in 1908, Det Ny Teater (the New Theatre) located in a passage between Vesterbrogade and Gammel Kongevej has become a popular venue for musicals since its reopening in 1994, attracting the largest audiences in the country.
+
+
+==== Nørrebro ====
+Nørrebro to the northwest of the city centre has recently developed from a working-class district into a colourful cosmopolitan area with antique shops, non-Danish food stores and restaurants. Much of the activity is centred on Sankt Hans Torv and around Rantzausgade. Copenhagen's historic cemetery, Assistens Kirkegård halfway up Nørrebrogade, is the resting place of many famous figures including Søren Kierkegaard, Niels Bohr, and Hans Christian Andersen but is also used by locals as a park and recreation area.
+
+
+==== Østerbro ====
+Just north of the city centre, Østerbro is an upper middle-class district with a number of fine mansions, some now serving as embassies. The district stretches from Nørrebro to the waterfront where The Little Mermaid statue can be seen from the promenade known as Langelinie. Inspired by Hans Christian Andersen's fairy tale, it was created by Edvard Eriksen and unveiled in 1913. Not far from the Little Mermaid, the old Citadel (Kastellet) can be seen. Built by Christian IV, it is one of northern Europe's best preserved fortifications. There is also a windmill in the area. The large Gefion Fountain (Gefionspringvandet) designed by Anders Bundgaard and completed in 1908 stands close to the southeast corner of Kastellet. Its figures illustrate a Nordic legend.
+
+
+==== Frederiksberg ====
+Frederiksberg, a separate municipality within the urban area of Copenhagen, lies to the west of Nørrebro and Indre By and north of Vesterbro. Its landmarks include Copenhagen Zoo founded in 1869 with over 250 species from all over the world and Frederiksberg Palace built as a summer residence by Frederick IV who was inspired by Italian architecture. Now a military academy, it overlooks the extensive landscaped Frederiksberg Gardens with its follies, waterfalls, lakes and decorative buildings. The wide tree-lined avenue of Frederiksberg Allé connecting Vesterbrogade with the Frederiksberg Gardens has long been associated with theatres and entertainment. While a number of the earlier theatres are now closed, the Betty Nansen Theatre and Aveny-T are still active.
+
+
+==== Amagerbro ====
+Amagerbro (also known as Sønderbro) is the district located immediately south-east of Christianshavn at northernmost Amager. The old city moats and their surrounding parks constitute a clear border between these districts. The main street is Amagerbrogade which after the harbour bridge Langebro, is an extension of H. C. Andersens Boulevard and has a number of various stores and shops as well as restaurants and pubs. Amagerbro was built up during the two first decades of the twentieth century and is the city's southernmost block built area with typically 4–7 floors. Further south follows the Sundbyøster and Sundbyvester districts.
+
+
+==== Other districts ====
+Not far from Copenhagen Airport on the Kastrup coast, The Blue Planet completed in March 2013 now houses the national aquarium. With its 53 aquariums, it is the largest facility of its kind in Scandinavia. Grundtvig's Church, located in the northern suburb of Bispebjerg, was designed by P.V. Jensen Klint and completed in 1940. A rare example of Expressionist church architecture, its striking west façade is reminiscent of a church organ.
+
+
+== Culture ==
+Apart from being the national capital, Copenhagen also serves as the cultural hub of Denmark and one of the major hubs in wider Scandinavia. Since the late 1990s, it has undergone a transformation from a modest Scandinavian capital into a metropolitan city of international appeal, in the same league as cities such as Barcelona and Amsterdam. This is a result of huge investments in infrastructure and culture as well as the work of successful new Danish architects, designers and chefs. Copenhagen Fashion Week takes place every year in February and August.
+
+
+=== Museums ===
+
+Copenhagen has a wide array of museums of international standing. The National Museum, Nationalmuseet, is Denmark's largest museum of archaeology and cultural history, comprising the histories of Danish and foreign cultures alike. Denmark's National Gallery (Statens Museum for Kunst) is the national art museum with collections dating from the 12th century to the present. In addition to Danish painters, artists represented in the collections include Rubens, Rembrandt, Picasso, Braque, Léger, Matisse, Emil Nolde, Olafur Eliasson, Elmgreen & Dragset, Superflex, and Jens Haaning.
+Another important Copenhagen art museum is the Ny Carlsberg Glyptotek founded by second generation Carlsberg philanthropist Carl Jacobsen and built around his personal collections. Its main focus is classical Egyptian, Roman and Greek sculptures and antiquities and a collection of Rodin sculptures, the largest outside France. Besides its sculpture collections, the museum also holds a comprehensive collection of paintings of Impressionist and Post-Impressionist painters such as Monet, Renoir, Cézanne, van Gogh and Toulouse-Lautrec as well as works by the Danish Golden Age painters.Louisiana is a Museum of Modern Art situated on the coast just north of Copenhagen. It is located in the middle of a sculpture garden on a cliff overlooking Øresund. Its collection of over 3,000 items includes works by Picasso, Giacometti and Dubuffet. The Danish Design Museum is housed in the 18th-century former Frederiks Hospital and displays Danish design as well as international design and crafts.Other museums include: the Thorvaldsens Museum, dedicated to the oeuvre of romantic Danish sculptor Bertel Thorvaldsen who lived and worked in Rome; the Cisternerne museum, an exhibition space for contemporary art, located in former cisterns that come complete with stalactites formed by the changing water levels; and the Ordrupgaard Museum, located just north of Copenhagen, which features 19th-century French and Danish art and is noted for its works by Paul Gauguin.
+
+
+=== Entertainment and performing arts ===
+The new Copenhagen Concert Hall opened in January 2009. Designed by Jean Nouvel, it has four halls with the main auditorium seating 1,800 people. It serves as the home of the Danish National Symphony Orchestra and along with the Walt Disney Concert Hall in Los Angeles is the most expensive concert hall ever built. Another important venue for classical music is the Tivoli Concert Hall located in the Tivoli Gardens. Designed by Henning Larsen, the Copenhagen Opera House (Operaen) opened in 2005. It is among the most modern opera houses in the world. The Royal Danish Theatre also stages opera in addition to its drama productions. It is also home to the Royal Danish Ballet. Founded in 1748 along with the theatre, it is one of the oldest ballet troupes in Europe, and is noted for its Bournonville style of ballet.
+Copenhagen has a significant jazz scene that has existed for many years. It developed when a number of American jazz musicians such as Ben Webster, Thad Jones, Richard Boone, Ernie Wilkins, Kenny Drew, Ed Thigpen, Bob Rockwell, Dexter Gordon, and others such as rock guitarist Link Wray came to live in Copenhagen during the 1960s. Every year in early July, Copenhagen's streets, squares, parks as well as cafés and concert halls fill up with big and small jazz concerts during the Copenhagen Jazz Festival. One of Europe's top jazz festivals, the annual event features around 900 concerts at 100 venues with over 200,000 guests from Denmark and around the world.The largest venue for popular music in Copenhagen is Vega in the Vesterbro district. It was chosen as "best concert venue in Europe" by international music magazine Live. The venue has three concert halls: the great hall, Store Vega, accommodates audiences of 1,550, the middle hall, Lille Vega, has space for 500 and Ideal Bar Live has a capacity of 250. Every September since 2006, the Festival of Endless Gratitude (FOEG) has taken place in Copenhagen. This festival focuses on indie counterculture, experimental pop music and left field music combined with visual arts exhibitions.For free entertainment one can stroll along Strøget, especially between Nytorv and Højbro Plads, which in the late afternoon and evening is a bit like an impromptu three-ring circus with musicians, magicians, jugglers and other street performers.
+
+
+=== Literature ===
+Most of Denmarks's major publishing houses are based in Copenhagen. These include the book publishers Gyldendal and Akademisk Forlag and newspaper publishers Berlingske and Politiken (the latter also publishing books). Many of the most important contributors to Danish literature such as Hans Christian Andersen (1805–1875) with his fairy tales, the philosopher Søren Kierkegaard (1813–1855) and playwright Ludvig Holberg (1684–1754) spent much of their lives in Copenhagen. Novels set in Copenhagen include Baby (1973) by Kirsten Thorup, The Copenhagen Connection (1982) by Barbara Mertz, Number the Stars (1989) by Lois Lowry, Miss Smilla's Feeling for Snow (1992) and Borderliners (1993) by Peter Høeg, Music and Silence (1999) by Rose Tremain, The Danish Girl (2000) by David Ebershoff, and Sharpe's Prey (2001) by Bernard Cornwell. Michael Frayn's 1998 play Copenhagen about the meeting between the physicists Niels Bohr and Werner Heisenberg in 1941 is also set in the city. On 15–18 August 1973, an oral literature conference took place in Copenhagen as part of the 9th International Congress of Anthropological and Ethnological Sciences.The Royal Library, belonging to the University of Copenhagen, is the largest library in the Nordic countries with an almost complete collection of all printed Danish books since 1482. Founded in 1648, the Royal Library is located at four sites in the city, the main one being on the Slotsholmen waterfront. Copenhagen's public library network has over 20 outlets, the largest being the Central Library (Københavns Hovedbibliotek) on Krystalgade in the inner city.
+
+
+=== Art ===
+Copenhagen has a wide selection of art museums and galleries displaying both historic works and more modern contributions. They include Statens Museum for Kunst, i.e. the Danish national art gallery, in the Østre Anlæg park, and the adjacent Hirschsprung Collection specialising in the 19th and early 20th century. Kunsthal Charlottenborg in the city centre exhibits national and international contemporary art. Den Frie Udstilling near the Østerport Station exhibits paintings created and selected by contemporary artists themselves rather than by the official authorities. The Arken Museum of Modern Art is located in southwestern Ishøj. Among artists who have painted scenes of Copenhagen are Martinus Rørbye (1803–1848), Christen Købke (1810–1848) and the prolific Paul Gustav Fischer (1860–1934).A number of notable sculptures can be seen in the city. In addition to The Little Mermaid on the waterfront, there are two historic equestrian statues in the city centre: Jacques Saly's Frederik V on Horseback (1771) in Amalienborg Square and the statue of Christian V on Kongens Nytorv created by Abraham-César Lamoureux in 1688 who was inspired by the statue of Louis XIII in Paris. Rosenborg Castle Gardens contains several sculptures and monuments including August Saabye's Hans Christian Andersen, Aksel Hansen's Echo, and Vilhelm Bissen's Dowager Queen Caroline Amalie.Copenhagen is believed to have invented the photomarathon photography competition, which has been held in the City each year since 1989.
+
+
+=== Cuisine ===
+
+As of 2014, Copenhagen has 15 Michelin-starred restaurants, the most of any Scandinavian city. The city is increasingly recognized internationally as a gourmet destination. These include Den Røde Cottage, Formel B Restaurant, Grønbech & Churchill, Søllerød Kro, Kadeau, Kiin Kiin (Denmark's first Michelin-starred Asian gourmet restaurant), the French restaurant Kong Hans Kælder, Relæ, Restaurant AOC with two Stars, and Noma (short for Danish: nordisk mad, English: Nordic food) as well as Geranium with three. Noma was ranked as the Best Restaurant in the World by Restaurant in 2010, 2011, 2012, and again in 2014, sparking interest in the New Nordic Cuisine.Apart from the selection of upmarket restaurants, Copenhagen offers a great variety of Danish, ethnic and experimental restaurants. It is possible to find modest eateries serving open sandwiches, known as smørrebrød – a traditional, Danish lunch dish; however, most restaurants serve international dishes. Danish pastry can be sampled from any of numerous bakeries found in all parts of the city. The Copenhagen Bakers' Association (Danish: Københavns Bagerlaug) dates back to the 1290s and Denmark's oldest confectioner's shop still operating, Conditori La Glace, was founded in 1870 in Skoubogade by Nicolaus Henningsen, a trained master baker from Flensburg.Copenhagen has long been associated with beer. Carlsberg beer has been brewed at the brewery's premises on the border between the Vesterbro and Valby districts since 1847 and has long been almost synonymous with Danish beer production. However, recent years have seen an explosive growth in the number of microbreweries so that Denmark today has more than 100 breweries, many of which are located in Copenhagen. Some like Nørrebro Bryghus also act as brewpubs where it is also possible to eat on the premises.
+
+
+=== Nightlife and festivals ===
+Copenhagen has one of the highest number of restaurants and bars per capita in the world. The nightclubs and bars stay open until 5 or 6 in the morning, some even longer. Denmark has a very liberal alcohol culture and a strong tradition for beer breweries, although binge drinking is frowned upon and the Danish Police take driving under the influence very seriously. Inner city areas such as Istedgade and Enghave Plads in Vesterbro, Sankt Hans Torv in Nørrebro and certain places in Frederiksberg are especially noted for their nightlife. Notable nightclubs include Bakken Kbh, ARCH (previously ZEN), Jolene, The Jane, Chateau Motel, KB3, At Dolores (previously Sunday Club), Rust, Vega Nightclub, Culture Box and Gefährlich, which also serves as a bar, café, restaurant, and art gallery.Copenhagen has several recurring community festivals, mainly in the summer. Copenhagen Carnival has taken place every year since 1982 during the Whitsun Holiday in Fælledparken and around the city with the participation of 120 bands, 2,000 dancers and 100,000 spectators. Since 2010, the old B&W Shipyard at Refshaleøen in the harbour has been the location for Copenhell, a heavy metal rock music festival. Copenhagen Pride is a LGBT pride festival taking place every year in August. The Pride has a series of different activities all over Copenhagen, but it is at the City Hall Square that most of the celebration takes place. During the Pride the square is renamed Pride Square. Copenhagen Distortion has emerged to be one of the biggest street festivals in Europe with 100,000 people joining to parties in the beginning of June every year.
+
+
+=== Amusement parks ===
+Copenhagen has the oldest and third-oldest amusement parks in the world.Dyrehavsbakken, a fair-ground and pleasure-park established in 1583, is located in Klampenborg just north of Copenhagen in a forested area known as Dyrehaven. Created as an amusement park complete with rides, games and restaurants by Christian IV, it is the oldest surviving amusement park in the world. Pierrot (Danish: Pjerrot), a nitwit dressed in white with a scarlet grin wearing a boat-like hat while entertaining children, remains one of the park's key attractions. In Danish, Dyrehavsbakken is often abbreviated as Bakken. There is no entrance fee to pay and Klampenborg Station on the C-line, is situated nearby.The Tivoli Gardens is an amusement park and pleasure garden located in central Copenhagen between the City Hall Square and the Central Station. It opened in 1843, making it the third-oldest amusement park in the world, the second being Wurstelprater in Vienna. Among its rides are the oldest still operating rollercoaster Rutschebanen from 1915 and the oldest ferris wheel still in use, opened in 1943. Tivoli Gardens also serves as a venue for various performing arts and as an active part of the cultural scene in Copenhagen.
+
+
+== Education ==
+Copenhagen has over 94,000 students enrolled in its largest universities and institutions: University of Copenhagen (38,867 students), Copenhagen Business School (20,000 students), Metropolitan University College and University College Capital (10,000 students each), Technical University of Denmark (7,000 students), KEA (c. 4,500 students), IT University of Copenhagen (2,000 students) and the Copenhagen campus of Aalborg University (2,300 students).The University of Copenhagen is Denmark's oldest university founded in 1479. It attracts some 1,500 international and exchange students every year. The Academic Ranking of World Universities placed it 30th in the world in 2016.The Technical University of Denmark is located in Lyngby in the northern outskirts of Copenhagen. In 2013, it was ranked as one of the leading technical universities in Northern Europe. The IT University is Denmark's youngest university, a mono-faculty institution focusing on technical, societal and business aspects of information technology.The Danish Academy of Fine Arts has provided education in the arts for more than 250 years. It includes the historic School of Visual Arts, and has in later years come to include a School of Architecture, a School of Design and a School of Conservation. Copenhagen Business School (CBS) is an EQUIS-accredited business school located in Frederiksberg.
+There are also branches of both University College Capital and Metropolitan University College inside and outside Copenhagen.
+
+
+== Sport ==
+The city has a variety of sporting teams. The major football teams are the historically successful FC København and Brøndby. FC København plays at Parken in Østerbro. Formed in 1992, it is a merger of two older Copenhagen clubs, B 1903 (from the inner suburb Gentofte) and KB (from Frederiksberg). Brøndby plays at Brøndby Stadion in the inner suburb of Brøndbyvester. BK Frem is based in the southern part of Copenhagen (Sydhavnen, Valby). Other teams of more significant stature are FC Nordsjælland (from suburban Farum), Fremad Amager, B93, AB, Lyngby and Hvidovre IF.
+Copenhagen has several handball teams—a sport which is particularly popular in Denmark. Of clubs playing in the "highest" leagues, there are Ajax, Ydun, and HIK (Hellerup). The København Håndbold women's club has recently been established. Copenhagen also has ice hockey teams, of which three play in the top league, Rødovre Mighty Bulls, Herlev Eagles and Hvidovre Ligahockey all inner suburban clubs. Copenhagen Ice Skating Club founded in 1869 is the oldest ice hockey team in Denmark but is no longer in the top league.Rugby union is also played in the Danish capital with teams such as CSR-Nanok, Copenhagen Business School Sport Rugby, Frederiksberg RK, Exiles RUFC and Rugbyklubben Speed. Rugby league is now played in Copenhagen, with the national team playing out of Gentofte Stadion. The Danish Australian Football League, based in Copenhagen is the largest Australian rules football competition outside of the English-speaking world.Copenhagen Marathon, Copenhagen's annual marathon event, was established in 1980.Round Christiansborg Open Water Swim Race is a 2-kilometre (1.2-mile) open water swimming competition taking place each year in late August. This amateur event is combined with a 10-kilometre (6-mile) Danish championship. In 2009 the event included a 10-kilometre (6-mile) FINA World Cup competition in the morning. Copenhagen hosted the 2011 UCI Road World Championships in September 2011, taking advantage of its bicycle-friendly infrastructure. It was the first time that Denmark had hosted the event since 1956, when it was also held in Copenhagen.
+
+
+== Transport ==
+
+
+=== Airport ===
+The greater Copenhagen area has a very well established transportation infrastructure making it a hub in Northern Europe. Copenhagen Airport, opened in 1925, is Scandinavia's largest airport, located in Kastrup on the island of Amager. It is connected to the city centre by metro and main line railway services. October 2013 was a record month with 2.2 million passengers, and November 2013 figures reveal that the number of passengers is increasing by some 3% annually, about 50% more than the European average.
+
+
+=== Road, rail and ferry ===
+Copenhagen has an extensive road network including motorways connecting the city to other parts of Denmark and to Sweden over the Øresund Bridge. The car is still the most popular form of transport within the city itself, representing two-thirds of all distances travelled. This can however lead to serious congestion in rush hour traffic. The Øresund train links Copenhagen with Malmö 24 hours a day, 7 days a week. 
+Copenhagen is also served by a daily ferry connection to Oslo in Norway. In 2012, Copenhagen Harbour handled 372 cruise ships and 840,000 passengers.
+The Copenhagen S-Train, Copenhagen Metro and the regional train networks are used by about half of the city's passengers, the remainder using bus services. Nørreport Station near the city centre serves passengers travelling by main-line rail, S-train, regional train, metro and bus. Some 750,000 passengers make use of public transport facilities every day. Copenhagen Central Station is the hub of the DSB railway network serving Denmark and international destinations.The Copenhagen Metro expanded radically with the opening of the City Circle Line (M3) on 29 September 2019. The new line connects all inner boroughs of the city by metro, including the Central Station, and opens up 17 new stations for Copenhageners. On 28 March 2020, the 2.2 km (1.4 mi) Nordhavn extension of the Harbour Line (M4) opened. Running from Copenhagen Central Station, the new extension is a branch line of M3 Cityring to Østerport. The M4 Sydhavn branch is expected to open in 2024. The new metro lines are part of the city's strategy to transform mobility towards sustainable modes of transport such as public transport and cycling as opposed to automobility.Copenhagen is cited by urban planners for its exemplary integration of public transport and urban development. In implementing its Finger Plan, Copenhagen is considered the world's first example of a transit metropolis, and areas around S-Train stations like Ballerup and Brøndby Strand are among the earliest examples of transit-oriented development.
+
+
+=== Cycling ===
+
+Copenhagen has been rated as one of the most bicycle-friendly cities in the world since 2015, with bicycles outnumbering its inhabitants. In 2012 some 36% of all working or studying city-dwellers cycled to work, school, or university. With 1.27 million km covered every working day by Copenhagen's cyclists (including both residents and commuters), and 75% of Copenhageners cycling throughout the year. The city's bicycle paths are extensive and well used, boasting 400 kilometres (250 miles) of cycle lanes not shared with cars or pedestrians, and sometimes have their own signal systems – giving the cyclists a lead of a couple of seconds to accelerate.
+
+
+== Healthcare ==
+
+Promoting health is an important issue for Copenhagen's municipal authorities. Central to its sustainability mission is its "Long Live Copenhagen" (Længe Leve København) scheme in which it has the goal of increasing the life expectancy of citizens, improving quality of life through better standards of health, and encouraging more productive lives and equal opportunities. The city has targets to encourage people to exercise regularly and to reduce the number who smoke and consume alcohol.Copenhagen University Hospital forms a conglomerate of several hospitals in Region Hovedstaden and Region Sjælland, together with the faculty of health sciences at the University of Copenhagen; Rigshospitalet and Bispebjerg Hospital in Copenhagen belong to this group of university hospitals. Rigshospitalet began operating in March 1757 as Frederiks Hospital, and became state-owned in 1903. With 1,120 beds, Rigshospitalet has responsibility for 65,000 inpatients and approximately 420,000 outpatients annually. It seeks to be the number one specialist hospital in the country, with an extensive team of researchers into cancer treatment, surgery and radiotherapy. In addition to its 8,000 personnel, the hospital has training and hosting functions. It benefits from the presence of in-service students of medicine and other healthcare sciences, as well as scientists working under a variety of research grants. The hospital became internationally famous as the location of Lars von Trier's television horror mini-series The Kingdom. Bispebjerg Hospital was built in 1913, and serves about 400,000 people in the Greater Copenhagen area, with some 3,000 employees. Other large hospitals in the city include Amager Hospital (1997), Herlev Hospital (1976), Hvidovre Hospital (1970), and Gentofte Hospital (1927).
+
+
+== Media ==
+Many Danish media corporations are located in Copenhagen. DR, the major Danish public service broadcasting corporation consolidated its activities in a new headquarters, DR Byen, in 2006 and 2007. Similarly TV2, which is based in Odense, has concentrated its Copenhagen activities in a modern media house in Teglholmen. The two national daily newspapers Politiken and Berlingske and the two tabloids Ekstra Bladet and BT are based in Copenhagen. Kristeligt Dagblad is based in Copenhagen and is published six days a week. Other important media corporations include Aller Media which is the largest publisher of weekly and monthly magazines in Scandinavia, the Egmont media group and Gyldendal, the largest Danish publisher of books.Copenhagen has a large film and television industry. Nordisk Film, established in Valby, Copenhagen in 1906 is the oldest continuously operating film production company in the world. In 1992 it merged with the Egmont media group and currently runs the 17-screen Palads Cinema in Copenhagen. Filmbyen (movie city), located in a former military camp in the suburb of Hvidovre, houses several movie companies and studios. Zentropa is a film company, co-owned by Danish director Lars von Trier. He is behind several international movie productions as well and founded the Dogme Movement. CPH:PIX is Copenhagen's international feature film festival, established in 2009 as a fusion of the 20-year-old NatFilm Festival and the four-year-old CIFF. The CPH:PIX festival takes place in mid-April. CPH:DOX is Copenhagen's international documentary film festival, every year in November. In addition to a documentary film programme of over 100 films, CPH:DOX includes a wide event programme with dozens of events, concerts, exhibitions and parties all over town.
+
+
+== Twin towns – sister cities ==
+
+Copenhagen is twinned with:
+
+ Beijing, China
+ Marseille, France
+ Kyiv, Ukraine
+
+
+== Honorary citizens ==
+People awarded the honorary citizenship of Copenhagen are:
+
+While honorary citizenship is no longer granted in Copenhagen, three people have been awarded the title of honorary Copenhageners (æreskøbenhavnere).
+
+
+== See also ==
+Category: People from Copenhagen
+2009 United Nations Climate Change Conference in Copenhagen
+Architecture in Copenhagen
+Carlsberg Fault zone, a concealed tectonic formation that runs across the city
+Copenhagen Climate Council
+List of urban areas in Denmark by population
+Outline of Denmark
+Ports of the Baltic Sea
+
+
+== Footnotes ==
+
+
+== Citations ==
+
+
+== References ==
+
+
+== Further reading ==
+
+
+== External links ==
+VisitCopenhagen.dk – Official VisitCopenhagen tourism website
\ No newline at end of file
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@@ -0,0 +1 @@
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The city is on the islands of Zealand and Amager, separated from Malm\u00f6, Sweden, by the \u00d8resund strait. The \u00d8resund Bridge connects the two cities by rail and road.\r\nOriginally a Viking fishing village established in the 10th century in the vicinity of what is now Gammel Strand, Copenhagen became the capital of Denmark in the early 15th century. From the 17th century, it became a regional centre of power with its institutions, defences, and armed forces. During the Renaissance the city was the de facto capital of the Kalmar Union and the seat of monarchy, governing most of the present day Nordic region in a union with Sweden and Norway ruled by the Danish monarch serving as the head of state. The city flourished as the cultural and economic centre of Scandinavia under the union for over 120 years, from the 15th century until the early 16th century when Sweden left the union through a rebellion. After a plague outbreak and fire in the 18th century, the city underwent redevelopment. This included construction of the prestigious district of Frederiksstaden and founding cultural institutions including the Royal Theatre and the Royal Academy of Fine Arts. After disasters in the early 19th century when the British Royal Navy attacked the Dano-Norwegian fleet and bombarded the city, rebuilding during the Danish Golden Age brought a Neoclassical look to Copenhagen's architecture. After the Second World War, the Finger Plan fostered the development of housing and businesses along the five urban railway routes emanating from the city centre.\r\nSince the turn of the 21st century, Copenhagen has seen strong urban and cultural development, facilitated by investment in its institutions and infrastructure. The city is the cultural, economic and governmental centre of Denmark; it is one of the major financial centres of Northern Europe with the Copenhagen Stock Exchange. Copenhagen's economy has developed rapidly in the service sector, especially through initiatives in information technology, pharmaceuticals and clean technology. Since the completion of the \u00d8resund Bridge, Copenhagen has increasingly integrated with the Swedish province of Scania and its largest city, Malm\u00f6, forming the \u00d8resund Region. With several bridges connecting the various districts, the cityscape is characterised by parks, promenades, and waterfronts. Copenhagen's landmarks such as Tivoli Gardens, The Little Mermaid statue, the Amalienborg and Christiansborg palaces, Rosenborg Castle, Frederik's Church, B\u00f8rsen and many museums, restaurants and nightclubs are significant tourist attractions.\r\nCopenhagen is home to the University of Copenhagen, the Technical University of Denmark, Copenhagen Business School, and the IT University of Copenhagen. The University of Copenhagen, founded in 1479, is the oldest university in Denmark. Copenhagen is home to the football clubs F.C. Copenhagen and Br\u00f8ndby IF. The annual Copenhagen Marathon was established in 1980. Copenhagen is one of the most bicycle-friendly cities in the world.\r\nMovia is the public mass transit company serving all of eastern Denmark, except Bornholm. The Copenhagen Metro, launched in 2002, serves central Copenhagen. Additionally, the Copenhagen S-train, the Lokaltog (private railway), and the Coast Line network serve and connect central Copenhagen to outlying boroughs. Serving roughly 2.5 million passengers a month, Copenhagen Airport, Kastrup, is the busiest airport in the Nordic countries.\r\n\r\n\r\n== Etymology ==\r\nCopenhagen's name (K\u00f8benhavn in Danish), reflects its origin as a harbour and a place of commerce. The original designation in Old Norse, from which Danish descends, was Kaupmannah\u01ebfn [\u02c8k\u0254up\u02ccm\u0251n\u02d0\u0251\u02cch\u0254vn] (cf. modern Icelandic: Kaupmannah\u00f6fn [\u02c8k\u02b0\u0153ip\u02ccman\u02d0a\u02cch\u0153pn\u0325], Faroese: Keypmannahavn), meaning 'merchants' harbour'. By the time Old Danish was spoken, the capital was called K\u00f8pmann\u00e6hafn, with the current name deriving from centuries of subsequent regular sound change.\r\nThe English cognates of the original name would be \"chapman's haven\".", "start_char_idx": 0, "end_char_idx": 4273, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "6f6451e8-7be3-433e-861d-ddf3fc7fe82d": {"__data__": {"id_": "6f6451e8-7be3-433e-861d-ddf3fc7fe82d", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "8174ac80-c3f9-46b5-b94c-9d2c265193da", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "93bf148d01cc01951d0faf3aa5c523c09adc9f14c408cd9393e2a6d8e3a99742", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "1b449f1a-9bcc-41b4-abdc-0344a3c0e53c", "node_type": "1", "metadata": {}, "hash": "506abf32838ee0e35365921f21d7319595cbc0cc6dddfa938b3c15e25746b70e", "class_name": "RelatedNodeInfo"}}, "text": "== Etymology ==\r\nCopenhagen's name (K\u00f8benhavn in Danish), reflects its origin as a harbour and a place of commerce. The original designation in Old Norse, from which Danish descends, was Kaupmannah\u01ebfn [\u02c8k\u0254up\u02ccm\u0251n\u02d0\u0251\u02cch\u0254vn] (cf. modern Icelandic: Kaupmannah\u00f6fn [\u02c8k\u02b0\u0153ip\u02ccman\u02d0a\u02cch\u0153pn\u0325], Faroese: Keypmannahavn), meaning 'merchants' harbour'. By the time Old Danish was spoken, the capital was called K\u00f8pmann\u00e6hafn, with the current name deriving from centuries of subsequent regular sound change.\r\nThe English cognates of the original name would be \"chapman's haven\". The English chapman, German Kaufmann, Dutch koopman, Swedish k\u00f6pman, Danish k\u00f8bmand, and Icelandic kaupma\u00f0ur share a derivation from Latin caupo, meaning 'tradesman'. However, the English term for the city was adapted from its Low German name, Kopenhagen. Copenhagen's Swedish name is K\u00f6penhamn, a direct translation of the mutually intelligible Danish name.\r\nThe city's Latin name, Hafnia, is the namesake of the element hafnium.\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Early history ===\r\nAlthough the earliest historical records of Copenhagen are from the end of the 12th century, recent archaeological finds in connection with work on the city's metropolitan rail system revealed the remains of a large merchant's mansion near today's Kongens Nytorv from c.\u20091020. Excavations in Pilestr\u00e6de have also led to the discovery of a well from the late 12th century. The remains of an ancient church, with graves dating to the 11th century, have been unearthed near where Str\u00f8get meets R\u00e5dhuspladsen.\r\nThese finds indicate that Copenhagen's origins as a city go back at least to the 11th century. Substantial discoveries of flint tools in the area provide evidence of human settlements dating to the Stone Age. Many historians believe the town dates to the late Viking Age, and was possibly founded by Sweyn I Forkbeard. \r\nThe natural harbour and good herring stocks seem to have attracted fishermen and merchants to the area on a seasonal basis from the 11th century and more permanently in the 13th century. The first habitations were probably centred on Gammel Strand (literally 'old shore') in the 11th century or even earlier.The earliest written mention of the town was in the 12th century when Saxo Grammaticus in Gesta Danorum referred to it as Portus Mercatorum, meaning 'Merchants' Harbour' or, in the Danish of the time, K\u00f8bmannahavn. Traditionally, Copenhagen's founding has been dated to Bishop Absalon's construction of a modest fortress on the little island of Slotsholmen in 1167 where Christiansborg Palace stands today. The construction of the fortress was in response to attacks by Wendish pirates who plagued the coastline during the 12th century. Defensive ramparts and moats were completed, and by 1177 St. Clemens Church had been built. Attacks by the Wends continued, and after the original fortress was eventually destroyed by the marauders, islanders replaced it with Copenhagen Castle.\r\n\r\n\r\n=== Middle Ages ===\r\nIn 1186, a letter from Pope Urban III states that the castle of Hafn (Copenhagen) and its surrounding lands, including the town of Hafn, were given to Absalon, Bishop of Roskilde (1158\u20131191) and Archbishop of Lund (1177\u20131201), by King Valdemar I. Upon Absalon's death, the property was to come into the ownership of the Bishopric of Roskilde. Around 1200, the Church of Our Lady was constructed on higher ground to the northeast of the town, which began to develop around it.As the town became more prominent, it was repeatedly attacked by the Hanseatic League. In 1368, it was successfully invaded during the Second Danish-Hanseatic War. As the fishing industry thrived in Copenhagen, particularly in the trade of herring, the city began expanding to the north of Slotsholmen. In 1254, it received a charter as a city under Bishop Jakob Erlandsen who garnered support from the local fishing merchants against the king by granting them special privileges.", "start_char_idx": 3715, "end_char_idx": 7651, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "1b449f1a-9bcc-41b4-abdc-0344a3c0e53c": {"__data__": {"id_": "1b449f1a-9bcc-41b4-abdc-0344a3c0e53c", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "6f6451e8-7be3-433e-861d-ddf3fc7fe82d", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6366d246b3ff5a6fc044f01622decb62b506c1aba9c931af62d20decaeed6576", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "7f0a497e-140b-4bf9-8a19-7051619198cb", "node_type": "1", "metadata": {}, "hash": "4f92b4cea4760d3efd0e2404ee6374f66476eecddf5441c7d1398fa3ab01efe8", "class_name": "RelatedNodeInfo"}}, "text": "Around 1200, the Church of Our Lady was constructed on higher ground to the northeast of the town, which began to develop around it.As the town became more prominent, it was repeatedly attacked by the Hanseatic League. In 1368, it was successfully invaded during the Second Danish-Hanseatic War. As the fishing industry thrived in Copenhagen, particularly in the trade of herring, the city began expanding to the north of Slotsholmen. In 1254, it received a charter as a city under Bishop Jakob Erlandsen who garnered support from the local fishing merchants against the king by granting them special privileges. In the mid 1330s, the first land assessment of the city was published.With the establishment of the Kalmar Union (1397\u20131523) between Denmark, Norway and Sweden, by about 1416 Copenhagen had emerged as the capital of Denmark when Eric of Pomerania moved his seat to Copenhagen Castle. The University of Copenhagen was inaugurated on 1 June 1479 by King Christian I, following approval from Pope Sixtus IV. This makes it the oldest university in Denmark and one of the oldest in Europe. Originally controlled by the Catholic Church, the university's role in society was forced to change during the Reformation in Denmark in the late 1530s.\r\n\r\n\r\n=== 16th and 17th centuries ===\r\n\r\nIn disputes prior to the Reformation of 1536, the city which had been faithful to Christian II, who was Catholic, was successfully besieged in 1523 by the forces of Frederik I, who supported Lutheranism. Copenhagen's defences were reinforced with a series of towers along the city wall. After an extended siege from July 1535 to July 1536, during which the city supported Christian II's alliance with Malm\u00f6 and L\u00fcbeck, it was finally forced to capitulate to Christian III. During the second half of the century, the city prospered from increased trade across the Baltic supported by Dutch shipping. Christoffer Valkendorff, a high-ranking statesman, defended the city's interests and contributed to its development. The Netherlands had also become primarily Protestant, as were northern German states.\r\nDuring the reign of Christian IV between 1588 and 1648, Copenhagen had dramatic growth as a city. On his initiative at the beginning of the 17th century, two important buildings were completed on Slotsholmen: the T\u00f8jhus Arsenal and B\u00f8rsen, the stock exchange. To foster international trade, the East India Company was founded in 1616. To the east of the city, inspired by Dutch planning, the king developed the district of Christianshavn with canals and ramparts. It was initially intended to be a fortified trading centre but ultimately became part of Copenhagen. Christian IV also sponsored an array of ambitious building projects including Rosenborg Slot and the Rundet\u00e5rn. In 1658\u20131659, the city withstood a siege by the Swedes under Charles X and successfully repelled a major assault.By 1661, Copenhagen had asserted its position as capital of Denmark and Norway. All the major institutions were located there, as was the fleet and most of the army. The defences were further enhanced with the completion of the Citadel in 1664 and the extension of Christianshavns Vold with its bastions in 1692, leading to the creation of a new base for the fleet at Nyholm.\r\n\r\n\r\n=== 18th century ===\r\nCopenhagen lost around 22,000 of its population of 65,000 to the plague in 1711. The city was also struck by two major fires that destroyed much of its infrastructure. The Copenhagen Fire of 1728 was the largest in the history of Copenhagen. It began on the evening of 20 October, and continued to burn until the morning of 23 October, destroying approximately 28% of the city, leaving some 20% of the population homeless. No less than 47% of the medieval section of the city was completely lost. Along with the 1795 fire, it is the main reason that few traces of the old town can be found in the modern city.A substantial amount of rebuilding followed. In 1733, work began on the royal residence of Christiansborg Palace, which was completed in 1745. In 1749, development of the prestigious district of Frederiksstaden was initiated. Designed by Nicolai Eigtved in the Rococo style, its centre contained the mansions which now form Amalienborg Palace.", "start_char_idx": 7039, "end_char_idx": 11278, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "7f0a497e-140b-4bf9-8a19-7051619198cb": {"__data__": {"id_": "7f0a497e-140b-4bf9-8a19-7051619198cb", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "1b449f1a-9bcc-41b4-abdc-0344a3c0e53c", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "546344be3088ca09c47db68481e70298efc67bbb389ca5022a13c32c91be4340", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "1c025ff4-6291-4547-bb66-1c3cdfe3d739", "node_type": "1", "metadata": {}, "hash": "9b2d2915ba70d5ea35b4bb682c19bd056bc31cf38660d10dd177856a3d284b1a", "class_name": "RelatedNodeInfo"}}, "text": "The Copenhagen Fire of 1728 was the largest in the history of Copenhagen. It began on the evening of 20 October, and continued to burn until the morning of 23 October, destroying approximately 28% of the city, leaving some 20% of the population homeless. No less than 47% of the medieval section of the city was completely lost. Along with the 1795 fire, it is the main reason that few traces of the old town can be found in the modern city.A substantial amount of rebuilding followed. In 1733, work began on the royal residence of Christiansborg Palace, which was completed in 1745. In 1749, development of the prestigious district of Frederiksstaden was initiated. Designed by Nicolai Eigtved in the Rococo style, its centre contained the mansions which now form Amalienborg Palace. Major extensions to the naval base of Holmen were undertaken while the city's cultural importance was enhanced with the Royal Theatre and the Royal Academy of Fine Arts.In the second half of the 18th century, Copenhagen benefited from Denmark's neutrality during the wars between Europe's main powers, allowing it to play an important role in trade between the states around the Baltic Sea. After Christiansborg was destroyed by fire in 1794 and another fire caused serious damage to the city in 1795, work began on the classical Copenhagen landmark of H\u00f8jbro Plads while Nytorv and Gammel Torv were converged.\r\n\r\n\r\n=== 19th century ===\r\nOn 2 April 1801, a British fleet under the command of Admiral Sir Hyde Parker attacked and defeated the neutral Danish-Norwegian fleet anchored near Copenhagen. Vice-Admiral Horatio Nelson led the main attack. He famously disobeyed Parker's order to withdraw, destroying many of the Dano-Norwegian ships before a truce was agreed. Copenhagen is often considered to be Nelson's hardest-fought battle, surpassing even the heavy fighting at Trafalgar. It was during this battle that Lord Nelson was said to have \"put the telescope to the blind eye\" in order not to see Admiral Parker's signal to cease fire.\r\nThe Second Battle of Copenhagen (or the Bombardment of Copenhagen) (16 August \u2013 5 September 1807) was from a British point of view a preemptive attack on Copenhagen, targeting the civilian population to yet again seize the Dano-Norwegian fleet. But from a Danish point of view, the battle was a terror bombardment on their capital. Particularly notable was the use of incendiary Congreve rockets (containing phosphorus, which cannot be extinguished with water) that randomly hit the city. Few houses with straw roofs remained after the bombardment. The largest church, Vor frue kirke, was destroyed by the sea artillery. Several historians consider this battle the first terror attack against a major European city in modern times.\r\nThe British landed 30,000 men, they surrounded Copenhagen and the attack continued for the next three days, killing some 2,000 civilians and destroying most of the city. The devastation was so great because Copenhagen relied on an old defence-line whose limited range could not reach the British ships and their longer-range artillery.Despite the disasters of the early 19th century, Copenhagen experienced a period of intense cultural creativity known as the Danish Golden Age. Painting prospered under C.W. Eckersberg and his students while C.F. Hansen and Gottlieb Bindesb\u00f8ll brought a Neoclassical look to the city's architecture. In the early 1850s, the ramparts of the city were opened to allow new housing to be built around The Lakes (Danish: S\u00f8erne) that bordered the old defences to the west. By the 1880s, the districts of N\u00f8rrebro and Vesterbro developed to accommodate those who came from the provinces to participate in the city's industrialization. This dramatic increase of space was long overdue, as not only were the old ramparts out of date as a defence system but bad sanitation in the old city had to be overcome. From 1886, the west rampart (Vestvolden) was flattened, allowing major extensions to the harbour leading to the establishment of the Freeport of Copenhagen 1892\u201394. Electricity came in 1892 with electric trams in 1897. The spread of housing to areas outside the old ramparts brought about a huge increase in the population. In 1840, Copenhagen was inhabited by approximately 120,000 people. By 1901, it had some 400,000 inhabitants.\r\n\r\n\r\n=== 20th century ===\r\nBy the beginning of the 20th century, Copenhagen had become a thriving industrial and administrative city.", "start_char_idx": 10494, "end_char_idx": 14957, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "1c025ff4-6291-4547-bb66-1c3cdfe3d739": {"__data__": {"id_": "1c025ff4-6291-4547-bb66-1c3cdfe3d739", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "7f0a497e-140b-4bf9-8a19-7051619198cb", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "b38c875f0a6c7d773567a24d79fa14672fc28e8a8bc47784a70546fb74ababc9", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c8051b24-aa18-41cd-8f1a-e77615f4fae5", "node_type": "1", "metadata": {}, "hash": "d58ab2a6e503c7195e1c1437ee37b5709897d09ae4105d1dae542fbd163e22af", "class_name": "RelatedNodeInfo"}}, "text": "This dramatic increase of space was long overdue, as not only were the old ramparts out of date as a defence system but bad sanitation in the old city had to be overcome. From 1886, the west rampart (Vestvolden) was flattened, allowing major extensions to the harbour leading to the establishment of the Freeport of Copenhagen 1892\u201394. Electricity came in 1892 with electric trams in 1897. The spread of housing to areas outside the old ramparts brought about a huge increase in the population. In 1840, Copenhagen was inhabited by approximately 120,000 people. By 1901, it had some 400,000 inhabitants.\r\n\r\n\r\n=== 20th century ===\r\nBy the beginning of the 20th century, Copenhagen had become a thriving industrial and administrative city. With its new city hall and railway station, its centre was drawn towards the west. New housing developments grew up in Br\u00f8nsh\u00f8j and Valby while Frederiksberg became an enclave within the city of Copenhagen. The northern part of Amager and Valby were also incorporated into the City of Copenhagen in 1901\u201302.As a result of Denmark's neutrality in the First World War, Copenhagen prospered from trade with both Britain and Germany while the city's defences were kept fully manned by some 40,000 soldiers for the duration of the war.In the 1920s there were serious shortages of goods and housing. Plans were drawn up to demolish the old part of Christianshavn and to get rid of the worst of the city's slum areas. However, it was not until the 1930s that substantial housing developments ensued, with the demolition of one side of Christianhavn's Torvegade to build five large blocks of flats.\r\n\r\n\r\n==== World War II ====\r\n\r\nIn Denmark during World War II, Copenhagen was occupied by German troops along with the rest of the country from 9 April 1940 until 4 May 1945. German leader Adolf Hitler hoped that Denmark would be \"a model protectorate\" and initially the Nazi authorities sought to arrive at an understanding with the Danish government. The 1943 Danish parliamentary election was also allowed to take place, with only the Communist Party excluded. But in August 1943, after the government's collaboration with the occupation forces collapsed, several ships were sunk in Copenhagen Harbor by the Royal Danish Navy to prevent their use by the Germans. Around that time the Nazis started to arrest Jews, although most managed to escape to Sweden.In 1945 Ole Lippman, leader of the Danish section of the Special Operations Executive, invited the British Royal Air Force to assist their operations by attacking Nazi headquarters in Copenhagen. Accordingly, air vice-marshal Sir Basil Embry drew up plans for a spectacular precision attack on the Sicherheitsdienst and Gestapo building, the former offices of the Shell Oil Company. Political prisoners were kept in the attic to prevent an air raid, so the RAF had to bomb the lower levels of the building.The attack, known as \"Operation Carthage\", came on 22 March 1945, in three small waves. In the first wave, all six planes (carrying one bomb each) hit their target, but one of the aircraft crashed near Frederiksberg Girls School. Because of this crash, four of the planes in the two following waves assumed the school was the military target and aimed their bombs at the school, leading to the death of 123 civilians (of which 87 were schoolchildren). However, 18 of the 26 political prisoners in the Shell Building managed to escape while the Gestapo archives were completely destroyed.On 8 May 1945 Copenhagen was officially liberated by British troops commanded by Field Marshal Bernard Montgomery who supervised the surrender of 30,000 Germans situated around the capital.\r\n\r\n\r\n==== Post-war decades ====\r\nShortly after the end of the war, an innovative urban development project known as the Finger Plan was introduced in 1947, encouraging the creation of new housing and businesses interspersed with large green areas along five \"fingers\" stretching out from the city centre along the S-train routes. With the expansion of the welfare state and women entering the work force, schools, nurseries, sports facilities and hospitals were established across the city. As a result of student unrest in the late 1960s, the former B\u00e5dsmandsstr\u00e6de Barracks in Christianshavn was occupied, leading to the establishment of Freetown Christiania in September 1971.Motor traffic in the city grew significantly and in 1972 the trams were replaced by buses. From the 1960s, on the initiative of the young architect Jan Gehl, pedestrian streets and cycle tracks were created in the city centre. Activity in the port of Copenhagen declined with the closure of the Holmen Naval Base.", "start_char_idx": 14220, "end_char_idx": 18883, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c8051b24-aa18-41cd-8f1a-e77615f4fae5": {"__data__": {"id_": "c8051b24-aa18-41cd-8f1a-e77615f4fae5", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "1c025ff4-6291-4547-bb66-1c3cdfe3d739", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "a7fee6c3fca26d79b9edaaa88ca3d0d85a9e2d841b30cd2da43e5b5fe0972a8d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "54954178-45a0-405a-ad75-94599af6d1aa", "node_type": "1", "metadata": {}, "hash": "77971051c88cb8007c5cc00f6f62e84bca97b17a7ebe3e632d1776dc1f7c2785", "class_name": "RelatedNodeInfo"}}, "text": "With the expansion of the welfare state and women entering the work force, schools, nurseries, sports facilities and hospitals were established across the city. As a result of student unrest in the late 1960s, the former B\u00e5dsmandsstr\u00e6de Barracks in Christianshavn was occupied, leading to the establishment of Freetown Christiania in September 1971.Motor traffic in the city grew significantly and in 1972 the trams were replaced by buses. From the 1960s, on the initiative of the young architect Jan Gehl, pedestrian streets and cycle tracks were created in the city centre. Activity in the port of Copenhagen declined with the closure of the Holmen Naval Base. Copenhagen Airport underwent considerable expansion, becoming a hub for the Nordic countries. In the 1990s, large-scale housing developments were realised in the harbour area and in the west of Amager. The national library's Black Diamond building on the waterfront was completed in 1999.\r\n\r\n\r\n=== Gallery ===\r\n\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\r\n\r\n=== 21st century ===\r\nSince the summer of 2000, Copenhagen and the Swedish city of Malm\u00f6 have been connected by the \u00d8resund Bridge, which carries rail and road traffic. As a result, Copenhagen has become the centre of a larger metropolitan area spanning both nations. The bridge has brought about considerable changes in the public transport system and has led to the extensive redevelopment of Amager. The city's service and trade sectors have developed while a number of banking and financial institutions have been established. Educational institutions have also gained importance, especially the University of Copenhagen with its 35,000 students. Another important development for the city has been the Copenhagen Metro, the railway system which opened in 2002 with additions until 2007, transporting some 54 million passengers by 2011.On the cultural front, the Copenhagen Opera House, a gift to the city from the shipping magnate M\u00e6rsk Mc-Kinney M\u00f8ller on behalf of the A.P. M\u00f8ller foundation, was completed in 2004. In December 2009 Copenhagen gained international prominence when it hosted the worldwide climate meeting COP15.On 3 July 2022, three people were killed in a shooting at Field's mall in Copenhagen. Police chief inspector S\u00f8ren Thomassen announced the arrest of a 22-year-old man and said that the police cannot rule out an act of terrorism.\r\n\r\n\r\n== Geography ==\r\nCopenhagen is part of the \u00d8resund Region, which consists of Zealand, Lolland-Falster and Bornholm in Denmark and Scania in Sweden. It is located on the eastern shore of the island of Zealand, partly on the island of Amager and on a number of natural and artificial islets between the two. Copenhagen faces the \u00d8resund to the east, the strait of water that separates Denmark from Sweden, and which connects the North Sea with the Baltic Sea. The Swedish city of Malm\u00f6 and the town of Landskrona lie on the Swedish side of the sound directly across from Copenhagen. By road, Copenhagen is 42 kilometres (26 mi) northwest of Malm\u00f6, Sweden, 85 kilometres (53 mi) northeast of N\u00e6stved, 164 kilometres (102 mi) northeast of Odense, 295 kilometres (183 mi) east of Esbjerg and 188 kilometres (117 mi) southeast of Aarhus by sea and road via Sj\u00e6llands Odde.The city centre lies in the area originally defined by the old ramparts, which are still referred to as the Fortification Ring (F\u00e6stningsringen) and kept as a partial green band around it. Then come the late-19th- and early-20th-century residential neighbourhoods of \u00d8sterbro, N\u00f8rrebro, Vesterbro and Amagerbro. The outlying areas of Kongens Enghave, Valby, Vigerslev, Vanl\u00f8se, Br\u00f8nsh\u00f8j, Utterslev and Sundby followed from 1920 to 1960. They consist mainly of residential housing and apartments often enhanced with parks and greenery.\r\n\r\n\r\n=== Topography ===\r\nThe central area of the city consists of relatively low-lying flat ground formed by moraines from the last ice age while the hilly areas to the north and west frequently rise to 50 m (160 ft) above sea level. The slopes of Valby and Br\u00f8nsh\u00f8j reach heights of over 30 m (98 ft), divided by valleys running from the northeast to the southwest. Close to the centre are the Copenhagen lakes of Sortedams S\u00f8, Peblinge S\u00f8 and Sankt J\u00f8rgens S\u00f8.Copenhagen rests on a subsoil of flint-layered limestone deposited in the Danian period some 60 to 66 million years ago.", "start_char_idx": 18221, "end_char_idx": 22602, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "54954178-45a0-405a-ad75-94599af6d1aa": {"__data__": {"id_": "54954178-45a0-405a-ad75-94599af6d1aa", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c8051b24-aa18-41cd-8f1a-e77615f4fae5", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "2daba133c32199a34bdd142abaf47de65135bda9d378c8bf9478c9849492f778", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "088d7198-4934-4bfa-a525-70b001ffd901", "node_type": "1", "metadata": {}, "hash": "dd0f4b53f91ed7c2c3a83a8df834a7f68fd0f426ccb8568036e9d7dff0bab3a3", "class_name": "RelatedNodeInfo"}}, "text": "They consist mainly of residential housing and apartments often enhanced with parks and greenery.\r\n\r\n\r\n=== Topography ===\r\nThe central area of the city consists of relatively low-lying flat ground formed by moraines from the last ice age while the hilly areas to the north and west frequently rise to 50 m (160 ft) above sea level. The slopes of Valby and Br\u00f8nsh\u00f8j reach heights of over 30 m (98 ft), divided by valleys running from the northeast to the southwest. Close to the centre are the Copenhagen lakes of Sortedams S\u00f8, Peblinge S\u00f8 and Sankt J\u00f8rgens S\u00f8.Copenhagen rests on a subsoil of flint-layered limestone deposited in the Danian period some 60 to 66 million years ago. Some greensand from the Selandian is also present. There are a few faults in the area, the most important of which is the Carlsberg fault which runs northwest to southeast through the centre of the city. During the last ice age, glaciers eroded the surface leaving a layer of moraines up to 15 m (49 ft) thick.Geologically, Copenhagen lies in the northern part of Denmark where the land is rising because of post-glacial rebound.\r\n\r\n\r\n=== Beaches ===\r\nAmager Strandpark, which opened in 2005, is a 2 km (1 mi) long artificial island, with a total of 4.6 km (2.9 mi) of beaches. It is located just 15 minutes by bicycle or a few minutes by metro from the city centre. In Klampenborg, about 10 kilometres (6.2 mi) from downtown Copenhagen, is Bellevue Beach. It is 700 metres (2,300 ft) long and has both lifeguards and freshwater showers on the beach.The beaches are supplemented by a system of Harbour Baths along the Copenhagen waterfront. The first and most popular of these is located at Islands Brygge, literally meaning Iceland's Quay, and has won international acclaim for its design.\r\n\r\n\r\n== Climate ==\r\nCopenhagen is in the oceanic climate zone (K\u00f6ppen: Cfb). Its weather is subject to low-pressure systems from the Atlantic which result in unstable conditions throughout the year. Apart from slightly higher rainfall from July to September, precipitation is moderate. While snowfall occurs mainly from late December to early March, there can also be rain, with average temperatures around the freezing point.June is the sunniest month of the year with an average of about eight hours of sunshine a day. July is the warmest month with an average daytime high of 21 \u00b0C. By contrast, the average hours of sunshine are less than two per day in November and only one and a half per day from December to February. In the spring, it gets warmer again with four to six hours of sunshine per day from March to May. February is the driest month of the year. Exceptional weather conditions can bring as much as 50 cm of snow to Copenhagen in a 24-hour period during the winter months while summer temperatures have been known to rise to heights of 33 \u00b0C (91 \u00b0F).Because of Copenhagen's northern latitude, the number of daylight hours varies considerably between summer and winter. On the summer solstice, the sun rises at 04:26 and sets at 21:58, providing 17 hours 32 minutes of daylight. On the winter solstice, it rises at 08:37 and sets at 15:39 with 7 hours and 1 minute of daylight. There is therefore a difference of 10 hours and 31 minutes in the length of days and nights between the summer and winter solstices.\r\n\r\n\r\n== Administration ==\r\nAccording to Statistics Denmark, the urban area of Copenhagen (Hovedstadsomr\u00e5det) consists of the municipalities of Copenhagen, Frederiksberg, Albertslund, Br\u00f8ndby, Gentofte, Gladsaxe, Glostrup, Herlev, Hvidovre, Lyngby-Taarb\u00e6k, R\u00f8dovre, T\u00e5rnby and Vallensb\u00e6k as well as parts of Ballerup, Rudersdal and Fures\u00f8 municipalities, along with the cities of Ish\u00f8j and Greve Strand. They are located in the Capital Region (Region Hovedstaden). Municipalities are responsible for a wide variety of public services, which include land-use planning, environmental planning, public housing, management and maintenance of local roads, and social security. Municipal administration is also conducted by a mayor, a council, and an executive.Copenhagen Municipality is by far the largest municipality, with the historic city at its core. The seat of Copenhagen's municipal council is the Copenhagen City Hall (R\u00e5dhus), which is situated on City Hall Square.", "start_char_idx": 21922, "end_char_idx": 26192, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "088d7198-4934-4bfa-a525-70b001ffd901": {"__data__": {"id_": "088d7198-4934-4bfa-a525-70b001ffd901", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "54954178-45a0-405a-ad75-94599af6d1aa", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "2ddb798685aa6ec12d0c50517d3d3db98ccb8497ee809024701a5e92c88e632f", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f7b41293-a635-4fdf-b715-48f2774adcd2", "node_type": "1", "metadata": {}, "hash": "cfa654cb52b007c19bca74c78022ac27c42158d066ccd10ef17a595b4d3a1a28", "class_name": "RelatedNodeInfo"}}, "text": "They are located in the Capital Region (Region Hovedstaden). Municipalities are responsible for a wide variety of public services, which include land-use planning, environmental planning, public housing, management and maintenance of local roads, and social security. Municipal administration is also conducted by a mayor, a council, and an executive.Copenhagen Municipality is by far the largest municipality, with the historic city at its core. The seat of Copenhagen's municipal council is the Copenhagen City Hall (R\u00e5dhus), which is situated on City Hall Square. The second largest municipality is Frederiksberg, an enclave within Copenhagen Municipality.\r\nCopenhagen Municipality is divided into ten districts (bydele): Indre By, \u00d8sterbro, N\u00f8rrebro, Vesterbro/Kongens Enghave, Valby, Vanl\u00f8se, Br\u00f8nsh\u00f8j-Husum, Bispebjerg, Amager \u00d8st, and Amager Vest. Neighbourhoods of Copenhagen include Slotsholmen, Frederiksstaden, Islands Brygge, Holmen, Christiania, Carlsberg, Sluseholmen, Sydhavn, Amagerbro, \u00d8restad, Nordhavnen, Bellah\u00f8j, Br\u00f8nsh\u00f8j, Ryparken, and Vigerslev.\r\n\r\n\r\n=== Law and order ===\r\nMost of Denmark's top legal courts and institutions are based in Copenhagen. A modern-style court of justice, Hof- og Stadsretten, was introduced in Denmark, specifically for Copenhagen, by Johann Friedrich Struensee in 1771. Now known as the City Court of Copenhagen (K\u00f8benhavns Byret), it is the largest of the 24 city courts in Denmark with jurisdiction over the municipalities of Copenhagen, Drag\u00f8r and T\u00e5rnby. With its 42 judges, it has a Probate Division, an Enforcement Division and a Registration and Notorial Acts Division while bankruptcy is handled by the Maritime and Commercial Court of Copenhagen. Established in 1862, the Maritime and Commercial Court (S\u00f8- og Handelsretten) also hears commercial cases including those relating to trade marks, marketing practices and competition for the whole of Denmark. Denmark's Supreme Court (H\u00f8jesteret), located in Christiansborg Palace on Prins J\u00f8rgens G\u00e5rd in the centre of Copenhagen, is the country's final court of appeal. Handling civil and criminal cases from the subordinate courts, it has two chambers which each hear all types of cases.The Danish National Police and Copenhagen Police headquarters is situated in the Neoclassical-inspired Politig\u00e5rden building built in 1918\u20131924 under architects Hack Kampmann and Holger Alfred Jacobsen. The building also contains administration, management, emergency department and radio service offices.The Copenhagen Fire Department forms the largest municipal fire brigade in Denmark with some 500 fire and ambulance personnel, 150 administration and service workers, and 35 workers in prevention. The brigade began as the Copenhagen Royal Fire Brigade on 9 July 1687 under King Christian V. After the passing of the Copenhagen Fire Act on 18 May 1868, on 1 August 1870 the Copenhagen Fire Brigade became a municipal institution in its own right. The fire department has its headquarters in the Copenhagen Central Fire Station which was designed by Ludvig Fenger in the Historicist style and inaugurated in 1892.\r\n\r\n\r\n=== Environmental planning ===\r\n\r\nCopenhagen is recognised as one of the most environmentally friendly cities in the world. As a result of its commitment to high environmental standards, Copenhagen has been praised for its green economy, ranked as the top green city for the second time in the 2014 Global Green Economy Index (GGEI). In 2001 a large offshore wind farm was built just off the coast of Copenhagen at Middelgrunden. It produces about 4% of the city's energy. Years of substantial investment in sewage treatment have improved water quality in the harbour to an extent that the inner harbour can be used for swimming with facilities at a number of locations.\r\nCopenhagen aims to be carbon-neutral by 2025. Commercial and residential buildings are to reduce electricity consumption by 20 per cent and 10 per cent respectively, and total heat consumption is to fall by 20 per cent by 2025. Renewable energy features such as solar panels are becoming increasingly common in the newest buildings in Copenhagen. District heating will be carbon-neutral by 2025, by waste incineration and biomass. New buildings must now be constructed according to Low Energy Class ratings and in 2020 near net-zero energy buildings. By 2025, 75% of trips should be made on foot, by bike, or by using public transit. The city plans that 20\u201330% of cars will run on electricity or biofuel by 2025.", "start_char_idx": 25626, "end_char_idx": 30130, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f7b41293-a635-4fdf-b715-48f2774adcd2": {"__data__": {"id_": "f7b41293-a635-4fdf-b715-48f2774adcd2", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "088d7198-4934-4bfa-a525-70b001ffd901", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "3f873bf4e45949729e086f7bd890974533f4301d3618a9d4e76877b305f71df4", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "7bb552d5-e8bb-4974-964d-68427627a8c2", "node_type": "1", "metadata": {}, "hash": "2471b3cef4206fde413c0891c30493e418bdebd1318aeb040d32dba3cd0ab5db", "class_name": "RelatedNodeInfo"}}, "text": "Copenhagen aims to be carbon-neutral by 2025. Commercial and residential buildings are to reduce electricity consumption by 20 per cent and 10 per cent respectively, and total heat consumption is to fall by 20 per cent by 2025. Renewable energy features such as solar panels are becoming increasingly common in the newest buildings in Copenhagen. District heating will be carbon-neutral by 2025, by waste incineration and biomass. New buildings must now be constructed according to Low Energy Class ratings and in 2020 near net-zero energy buildings. By 2025, 75% of trips should be made on foot, by bike, or by using public transit. The city plans that 20\u201330% of cars will run on electricity or biofuel by 2025. The investment is estimated at $472 million public funds and $4.78 billion private funds.The city's urban planning authorities continue to take full account of these priorities. Special attention is given both to climate issues and efforts to ensure maximum application of low-energy standards. Priorities include sustainable drainage systems, recycling rainwater, green roofs and efficient waste management solutions. In city planning, streets and squares are to be designed to encourage cycling and walking rather than driving. Further, the city administration is working with smart city initiatives to improve how data and technology can be used to implement new solutions that support the transition toward a carbon-neutral economy. These solutions support operations covered by the city administration to improve e.g. public health, district heating, urban mobility and waste management systems. Smart city operations in Copenhagen are maintained by Copenhagen Solutions Lab, the city's official smart-city development unit under the Technical and Environmental Administration.\r\n\r\n\r\n== Demographics and society ==\r\n\r\nCopenhagen is the most populous city in Denmark and one of the most populous in the Nordic countries. For statistical purposes, Statistics Denmark considers the City of Copenhagen (Byen K\u00f8benhavn) to consist of the Municipality of Copenhagen plus three adjacent municipalities: Drag\u00f8r, Frederiksberg, and T\u00e5rnby. Their combined population stands at 763,908 (as of December 2016).The Municipality of Copenhagen is by far the most populous in the country and one of the most populous Nordic municipalities with 644,431 inhabitants (as of 2022). There was a demographic boom in the 1990s and first decades of the 21st century, largely due to immigration to Denmark. According to figures from the first quarter of 2022, 73.7% of the municipality's population was of Danish descent, defined as having at least one parent who was born in Denmark and has Danish citizenship. Much of the remaining 26.3% were of a foreign background, defined as immigrants (20.3%) or descendants of recent immigrants (6%). There are no official statistics on ethnic groups. The adjacent table shows the most common countries of origin of Copenhagen residents. Largest foreign groups are Pakistanis (1.3%), Turks (1.2%), Iraqis (1.1%), Germans (1.0%) and Poles (1.0%).\r\nAccording to Statistics Denmark, Copenhagen's urban area has a larger population of 1,280,371 (as of 1 January 2016). The urban area consists of the municipalities of Copenhagen and Frederiksberg plus 16 of the 20 municipalities of the former counties Copenhagen and Roskilde, though five of them only partially. Metropolitan Copenhagen has a total of 2,016,285 inhabitants (as of 2016). The area of Metropolitan Copenhagen is defined by the Finger Plan. Since the opening of the \u00d8resund Bridge in 2000, commuting between Zealand and Scania in Sweden has increased rapidly, leading to a wider, integrated area. Known as the \u00d8resund Region, it has 4.1 million inhabitants\u2014of whom 2.7 million (August 2021) live in the Danish part of the region.\r\n\r\n\r\n=== Religion ===\r\n\r\nA majority (56.9%) of those living in Copenhagen are members of the Lutheran Church of Denmark which is 0.6% lower than one year earlier according to 2019 figures. The National Cathedral, the Church of Our Lady, is one of the dozens of churches in Copenhagen. There are also several other Christian communities in the city, of which the largest is Roman Catholic.Foreign migration to Copenhagen, rising over the last three decades, has contributed to increasing religious diversity; the Grand Mosque of Copenhagen, the first in Denmark, opened in 2014. Islam is the second largest religion in Copenhagen, accounting for approximately 10% of the population.", "start_char_idx": 29418, "end_char_idx": 33922, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "7bb552d5-e8bb-4974-964d-68427627a8c2": {"__data__": {"id_": "7bb552d5-e8bb-4974-964d-68427627a8c2", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f7b41293-a635-4fdf-b715-48f2774adcd2", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "afebd000d5dfbf8be93fe4174a4e045f006820c462d14ad16527af73e28eb12c", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "b4bd073e-f0b4-4222-acbc-9e74766bbae7", "node_type": "1", "metadata": {}, "hash": "dfb08dc30860228b8683a10dd05f5b21f41fb5785fb898bab8136766e81333b2", "class_name": "RelatedNodeInfo"}}, "text": "Known as the \u00d8resund Region, it has 4.1 million inhabitants\u2014of whom 2.7 million (August 2021) live in the Danish part of the region.\r\n\r\n\r\n=== Religion ===\r\n\r\nA majority (56.9%) of those living in Copenhagen are members of the Lutheran Church of Denmark which is 0.6% lower than one year earlier according to 2019 figures. The National Cathedral, the Church of Our Lady, is one of the dozens of churches in Copenhagen. There are also several other Christian communities in the city, of which the largest is Roman Catholic.Foreign migration to Copenhagen, rising over the last three decades, has contributed to increasing religious diversity; the Grand Mosque of Copenhagen, the first in Denmark, opened in 2014. Islam is the second largest religion in Copenhagen, accounting for approximately 10% of the population. While there are no official statistics, a significant portion of the estimated 175,000\u2013200,000 Muslims in the country live in the Copenhagen urban area, with the highest concentration in N\u00f8rrebro and the Vestegnen. There are also some 7,000 Jews in Denmark, most of them in the Copenhagen area where there are several synagogues. It has a membership of 1,800 members. There is a long history of Jews in the city, and the first synagogue in Copenhagen was built in 1684. Today, the history of the Jews of Denmark can be explored at the Danish Jewish Museum in Copenhagen.\r\n\r\n\r\n=== Quality of living ===\r\nFor a number of years, Copenhagen has ranked high in international surveys for its quality of life. Its stable economy together with its education services and level of social safety make it attractive for locals and visitors alike. Although it is one of the world's most expensive cities, it is also one of the most liveable with its public transport, facilities for cyclists and its environmental policies. In elevating Copenhagen to \"most liveable city\" in 2013, Monocle pointed to its open spaces, increasing activity on the streets, city planning in favour of cyclists and pedestrians, and features to encourage inhabitants to enjoy city life with an emphasis on community, culture and cuisine. Other sources have ranked Copenhagen high for its business environment, accessibility, restaurants and environmental planning. However, Copenhagen ranks only 39th for student friendliness in 2012. Despite a top score for quality of living, its scores were low for employer activity and affordability.\r\n\r\n\r\n== Economy ==\r\nCopenhagen is the major economic and financial centre of Denmark. The city's economy is based largely on services and commerce. Statistics for 2010 show that the vast majority of the 350,000 workers in Copenhagen are employed in the service sector, especially transport and communications, trade, and finance, while less than 10,000 work in the manufacturing industries. The public sector workforce is around 110,000, including education and healthcare. From 2006 to 2011, the economy grew by 2.5% in Copenhagen, while it fell by some 4% in the rest of Denmark. In 2017, the wider Capital Region of Denmark had a gross domestic product (GDP) of \u20ac120 billion, and the 15th largest GDP per capita of regions in the European Union.\r\nAs of Copenhagen Green Economy Leader Report made by London School of Economics and Political Science - Copenhagen is widely recognised as a leader in the global green economy. The Copenhagen region accounts for almost 40% of Denmark's output and has enjoyed long-term stable growth. At a national level, Danish GDP per capita is ranked among the top 10 countries in the world. At the same time, the city's growth has been delivered while improving environmental performance and transitioning to a low-carbon economy.\r\n\r\nSeveral financial institutions and banks have headquarters in Copenhagen, including Alm. Brand, Danske Bank, Nykredit and Nordea Bank Danmark. The Copenhagen Stock Exchange (CSE) was founded in 1620 and is now owned by Nasdaq, Inc. Copenhagen is also home to a number of international companies including A.P. M\u00f8ller-M\u00e6rsk, Novo Nordisk, Carlsberg and Novozymes. City authorities have encouraged the development of business clusters in several innovative sectors, which include information technology, biotechnology, pharmaceuticals, clean technology and smart city solutions.\r\nLife science is a key sector with extensive research and development activities. Medicon Valley is a leading bi-national life sciences cluster in Europe, spanning the \u00d8resund Region. Copenhagen is rich in companies and institutions with a focus on research and development within the field of biotechnology, and the Medicon Valley initiative aims to strengthen this position and to promote cooperation between companies and academia.", "start_char_idx": 33108, "end_char_idx": 37809, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "b4bd073e-f0b4-4222-acbc-9e74766bbae7": {"__data__": {"id_": "b4bd073e-f0b4-4222-acbc-9e74766bbae7", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "7bb552d5-e8bb-4974-964d-68427627a8c2", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5b4ea937f98ca6ce29e50b2f820f1b54b8e6d10d8abd34d9fa1ce41a720a5738", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "033dd250-5db3-4e4b-ac13-834c2a985011", "node_type": "1", "metadata": {}, "hash": "1a697c400a8247c48525375f48e3683db3e3c0c2c0daaaa821372469d93c11b6", "class_name": "RelatedNodeInfo"}}, "text": "Brand, Danske Bank, Nykredit and Nordea Bank Danmark. The Copenhagen Stock Exchange (CSE) was founded in 1620 and is now owned by Nasdaq, Inc. Copenhagen is also home to a number of international companies including A.P. M\u00f8ller-M\u00e6rsk, Novo Nordisk, Carlsberg and Novozymes. City authorities have encouraged the development of business clusters in several innovative sectors, which include information technology, biotechnology, pharmaceuticals, clean technology and smart city solutions.\r\nLife science is a key sector with extensive research and development activities. Medicon Valley is a leading bi-national life sciences cluster in Europe, spanning the \u00d8resund Region. Copenhagen is rich in companies and institutions with a focus on research and development within the field of biotechnology, and the Medicon Valley initiative aims to strengthen this position and to promote cooperation between companies and academia. Many major Danish companies like Novo Nordisk and Lundbeck, both of which are among the 50 largest pharmaceutical and biotech companies in the world, are located in this business cluster.Shipping is another important sector with Maersk, the world's largest shipping company, having their world headquarters in Copenhagen. The city has an industrial harbour, Copenhagen Port. Following decades of stagnation, it has experienced a resurgence since 1990 following a merger with Malm\u00f6 harbour. Both ports are operated by Copenhagen Malm\u00f6 Port (CMP). The central location in the \u00d8resund Region allows the ports to act as a hub for freight that is transported onward to the Baltic countries. CMP annually receives about 8,000 ships and handled some 148,000 TEU in 2012.Copenhagen has some of the highest gross wages in the world. High taxes mean that wages are reduced after mandatory deduction. A beneficial researcher scheme with low taxation of foreign specialists has made Denmark an attractive location for foreign labour. It is however also among the most expensive cities in Europe.Denmark's Flexicurity model features some of the most flexible hiring and firing legislation in Europe, providing attractive conditions for foreign investment and international companies looking to locate in Copenhagen. In Dansk Industri's 2013 survey of employment factors in the ninety-six municipalities of Denmark, Copenhagen came in first place for educational qualifications and for the development of private companies in recent years, but fell to 86th place in local companies' assessment of the employment climate. The survey revealed considerable dissatisfaction in the level of dialogue companies enjoyed with the municipal authorities.\r\nIn this dynamic business environment, commercial properties play a pivotal role. Companies often rely on specialized real estate platforms like Lokalebasen A/S to find suitable commercial spaces tailored to their needs. Copenhagen, as a thriving business hub, boasts a diverse range of business centers and offices. From modern co-working spaces to prestigious corporate offices, the city offers a plethora of options for businesses looking to establish their presence. These business centers are equipped with state-of-the-art facilities, high-speed internet, meeting rooms, and other amenities essential for smooth business operations.\r\n\r\n\r\n=== Tourism ===\r\n\r\nTourism is a major contributor to Copenhagen's economy, attracting visitors due to the city's harbour, cultural attractions and award-winning restaurants. Since 2009, Copenhagen has been one of the fastest growing metropolitan destinations in Europe. Hotel capacity in the city is growing significantly. From 2009 to 2013, it experienced a 42% growth in international bed nights (total number of nights spent by tourists), tallying a rise of nearly 70% for Chinese visitors. The total number of bed nights in the Capital Region surpassed 9 million in 2013, while international bed nights reached 5 million.In 2010, it is estimated that city break tourism contributed to DKK 2 billion in turnover. However, 2010 was an exceptional year for city break tourism and turnover increased with 29% in that one year. 680,000 cruise passengers visited the port in 2015. In 2019 Copenhagen was ranked first among Lonely Planet's top ten cities to visit. In October 2021, Copenhagen was shortlisted for the European Commission's 2022 European Capital of Smart Tourism award along with Bordeaux, Dublin, Florence, Ljubljana, Palma de Mallorca and Valencia.\r\n\r\n\r\n== Cityscape ==\r\n\r\nThe city's appearance today is shaped by the key role it has played as a regional centre for centuries. Copenhagen has a multitude of districts, each with its distinctive character and representing its own period. Other distinctive features of Copenhagen include the abundance of water, its many parks, and the bicycle paths that line most streets.\r\n\r\n\r\n=== Architecture ===\r\n\r\nThe oldest section of Copenhagen's inner city is often referred to as Middelalderbyen (the medieval city).", "start_char_idx": 36887, "end_char_idx": 41856, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "033dd250-5db3-4e4b-ac13-834c2a985011": {"__data__": {"id_": "033dd250-5db3-4e4b-ac13-834c2a985011", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "b4bd073e-f0b4-4222-acbc-9e74766bbae7", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "8ddd26ec6e1293cb8cfbd9d212de25ed9521ced6b7d2bb536294f6c98aa8e205", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d23ab557-fe93-4339-8dbd-228adcf6a728", "node_type": "1", "metadata": {}, "hash": "b53c2987d2356f28fc514b586ba8c2a7d744dd1016c186830691a50245d561bd", "class_name": "RelatedNodeInfo"}}, "text": "680,000 cruise passengers visited the port in 2015. In 2019 Copenhagen was ranked first among Lonely Planet's top ten cities to visit. In October 2021, Copenhagen was shortlisted for the European Commission's 2022 European Capital of Smart Tourism award along with Bordeaux, Dublin, Florence, Ljubljana, Palma de Mallorca and Valencia.\r\n\r\n\r\n== Cityscape ==\r\n\r\nThe city's appearance today is shaped by the key role it has played as a regional centre for centuries. Copenhagen has a multitude of districts, each with its distinctive character and representing its own period. Other distinctive features of Copenhagen include the abundance of water, its many parks, and the bicycle paths that line most streets.\r\n\r\n\r\n=== Architecture ===\r\n\r\nThe oldest section of Copenhagen's inner city is often referred to as Middelalderbyen (the medieval city). However, the city's most distinctive district is Frederiksstaden, developed during the reign of Frederick V. It has the Amalienborg Palace at its centre and is dominated by the dome of Frederik's Church (or the Marble Church) and several elegant 18th-century Rococo mansions. The inner city includes Slotsholmen, a little island on which Christiansborg Palace stands and Christianshavn with its canals. B\u00f8rsen on Slotsholmen and Frederiksborg Palace in Hiller\u00f8d are prominent examples of the Dutch Renaissance style in Copenhagen. Around the historical city centre lies a band of congenial residential boroughs (Vesterbro, Inner N\u00f8rrebro, Inner \u00d8sterbro) dating mainly from late 19th century. They were built outside the old ramparts when the city was finally allowed to expand beyond its fortifications.Sometimes referred to as \"the City of Spires\", Copenhagen is known for its horizontal skyline, broken only by the spires and towers of its churches and castles. Most characteristic of all is the Baroque spire of the Church of Our Saviour with its narrowing external spiral stairway that visitors can climb to the top. Other important spires are those of Christiansborg Palace, the City Hall and the former Church of St. Nikolaj that now houses a modern art venue. Not quite so high are the Renaissance spires of Rosenborg Castle and the \"dragon spire\" of Christian IV's former stock exchange, so named because it resembles the intertwined tails of four dragons.Copenhagen is recognised globally as an exemplar of best practice urban planning. Its thriving mixed use city centre is defined by striking contemporary architecture, engaging public spaces and an abundance of human activity. These design outcomes have been deliberately achieved through careful replanning in the second half of the 20th century.\r\nRecent years have seen a boom in modern architecture in Copenhagen both for Danish architecture and for works by international architects. For a few hundred years, virtually no foreign architects had worked in Copenhagen, but since the turn of the millennium the city and its immediate surroundings have seen buildings and projects designed by top international architects. British design magazine Monocle named Copenhagen the World's best design city 2008.Copenhagen's urban development in the first half of the 20th century was heavily influenced by industrialisation. After World War II, Copenhagen Municipality adopted Fordism and repurposed its medieval centre to facilitate private automobile infrastructure in response to innovations in transport, trade and communication. Copenhagen's spatial planning in this time frame was characterised by the separation of land uses: an approach which requires residents to travel by car to access facilities of different uses.The boom in urban development and modern architecture has brought some changes to the city's skyline. A political majority has decided to keep the historical centre free of high-rise buildings, but several areas will see or have already seen massive urban development. \u00d8restad now has seen most of the recent development. Located near Copenhagen Airport, it currently boasts one of the largest malls in Scandinavia and a variety of office and residential buildings as well as the IT University and a high school.\r\n\r\n\r\n=== Parks, gardens and zoo ===\r\n\r\nCopenhagen is a green city with many parks, both large and small. King's Garden (Kongens Have), the garden of Rosenborg Castle, is the oldest and most frequented of them all. It was Christian IV who first developed its landscaping in 1606. Every year it sees more than 2.5 million visitors and in the summer months it is packed with sunbathers, picnickers and ballplayers. It serves as a sculpture garden with both a permanent display and temporary exhibits during the summer months. Also located in the city centre are the Botanical Gardens noted for their large complex of 19th-century greenhouses donated by Carlsberg founder J. C. Jacobsen.", "start_char_idx": 41012, "end_char_idx": 45838, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d23ab557-fe93-4339-8dbd-228adcf6a728": {"__data__": {"id_": "d23ab557-fe93-4339-8dbd-228adcf6a728", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "033dd250-5db3-4e4b-ac13-834c2a985011", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f36e3f0f5c0340921379e8b119a6866184533ea4260c8a6e07c3d200ff1254e8", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "648b3ae8-643d-4247-94d9-4c2e0aec36d8", "node_type": "1", "metadata": {}, "hash": "cb5f36f9ebccb10cf19b48bff0638ed9ea6ec2dfb07d18f9e67fe1c568e78300", "class_name": "RelatedNodeInfo"}}, "text": "Located near Copenhagen Airport, it currently boasts one of the largest malls in Scandinavia and a variety of office and residential buildings as well as the IT University and a high school.\r\n\r\n\r\n=== Parks, gardens and zoo ===\r\n\r\nCopenhagen is a green city with many parks, both large and small. King's Garden (Kongens Have), the garden of Rosenborg Castle, is the oldest and most frequented of them all. It was Christian IV who first developed its landscaping in 1606. Every year it sees more than 2.5 million visitors and in the summer months it is packed with sunbathers, picnickers and ballplayers. It serves as a sculpture garden with both a permanent display and temporary exhibits during the summer months. Also located in the city centre are the Botanical Gardens noted for their large complex of 19th-century greenhouses donated by Carlsberg founder J. C. Jacobsen. F\u00e6lledparken at 58 ha (140 acres) is the largest park in Copenhagen.It is popular for sports fixtures and hosts several annual events including a free opera concert at the opening of the opera season, other open-air concerts, carnival and Labour Day celebrations, and the Copenhagen Historic Grand Prix, a race for antique cars. A historical green space in the northeastern part of the city is Kastellet, a well-preserved Renaissance citadel that now serves mainly as a park. Another popular park is the Frederiksberg Gardens, a 32-hectare romantic landscape park. It houses a colony of tame grey herons and other waterfowl. The park offers views of the elephants and the elephant house designed by world-famous British architect Norman Foster of the adjacent Copenhagen Zoo. Langelinie, a park and promenade along the inner \u00d8resund coast, is home to one of Copenhagen's most-visited tourist attractions, the Little Mermaid statue.In Copenhagen, many cemeteries double as parks, though only for the more quiet activities such as sunbathing, reading and meditation. Assistens Cemetery, the burial place of Hans Christian Andersen, is an important green space for the district of Inner N\u00f8rrebro and a Copenhagen institution. The lesser known Vestre Kirkegaard is the largest cemetery in Denmark (54 ha (130 acres)) and offers a maze of dense groves, open lawns, winding paths, hedges, overgrown tombs, monuments, tree-lined avenues, lakes and other garden features.It is official municipal policy in Copenhagen that by 2015 all citizens must be able to reach a park or beach on foot in less than 15 minutes. In line with this policy, several new parks, including the innovative Superkilen in the N\u00f8rrebro district, have been completed or are under development in areas lacking green spaces.\r\n\r\n\r\n=== Landmarks by district ===\r\n\r\n\r\n==== Indre By ====\r\nThe historic centre of the city, Indre By or the Inner City, features many of Copenhagen's most popular monuments and attractions. The area known as Frederiksstaden, developed by Frederik V in the second half of the 18th century in the Rococo style, has the four mansions of Amalienborg, the royal residence, and the wide-domed Marble Church at its centre. Directly across the water from Amalienborg, the 21st-century Copenhagen Opera House stands on the island of Holmen. To the south of Frederiksstaden, the Nyhavn canal is lined with colourful houses from the 17th and 18th centuries, many now with lively restaurants and bars. The canal runs from the harbour front to the spacious square of Kongens Nytorv which was laid out by Christian V in 1670. Important buildings include Charlottenborg Palace, famous for its art exhibitions, the Thott Palace (now the French embassy), the Royal Danish Theatre and the Hotel D'Angleterre, dated to 1755. Other landmarks in Indre By include the parliament building of Christiansborg, the City Hall and Rundet\u00e5rn, originally an observatory. There are also several museums in the area including Thorvaldsen Museum dedicated to the 18th-century sculptor Bertel Thorvaldsen. Closed to traffic since 1964, Str\u00f8get, one of the world's oldest and longest pedestrian streets, runs the 3.2 km (2.0 mi) from R\u00e5dhuspladsen to Kongens Nytorv. With its speciality shops, caf\u00e9s, restaurants, and buskers, it is always full of life and includes the old squares of Gammel Torv and Amagertorv, each with a fountain. Rosenborg Castle on \u00d8ster Voldgade was built by Christian IV in 1606 as a summer residence in the Renaissance style.", "start_char_idx": 44964, "end_char_idx": 49345, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "648b3ae8-643d-4247-94d9-4c2e0aec36d8": {"__data__": {"id_": "648b3ae8-643d-4247-94d9-4c2e0aec36d8", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d23ab557-fe93-4339-8dbd-228adcf6a728", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "b4cc72512b50250718317f39b5445d4acf69de9a360fbb784cec6ec6276bccec", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "0bf92f0f-10fa-4a1b-9906-4644b4ab4025", "node_type": "1", "metadata": {}, "hash": "7144192be23214f5e687afd06f81846c7e8aa2c7386ef84b16926d85ea1097bd", "class_name": "RelatedNodeInfo"}}, "text": "Other landmarks in Indre By include the parliament building of Christiansborg, the City Hall and Rundet\u00e5rn, originally an observatory. There are also several museums in the area including Thorvaldsen Museum dedicated to the 18th-century sculptor Bertel Thorvaldsen. Closed to traffic since 1964, Str\u00f8get, one of the world's oldest and longest pedestrian streets, runs the 3.2 km (2.0 mi) from R\u00e5dhuspladsen to Kongens Nytorv. With its speciality shops, caf\u00e9s, restaurants, and buskers, it is always full of life and includes the old squares of Gammel Torv and Amagertorv, each with a fountain. Rosenborg Castle on \u00d8ster Voldgade was built by Christian IV in 1606 as a summer residence in the Renaissance style. It houses the Danish crown jewels and crown regalia, the coronation throne and tapestries illustrating Christian V's victories in the Scanian War.\r\n\r\n\r\n==== Christianshavn ====\r\nChristianshavn lies to the southeast of Indre By on the other side of the harbour. The area was developed by Christian IV in the early 17th century. Impressed by the city of Amsterdam, he employed Dutch architects to create canals within its ramparts which are still well preserved today. The canals themselves, branching off the central Christianshavn Canal and lined with house boats and pleasure craft are one of the area's attractions. Another interesting feature is Freetown Christiania, a fairly large area which was initially occupied by squatters during student unrest in 1971. Today it still maintains a measure of autonomy. The inhabitants openly sell drugs on \"Pusher Street\" as well as their arts and crafts. Other buildings of interest in Christianshavn include the Church of Our Saviour with its spiralling steeple and the magnificent Rococo Christian's Church. Once a warehouse, the North Atlantic House now displays culture from Iceland and Greenland and houses the Noma restaurant, known for its Nordic cuisine.\r\n\r\n\r\n==== Vesterbro ====\r\nVesterbro, to the southwest of Indre By, begins with the Tivoli Gardens, the city's top tourist attraction with its fairground atmosphere, its Pantomime Theatre, its Concert Hall and its many rides and restaurants. The Carlsberg neighbourhood has some interesting vestiges of the old brewery of the same name including the Elephant Gate and the Ny Carlsberg Brewhouse. The Tycho Brahe Planetarium is located on the edge of Skt. J\u00f8rgens S\u00f8, one of the Copenhagen lakes. Halmtorvet, the old hay market behind the Central Station, is an increasingly popular area with its caf\u00e9s and restaurants. The former cattle market \u00d8ksnehallen has been converted into a modern exhibition centre for art and photography. Radisson Blu Royal Hotel, built by Danish architect and designer Arne Jacobsen for the airline Scandinavian Airlines System (SAS) between 1956 and 1960 was once the tallest hotel in Denmark with a height of 69.60 m (228.3 ft) and the city's only skyscraper until 1969. Completed in 1908, Det Ny Teater (the New Theatre) located in a passage between Vesterbrogade and Gammel Kongevej has become a popular venue for musicals since its reopening in 1994, attracting the largest audiences in the country.\r\n\r\n\r\n==== N\u00f8rrebro ====\r\nN\u00f8rrebro to the northwest of the city centre has recently developed from a working-class district into a colourful cosmopolitan area with antique shops, non-Danish food stores and restaurants. Much of the activity is centred on Sankt Hans Torv and around Rantzausgade. Copenhagen's historic cemetery, Assistens Kirkeg\u00e5rd halfway up N\u00f8rrebrogade, is the resting place of many famous figures including S\u00f8ren Kierkegaard, Niels Bohr, and Hans Christian Andersen but is also used by locals as a park and recreation area.\r\n\r\n\r\n==== \u00d8sterbro ====\r\nJust north of the city centre, \u00d8sterbro is an upper middle-class district with a number of fine mansions, some now serving as embassies. The district stretches from N\u00f8rrebro to the waterfront where The Little Mermaid statue can be seen from the promenade known as Langelinie. Inspired by Hans Christian Andersen's fairy tale, it was created by Edvard Eriksen and unveiled in 1913. Not far from the Little Mermaid, the old Citadel (Kastellet) can be seen. Built by Christian IV, it is one of northern Europe's best preserved fortifications. There is also a windmill in the area.", "start_char_idx": 48635, "end_char_idx": 52929, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "0bf92f0f-10fa-4a1b-9906-4644b4ab4025": {"__data__": {"id_": "0bf92f0f-10fa-4a1b-9906-4644b4ab4025", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "648b3ae8-643d-4247-94d9-4c2e0aec36d8", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "687c1758917ff468a31b8964c87fa701bdb0a295fcdc1c1f22d178f3b6d742fc", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f3939cd9-ab41-48c7-8ae9-dc89635a318e", "node_type": "1", "metadata": {}, "hash": "1d0d1dd3594d078de9cd4e7cf733a411787a94008be3cec6a99372f5010db5d9", "class_name": "RelatedNodeInfo"}}, "text": "==== \u00d8sterbro ====\r\nJust north of the city centre, \u00d8sterbro is an upper middle-class district with a number of fine mansions, some now serving as embassies. The district stretches from N\u00f8rrebro to the waterfront where The Little Mermaid statue can be seen from the promenade known as Langelinie. Inspired by Hans Christian Andersen's fairy tale, it was created by Edvard Eriksen and unveiled in 1913. Not far from the Little Mermaid, the old Citadel (Kastellet) can be seen. Built by Christian IV, it is one of northern Europe's best preserved fortifications. There is also a windmill in the area. The large Gefion Fountain (Gefionspringvandet) designed by Anders Bundgaard and completed in 1908 stands close to the southeast corner of Kastellet. Its figures illustrate a Nordic legend.\r\n\r\n\r\n==== Frederiksberg ====\r\nFrederiksberg, a separate municipality within the urban area of Copenhagen, lies to the west of N\u00f8rrebro and Indre By and north of Vesterbro. Its landmarks include Copenhagen Zoo founded in 1869 with over 250 species from all over the world and Frederiksberg Palace built as a summer residence by Frederick IV who was inspired by Italian architecture. Now a military academy, it overlooks the extensive landscaped Frederiksberg Gardens with its follies, waterfalls, lakes and decorative buildings. The wide tree-lined avenue of Frederiksberg All\u00e9 connecting Vesterbrogade with the Frederiksberg Gardens has long been associated with theatres and entertainment. While a number of the earlier theatres are now closed, the Betty Nansen Theatre and Aveny-T are still active.\r\n\r\n\r\n==== Amagerbro ====\r\nAmagerbro (also known as S\u00f8nderbro) is the district located immediately south-east of Christianshavn at northernmost Amager. The old city moats and their surrounding parks constitute a clear border between these districts. The main street is Amagerbrogade which after the harbour bridge Langebro, is an extension of H. C. Andersens Boulevard and has a number of various stores and shops as well as restaurants and pubs. Amagerbro was built up during the two first decades of the twentieth century and is the city's southernmost block built area with typically 4\u20137 floors. Further south follows the Sundby\u00f8ster and Sundbyvester districts.\r\n\r\n\r\n==== Other districts ====\r\nNot far from Copenhagen Airport on the Kastrup coast, The Blue Planet completed in March 2013 now houses the national aquarium. With its 53 aquariums, it is the largest facility of its kind in Scandinavia. Grundtvig's Church, located in the northern suburb of Bispebjerg, was designed by P.V. Jensen Klint and completed in 1940. A rare example of Expressionist church architecture, its striking west fa\u00e7ade is reminiscent of a church organ.\r\n\r\n\r\n== Culture ==\r\nApart from being the national capital, Copenhagen also serves as the cultural hub of Denmark and one of the major hubs in wider Scandinavia. Since the late 1990s, it has undergone a transformation from a modest Scandinavian capital into a metropolitan city of international appeal, in the same league as cities such as Barcelona and Amsterdam. This is a result of huge investments in infrastructure and culture as well as the work of successful new Danish architects, designers and chefs. Copenhagen Fashion Week takes place every year in February and August.\r\n\r\n\r\n=== Museums ===\r\n\r\nCopenhagen has a wide array of museums of international standing. The National Museum, Nationalmuseet, is Denmark's largest museum of archaeology and cultural history, comprising the histories of Danish and foreign cultures alike. Denmark's National Gallery (Statens Museum for Kunst) is the national art museum with collections dating from the 12th century to the present. In addition to Danish painters, artists represented in the collections include Rubens, Rembrandt, Picasso, Braque, L\u00e9ger, Matisse, Emil Nolde, Olafur Eliasson, Elmgreen & Dragset, Superflex, and Jens Haaning.\r\nAnother important Copenhagen art museum is the Ny Carlsberg Glyptotek founded by second generation Carlsberg philanthropist Carl Jacobsen and built around his personal collections. Its main focus is classical Egyptian, Roman and Greek sculptures and antiquities and a collection of Rodin sculptures, the largest outside France.", "start_char_idx": 52332, "end_char_idx": 56572, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f3939cd9-ab41-48c7-8ae9-dc89635a318e": {"__data__": {"id_": "f3939cd9-ab41-48c7-8ae9-dc89635a318e", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "0bf92f0f-10fa-4a1b-9906-4644b4ab4025", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "79af07ec56facf82e26963a0af5ad9a5559f8ac746ba1f477d3a524b1bbedc66", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e34e8f11-8d7e-4f4e-b333-e1bf0f8bf159", "node_type": "1", "metadata": {}, "hash": "ab912cdf7069526819d371f6d76519c8d0b80bbea35e7f447d6f5fbb306e241c", "class_name": "RelatedNodeInfo"}}, "text": "The National Museum, Nationalmuseet, is Denmark's largest museum of archaeology and cultural history, comprising the histories of Danish and foreign cultures alike. Denmark's National Gallery (Statens Museum for Kunst) is the national art museum with collections dating from the 12th century to the present. In addition to Danish painters, artists represented in the collections include Rubens, Rembrandt, Picasso, Braque, L\u00e9ger, Matisse, Emil Nolde, Olafur Eliasson, Elmgreen & Dragset, Superflex, and Jens Haaning.\r\nAnother important Copenhagen art museum is the Ny Carlsberg Glyptotek founded by second generation Carlsberg philanthropist Carl Jacobsen and built around his personal collections. Its main focus is classical Egyptian, Roman and Greek sculptures and antiquities and a collection of Rodin sculptures, the largest outside France. Besides its sculpture collections, the museum also holds a comprehensive collection of paintings of Impressionist and Post-Impressionist painters such as Monet, Renoir, C\u00e9zanne, van Gogh and Toulouse-Lautrec as well as works by the Danish Golden Age painters.Louisiana is a Museum of Modern Art situated on the coast just north of Copenhagen. It is located in the middle of a sculpture garden on a cliff overlooking \u00d8resund. Its collection of over 3,000 items includes works by Picasso, Giacometti and Dubuffet. The Danish Design Museum is housed in the 18th-century former Frederiks Hospital and displays Danish design as well as international design and crafts.Other museums include: the Thorvaldsens Museum, dedicated to the oeuvre of romantic Danish sculptor Bertel Thorvaldsen who lived and worked in Rome; the Cisternerne museum, an exhibition space for contemporary art, located in former cisterns that come complete with stalactites formed by the changing water levels; and the Ordrupgaard Museum, located just north of Copenhagen, which features 19th-century French and Danish art and is noted for its works by Paul Gauguin.\r\n\r\n\r\n=== Entertainment and performing arts ===\r\nThe new Copenhagen Concert Hall opened in January 2009. Designed by Jean Nouvel, it has four halls with the main auditorium seating 1,800 people. It serves as the home of the Danish National Symphony Orchestra and along with the Walt Disney Concert Hall in Los Angeles is the most expensive concert hall ever built. Another important venue for classical music is the Tivoli Concert Hall located in the Tivoli Gardens. Designed by Henning Larsen, the Copenhagen Opera House (Operaen) opened in 2005. It is among the most modern opera houses in the world. The Royal Danish Theatre also stages opera in addition to its drama productions. It is also home to the Royal Danish Ballet. Founded in 1748 along with the theatre, it is one of the oldest ballet troupes in Europe, and is noted for its Bournonville style of ballet.\r\nCopenhagen has a significant jazz scene that has existed for many years. It developed when a number of American jazz musicians such as Ben Webster, Thad Jones, Richard Boone, Ernie Wilkins, Kenny Drew, Ed Thigpen, Bob Rockwell, Dexter Gordon, and others such as rock guitarist Link Wray came to live in Copenhagen during the 1960s. Every year in early July, Copenhagen's streets, squares, parks as well as caf\u00e9s and concert halls fill up with big and small jazz concerts during the Copenhagen Jazz Festival. One of Europe's top jazz festivals, the annual event features around 900 concerts at 100 venues with over 200,000 guests from Denmark and around the world.The largest venue for popular music in Copenhagen is Vega in the Vesterbro district. It was chosen as \"best concert venue in Europe\" by international music magazine Live. The venue has three concert halls: the great hall, Store Vega, accommodates audiences of 1,550, the middle hall, Lille Vega, has space for 500 and Ideal Bar Live has a capacity of 250. Every September since 2006, the Festival of Endless Gratitude (FOEG) has taken place in Copenhagen. This festival focuses on indie counterculture, experimental pop music and left field music combined with visual arts exhibitions.For free entertainment one can stroll along Str\u00f8get, especially between Nytorv and H\u00f8jbro Plads, which in the late afternoon and evening is a bit like an impromptu three-ring circus with musicians, magicians, jugglers and other street performers.\r\n\r\n\r\n=== Literature ===\r\nMost of Denmarks's major publishing houses are based in Copenhagen. These include the book publishers Gyldendal and Akademisk Forlag and newspaper publishers Berlingske and Politiken (the latter also publishing books).", "start_char_idx": 55727, "end_char_idx": 60314, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e34e8f11-8d7e-4f4e-b333-e1bf0f8bf159": {"__data__": {"id_": "e34e8f11-8d7e-4f4e-b333-e1bf0f8bf159", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f3939cd9-ab41-48c7-8ae9-dc89635a318e", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5f3807e406f37196af27e4763213bc81ee783ef9aa97877122fe53dca94b3a7f", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "0e843fb7-25e8-473f-95a6-6eff15a98bdf", "node_type": "1", "metadata": {}, "hash": "0f9361d7ff553f1371c34421bb1e76c2b7bdcbeb354b2b00c704d49fd685e11d", "class_name": "RelatedNodeInfo"}}, "text": "The venue has three concert halls: the great hall, Store Vega, accommodates audiences of 1,550, the middle hall, Lille Vega, has space for 500 and Ideal Bar Live has a capacity of 250. Every September since 2006, the Festival of Endless Gratitude (FOEG) has taken place in Copenhagen. This festival focuses on indie counterculture, experimental pop music and left field music combined with visual arts exhibitions.For free entertainment one can stroll along Str\u00f8get, especially between Nytorv and H\u00f8jbro Plads, which in the late afternoon and evening is a bit like an impromptu three-ring circus with musicians, magicians, jugglers and other street performers.\r\n\r\n\r\n=== Literature ===\r\nMost of Denmarks's major publishing houses are based in Copenhagen. These include the book publishers Gyldendal and Akademisk Forlag and newspaper publishers Berlingske and Politiken (the latter also publishing books). Many of the most important contributors to Danish literature such as Hans Christian Andersen (1805\u20131875) with his fairy tales, the philosopher S\u00f8ren Kierkegaard (1813\u20131855) and playwright Ludvig Holberg (1684\u20131754) spent much of their lives in Copenhagen. Novels set in Copenhagen include Baby (1973) by Kirsten Thorup, The Copenhagen Connection (1982) by Barbara Mertz, Number the Stars (1989) by Lois Lowry, Miss Smilla's Feeling for Snow (1992) and Borderliners (1993) by Peter H\u00f8eg, Music and Silence (1999) by Rose Tremain, The Danish Girl (2000) by David Ebershoff, and Sharpe's Prey (2001) by Bernard Cornwell. Michael Frayn's 1998 play Copenhagen about the meeting between the physicists Niels Bohr and Werner Heisenberg in 1941 is also set in the city. On 15\u201318 August 1973, an oral literature conference took place in Copenhagen as part of the 9th International Congress of Anthropological and Ethnological Sciences.The Royal Library, belonging to the University of Copenhagen, is the largest library in the Nordic countries with an almost complete collection of all printed Danish books since 1482. Founded in 1648, the Royal Library is located at four sites in the city, the main one being on the Slotsholmen waterfront. Copenhagen's public library network has over 20 outlets, the largest being the Central Library (K\u00f8benhavns Hovedbibliotek) on Krystalgade in the inner city.\r\n\r\n\r\n=== Art ===\r\nCopenhagen has a wide selection of art museums and galleries displaying both historic works and more modern contributions. They include Statens Museum for Kunst, i.e. the Danish national art gallery, in the \u00d8stre Anl\u00e6g park, and the adjacent Hirschsprung Collection specialising in the 19th and early 20th century. Kunsthal Charlottenborg in the city centre exhibits national and international contemporary art. Den Frie Udstilling near the \u00d8sterport Station exhibits paintings created and selected by contemporary artists themselves rather than by the official authorities. The Arken Museum of Modern Art is located in southwestern Ish\u00f8j. Among artists who have painted scenes of Copenhagen are Martinus R\u00f8rbye (1803\u20131848), Christen K\u00f8bke (1810\u20131848) and the prolific Paul Gustav Fischer (1860\u20131934).A number of notable sculptures can be seen in the city. In addition to The Little Mermaid on the waterfront, there are two historic equestrian statues in the city centre: Jacques Saly's Frederik V on Horseback (1771) in Amalienborg Square and the statue of Christian V on Kongens Nytorv created by Abraham-C\u00e9sar Lamoureux in 1688 who was inspired by the statue of Louis XIII in Paris. Rosenborg Castle Gardens contains several sculptures and monuments including August Saabye's Hans Christian Andersen, Aksel Hansen's Echo, and Vilhelm Bissen's Dowager Queen Caroline Amalie.Copenhagen is believed to have invented the photomarathon photography competition, which has been held in the City each year since 1989.\r\n\r\n\r\n=== Cuisine ===\r\n\r\nAs of 2014, Copenhagen has 15 Michelin-starred restaurants, the most of any Scandinavian city. The city is increasingly recognized internationally as a gourmet destination.", "start_char_idx": 59410, "end_char_idx": 63432, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "0e843fb7-25e8-473f-95a6-6eff15a98bdf": {"__data__": {"id_": "0e843fb7-25e8-473f-95a6-6eff15a98bdf", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "e34e8f11-8d7e-4f4e-b333-e1bf0f8bf159", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "2037783da42c8eb810794011e7d2681f4c6e0c07f8859b390b47a1dce33b8dc2", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "547282cf-cbcc-4438-ac78-008ec0f282aa", "node_type": "1", "metadata": {}, "hash": "30f02730179a100c495ce3512394d5da9682623190395927d505620a7943e26d", "class_name": "RelatedNodeInfo"}}, "text": "In addition to The Little Mermaid on the waterfront, there are two historic equestrian statues in the city centre: Jacques Saly's Frederik V on Horseback (1771) in Amalienborg Square and the statue of Christian V on Kongens Nytorv created by Abraham-C\u00e9sar Lamoureux in 1688 who was inspired by the statue of Louis XIII in Paris. Rosenborg Castle Gardens contains several sculptures and monuments including August Saabye's Hans Christian Andersen, Aksel Hansen's Echo, and Vilhelm Bissen's Dowager Queen Caroline Amalie.Copenhagen is believed to have invented the photomarathon photography competition, which has been held in the City each year since 1989.\r\n\r\n\r\n=== Cuisine ===\r\n\r\nAs of 2014, Copenhagen has 15 Michelin-starred restaurants, the most of any Scandinavian city. The city is increasingly recognized internationally as a gourmet destination. These include Den R\u00f8de Cottage, Formel B Restaurant, Gr\u00f8nbech & Churchill, S\u00f8ller\u00f8d Kro, Kadeau, Kiin Kiin (Denmark's first Michelin-starred Asian gourmet restaurant), the French restaurant Kong Hans K\u00e6lder, Rel\u00e6, Restaurant AOC with two Stars, and Noma (short for Danish: nordisk mad, English: Nordic food) as well as Geranium with three. Noma was ranked as the Best Restaurant in the World by Restaurant in 2010, 2011, 2012, and again in 2014, sparking interest in the New Nordic Cuisine.Apart from the selection of upmarket restaurants, Copenhagen offers a great variety of Danish, ethnic and experimental restaurants. It is possible to find modest eateries serving open sandwiches, known as sm\u00f8rrebr\u00f8d \u2013 a traditional, Danish lunch dish; however, most restaurants serve international dishes. Danish pastry can be sampled from any of numerous bakeries found in all parts of the city. The Copenhagen Bakers' Association (Danish: K\u00f8benhavns Bagerlaug) dates back to the 1290s and Denmark's oldest confectioner's shop still operating, Conditori La Glace, was founded in 1870 in Skoubogade by Nicolaus Henningsen, a trained master baker from Flensburg.Copenhagen has long been associated with beer. Carlsberg beer has been brewed at the brewery's premises on the border between the Vesterbro and Valby districts since 1847 and has long been almost synonymous with Danish beer production. However, recent years have seen an explosive growth in the number of microbreweries so that Denmark today has more than 100 breweries, many of which are located in Copenhagen. Some like N\u00f8rrebro Bryghus also act as brewpubs where it is also possible to eat on the premises.\r\n\r\n\r\n=== Nightlife and festivals ===\r\nCopenhagen has one of the highest number of restaurants and bars per capita in the world. The nightclubs and bars stay open until 5 or 6 in the morning, some even longer. Denmark has a very liberal alcohol culture and a strong tradition for beer breweries, although binge drinking is frowned upon and the Danish Police take driving under the influence very seriously. Inner city areas such as Istedgade and Enghave Plads in Vesterbro, Sankt Hans Torv in N\u00f8rrebro and certain places in Frederiksberg are especially noted for their nightlife. Notable nightclubs include Bakken Kbh, ARCH (previously ZEN), Jolene, The Jane, Chateau Motel, KB3, At Dolores (previously Sunday Club), Rust, Vega Nightclub, Culture Box and Gef\u00e4hrlich, which also serves as a bar, caf\u00e9, restaurant, and art gallery.Copenhagen has several recurring community festivals, mainly in the summer. Copenhagen Carnival has taken place every year since 1982 during the Whitsun Holiday in F\u00e6lledparken and around the city with the participation of 120 bands, 2,000 dancers and 100,000 spectators. Since 2010, the old B&W Shipyard at Refshale\u00f8en in the harbour has been the location for Copenhell, a heavy metal rock music festival. Copenhagen Pride is a LGBT pride festival taking place every year in August. The Pride has a series of different activities all over Copenhagen, but it is at the City Hall Square that most of the celebration takes place. During the Pride the square is renamed Pride Square. Copenhagen Distortion has emerged to be one of the biggest street festivals in Europe with 100,000 people joining to parties in the beginning of June every year.", "start_char_idx": 62580, "end_char_idx": 66764, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "547282cf-cbcc-4438-ac78-008ec0f282aa": {"__data__": {"id_": "547282cf-cbcc-4438-ac78-008ec0f282aa", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "0e843fb7-25e8-473f-95a6-6eff15a98bdf", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "3064338f518889e4bce7cbfcab60e57af4a3ca4a280290f9e0a6e81c06eeaaef", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c31e0010-0545-4da9-932f-d833d56b5057", "node_type": "1", "metadata": {}, "hash": "f8b20d8048fac4151de0e41ae5ae032bd918ec307a9ee57bd10894c42586ad87", "class_name": "RelatedNodeInfo"}}, "text": "Copenhagen Carnival has taken place every year since 1982 during the Whitsun Holiday in F\u00e6lledparken and around the city with the participation of 120 bands, 2,000 dancers and 100,000 spectators. Since 2010, the old B&W Shipyard at Refshale\u00f8en in the harbour has been the location for Copenhell, a heavy metal rock music festival. Copenhagen Pride is a LGBT pride festival taking place every year in August. The Pride has a series of different activities all over Copenhagen, but it is at the City Hall Square that most of the celebration takes place. During the Pride the square is renamed Pride Square. Copenhagen Distortion has emerged to be one of the biggest street festivals in Europe with 100,000 people joining to parties in the beginning of June every year.\r\n\r\n\r\n=== Amusement parks ===\r\nCopenhagen has the oldest and third-oldest amusement parks in the world.Dyrehavsbakken, a fair-ground and pleasure-park established in 1583, is located in Klampenborg just north of Copenhagen in a forested area known as Dyrehaven. Created as an amusement park complete with rides, games and restaurants by Christian IV, it is the oldest surviving amusement park in the world. Pierrot (Danish: Pjerrot), a nitwit dressed in white with a scarlet grin wearing a boat-like hat while entertaining children, remains one of the park's key attractions. In Danish, Dyrehavsbakken is often abbreviated as Bakken. There is no entrance fee to pay and Klampenborg Station on the C-line, is situated nearby.The Tivoli Gardens is an amusement park and pleasure garden located in central Copenhagen between the City Hall Square and the Central Station. It opened in 1843, making it the third-oldest amusement park in the world, the second being Wurstelprater in Vienna. Among its rides are the oldest still operating rollercoaster Rutschebanen from 1915 and the oldest ferris wheel still in use, opened in 1943. Tivoli Gardens also serves as a venue for various performing arts and as an active part of the cultural scene in Copenhagen.\r\n\r\n\r\n== Education ==\r\nCopenhagen has over 94,000 students enrolled in its largest universities and institutions: University of Copenhagen (38,867 students), Copenhagen Business School (20,000 students), Metropolitan University College and University College Capital (10,000 students each), Technical University of Denmark (7,000 students), KEA (c. 4,500 students), IT University of Copenhagen (2,000 students) and the Copenhagen campus of Aalborg University (2,300 students).The University of Copenhagen is Denmark's oldest university founded in 1479. It attracts some 1,500 international and exchange students every year. The Academic Ranking of World Universities placed it 30th in the world in 2016.The Technical University of Denmark is located in Lyngby in the northern outskirts of Copenhagen. In 2013, it was ranked as one of the leading technical universities in Northern Europe. The IT University is Denmark's youngest university, a mono-faculty institution focusing on technical, societal and business aspects of information technology.The Danish Academy of Fine Arts has provided education in the arts for more than 250 years. It includes the historic School of Visual Arts, and has in later years come to include a School of Architecture, a School of Design and a School of Conservation. Copenhagen Business School (CBS) is an EQUIS-accredited business school located in Frederiksberg.\r\nThere are also branches of both University College Capital and Metropolitan University College inside and outside Copenhagen.\r\n\r\n\r\n== Sport ==\r\nThe city has a variety of sporting teams. The major football teams are the historically successful FC K\u00f8benhavn and Br\u00f8ndby. FC K\u00f8benhavn plays at Parken in \u00d8sterbro. Formed in 1992, it is a merger of two older Copenhagen clubs, B 1903 (from the inner suburb Gentofte) and KB (from Frederiksberg). Br\u00f8ndby plays at Br\u00f8ndby Stadion in the inner suburb of Br\u00f8ndbyvester. BK Frem is based in the southern part of Copenhagen (Sydhavnen, Valby). Other teams of more significant stature are FC Nordsj\u00e6lland (from suburban Farum), Fremad Amager, B93, AB, Lyngby and Hvidovre IF.\r\nCopenhagen has several handball teams\u2014a sport which is particularly popular in Denmark. Of clubs playing in the \"highest\" leagues, there are Ajax, Ydun, and HIK (Hellerup). The K\u00f8benhavn H\u00e5ndbold women's club has recently been established.", "start_char_idx": 65998, "end_char_idx": 70371, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c31e0010-0545-4da9-932f-d833d56b5057": {"__data__": {"id_": "c31e0010-0545-4da9-932f-d833d56b5057", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "547282cf-cbcc-4438-ac78-008ec0f282aa", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "56c1deb1ded70e4b79cef2279765463b4b202089caa6f30b9219f11fee94ed37", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c45f9afc-9d83-4007-84b5-b6618d42bf38", "node_type": "1", "metadata": {}, "hash": "05789ebd6ad7056fa7fa5586be1888c2acdac51a18557fc7e3b4286892b83cfc", "class_name": "RelatedNodeInfo"}}, "text": "FC K\u00f8benhavn plays at Parken in \u00d8sterbro. Formed in 1992, it is a merger of two older Copenhagen clubs, B 1903 (from the inner suburb Gentofte) and KB (from Frederiksberg). Br\u00f8ndby plays at Br\u00f8ndby Stadion in the inner suburb of Br\u00f8ndbyvester. BK Frem is based in the southern part of Copenhagen (Sydhavnen, Valby). Other teams of more significant stature are FC Nordsj\u00e6lland (from suburban Farum), Fremad Amager, B93, AB, Lyngby and Hvidovre IF.\r\nCopenhagen has several handball teams\u2014a sport which is particularly popular in Denmark. Of clubs playing in the \"highest\" leagues, there are Ajax, Ydun, and HIK (Hellerup). The K\u00f8benhavn H\u00e5ndbold women's club has recently been established. Copenhagen also has ice hockey teams, of which three play in the top league, R\u00f8dovre Mighty Bulls, Herlev Eagles and Hvidovre Ligahockey all inner suburban clubs. Copenhagen Ice Skating Club founded in 1869 is the oldest ice hockey team in Denmark but is no longer in the top league.Rugby union is also played in the Danish capital with teams such as CSR-Nanok, Copenhagen Business School Sport Rugby, Frederiksberg RK, Exiles RUFC and Rugbyklubben Speed. Rugby league is now played in Copenhagen, with the national team playing out of Gentofte Stadion. The Danish Australian Football League, based in Copenhagen is the largest Australian rules football competition outside of the English-speaking world.Copenhagen Marathon, Copenhagen's annual marathon event, was established in 1980.Round Christiansborg Open Water Swim Race is a 2-kilometre (1.2-mile) open water swimming competition taking place each year in late August. This amateur event is combined with a 10-kilometre (6-mile) Danish championship. In 2009 the event included a 10-kilometre (6-mile) FINA World Cup competition in the morning. Copenhagen hosted the 2011 UCI Road World Championships in September 2011, taking advantage of its bicycle-friendly infrastructure. It was the first time that Denmark had hosted the event since 1956, when it was also held in Copenhagen.\r\n\r\n\r\n== Transport ==\r\n\r\n\r\n=== Airport ===\r\nThe greater Copenhagen area has a very well established transportation infrastructure making it a hub in Northern Europe. Copenhagen Airport, opened in 1925, is Scandinavia's largest airport, located in Kastrup on the island of Amager. It is connected to the city centre by metro and main line railway services. October 2013 was a record month with 2.2 million passengers, and November 2013 figures reveal that the number of passengers is increasing by some 3% annually, about 50% more than the European average.\r\n\r\n\r\n=== Road, rail and ferry ===\r\nCopenhagen has an extensive road network including motorways connecting the city to other parts of Denmark and to Sweden over the \u00d8resund Bridge. The car is still the most popular form of transport within the city itself, representing two-thirds of all distances travelled. This can however lead to serious congestion in rush hour traffic. The \u00d8resund train links Copenhagen with Malm\u00f6 24 hours a day, 7 days a week. \r\nCopenhagen is also served by a daily ferry connection to Oslo in Norway. In 2012, Copenhagen Harbour handled 372 cruise ships and 840,000 passengers.\r\nThe Copenhagen S-Train, Copenhagen Metro and the regional train networks are used by about half of the city's passengers, the remainder using bus services. N\u00f8rreport Station near the city centre serves passengers travelling by main-line rail, S-train, regional train, metro and bus. Some 750,000 passengers make use of public transport facilities every day. Copenhagen Central Station is the hub of the DSB railway network serving Denmark and international destinations.The Copenhagen Metro expanded radically with the opening of the City Circle Line (M3) on 29 September 2019. The new line connects all inner boroughs of the city by metro, including the Central Station, and opens up 17 new stations for Copenhageners. On 28 March 2020, the 2.2 km (1.4 mi) Nordhavn extension of the Harbour Line (M4) opened. Running from Copenhagen Central Station, the new extension is a branch line of M3 Cityring to \u00d8sterport. The M4 Sydhavn branch is expected to open in 2024.", "start_char_idx": 69684, "end_char_idx": 73836, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c45f9afc-9d83-4007-84b5-b6618d42bf38": {"__data__": {"id_": "c45f9afc-9d83-4007-84b5-b6618d42bf38", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c31e0010-0545-4da9-932f-d833d56b5057", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "2ef85e9560c0ee1a5e22ee96172bb32238381c8ded2df6a6c06caf4c563b5dee", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d54f811f-4d1f-4820-8e5d-60cb1daf9144", "node_type": "1", "metadata": {}, "hash": "68a600238fafca09c412ca9a14d50ed203c5206433f904507519867247cca67c", "class_name": "RelatedNodeInfo"}}, "text": "N\u00f8rreport Station near the city centre serves passengers travelling by main-line rail, S-train, regional train, metro and bus. Some 750,000 passengers make use of public transport facilities every day. Copenhagen Central Station is the hub of the DSB railway network serving Denmark and international destinations.The Copenhagen Metro expanded radically with the opening of the City Circle Line (M3) on 29 September 2019. The new line connects all inner boroughs of the city by metro, including the Central Station, and opens up 17 new stations for Copenhageners. On 28 March 2020, the 2.2 km (1.4 mi) Nordhavn extension of the Harbour Line (M4) opened. Running from Copenhagen Central Station, the new extension is a branch line of M3 Cityring to \u00d8sterport. The M4 Sydhavn branch is expected to open in 2024. The new metro lines are part of the city's strategy to transform mobility towards sustainable modes of transport such as public transport and cycling as opposed to automobility.Copenhagen is cited by urban planners for its exemplary integration of public transport and urban development. In implementing its Finger Plan, Copenhagen is considered the world's first example of a transit metropolis, and areas around S-Train stations like Ballerup and Br\u00f8ndby Strand are among the earliest examples of transit-oriented development.\r\n\r\n\r\n=== Cycling ===\r\n\r\nCopenhagen has been rated as one of the most bicycle-friendly cities in the world since 2015, with bicycles outnumbering its inhabitants. In 2012 some 36% of all working or studying city-dwellers cycled to work, school, or university. With 1.27 million km covered every working day by Copenhagen's cyclists (including both residents and commuters), and 75% of Copenhageners cycling throughout the year. The city's bicycle paths are extensive and well used, boasting 400 kilometres (250 miles) of cycle lanes not shared with cars or pedestrians, and sometimes have their own signal systems \u2013 giving the cyclists a lead of a couple of seconds to accelerate.\r\n\r\n\r\n== Healthcare ==\r\n\r\nPromoting health is an important issue for Copenhagen's municipal authorities. Central to its sustainability mission is its \"Long Live Copenhagen\" (L\u00e6nge Leve K\u00f8benhavn) scheme in which it has the goal of increasing the life expectancy of citizens, improving quality of life through better standards of health, and encouraging more productive lives and equal opportunities. The city has targets to encourage people to exercise regularly and to reduce the number who smoke and consume alcohol.Copenhagen University Hospital forms a conglomerate of several hospitals in Region Hovedstaden and Region Sj\u00e6lland, together with the faculty of health sciences at the University of Copenhagen; Rigshospitalet and Bispebjerg Hospital in Copenhagen belong to this group of university hospitals. Rigshospitalet began operating in March 1757 as Frederiks Hospital, and became state-owned in 1903. With 1,120 beds, Rigshospitalet has responsibility for 65,000 inpatients and approximately 420,000 outpatients annually. It seeks to be the number one specialist hospital in the country, with an extensive team of researchers into cancer treatment, surgery and radiotherapy. In addition to its 8,000 personnel, the hospital has training and hosting functions. It benefits from the presence of in-service students of medicine and other healthcare sciences, as well as scientists working under a variety of research grants. The hospital became internationally famous as the location of Lars von Trier's television horror mini-series The Kingdom. Bispebjerg Hospital was built in 1913, and serves about 400,000 people in the Greater Copenhagen area, with some 3,000 employees. Other large hospitals in the city include Amager Hospital (1997), Herlev Hospital (1976), Hvidovre Hospital (1970), and Gentofte Hospital (1927).\r\n\r\n\r\n== Media ==\r\nMany Danish media corporations are located in Copenhagen. DR, the major Danish public service broadcasting corporation consolidated its activities in a new headquarters, DR Byen, in 2006 and 2007. Similarly TV2, which is based in Odense, has concentrated its Copenhagen activities in a modern media house in Teglholmen. The two national daily newspapers Politiken and Berlingske and the two tabloids Ekstra Bladet and BT are based in Copenhagen. Kristeligt Dagblad is based in Copenhagen and is published six days a week. Other important media corporations include Aller Media which is the largest publisher of weekly and monthly magazines in Scandinavia, the Egmont media group and Gyldendal, the largest Danish publisher of books.Copenhagen has a large film and television industry.", "start_char_idx": 73027, "end_char_idx": 77677, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d54f811f-4d1f-4820-8e5d-60cb1daf9144": {"__data__": {"id_": "d54f811f-4d1f-4820-8e5d-60cb1daf9144", "embedding": null, "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754", "node_type": "4", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "87e9231cbfc17d870e88801fcbd02d4017bb515f212e1d7744bfcd7b03e6ef94", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c45f9afc-9d83-4007-84b5-b6618d42bf38", "node_type": "1", "metadata": {"file_path": "data\\Copenhagen.txt", "file_name": "Copenhagen.txt", "file_type": "text/plain", "file_size": 79832, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "4476b9b4c4774a55be8fc80d3bfc63bac06774a2e00be8bf78b82c1c7eb71385", "class_name": "RelatedNodeInfo"}}, "text": "== Media ==\r\nMany Danish media corporations are located in Copenhagen. DR, the major Danish public service broadcasting corporation consolidated its activities in a new headquarters, DR Byen, in 2006 and 2007. Similarly TV2, which is based in Odense, has concentrated its Copenhagen activities in a modern media house in Teglholmen. The two national daily newspapers Politiken and Berlingske and the two tabloids Ekstra Bladet and BT are based in Copenhagen. Kristeligt Dagblad is based in Copenhagen and is published six days a week. Other important media corporations include Aller Media which is the largest publisher of weekly and monthly magazines in Scandinavia, the Egmont media group and Gyldendal, the largest Danish publisher of books.Copenhagen has a large film and television industry. Nordisk Film, established in Valby, Copenhagen in 1906 is the oldest continuously operating film production company in the world. In 1992 it merged with the Egmont media group and currently runs the 17-screen Palads Cinema in Copenhagen. Filmbyen (movie city), located in a former military camp in the suburb of Hvidovre, houses several movie companies and studios. Zentropa is a film company, co-owned by Danish director Lars von Trier. He is behind several international movie productions as well and founded the Dogme Movement. CPH:PIX is Copenhagen's international feature film festival, established in 2009 as a fusion of the 20-year-old NatFilm Festival and the four-year-old CIFF. The CPH:PIX festival takes place in mid-April. CPH:DOX is Copenhagen's international documentary film festival, every year in November. In addition to a documentary film programme of over 100 films, CPH:DOX includes a wide event programme with dozens of events, concerts, exhibitions and parties all over town.\r\n\r\n\r\n== Twin towns \u2013 sister cities ==\r\n\r\nCopenhagen is twinned with:\r\n\r\n Beijing, China\r\n Marseille, France\r\n Kyiv, Ukraine\r\n\r\n\r\n== Honorary citizens ==\r\nPeople awarded the honorary citizenship of Copenhagen are:\r\n\r\nWhile honorary citizenship is no longer granted in Copenhagen, three people have been awarded the title of honorary Copenhageners (\u00e6resk\u00f8benhavnere).\r\n\r\n\r\n== See also ==\r\nCategory: People from Copenhagen\r\n2009 United Nations Climate Change Conference in Copenhagen\r\nArchitecture in Copenhagen\r\nCarlsberg Fault zone, a concealed tectonic formation that runs across the city\r\nCopenhagen Climate Council\r\nList of urban areas in Denmark by population\r\nOutline of Denmark\r\nPorts of the Baltic Sea\r\n\r\n\r\n== Footnotes ==\r\n\r\n\r\n== Citations ==\r\n\r\n\r\n== References ==\r\n\r\n\r\n== Further reading ==\r\n\r\n\r\n== External links ==\r\nVisitCopenhagen.dk \u2013 Official VisitCopenhagen tourism website", "start_char_idx": 76880, "end_char_idx": 79564, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}}, "docstore/metadata": {"8174ac80-c3f9-46b5-b94c-9d2c265193da": {"doc_hash": "93bf148d01cc01951d0faf3aa5c523c09adc9f14c408cd9393e2a6d8e3a99742", "ref_doc_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754"}, "6f6451e8-7be3-433e-861d-ddf3fc7fe82d": {"doc_hash": "6366d246b3ff5a6fc044f01622decb62b506c1aba9c931af62d20decaeed6576", "ref_doc_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754"}, "1b449f1a-9bcc-41b4-abdc-0344a3c0e53c": {"doc_hash": "546344be3088ca09c47db68481e70298efc67bbb389ca5022a13c32c91be4340", "ref_doc_id": "d76aa17c-d4cd-4b84-a3ca-e8bc94e5a754"}, "7f0a497e-140b-4bf9-8a19-7051619198cb": {"doc_hash": 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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Copenhagen/graph_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Copenhagen/graph_store.json"
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Copenhagen/image__vector_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Copenhagen/image__vector_store.json"
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Copenhagen/index_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Copenhagen/index_store.json"
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Houston.txt" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Houston.txt"
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+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Houston.txt"	
@@ -0,0 +1,238 @@
+Houston ( ; HEW-stən) is the most populous city in the U.S. state of Texas and in the Southern United States. Houston is located in Southeast Texas near Galveston Bay and the Gulf of Mexico; it is the seat and largest city of Harris County and the principal city of the Greater Houston metropolitan area, which is the fifth-most populous metropolitan statistical area in the United States and the second-most populous in Texas after Dallas–Fort Worth. With a population of 2,302,878 in 2022, Houston is the fourth-most populous city in the United States after New York City, Los Angeles, and Chicago, and the seventh-most populous city in North America. Houston is the southeast anchor of the greater megaregion known as the Texas Triangle.Comprising a land area of 640.4 square miles (1,659 km2), Houston is the ninth-most expansive city in the United States (including consolidated city-counties). It is the largest city in the United States by total area whose government is not consolidated with a county, parish, or borough. Though primarily in Harris County, small portions of the city extend into Fort Bend and Montgomery counties, bordering other principal communities of Greater Houston such as Sugar Land and The Woodlands.
+Houston was founded by land investors on August 30, 1836, at the confluence of Buffalo Bayou and White Oak Bayou (a point now known as Allen's Landing) and incorporated as a city on June 5, 1837. The city is named after former General Sam Houston, who was president of the Republic of Texas and had won Texas's independence from Mexico at the Battle of San Jacinto 25 miles (40 km) east of Allen's Landing. After briefly serving as the capital of the Texas Republic in the late 1830s, Houston grew steadily into a regional trading center for the remainder of the 19th century.The arrival of the 20th century brought a convergence of economic factors that fueled rapid growth in Houston, including a burgeoning port and railroad industry, the decline of Galveston as Texas's primary port following a devastating 1900 hurricane, the subsequent construction of the Houston Ship Channel, and the Texas oil boom. In the mid-20th century, Houston's economy diversified, as it became home to the Texas Medical Center—the world's largest concentration of healthcare and research institutions—and NASA's Johnson Space Center, home to the Mission Control Center.
+Since the late 19th century Houston's economy has had a broad industrial base, in energy, manufacturing, aeronautics, and transportation. Leading in healthcare sectors and building oilfield equipment, Houston has the second-most Fortune 500 headquarters of any U.S. municipality within its city limits (after New York City). The Port of Houston ranks first in the United States in international waterborne tonnage handled and second in total cargo tonnage handled.Nicknamed the "Bayou City", "Space City", "H-Town", and "the 713", Houston has become a global city, with strengths in culture, medicine, and research. The city's population comprises various ethnic and religious backgrounds, as well as a large and growing international community. Houston is the most diverse metropolitan area in Texas and has been described as the most racially and ethnically diverse major city in the U.S. It is home to many cultural institutions and exhibits, such as the Houston Museum District and the Houston Theater District.
+
+
+== History ==
+
+Present-day Houston sits on land that was once occupied by the Karankawa (kə rang′kə wä′,-wô′,-wə) and the Atakapa (əˈtɑːkəpə) indigenous peoples for at least 2,000 years before the first known settlers arrived. These tribes are almost nonexistent today; this was most likely caused by foreign disease, and competition with various settler groups in the 18th and 19th centuries. However, the land then remained largely uninhabited from the late 1700s until settlement in the 1830s.
+
+
+=== Early settlement to the 20th century ===
+The Allen brothers—Augustus Chapman and John Kirby—explored town sites on Buffalo Bayou and Galveston Bay. According to historian David McComb, "[T]he brothers, on August 26, 1836, bought from Elizabeth E. Parrott, wife of T.F.L. Parrott and widow of John Austin, the south half of the lower league [2,214-acre (896 ha) tract] granted to her by her late husband. They paid $5,000 total, but only $1,000 of this in cash; notes made up the remainder."The Allen brothers ran their first advertisement for Houston just four days later in the Telegraph and Texas Register, naming the notional town in honor of Sam Houston, who would become President later that year. They successfully lobbied the Republic of Texas Congress to designate Houston as the temporary capital, agreeing to provide the new government with a state capitol building. About a dozen persons resided in the town at the beginning of 1837, but that number grew to about 1,500 by the time the Texas Congress convened in Houston for the first time that May. The Republic of Texas granted Houston incorporation on June 5, 1837, as James S. Holman became its first mayor. In the same year, Houston became the county seat of Harrisburg County (now Harris County).In 1839, the Republic of Texas relocated its capital to Austin. The town suffered another setback that year when a yellow fever epidemic claimed about one life for every eight residents, yet it persisted as a commercial center, forming a symbiosis with its Gulf Coast port, Galveston. Landlocked farmers brought their produce to Houston, using Buffalo Bayou to gain access to Galveston and the Gulf of Mexico. Houston merchants profited from selling staples to farmers and shipping the farmers' produce to Galveston.The great majority of enslaved people in Texas came with their owners from the older slave states. Sizable numbers, however, came through the domestic slave trade. New Orleans was the center of this trade in the Deep South, but slave dealers were in Houston. Thousands of enslaved black people lived near the city before the American Civil War. Many of them near the city worked on sugar and cotton plantations, while most of those in the city limits had domestic and artisan jobs.In 1840, the community established a chamber of commerce, in part to promote shipping and navigation at the newly created port on Buffalo Bayou.
+By 1860, Houston had emerged as a commercial and railroad hub for the export of cotton. Railroad spurs from the Texas inland converged in Houston, where they met rail lines to the ports of Galveston and Beaumont. During the American Civil War, Houston served as a headquarters for Confederate Major General John B. Magruder, who used the city as an organization point for the Battle of Galveston. After the Civil War, Houston businessmen initiated efforts to widen the city's extensive system of bayous so the city could accept more commerce between Downtown and the nearby port of Galveston. By 1890, Houston was the railroad center of Texas.In 1900, after Galveston was struck by a devastating hurricane, efforts to make Houston into a viable deep-water port were accelerated. The following year, the discovery of oil at the Spindletop oil field near Beaumont prompted the development of the Texas petroleum industry. In 1902, President Theodore Roosevelt approved a $1 million improvement project for the Houston Ship Channel. By 1910, the city's population had reached 78,800, almost doubling from a decade before. African Americans formed a large part of the city's population, numbering 23,929 people, which was nearly one-third of Houston's residents.President Woodrow Wilson opened the deep-water Port of Houston in 1914, seven years after digging began. By 1930, Houston had become Texas's most populous city and Harris County the most populous county. In 1940, the U.S. Census Bureau reported Houston's population as 77.5% White and 22.4% Black.
+
+
+=== World War II to the late 20th century ===
+When World War II started, tonnage levels at the port decreased and shipping activities were suspended; however, the war did provide economic benefits for the city. Petrochemical refineries and manufacturing plants were constructed along the ship channel because of the demand for petroleum and synthetic rubber products by the defense industry during the war. Ellington Field, initially built during World War I, was revitalized as an advanced training center for bombardiers and navigators. The Brown Shipbuilding Company was founded in 1942 to build ships for the U.S. Navy during World War II. Due to the boom in defense jobs, thousands of new workers migrated to the city, both Black, and white people competing for the higher-paying jobs. President Roosevelt had established a policy of nondiscrimination for defense contractors, and Black people gained some opportunities, especially in shipbuilding, although not without resistance from white people and increasing social tensions that erupted into occasional violence. Economic gains of Black people who entered defense industries continued in the postwar years.In 1945, the M.D. Anderson Foundation formed the Texas Medical Center. After the war, Houston's economy reverted to being primarily port-driven. In 1948, the city annexed several unincorporated areas, more than doubling its size. Houston proper began to spread across the region. In 1950, the availability of air conditioning provided impetus for many companies to relocate to Houston, where wages were lower than those in the North; this resulted in an economic boom and produced a key shift in the city's economy toward the energy sector.The increased production of the expanded shipbuilding industry during World War II spurred Houston's growth, as did the establishment in 1961 of NASA's "Manned Spacecraft Center" (renamed the Lyndon B. Johnson Space Center in 1973). This was the stimulus for the development of the city's aerospace industry. The Astrodome, nicknamed the "Eighth Wonder of the World", opened in 1965 as the world's first indoor domed sports stadium.
+During the late 1970s, Houston had a population boom as people from the Rust Belt states moved to Texas in large numbers. The new residents came for numerous employment opportunities in the petroleum industry, created as a result of the Arab oil embargo. With the increase in professional jobs, Houston has become a destination for many college-educated persons, most recently including African Americans in a reverse Great Migration from northern areas.
+In 1997, Houstonians elected Lee P. Brown as the city's first African American mayor.
+
+
+=== Early 21st century ===
+Houston has continued to grow into the 21st century, with the population increasing 15.7% from 2000 to 2022.Oil & gas have continued to fuel Houston's economic growth, with major oil companies including Phillips 66, ConocoPhillips, Occidental Petroleum, Halliburton, and ExxonMobil having their headquarters in the Houston area. In 2001, Enron Corporation, a Houston company with $100 billion in revenue, became engulfed in an accounting scandal which bankrupted the company in 2001. Health care has emerged as a major industry in Houston. The Texas Medical Center is now the largest medical complex in the world and employs over 120,000 people.Three new sports stadiums opened downtown in the first decade of the 21st century. In 2000, the Houston Astros opened their new baseball stadium, Minute Maid Park, in downtown adjacent to the old Union Station. The Houston Texans were formed in 2002 as an NFL expansion team, replacing the Houston Oilers, which had left the city in 1996. NRG Stadium opened the same year. In 2003, the Toyota Center opened as the home for the Houston Rockets. In 2005, the Houston Dynamo soccer team was formed. In 2017, the Houston Astros won their first World Series.
+
+Flooding has been a recurring problem in the Houston area. In June 2001, Tropical Storm Allison dumped up to 40 inches (1,000 mm) of rain on parts of Houston, causing what was then the worst flooding in the city's history and billions of dollars in damage, and killed 20 people in Texas. In August 2005, Houston became a shelter to more than 150,000 people from New Orleans, who evacuated from Hurricane Katrina. One month later, about 2.5 million Houston-area residents evacuated when Hurricane Rita approached the Gulf Coast, leaving little damage to the Houston area. This was the largest urban evacuation in the history of the United States. In May 2015, seven people died after 12 inches of rain fell in 10 hours during what is known as the Memorial Day Flood. Eight people died in April 2016 during a storm that dropped 17 inches of rain. The worst came in late August 2017, when Hurricane Harvey stalled over southeastern Texas, much like Tropical Storm Allison did sixteen years earlier, causing severe flooding in the Houston area, with some areas receiving over 50 inches (1,300 mm) of rain. The rainfall exceeded 50 inches in several areas locally, breaking the national record for rainfall. The damage for the Houston area was estimated at up to $125 billion U.S. dollars, and was considered to be one of the worst natural disasters in the history of the United States, with the death toll exceeding 70 people. Houston's lack of zoning laws allowed unregulated building of residential homes and other structures in flood-prone areas. However, it also resulted in more concentrated development in already urban areas than in wetlands and suburbs. Mayor Sylvester Turner tweeted of Hurricane Harvey that "zoning wouldn't have changed anything. We would have been a city with zoning that flooded."
+
+
+== Geography ==
+
+Houston is 165 miles (266 km) east of Austin, 88 miles (142 km) west of the Louisiana border, and 250 miles (400 km) south of Dallas. The city has a total area of 637.4 square miles (1,651 km2); this comprises over 599.59 square miles (1,552.9 km2) of land and 22.3 square miles (58 km2) covered by water. Most of Houston is on the gulf coastal plain, and its vegetation is classified as Western Gulf coastal grasslands while further north, it transitions into a subtropical jungle, the Big Thicket.
+Much of the city was built on forested land, marshes, or swamps, and all are still visible in surrounding areas. Flat terrain and extensive greenfield development have combined to worsen flooding. Downtown stands about 50 feet (15 m) above sea level, and the highest point in far northwest Houston is about 150 feet (46 m) in elevation. The city once relied on groundwater for its needs, but land subsidence forced the city to turn to ground-level water sources such as Lake Houston, Lake Conroe, and Lake Livingston. The city owns surface water rights for 1.20 billion US gallons (4.5 Gl) of water a day in addition to 150 million US gallons (570 Ml) a day of groundwater.Houston has four major bayous passing through the city that accept water from the extensive drainage system. Buffalo Bayou runs through Downtown and the Houston Ship Channel, and has three tributaries: White Oak Bayou, which runs through the Houston Heights community northwest of Downtown and then towards Downtown; Brays Bayou, which runs along the Texas Medical Center; and Sims Bayou, which runs through the south of Houston and Downtown Houston. The ship channel continues past Galveston and then into the Gulf of Mexico.
+
+
+=== Geology ===
+Houston is a flat, marshy area where an extensive drainage system has been built. The adjoining prairie land drains into the city, which is prone to flooding. Underpinning Houston's land surface are unconsolidated clays, clay shales, and poorly cemented sands up to several miles deep. The region's geology developed from river deposits formed from the erosion of the Rocky Mountains. These sediments consist of a series of sands and clays deposited on decaying organic marine matter, that over time, transformed into oil and natural gas. Beneath the layers of sediment is a water-deposited layer of halite, a rock salt. The porous layers were compressed over time and forced upward. As it pushed upward, the salt dragged surrounding sediments into salt dome formations, often trapping oil and gas that seeped from the surrounding porous sands. The thick, rich, sometimes black, surface soil is suitable for rice farming in suburban outskirts where the city continues to grow.The Houston area has over 150 active faults (estimated to be 300 active faults) with an aggregate length of up to 310 miles (500 km), including the Long Point–Eureka Heights fault system which runs through the center of the city. Land in some areas southeast of Houston is sinking because water has been pumped out of the ground for many years. It may be associated with slip along the faults; however, the slippage is slow and not considered an earthquake, where stationary faults must slip suddenly enough to create seismic waves. These faults also tend to move at a smooth rate in what is termed "fault creep", which further reduces the risk of an earthquake.
+
+
+=== Cityscape ===
+
+The city of Houston was incorporated in 1837 and adopted a ward system of representation shortly afterward, in 1840. The six original wards of Houston are the progenitors of the 11 modern-day geographically oriented Houston City Council districts, though the city abandoned the ward system in 1905 in favor of a commission government, and, later, the existing mayor–council government.
+
+Locations in Houston are generally classified as either being inside or outside the Interstate 610 loop. The "Inner Loop" encompasses a 97-square-mile (250 km2) area which includes Downtown, pre–World War II residential neighborhoods and streetcar suburbs, and newer high-density apartment and townhouse developments. Outside the loop, the city's typology is more suburban, though many major business districts—such as Uptown, Westchase, and the Energy Corridor—lie well outside the urban core. In addition to Interstate 610, two additional loop highways encircle the city: Beltway 8, with a radius of approximately 10 miles (16 km) from Downtown, and State Highway 99 (the Grand Parkway), with a radius of 25 miles (40 km). Approximately 470,000 people lived within the Interstate 610 loop, while 1.65 million lived between Interstate 610 and Beltway 8 and 2.25 million lived within Harris County outside Beltway 8 in 2015.Though Houston is the largest city in the United States without formal zoning regulations, it has developed similarly to other Sun Belt cities because the city's land use regulations and legal covenants have played a similar role. Regulations include mandatory lot size for single-family houses and requirements that parking be available to tenants and customers. In 1998, Houston relaxed its mandatory lot sizes from 5,000 square feet to 3,500 square feet, which spurred housing construction in the city dramatically.Such restrictions have had mixed results. Though some have blamed the city's low density, urban sprawl, and lack of pedestrian-friendliness on these policies, others have credited the city's land use patterns with providing significant affordable housing, sparing Houston the worst effects of the 2008 real estate crisis. The city issued 42,697 building permits in 2008 and was ranked first in the list of healthiest housing markets for 2009. In 2019, home sales reached a new record of $30 billion.In referendums in 1948, 1962, and 1993, voters rejected efforts to establish separate residential and commercial land-use districts. Consequently, rather than a single central business district as the center of the city's employment, multiple districts and skylines have grown throughout the city in addition to Downtown, which include Uptown, the Texas Medical Center, Midtown, Greenway Plaza, Memorial City, the Energy Corridor, Westchase, and Greenspoint.
+
+
+=== Architecture ===
+
+Houston had the fifth-tallest skyline in North America (after New York City, Chicago, Toronto and Miami) and 36th-tallest in the world in 2015. A seven-mile (11 km) system of tunnels and skywalks links Downtown buildings containing shops and restaurants, enabling pedestrians to avoid summer heat and rain while walking between buildings. In the 1960s, Downtown Houston consisted of a collection of mid-rise office structures. Downtown was on the threshold of an energy industry–led boom in 1970. A succession of skyscrapers was built throughout the 1970s—many by real estate developer Gerald D. Hines—culminating with Houston's tallest skyscraper, the 75-floor, 1,002-foot (305 m)-tall JPMorgan Chase Tower (formerly the Texas Commerce Tower), completed in 1982. It is the tallest structure in Texas, 19th tallest building in the United States, and was previously 85th-tallest skyscraper in the world, based on highest architectural feature. In 1983, the 71-floor, 992-foot (302 m)-tall Wells Fargo Plaza (formerly Allied Bank Plaza) was completed, becoming the second-tallest building in Houston and Texas. Based on highest architectural feature, it is the 21st-tallest in the United States. In 2007, Downtown had over 43 million square feet (4,000,000 m2) of office space.
+Centered on Post Oak Boulevard and Westheimer Road, the Uptown District boomed during the 1970s and early 1980s when a collection of midrise office buildings, hotels, and retail developments appeared along Interstate 610 West. Uptown became one of the most prominent instances of an edge city. The tallest building in Uptown is the 64-floor, 901-foot (275 m)-tall, Philip Johnson and John Burgee designed landmark Williams Tower (known as the Transco Tower until 1999). At the time of construction, it was believed to be the world's tallest skyscraper outside a central business district. The new 20-story Skanska building and BBVA Compass Plaza are the newest office buildings built in Uptown after 30 years. The Uptown District is also home to buildings designed by noted architects I. M. Pei, César Pelli, and Philip Johnson. In the late 1990s and early 2000s, a mini-boom of midrise and highrise residential tower construction occurred, with several over 30 stories tall. Since 2000 over 30 skyscrapers have been developed in Houston; all told, 72 high-rises tower over the city, which adds up to about 8,300 units. In 2002, Uptown had more than 23 million square feet (2,100,000 m2) of office space with 16 million square feet (1,500,000 m2) of class A office space.
+			
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+
+
+=== Climate ===
+
+Houston's climate is classified as humid subtropical (Cfa in the Köppen climate classification system), typical of the Southern United States. While not in Tornado Alley, like much of Northern Texas, spring supercell thunderstorms sometimes bring tornadoes to the area. Prevailing winds are from the south and southeast during most of the year, which bring heat and tropical moisture from the nearby Gulf of Mexico and Galveston Bay.During the summer, temperatures reach or exceed 90 °F (32 °C) an average of 106.5 days per year, including a majority of days from June to September. Additionally, an average of 4.6 days per year reach or exceed 100 °F (37.8 °C). Houston's characteristic subtropical humidity often results in a higher apparent temperature, and summer mornings average over 90% relative humidity. Air conditioning is ubiquitous in Houston; in 1981, annual spending on electricity for interior cooling exceeded $600 million (equivalent to $2.01 billion in 2023), and by the late 1990s, approximately 90% of Houston homes featured air conditioning systems. The record highest temperature recorded in Houston is 109 °F (43 °C) at Bush Intercontinental Airport, during September 4, 2000, and again on August 27, 2011.
+Houston has mild winters, with occasional cold spells. In January, the normal mean temperature at George Bush Intercontinental Airport is 53 °F (12 °C), with an average of 13 days per year with a low at or below 32 °F (0 °C), occurring on average between December 3 and February 20, allowing for a growing season of 286 days. Twenty-first century snow events in Houston include a storm on December 24, 2004, which saw 1 inch (3 cm) of snow accumulate in parts of the metro area, and an event on December 7, 2017, which precipitated 0.7 inches (2 cm) of snowfall. Snowfalls of at least 1 inch (2.5 cm) on both December 10, 2008, and December 4, 2009, marked the first time measurable snowfall had occurred in two consecutive years in the city's recorded history. Overall, Houston has seen measurable snowfall 38 times between 1895 and 2018. On February 14 and 15, 1895, Houston received 20 inches (51 cm) of snow, its largest snowfall from one storm on record. The coldest temperature officially recorded in Houston was 5 °F (−15 °C) on January 18, 1930. The last time Houston saw single digit temperatures was on December 23, 1989. The temperature dropped to 7 °F (−14 °C) at Bush Airport, marking the coldest temperature ever recorded there. 1.7 inches of snow fell at George Bush Intercontinental Airport the previous day.Houston generally receives ample rainfall, averaging about 49.8 in (1,260 mm) annually based on records between 1981 and 2010. Many parts of the city have a high risk of localized flooding due to flat topography, ubiquitous low-permeability clay-silt prairie soils, and inadequate infrastructure. During the mid-2010s, Greater Houston experienced consecutive major flood events in 2015 ("Memorial Day"), 2016 ("Tax Day"), and 2017 (Hurricane Harvey). Overall, there have been more casualties and property loss from floods in Houston than in any other locality in the United States. The majority of rainfall occurs between April and October (the wet season of Southeast Texas), when the moisture from the Gulf of Mexico evaporates extensively over the city.Houston has excessive ozone levels and is routinely ranked among the most ozone-polluted cities in the United States. Ground-level ozone, or smog, is Houston's predominant air pollution problem, with the American Lung Association rating the metropolitan area's ozone level twelfth on the "Most Polluted Cities by Ozone" in 2017, after major cities such as Los Angeles, Phoenix, New York City, and Denver. The industries along the ship channel are a major cause of the city's air pollution. The rankings are in terms of peak-based standards, focusing strictly on the worst days of the year; the average ozone levels in Houston are lower than what is seen in most other areas of the country, as dominant winds ensure clean, marine air from the Gulf. Excessive man-made emissions in the Houston area led to a persistent increase of atmospheric carbon dioxide over the city. Such an increase, often regarded as "CO2 urban dome", is driven by a combination of strong emissions and stagnant atmospheric conditions. Moreover, Houston is the only metropolitan area with less than ten million citizens where such a CO2 dome can be detected by satellites.
+
+Because of Houston's wet season and proximity to the Gulf Coast, the city is prone to flooding from heavy rains; the most notable flooding events include Tropical Storm Allison in 2001 and Hurricane Harvey in 2017, along with most recent Tropical Storm Imelda in 2019 and Tropical Storm Beta in 2020. In response to Hurricane Harvey, Mayor Sylvester Turner of Houston initiated plans to require developers to build homes that will be less susceptible to flooding by raising them two feet above the 500-year floodplain. Hurricane Harvey damaged hundreds of thousands of homes and dumped trillions of gallons of water into the city. In places this led to feet of standing water that blocked streets and flooded homes. The Houston City Council passed this regulation in 2018 with a vote of 9–7. Had these floodplain development rules had been in place all along, it is estimated that 84% of homes in the 100-year and 500-year floodplains would have been spared damage.In a recent case testing these regulations, near the Brickhouse Gulley, an old golf course that long served as a floodplain and reservoir for floodwaters, announced a change of heart toward intensifying development. A nationwide developer, Meritage Homes, bought the land and planned to develop the 500-year floodplain into 900 new residential homes. Their plan would bring in $360 million in revenue and boost city population and tax revenue. In order to meet the new floodplain regulations, the developers needed to elevate the lowest floors two feet above the 500-year floodplain, equivalent to five or six feet above the 100-year base flood elevation, and build a channel to direct stormwater runoff toward detention basins. Before Hurricane Harvey, the city had bought $10.7 million in houses in this area specifically to take them out of danger. In addition to developing new streets and single-family housing within a floodplain, a flowing flood-water stream termed a floodway runs through the development area, a most dangerous place to encounter during any future flooding event. Under Texas law Harris County, like other more rural Texas counties, cannot direct developers where to build or not build via land use controls such as a zoning ordinance, and instead can only impose general floodplain regulations for enforcement during subdivision approvals and building permit approvals.
+
+
+== Demographics ==
+
+The 2020 U.S. census determined Houston had a population of 2,304,580. In 2017, the census-estimated population was 2,312,717, and in 2018 it was 2,325,502. An estimated 600,000 undocumented immigrants resided in the Houston area in 2017, comprising nearly 9% of the city's metropolitan population. At the 2010 United States census, Houston had a population of 2,100,263 residents, up from the city's 2,396 at the 1850 census.
+Per the 2019 American Community Survey, Houston's age distribution was 482,402 under 15; 144,196 aged 15 to 19; 594,477 aged 20 to 34; 591,561 aged 35 to 54; 402,804 aged 55 to 74; and 101,357 aged 75 and older. The median age of the city was 33.4. At the 2014-2018 census estimates, Houston's age distribution was 486,083 under 15; 147,710 aged 15 to 19; 603,586 aged 20 to 34; 726,877 aged 35 to 59; and 357,834 aged 60 and older. The median age was 33.1, up from 32.9 in 2017 and down from 33.5 in 2014; the city's youthfulness has been attributed to an influx of an African American New Great Migration, Hispanic and Latino American, and Asian immigrants into Texas. For every 100 females, there were 98.5 males.There were 987,158 housing units in 2019 and 876,504 households. An estimated 42.3% of Houstonians owned housing units, with an average of 2.65 people per household. The median monthly owner costs with a mortgage were $1,646, and $536 without a mortgage. Houston's median gross rent from 2015 to 2019 was $1,041. The median household income in 2019 was $52,338 and 20.1% of Houstonians lived at or below the poverty line.
+
+
+=== Race and ethnicity ===
+Houston is a majority-minority city. The Rice University Kinder Institute for Urban Research, a think tank, has described Greater Houston as "one of the most ethnically and culturally diverse metropolitan areas in the country". Houston's diversity, historically fueled by large waves of Hispanic and Latino Americans, and Asian immigrants, has been attributed to its relatively lower cost of living compared to most major cities, strong job market, and role as a hub for refugee resettlement.Houston has long been known as a popular destination for African Americans due to the city's well-established and influential African American community. Houston has become known as a Black mecca akin to Atlanta because it is a major living destination for Black professionals and entrepreneurs. The Houston area is home to the largest African American community in Texas and west of the Mississippi River. A 2012 Kinder Institute report found that, based on the evenness of population distribution between the four major racial groups in the United States (non-Hispanic white, non-Hispanic black, Hispanic or Latino, and Asian), Greater Houston was the most ethnically diverse metropolitan area in the United States, ahead of New York City.In 2019, according to the U.S. Census Bureau, non-Hispanic whites made up 23.3% of the population of Houston proper, Hispanics and Latino Americans 45.8%, Blacks or African Americans 22.4%, and Asian Americans 6.5%. In 2018, non-Hispanic whites made up 20.7% of the population, Hispanics or Latino Americans 44.9%, Blacks or African Americans 30.3%, and Asian Americans 8.2%. The largest Hispanic or Latino American ethnic groups in the city were Mexican Americans (31.6%), Puerto Ricans (0.8%), and Cuban Americans (0.8%) in 2018.As documented, Houston has a higher proportion of minorities than non-Hispanic whites; in 2010, whites (including Hispanic whites) made up 57.6% of the city of Houston's population; 24.6% of the total population was non-Hispanic white. Blacks or African Americans made up 22.5% of Houston's population, American Indians made up 0.3% of the population, Asians made up 6.9% (1.7% Vietnamese, 1.3% Chinese, 1.3% Indian, 0.9% Pakistani, 0.4% Filipino, 0.3% Korean, 0.1% Japanese) and Pacific Islanders made up 0.1%. Individuals from some other race made up 15.69% of the city's population. Individuals from two or more races made up 2.1% of the city.At the 2000 U.S. census, the racial makeup of the city was 49.3% White, 25.3% Black or African American, 5.3% Asian, 0.7% American Indian, 0.1% Pacific Islander, 16.5% from some other race, and 3.1% from two or more races. In addition, Hispanics and Latinos of any race made up 37.4% of Houston's population in 2000, while non-Hispanic whites made up 30.8%. The proportion of non-Hispanic whites in Houston has decreased significantly since 1970, when it was 62.4%.
+
+
+=== Sexual orientation and gender identity ===
+
+Houston is home to one of the largest LGBT communities and pride parades in the United States. In 2018, the city scored a 70 out of 100 for LGBT friendliness. Jordan Blum of the Houston Chronicle stated levels of LGBT acceptance and discrimination varied in 2016 due to some of the region's traditionally conservative culture.Before the 1970s, the city's gay bars were spread around Downtown Houston and what is now midtown Houston. LGBT Houstonians needed to have a place to socialize after the closing of the gay bars. They began going to Art Wren, a 24-hour restaurant in Montrose. LGBT community members were attracted to Montrose as a neighborhood after encountering it while patronizing Art Wren, and they began to gentrify the neighborhood and assist its native inhabitants with property maintenance. Within Montrose, new gay bars began to open. By 1985, the flavor and politics of the neighborhood were heavily influenced by the LGBT community, and in 1990, according to Hill, 19% of Montrose residents identified as LGBT. Paul Broussard was murdered in Montrose in 1991.Before the legalization of same-sex marriage in the United States the marriage of Billie Ert and Antonio Molina, considered the first same-sex marriage in Texas history, took place on October 5, 1972. Houston elected the first openly lesbian mayor of a major city in 2009, and she served until 2016. During her tenure she authorized the Houston Equal Rights Ordinance which was intended to improve anti-discrimination coverage based on sexual orientation and gender identity in the city, specifically in areas such as housing and occupation where no anti-discrimination policy existed.
+
+
+=== Religion ===
+Houston and its metropolitan area are the third-most religious and Christian area by percentage of population in the United States, and second in Texas behind the Dallas–Fort Worth metroplex. Historically, Houston has been a center of Protestant Christianity, being part of the Bible Belt. Other Christian groups including Eastern and Oriental Orthodox Christianity, and non-Christian religions did not grow for much of the city's history because immigration was predominantly from Western Europe (which at the time was dominated by Western Christianity and favored by the quotas in federal immigration law). The Immigration and Nationality Act of 1965 removed the quotas, allowing for the growth of other religions.According to a 2014 study by the Pew Research Center, 73% of the population of the Houston area identified themselves as Christians, about 50% of whom claimed Protestant affiliations and about 19% claimed Roman Catholic affiliations. Nationwide, about 71% of respondents identified as Christians. About 20% of Houston-area residents claimed no religious affiliation, compared to about 23% nationwide. The same study says area residents who identify with other religions (including Judaism, Buddhism, Islam, and Hinduism) collectively made up about 7% of the area population.In 2020, the Public Religion Research Institute estimated 40% were Protestant and 29% Catholic; overall, Christianity represented 72% of the population. In 2020, the Association of Religion Data Archives determined the Catholic Church numbered 1,299,901 for the metropolitan area; the second-largest single Christian denomination (Southern Baptists) numbered 800,688; following, non-denominational Protestant churches represented the third-largest Christian cohort at 666,548. Altogether, however, Baptists of the Southern Baptist Convention, the American Baptist Association, American Baptist Churches USA, Full Gospel Baptist Church Fellowship, National Baptist Convention USA and National Baptist Convention of America, and the National Missionary Baptist Convention numbered 926,554. Non-denominational Protestants, the Disciples of Christ, Christian Churches and Churches of Christ, and the Churches of Christ numbered 723,603 altogether according to this study.
+Lakewood Church in Houston, led by Pastor Joel Osteen, is the largest church in the United States. A megachurch, it had 44,800 weekly attendees in 2010, up from 11,000 weekly in 2000. Since 2005, it has occupied the former Compaq Center sports stadium. In September 2010, Outreach magazine published a list of the 100 largest Christian churches in the United States, and on the list were the following Houston-area churches: Lakewood, Second Baptist Church Houston, Woodlands Church, Church Without Walls, and First Baptist Church. According to the list, Houston and Dallas were tied as the second-most popular city for megachurches.
+The Roman Catholic Archdiocese of Galveston-Houston, the largest Catholic jurisdiction in Texas and fifth-largest in the United States, was established in 1847. The Roman Catholic Archdiocese of Galveston-Houston claimed approximately 1.7 million Catholics within its boundaries as of 2019. Its co-cathedral is located within the Houston city limits, while the diocesan see is in Galveston. Other prominent Catholic jurisdictions include the Eastern Catholic Ruthenian Greek Catholic Church and Ukrainian Greek Catholic Church as well as the Personal Ordinariate of the Chair of Saint Peter, whose cathedral is also in Houston.
+A variety of Eastern and Oriental Orthodox churches can be found in Houston. Immigrants from Eastern Europe, the Middle East, Ethiopia, India, and other areas have added to Houston's Eastern and Oriental Orthodox population. As of 2011 in the entire state, 32,000 people actively attended Orthodox churches. In 2013 Father John Whiteford, the pastor of St. Jonah Orthodox Church near Spring, stated there were about 6,000-9,000 Eastern Orthodox Christians in Houston. The Association of Religion Data Archives numbered 16,526 Eastern and Oriental Orthodox Houstonians in 2020. The most prominent Eastern and Oriental Orthodox jurisdictions are the Greek Orthodox Archdiocese of America, the Antiochian Orthodox Archdiocese of North America, the Coptic Orthodox Church of Alexandria, and Ethiopian Orthodox Tewahedo Church.Houston's Jewish community, estimated at 47,000 in 2001, has been present in the city since the 1800s. Houstonian Jews have origins from throughout the United States, Israel, Mexico, Russia, and other places. As of 2016, over 40 synagogues were in Greater Houston. The largest synagogues are Congregation Beth Yeshurun, a Conservative Jewish temple, and the Reform Jewish congregations Beth Israel and Emanu-El. According to a study in 2016 by Berman Jewish DataBank, 51,000 Jews lived in the area, an increase of 4,000 since 2001.Houston has a large and diverse Muslim community; it is the largest in Texas and the Southern United States, as of 2012. It is estimated that Muslims made up 1.2% of Houston's population. As of 2016, Muslims in the Houston area included South Asians, Middle Easterners, Africans, Turks, and Indonesians, as well as a growing population of Latino Muslim converts. In 2000 there were over 41 mosques and storefront religious centers, with the largest being the Al-Noor Mosque (Mosque of Light) of the Islamic Society of Greater Houston.The Hindu, Sikh, and Buddhist communities form a growing sector of the religious demographic after Judaism and Islam. Large Hindu temples in the metropolitan area include the BAPS Shri Swaminarayan Mandir Houston, affiliated with the Swaminarayan Sampradaya denomination in Fort Bend County, near the suburb of Stafford as well as the South Indian-style Sri Meenakshi Temple in suburban Pearland, in Brazoria County, which is the oldest Hindu temple in Texas and third-oldest Hindu temple in the United States.Of the irreligious community 16% practiced nothing in particular, 3% were agnostic, and 2% were atheist in 2014.
+
+
+== Economy ==
+
+Houston is recognized worldwide for its energy industry—particularly for oil and natural gas—as well as for biomedical research and aeronautics. Renewable energy sources—wind and solar—are also growing economic bases in the city, and the City Government purchases 90% of its annual 1 TWh power mostly from wind, and some from solar. Since the 2020s Houston has become a growing hub for technology startup firms and is the fastest growing sector of the city's economy. Major technology and software companies within Greater Houston include Crown Castle, KBR, FlightAware, Cybersoft, Houston Wire & Cable, and HostGator. Aylo, Go Daddy, and ByteDance have offices in the Houston area. On April 4, 2022, Hewlett Packard Enterprise relocated its global headquarters from California to the Greater Houston area. The Houston Ship Channel is also a large part of Houston's economic base.
+Because of these strengths, Houston is designated as a global city by the Globalization and World Cities Study Group and Network and global management consulting firm A.T. Kearney. The Houston area is the top U.S. market for exports, surpassing New York City in 2013, according to data released by the U.S. Department of Commerce's International Trade Administration. In 2012, the Houston–The Woodlands–Sugar Land area recorded $110.3 billion in merchandise exports. Petroleum products, chemicals, and oil and gas extraction equipment accounted for roughly two-thirds of the metropolitan area's exports last year. The top three destinations for exports were Mexico, Canada, and Brazil.The Houston area is a leading center for building oilfield equipment. Much of its success as a petrochemical complex is due to its busy ship channel, the Port of Houston. In the United States, the port ranks first in international commerce and 16th among the largest ports in the world. Unlike most places, high oil and gasoline prices are beneficial for Houston's economy, as many of its residents are employed in the energy industry. Houston is the beginning or end point of numerous oil, gas, and products pipelines.The Houston–The Woodlands–Sugar Land metro area's gross domestic product (GDP) in 2022 was $633 billion, making it the seventh-largest of any metropolitan area in the United States and larger than Iran's, Colombia's, or the United Arab Emirates' GDP. Only 27 countries other than the United States have a gross domestic product exceeding Houston's regional gross area product (GAP). In 2010, mining (which consists almost entirely of exploration and production of oil and gas in Houston) accounted for 26.3% of Houston's GAP up sharply in response to high energy prices and a decreased worldwide surplus of oil production capacity, followed by engineering services, health services, and manufacturing.The University of Houston System's annual impact on the Houston area's economy equates to that of a major corporation: $1.1 billion in new funds attracted annually to the Houston area, $3.13 billion in total economic benefit, and 24,000 local jobs generated. This is in addition to the 12,500 new graduates the U.H. System produces every year who enter the workforce in Houston and throughout Texas. These degree-holders tend to stay in Houston. After five years, 80.5% of graduates are still living and working in the region.Ninety-one foreign governments have established consular offices in Houston's metropolitan area, the third-highest in the nation. Forty foreign governments maintain trade and commercial offices here with 23 active foreign chambers of commerce and trade associations. Twenty-five foreign banks representing 13 nations operate in Houston, providing financial assistance to the international community.In 2013, Houston was identified as the number one U.S. city for job creation by the U.S. Bureau of Statistics after it was not only the first major city to regain all the jobs lost in the preceding economic downturn, but also after the crash, more than two jobs were added for every one lost. Economist and vice president of research at the Greater Houston Partnership Patrick Jankowski attributed Houston's success to the ability of the region's real estate and energy industries to learn from historical mistakes. Furthermore, Jankowski stated that "more than 100 foreign-owned companies relocated, expanded or started new businesses in Houston" between 2008 and 2010, and this openness to external business boosted job creation during a period when domestic demand was problematically low.
+
+
+== Culture ==
+
+Located in the American South, Houston is a diverse city with a large and growing international community. The Greater Houston metropolitan area is home to an estimated 1.1 million (21.4 percent) residents who were born outside the United States, with nearly two-thirds of the area's foreign-born population from south of the United States–Mexico border since 2009. Additionally, more than one in five foreign-born residents are from Asia. The city is home to the nation's third-largest concentration of consular offices, representing 92 countries.Many annual events celebrate the diverse cultures of Houston. The largest and longest-running is the annual Houston Livestock Show and Rodeo, held over 20 days from early to late March, and is the largest annual livestock show and rodeo in the world. Another large celebration is the annual night-time Houston Gay Pride Parade, held at the end of June. Other notable annual events include the Houston Greek Festival, Art Car Parade, the Houston Auto Show, the Houston International Festival, and the Bayou City Art Festival, which is considered to be one of the top five art festivals in the United States.Houston is highly regarded for its diverse food and restaurant culture. Houston received the official nickname of "Space City" in 1967 because it is the location of NASA's Lyndon B. Johnson Space Center. Other nicknames often used by locals include "Bayou City", "Clutch City", "Crush City", "Magnolia City", "H-Town", and "Culinary Capital of the South".
+
+
+=== Arts and theater ===
+The Houston Theater District, in Downtown, is home to nine major performing arts organizations and six performance halls. It is the second-largest concentration of theater seats in a Downtown area in the United States.Houston is one of the few United States cities with permanent, professional, resident companies in all major performing arts disciplines: opera (Houston Grand Opera), ballet (Houston Ballet), music (Houston Symphony Orchestra), and theater (The Alley Theatre, Theatre Under the Stars). Houston is also home to folk artists, art groups and various small progressive arts organizations.Houston attracts many touring Broadway acts, concerts, shows, and exhibitions for a variety of interests. Facilities in the Theater District include the Jones Hall—home of the Houston Symphony Orchestra and Society for the Performing Arts—and the Hobby Center for the Performing Arts.
+The Museum District's cultural institutions and exhibits attract more than 7 million visitors a year. Notable facilities include The Museum of Fine Arts, the Houston Museum of Natural Science, the Contemporary Arts Museum Houston, the Station Museum of Contemporary Art, the Holocaust Museum Houston, the Children's Museum of Houston, and the Houston Zoo.Located near the Museum District are The Menil Collection, Rothko Chapel, the Moody Center for the Arts and the Byzantine Fresco Chapel Museum.
+Bayou Bend is a 14-acre (5.7 ha) facility of the Museum of Fine Arts that houses one of America's most prominent collections of decorative art, paintings, and furniture. Bayou Bend is the former home of Houston philanthropist Ima Hogg.The National Museum of Funeral History is in Houston near the George Bush Intercontinental Airport. The museum houses the original Popemobile used by Pope John Paul II in the 1980s along with numerous hearses, embalming displays, and information on famous funerals.
+Venues across Houston regularly host local and touring rock, blues, country, dubstep, and Tejano musical acts. While Houston has never been widely known for its music scene, Houston hip hop has become a significant, independent music scene that is influential nationwide. Houston is the birthplace of the chopped and screwed remixing-technique in hip-hop which was pioneered by DJ Screw from the city. Some other notable hip-hop artists from the area include Destiny's Child, Don Toliver, Slim Thug, Paul Wall, Mike Jones, Bun B, Geto Boys, Trae tha Truth, Kirko Bangz, Z-Ro, South Park Mexican, Travis Scott and Megan Thee Stallion.
+
+
+=== Tourism and recreation ===
+The Theater District is a 17-block area in the center of Downtown Houston that is home to the Bayou Place entertainment complex, restaurants, movies, plazas, and parks. Bayou Place is a large multilevel building containing full-service restaurants, bars, live music, billiards, and Sundance Cinema. The Bayou Music Center stages live concerts, stage plays, and stand-up comedy.
+Space Center Houston is the official visitors' center of NASA's Lyndon B. Johnson Space Center. The Space Center has many interactive exhibits including Moon rocks, a Space Shuttle simulator, and presentations about the history of NASA's manned space flight program. Other tourist attractions include the Galleria (Texas's largest shopping mall, in the Uptown District), Old Market Square, the Downtown Aquarium, and Sam Houston Race Park.
+Houston's current Chinatown and the Mahatma Gandhi District are two major ethnic enclaves, reflecting Houston's multicultural makeup. Restaurants, bakeries, traditional-clothing boutiques, and specialty shops can be found in both areas.
+Houston is home to 337 parks, including Hermann Park, Terry Hershey Park, Lake Houston Park, Memorial Park, Tranquility Park, Sesquicentennial Park, Discovery Green, Buffalo Bayou Park and Sam Houston Park. Within Hermann Park are the Houston Zoo and the Houston Museum of Natural Science. Sam Houston Park contains restored and reconstructed homes which were originally built between 1823 and 1905.Of the 10 most populous U.S. cities, Houston has the largest total area of parks and green space, 56,405 acres (228 km2). The city also has over 200 additional green spaces—totaling over 19,600 acres (79 km2) that are managed by the city—including the Houston Arboretum and Nature Center. The Lee and Joe Jamail Skatepark is a public skatepark owned and operated by the city of Houston, and is one of the largest skateparks in Texas consisting of a 30,000-ft2 (2,800 m2)in-ground facility.
+The Gerald D. Hines Waterwall Park in the Uptown District of the city serves as a popular tourist attraction and for weddings and various celebrations. A 2011 study by Walk Score ranked Houston the 23rd most walkable of the 50 largest cities in the United States.
+
+
+=== Sports ===
+
+Houston has sports teams for every major professional league except the National Hockey League. The Houston Astros are a Major League Baseball  expansion team formed in 1962 (known as the "Colt .45s" until 1965) that have won the World Series in 2017 and 2022 and appeared in it in 2005, 2019, and 2021. It is the only MLB team to have won pennants in both modern leagues. The Houston Rockets are a National Basketball Association  franchise based in the city since 1971. They have won two NBA Championships, one in 1994 and another in 1995, under star players Hakeem Olajuwon, Otis Thorpe, Clyde Drexler, Vernon Maxwell, and Kenny Smith. The Houston Texans are a National Football League  expansion team formed in 2002. The Houston Dynamo is a Major League Soccer  franchise that has been based in Houston since 2006, winning two MLS Cup titles in 2006 and 2007. The Houston Dash team plays in the National Women's Soccer League, who won their first title in 2020. The Houston SaberCats are a rugby team that plays in Major League Rugby. The Houston Roughnecks are a future UFL team starting operations in 2024. They were previously in the XFL before it was announced they were moving to the UFL in 2024.Minute Maid Park (home of the Astros) and Toyota Center (home of the Rockets), are in Downtown Houston. Houston has the NFL's first retractable-roof stadium with natural grass, NRG Stadium (home of the Texans). Minute Maid Park is also a retractable-roof stadium. Toyota Center also has the largest screen for an indoor arena in the United States built to coincide with the arena's hosting of the 2013 NBA All-Star Game. Shell Energy Stadium is a soccer-specific stadium for the Houston Dynamo, the Texas Southern Tigers football team, and Houston Dash, in East Downtown. Aveva Stadium (home of the SaberCats) is in south Houston. In addition, NRG Astrodome was the first indoor stadium in the world, built in 1965. Other sports facilities include Hofheinz Pavilion (Houston Cougars basketball), Rice Stadium (Rice Owls football), and NRG Arena. TDECU Stadium is where the University of Houston's Cougars football team plays.Houston has hosted several major sports events: the 1968, 1986 and 2004 Major League Baseball All-Star Games; the 1989, 2006 and 2013 NBA All-Star Games; Super Bowl VIII, Super Bowl XXXVIII, and Super Bowl LI, as well as hosting the 1981, 1986, 1994 and 1995 NBA Finals, winning the latter two, and hosting the 2005 World Series, 2017 World Series, 2019 World Series, 2021 World Series and 2022 World Series. The city won its first baseball championship during the 2017 event and won again 5 years later. NRG Stadium hosted Super Bowl LI on February 5, 2017. Houston will host multiple matches during the 2026 FIFA World Cup.
+The city has hosted several major professional and college sporting events, including the annual Houston Open golf tournament. Houston hosts the annual Houston College Classic baseball tournament every February, and the Texas Kickoff and Bowl in September and December, respectively.The Grand Prix of Houston, an annual auto race on the IndyCar Series circuit was held on a 1.7-mile temporary street circuit in NRG Park. The October 2013 event was held using a tweaked version of the 2006–2007 course. The event had a five-year race contract through 2017 with IndyCar. In motorcycling, the Astrodome hosted an AMA Supercross Championship round from 1974 to 2003 and the NRG Stadium since 2003.
+Houston is also one of the first cities in the world to have a major esports team represent it, in the form of the Houston Outlaws. The Outlaws play in the Overwatch League and are one of two Texan teams, the other being the Dallas Fuel.
+
+
+== Government ==
+
+The city of Houston has a strong mayoral form of municipal government. Houston is a home rule city and all municipal elections in Texas are nonpartisan. The city's elected officials are the mayor, city controller and 16 members of the Houston City Council. The current mayor of Houston is John Whitmire, a Democrat elected on a nonpartisan ballot. Houston's mayor serves as the city's chief administrator, executive officer, and official representative, and is responsible for the general management of the city and for seeing all laws and ordinances are enforced.The original city council line-up of 14 members (nine district-based and five at-large positions) was based on a U.S. Justice Department mandate which took effect in 1979. At-large council members represent the entire city. Under the city charter, once the population in the city limits exceeded 2.1 million residents, two additional districts were to be added. The city of Houston's official 2010 census count was 600 shy of the required number; however, as the city was expected to grow beyond 2.1 million shortly thereafter, the two additional districts were added for, and the positions filled during, the August 2011 elections.
+The city controller is elected independently of the mayor and council. The controller's duties are to certify available funds prior to committing such funds and processing disbursements. The city's fiscal year begins on July 1 and ends on June 30. Chris Brown is the city controller, serving his first term as of January 2016.
+As the result of a 2015 referendum in Houston, a mayor is elected for a four-year term and can be elected to as many as two consecutive terms. The term limits were spearheaded in 1991 by conservative political activist Clymer Wright. During 1991–2015, the city controller and city council members were subjected to a two-year, three-term limitation–the 2015 referendum amended term limits to two four-year terms. As of 2017 some councilmembers who served two terms and won a final term will have served eight years in office, whereas a freshman councilmember who won a position in 2013 can serve up to two additional terms under the previous term limit law–a select few will have at least 10 years of incumbency once their term expires.
+Houston is considered to be a politically divided city whose balance of power often sways between Republicans and Democrats. According to the 2005 Houston Area Survey, 68 percent of non-Hispanic whites in Harris County are declared or favor Republicans while 89 percent of non-Hispanic blacks in the area are declared or favor Democrats. About 62 percent of Hispanics (of any nationality) in the area are declared or favor Democrats. The city has often been known to be the most politically diverse city in Texas, a state known for being generally conservative. As a result, the city is often a contested area in statewide elections. In 2009, Houston became the first U.S. city with a population over 1 million citizens to elect a gay mayor, by electing Annise Parker.Texas has banned sanctuary cities, but Houston Mayor Sylvester Turner said Houston will not assist ICE agents with immigration raids.
+
+
+=== Crime ===
+
+Houston's crime rate is one of the top three in Texas and notably higher than the national average. Houston's murder rate jumped significantly since 2020.  In 2021, nearly 500 people were murdered in the city which was almost double the murdered count in 2019. Rising gang activity is blamed for the increased crime rates in the city. Houston leaders are continually discussing and implementing strategies to combat crime in the city.Houston is a significant hub for trafficking of cocaine, cannabis, heroin, MDMA, and methamphetamine due to its size and proximity to major illegal drug exporting nations.In the early 1970s, Houston, Pasadena and several coastal towns were the site of the Houston mass murders, which at the time were the deadliest case of serial killing in American history.In 1853, the first execution in Houston took place in public at Founder's Cemetery in the Fourth Ward; initially, the cemetery was the execution site, but post-1868 executions took place in the jail facilities.
+In 2023, the city of Houston made enforcement of an anti-food sharing ordinance a priority. This has resulted in volunteers receiving over 80 tickets, and a federal lawsuit to be filed against the city of Houston.
+
+
+== Education ==
+
+Nineteen school districts exist within the city of Houston. The Houston Independent School District (HISD) is the seventh-largest school district in the United States and the largest in Texas. HISD has over 100 campuses that serve as magnet or vanguard schools—specializing in such disciplines as health professions, visual and performing arts, and the sciences. There are also many charter schools that are run separately from school districts. In addition, some public school districts also have their own charter schools.
+The Houston area encompasses more than 300 private schools, many of which are accredited by Texas Private School Accreditation Commission recognized agencies. The Greater Houston metropolitan area's independent schools offer education from a variety of different religious as well as secular viewpoints. The Greater Houston area's Catholic schools are operated by the Roman Catholic Archdiocese of Galveston-Houston.
+
+
+=== Colleges and universities ===
+
+Houston has four state universities. The University of Houston (UH) is a research university and the flagship institution of the University of Houston System. The third-largest university in Texas, the University of Houston has nearly 44,000 students on its 667-acre (270-hectare) campus in the Third Ward. The University of Houston–Clear Lake and the University of Houston–Downtown are stand-alone universities within the University of Houston System; they are not branch campuses of the University of Houston. Slightly west of the University of Houston is Texas Southern University (TSU), one of the largest historically black universities in the United States with approximately 10,000 students. Texas Southern University is the first state university in Houston, founded in 1927.Several private institutions of higher learning are within the city. Rice University, the most selective university in Texas and one of the most selective in the United States, is a private, secular institution with a high level of research activity. Founded in 1912, Rice's historic, heavily wooded 300-acre (120-hectare) campus, adjacent to Hermann Park and the Texas Medical Center, hosts approximately 4,000 undergraduate and 3,000 post-graduate students. To the north in Neartown, the University of St. Thomas, founded in 1947, is Houston's only Catholic university. St. Thomas provides a liberal arts curriculum for roughly 3,000 students at its historic 19-block campus along Montrose Boulevard. In southwest Houston, Houston Christian University (formerly Houston Baptist University), founded in 1960, offers bachelor's and graduate degrees at its Sharpstown campus. The school is affiliated with the Baptist General Convention of Texas and has a student population of approximately 3,000.
+Three community college districts have campuses in and around Houston. The Houston Community College System (HCC) serves most of Houston proper; its main campus and headquarters are in Midtown. Suburban northern and western parts of the metropolitan area are served by various campuses of the Lone Star College System, while the southeastern portion of Houston is served by San Jacinto College, and a northeastern portion is served by Lee College. The Houston Community College and Lone Star College systems are among the 10 largest institutions of higher learning in the United States.
+Houston also hosts a number of graduate schools in law and healthcare. The University of Houston Law Center and Thurgood Marshall School of Law at Texas Southern University are public, ABA-accredited law schools, while the South Texas College of Law, in Downtown, serves as a private, independent alternative. The Texas Medical Center is home to a high density of health professions schools, including two medical schools: McGovern Medical School, part of The University of Texas Health Science Center at Houston, and Baylor College of Medicine, a highly selective private institution. Prairie View A&M University's nursing school is in the Texas Medical Center. Additionally, both Texas Southern University and the University of Houston have pharmacy schools, and the University of Houston hosts a medical school and a college of optometry.
+
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+
+== Media ==
+
+The primary network-affiliated television stations are KPRC-TV channel 2 (NBC), KHOU channel 11 (CBS), KTRK-TV channel 13 (ABC), KTXH channel 20 (MyNetworkTV), KRIV channel 26 (Fox), KIAH channel 39 (The CW), KXLN-DT channel 45 (Univision), KTMD-TV channel 47 (Telemundo), KPXB-TV channel 49 (Ion Television), KYAZ channel 51 (MeTV) and KFTH-DT channel 67 (UniMás). KTRK-TV, KTXH, KRIV, KTXH, KIAH, KXLN-DT, KTMD-TV, KPXB-TV, KYAZ and KFTH-DT operate as owned-and-operated stations of their networks.The Houston–The Woodlands–Sugar Land metropolitan area is served by one public television station and two public radio stations. KUHT channel 8 (Houston Public Media) is a PBS member station and is the first public television station in the United States. Houston Public Radio is listener-funded and comprises one NPR member station, KUHF (News 88.7). The University of Houston System owns and holds broadcasting licenses to KUHT and KUHF. The stations broadcast from the Melcher Center for Public Broadcasting on the campus of the University of Houston. Houston additionally is served by the Pacifica Foundation public radio station KPFT.
+Houston and its metropolitan area are served by the Houston Chronicle, its only major daily newspaper with wide distribution. Hearst Communications, which owns and operates the Houston Chronicle, bought the assets of the Houston Post—its long-time rival and main competition—when Houston Post ceased operations in 1995. The Houston Post was owned by the family of former Lieutenant Governor Bill Hobby of Houston. The only other major publication to serve the city is the Houston Press—which was a free alternative weekly newspaper before the destruction caused by Hurricane Harvey resulted in the publication switching to an online-only format on November 2, 2017. Other notable publications include Houston Forward Times, OutSmart, and La Voz de Houston. Houston Forward Times is one of the largest black-owned newspapers in the metropolitan area and owned by Forward Times Publishing Company. La Voz de Houston is the Houston Chronicle's Spanish-language newspaper and the largest in the area.
+
+
+== Infrastructure ==
+
+
+=== Healthcare ===
+
+Houston is the seat of the Texas Medical Center, which is the largest medical center in the world, and which describes itself as containing the world's largest concentration of research and healthcare institutions. All 49 member institutions of the Texas Medical Center are non-profit organizations. They provide patient and preventive care, research, education, and local, national, and international community well-being. Employing more than 73,600 people, institutions at the medical center include 13 hospitals and two specialty institutions, two medical schools, four nursing schools, and schools of dentistry, public health, pharmacy, and virtually all health-related careers. It is where one of the first—and still the largest—air emergency service, Life Flight, was created, and an inter-institutional transplant program was developed. Around 2007, more heart surgeries were performed at the Texas Medical Center than anywhere else in the world.Some of the academic and research health institutions at the center include MD Anderson Cancer Center, Baylor College of Medicine, UT Health Science Center, Memorial Hermann Hospital, Houston Methodist Hospital, Texas Children's Hospital, and University of Houston College of Pharmacy.
+The Menninger Clinic, a psychiatric treatment center, is affiliated with Baylor College of Medicine and the Houston Methodist Hospital System. With hospital locations nationwide and headquarters in Houston, the Triumph Healthcare hospital system was the third largest long term acute care provider nationally in 2005.Harris Health System (formerly Harris County Hospital District), the hospital district for Harris County, operates public hospitals (Ben Taub General Hospital and Lyndon B. Johnson Hospital) and public clinics. The City of Houston Health Department also operates four clinics. As of 2011 the dental centers of Harris Health System take patients of ages 16 and up with patients under that age referred to the City of Houston's dental clinics. Montgomery County Hospital District (MCHD) serves as the hospital district for Houstonians living in Montgomery County. Fort Bend County, in which a portion of Houston resides, does not have a hospital district. OakBend Medical Center serves as the county's charity hospital which the county contracts with.
+
+
+== Transportation ==
+
+Houston is considered an automobile-dependent city, with an estimated 77.2% of commuters driving alone to work in 2016, up from 71.7% in 1990 and 75.6% in 2009. In 2016, another 11.4% of Houstonians carpooled to work, while 3.6% used public transit, 2.1% walked, and 0.5% bicycled. A commuting study estimated the median length of commute in the region was 12.2 miles (19.6 km) in 2012. According to the 2013 American Community Survey, the average work commute in Houston (city) takes 26.3 minutes. A 1999 Murdoch University study found Houston had both the lengthiest commute and lowest urban density of 13 large American cities surveyed. Harris County is one of the largest consumers of gasoline in the United States, ranking second (behind Los Angeles County) in 2013.Despite the region's high rate of automobile usage, attitudes towards transportation among Houstonians indicate a growing preference for walkability. A 2017 study by the Rice University Kinder Institute for Urban Research found 56% of Harris County residents have a preference for dense housing in a mixed-use, walkable setting as opposed to single-family housing in a low-density area. A plurality of survey respondents also indicated traffic congestion was the most significant problem facing the metropolitan area. In addition, many households in the city of Houston have no car. In 2015, 8.3 percent of Houston households lacked a car, which was virtually unchanged in 2016 (8.1 percent). The national average was 8.7 percent in 2016. Houston averaged 1.59 cars per household in 2016, compared to a national average of 1.8.
+
+
+=== Roadways ===
+The eight-county Greater Houston metropolitan area contains over 25,000 miles (40,000 km) of roadway, of which 10%, or approximately 2,500 miles (4,000 km), is limited-access highway. The Houston region's extensive freeway system handles over 40% of the regional daily vehicle miles traveled (VMT). Arterial roads handle an additional 40% of daily VMT, while toll roads, of which Greater Houston has 180 miles (290 km), handle nearly 10%.Greater Houston possesses a hub-and-spoke limited-access highway system, in which a number of freeways radiate outward from Downtown, with ring roads providing connections between these radial highways at intermediate distances from the city center. The city is crossed by three Interstate highways, Interstate 10, Interstate 45, and Interstate 69 (commonly known as U.S. Route 59), as well as a number of other United States routes and state highways. Major freeways in Greater Houston are often referred to by either the cardinal direction or geographic location they travel towards. Highways that follow the cardinal convention include U.S. Route 290 (Northwest Freeway), Interstate 45 north of Downtown (North Freeway), Interstate 10 east of Downtown (East Freeway), Texas State Highway 288 (South Freeway), and Interstate 69 south of Downtown (Southwest Freeway). Highways that follow the location convention include Interstate 10 west of Downtown (Katy Freeway), Interstate 69 north of Downtown (Eastex Freeway), Interstate 45 south of Downtown (Gulf Freeway), and Texas State Highway 225 (Pasadena Freeway).Three loop freeways provide north–south and east–west connectivity between Greater Houston's radial highways. The innermost loop is Interstate 610, commonly known as the Inner Loop, which encircles Downtown, the Texas Medical Center, Greenway Plaza, the cities of West University Place and Southside Place, and many core neighborhoods. The 88-mile (142 km) State Highway Beltway 8, often referred to as the Beltway, forms the middle loop at a radius of roughly 10 miles (16 km). A third, 180-mile (290 km) loop with a radius of approximately 25 miles (40 km), State Highway 99 (the Grand Parkway), is currently under construction, with eight of eleven segments completed as of 2018. Completed segments D through I-2 provide a continuous 123-mile (198 km) limited-access tollway connection between Sugar Land, Richmond, Katy, Cypress, Spring, Porter, New Caney, Cleveland, Dayton, Mont Belvieu, and Baytown .A system of toll roads, operated by the Harris County Toll Road Authority (HCTRA) and Fort Bend County Toll Road Authority (FBCTRA), provides additional options for regional commuters. The Sam Houston Tollway, which encompasses the mainlanes of Beltway 8 (as opposed to the frontage roads, which are untolled), is the longest tollway in the system, covering the entirety of the Beltway with the exception of a free section between Interstate 45 and Interstate 69 near George Bush Intercontinental Airport. The region is serviced by four spoke tollways: a set of managed lanes on the Katy Freeway; the Hardy Toll Road, which parallels Interstate 45 north of Downtown up to Spring; the Westpark Tollway, which services Houston's western suburbs out to Fulshear; and Fort Bend Parkway, which connects to Sienna Plantation. Westpark Tollway and Fort Bend Parkway are operated conjunctly with the Fort Bend County Toll Road Authority.
+Greater Houston's freeway system is monitored by Houston TranStar, a partnership of four government agencies which is responsible for providing transportation and emergency management services to the region.Greater Houston's arterial road network is established at the municipal level, with the City of Houston exercising planning control over both its incorporated area and extraterritorial jurisdiction (ETJ). Therefore, Houston exercises transportation planning authority over a 2,000-square-mile (5,200 km2) area over five counties, many times larger than its corporate area. The Major Thoroughfare and Freeway Plan, updated annually, establishes the city's street hierarchy, identifies roadways in need of widening, and proposes new roadways in unserved areas. Arterial roads are organized into four categories, in decreasing order of intensity: major thoroughfares, transit corridor streets, collector streets, and local streets. Roadway classification affects anticipated traffic volumes, roadway design, and right of way breadth. Ultimately, the system is designed to ferry traffic from neighborhood streets to major thoroughfares, which connect into the limited-access highway system. Notable arterial roads in the region include Westheimer Road, Memorial Drive, Texas State Highway 6, Farm to Market Road 1960, Bellaire Boulevard, and Telephone Road.
+
+
+=== Transit ===
+The Metropolitan Transit Authority of Harris County (METRO) provides public transportation in the form of buses, light rail, high-occupancy vehicle (HOV) lanes, and paratransit to fifteen municipalities throughout the Greater Houston area and parts of unincorporated Harris County. METRO's service area covers 1,303 square miles (3,370 km2) containing a population of 3.6 million.METRO's local bus network services approximately 275,000 riders daily with a fleet of over 1,200 buses. The agency's 75 local routes contain nearly 8,900 stops and saw nearly 67 million boardings during the 2016 fiscal year. A park and ride system provides commuter bus service from 34 transit centers scattered throughout the region's suburban areas; these express buses operate independently of the local bus network and utilize the region's extensive system of HOV lanes. Downtown and the Texas Medical Center have the highest rates of transit use in the region, largely due to the park and ride system, with nearly 60% of commuters in each district utilizing public transit to get to work.METRO began light rail service in 2004 with the opening of the 8-mile (13 km) north-south Red Line connecting Downtown, Midtown, the Museum District, the Texas Medical Center, and NRG Park. In the early 2010s, two additional lines—the Green Line, servicing the East End, and the Purple Line, servicing the Third Ward—opened, and the Red Line was extended northward to Northline, bringing the total length of the system to 22.7 miles (36.5 km). Two light rail lines outlined in a five-line system approved by voters in a 2003 referendum have yet to be constructed. The Uptown Line, which runs along Post Oak Boulevard in Uptown, was under construction as a bus rapid transit line—the city's first—while the University Line has been postponed indefinitely. The light rail system saw approximately 16.8 million boardings in fiscal year 2016.Amtrak's thrice-weekly Los Angeles–New Orleans Sunset Limited serves Houston at a station northwest of Downtown. There were 14,891 boardings and alightings in FY2008, 20,327 in FY2012, and 20,205 in FY2018. A daily Amtrak Thruway connects Houston with Amtrak's Chicago–San Antonio Texas Eagle at Longview.
+
+
+=== Cycling ===
+Houston has the largest number of bike commuters in Texas with over 160 miles of dedicated bikeways. The city is currently in the process of expanding its on and off street bikeway network. In 2015, Downtown Houston added a cycle track on Lamar Street, running from Sam Houston Park to Discovery Green. Houston City Council approved the Houston Bike Plan in March 2017, at that time entering the plan into the Houston Code of Ordinances. In August 2017, Houston City Council approved spending for construction of 13 additional miles of bike trails.Houston's bicycle sharing system started service with nineteen stations in May 2012. Houston Bcycle (also known as B-Cycle), a local non-profit, runs the subscription program, supplying bicycles and docking stations, while partnering with other companies to maintain the system. The network expanded to 29 stations and 225 bicycles in 2014, registering over 43,000 checkouts of equipment during the first half of the same year. In 2017, Bcycle logged over 142,000 check outs while expanding to 56 docking stations.
+
+
+=== Airports ===
+The Houston Airport System, a branch of the municipal government, oversees the operation of three major public airports in the city. Two of these airports, George Bush Intercontinental Airport and William P. Hobby Airport, offer commercial aviation service to a variety of domestic and international destinations and served 55 million passengers in 2016. The third, Ellington Airport, is home to the Ellington Field Joint Reserve Base. The Federal Aviation Administration and the state of Texas selected the Houston Airport System as "Airport of the Year" in 2005, largely due to the implementation of a $3.1 billion airport improvement program for both major airports in Houston.George Bush Intercontinental Airport (IAH), 23 miles (37 km) north of Downtown Houston between Interstates 45 and 69, is the eighth busiest commercial airport in the United States (by total passengers and aircraft movements) and forty-third busiest globally. The five-terminal, five-runway, 11,000-acre (4,500-hectare) airport served 40 million passengers in 2016, including 10 million international travelers. In 2006, the United States Department of Transportation named IAH the fastest-growing of the top ten airports in the United States. The Houston Air Route Traffic Control Center is at Bush Intercontinental.
+Houston was the headquarters of Continental Airlines until its 2010 merger with United Airlines with headquarters in Chicago; regulatory approval for the merger was granted in October of that year. Bush Intercontinental is currently United Airlines' second largest hub, behind O'Hare International Airport. United Airlines' share of the Houston Airport System's commercial aviation market was nearly 60% in 2017 with 16 million enplaned passengers. In early 2007, Bush Intercontinental Airport was named a model "port of entry" for international travelers by U.S. Customs and Border Protection.William P. Hobby Airport (HOU), known as Houston International Airport until 1967, operates primarily short- to medium-haul domestic and international flights to 60 destinations. The four-runway, 1,304-acre (528-hectare) facility is approximately 7 miles (11 km) southeast of Downtown Houston. In 2015, Southwest Airlines launched service from a new international terminal at Hobby to several destinations in Mexico, Central America, and the Caribbean. These were the first international flights flown from Hobby since the opening of Bush Intercontinental in 1969. Houston's aviation history is showcased in the 1940 Air Terminal Museum in the old terminal building on the west side of the airport. In 2009, Hobby Airport was recognized with two awards for being one of the top five performing airports globally and for customer service by Airports Council International. In 2022 Hobby Airport was certified as the first 5-Star Airport in North America by Skytrax. It became the first Airport in North America to do so and just the 16th airport worldwide to receive the accomplishment.Houston's third municipal airport is Ellington Airport, used by the military, government (including NASA) and general aviation sectors.
+
+
+== Notable people ==
+
+
+== International relations ==
+The Mayor's Office of Trade and International Affairs (MOTIA) is the city's liaison to Houston's sister cities and to the national governing organization, Sister Cities International. Through their official city-to-city relationships, these volunteer associations promote people-to-people diplomacy and encourage citizens to develop mutual trust and understanding through commercial, cultural, educational, and humanitarian exchanges.Houston's sister cities are:
+
+
+== See also ==
+List of people from Houston
+List of U.S. cities with large Hispanic populations
+USS Houston, 4 ships
+
+
+== Notes ==
+
+
+== References ==
+
+
+== Further reading ==
+
+
+== External links ==
+
+Official website 
+Greater Houston Convention & Visitors Bureau
+Greater Houston Partnership (GHP) Houston Chamber
+Greater Houston Transportation and Emergency Management Center
+Houston at Curlie
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+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Houston/default__vector_store.json"	
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Houston/docstore.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Houston/docstore.json"
new file mode 100755
index 0000000..92cb852
--- /dev/null
+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Houston/docstore.json"	
@@ -0,0 +1 @@
+{"docstore/data": {"afe2d65b-b897-4c01-89c8-24cc2b036b61": {"__data__": {"id_": "afe2d65b-b897-4c01-89c8-24cc2b036b61", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "ea022388-7785-4d01-b35c-76d9245ffd9b", "node_type": "1", "metadata": {}, "hash": "bf1c71bbb071a27e36d8ae8f7c93ab60a999b3c2370e72a23bb957d2d09f7804", "class_name": "RelatedNodeInfo"}}, "text": "Houston ( ; HEW-st\u0259n) is the most populous city in the U.S. state of Texas and in the Southern United States. Houston is located in Southeast Texas near Galveston Bay and the Gulf of Mexico; it is the seat and largest city of Harris County and the principal city of the Greater Houston metropolitan area, which is the fifth-most populous metropolitan statistical area in the United States and the second-most populous in Texas after Dallas\u2013Fort Worth. With a population of 2,302,878 in 2022, Houston is the fourth-most populous city in the United States after New York City, Los Angeles, and Chicago, and the seventh-most populous city in North America. Houston is the southeast anchor of the greater megaregion known as the Texas Triangle.Comprising a land area of 640.4 square miles (1,659 km2), Houston is the ninth-most expansive city in the United States (including consolidated city-counties). It is the largest city in the United States by total area whose government is not consolidated with a county, parish, or borough. Though primarily in Harris County, small portions of the city extend into Fort Bend and Montgomery counties, bordering other principal communities of Greater Houston such as Sugar Land and The Woodlands.\r\nHouston was founded by land investors on August 30, 1836, at the confluence of Buffalo Bayou and White Oak Bayou (a point now known as Allen's Landing) and incorporated as a city on June 5, 1837. The city is named after former General Sam Houston, who was president of the Republic of Texas and had won Texas's independence from Mexico at the Battle of San Jacinto 25 miles (40 km) east of Allen's Landing. After briefly serving as the capital of the Texas Republic in the late 1830s, Houston grew steadily into a regional trading center for the remainder of the 19th century.The arrival of the 20th century brought a convergence of economic factors that fueled rapid growth in Houston, including a burgeoning port and railroad industry, the decline of Galveston as Texas's primary port following a devastating 1900 hurricane, the subsequent construction of the Houston Ship Channel, and the Texas oil boom. In the mid-20th century, Houston's economy diversified, as it became home to the Texas Medical Center\u2014the world's largest concentration of healthcare and research institutions\u2014and NASA's Johnson Space Center, home to the Mission Control Center.\r\nSince the late 19th century Houston's economy has had a broad industrial base, in energy, manufacturing, aeronautics, and transportation. Leading in healthcare sectors and building oilfield equipment, Houston has the second-most Fortune 500 headquarters of any U.S. municipality within its city limits (after New York City). The Port of Houston ranks first in the United States in international waterborne tonnage handled and second in total cargo tonnage handled.Nicknamed the \"Bayou City\", \"Space City\", \"H-Town\", and \"the 713\", Houston has become a global city, with strengths in culture, medicine, and research. The city's population comprises various ethnic and religious backgrounds, as well as a large and growing international community. Houston is the most diverse metropolitan area in Texas and has been described as the most racially and ethnically diverse major city in the U.S. It is home to many cultural institutions and exhibits, such as the Houston Museum District and the Houston Theater District.\r\n\r\n\r\n== History ==\r\n\r\nPresent-day Houston sits on land that was once occupied by the Karankawa (k\u0259 rang\u2032k\u0259 w\u00e4\u2032,-w\u00f4\u2032,-w\u0259) and the Atakapa (\u0259\u02c8t\u0251\u02d0k\u0259p\u0259) indigenous peoples for at least 2,000 years before the first known settlers arrived. These tribes are almost nonexistent today; this was most likely caused by foreign disease, and competition with various settler groups in the 18th and 19th centuries. However, the land then remained largely uninhabited from the late 1700s until settlement in the 1830s.\r\n\r\n\r\n=== Early settlement to the 20th century ===\r\nThe Allen brothers\u2014Augustus Chapman and John Kirby\u2014explored town sites on Buffalo Bayou and Galveston Bay. According to historian David McComb, \"[T]he brothers, on August 26, 1836, bought from Elizabeth E. Parrott, wife of T.F.L. Parrott and widow of John Austin, the south half of the lower league [2,214-acre (896 ha) tract] granted to her by her late husband. They paid $5,000 total, but only $1,000 of this in cash; notes made up the remainder.", "start_char_idx": 0, "end_char_idx": 4408, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "ea022388-7785-4d01-b35c-76d9245ffd9b": {"__data__": {"id_": "ea022388-7785-4d01-b35c-76d9245ffd9b", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "afe2d65b-b897-4c01-89c8-24cc2b036b61", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "bf2fc9ae25a27c66f92b3283094ba8fa068b2af52338b3f72576735d11583fe6", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "bdb92b99-fef3-4afb-b146-4dacc3db7dfd", "node_type": "1", "metadata": {}, "hash": "5b31ebb5d8647a53decaf9c183784c42a1201781d0fac1d2a64b2af661ff96c7", "class_name": "RelatedNodeInfo"}}, "text": "These tribes are almost nonexistent today; this was most likely caused by foreign disease, and competition with various settler groups in the 18th and 19th centuries. However, the land then remained largely uninhabited from the late 1700s until settlement in the 1830s.\r\n\r\n\r\n=== Early settlement to the 20th century ===\r\nThe Allen brothers\u2014Augustus Chapman and John Kirby\u2014explored town sites on Buffalo Bayou and Galveston Bay. According to historian David McComb, \"[T]he brothers, on August 26, 1836, bought from Elizabeth E. Parrott, wife of T.F.L. Parrott and widow of John Austin, the south half of the lower league [2,214-acre (896 ha) tract] granted to her by her late husband. They paid $5,000 total, but only $1,000 of this in cash; notes made up the remainder.\"The Allen brothers ran their first advertisement for Houston just four days later in the Telegraph and Texas Register, naming the notional town in honor of Sam Houston, who would become President later that year. They successfully lobbied the Republic of Texas Congress to designate Houston as the temporary capital, agreeing to provide the new government with a state capitol building. About a dozen persons resided in the town at the beginning of 1837, but that number grew to about 1,500 by the time the Texas Congress convened in Houston for the first time that May. The Republic of Texas granted Houston incorporation on June 5, 1837, as James S. Holman became its first mayor. In the same year, Houston became the county seat of Harrisburg County (now Harris County).In 1839, the Republic of Texas relocated its capital to Austin. The town suffered another setback that year when a yellow fever epidemic claimed about one life for every eight residents, yet it persisted as a commercial center, forming a symbiosis with its Gulf Coast port, Galveston. Landlocked farmers brought their produce to Houston, using Buffalo Bayou to gain access to Galveston and the Gulf of Mexico. Houston merchants profited from selling staples to farmers and shipping the farmers' produce to Galveston.The great majority of enslaved people in Texas came with their owners from the older slave states. Sizable numbers, however, came through the domestic slave trade. New Orleans was the center of this trade in the Deep South, but slave dealers were in Houston. Thousands of enslaved black people lived near the city before the American Civil War. Many of them near the city worked on sugar and cotton plantations, while most of those in the city limits had domestic and artisan jobs.In 1840, the community established a chamber of commerce, in part to promote shipping and navigation at the newly created port on Buffalo Bayou.\r\nBy 1860, Houston had emerged as a commercial and railroad hub for the export of cotton. Railroad spurs from the Texas inland converged in Houston, where they met rail lines to the ports of Galveston and Beaumont. During the American Civil War, Houston served as a headquarters for Confederate Major General John B. Magruder, who used the city as an organization point for the Battle of Galveston. After the Civil War, Houston businessmen initiated efforts to widen the city's extensive system of bayous so the city could accept more commerce between Downtown and the nearby port of Galveston. By 1890, Houston was the railroad center of Texas.In 1900, after Galveston was struck by a devastating hurricane, efforts to make Houston into a viable deep-water port were accelerated. The following year, the discovery of oil at the Spindletop oil field near Beaumont prompted the development of the Texas petroleum industry. In 1902, President Theodore Roosevelt approved a $1 million improvement project for the Houston Ship Channel. By 1910, the city's population had reached 78,800, almost doubling from a decade before. African Americans formed a large part of the city's population, numbering 23,929 people, which was nearly one-third of Houston's residents.President Woodrow Wilson opened the deep-water Port of Houston in 1914, seven years after digging began. By 1930, Houston had become Texas's most populous city and Harris County the most populous county. In 1940, the U.S. Census Bureau reported Houston's population as 77.5% White and 22.4% Black.\r\n\r\n\r\n=== World War II to the late 20th century ===\r\nWhen World War II started, tonnage levels at the port decreased and shipping activities were suspended; however, the war did provide economic benefits for the city.", "start_char_idx": 3639, "end_char_idx": 8097, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "bdb92b99-fef3-4afb-b146-4dacc3db7dfd": {"__data__": {"id_": "bdb92b99-fef3-4afb-b146-4dacc3db7dfd", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "ea022388-7785-4d01-b35c-76d9245ffd9b", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5d2cfb325058b523b8fd7dd50543bc0caaffe6b45e5893b2e2acfd41ea6a3132", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "3d529424-0fe5-452c-a33c-1d32617d99ce", "node_type": "1", "metadata": {}, "hash": "275b682a59266ab0fba8cc805383647a2089fd74deddca775fd0cdd1c4503c70", "class_name": "RelatedNodeInfo"}}, "text": "In 1902, President Theodore Roosevelt approved a $1 million improvement project for the Houston Ship Channel. By 1910, the city's population had reached 78,800, almost doubling from a decade before. African Americans formed a large part of the city's population, numbering 23,929 people, which was nearly one-third of Houston's residents.President Woodrow Wilson opened the deep-water Port of Houston in 1914, seven years after digging began. By 1930, Houston had become Texas's most populous city and Harris County the most populous county. In 1940, the U.S. Census Bureau reported Houston's population as 77.5% White and 22.4% Black.\r\n\r\n\r\n=== World War II to the late 20th century ===\r\nWhen World War II started, tonnage levels at the port decreased and shipping activities were suspended; however, the war did provide economic benefits for the city. Petrochemical refineries and manufacturing plants were constructed along the ship channel because of the demand for petroleum and synthetic rubber products by the defense industry during the war. Ellington Field, initially built during World War I, was revitalized as an advanced training center for bombardiers and navigators. The Brown Shipbuilding Company was founded in 1942 to build ships for the U.S. Navy during World War II. Due to the boom in defense jobs, thousands of new workers migrated to the city, both Black, and white people competing for the higher-paying jobs. President Roosevelt had established a policy of nondiscrimination for defense contractors, and Black people gained some opportunities, especially in shipbuilding, although not without resistance from white people and increasing social tensions that erupted into occasional violence. Economic gains of Black people who entered defense industries continued in the postwar years.In 1945, the M.D. Anderson Foundation formed the Texas Medical Center. After the war, Houston's economy reverted to being primarily port-driven. In 1948, the city annexed several unincorporated areas, more than doubling its size. Houston proper began to spread across the region. In 1950, the availability of air conditioning provided impetus for many companies to relocate to Houston, where wages were lower than those in the North; this resulted in an economic boom and produced a key shift in the city's economy toward the energy sector.The increased production of the expanded shipbuilding industry during World War II spurred Houston's growth, as did the establishment in 1961 of NASA's \"Manned Spacecraft Center\" (renamed the Lyndon B. Johnson Space Center in 1973). This was the stimulus for the development of the city's aerospace industry. The Astrodome, nicknamed the \"Eighth Wonder of the World\", opened in 1965 as the world's first indoor domed sports stadium.\r\nDuring the late 1970s, Houston had a population boom as people from the Rust Belt states moved to Texas in large numbers. The new residents came for numerous employment opportunities in the petroleum industry, created as a result of the Arab oil embargo. With the increase in professional jobs, Houston has become a destination for many college-educated persons, most recently including African Americans in a reverse Great Migration from northern areas.\r\nIn 1997, Houstonians elected Lee P. Brown as the city's first African American mayor.\r\n\r\n\r\n=== Early 21st century ===\r\nHouston has continued to grow into the 21st century, with the population increasing 15.7% from 2000 to 2022.Oil & gas have continued to fuel Houston's economic growth, with major oil companies including Phillips 66, ConocoPhillips, Occidental Petroleum, Halliburton, and ExxonMobil having their headquarters in the Houston area. In 2001, Enron Corporation, a Houston company with $100 billion in revenue, became engulfed in an accounting scandal which bankrupted the company in 2001. Health care has emerged as a major industry in Houston. The Texas Medical Center is now the largest medical complex in the world and employs over 120,000 people.Three new sports stadiums opened downtown in the first decade of the 21st century. In 2000, the Houston Astros opened their new baseball stadium, Minute Maid Park, in downtown adjacent to the old Union Station. The Houston Texans were formed in 2002 as an NFL expansion team, replacing the Houston Oilers, which had left the city in 1996. NRG Stadium opened the same year. In 2003, the Toyota Center opened as the home for the Houston Rockets. In 2005, the Houston Dynamo soccer team was formed. In 2017, the Houston Astros won their first World Series.\r\n\r\nFlooding has been a recurring problem in the Houston area.", "start_char_idx": 7245, "end_char_idx": 11863, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "3d529424-0fe5-452c-a33c-1d32617d99ce": {"__data__": {"id_": "3d529424-0fe5-452c-a33c-1d32617d99ce", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "bdb92b99-fef3-4afb-b146-4dacc3db7dfd", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "bc27695431667ba505e65584e680a62b4d10e76b173213b6eece4da0962ee115", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "bc67634a-afc6-4b36-ab54-da91c57ae950", "node_type": "1", "metadata": {}, "hash": "c3d8f25c6ef857010f36b7f452bad4a7f62b92ec2b47352012787e43311bed54", "class_name": "RelatedNodeInfo"}}, "text": "Health care has emerged as a major industry in Houston. The Texas Medical Center is now the largest medical complex in the world and employs over 120,000 people.Three new sports stadiums opened downtown in the first decade of the 21st century. In 2000, the Houston Astros opened their new baseball stadium, Minute Maid Park, in downtown adjacent to the old Union Station. The Houston Texans were formed in 2002 as an NFL expansion team, replacing the Houston Oilers, which had left the city in 1996. NRG Stadium opened the same year. In 2003, the Toyota Center opened as the home for the Houston Rockets. In 2005, the Houston Dynamo soccer team was formed. In 2017, the Houston Astros won their first World Series.\r\n\r\nFlooding has been a recurring problem in the Houston area. In June 2001, Tropical Storm Allison dumped up to 40 inches (1,000 mm) of rain on parts of Houston, causing what was then the worst flooding in the city's history and billions of dollars in damage, and killed 20 people in Texas. In August 2005, Houston became a shelter to more than 150,000 people from New Orleans, who evacuated from Hurricane Katrina. One month later, about 2.5 million Houston-area residents evacuated when Hurricane Rita approached the Gulf Coast, leaving little damage to the Houston area. This was the largest urban evacuation in the history of the United States. In May 2015, seven people died after 12 inches of rain fell in 10 hours during what is known as the Memorial Day Flood. Eight people died in April 2016 during a storm that dropped 17 inches of rain. The worst came in late August 2017, when Hurricane Harvey stalled over southeastern Texas, much like Tropical Storm Allison did sixteen years earlier, causing severe flooding in the Houston area, with some areas receiving over 50 inches (1,300 mm) of rain. The rainfall exceeded 50 inches in several areas locally, breaking the national record for rainfall. The damage for the Houston area was estimated at up to $125 billion U.S. dollars, and was considered to be one of the worst natural disasters in the history of the United States, with the death toll exceeding 70 people. Houston's lack of zoning laws allowed unregulated building of residential homes and other structures in flood-prone areas. However, it also resulted in more concentrated development in already urban areas than in wetlands and suburbs. Mayor Sylvester Turner tweeted of Hurricane Harvey that \"zoning wouldn't have changed anything. We would have been a city with zoning that flooded.\"\r\n\r\n\r\n== Geography ==\r\n\r\nHouston is 165 miles (266 km) east of Austin, 88 miles (142 km) west of the Louisiana border, and 250 miles (400 km) south of Dallas. The city has a total area of 637.4 square miles (1,651 km2); this comprises over 599.59 square miles (1,552.9 km2) of land and 22.3 square miles (58 km2) covered by water. Most of Houston is on the gulf coastal plain, and its vegetation is classified as Western Gulf coastal grasslands while further north, it transitions into a subtropical jungle, the Big Thicket.\r\nMuch of the city was built on forested land, marshes, or swamps, and all are still visible in surrounding areas. Flat terrain and extensive greenfield development have combined to worsen flooding. Downtown stands about 50 feet (15 m) above sea level, and the highest point in far northwest Houston is about 150 feet (46 m) in elevation. The city once relied on groundwater for its needs, but land subsidence forced the city to turn to ground-level water sources such as Lake Houston, Lake Conroe, and Lake Livingston. The city owns surface water rights for 1.20 billion US gallons (4.5 Gl) of water a day in addition to 150 million US gallons (570 Ml) a day of groundwater.Houston has four major bayous passing through the city that accept water from the extensive drainage system. Buffalo Bayou runs through Downtown and the Houston Ship Channel, and has three tributaries: White Oak Bayou, which runs through the Houston Heights community northwest of Downtown and then towards Downtown; Brays Bayou, which runs along the Texas Medical Center; and Sims Bayou, which runs through the south of Houston and Downtown Houston. The ship channel continues past Galveston and then into the Gulf of Mexico.\r\n\r\n\r\n=== Geology ===\r\nHouston is a flat, marshy area where an extensive drainage system has been built. The adjoining prairie land drains into the city, which is prone to flooding.", "start_char_idx": 11087, "end_char_idx": 15517, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "bc67634a-afc6-4b36-ab54-da91c57ae950": {"__data__": {"id_": "bc67634a-afc6-4b36-ab54-da91c57ae950", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "3d529424-0fe5-452c-a33c-1d32617d99ce", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "db74c176741ef0554b4d3e06209b01d568a4ba8f826e1be56f10085900c8962f", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "ac4d78f4-352d-4ed4-8f60-05689202217e", "node_type": "1", "metadata": {}, "hash": "08f0c2a6bd66ca3e7f8f5c25ddf3d7fdf6a2fb7a79321acbb634bff8bd4b0bf9", "class_name": "RelatedNodeInfo"}}, "text": "The city owns surface water rights for 1.20 billion US gallons (4.5 Gl) of water a day in addition to 150 million US gallons (570 Ml) a day of groundwater.Houston has four major bayous passing through the city that accept water from the extensive drainage system. Buffalo Bayou runs through Downtown and the Houston Ship Channel, and has three tributaries: White Oak Bayou, which runs through the Houston Heights community northwest of Downtown and then towards Downtown; Brays Bayou, which runs along the Texas Medical Center; and Sims Bayou, which runs through the south of Houston and Downtown Houston. The ship channel continues past Galveston and then into the Gulf of Mexico.\r\n\r\n\r\n=== Geology ===\r\nHouston is a flat, marshy area where an extensive drainage system has been built. The adjoining prairie land drains into the city, which is prone to flooding. Underpinning Houston's land surface are unconsolidated clays, clay shales, and poorly cemented sands up to several miles deep. The region's geology developed from river deposits formed from the erosion of the Rocky Mountains. These sediments consist of a series of sands and clays deposited on decaying organic marine matter, that over time, transformed into oil and natural gas. Beneath the layers of sediment is a water-deposited layer of halite, a rock salt. The porous layers were compressed over time and forced upward. As it pushed upward, the salt dragged surrounding sediments into salt dome formations, often trapping oil and gas that seeped from the surrounding porous sands. The thick, rich, sometimes black, surface soil is suitable for rice farming in suburban outskirts where the city continues to grow.The Houston area has over 150 active faults (estimated to be 300 active faults) with an aggregate length of up to 310 miles (500 km), including the Long Point\u2013Eureka Heights fault system which runs through the center of the city. Land in some areas southeast of Houston is sinking because water has been pumped out of the ground for many years. It may be associated with slip along the faults; however, the slippage is slow and not considered an earthquake, where stationary faults must slip suddenly enough to create seismic waves. These faults also tend to move at a smooth rate in what is termed \"fault creep\", which further reduces the risk of an earthquake.\r\n\r\n\r\n=== Cityscape ===\r\n\r\nThe city of Houston was incorporated in 1837 and adopted a ward system of representation shortly afterward, in 1840. The six original wards of Houston are the progenitors of the 11 modern-day geographically oriented Houston City Council districts, though the city abandoned the ward system in 1905 in favor of a commission government, and, later, the existing mayor\u2013council government.\r\n\r\nLocations in Houston are generally classified as either being inside or outside the Interstate 610 loop. The \"Inner Loop\" encompasses a 97-square-mile (250 km2) area which includes Downtown, pre\u2013World War II residential neighborhoods and streetcar suburbs, and newer high-density apartment and townhouse developments. Outside the loop, the city's typology is more suburban, though many major business districts\u2014such as Uptown, Westchase, and the Energy Corridor\u2014lie well outside the urban core. In addition to Interstate 610, two additional loop highways encircle the city: Beltway 8, with a radius of approximately 10 miles (16 km) from Downtown, and State Highway 99 (the Grand Parkway), with a radius of 25 miles (40 km). Approximately 470,000 people lived within the Interstate 610 loop, while 1.65 million lived between Interstate 610 and Beltway 8 and 2.25 million lived within Harris County outside Beltway 8 in 2015.Though Houston is the largest city in the United States without formal zoning regulations, it has developed similarly to other Sun Belt cities because the city's land use regulations and legal covenants have played a similar role. Regulations include mandatory lot size for single-family houses and requirements that parking be available to tenants and customers. In 1998, Houston relaxed its mandatory lot sizes from 5,000 square feet to 3,500 square feet, which spurred housing construction in the city dramatically.Such restrictions have had mixed results. Though some have blamed the city's low density, urban sprawl, and lack of pedestrian-friendliness on these policies, others have credited the city's land use patterns with providing significant affordable housing, sparing Houston the worst effects of the 2008 real estate crisis. The city issued 42,697 building permits in 2008 and was ranked first in the list of healthiest housing markets for 2009.", "start_char_idx": 14655, "end_char_idx": 19297, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "ac4d78f4-352d-4ed4-8f60-05689202217e": {"__data__": {"id_": "ac4d78f4-352d-4ed4-8f60-05689202217e", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "bc67634a-afc6-4b36-ab54-da91c57ae950", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ed5098dc58e65ec0bf4f1341ea0e4ee8185d7479aa4ee7e77382b484132a19e1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "2662654d-4543-4db5-ae50-efcdca49de7d", "node_type": "1", "metadata": {}, "hash": "a21383d48cc47c4b26437b5e2793cbb91af8209de661577b157e3303474c5128", "class_name": "RelatedNodeInfo"}}, "text": "Regulations include mandatory lot size for single-family houses and requirements that parking be available to tenants and customers. In 1998, Houston relaxed its mandatory lot sizes from 5,000 square feet to 3,500 square feet, which spurred housing construction in the city dramatically.Such restrictions have had mixed results. Though some have blamed the city's low density, urban sprawl, and lack of pedestrian-friendliness on these policies, others have credited the city's land use patterns with providing significant affordable housing, sparing Houston the worst effects of the 2008 real estate crisis. The city issued 42,697 building permits in 2008 and was ranked first in the list of healthiest housing markets for 2009. In 2019, home sales reached a new record of $30 billion.In referendums in 1948, 1962, and 1993, voters rejected efforts to establish separate residential and commercial land-use districts. Consequently, rather than a single central business district as the center of the city's employment, multiple districts and skylines have grown throughout the city in addition to Downtown, which include Uptown, the Texas Medical Center, Midtown, Greenway Plaza, Memorial City, the Energy Corridor, Westchase, and Greenspoint.\r\n\r\n\r\n=== Architecture ===\r\n\r\nHouston had the fifth-tallest skyline in North America (after New York City, Chicago, Toronto and Miami) and 36th-tallest in the world in 2015. A seven-mile (11 km) system of tunnels and skywalks links Downtown buildings containing shops and restaurants, enabling pedestrians to avoid summer heat and rain while walking between buildings. In the 1960s, Downtown Houston consisted of a collection of mid-rise office structures. Downtown was on the threshold of an energy industry\u2013led boom in 1970. A succession of skyscrapers was built throughout the 1970s\u2014many by real estate developer Gerald D. Hines\u2014culminating with Houston's tallest skyscraper, the 75-floor, 1,002-foot (305 m)-tall JPMorgan Chase Tower (formerly the Texas Commerce Tower), completed in 1982. It is the tallest structure in Texas, 19th tallest building in the United States, and was previously 85th-tallest skyscraper in the world, based on highest architectural feature. In 1983, the 71-floor, 992-foot (302 m)-tall Wells Fargo Plaza (formerly Allied Bank Plaza) was completed, becoming the second-tallest building in Houston and Texas. Based on highest architectural feature, it is the 21st-tallest in the United States. In 2007, Downtown had over 43 million square feet (4,000,000 m2) of office space.\r\nCentered on Post Oak Boulevard and Westheimer Road, the Uptown District boomed during the 1970s and early 1980s when a collection of midrise office buildings, hotels, and retail developments appeared along Interstate 610 West. Uptown became one of the most prominent instances of an edge city. The tallest building in Uptown is the 64-floor, 901-foot (275 m)-tall, Philip Johnson and John Burgee designed landmark Williams Tower (known as the Transco Tower until 1999). At the time of construction, it was believed to be the world's tallest skyscraper outside a central business district. The new 20-story Skanska building and BBVA Compass Plaza are the newest office buildings built in Uptown after 30 years. The Uptown District is also home to buildings designed by noted architects I. M. Pei, C\u00e9sar Pelli, and Philip Johnson. In the late 1990s and early 2000s, a mini-boom of midrise and highrise residential tower construction occurred, with several over 30 stories tall. Since 2000 over 30 skyscrapers have been developed in Houston; all told, 72 high-rises tower over the city, which adds up to about 8,300 units. In 2002, Uptown had more than 23 million square feet (2,100,000 m2) of office space with 16 million square feet (1,500,000 m2) of class A office space.\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\r\n\r\n=== Climate ===\r\n\r\nHouston's climate is classified as humid subtropical (Cfa in the K\u00f6ppen climate classification system), typical of the Southern United States. While not in Tornado Alley, like much of Northern Texas, spring supercell thunderstorms sometimes bring tornadoes to the area.", "start_char_idx": 18568, "end_char_idx": 22752, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "2662654d-4543-4db5-ae50-efcdca49de7d": {"__data__": {"id_": "2662654d-4543-4db5-ae50-efcdca49de7d", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "ac4d78f4-352d-4ed4-8f60-05689202217e", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "fdef3127c2bde824e072df7ada935365cd34738d267d01752d5f32d628c5a14b", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d47345ac-8e4c-4ab7-a757-4a195b97ddbf", "node_type": "1", "metadata": {}, "hash": "2698e09971b9efec76b06206dda5a184e58c0a8938c6ed1d4e4d8b746eff8575", "class_name": "RelatedNodeInfo"}}, "text": "In the late 1990s and early 2000s, a mini-boom of midrise and highrise residential tower construction occurred, with several over 30 stories tall. Since 2000 over 30 skyscrapers have been developed in Houston; all told, 72 high-rises tower over the city, which adds up to about 8,300 units. In 2002, Uptown had more than 23 million square feet (2,100,000 m2) of office space with 16 million square feet (1,500,000 m2) of class A office space.\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\r\n\r\n=== Climate ===\r\n\r\nHouston's climate is classified as humid subtropical (Cfa in the K\u00f6ppen climate classification system), typical of the Southern United States. While not in Tornado Alley, like much of Northern Texas, spring supercell thunderstorms sometimes bring tornadoes to the area. Prevailing winds are from the south and southeast during most of the year, which bring heat and tropical moisture from the nearby Gulf of Mexico and Galveston Bay.During the summer, temperatures reach or exceed 90 \u00b0F (32 \u00b0C) an average of 106.5 days per year, including a majority of days from June to September. Additionally, an average of 4.6 days per year reach or exceed 100 \u00b0F (37.8 \u00b0C). Houston's characteristic subtropical humidity often results in a higher apparent temperature, and summer mornings average over 90% relative humidity. Air conditioning is ubiquitous in Houston; in 1981, annual spending on electricity for interior cooling exceeded $600 million (equivalent to $2.01 billion in 2023), and by the late 1990s, approximately 90% of Houston homes featured air conditioning systems. The record highest temperature recorded in Houston is 109 \u00b0F (43 \u00b0C) at Bush Intercontinental Airport, during September 4, 2000, and again on August 27, 2011.\r\nHouston has mild winters, with occasional cold spells. In January, the normal mean temperature at George Bush Intercontinental Airport is 53 \u00b0F (12 \u00b0C), with an average of 13 days per year with a low at or below 32 \u00b0F (0 \u00b0C), occurring on average between December 3 and February 20, allowing for a growing season of 286 days. Twenty-first century snow events in Houston include a storm on December 24, 2004, which saw 1 inch (3 cm) of snow accumulate in parts of the metro area, and an event on December 7, 2017, which precipitated 0.7 inches (2 cm) of snowfall. Snowfalls of at least 1 inch (2.5 cm) on both December 10, 2008, and December 4, 2009, marked the first time measurable snowfall had occurred in two consecutive years in the city's recorded history. Overall, Houston has seen measurable snowfall 38 times between 1895 and 2018. On February 14 and 15, 1895, Houston received 20 inches (51 cm) of snow, its largest snowfall from one storm on record. The coldest temperature officially recorded in Houston was 5 \u00b0F (\u221215 \u00b0C) on January 18, 1930. The last time Houston saw single digit temperatures was on December 23, 1989. The temperature dropped to 7 \u00b0F (\u221214 \u00b0C) at Bush Airport, marking the coldest temperature ever recorded there. 1.7 inches of snow fell at George Bush Intercontinental Airport the previous day.Houston generally receives ample rainfall, averaging about 49.8 in (1,260 mm) annually based on records between 1981 and 2010. Many parts of the city have a high risk of localized flooding due to flat topography, ubiquitous low-permeability clay-silt prairie soils, and inadequate infrastructure. During the mid-2010s, Greater Houston experienced consecutive major flood events in 2015 (\"Memorial Day\"), 2016 (\"Tax Day\"), and 2017 (Hurricane Harvey). Overall, there have been more casualties and property loss from floods in Houston than in any other locality in the United States. The majority of rainfall occurs between April and October (the wet season of Southeast Texas), when the moisture from the Gulf of Mexico evaporates extensively over the city.Houston has excessive ozone levels and is routinely ranked among the most ozone-polluted cities in the United States.", "start_char_idx": 21948, "end_char_idx": 25911, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d47345ac-8e4c-4ab7-a757-4a195b97ddbf": {"__data__": {"id_": "d47345ac-8e4c-4ab7-a757-4a195b97ddbf", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "2662654d-4543-4db5-ae50-efcdca49de7d", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "3e9f91f2dca5d89699873bdd98e5f636d717c22a726884121f9b64bc820c2f85", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "87a561ac-0505-4ae5-821e-b88ede3f3ad4", "node_type": "1", "metadata": {}, "hash": "399088f8c13e91baee58595f135cf21a60e5ac51017f0fa181388c3a160f656e", "class_name": "RelatedNodeInfo"}}, "text": "Many parts of the city have a high risk of localized flooding due to flat topography, ubiquitous low-permeability clay-silt prairie soils, and inadequate infrastructure. During the mid-2010s, Greater Houston experienced consecutive major flood events in 2015 (\"Memorial Day\"), 2016 (\"Tax Day\"), and 2017 (Hurricane Harvey). Overall, there have been more casualties and property loss from floods in Houston than in any other locality in the United States. The majority of rainfall occurs between April and October (the wet season of Southeast Texas), when the moisture from the Gulf of Mexico evaporates extensively over the city.Houston has excessive ozone levels and is routinely ranked among the most ozone-polluted cities in the United States. Ground-level ozone, or smog, is Houston's predominant air pollution problem, with the American Lung Association rating the metropolitan area's ozone level twelfth on the \"Most Polluted Cities by Ozone\" in 2017, after major cities such as Los Angeles, Phoenix, New York City, and Denver. The industries along the ship channel are a major cause of the city's air pollution. The rankings are in terms of peak-based standards, focusing strictly on the worst days of the year; the average ozone levels in Houston are lower than what is seen in most other areas of the country, as dominant winds ensure clean, marine air from the Gulf. Excessive man-made emissions in the Houston area led to a persistent increase of atmospheric carbon dioxide over the city. Such an increase, often regarded as \"CO2 urban dome\", is driven by a combination of strong emissions and stagnant atmospheric conditions. Moreover, Houston is the only metropolitan area with less than ten million citizens where such a CO2 dome can be detected by satellites.\r\n\r\nBecause of Houston's wet season and proximity to the Gulf Coast, the city is prone to flooding from heavy rains; the most notable flooding events include Tropical Storm Allison in 2001 and Hurricane Harvey in 2017, along with most recent Tropical Storm Imelda in 2019 and Tropical Storm Beta in 2020. In response to Hurricane Harvey, Mayor Sylvester Turner of Houston initiated plans to require developers to build homes that will be less susceptible to flooding by raising them two feet above the 500-year floodplain. Hurricane Harvey damaged hundreds of thousands of homes and dumped trillions of gallons of water into the city. In places this led to feet of standing water that blocked streets and flooded homes. The Houston City Council passed this regulation in 2018 with a vote of 9\u20137. Had these floodplain development rules had been in place all along, it is estimated that 84% of homes in the 100-year and 500-year floodplains would have been spared damage.In a recent case testing these regulations, near the Brickhouse Gulley, an old golf course that long served as a floodplain and reservoir for floodwaters, announced a change of heart toward intensifying development. A nationwide developer, Meritage Homes, bought the land and planned to develop the 500-year floodplain into 900 new residential homes. Their plan would bring in $360 million in revenue and boost city population and tax revenue. In order to meet the new floodplain regulations, the developers needed to elevate the lowest floors two feet above the 500-year floodplain, equivalent to five or six feet above the 100-year base flood elevation, and build a channel to direct stormwater runoff toward detention basins. Before Hurricane Harvey, the city had bought $10.7 million in houses in this area specifically to take them out of danger. In addition to developing new streets and single-family housing within a floodplain, a flowing flood-water stream termed a floodway runs through the development area, a most dangerous place to encounter during any future flooding event. Under Texas law Harris County, like other more rural Texas counties, cannot direct developers where to build or not build via land use controls such as a zoning ordinance, and instead can only impose general floodplain regulations for enforcement during subdivision approvals and building permit approvals.\r\n\r\n\r\n== Demographics ==\r\n\r\nThe 2020 U.S. census determined Houston had a population of 2,304,580. In 2017, the census-estimated population was 2,312,717, and in 2018 it was 2,325,502. An estimated 600,000 undocumented immigrants resided in the Houston area in 2017, comprising nearly 9% of the city's metropolitan population. At the 2010 United States census, Houston had a population of 2,100,263 residents, up from the city's 2,396 at the 1850 census.", "start_char_idx": 25165, "end_char_idx": 29757, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "87a561ac-0505-4ae5-821e-b88ede3f3ad4": {"__data__": {"id_": "87a561ac-0505-4ae5-821e-b88ede3f3ad4", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d47345ac-8e4c-4ab7-a757-4a195b97ddbf", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "de1f48047bf751a829dd9ec5b263a33b47cfbaab0e9760016cdd5f92f9839dd2", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "056a9fa4-88d8-482f-a57f-c779d42913fd", "node_type": "1", "metadata": {}, "hash": "539acf184f73b9b267ceb223644e1c37b9d3ef150bbe69981a3c023dd13dbad1", "class_name": "RelatedNodeInfo"}}, "text": "Under Texas law Harris County, like other more rural Texas counties, cannot direct developers where to build or not build via land use controls such as a zoning ordinance, and instead can only impose general floodplain regulations for enforcement during subdivision approvals and building permit approvals.\r\n\r\n\r\n== Demographics ==\r\n\r\nThe 2020 U.S. census determined Houston had a population of 2,304,580. In 2017, the census-estimated population was 2,312,717, and in 2018 it was 2,325,502. An estimated 600,000 undocumented immigrants resided in the Houston area in 2017, comprising nearly 9% of the city's metropolitan population. At the 2010 United States census, Houston had a population of 2,100,263 residents, up from the city's 2,396 at the 1850 census.\r\nPer the 2019 American Community Survey, Houston's age distribution was 482,402 under 15; 144,196 aged 15 to 19; 594,477 aged 20 to 34; 591,561 aged 35 to 54; 402,804 aged 55 to 74; and 101,357 aged 75 and older. The median age of the city was 33.4. At the 2014-2018 census estimates, Houston's age distribution was 486,083 under 15; 147,710 aged 15 to 19; 603,586 aged 20 to 34; 726,877 aged 35 to 59; and 357,834 aged 60 and older. The median age was 33.1, up from 32.9 in 2017 and down from 33.5 in 2014; the city's youthfulness has been attributed to an influx of an African American New Great Migration, Hispanic and Latino American, and Asian immigrants into Texas. For every 100 females, there were 98.5 males.There were 987,158 housing units in 2019 and 876,504 households. An estimated 42.3% of Houstonians owned housing units, with an average of 2.65 people per household. The median monthly owner costs with a mortgage were $1,646, and $536 without a mortgage. Houston's median gross rent from 2015 to 2019 was $1,041. The median household income in 2019 was $52,338 and 20.1% of Houstonians lived at or below the poverty line.\r\n\r\n\r\n=== Race and ethnicity ===\r\nHouston is a majority-minority city. The Rice University Kinder Institute for Urban Research, a think tank, has described Greater Houston as \"one of the most ethnically and culturally diverse metropolitan areas in the country\". Houston's diversity, historically fueled by large waves of Hispanic and Latino Americans, and Asian immigrants, has been attributed to its relatively lower cost of living compared to most major cities, strong job market, and role as a hub for refugee resettlement.Houston has long been known as a popular destination for African Americans due to the city's well-established and influential African American community. Houston has become known as a Black mecca akin to Atlanta because it is a major living destination for Black professionals and entrepreneurs. The Houston area is home to the largest African American community in Texas and west of the Mississippi River. A 2012 Kinder Institute report found that, based on the evenness of population distribution between the four major racial groups in the United States (non-Hispanic white, non-Hispanic black, Hispanic or Latino, and Asian), Greater Houston was the most ethnically diverse metropolitan area in the United States, ahead of New York City.In 2019, according to the U.S. Census Bureau, non-Hispanic whites made up 23.3% of the population of Houston proper, Hispanics and Latino Americans 45.8%, Blacks or African Americans 22.4%, and Asian Americans 6.5%. In 2018, non-Hispanic whites made up 20.7% of the population, Hispanics or Latino Americans 44.9%, Blacks or African Americans 30.3%, and Asian Americans 8.2%. The largest Hispanic or Latino American ethnic groups in the city were Mexican Americans (31.6%), Puerto Ricans (0.8%), and Cuban Americans (0.8%) in 2018.As documented, Houston has a higher proportion of minorities than non-Hispanic whites; in 2010, whites (including Hispanic whites) made up 57.6% of the city of Houston's population; 24.6% of the total population was non-Hispanic white.", "start_char_idx": 28997, "end_char_idx": 32929, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "056a9fa4-88d8-482f-a57f-c779d42913fd": {"__data__": {"id_": "056a9fa4-88d8-482f-a57f-c779d42913fd", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "87a561ac-0505-4ae5-821e-b88ede3f3ad4", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "1e6e4610732ff07279736b73b2c808c87204ca16704707ad0198916fc32dc034", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d00f4bee-a8ac-49cf-9275-e5b0d4d56316", "node_type": "1", "metadata": {}, "hash": "b747ad76c57778515ef43aaaa17f96b6db2368f34b582fb3bd72b6c167ca73f4", "class_name": "RelatedNodeInfo"}}, "text": "Census Bureau, non-Hispanic whites made up 23.3% of the population of Houston proper, Hispanics and Latino Americans 45.8%, Blacks or African Americans 22.4%, and Asian Americans 6.5%. In 2018, non-Hispanic whites made up 20.7% of the population, Hispanics or Latino Americans 44.9%, Blacks or African Americans 30.3%, and Asian Americans 8.2%. The largest Hispanic or Latino American ethnic groups in the city were Mexican Americans (31.6%), Puerto Ricans (0.8%), and Cuban Americans (0.8%) in 2018.As documented, Houston has a higher proportion of minorities than non-Hispanic whites; in 2010, whites (including Hispanic whites) made up 57.6% of the city of Houston's population; 24.6% of the total population was non-Hispanic white. Blacks or African Americans made up 22.5% of Houston's population, American Indians made up 0.3% of the population, Asians made up 6.9% (1.7% Vietnamese, 1.3% Chinese, 1.3% Indian, 0.9% Pakistani, 0.4% Filipino, 0.3% Korean, 0.1% Japanese) and Pacific Islanders made up 0.1%. Individuals from some other race made up 15.69% of the city's population. Individuals from two or more races made up 2.1% of the city.At the 2000 U.S. census, the racial makeup of the city was 49.3% White, 25.3% Black or African American, 5.3% Asian, 0.7% American Indian, 0.1% Pacific Islander, 16.5% from some other race, and 3.1% from two or more races. In addition, Hispanics and Latinos of any race made up 37.4% of Houston's population in 2000, while non-Hispanic whites made up 30.8%. The proportion of non-Hispanic whites in Houston has decreased significantly since 1970, when it was 62.4%.\r\n\r\n\r\n=== Sexual orientation and gender identity ===\r\n\r\nHouston is home to one of the largest LGBT communities and pride parades in the United States. In 2018, the city scored a 70 out of 100 for LGBT friendliness. Jordan Blum of the Houston Chronicle stated levels of LGBT acceptance and discrimination varied in 2016 due to some of the region's traditionally conservative culture.Before the 1970s, the city's gay bars were spread around Downtown Houston and what is now midtown Houston. LGBT Houstonians needed to have a place to socialize after the closing of the gay bars. They began going to Art Wren, a 24-hour restaurant in Montrose. LGBT community members were attracted to Montrose as a neighborhood after encountering it while patronizing Art Wren, and they began to gentrify the neighborhood and assist its native inhabitants with property maintenance. Within Montrose, new gay bars began to open. By 1985, the flavor and politics of the neighborhood were heavily influenced by the LGBT community, and in 1990, according to Hill, 19% of Montrose residents identified as LGBT. Paul Broussard was murdered in Montrose in 1991.Before the legalization of same-sex marriage in the United States the marriage of Billie Ert and Antonio Molina, considered the first same-sex marriage in Texas history, took place on October 5, 1972. Houston elected the first openly lesbian mayor of a major city in 2009, and she served until 2016. During her tenure she authorized the Houston Equal Rights Ordinance which was intended to improve anti-discrimination coverage based on sexual orientation and gender identity in the city, specifically in areas such as housing and occupation where no anti-discrimination policy existed.\r\n\r\n\r\n=== Religion ===\r\nHouston and its metropolitan area are the third-most religious and Christian area by percentage of population in the United States, and second in Texas behind the Dallas\u2013Fort Worth metroplex. Historically, Houston has been a center of Protestant Christianity, being part of the Bible Belt. Other Christian groups including Eastern and Oriental Orthodox Christianity, and non-Christian religions did not grow for much of the city's history because immigration was predominantly from Western Europe (which at the time was dominated by Western Christianity and favored by the quotas in federal immigration law).", "start_char_idx": 32194, "end_char_idx": 36157, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d00f4bee-a8ac-49cf-9275-e5b0d4d56316": {"__data__": {"id_": "d00f4bee-a8ac-49cf-9275-e5b0d4d56316", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "056a9fa4-88d8-482f-a57f-c779d42913fd", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "31c401bf2f5e06270bdaa231b00ef908566cb1fcfdc92cd18311eb72ed22f9f7", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "bd739789-4ecd-4a03-bcf6-dd3e5e3ddd06", "node_type": "1", "metadata": {}, "hash": "a7feb5b2c3a5ee5866d91ad6f359b46e13521fc6fd87c389c1603e52065772fc", "class_name": "RelatedNodeInfo"}}, "text": "Houston elected the first openly lesbian mayor of a major city in 2009, and she served until 2016. During her tenure she authorized the Houston Equal Rights Ordinance which was intended to improve anti-discrimination coverage based on sexual orientation and gender identity in the city, specifically in areas such as housing and occupation where no anti-discrimination policy existed.\r\n\r\n\r\n=== Religion ===\r\nHouston and its metropolitan area are the third-most religious and Christian area by percentage of population in the United States, and second in Texas behind the Dallas\u2013Fort Worth metroplex. Historically, Houston has been a center of Protestant Christianity, being part of the Bible Belt. Other Christian groups including Eastern and Oriental Orthodox Christianity, and non-Christian religions did not grow for much of the city's history because immigration was predominantly from Western Europe (which at the time was dominated by Western Christianity and favored by the quotas in federal immigration law). The Immigration and Nationality Act of 1965 removed the quotas, allowing for the growth of other religions.According to a 2014 study by the Pew Research Center, 73% of the population of the Houston area identified themselves as Christians, about 50% of whom claimed Protestant affiliations and about 19% claimed Roman Catholic affiliations. Nationwide, about 71% of respondents identified as Christians. About 20% of Houston-area residents claimed no religious affiliation, compared to about 23% nationwide. The same study says area residents who identify with other religions (including Judaism, Buddhism, Islam, and Hinduism) collectively made up about 7% of the area population.In 2020, the Public Religion Research Institute estimated 40% were Protestant and 29% Catholic; overall, Christianity represented 72% of the population. In 2020, the Association of Religion Data Archives determined the Catholic Church numbered 1,299,901 for the metropolitan area; the second-largest single Christian denomination (Southern Baptists) numbered 800,688; following, non-denominational Protestant churches represented the third-largest Christian cohort at 666,548. Altogether, however, Baptists of the Southern Baptist Convention, the American Baptist Association, American Baptist Churches USA, Full Gospel Baptist Church Fellowship, National Baptist Convention USA and National Baptist Convention of America, and the National Missionary Baptist Convention numbered 926,554. Non-denominational Protestants, the Disciples of Christ, Christian Churches and Churches of Christ, and the Churches of Christ numbered 723,603 altogether according to this study.\r\nLakewood Church in Houston, led by Pastor Joel Osteen, is the largest church in the United States. A megachurch, it had 44,800 weekly attendees in 2010, up from 11,000 weekly in 2000. Since 2005, it has occupied the former Compaq Center sports stadium. In September 2010, Outreach magazine published a list of the 100 largest Christian churches in the United States, and on the list were the following Houston-area churches: Lakewood, Second Baptist Church Houston, Woodlands Church, Church Without Walls, and First Baptist Church. According to the list, Houston and Dallas were tied as the second-most popular city for megachurches.\r\nThe Roman Catholic Archdiocese of Galveston-Houston, the largest Catholic jurisdiction in Texas and fifth-largest in the United States, was established in 1847. The Roman Catholic Archdiocese of Galveston-Houston claimed approximately 1.7 million Catholics within its boundaries as of 2019. Its co-cathedral is located within the Houston city limits, while the diocesan see is in Galveston. Other prominent Catholic jurisdictions include the Eastern Catholic Ruthenian Greek Catholic Church and Ukrainian Greek Catholic Church as well as the Personal Ordinariate of the Chair of Saint Peter, whose cathedral is also in Houston.\r\nA variety of Eastern and Oriental Orthodox churches can be found in Houston. Immigrants from Eastern Europe, the Middle East, Ethiopia, India, and other areas have added to Houston's Eastern and Oriental Orthodox population. As of 2011 in the entire state, 32,000 people actively attended Orthodox churches. In 2013 Father John Whiteford, the pastor of St. Jonah Orthodox Church near Spring, stated there were about 6,000-9,000 Eastern Orthodox Christians in Houston. The Association of Religion Data Archives numbered 16,526 Eastern and Oriental Orthodox Houstonians in 2020. The most prominent Eastern and Oriental Orthodox jurisdictions are the Greek Orthodox Archdiocese of America, the Antiochian Orthodox Archdiocese of North America, the Coptic Orthodox Church of Alexandria, and Ethiopian Orthodox Tewahedo Church.Houston's Jewish community, estimated at 47,000 in 2001, has been present in the city since the 1800s.", "start_char_idx": 35141, "end_char_idx": 39996, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "bd739789-4ecd-4a03-bcf6-dd3e5e3ddd06": {"__data__": {"id_": "bd739789-4ecd-4a03-bcf6-dd3e5e3ddd06", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d00f4bee-a8ac-49cf-9275-e5b0d4d56316", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "72e10a2e8836e172d1e608442d1785b6eda9be4400269b4cae714a83679270e0", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f37ed343-d090-4adb-aa94-594987ca1d1f", "node_type": "1", "metadata": {}, "hash": "47cec72f6eec6693d5bdf2aa57647afa625c330a6d5bf1be3ebc484806ea518f", "class_name": "RelatedNodeInfo"}}, "text": "Immigrants from Eastern Europe, the Middle East, Ethiopia, India, and other areas have added to Houston's Eastern and Oriental Orthodox population. As of 2011 in the entire state, 32,000 people actively attended Orthodox churches. In 2013 Father John Whiteford, the pastor of St. Jonah Orthodox Church near Spring, stated there were about 6,000-9,000 Eastern Orthodox Christians in Houston. The Association of Religion Data Archives numbered 16,526 Eastern and Oriental Orthodox Houstonians in 2020. The most prominent Eastern and Oriental Orthodox jurisdictions are the Greek Orthodox Archdiocese of America, the Antiochian Orthodox Archdiocese of North America, the Coptic Orthodox Church of Alexandria, and Ethiopian Orthodox Tewahedo Church.Houston's Jewish community, estimated at 47,000 in 2001, has been present in the city since the 1800s. Houstonian Jews have origins from throughout the United States, Israel, Mexico, Russia, and other places. As of 2016, over 40 synagogues were in Greater Houston. The largest synagogues are Congregation Beth Yeshurun, a Conservative Jewish temple, and the Reform Jewish congregations Beth Israel and Emanu-El. According to a study in 2016 by Berman Jewish DataBank, 51,000 Jews lived in the area, an increase of 4,000 since 2001.Houston has a large and diverse Muslim community; it is the largest in Texas and the Southern United States, as of 2012. It is estimated that Muslims made up 1.2% of Houston's population. As of 2016, Muslims in the Houston area included South Asians, Middle Easterners, Africans, Turks, and Indonesians, as well as a growing population of Latino Muslim converts. In 2000 there were over 41 mosques and storefront religious centers, with the largest being the Al-Noor Mosque (Mosque of Light) of the Islamic Society of Greater Houston.The Hindu, Sikh, and Buddhist communities form a growing sector of the religious demographic after Judaism and Islam. Large Hindu temples in the metropolitan area include the BAPS Shri Swaminarayan Mandir Houston, affiliated with the Swaminarayan Sampradaya denomination in Fort Bend County, near the suburb of Stafford as well as the South Indian-style Sri Meenakshi Temple in suburban Pearland, in Brazoria County, which is the oldest Hindu temple in Texas and third-oldest Hindu temple in the United States.Of the irreligious community 16% practiced nothing in particular, 3% were agnostic, and 2% were atheist in 2014.\r\n\r\n\r\n== Economy ==\r\n\r\nHouston is recognized worldwide for its energy industry\u2014particularly for oil and natural gas\u2014as well as for biomedical research and aeronautics. Renewable energy sources\u2014wind and solar\u2014are also growing economic bases in the city, and the City Government purchases 90% of its annual 1 TWh power mostly from wind, and some from solar. Since the 2020s Houston has become a growing hub for technology startup firms and is the fastest growing sector of the city's economy. Major technology and software companies within Greater Houston include Crown Castle, KBR, FlightAware, Cybersoft, Houston Wire & Cable, and HostGator. Aylo, Go Daddy, and ByteDance have offices in the Houston area. On April 4, 2022, Hewlett Packard Enterprise relocated its global headquarters from California to the Greater Houston area. The Houston Ship Channel is also a large part of Houston's economic base.\r\nBecause of these strengths, Houston is designated as a global city by the Globalization and World Cities Study Group and Network and global management consulting firm A.T. Kearney. The Houston area is the top U.S. market for exports, surpassing New York City in 2013, according to data released by the U.S. Department of Commerce's International Trade Administration. In 2012, the Houston\u2013The Woodlands\u2013Sugar Land area recorded $110.3 billion in merchandise exports. Petroleum products, chemicals, and oil and gas extraction equipment accounted for roughly two-thirds of the metropolitan area's exports last year. The top three destinations for exports were Mexico, Canada, and Brazil.The Houston area is a leading center for building oilfield equipment. Much of its success as a petrochemical complex is due to its busy ship channel, the Port of Houston. In the United States, the port ranks first in international commerce and 16th among the largest ports in the world. Unlike most places, high oil and gasoline prices are beneficial for Houston's economy, as many of its residents are employed in the energy industry.", "start_char_idx": 39149, "end_char_idx": 43606, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f37ed343-d090-4adb-aa94-594987ca1d1f": {"__data__": {"id_": "f37ed343-d090-4adb-aa94-594987ca1d1f", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "bd739789-4ecd-4a03-bcf6-dd3e5e3ddd06", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cfa74b0ed751ceb05d8000e15230a711d6ec26ebc358cd6c9c133e80e3129692", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "58b15220-1af1-44ef-9d2f-a444c52ea150", "node_type": "1", "metadata": {}, "hash": "2502ab30ea3bc3a95e1466125082eee2fc7b840d45ea6a0ee9b281bbefb01b1e", "class_name": "RelatedNodeInfo"}}, "text": "market for exports, surpassing New York City in 2013, according to data released by the U.S. Department of Commerce's International Trade Administration. In 2012, the Houston\u2013The Woodlands\u2013Sugar Land area recorded $110.3 billion in merchandise exports. Petroleum products, chemicals, and oil and gas extraction equipment accounted for roughly two-thirds of the metropolitan area's exports last year. The top three destinations for exports were Mexico, Canada, and Brazil.The Houston area is a leading center for building oilfield equipment. Much of its success as a petrochemical complex is due to its busy ship channel, the Port of Houston. In the United States, the port ranks first in international commerce and 16th among the largest ports in the world. Unlike most places, high oil and gasoline prices are beneficial for Houston's economy, as many of its residents are employed in the energy industry. Houston is the beginning or end point of numerous oil, gas, and products pipelines.The Houston\u2013The Woodlands\u2013Sugar Land metro area's gross domestic product (GDP) in 2022 was $633 billion, making it the seventh-largest of any metropolitan area in the United States and larger than Iran's, Colombia's, or the United Arab Emirates' GDP. Only 27 countries other than the United States have a gross domestic product exceeding Houston's regional gross area product (GAP). In 2010, mining (which consists almost entirely of exploration and production of oil and gas in Houston) accounted for 26.3% of Houston's GAP up sharply in response to high energy prices and a decreased worldwide surplus of oil production capacity, followed by engineering services, health services, and manufacturing.The University of Houston System's annual impact on the Houston area's economy equates to that of a major corporation: $1.1 billion in new funds attracted annually to the Houston area, $3.13 billion in total economic benefit, and 24,000 local jobs generated. This is in addition to the 12,500 new graduates the U.H. System produces every year who enter the workforce in Houston and throughout Texas. These degree-holders tend to stay in Houston. After five years, 80.5% of graduates are still living and working in the region.Ninety-one foreign governments have established consular offices in Houston's metropolitan area, the third-highest in the nation. Forty foreign governments maintain trade and commercial offices here with 23 active foreign chambers of commerce and trade associations. Twenty-five foreign banks representing 13 nations operate in Houston, providing financial assistance to the international community.In 2013, Houston was identified as the number one U.S. city for job creation by the U.S. Bureau of Statistics after it was not only the first major city to regain all the jobs lost in the preceding economic downturn, but also after the crash, more than two jobs were added for every one lost. Economist and vice president of research at the Greater Houston Partnership Patrick Jankowski attributed Houston's success to the ability of the region's real estate and energy industries to learn from historical mistakes. Furthermore, Jankowski stated that \"more than 100 foreign-owned companies relocated, expanded or started new businesses in Houston\" between 2008 and 2010, and this openness to external business boosted job creation during a period when domestic demand was problematically low.\r\n\r\n\r\n== Culture ==\r\n\r\nLocated in the American South, Houston is a diverse city with a large and growing international community. The Greater Houston metropolitan area is home to an estimated 1.1 million (21.4 percent) residents who were born outside the United States, with nearly two-thirds of the area's foreign-born population from south of the United States\u2013Mexico border since 2009. Additionally, more than one in five foreign-born residents are from Asia. The city is home to the nation's third-largest concentration of consular offices, representing 92 countries.Many annual events celebrate the diverse cultures of Houston. The largest and longest-running is the annual Houston Livestock Show and Rodeo, held over 20 days from early to late March, and is the largest annual livestock show and rodeo in the world. Another large celebration is the annual night-time Houston Gay Pride Parade, held at the end of June. Other notable annual events include the Houston Greek Festival, Art Car Parade, the Houston Auto Show, the Houston International Festival, and the Bayou City Art Festival, which is considered to be one of the top five art festivals in the United States.Houston is highly regarded for its diverse food and restaurant culture. Houston received the official nickname of \"Space City\" in 1967 because it is the location of NASA's Lyndon B. Johnson Space Center.", "start_char_idx": 42700, "end_char_idx": 47488, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "58b15220-1af1-44ef-9d2f-a444c52ea150": {"__data__": {"id_": "58b15220-1af1-44ef-9d2f-a444c52ea150", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f37ed343-d090-4adb-aa94-594987ca1d1f", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "120a8e3007ce904f840efda4fc27b5dc70b5c74c9195f9ad3a34a6264b1382ab", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "91facb47-7aed-4c85-9be8-c6cda3705e62", "node_type": "1", "metadata": {}, "hash": "bf5c3bd6ec0fe901a68e7d065e8d545ae127d1b6a10da523ab6cfbca395dcf27", "class_name": "RelatedNodeInfo"}}, "text": "The city is home to the nation's third-largest concentration of consular offices, representing 92 countries.Many annual events celebrate the diverse cultures of Houston. The largest and longest-running is the annual Houston Livestock Show and Rodeo, held over 20 days from early to late March, and is the largest annual livestock show and rodeo in the world. Another large celebration is the annual night-time Houston Gay Pride Parade, held at the end of June. Other notable annual events include the Houston Greek Festival, Art Car Parade, the Houston Auto Show, the Houston International Festival, and the Bayou City Art Festival, which is considered to be one of the top five art festivals in the United States.Houston is highly regarded for its diverse food and restaurant culture. Houston received the official nickname of \"Space City\" in 1967 because it is the location of NASA's Lyndon B. Johnson Space Center. Other nicknames often used by locals include \"Bayou City\", \"Clutch City\", \"Crush City\", \"Magnolia City\", \"H-Town\", and \"Culinary Capital of the South\".\r\n\r\n\r\n=== Arts and theater ===\r\nThe Houston Theater District, in Downtown, is home to nine major performing arts organizations and six performance halls. It is the second-largest concentration of theater seats in a Downtown area in the United States.Houston is one of the few United States cities with permanent, professional, resident companies in all major performing arts disciplines: opera (Houston Grand Opera), ballet (Houston Ballet), music (Houston Symphony Orchestra), and theater (The Alley Theatre, Theatre Under the Stars). Houston is also home to folk artists, art groups and various small progressive arts organizations.Houston attracts many touring Broadway acts, concerts, shows, and exhibitions for a variety of interests. Facilities in the Theater District include the Jones Hall\u2014home of the Houston Symphony Orchestra and Society for the Performing Arts\u2014and the Hobby Center for the Performing Arts.\r\nThe Museum District's cultural institutions and exhibits attract more than 7 million visitors a year. Notable facilities include The Museum of Fine Arts, the Houston Museum of Natural Science, the Contemporary Arts Museum Houston, the Station Museum of Contemporary Art, the Holocaust Museum Houston, the Children's Museum of Houston, and the Houston Zoo.Located near the Museum District are The Menil Collection, Rothko Chapel, the Moody Center for the Arts and the Byzantine Fresco Chapel Museum.\r\nBayou Bend is a 14-acre (5.7 ha) facility of the Museum of Fine Arts that houses one of America's most prominent collections of decorative art, paintings, and furniture. Bayou Bend is the former home of Houston philanthropist Ima Hogg.The National Museum of Funeral History is in Houston near the George Bush Intercontinental Airport. The museum houses the original Popemobile used by Pope John Paul II in the 1980s along with numerous hearses, embalming displays, and information on famous funerals.\r\nVenues across Houston regularly host local and touring rock, blues, country, dubstep, and Tejano musical acts. While Houston has never been widely known for its music scene, Houston hip hop has become a significant, independent music scene that is influential nationwide. Houston is the birthplace of the chopped and screwed remixing-technique in hip-hop which was pioneered by DJ Screw from the city. Some other notable hip-hop artists from the area include Destiny's Child, Don Toliver, Slim Thug, Paul Wall, Mike Jones, Bun B, Geto Boys, Trae tha Truth, Kirko Bangz, Z-Ro, South Park Mexican, Travis Scott and Megan Thee Stallion.\r\n\r\n\r\n=== Tourism and recreation ===\r\nThe Theater District is a 17-block area in the center of Downtown Houston that is home to the Bayou Place entertainment complex, restaurants, movies, plazas, and parks. Bayou Place is a large multilevel building containing full-service restaurants, bars, live music, billiards, and Sundance Cinema. The Bayou Music Center stages live concerts, stage plays, and stand-up comedy.\r\nSpace Center Houston is the official visitors' center of NASA's Lyndon B. Johnson Space Center. The Space Center has many interactive exhibits including Moon rocks, a Space Shuttle simulator, and presentations about the history of NASA's manned space flight program. Other tourist attractions include the Galleria (Texas's largest shopping mall, in the Uptown District), Old Market Square, the Downtown Aquarium, and Sam Houston Race Park.\r\nHouston's current Chinatown and the Mahatma Gandhi District are two major ethnic enclaves, reflecting Houston's multicultural makeup. Restaurants, bakeries, traditional-clothing boutiques, and specialty shops can be found in both areas.", "start_char_idx": 46571, "end_char_idx": 51289, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "91facb47-7aed-4c85-9be8-c6cda3705e62": {"__data__": {"id_": "91facb47-7aed-4c85-9be8-c6cda3705e62", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "58b15220-1af1-44ef-9d2f-a444c52ea150", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "3b4c82b00653d07b0b6eca087666105b9ac0b7e08d872148335e1c36b76de7d4", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "4426b5d6-cac1-4c7e-b036-ffe8752a70d5", "node_type": "1", "metadata": {}, "hash": "bc1ec2a7ce12f12639e91d3c81c81afdef5de2b653abe3fdcfa91e28843a5141", "class_name": "RelatedNodeInfo"}}, "text": "Bayou Place is a large multilevel building containing full-service restaurants, bars, live music, billiards, and Sundance Cinema. The Bayou Music Center stages live concerts, stage plays, and stand-up comedy.\r\nSpace Center Houston is the official visitors' center of NASA's Lyndon B. Johnson Space Center. The Space Center has many interactive exhibits including Moon rocks, a Space Shuttle simulator, and presentations about the history of NASA's manned space flight program. Other tourist attractions include the Galleria (Texas's largest shopping mall, in the Uptown District), Old Market Square, the Downtown Aquarium, and Sam Houston Race Park.\r\nHouston's current Chinatown and the Mahatma Gandhi District are two major ethnic enclaves, reflecting Houston's multicultural makeup. Restaurants, bakeries, traditional-clothing boutiques, and specialty shops can be found in both areas.\r\nHouston is home to 337 parks, including Hermann Park, Terry Hershey Park, Lake Houston Park, Memorial Park, Tranquility Park, Sesquicentennial Park, Discovery Green, Buffalo Bayou Park and Sam Houston Park. Within Hermann Park are the Houston Zoo and the Houston Museum of Natural Science. Sam Houston Park contains restored and reconstructed homes which were originally built between 1823 and 1905.Of the 10 most populous U.S. cities, Houston has the largest total area of parks and green space, 56,405 acres (228 km2). The city also has over 200 additional green spaces\u2014totaling over 19,600 acres (79 km2) that are managed by the city\u2014including the Houston Arboretum and Nature Center. The Lee and Joe Jamail Skatepark is a public skatepark owned and operated by the city of Houston, and is one of the largest skateparks in Texas consisting of a 30,000-ft2 (2,800 m2)in-ground facility.\r\nThe Gerald D. Hines Waterwall Park in the Uptown District of the city serves as a popular tourist attraction and for weddings and various celebrations. A 2011 study by Walk Score ranked Houston the 23rd most walkable of the 50 largest cities in the United States.\r\n\r\n\r\n=== Sports ===\r\n\r\nHouston has sports teams for every major professional league except the National Hockey League. The Houston Astros are a Major League Baseball  expansion team formed in 1962 (known as the \"Colt .45s\" until 1965) that have won the World Series in 2017 and 2022 and appeared in it in 2005, 2019, and 2021. It is the only MLB team to have won pennants in both modern leagues. The Houston Rockets are a National Basketball Association  franchise based in the city since 1971. They have won two NBA Championships, one in 1994 and another in 1995, under star players Hakeem Olajuwon, Otis Thorpe, Clyde Drexler, Vernon Maxwell, and Kenny Smith. The Houston Texans are a National Football League  expansion team formed in 2002. The Houston Dynamo is a Major League Soccer  franchise that has been based in Houston since 2006, winning two MLS Cup titles in 2006 and 2007. The Houston Dash team plays in the National Women's Soccer League, who won their first title in 2020. The Houston SaberCats are a rugby team that plays in Major League Rugby. The Houston Roughnecks are a future UFL team starting operations in 2024. They were previously in the XFL before it was announced they were moving to the UFL in 2024.Minute Maid Park (home of the Astros) and Toyota Center (home of the Rockets), are in Downtown Houston. Houston has the NFL's first retractable-roof stadium with natural grass, NRG Stadium (home of the Texans). Minute Maid Park is also a retractable-roof stadium. Toyota Center also has the largest screen for an indoor arena in the United States built to coincide with the arena's hosting of the 2013 NBA All-Star Game. Shell Energy Stadium is a soccer-specific stadium for the Houston Dynamo, the Texas Southern Tigers football team, and Houston Dash, in East Downtown. Aveva Stadium (home of the SaberCats) is in south Houston. In addition, NRG Astrodome was the first indoor stadium in the world, built in 1965. Other sports facilities include Hofheinz Pavilion (Houston Cougars basketball), Rice Stadium (Rice Owls football), and NRG Arena.", "start_char_idx": 50402, "end_char_idx": 54518, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "4426b5d6-cac1-4c7e-b036-ffe8752a70d5": {"__data__": {"id_": "4426b5d6-cac1-4c7e-b036-ffe8752a70d5", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "91facb47-7aed-4c85-9be8-c6cda3705e62", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5eae59735df5bc8875baf7f2a6cd5bcff689c871930cfbd99b65d198b7e9cbc4", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "2a4fb23b-ab67-458c-bad3-53869d4533d3", "node_type": "1", "metadata": {}, "hash": "c7846ecec5017333b50876fbad34bca45b2501ee0f5bcfa5b21d80bca02ed243", "class_name": "RelatedNodeInfo"}}, "text": "Houston has the NFL's first retractable-roof stadium with natural grass, NRG Stadium (home of the Texans). Minute Maid Park is also a retractable-roof stadium. Toyota Center also has the largest screen for an indoor arena in the United States built to coincide with the arena's hosting of the 2013 NBA All-Star Game. Shell Energy Stadium is a soccer-specific stadium for the Houston Dynamo, the Texas Southern Tigers football team, and Houston Dash, in East Downtown. Aveva Stadium (home of the SaberCats) is in south Houston. In addition, NRG Astrodome was the first indoor stadium in the world, built in 1965. Other sports facilities include Hofheinz Pavilion (Houston Cougars basketball), Rice Stadium (Rice Owls football), and NRG Arena. TDECU Stadium is where the University of Houston's Cougars football team plays.Houston has hosted several major sports events: the 1968, 1986 and 2004 Major League Baseball All-Star Games; the 1989, 2006 and 2013 NBA All-Star Games; Super Bowl VIII, Super Bowl XXXVIII, and Super Bowl LI, as well as hosting the 1981, 1986, 1994 and 1995 NBA Finals, winning the latter two, and hosting the 2005 World Series, 2017 World Series, 2019 World Series, 2021 World Series and 2022 World Series. The city won its first baseball championship during the 2017 event and won again 5 years later. NRG Stadium hosted Super Bowl LI on February 5, 2017. Houston will host multiple matches during the 2026 FIFA World Cup.\r\nThe city has hosted several major professional and college sporting events, including the annual Houston Open golf tournament. Houston hosts the annual Houston College Classic baseball tournament every February, and the Texas Kickoff and Bowl in September and December, respectively.The Grand Prix of Houston, an annual auto race on the IndyCar Series circuit was held on a 1.7-mile temporary street circuit in NRG Park. The October 2013 event was held using a tweaked version of the 2006\u20132007 course. The event had a five-year race contract through 2017 with IndyCar. In motorcycling, the Astrodome hosted an AMA Supercross Championship round from 1974 to 2003 and the NRG Stadium since 2003.\r\nHouston is also one of the first cities in the world to have a major esports team represent it, in the form of the Houston Outlaws. The Outlaws play in the Overwatch League and are one of two Texan teams, the other being the Dallas Fuel.\r\n\r\n\r\n== Government ==\r\n\r\nThe city of Houston has a strong mayoral form of municipal government. Houston is a home rule city and all municipal elections in Texas are nonpartisan. The city's elected officials are the mayor, city controller and 16 members of the Houston City Council. The current mayor of Houston is John Whitmire, a Democrat elected on a nonpartisan ballot. Houston's mayor serves as the city's chief administrator, executive officer, and official representative, and is responsible for the general management of the city and for seeing all laws and ordinances are enforced.The original city council line-up of 14 members (nine district-based and five at-large positions) was based on a U.S. Justice Department mandate which took effect in 1979. At-large council members represent the entire city. Under the city charter, once the population in the city limits exceeded 2.1 million residents, two additional districts were to be added. The city of Houston's official 2010 census count was 600 shy of the required number; however, as the city was expected to grow beyond 2.1 million shortly thereafter, the two additional districts were added for, and the positions filled during, the August 2011 elections.\r\nThe city controller is elected independently of the mayor and council. The controller's duties are to certify available funds prior to committing such funds and processing disbursements. The city's fiscal year begins on July 1 and ends on June 30. Chris Brown is the city controller, serving his first term as of January 2016.\r\nAs the result of a 2015 referendum in Houston, a mayor is elected for a four-year term and can be elected to as many as two consecutive terms. The term limits were spearheaded in 1991 by conservative political activist Clymer Wright. During 1991\u20132015, the city controller and city council members were subjected to a two-year, three-term limitation\u2013the 2015 referendum amended term limits to two four-year terms.", "start_char_idx": 53777, "end_char_idx": 58121, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "2a4fb23b-ab67-458c-bad3-53869d4533d3": {"__data__": {"id_": "2a4fb23b-ab67-458c-bad3-53869d4533d3", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "4426b5d6-cac1-4c7e-b036-ffe8752a70d5", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ce3c80daaf49c9d1a989619778e219cb19dff2ab8544424067a286ba403fa7b0", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "3299cd80-710c-42d6-8f0e-40fd3235fd3e", "node_type": "1", "metadata": {}, "hash": "db6810425578bdc823b9d78c9b3928a1c1a10dab30eadbb0d093d452983c68d1", "class_name": "RelatedNodeInfo"}}, "text": "The city controller is elected independently of the mayor and council. The controller's duties are to certify available funds prior to committing such funds and processing disbursements. The city's fiscal year begins on July 1 and ends on June 30. Chris Brown is the city controller, serving his first term as of January 2016.\r\nAs the result of a 2015 referendum in Houston, a mayor is elected for a four-year term and can be elected to as many as two consecutive terms. The term limits were spearheaded in 1991 by conservative political activist Clymer Wright. During 1991\u20132015, the city controller and city council members were subjected to a two-year, three-term limitation\u2013the 2015 referendum amended term limits to two four-year terms. As of 2017 some councilmembers who served two terms and won a final term will have served eight years in office, whereas a freshman councilmember who won a position in 2013 can serve up to two additional terms under the previous term limit law\u2013a select few will have at least 10 years of incumbency once their term expires.\r\nHouston is considered to be a politically divided city whose balance of power often sways between Republicans and Democrats. According to the 2005 Houston Area Survey, 68 percent of non-Hispanic whites in Harris County are declared or favor Republicans while 89 percent of non-Hispanic blacks in the area are declared or favor Democrats. About 62 percent of Hispanics (of any nationality) in the area are declared or favor Democrats. The city has often been known to be the most politically diverse city in Texas, a state known for being generally conservative. As a result, the city is often a contested area in statewide elections. In 2009, Houston became the first U.S. city with a population over 1 million citizens to elect a gay mayor, by electing Annise Parker.Texas has banned sanctuary cities, but Houston Mayor Sylvester Turner said Houston will not assist ICE agents with immigration raids.\r\n\r\n\r\n=== Crime ===\r\n\r\nHouston's crime rate is one of the top three in Texas and notably higher than the national average. Houston's murder rate jumped significantly since 2020.  In 2021, nearly 500 people were murdered in the city which was almost double the murdered count in 2019. Rising gang activity is blamed for the increased crime rates in the city. Houston leaders are continually discussing and implementing strategies to combat crime in the city.Houston is a significant hub for trafficking of cocaine, cannabis, heroin, MDMA, and methamphetamine due to its size and proximity to major illegal drug exporting nations.In the early 1970s, Houston, Pasadena and several coastal towns were the site of the Houston mass murders, which at the time were the deadliest case of serial killing in American history.In 1853, the first execution in Houston took place in public at Founder's Cemetery in the Fourth Ward; initially, the cemetery was the execution site, but post-1868 executions took place in the jail facilities.\r\nIn 2023, the city of Houston made enforcement of an anti-food sharing ordinance a priority. This has resulted in volunteers receiving over 80 tickets, and a federal lawsuit to be filed against the city of Houston.\r\n\r\n\r\n== Education ==\r\n\r\nNineteen school districts exist within the city of Houston. The Houston Independent School District (HISD) is the seventh-largest school district in the United States and the largest in Texas. HISD has over 100 campuses that serve as magnet or vanguard schools\u2014specializing in such disciplines as health professions, visual and performing arts, and the sciences. There are also many charter schools that are run separately from school districts. In addition, some public school districts also have their own charter schools.\r\nThe Houston area encompasses more than 300 private schools, many of which are accredited by Texas Private School Accreditation Commission recognized agencies. The Greater Houston metropolitan area's independent schools offer education from a variety of different religious as well as secular viewpoints. The Greater Houston area's Catholic schools are operated by the Roman Catholic Archdiocese of Galveston-Houston.\r\n\r\n\r\n=== Colleges and universities ===\r\n\r\nHouston has four state universities. The University of Houston (UH) is a research university and the flagship institution of the University of Houston System. The third-largest university in Texas, the University of Houston has nearly 44,000 students on its 667-acre (270-hectare) campus in the Third Ward. The University of Houston\u2013Clear Lake and the University of Houston\u2013Downtown are stand-alone universities within the University of Houston System; they are not branch campuses of the University of Houston. Slightly west of the University of Houston is Texas Southern University (TSU), one of the largest historically black universities in the United States with approximately 10,000 students.", "start_char_idx": 57381, "end_char_idx": 62296, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "3299cd80-710c-42d6-8f0e-40fd3235fd3e": {"__data__": {"id_": "3299cd80-710c-42d6-8f0e-40fd3235fd3e", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "2a4fb23b-ab67-458c-bad3-53869d4533d3", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "08ab0d0ddc3feed52fc505482e465e5143d4a3920a0b013a48b51400f82c4b59", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "a42fec04-a745-4ed5-843c-793ccf87fab0", "node_type": "1", "metadata": {}, "hash": "a43014a0bf6b790a4d0b0f776a9b6dc5356e9c8a2359214b9854da91df327f7e", "class_name": "RelatedNodeInfo"}}, "text": "The Greater Houston metropolitan area's independent schools offer education from a variety of different religious as well as secular viewpoints. The Greater Houston area's Catholic schools are operated by the Roman Catholic Archdiocese of Galveston-Houston.\r\n\r\n\r\n=== Colleges and universities ===\r\n\r\nHouston has four state universities. The University of Houston (UH) is a research university and the flagship institution of the University of Houston System. The third-largest university in Texas, the University of Houston has nearly 44,000 students on its 667-acre (270-hectare) campus in the Third Ward. The University of Houston\u2013Clear Lake and the University of Houston\u2013Downtown are stand-alone universities within the University of Houston System; they are not branch campuses of the University of Houston. Slightly west of the University of Houston is Texas Southern University (TSU), one of the largest historically black universities in the United States with approximately 10,000 students. Texas Southern University is the first state university in Houston, founded in 1927.Several private institutions of higher learning are within the city. Rice University, the most selective university in Texas and one of the most selective in the United States, is a private, secular institution with a high level of research activity. Founded in 1912, Rice's historic, heavily wooded 300-acre (120-hectare) campus, adjacent to Hermann Park and the Texas Medical Center, hosts approximately 4,000 undergraduate and 3,000 post-graduate students. To the north in Neartown, the University of St. Thomas, founded in 1947, is Houston's only Catholic university. St. Thomas provides a liberal arts curriculum for roughly 3,000 students at its historic 19-block campus along Montrose Boulevard. In southwest Houston, Houston Christian University (formerly Houston Baptist University), founded in 1960, offers bachelor's and graduate degrees at its Sharpstown campus. The school is affiliated with the Baptist General Convention of Texas and has a student population of approximately 3,000.\r\nThree community college districts have campuses in and around Houston. The Houston Community College System (HCC) serves most of Houston proper; its main campus and headquarters are in Midtown. Suburban northern and western parts of the metropolitan area are served by various campuses of the Lone Star College System, while the southeastern portion of Houston is served by San Jacinto College, and a northeastern portion is served by Lee College. The Houston Community College and Lone Star College systems are among the 10 largest institutions of higher learning in the United States.\r\nHouston also hosts a number of graduate schools in law and healthcare. The University of Houston Law Center and Thurgood Marshall School of Law at Texas Southern University are public, ABA-accredited law schools, while the South Texas College of Law, in Downtown, serves as a private, independent alternative. The Texas Medical Center is home to a high density of health professions schools, including two medical schools: McGovern Medical School, part of The University of Texas Health Science Center at Houston, and Baylor College of Medicine, a highly selective private institution. Prairie View A&M University's nursing school is in the Texas Medical Center. Additionally, both Texas Southern University and the University of Houston have pharmacy schools, and the University of Houston hosts a medical school and a college of optometry.\r\n\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\r\n\r\n== Media ==\r\n\r\nThe primary network-affiliated television stations are KPRC-TV channel 2 (NBC), KHOU channel 11 (CBS), KTRK-TV channel 13 (ABC), KTXH channel 20 (MyNetworkTV), KRIV channel 26 (Fox), KIAH channel 39 (The CW), KXLN-DT channel 45 (Univision), KTMD-TV channel 47 (Telemundo), KPXB-TV channel 49 (Ion Television), KYAZ channel 51 (MeTV) and KFTH-DT channel 67 (UniM\u00e1s). KTRK-TV, KTXH, KRIV, KTXH, KIAH, KXLN-DT, KTMD-TV, KPXB-TV, KYAZ and KFTH-DT operate as owned-and-operated stations of their networks.The Houston\u2013The Woodlands\u2013Sugar Land metropolitan area is served by one public television station and two public radio stations. KUHT channel 8 (Houston Public Media) is a PBS member station and is the first public television station in the United States. Houston Public Radio is listener-funded and comprises one NPR member station, KUHF (News 88.7). The University of Houston System owns and holds broadcasting licenses to KUHT and KUHF. The stations broadcast from the Melcher Center for Public Broadcasting on the campus of the University of Houston.", "start_char_idx": 61298, "end_char_idx": 65954, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "a42fec04-a745-4ed5-843c-793ccf87fab0": {"__data__": {"id_": "a42fec04-a745-4ed5-843c-793ccf87fab0", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "3299cd80-710c-42d6-8f0e-40fd3235fd3e", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5057602d9f2c76a95c8178293ab1120b7363b6f9a835d16cf0ed74a89e58a03c", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "fc8488b8-bd83-4762-b172-339cd6481509", "node_type": "1", "metadata": {}, "hash": "37035c4c26b60e8cbaf88b80a36d68129293456773721fc94778d72eb96008c7", "class_name": "RelatedNodeInfo"}}, "text": "KTRK-TV, KTXH, KRIV, KTXH, KIAH, KXLN-DT, KTMD-TV, KPXB-TV, KYAZ and KFTH-DT operate as owned-and-operated stations of their networks.The Houston\u2013The Woodlands\u2013Sugar Land metropolitan area is served by one public television station and two public radio stations. KUHT channel 8 (Houston Public Media) is a PBS member station and is the first public television station in the United States. Houston Public Radio is listener-funded and comprises one NPR member station, KUHF (News 88.7). The University of Houston System owns and holds broadcasting licenses to KUHT and KUHF. The stations broadcast from the Melcher Center for Public Broadcasting on the campus of the University of Houston. Houston additionally is served by the Pacifica Foundation public radio station KPFT.\r\nHouston and its metropolitan area are served by the Houston Chronicle, its only major daily newspaper with wide distribution. Hearst Communications, which owns and operates the Houston Chronicle, bought the assets of the Houston Post\u2014its long-time rival and main competition\u2014when Houston Post ceased operations in 1995. The Houston Post was owned by the family of former Lieutenant Governor Bill Hobby of Houston. The only other major publication to serve the city is the Houston Press\u2014which was a free alternative weekly newspaper before the destruction caused by Hurricane Harvey resulted in the publication switching to an online-only format on November 2, 2017. Other notable publications include Houston Forward Times, OutSmart, and La Voz de Houston. Houston Forward Times is one of the largest black-owned newspapers in the metropolitan area and owned by Forward Times Publishing Company. La Voz de Houston is the Houston Chronicle's Spanish-language newspaper and the largest in the area.\r\n\r\n\r\n== Infrastructure ==\r\n\r\n\r\n=== Healthcare ===\r\n\r\nHouston is the seat of the Texas Medical Center, which is the largest medical center in the world, and which describes itself as containing the world's largest concentration of research and healthcare institutions. All 49 member institutions of the Texas Medical Center are non-profit organizations. They provide patient and preventive care, research, education, and local, national, and international community well-being. Employing more than 73,600 people, institutions at the medical center include 13 hospitals and two specialty institutions, two medical schools, four nursing schools, and schools of dentistry, public health, pharmacy, and virtually all health-related careers. It is where one of the first\u2014and still the largest\u2014air emergency service, Life Flight, was created, and an inter-institutional transplant program was developed. Around 2007, more heart surgeries were performed at the Texas Medical Center than anywhere else in the world.Some of the academic and research health institutions at the center include MD Anderson Cancer Center, Baylor College of Medicine, UT Health Science Center, Memorial Hermann Hospital, Houston Methodist Hospital, Texas Children's Hospital, and University of Houston College of Pharmacy.\r\nThe Menninger Clinic, a psychiatric treatment center, is affiliated with Baylor College of Medicine and the Houston Methodist Hospital System. With hospital locations nationwide and headquarters in Houston, the Triumph Healthcare hospital system was the third largest long term acute care provider nationally in 2005.Harris Health System (formerly Harris County Hospital District), the hospital district for Harris County, operates public hospitals (Ben Taub General Hospital and Lyndon B. Johnson Hospital) and public clinics. The City of Houston Health Department also operates four clinics. As of 2011 the dental centers of Harris Health System take patients of ages 16 and up with patients under that age referred to the City of Houston's dental clinics. Montgomery County Hospital District (MCHD) serves as the hospital district for Houstonians living in Montgomery County. Fort Bend County, in which a portion of Houston resides, does not have a hospital district. OakBend Medical Center serves as the county's charity hospital which the county contracts with.\r\n\r\n\r\n== Transportation ==\r\n\r\nHouston is considered an automobile-dependent city, with an estimated 77.2% of commuters driving alone to work in 2016, up from 71.7% in 1990 and 75.6% in 2009. In 2016, another 11.4% of Houstonians carpooled to work, while 3.6% used public transit, 2.1% walked, and 0.5% bicycled. A commuting study estimated the median length of commute in the region was 12.2 miles (19.6 km) in 2012. According to the 2013 American Community Survey, the average work commute in Houston (city) takes 26.3 minutes. A 1999 Murdoch University study found Houston had both the lengthiest commute and lowest urban density of 13 large American cities surveyed.", "start_char_idx": 65266, "end_char_idx": 70066, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "fc8488b8-bd83-4762-b172-339cd6481509": {"__data__": {"id_": "fc8488b8-bd83-4762-b172-339cd6481509", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "a42fec04-a745-4ed5-843c-793ccf87fab0", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "4954a460a816147a82a00d38caf227433161c45908bda301ffe282b0154c2c91", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "ec8cec1c-8d8d-4b0a-9489-ecc39a2cda2b", "node_type": "1", "metadata": {}, "hash": "49567c93d859eebbfdbef693bc7ec301dbc5ba75ef29ab5c765af455bd2af100", "class_name": "RelatedNodeInfo"}}, "text": "== Transportation ==\r\n\r\nHouston is considered an automobile-dependent city, with an estimated 77.2% of commuters driving alone to work in 2016, up from 71.7% in 1990 and 75.6% in 2009. In 2016, another 11.4% of Houstonians carpooled to work, while 3.6% used public transit, 2.1% walked, and 0.5% bicycled. A commuting study estimated the median length of commute in the region was 12.2 miles (19.6 km) in 2012. According to the 2013 American Community Survey, the average work commute in Houston (city) takes 26.3 minutes. A 1999 Murdoch University study found Houston had both the lengthiest commute and lowest urban density of 13 large American cities surveyed. Harris County is one of the largest consumers of gasoline in the United States, ranking second (behind Los Angeles County) in 2013.Despite the region's high rate of automobile usage, attitudes towards transportation among Houstonians indicate a growing preference for walkability. A 2017 study by the Rice University Kinder Institute for Urban Research found 56% of Harris County residents have a preference for dense housing in a mixed-use, walkable setting as opposed to single-family housing in a low-density area. A plurality of survey respondents also indicated traffic congestion was the most significant problem facing the metropolitan area. In addition, many households in the city of Houston have no car. In 2015, 8.3 percent of Houston households lacked a car, which was virtually unchanged in 2016 (8.1 percent). The national average was 8.7 percent in 2016. Houston averaged 1.59 cars per household in 2016, compared to a national average of 1.8.\r\n\r\n\r\n=== Roadways ===\r\nThe eight-county Greater Houston metropolitan area contains over 25,000 miles (40,000 km) of roadway, of which 10%, or approximately 2,500 miles (4,000 km), is limited-access highway. The Houston region's extensive freeway system handles over 40% of the regional daily vehicle miles traveled (VMT). Arterial roads handle an additional 40% of daily VMT, while toll roads, of which Greater Houston has 180 miles (290 km), handle nearly 10%.Greater Houston possesses a hub-and-spoke limited-access highway system, in which a number of freeways radiate outward from Downtown, with ring roads providing connections between these radial highways at intermediate distances from the city center. The city is crossed by three Interstate highways, Interstate 10, Interstate 45, and Interstate 69 (commonly known as U.S. Route 59), as well as a number of other United States routes and state highways. Major freeways in Greater Houston are often referred to by either the cardinal direction or geographic location they travel towards. Highways that follow the cardinal convention include U.S. Route 290 (Northwest Freeway), Interstate 45 north of Downtown (North Freeway), Interstate 10 east of Downtown (East Freeway), Texas State Highway 288 (South Freeway), and Interstate 69 south of Downtown (Southwest Freeway). Highways that follow the location convention include Interstate 10 west of Downtown (Katy Freeway), Interstate 69 north of Downtown (Eastex Freeway), Interstate 45 south of Downtown (Gulf Freeway), and Texas State Highway 225 (Pasadena Freeway).Three loop freeways provide north\u2013south and east\u2013west connectivity between Greater Houston's radial highways. The innermost loop is Interstate 610, commonly known as the Inner Loop, which encircles Downtown, the Texas Medical Center, Greenway Plaza, the cities of West University Place and Southside Place, and many core neighborhoods. The 88-mile (142 km) State Highway Beltway 8, often referred to as the Beltway, forms the middle loop at a radius of roughly 10 miles (16 km). A third, 180-mile (290 km) loop with a radius of approximately 25 miles (40 km), State Highway 99 (the Grand Parkway), is currently under construction, with eight of eleven segments completed as of 2018. Completed segments D through I-2 provide a continuous 123-mile (198 km) limited-access tollway connection between Sugar Land, Richmond, Katy, Cypress, Spring, Porter, New Caney, Cleveland, Dayton, Mont Belvieu, and Baytown .A system of toll roads, operated by the Harris County Toll Road Authority (HCTRA) and Fort Bend County Toll Road Authority (FBCTRA), provides additional options for regional commuters.", "start_char_idx": 69403, "end_char_idx": 73692, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "ec8cec1c-8d8d-4b0a-9489-ecc39a2cda2b": {"__data__": {"id_": "ec8cec1c-8d8d-4b0a-9489-ecc39a2cda2b", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "fc8488b8-bd83-4762-b172-339cd6481509", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "3914fc56d5f450a23728aea96753e88614f7447e12b369e06c19662ad36c71e0", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "6c3823a0-9977-43f2-b075-a2d2ebb2b49d", "node_type": "1", "metadata": {}, "hash": "2ef8ec7bd7f056b2beb5c50f64ac5a373333582fa4ad232da184297a5158027f", "class_name": "RelatedNodeInfo"}}, "text": "The 88-mile (142 km) State Highway Beltway 8, often referred to as the Beltway, forms the middle loop at a radius of roughly 10 miles (16 km). A third, 180-mile (290 km) loop with a radius of approximately 25 miles (40 km), State Highway 99 (the Grand Parkway), is currently under construction, with eight of eleven segments completed as of 2018. Completed segments D through I-2 provide a continuous 123-mile (198 km) limited-access tollway connection between Sugar Land, Richmond, Katy, Cypress, Spring, Porter, New Caney, Cleveland, Dayton, Mont Belvieu, and Baytown .A system of toll roads, operated by the Harris County Toll Road Authority (HCTRA) and Fort Bend County Toll Road Authority (FBCTRA), provides additional options for regional commuters. The Sam Houston Tollway, which encompasses the mainlanes of Beltway 8 (as opposed to the frontage roads, which are untolled), is the longest tollway in the system, covering the entirety of the Beltway with the exception of a free section between Interstate 45 and Interstate 69 near George Bush Intercontinental Airport. The region is serviced by four spoke tollways: a set of managed lanes on the Katy Freeway; the Hardy Toll Road, which parallels Interstate 45 north of Downtown up to Spring; the Westpark Tollway, which services Houston's western suburbs out to Fulshear; and Fort Bend Parkway, which connects to Sienna Plantation. Westpark Tollway and Fort Bend Parkway are operated conjunctly with the Fort Bend County Toll Road Authority.\r\nGreater Houston's freeway system is monitored by Houston TranStar, a partnership of four government agencies which is responsible for providing transportation and emergency management services to the region.Greater Houston's arterial road network is established at the municipal level, with the City of Houston exercising planning control over both its incorporated area and extraterritorial jurisdiction (ETJ). Therefore, Houston exercises transportation planning authority over a 2,000-square-mile (5,200 km2) area over five counties, many times larger than its corporate area. The Major Thoroughfare and Freeway Plan, updated annually, establishes the city's street hierarchy, identifies roadways in need of widening, and proposes new roadways in unserved areas. Arterial roads are organized into four categories, in decreasing order of intensity: major thoroughfares, transit corridor streets, collector streets, and local streets. Roadway classification affects anticipated traffic volumes, roadway design, and right of way breadth. Ultimately, the system is designed to ferry traffic from neighborhood streets to major thoroughfares, which connect into the limited-access highway system. Notable arterial roads in the region include Westheimer Road, Memorial Drive, Texas State Highway 6, Farm to Market Road 1960, Bellaire Boulevard, and Telephone Road.\r\n\r\n\r\n=== Transit ===\r\nThe Metropolitan Transit Authority of Harris County (METRO) provides public transportation in the form of buses, light rail, high-occupancy vehicle (HOV) lanes, and paratransit to fifteen municipalities throughout the Greater Houston area and parts of unincorporated Harris County. METRO's service area covers 1,303 square miles (3,370 km2) containing a population of 3.6 million.METRO's local bus network services approximately 275,000 riders daily with a fleet of over 1,200 buses. The agency's 75 local routes contain nearly 8,900 stops and saw nearly 67 million boardings during the 2016 fiscal year. A park and ride system provides commuter bus service from 34 transit centers scattered throughout the region's suburban areas; these express buses operate independently of the local bus network and utilize the region's extensive system of HOV lanes. Downtown and the Texas Medical Center have the highest rates of transit use in the region, largely due to the park and ride system, with nearly 60% of commuters in each district utilizing public transit to get to work.METRO began light rail service in 2004 with the opening of the 8-mile (13 km) north-south Red Line connecting Downtown, Midtown, the Museum District, the Texas Medical Center, and NRG Park. In the early 2010s, two additional lines\u2014the Green Line, servicing the East End, and the Purple Line, servicing the Third Ward\u2014opened, and the Red Line was extended northward to Northline, bringing the total length of the system to 22.7 miles (36.5 km). Two light rail lines outlined in a five-line system approved by voters in a 2003 referendum have yet to be constructed.", "start_char_idx": 72937, "end_char_idx": 77458, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "6c3823a0-9977-43f2-b075-a2d2ebb2b49d": {"__data__": {"id_": "6c3823a0-9977-43f2-b075-a2d2ebb2b49d", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "ec8cec1c-8d8d-4b0a-9489-ecc39a2cda2b", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "12d219888a710134b08e1a20ce8b50e1ecaa4a9626ab4e5a4442c0bd5a2514d2", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "81ad49a0-8ab1-450b-a572-9eeed6c6bf47", "node_type": "1", "metadata": {}, "hash": "fa223a8a606ce487916b02a684574248ee7c6063ed3dd0e4e5d125e90feb977d", "class_name": "RelatedNodeInfo"}}, "text": "Downtown and the Texas Medical Center have the highest rates of transit use in the region, largely due to the park and ride system, with nearly 60% of commuters in each district utilizing public transit to get to work.METRO began light rail service in 2004 with the opening of the 8-mile (13 km) north-south Red Line connecting Downtown, Midtown, the Museum District, the Texas Medical Center, and NRG Park. In the early 2010s, two additional lines\u2014the Green Line, servicing the East End, and the Purple Line, servicing the Third Ward\u2014opened, and the Red Line was extended northward to Northline, bringing the total length of the system to 22.7 miles (36.5 km). Two light rail lines outlined in a five-line system approved by voters in a 2003 referendum have yet to be constructed. The Uptown Line, which runs along Post Oak Boulevard in Uptown, was under construction as a bus rapid transit line\u2014the city's first\u2014while the University Line has been postponed indefinitely. The light rail system saw approximately 16.8 million boardings in fiscal year 2016.Amtrak's thrice-weekly Los Angeles\u2013New Orleans Sunset Limited serves Houston at a station northwest of Downtown. There were 14,891 boardings and alightings in FY2008, 20,327 in FY2012, and 20,205 in FY2018. A daily Amtrak Thruway connects Houston with Amtrak's Chicago\u2013San Antonio Texas Eagle at Longview.\r\n\r\n\r\n=== Cycling ===\r\nHouston has the largest number of bike commuters in Texas with over 160 miles of dedicated bikeways. The city is currently in the process of expanding its on and off street bikeway network. In 2015, Downtown Houston added a cycle track on Lamar Street, running from Sam Houston Park to Discovery Green. Houston City Council approved the Houston Bike Plan in March 2017, at that time entering the plan into the Houston Code of Ordinances. In August 2017, Houston City Council approved spending for construction of 13 additional miles of bike trails.Houston's bicycle sharing system started service with nineteen stations in May 2012. Houston Bcycle (also known as B-Cycle), a local non-profit, runs the subscription program, supplying bicycles and docking stations, while partnering with other companies to maintain the system. The network expanded to 29 stations and 225 bicycles in 2014, registering over 43,000 checkouts of equipment during the first half of the same year. In 2017, Bcycle logged over 142,000 check outs while expanding to 56 docking stations.\r\n\r\n\r\n=== Airports ===\r\nThe Houston Airport System, a branch of the municipal government, oversees the operation of three major public airports in the city. Two of these airports, George Bush Intercontinental Airport and William P. Hobby Airport, offer commercial aviation service to a variety of domestic and international destinations and served 55 million passengers in 2016. The third, Ellington Airport, is home to the Ellington Field Joint Reserve Base. The Federal Aviation Administration and the state of Texas selected the Houston Airport System as \"Airport of the Year\" in 2005, largely due to the implementation of a $3.1 billion airport improvement program for both major airports in Houston.George Bush Intercontinental Airport (IAH), 23 miles (37 km) north of Downtown Houston between Interstates 45 and 69, is the eighth busiest commercial airport in the United States (by total passengers and aircraft movements) and forty-third busiest globally. The five-terminal, five-runway, 11,000-acre (4,500-hectare) airport served 40 million passengers in 2016, including 10 million international travelers. In 2006, the United States Department of Transportation named IAH the fastest-growing of the top ten airports in the United States. The Houston Air Route Traffic Control Center is at Bush Intercontinental.\r\nHouston was the headquarters of Continental Airlines until its 2010 merger with United Airlines with headquarters in Chicago; regulatory approval for the merger was granted in October of that year. Bush Intercontinental is currently United Airlines' second largest hub, behind O'Hare International Airport. United Airlines' share of the Houston Airport System's commercial aviation market was nearly 60% in 2017 with 16 million enplaned passengers. In early 2007, Bush Intercontinental Airport was named a model \"port of entry\" for international travelers by U.S. Customs and Border Protection.William P. Hobby Airport (HOU), known as Houston International Airport until 1967, operates primarily short- to medium-haul domestic and international flights to 60 destinations.", "start_char_idx": 76677, "end_char_idx": 81217, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "81ad49a0-8ab1-450b-a572-9eeed6c6bf47": {"__data__": {"id_": "81ad49a0-8ab1-450b-a572-9eeed6c6bf47", "embedding": null, "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "b60d5602-41ee-4cdb-9cc4-4509f0532dba", "node_type": "4", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "74cc2a2e75d1c8d2fbb591f1074fb78e07cc2022f739f77e3f6a1a973215d0b0", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "6c3823a0-9977-43f2-b075-a2d2ebb2b49d", "node_type": "1", "metadata": {"file_path": "data\\Houston.txt", "file_name": "Houston.txt", "file_type": "text/plain", "file_size": 83340, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ce2d88cfeb1fa93abcc5d15355382a61ac680a6839d30e20ef4b656fa2bb5419", "class_name": "RelatedNodeInfo"}}, "text": "In 2006, the United States Department of Transportation named IAH the fastest-growing of the top ten airports in the United States. The Houston Air Route Traffic Control Center is at Bush Intercontinental.\r\nHouston was the headquarters of Continental Airlines until its 2010 merger with United Airlines with headquarters in Chicago; regulatory approval for the merger was granted in October of that year. Bush Intercontinental is currently United Airlines' second largest hub, behind O'Hare International Airport. United Airlines' share of the Houston Airport System's commercial aviation market was nearly 60% in 2017 with 16 million enplaned passengers. In early 2007, Bush Intercontinental Airport was named a model \"port of entry\" for international travelers by U.S. Customs and Border Protection.William P. Hobby Airport (HOU), known as Houston International Airport until 1967, operates primarily short- to medium-haul domestic and international flights to 60 destinations. The four-runway, 1,304-acre (528-hectare) facility is approximately 7 miles (11 km) southeast of Downtown Houston. In 2015, Southwest Airlines launched service from a new international terminal at Hobby to several destinations in Mexico, Central America, and the Caribbean. These were the first international flights flown from Hobby since the opening of Bush Intercontinental in 1969. Houston's aviation history is showcased in the 1940 Air Terminal Museum in the old terminal building on the west side of the airport. In 2009, Hobby Airport was recognized with two awards for being one of the top five performing airports globally and for customer service by Airports Council International. In 2022 Hobby Airport was certified as the first 5-Star Airport in North America by Skytrax. It became the first Airport in North America to do so and just the 16th airport worldwide to receive the accomplishment.Houston's third municipal airport is Ellington Airport, used by the military, government (including NASA) and general aviation sectors.\r\n\r\n\r\n== Notable people ==\r\n\r\n\r\n== International relations ==\r\nThe Mayor's Office of Trade and International Affairs (MOTIA) is the city's liaison to Houston's sister cities and to the national governing organization, Sister Cities International. Through their official city-to-city relationships, these volunteer associations promote people-to-people diplomacy and encourage citizens to develop mutual trust and understanding through commercial, cultural, educational, and humanitarian exchanges.Houston's sister cities are:\r\n\r\n\r\n== See also ==\r\nList of people from Houston\r\nList of U.S. cities with large Hispanic populations\r\nUSS Houston, 4 ships\r\n\r\n\r\n== Notes ==\r\n\r\n\r\n== References ==\r\n\r\n\r\n== Further reading ==\r\n\r\n\r\n== External links ==\r\n\r\nOfficial website \r\nGreater Houston Convention & Visitors Bureau\r\nGreater Houston Partnership (GHP) Houston Chamber\r\nGreater Houston Transportation and Emergency Management Center\r\nHouston at Curlie", "start_char_idx": 80238, "end_char_idx": 83201, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}}, "docstore/metadata": 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+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Karachi.txt"	
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+Karachi (; Urdu: کراچی; Sindhi: ڪراچي‎; IPA: [kəˈraːtʃi] ) is the capital city of the Pakistani province of Sindh. It is the largest city in Pakistan and the 12th largest in the world, with a population of over 20 million. It is situated at the southern tip of the country along the Arabian Sea coast and formerly served as the capital of Pakistan. Ranked as a beta-global city, it is Pakistan's premier industrial and financial centre, with an estimated GDP of over $200 billion (PPP) as of 2021. Karachi is considered  Pakistan's most cosmopolitan city, and among the country’s most linguistically, ethnically-, and religiously-diverse regions, as well as one of the country’s most progressive and socially liberal cities.The region has been inhabited for millennia, but the city was formally founded as the fortified village of Kolachi as recently as 1729. The settlement greatly increased in importance with the arrival of the East India Company in the mid-19th century. British administrators embarked on substantial projects to transform the city into a major seaport, and connect it with the extensive railway network of the Indian subcontinent. At the time of Pakistan's independence in 1947, the city was the largest in Sindh with an estimated population of 400,000 people. Afterwards, the city experienced a dramatic shift in population and demography with the arrival of hundreds of thousands of Muslim immigrants (Muhajirs) from India, coupled with a substantial exodus of its Hindu residents. The city experienced rapid economic growth following Pakistan's independence, attracting migrants from throughout the country and other regions in South Asia. According to the 2023 Census of Pakistan, Karachi's total population was 20.3 million. Karachi is one of the world's fastest-growing cities, and has significant communities representing almost every ethnic group in Pakistan. Karachi holds more than two million Bengali immigrants, a million Afghan refugees, and up to 400,000 Rohingyas from Myanmar.Karachi is now Pakistan's premier industrial and financial centre. The city has a formal economy estimated to be worth $190 billion as of 2021, which is the largest in the country. Karachi collects 35% of Pakistan's tax revenue, and generates approximately 25% of Pakistan's entire GDP. Approximately 30% of Pakistani industrial output is from Karachi, while Karachi's ports handle approximately 95% of Pakistan's foreign trade. Approximately 90% of the multinational corporations and 100% of the banks operating in Pakistan are headquartered in Karachi. It also serves as a transport hub, and contains Pakistan's two largest seaports, the Port of Karachi and Port Qasim, as well as Pakistan's busiest airport, Jinnah International Airport. Karachi is also considered to be Pakistan's fashion capital, and has hosted the annual Karachi Fashion Week since 2009.Known as the "City of Lights" in the 1960s and 1970s for its vibrant nightlife, Karachi was beset by sharp ethnic, sectarian, and political conflict in the 1980s with the large-scale arrival of weaponry during the Soviet–Afghan War. The city had become well known for its high rates of violent crime, but recorded crimes sharply decreased following a crackdown operation against criminals, the MQM political party, and Islamist militants, initiated in 2013 by the Pakistan Rangers. As a result of the operation, Karachi dropped from being ranked the world's 6th-most dangerous city for crime in 2014, to 128th by 2022.
+
+
+== Etymology ==
+Modern Karachi was reputedly founded in 1729 as the settlement of Kolachi-jo-Goth during the rule of Kalhora dynasty. The new settlement is said to have been named in honour of Mai Kolachi, whose son is said to have slain a man-eating crocodile in the village after his elder brothers had already been killed by it. The name Karachee, a shortened and corrupted version of the original name Kolachi-jo-Goth, was used for the first time in a Dutch report from 1742 about a shipwreck near the settlement.
+
+
+== History ==
+
+
+=== Early history ===
+The region around Karachi has been the site of human habitation for millennia. Upper Paleolithic and Mesolithic sites have been excavated in the Mulri Hills along Karachi's northern outskirts. These earliest inhabitants are believed to have been hunter-gatherers, with ancient flint tools discovered at several sites.
+The expansive Karachi region is believed to have been known to the ancient Greeks, and may have been the site of Barbarikon, an ancient seaport which was located at the nearby mouth of the Indus River. Karachi may also have been referred to as Ramya in ancient Greek texts.The ancient site of Krokola, a natural harbor west of the Indus where Alexander the Great sailed his fleet for Achaemenid Assyria, may have been located near the mouth of Karachi's Malir River, though some believe it was located near Gizri. No other natural harbor exists near the mouth of the Indus that could accommodate a large fleet. Nearchus, who commanded Alexander's naval fleet, also mentioned a hilly island by the name of Morontobara and an adjacent flat island named Bibakta, which colonial historians identified as Karachi's Manora Point and Kiamari (or Clifton), respectively, based on Greek descriptions. Both areas were island until well into the colonial era, when silting in led to them being connected to the mainland.In 711 CE, Muhammad bin Qasim conquered the Sindh and Indus Valley and the port of Debal, from where he launched his forces further into the Indus Valley in 712. Some have identified the port with Karachi, though some argue the location was somewhere between Karachi and the nearby city of Thatta.Under Mirza Ghazi Beg, the Mughal administrator of Sindh, the development of coastal Sindh and the Indus River Delta was encouraged. Under his rule, fortifications in the region acted as a bulwark against Portuguese incursions into Sindh. In 1553–54, Ottoman admiral Seydi Ali Reis, mentioned a small port along the Sindh coast by the name of Kaurashi which may have been Karachi. The Chaukhandi tombs in Karachi's modern suburbs were built around this time between the 15th and 18th centuries.
+
+
+=== Kolachi settlement and the first port ===
+The first port was established by the Kalhoras near Karachi in the mid-18th century, known as Kharak Bander.
+19th century Karachi historian Seth Naomal Hotchand recorded that a small settlement of 20–25 huts existed along the Karachi Harbour that was known as Dibro, which was situated along a pool of water known as Kolachi-jo-Kun. In 1725, a band of Baloch settlers from Makran and Kalat had settled in the hamlet after fleeing droughts and tribal feuds.A new settlement was built in 1729 at the site of Dibro, which came to be known as Kolachi-jo-Goth ("The village of Kolachi"). The new settlement is said to have been named in honour of Mai Kolachi, a resident of the old settlement whose son is said to have slain a man-eating crocodile. Kolachi was about 40 hectares in size, with some smaller fishing villages scattered in its vicinity. The founders of the new fortified settlement were Sindhi Baniyas, and are said to have arrived from the nearby town of Kharak Bandar after the harbour there silted in 1728 after heavy rains. Kolachi was fortified, and defended with cannons imported from Muscat, Oman. Under the Talpurs, the Rah-i-Bandar road was built to connect the city's port to the caravan terminals. This road would eventually be further developed by the British into Bandar Road, which was renamed Muhammad Ali Jinnah Road.The name Karachee was used for the first time in a Dutch document from 1742, in which a merchant ship de Ridderkerk is shipwrecked near the settlement. In 1770s, Karachi came under the control of the Khan of Kalat, which attracted a second wave of Balochi settlers. In 1795, Karachi was annexed by the Talpurs, triggering a third wave of Balochi settlers who arrived from central Sindh and southern Punjab. The Talpurs built the Manora Fort in 1797, which was used to protect Karachi's Harbor from al-Qasimi pirates.In 1799 or 1800, the founder of the Talpur dynasty, Mir Fateh Ali Khan, allowed the East India Company under Nathan Crow to establish a trading post in Karachi. He was allowed to build a house for himself in Karachi at that time, but by 1802 was ordered to leave the city. The city continued to be ruled by the Talpurs until it was occupied by forces under the command of John Keane in February 1839.
+
+
+=== British control ===
+The British East India Company captured Karachi on 3 February 1839 after HMS Wellesley opened fire and quickly destroyed Manora Fort, which guarded Karachi Harbour at Manora Point. Karachi's population at the time was an estimated 8,000 to 14,000, and was confined to the walled city in Mithadar, with suburbs in what is now the Serai Quarter. British troops, known as the "Company Bahadur" established a camp to the east of the captured city, which became the precursor to the modern Karachi Cantonment. The British further developed the Karachi Cantonment as a military garrison to aid the British war effort in the First Anglo-Afghan War.The Portuguese Goan community started migrating to Karachi in the 1820s as traders. The majority of the estimated 100,000 who came to Pakistan are primarily concentrated in Karachi.Sindh's capital was shifted from Hyderabad to Karachi in 1840 when Karachi was annexed to the British Empire after Major General Charles James Napier captured the rest of Sindh following his victory against the Talpurs at the Battle of Miani. Following the 1843 annexation, on 17 February the entire province was amalgamated into the Bombay Presidency for the next 93 years, and Karachi remain the divisional headquarter. A few years later in 1846, Karachi suffered a large cholera outbreak, which led to the establishment of the Karachi Cholera Board (predecessor to the city's civic government).The city grew under the administration of its new Commissioner, Henry Bartle Edward Frere, who was appointed in the 1850s. Karachi was recognized for its strategic importance, prompting the British to establish the Port of Karachi in 1854. Karachi rapidly became a transportation hub for British India owing to newly built port and rail infrastructure, as well as the increase in agricultural exports from the opening of productive tracts of newly irrigated land in Punjab and Sindh. By 1856, the value of goods traded through Karachi reached £855,103, leading to the establishment of merchant offices and warehouses. The population in 1856 is estimated to have been 57,000. During the Sepoy Mutiny of 1857, the 21st Native Infantry, then stationed in Karachi, mutinied and declared allegiance to rebel forces in September 1857, though the British were able to quickly defeat the rebels and reassert control over the city.
+Following the Rebellion, British colonial administrators continued to develop the city's infrastructure, but continued to neglect localities like Lyari, which was home to the city's original population of Sindhi fishermen and Balochi nomads. At the outbreak of the American Civil War, Karachi's port became an important cotton-exporting port, with Indus Steam Flotilla and Orient Inland Steam Navigation Company established to transport cotton from rest of Sindh to Karachi's port, and onwards to textile mills in England. With increased economic opportunities, economic migrants from several ethnicities and religions, including Anglo-British, Parsis, Marathis, and Goan Christians, among others, established themselves in Karachi, with many setting-up businesses in the new commercial district of Saddar. Muhammad Ali Jinnah, the founder of Pakistan, was born in Karachi's Wazir Mansion in 1876 to such migrants from Gujarat. Public building works were undertaken at this time in Gothic and Indo-Saracenic styles, including the construction of Frere Hall in 1865 and the later Empress Market in 1889.
+With the completion of the Suez Canal in 1869, Karachi's position as a major port increased even further. In 1878, the British Raj connected Karachi with the network of British India's vast railway system. In 1887, Karachi Port underwent radical improvements with connection to the railways, along with expansion and dredging of the port, and construction of a breakwater. Karachi's first synagogue was established in 1893. By 1899, Karachi had become the largest wheat-exporting port in the East. In 1901, Karachi's population was 117,000 with a further 109,000 included in the Municipal area.Under the British, the city's municipal government was established. Known as the Father of Modern Karachi, mayor Seth Harchandrai Vishandas led the municipal government to improve sanitary conditions in the Old City, as well as major infrastructure works in the New Town after his election in 1911. in 1914, Karachi had become the largest wheat-exporting port of the entire British Empire, after large irrigation works in Sindh were initiated to increase wheat and cotton yields. By 1924, the Drigh Road Aerodrome was established, now the Faisal Air Force Base.
+Karachi's increasing importance as a cosmopolitan transportation hub leads to the influence of non-Sindhis in Sindh's administration. Half the city was born outside of Karachi by as early as 1921. Native Sindhis were upset by this influence, and so on 1 April 1936, Sindh was established as a province separate from the Bombay Presidency with Karachi was once again made capital of Sindh. In 1941, the population of the city had risen to 387,000.
+
+
+=== Post-independence ===
+At the dawn of independence following the success of the Pakistan Movement in 1947, On 15 August 1947 Capital of Sindh shifted from Karachi to Hyderabad and Karachi was made the national capital of Pakistan.
+Karachi was Sindh's largest city with a population of over 400,000. The city had a slight Hindu majority, with around 51% of the population being Hindu. Partition resulted in the exodus of much of the city's Hindu population, though Karachi, like most of Sindh, remained relatively peaceful compared to cities in Punjab. Riots erupted on 6 January 1948, after which most of Sindh's Hindu population fled to India, with assistance of the Indian government.Karachi became the focus for the resettlement of middle-class Muslim Muhajir refugees who fled India, with 470,000 refugees in Karachi by May 1948, leading to a drastic alteration of the city's demography. In 1941, Muslims were 42% of Karachi's population, but by 1951 made up 96% of the city's population. The city's population had tripled between 1941 and 1951. Urdu replaced Sindhi as Karachi's most widely spoken language; Sindhi was the mother tongue of 51% of Karachi in 1941, but only 8.5% in 1951, while Urdu grew to become the mother tongue of 51% of Karachi's population. 100,000 Muhajir refugees arrived annually in Karachi until 1952. Muhajirs kept arriving from different parts of India till 2000.Karachi was selected as the first capital of Pakistan, and was administered as a federal district separate from Sindh beginning in 1948, the capital of Sindh shifted again Hyderabad to Karachi until the national capital was shifted to Rawalpindi in 1958. While foreign embassies shifted away from Karachi, the city is host to numerous consulates and honorary consulates. Between 1958 and 1970, Karachi's role as capital of Sindh was ceased due to the One Unit programme enacted by President Iskander Mirza.Karachi of the 1960s was regarded as an economic role model around the world, with Seoul, South Korea, borrowing from the city's second "Five-Year Plan". Several examples of Modernist architect were built in Karachi during this period, including the Mazar-e-Quaid mausoleum, the distinct Masjid-e-Tooba, and the Habib Bank Plaza (the tallest building in all of South Asia at the time). The city's population by 1961 had grown 369% compared to 1941. By the mid-1960s, Karachi began to attract large numbers of Pashtun, Punjabis and Kashmiris from northern Pakistan.The 1970s saw a construction boom funded by remittances and investments from the Gulf States, and the appearance of apartment buildings in the city. Real-estate prices soared during this period, leading to a worsening housing crisis. The period also saw labour unrest in Karachi's industrial estates beginning in 1970 that were violently repressed by the government of President Zulfikar Ali Bhutto from 1972 onwards. To appease conservative forces, Bhutto banned alcohol in Pakistan, and cracked-down of Karachi's discotheques and cabarets - leading to the closure of Karachi's once-lively nightlife. The city's art scene was further repressed during the rule of dictator General Zia-ul-Haq. Zia's Islamization policies lead the Westernized upper-middle classes of Karachi to largely withdraw from the public sphere, and instead form their own social venues that became inaccessible to the poor. This decade also saw an influx of more than one million Bihari immigrants into Karachi from the newly made country Bangladesh which separated from Pakistan in 1971.
+In 1972, the Karachi district divided into three districts, East, West and South districts.
+The 1980s and 1990s saw an influx of almost one million Afghan refugees into Karachi fleeing the Soviet–Afghan War. This was followed by refugees escaping from post-revolution Iran. At this time, Karachi was also rocked by political conflict, while crime rates drastically increased with the arrival of weaponry from the War in Afghanistan. Conflict between the MQM party, and ethnic Sindhis, Pashtuns, Punjabis and Balochis was sharp. The party and its vast network of supporters were targeted by Pakistani security forces as part of the controversial Operation Clean-up in 1992 – an effort to restore peace in the city that lasted until 1994. Anti-Hindu riots also broke out in Karachi in 1992 in retaliation for the demolition of the Babri Mosque in India by a group of Hindu nationalists earlier that year.In 1996, two (02) more districts created in the Karachi division named Central and Malir districts.
+The 2010s saw another influx of hundreds of thousands of Pashtun refugees fleeing conflict in North-West Pakistan and the 2010 Pakistan floods. By this point Karachi had become widely known for its high rates of violent crime, usually in relation to criminal activity, gang-warfare, sectarian violence, and extrajudicial killings. Recorded crimes sharply decreased following a controversial crackdown operation against criminals, the MQM party, and Islamist militants initiated in 2013 by the Pakistan Rangers. As a result of the operation, Karachi went from being ranked the world's 6th most dangerous city for crime in 2014, to 128th by 2022.In 2022 at least one million flood affectees from Sindh and Balochistan took refuge in Karachi.
+
+
+== Geography ==
+
+Karachi is located on the coastline of Sindh province in southern Pakistan, along the Karachi Harbour, a natural harbour on the Arabian Sea. Karachi is built on a coastal plain with scattered rocky outcroppings, hills and marshlands. Mangrove forests grow in the brackish waters around the Karachi Harbour, and farther southeast towards the expansive Indus River Delta. West of Karachi city is the Cape Monze, locally known as Ras Muari, which is an area characterised by sea cliffs, rocky sandstone promontories and beaches.
+Karachi lies very close to a major fault line, where the Indian tectonic plate meets the Arabian tectonic plate. Within the city of Karachi are two small ranges: the Khasa Hills and Mulri Hills, which lie in the northwest and act as a barrier between North Nazimabad and Orangi. Karachi's hills are barren and are part of the larger Kirthar Range, and have a maximum elevation of 528 metres (1,732 feet).Between the hills are wide coastal plains interspersed with dry river beds and water channels. Karachi has developed around the Malir River and Lyari Rivers, with the Lyari shore being the site of the settlement for Kolachi. To the east of Karachi lies the Indus River flood plains.
+
+
+=== Climate ===
+
+Karachi has a hot desert climate (Köppen: BWh) dominated by a long "Summer Season" while moderated by oceanic influence from the Arabian Sea. The city has low annual average precipitation levels (approx. 174 mm (7 in) per annum), the bulk of which occurs during the July–August monsoon season. Summers are hot and humid, and Karachi is prone to deadly heatwaves. On the other hand, cool sea breezes typically provide relief during hot summer months. A text message-based early warning system alerts people to take precautionary measures and helps prevent fatalities during an unusually strong heatwave or thunderstorm. The winter climate is dry and lasts between December and February. It is dry and pleasant in winter relative to the warm hot season that follows, which starts in March and lasts until October. Proximity to the sea maintains humidity levels at near-constant levels year-round. Thus, the climate is similar to a humid tropical climate except for low precipitation and occasional temperatures well over 100 F (38 C) due to dry continental influence.
+The city's highest monthly rainfall, 19 in (480 mm), occurred in July 1967. The city's highest rainfall in 24 hours occurred on 7 August 1953, when about 278.1 millimetres (10.95 in) of rain lashed the city, resulting in major flooding.Karachi's highest recorded temperature is 47.8 °C (118.0 °F) which was recorded on 9 May 1938, and the lowest is 0 °C (32 °F) recorded on 21 January 1934.
+
+
+=== Cityscape ===
+
+The city first developed around the Karachi Harbour, and owes much of its growth to its role as a seaport at the end of the 18th century, contrasted with Pakistan's millennia-old cities such as Lahore, Multan, and Peshawar. Karachi's Mithadar neighbourhood represents the extent of Kolachi prior to British rule.
+British Karachi was divided between the "New Town" and the "Old Town", with British investments focused primarily on the New Town. The Old Town was a largely unplanned neighbourhood which housed most of the city's indigenous residents and had no access to sewerage systems, electricity, and water. The New Town was subdivided into residential, commercial, and military areas. Given the strategic value of the city, the British developed the Karachi Cantonment as a military garrison in the New Town to aid the British war effort in the First Anglo-Afghan War.
+The city's development was largely confined to the area north of the Chinna Creek prior to independence, although the seaside area of Clifton was also developed as a posh locale under the British, and its large bungalows and estates remain some of the city's most desirable properties. The aforementioned historic areas form the oldest portions of Karachi, and contain its most important monuments and government buildings, with the I. I. Chundrigar Road being home to most of Pakistan's banks, including the Habib Bank Plaza which was Pakistan's tallest building from 1963 until the early 2000s.
+Situated on a coastal plain northwest of Karachi's historic core lies the sprawling district of Orangi. North of the historic core is the largely middle-class district of Nazimabad, and upper-middle-class North Nazimabad, which were developed in the 1950s. To the east of the historic core is the area known as Defence, an expansive upscale suburb developed and administered by the Pakistan Army. Karachi's coastal plains along the Arabian Sea south of Clifton were also developed much later as part of the greater Defence Housing Authority project.
+Karachi's city limits also include several islands, including Baba and Bhit Islands, Oyster Rocks, and Manora, a former island which is now connected to the mainland by a thin 12-kilometre long shoal known as Sandspit. Gulistan-e-Johar, Gulshan-e-Iqbal, Federal B. Area, Malir, Landhi and Korangi areas were all developed after 1970. The city has been described as one divided into sections for those able to afford to live in planned localities with access to urban amenities, and those who live in unplanned communities with inadequate access to such services. 35% of Karachi's residents live in unplanned communities.
+
+
+== Economy ==
+
+Being the largest city, Karachi is also Pakistan's financial and commercial capital. Since Pakistan's independence, Karachi has been the centre of the nation's economy, and remain's Pakistan's largest urban economy despite the economic stagnation caused by sociopolitical unrest during the late 1980s and 1990s. The city forms the centre of an economic corridor stretching from Karachi to nearby Hyderabad, and Thatta.As of 2021, Karachi had an estimated GDP (PPP) of $190 billion with a yearly growth rate of 5.5%. Karachi contributes 90% of Sindh's GDP and accounts for approximately 25% of the total GDP of Pakistan. The city has a large informal economy which is not typically reflected in GDP estimates. The informal economy may constitute up to 36% of Pakistan's total economy, versus 22% of India's economy, and 13% of the Chinese economy. The informal sector employs up to 70% of the city's workforce. In 2018 The Global Metro Monitor Report ranked Karachi's economy as the best performing metropolitan economy in Pakistan.
+Today along with Pakistan's continued economic expansion Karachi is now ranked third in the world for consumer expenditure growth with its market anticipated to increase by 6.6% in real terms in 2018 It is also ranked among the top cities in the world by an anticipated increase of a number of households (1.3 million households) with annual income above $20,000 dollars measured at PPP exchange rates by 2025. The Global FDI Intelligence Report 2017/2018 published by Financial Times ranks Karachi amongst the top 10 Asia pacific cities of the future for FDI strategy. According to Anatol Lieven the economic growth of Karachi is a result of the influx of Muhajirs to Karachi during late 1940s and early 50s.
+
+
+=== Finance and banking ===
+Most of Pakistan's public and private banks are headquartered on Karachi's I. I. Chundrigar Road, which is known as "Pakistan's Wall Street", with a large percentage of the cash flow in the Pakistani economy taking place on I. I. Chundrigar Road. Most major foreign multinational corporations operating in Pakistan have their headquarters in Karachi. Karachi is also home to the Pakistan Stock Exchange, which was rated as Asia's best-performing stock market in 2015 on the heels of Pakistan's upgrade to emerging-market status by MSCI.
+
+
+=== Media and technology ===
+
+Karachi has been the pioneer in cable networking in Pakistan with the most sophisticated of the cable networks of any city of Pakistan,
+and has seen an expansion of information and communications technology and electronic media. The city has become a software outsourcing hub for Pakistan. Several independent television and radio stations are based in Karachi, including Business Plus, AAJ News, Geo TV, KTN, Sindh TV, CNBC Pakistan, TV ONE, Express TV, ARY Digital, Indus Television Network, Samaa TV, Abb Takk News, Bol TV, and Dawn News, as well as several local stations.
+
+
+=== Industry ===
+Industry contributes a large portion of Karachi's economy, with the city home to several of Pakistan's largest companies dealing in textiles, cement, steel, heavy machinery, chemicals, and food products. The city is home to approximately 30 percent of Pakistan's manufacturing sector, and produces approximately 42 percent of Pakistan's value added in large scale manufacturing. At least 4500 industrial units form Karachi's formal industrial economy. Karachi's informal manufacturing sector employs far more people than the formal sector, though proxy data suggest that the capital employed and value-added from such informal enterprises is far smaller than that of formal sector enterprises. An estimated 63% of the Karachi's workforce is employed in trade and manufacturing.Karachi Export Processing Zone, SITE, Korangi, Northern Bypass Industrial Zone, Bin Qasim and North Karachi serve as large industrial estates in Karachi. The Karachi Expo Centre also complements Karachi's industrial economy by hosting regional and international exhibitions.
+
+
+=== Revenue collection ===
+As home to Pakistan's largest ports and a large portion of its manufacturing base, Karachi contributes a large share of Pakistan's collected tax revenue. As most of Pakistan's large multinational corporations are based in Karachi, income taxes are paid in the city even though income may be generated from other parts of the country. As home to the country's two largest ports, Pakistani customs officials collect the bulk of federal duty and tariffs at Karachi's ports, even if those imports are destined for one of Pakistan's other provinces. Approximately 25% of Pakistan's national revenue is generated in Karachi.According to the Federal Board of Revenue's 2006–2007 year book, tax and customs units in Karachi were responsible for 46.75% of direct taxes, 33.65% of federal excise tax, and 23.38% of domestic sales tax. Karachi accounts for 75.14% of customs duty and 79% of sales tax on imports, and collects 53.38% of the total collections of the Federal Board of Revenue, of which 53.33% are customs duty and sales tax on imports.
+
+
+== Demographics ==
+
+Karachi is the most linguistically, ethnically, and religiously diverse city in Pakistan. The city is a melting pot of ethnolinguistic groups from throughout Pakistan, as well as migrants from other parts of Asia. The 2017 census numerated Karachi's population to be 14,910,352, having grown 2.49% per year since the 1998 census, which had listed Karachi's population at approximately 9.3 million. The city's inhabitants are referred to by the demonym Karachiite in English, and Karāchīwālā in Urdu.
+
+
+=== Language ===
+
+Karachi has the largest number of Urdu speakers in Pakistan. As per the 2017 census, the linguistic breakdown of Karachi Division is:
+
+The category of "others" includes Hindko, Kashmiri, Kohistani, Burushaski, Gujarati, Memoni, Marwari, Dari, Brahui, Makrani, Khowar, Gilgiti, Balti, Arabic, Farsi, and Bengali.
+
+
+=== Population ===
+At the end of the 19th century, Karachi had an estimated population of 105,000. By the dawn of Pakistan's independence in 1947, the city had an estimated population of 400,000. The city's population grew dramatically with the arrival of hundreds of thousands of Muslim refugees from the newly independent Republic of India. Rapid economic growth following independence attracted further migrants from throughout Pakistan and South Asia. The 2017 census numerated Karachi's population to be 14,910,352, having grown 2.49% per year since the 1998 census, which had listed Karachi's population at approximately 9.3 million.Lower than expected population figures from the census suggest that Karachi's poor infrastructure, law and order situation, and weakened economy relative to other parts of Pakistan made the city less attractive to in-migration than previously thought. The figure is disputed by all the major political parties in Sindh. Karachi's population grew by 59.8% since the 1998 census to 14.9 million, while Lahore city grew 75.3% – though Karachi's census district had not been altered by the provincial government since 1998, while Lahore's had been expanded by Punjab's government, leading to some of Karachi's growth to have occurred outside the city's census boundaries. Karachi's population had grown at a rate of 3.49% between the 1981 and 1998 census, leading many analysts to estimate Karachi's 2017 population to be approximately 18 million by extrapolating a continued annual growth rate of 3.49%. Some had expected that the city's population to be between 22 and 30 million, which would require an annual growth rate accelerating to between 4.6% and 6.33%.
+Political parties in the province have suggested the city's population has been underestimated in a deliberate attempt to undermine the political power of the city and province. Senator Taj Haider from the PPP claimed he had official documents revealing the city's population to be 25.6 million in 2013, while the Sindh Bureau of Statistics, part of by the PPP-led provincial administration, estimated Karachi's 2016 population to be 19.1 million.
+
+
+=== District population density per km2 ===
+According to 2017 Census, with 43,063.51 residents per square kilometre Karachi Central is the most densely populated district of the six districts of Karachi as well as the entirety of Pakistan.
+
+
+=== Ethnicity ===
+The oldest portions of modern Karachi reflect the ethnic composition of the first settlement, with Balochis and Sindhis continuing to make up a large portion of the Lyari neighbourhood, though many of the residents are relatively recent migrants. Following Partition, large numbers of Hindus left Pakistan for the newly independent Dominion of India (later the Republic of India), while a larger percentage of Muslim migrant and refugees from India settled in Karachi. The city grew 150% during the ten year period between 1941 and 1951 with the new arrivals from India, who made up 57% of Karachi's population in 1951. The city is now considered a melting pot of Pakistan and is the country's most diverse city.Karachi is the largest Bengali speaking city outside Bengal region.
+In 2011, an estimated 2.5 million foreign migrants lived in the city, mostly from Afghanistan, Bangladesh, Myanmar, and Sri Lanka.
+Much of Karachi's citizenry descend from Urdu-speaking migrants and refugees from North India who became known by the Arabic term for "Migrant": Muhajir. The first Muhajirs of Karachi arrived in 1946 in the aftermath of the Great Calcutta Killings and subsequent 1946 Bihar riots. The city's wealthy Hindus opposed the resettlement of refugees near their homes, and so many refugees were accommodated in the older and more congested parts of Karachi. The city witnessed a large influx of Muhajirs following Partition, who were drawn to the port city and newly designated federal capital for its white-collar job opportunities. Muhajirs continued to migrate to Pakistan throughout the 1950s and early 1960s, with Karachi remaining the primary destination of Indian Muslim migrants throughout those decades. The Muhajir Urdu-speaking community in the 2017 census forms slightly less than 45% of the city's population. Muhajirs form the bulk of Karachi's middle class.Karachi is home to a wide array of non-Urdu speaking Muslim peoples from what is now the Republic of India. The city has a sizable community of Gujarati, Marathi, Konkani-speaking refugees. Karachi is also home to a several-thousand member strong community of Malabari Muslims from Kerala in South India. These ethno-linguistic groups are being assimilated in the Urdu-speaking community.During the period of rapid economic growth in the 1960s, large numbers Pashtuns from the NWFP migrated to Karachi with Afghan Pashtun refugees settling in Karachi during the 80's. Karachi is home to the world's largest urban Pashtun population, with more Pashtun citizens than the Peshawar. Pashtuns from Afghanistan are regarded as the most conservative community. Pashtuns from Pakistan's Swat Valley, in contrast, are generally seen as more liberal in social outlook. The Pashtun community forms the bulk of manual labourers and transporters. Anatol Lieven of Georgetown University in Qatar wrote that due to Pashtuns settling the city, "Karachi (not Kabul, Kandahar or Peshawar) is the largest Pashtun city in the world."Migrants from Punjab began settling in Karachi in large numbers in the 1960s, and now make up an estimated 14% of Karachi's population. The community forms the bulk of the city's police force. The bulk of Karachi's Christian community, which makes up 2.5% of the city's population, is Punjabi.Despite being the capital of Sindh province, only 6–8% of the city is Sindhi. Sindhis form much of the municipal and provincial bureaucracy. 4% of Karachi's population speaks Balochi as its mother tongue, though most Baloch speakers are of Sheedi heritage – a community that traces its roots to Africa.Following the Indo-Pakistani War of 1971 and independence of Bangladesh, thousands of Urdu-speaking Biharis arrived in the city, preferring to remain Pakistani rather than live in the newly independent country. Large numbers of Bengalis also migrated from Bangladesh to Karachi during periods of economic growth in the 1980s and 1990s. Karachi is now home to an estimated 2.5 to 3 million ethnic Bengalis living in Pakistan. Rohingya refugees from Myanmar, who speak a dialect of Bengali and are sometimes regarded as Bengalis, also live in the city. Karachi is home to an estimated 400,000 Rohingya residents. Large scale Rohingya migration to Karachi made Karachi one of the largest population centres of Rohingyas in the world outside of Myanmar.Central Asian migrants from Uzbekistan and Kyrgyzstan have also settled in the city. Domestic workers from the Philippines are employed in Karachi's posh locales, while many of the city's teachers hail from Sri Lanka. Many Sri Lankans moved to Karachi due to the 2022 Economic Crisis in Sri Lanka. Expatriates from China began migrating to Karachi in the 1940s, to work as dentists, chefs and shoemakers, while many of their descendants continue to live in Pakistan. Chinese also reached Karachi after 2015 in large number due to the CPEC project. The city is also home to a small number of British and American expatriates.During World War II, about 3,000 Polish refugees from the Soviet Union, with some Polish families who chose to remain in the city after Partition. Post-Partition Karachi also once had a sizable refugee community from post-revolutionary Iran.
+
+
+=== Religion ===
+
+Karachi is a religiously homogeneous city with more than 96 per cent of its population adhering to Islam. Karachiites adhere to numerous sects and sub-sects of Islam, as well as Protestant Christianity, and community of Goan Catholics. The city also is home to large numbers of Hindus, and a small community of Zoroastrians and Parsi's. According to Nichola Khan Karachi is also the world's largest Muslim city. Prior to Pakistan's independence in 1947, the religious demographics of the city was estimated to be 51.1% Hindu, 42.3% Muslim, with the remaining 7% primarily Christians (both British and native), Sikhs, Jains, with a small number of Jews. Following the independence of Pakistan, the vast majority of Karachi's Sindhi Hindu population left for India while Muslim refugees from India, in turn, settled in the city. This mass migration dramatically changed the religious demographics of the city.
+
+
+==== Islam ====
+
+Karachi is overwhelmingly Muslim, though the city is one of Pakistan's most secular cities. Approximately 85% of Karachi's Muslims are Sunnis, while 15% are Shi'ites. Sunnis primarily follow the Hanafi school of jurisprudence, with Sufism influencing religious practices by encouraging reverence for Sufi saints such as Abdullah Shah Ghazi and Mewa Shah. Shi'ites are predominantly Twelver, with a significant Ismaili minority which is further subdivided into Nizaris, Mustaalis, Dawoodi Bohras, and Sulaymanis. There are over 3000 mosques in Karachi, most famous of which include Grand Jamia Mosque, Baitul Mukarram Mosque, Masjid-e-Tooba and Memon Masjid.
+
+
+==== Christianity ====
+Approximately 2.5% of Karachi's population is Christian. The city's Christian community is primarily composed of Punjabi Christians and a community of Goan Catholics who are typically better-educated and more affluent than their Punjabi co-religionists. They established the posh Cincinnatus Town in Garden East as a Goan enclave. The Goan community dates from 1820 and has a population estimated to be 12,000–15,000 strong. Karachi is served by its own archdiocese, the Roman Catholic Archdiocese of Karachi.
+
+
+==== Hinduism ====
+While most of the city's Hindu population left en masse for India following Pakistan's independence, Karachi still has a large Hindu community with an estimated population of 250,000 based on 2013 data, with several active temples in central Karachi. The Hindu community is split into a more affluent Sindhi Hindu and small Punjabi Hindu group that forms part of Karachi's educated middle class, while poorer Hindus of Rajasthani and Marwari descent form the other part and typically serve as menial and day laborers. Wealthier Hindus live primarily in Clifton and Saddar, while poorer ones live and have temples in Narayanpura and Lyari. Many streets in central Karachi still retain Hindu names, especially in Mithadar, Aram Bagh (formerly Ram Bagh), and Ramswami. Many Mandirs exist in Saddar which are over a 100 years old.
+
+
+==== Zoroastrianism ====
+Karachi's affluent and influential Parsis have lived in the region in the 12th century, though the modern community dates from the mid 19th century when they served as military contractors and commissariat agents to the British. Further waves of Parsi immigrants from Persia settled in the city in the late 19th century. The population of Parsis in Karachi and throughout South Asia is in continuous decline due to low birth-rates and migration to Western countries.In 2019, according to Framji Minwalla, approximately 1,092 Parsis are left in Pakistan.
+
+
+== Transportation ==
+
+
+=== Road ===
+
+Karachi is served by a road network estimated to be approximately 15,500 kilometres (9,600 miles) in length, serving approximately 5 million vehicles per day.
+Karachi is served by 6 Signal-Free Corridors which are designed as urban express roads to permit traffic to transverse large distances without the need to stop at intersections and stoplights. The 16 km (10 mi) Karsaz Road connects PAF Museum in central Karachi to SITE Industrial Area. The Rashid Minhas Road connects Surjani Town with Shah Faisal Town over a 20 km span. The 19 km (12 mi) University Road connects Karachi's urban centre to the Gulistan-e-Johar suburb. The 18 km (11 mi) Shahrah-e-Faisal connects Karachi's Sadar area to the Jinnah International Airport. The 18 km (11 mi) Shahrah-e-Pakistan connects city centre to Federal B. Area. The 18 km (11 mi) Sher Shah Suri Road connects the city centre to Nazimabad.
+The Lyari Expressway is a 16 km controlled-access highway along the Lyari River. This toll highway is designed to relieve congestion within the city. To the north of Karachi lies the 39 km Karachi Northern Bypass (M10), which bypasses the city to connect the M-9 Motorway to the N25 National Highway. A 39 km (24 mi) Malir Expressway is under construction along the Malir River. It will link Karachi's DHA to Karachi's Malir Town and terminate at Kathore on the M-9 motorway.
+Karachi is the terminus of the M-9 motorway, which connects Karachi to Hyderabad. The M-9 motorway is part of a larger countrywide motorways network, many of which were built through the China Pakistan Economic Corridor Project. From Hyderabad, motorways provide high-speed road access to all major Pakistani cities, including Peshawar, Islamabad, Lahore, Multan and Faisalabad.
+Karachi is also the terminus of the N-5 National Highway which connects the city to the historic medieval capital of Sindh, Thatta. It offers further connections to northern Pakistan and the Afghan border near Torkham. The N-25 National Highway connects Karachi to Quetta, the capital of Balochistan. The N-10 National Highway connects Karachi to the emerging port city of Gwadar.
+
+
+=== Rail ===
+
+Karachi is linked by rail to the rest of the country by Pakistan Railways. The Karachi City Station and Karachi Cantonment Railway Station are the city's two major railway stations. The city has an international rail link, the Thar Express which links Karachi Cantonment Station with Bhagat Ki Kothi station in Jodhpur, India.The railway system also handles freight linking Karachi port to destinations up-country in northern Pakistan. The city is the terminus for the Main Line-1 Railway which connects Karachi to Peshawar. Pakistan's rail network, including the Main Line-1 Railway is being upgraded as part of the China Pakistan Economic Corridor, allowing trains to depart Karachi and travel on Pakistani railways at an average speed of 160 km/h (100 mph) versus the current average speed of 80 km/h (50 mph).
+
+
+=== Public transport ===
+
+
+==== Metrobus ====
+
+The Pakistani Government is developing the Karachi Metrobus project, which is a 6-line 150-kilometre (93+1⁄4-mile) bus rapid transit system. The Metrobus project was inaugurated by then-Prime Minister Nawaz Sharif on 25 February 2016. Sharif said the "project will be more beautiful than Lahore Metro Bus". Orange and Green Lines are operational while Red-Line is underconstruction.
+
+
+==== People's Bus Service ====
+In 2022, provincial government launched Peoples Bus Service having fleet size of 100+ which run on 12 different routes on nominal fare. The buses are air-conditioned, have wifi, have priority seeting for disabled and elderly and are wheelchair accessible.
+Red buses are for general public. Pink buses are for women only. White buses are environment friendly electric buses having designated charging points.
+
+
+==== Karachi Circular Railway ====
+Karachi Circular Railway is a partially active regional public transit system in Karachi, which serves the Karachi metropolitan area. KCR was fully operational between 1969 and 1999. Since 2001, restoration of the railway and restarting the system had been sought. In November 2020, the KCR partially revived operations.KCR was included in CPEC by Shehbaz Sharif and construction started in 2022. Existing 43 km KCR track and stations would be completely rebuilt into automated rapid transit system with electric trains. The route would not be changed however many underpasses and bridges would be built along the route to eliminate 22-level crossings. New KCR would be similar to Lahore's Orange Train. New KCR would have joint stations with Karachi Metrobus at points of intersection. Project would be operational by 2025.
+With its hub at Karachi City station on I. I. Chundrigar Road, KCR will connect the city centre with several industrial, commercial and residential districts within the city.
+
+
+==== Tramway service ====
+A tramway service was started in 1884 in Karachi but was closed in 1975. However, the revival of tramway service is proposed by Karachi Administrator Iftikhar Ali. Turkey has offered assistance in the revival and launching modern tramway service in Karachi.
+
+
+=== Air ===
+Karachi's Jinnah International Airport is the busiest airport of Pakistan with a total of 7.2 million passengers in 2018. The current terminal structure was built in 1992, and is divided into international and domestic sections. Karachi's airport serves as a hub for the flag carrier, Pakistan International Airlines (PIA), as well as for Air Indus, Serene Air and airblue. The airport offers non-stop flights to destinations throughout East Asia, South Asia, Southeast Asia, Central Asia, the Gulf States, Europe and North America.
+
+
+=== Sea ===
+The largest shipping ports in Pakistan are the Port of Karachi and the nearby Port Qasim, the former being the oldest port of Pakistan. Port Qasim is located 35 kilometres (22 miles) east of the Port of Karachi on the Indus River estuary. These ports handle 95% of Pakistan's trade cargo to and from foreign ports. These seaports have modern facilities which include bulk handling, containers and oil terminals. The ports are part of the Maritime Silk Road.
+
+
+== Civic administration ==
+
+
+=== City government ===
+
+Karachi has a fragmented system of civic government. The urban area is divided into six District Municipal Corporations: Karachi East, Karachi West, Karachi Central, Karachi South, Malir, Korangi. Each district is further divided into between 22 and 42 Union Committees. Each Union Committee is represented by seven elected representatives, four of whom can be general candidates of any background; the other three seats are reserved for women, religious minorities, and a union representative or peasant farmer.
+Karachi's urban area also includes six cantonments, which are administered directly by the Pakistani military, and include some of Karachi's most desirable real-estate.
+Key civic bodies, such as the Karachi Water and Sewerage Board and KBCA (Karachi Building Control Authority), among others, are under the direct control of the Government of Sindh. Additionally, Karachi's city-planning authority for undeveloped land, the Karachi Development Authority, is under control of the government, while two new city-planning authorities, the Lyari Development Authority and Malir Development Authority were revived by the Pakistan Peoples Party government in 2011 – allegedly to patronize their electoral allies and voting banks.
+
+
+==== Historical background ====
+In response to a cholera epidemic in 1846, the Karachi Conservancy Board was organized by British administrators to control its spread. The board became the Karachi Municipal Commission in 1852, and the Karachi Municipal Committee the following year. The City of Karachi Municipal Act of 1933 transformed the city administration into the Karachi Municipal Corporation with a mayor, a deputy mayor and 57 councillors. In 1976, the body became the Karachi Metropolitan Corporation.During the 1900s, Karachi saw its major beautification project under the mayoralty of Harchandrai Vishandas. New roads, parks, residential, and recreational areas were developed as part of this project. In 1948, the Federal Capital Territory of Pakistan was created, comprising approximately 2,103 km2 (812 sq mi) of Karachi and surrounding areas, but this was merged into the province of West Pakistan in 1959. In 1960, Karachi and Lasbela District merged to create Karachi-Bela Division. In 1972, Lasbela District transferred to Kalat division and Karachi metropolitan area was divided into three (03) districts East, West and South. In 1996, again the Karachi metropolitan area was divided into More two (02) districts Central and Malir, each with its own municipal corporation.
+
+
+==== Union councils (2001–11) ====
+In 2001, during the rule of General Pervez Musharraf, five districts of Karachi were merged to form the city district of Karachi, with a three-tier structure. The two most local tiers are composed of 18 towns, and 178 union councils. Each tier focused on elected councils with some common members to provide "vertical linkage" within the federation.Naimatullah Khan was the first Nazim of Karachi during the Union Council period, while Shafiq-Ur-Rehman Paracha was the first district coordination officer of Karachi. Syed Mustafa Kamal was elected City Nazim of Karachi to succeed Naimatullah Khan in 2005 elections, and Nasreen Jalil was elected as the City Naib Nazim.
+Each Union Council had thirteen members elected from specified electorates: four men and two women elected directly by the general population; two men and two women elected by peasants and workers; one member for minority communities; two members are elected jointly as the Union Mayor (Nazim) and Deputy Union Mayor (Naib Nazim). Each council included up to three council secretaries and a number of other civil servants. The Union Council system was dismantled in 2011.
+
+
+==== District Municipal Corporations (2011–present) ====
+In July 2011, city district government of Karachi was reverted its original constituent units known as District Municipal Corporations (DMC). The five original DMCs are: Karachi East, Karachi West, Karachi Central, Karachi South and Malir. In November 2013, a sixth DMC, Korangi District was carved out from District East. In August 2020, Sindh cabinet approves formation of the seventh district in Karachi (Keamari District), Keamari District was formed by splitting District West.The committees for each district devise and enforce land-use and zoning regulations within their district. Each committee also manages water supply, sewage, and roads (except for 28 main arteries, which are managed by the Karachi Metropolitan Corporation). Street lighting, traffic planning, markets regulations, and signage are also under the control of the DMCs. Each DMC also maintains its own municipal record archive, and devises its own local budget.Municipal Administration of Karachi is also run by the Karachi Metropolitan Corporation (KMC), which is responsible for the development and maintenance of main arteries, bridges, drains, several hospitals, beaches, solid waste management, as well as some parks, and the city's firefighting services. Between 2016 till 2020 the mayor of Karachi was Waseem Akhtar (2016-2020), with Arshad Hassan serving as Deputy Mayor; both served as part of the KMC. The Administrator of Karachi is Syed Saif-ur-Rehman as of 2022. In 2023, Murtaza Wahab of PPP was elected the mayor of Karachi.The position of Commissioner of Karachi was created, with Iftikhar Ali Shallwani serving this role. There are six military cantonments, which are administered by the Pakistani Army, and are some of Karachi's most upscale neighbourhoods.
+
+
+=== City planning ===
+The Karachi Development Authority (KDA), along with the Lyari Development Authority (LDA) and Malir Development Authority (MDA), is responsible for the development of most undeveloped land around Karachi. KDA came into existence in 1957 with the task of managing land around Karachi, while the LDA and MDA were formed in 1993 and 1994, respectively. KDA under the control of Karachi's local government and mayor in 2001, while the LDA and MDA were abolished. KDA was later placed under the direct control of the Government of Sindh in 2011. The LDA and MDA were also revived by the Pakistan Peoples Party government at the time, allegedly to patronize their electoral allies and voting banks. City-planning in Karachi, therefore, is not locally directed but is instead controlled at the provincial level.
+Each District Municipal Corporation regulate land-use in developed areas, while the Sindh Building Control Authority ensures that building construction is in accordance with building & town planning regulations. Cantonment areas, and the Defence Housing Authority are administered and planned by the military.
+
+
+== Municipal services ==
+
+
+=== Water ===
+Municipal water supplies are managed by the Karachi Water and Sewerage Board (KW&SB), which supplies 640 million gallons daily (MGD) to the city (excluding the city's steel mills and Port Qasim), of which 440 MGD are filtered/treated. Most of the supply comes from the Indus River, and 90 MGD from the Hub Dam. Karachi's water supply is transported to the city through a complex network of canals, conduits, and siphons, with the aid of pumping and filtration stations. 80% of Karachi households have access to piped water as of 2022, with private water tankers supplying much of the water required in informal settlements. 15% of residents in a 2022 survey rated their water supply as "bad" or "very bad", while 40% expressed concern at the stability of water supply. By 2022, an estimated 35,000 people were dying due to water-borne diseases annually.The K-IV water project is under development at a cost of $876 million. It would connect Keenjhar Lake to Karachi hence eradicating water scarcity in eastern and northern parts of the city. It is expected to supply 650 million gallons daily of potable water to the city, the first phase 260 million gallons upon completion.Desalination plants are also planned to be built on Arabian Sea coast on western side of Karachi in near future. These would resolve water scarcity issues in western parts of the city including SITE Area, Shershah and Orangi Town.
+
+
+=== Sanitation ===
+98% of Karachi's households are connected to the city's underground public sewerage system, largely operated by the Karachi Water and Sewerage Board (KW&SB). The KW&SB operates 150 pumping stations, 25 bulk reservoirs, over 10,000 kilometres of pipes, and 250,000 manholes. The city generates approximately 472 million gallons daily (MGD) of sewage, of which 417 MGD are discharged without treatment. KW&SB has the optimum capacity to treat up to 150 MGD of sewage, but uses only about 50 MGD of this capacity. Three treatment plants are available, in SITE Town (Gutter Baghicha), Mehmoodabad, and Mauripur. 75% reported in 2022 that Karachi's drainage system overflows or backs up, the highest percentage of all major Pakistani cities. Parts of the city's drainage system overflow on average 2–7 times per month, flooding some city streets.Households in Orangi self-organized to set-up their own sewerage system under the Orangi Pilot Project, a community service organization founded in 1980. 90% of Orangi streets are now connected to a sewer system built by local residents under the Orangi Pilot Project. Residents of individual streets bear the cost of sewerage pipes, and provide volunteer labour to lay the pipe. Residents also maintain the sewer pipes, while the city municipal administration has built several primary and secondary pipes for the network. As a result of OPP, 96% of Orangi residents have access to a latrine.The Sindh Solid Waste Management Board (SSWMB) is responsible for the collection and disposal of solid waste, not only in Karachi but throughout the whole province. Karachi has the highest percentage of residents in Pakistan who report that their streets are never cleaned – 42% of residents in Karachi report their streets are never cleaned, compared to 10% of residents in Lahore. Only 17% of Karachi residents reporting daily street cleaning, compared to 45%
+in Lahore. 69% of Karachi residents rely on private garbage collection services, with only 15% relying on municipal garbage collection services. 53% of Karachi residents in a 2022 survey reported that the state of their neighbourhood's cleanliness was either "bad" or "very bad". compared to 35% in Lahore, and 16% in Multan.
+
+
+=== Electricity ===
+The one and only electricity providing company in Karachi is K-Electric. It was government owned but was privatised in 2019. Government still has some shares. However HUBCO is an Independent Power Producer (IPP) that owns few major powerplants.
+Karachi mostly gets electricity from oil, gas and coal powerplants established either on western coastline or Port Qasim Industrial Zone. Most recently built coal powerplants were the 1320MW Port Qasim Powerplant and the 1320MW Hub Coal Powerplant. 3 Nuclear Powerplants on western coastline namely KANUPP (K-1, K-2, K-3) also feed Karachi. Jhimpir, a nearby town has Wind Powerplants of more than 1000MW. This capacity is going to increase in future expansions. Solar Parks are envisioned to be established on western coastline having a starting generation of 1000MW.
+75% of Karachi receives uninterrupted power supply almost throughout the year. 25% areas including industrial areas suffer with up to 6 hours of power outages everyday due to energy generation deficit. Power outages increase further in Peak-summer and Monsoon season (May to August). Many slums and unregulated areas are not yet electrified hence they indulge in electricity theft which is locally called Kunda-System.
+
+
+=== Police, Ambulance, Firefighting ===
+Police is under the control of provincial government and city government has no authority over it. Ambulance is run by private hospitals or NGOs, the most famous of which are Edhi, Chhipa and JDC. Firefighting is under control of local government and has enough firefighters and vehicles to work quickly during fire.
+
+
+== Education ==
+
+
+=== Districts literacy rate (10 years and above) ===
+According to 2017 Census of Pakistan, Central is the most literate district among all the districts of Karachi and Sindh. Following is the literacy rate of 10 years and above population of the six districts of Karachi:
+
+
+=== Primary and secondary ===
+
+Karachi's primary education system is divided into five levels: primary (grades one through five); middle (grades six through eight); high (grades nine and ten, leading to the Secondary School Certificate); intermediate (grades eleven and twelve, leading to a Higher Secondary School Certificate); and university programs leading to graduate and advanced degrees. Karachi has both public and private educational institutions. Most educational institutions are gender-based from primary to intermediate. Universities are mostly co-education.
+Several of Karachi's schools, such as St Patrick's High School, St Joseph's Convent School and St Paul's English High School, are operated by Christian churches, and are among Pakistan's most prestigious schools.
+
+
+=== Higher ===
+
+Karachi is home to several major public universities. Karachi's first public university's date from the British colonial era. The Sindh Madressatul Islam founded in 1885, was granted university status in 2012. Establishment of the Sindh Madressatul Islam was followed by the establishment of the D. J. Sindh Government Science College in 1887, and the institution was granted university status in 2014. The Nadirshaw Edulji Dinshaw University of Engineering and Technology (NED), was founded in 1921, and is Pakistan's oldest institution of higher learning. The Dow University of Health Sciences was established in 1945, and is now one of Pakistan's top medical research institutions.
+The University of Karachi, founded in 1951, is Pakistan's largest university with a student population of 24,000. The Institute of Business Administration (IBA), founded in 1955, is the oldest business school outside of North America and Europe, and was set up with technical support from the Wharton School and the University of Southern California. The Dawood University of Engineering and Technology, which opened in 1962, offers degree programmes in petroleum, gas, chemical, and industrial engineering. The Pakistan Navy Engineering College (PNEC), operated by the Pakistan Navy, is associated with the National University of Sciences and Technology (NUST) in Islamabad.
+Karachi is also home to numerous private universities. The Aga Khan University, founded in 1983, is Karachi's oldest private educational institution, and is one of Pakistan's most prestigious medical schools. The Indus Valley School of Art and Architecture was founded in 1989, and offers degree programmes in arts and architectural fields. Hamdard University is the largest private university in Pakistan with faculties including Eastern Medicine, Medical, Engineering, Pharmacy, and Law. The National University of Computer and Emerging Sciences (NUCES-FAST), one of Pakistan's top universities in computer education, operates two campuses in Karachi. Bahria University (BU) founded in 2000, is one of the major general institutions of Pakistan with their campuses in Karachi, Islamabad and Lahore offers degree programs in Management Sciences, Electrical Engineering, Computer Science and Psychology. Sir Syed University of Engineering and Technology (SSUET) offers degree programmes in biomedical, electronics, telecom and computer engineering. Karachi Institute of Economics & Technology (KIET) has two campuses in Karachi. The Shaheed Zulfiqar Ali Bhutto Institute of Science and Technology (SZABIST), founded in 1995 by former Prime Minister Benazir Bhutto, operates a campus in Karachi. Other names include:
+
+Iqra University
+Habib University
+Dow University
+Jinnah Medical and Dental College
+Jinnah Sindh Medical University
+Karachi Institute of Economics and Technology
+United Medical and Dental College
+Liaquat National Medical College
+Institute of Cost & Management Accountants of Pakistan (ICMAP)
+Institute of Business Management (CBM)
+
+
+== Healthcare ==
+
+			
+			
+		
+		
+			
+			
+		
+Karachi is a centre of research in biomedicine with at least 30 public hospitals, 80 registered private hospitals and 12 recognized medical colleges, including the Indus Hospital, Lady Dufferin Hospital, Karachi Institute of Heart Diseases, National Institute of Cardiovascular Diseases, Civil Hospital, Combined Military Hospital, PNS Rahat, PNS Shifa, Aga Khan University Hospital, Liaquat National Hospital, Jinnah Postgraduate Medical Centre, Holy Family Hospital and Ziauddin Hospital. In 1995, Ziauddin Hospital was the site of Pakistan's first bone marrow transplant.Karachi municipal authorities in 2017 launched a new early warning system that alerted city residents to a forecasted heatwave. Previous heatwaves had routinely claimed lives in the city, but implementation of the warning system was credited for no reported heat-related fatalities. During 2020-2021 COVID-19 pandemic, vaccines were available in all major hospitals.
+
+
+== Entertainment, tourism and culture ==
+
+
+=== Shopping malls ===
+
+Karachi is home to Pakistan and South Asia's largest shopping mall, Lucky One Mall which hosts more than two hundred stores. According to TripAdvisor the city is also home to Pakistan's favorite shopping mall, Dolmen Mall, Clifton which was also featured on CNN. In 2023, another mega mall/entertainment complex named 'Mall of Karachi' situated at the bottom of Pakistan's tallest skyscraper Bahria Icon Tower will be opened.
+
+
+=== Museums and galleries ===
+
+			
+			
+		
+		
+			
+			
+		
+Karachi is home to several of Pakistan's most important museums. The National Museum of Pakistan and Mohatta Palace display artwork, while the city also has several private art galleries. There are also the Pakistan Airforce Museum, the Pakistan Maritime Museum and the country's first interactive science centre, the MagnifiScience Centre located in the city. Wazir Mansion, the birthplace of Pakistan's founder Muhammad Ali Jinnah has also been preserved as a museum open to the public. Quaid-e-Azam House, the residence of Muhammad Ali Jinnah is also a museum which showcases his furniture and other belongings. Other museums include TDF Ghar and the State Bank of Pakistan Museum & Art Gallery.
+
+
+=== Theatre and cinema ===
+Karachi is home to some of Pakistan's important cultural institutions. The National Academy of Performing Arts, located in the former Hindu Gymkhana, offers diploma courses in performing arts including classical music and contemporary theatre. Karachi is home to groups such as Thespianz Theater, a professional youth-based, non-profit performing arts group, which works on theatre and arts activities in Pakistan.Though Lahore was considered to be home of Pakistan's film industry, Karachi is home to Urdu cinema and Kara Film Festival annually showcases independent Pakistani and international films and documentaries.Bambino Cinema, Capri Cinema, Cinepax Cinema, Cinegold Plex Cinema (Bahria Town), Mega Multiplex Cinema (Millennium Mall), Nueplex Cinema (Askari-4), Atrium Mall Cinema (Sadar) are some of the most popular cinemas in Karachi.
+
+
+=== Music ===
+The All Pakistan Music Conference, linked to the 45-year-old similar institution in Lahore, has been holding its annual music festival since its inception in 2004. The National Arts Council (Koocha-e-Saqafat) has musical performances and mushaira.
+
+
+== Social issues ==
+
+
+=== Crime & Lawlessness ===
+Sometimes stated to be amongst the world's most dangerous cities, the extent of violent crime in Karachi is not as significant in magnitude as compared to other cities. According to the Numbeo Crime Index 2014, Karachi was the 6th most dangerous city in the world. By the middle of 2016, Karachi's rank had dropped to 31 following the launch of anti-crime operations. By 2018, Karachi's ranking has dropped to 50. In 2021, Karachi's ranking fell to 115. In 2022, the ranking fell further to 128th place, ranking Karachi safer than regional cities such as Dhaka (56th place), Delhi (90th place), and Bangalore (122nd place).The city's large population results in high numbers of homicides with a moderate homicide rate. Karachi's homicide rates are lower than many Latin American cities, and in 2015 was 12.5 per 100,000 – lower than the homicide rate of several American cities such as New Orleans and St. Louis. The homicide rates in some Latin American cities such as Caracas, Venezuela and Acapulco, Mexico are in excess of 100 per 100,000 residents, many times greater than Karachi's homicide rate. In 2016, the number of murders in Karachi had dropped to 471, which had dropped further to 381 in 2017.In the late 1980s and early 1990s, Karachi was rocked by political conflict while crime rates drastically increased with the arrival of weaponry from the War in Afghanistan. Several of Karachi's criminal mafias became powerful during a period in the 1990s described as "the rule of the mafias." Major mafias active in the city included land mafia, water tanker mafia, transport mafia and a sand and gravel mafia. Karachi's highest death rates occurred in the mid-1990s. In 1995, 1,742 killings were recorded, with a maximum of 15 killings in a single day.
+
+
+==== Karachi Operation by Pakistan Rangers ====
+Karachi had become widely known for its high rates of violent crime, but rates sharply decreased following a controversial crackdown operation against criminals, the MQM political party, and Islamist militants initiated in 2013 by the Pakistan Rangers. In 2015, 1,040 Karachiites were killed in either acts of terror or other crime – an almost 50% decrease from the 2,023 killed in 2014, and an almost 70% decrease from the 3,251 recorded killed in 2013 – the highest ever recorded number in Karachi history. Violent crime like target killings, kidnappings for ransom or extortion, burning or torturing to death, drugs and weapons smugling decreased sharply after 2015. Street crime still remains high like snatching of cash, phones, motorcycles and cars on gunpoint.With 650 homicides in 2015, Karachi's homicide rate decreased by 75% compared to 2013. In 2017, the number of homicides had dropped further to 381. Extortion crimes decreased by 80% between 2013 and 2015, while kidnappings decreased by 90% during the same period. By 2016, the city registered a total of 21 cases of kidnap for ransom. Terrorist incidents dropped by 98% between 2012 and 2017, according to Pakistan's Interior Ministry. As a result of the Karachi's improved security environment, real-estate prices in Karachi rose sharply after 2015, with a rise in business for upmarket restaurants and cafés.
+
+
+=== Ethnic & Linguistic conflict ===
+Insufficient affordable housing infrastructure to absorb growth has resulted in the city's diverse migrant populations being largely confined to ethnically homogeneous neighbourhoods. The 1970s saw major labour struggles in Karachi's industrial estates. Violence originated in the city's university campuses, and spread into the city. Conflict was especially sharp between MQM party and ethnic Sindhis, Pashtuns, and Punjabis. The party and its vast network of supporters were targeted by Pakistani security forces as part of the controversial Operation Clean-up in 1992, as part of an effort to restore peace in the city that lasted until 1994. The ethnic conflicts kept going between linguistic groups till late 2010s and are no more extreme.
+
+
+=== Poor infrastructure ===
+Urban planning and service delivery have not kept pace with Karachi's growth, resulting in the city's low ranking on livability rankings. The city has no cohesive transportation policy and inadequate transport, though up to 1,000 new vehicles are added daily to the city's congested streets. Roads and streets are broken at many places but are not repaired in timely manner.
+Unable to provide housing to large numbers of refugees shortly after independence, Karachi's authorities first issued "slips" to refugees beginning in 1950 –
+which allowed refugees to settle on any vacant land. Such informal settlements are known as katchi abadis. Approximately half of Karachi's residents still live in these unplanned communities which have limited paved roads and limited utilities.
+
+
+=== Pollution ===
+Air quality index is one of the worst in the world. Due to desert terrain, there is plenty of dust throughout the year except for rainy season. Vehicles and industries also contribute to air pollution, greenhouse gas emissions and global warming. There is a lot of noise pollution due to traffic. Land pollution is due to solid trash not disposed to dedicated dumping sites. Trash is seen here and there and sometimes everywhere. Lastly there is water pollution in Lyari and Malir rivers as gutters directly open into these rivers. These rivers than directly go into Arabian sea untreated. So sewerage and industrial wastewater is directly being thrown into Indian Ocean hence polluting it and destroying marine life under the sea. 3 waste water treatment plants exist but are all dysfunctional.
+
+
+=== Urban flooding in monsoon season ===
+Size of Drainage system and storm water drains (locally known as Naalahs) in the city is not enough to handle the heavy rainfalls of monsoon. The drainage system and storm water drains are also filled with solid trash. When water finds no path, it enters streets, roads, underpasses and even houses during rainfall in July and August of every year. Major Naalahs like Orangi Naalah, Gujjar Naalah, Mehmoodabad Naalah are cleaned every year by government but are polluted by people the next day. Flooding hinders connectivity of different areas of the city specially Landhi and Korangi. Floods have caused drown or electric shocks related deaths as well. 
+
+
+== Architecture ==
+
+Karachi has a collection of buildings and structures of varied architectural styles. The downtown districts of Saddar and Clifton contain early 20th-century architecture, ranging in style from the neo-classical KPT building to the Sindh High Court Building. Karachi acquired its first neo-Gothic or Indo-Gothic buildings when Frere Hall, Empress Market and St. Patrick's Cathedral were completed. The Mock Tudor architectural style was introduced in the Karachi Gymkhana and the Boat Club. Neo-Renaissance architecture was popular in the 19th century and was the architectural style for St. Joseph's Convent (1870) and the Sind Club (1883). The classical style made a comeback in the late 19th century, as seen in Lady Dufferin Hospital (1898) and the Cantt. Railway Station. While Italianate buildings remained popular, an eclectic blend termed Indo-Saracenic or Anglo-Mughal began to emerge in some locations.
+The local mercantile community began acquiring impressive structures. Zaibunnisa Street in the Saddar area (known as Elphinstone Street in British days) is an example where the mercantile groups adopted the Italianate and Indo-Saracenic style to demonstrate their familiarity with Western culture and their own. The Hindu Gymkhana (1925) and Mohatta Palace are examples of Mughal revival buildings. The Sindh Wildlife Conservation Building, located in Saddar, served as a Freemasonic Lodge until it was taken over by the government. There are talks of it being taken away from this custody and being renovated and the Lodge being preserved with its original woodwork and ornate wooden staircase.Indus Valley School of Art and Architecture is one of the prime examples of Architectural conservation and restoration where an entire Nusserwanjee building from Kharadar area of Karachi has been relocated to Clifton for adaptive reuse in an art school. The procedure involved the careful removal of each piece of timber and stone, stacked temporarily, loaded on the trucks for transportation to the Clifton site, unloaded and re-arranged according to a given layout, stone by stone, piece by piece, and completed within three months.Architecturally distinctive, even eccentric, buildings have sprung up throughout Karachi. Notable example of contemporary architecture include the Pakistan State Oil Headquarters building. The city has examples of modern Islamic architecture, including the Aga Khan University hospital, Grand Jamia Mosque, Masjid e Tooba, Faran Mosque, Baitul Mukarram Mosque, Quaid's Mausoleum, and the Textile Institute of Pakistan. One of the unique cultural elements of Karachi is that the residences, which are two- or three-story townhouses, are built with the front yard protected by a high brick wall. I. I. Chundrigar Road features a range of tall buildings. The most prominent examples include the Habib Bank Plaza, UBL Tower, PRC Towers, PNSC Building and MCB Tower. Newer skyscrapers are being built in Clifton. At least 50 150m+ buildings were underconstruction in 2022.
+
+
+== Sports ==
+
+
+=== Cricket ===
+Cricket's history in Pakistan predates the creation of the country in 1947. The first ever international cricket match in Karachi was held on 22 November 1935 between Sindh and Australian cricket teams. The match was seen by 5,000 Karachiites. Karachi is also the place that innovated tape ball, a safer and more affordable alternative to cricket.The inaugural first-class match at the National Stadium was played between Pakistan and India on 26 February 1955 and since then Pakistani national cricket team has won 20 of the 41 Test matches played at the National Stadium. The first One Day International at the National Stadium was against the West Indies on 21 November 1980, with the match going to the last ball.
+The national team has been less successful in such limited-overs matches at the ground, including a five-year stint between 1996 and 2001, when they failed to win any matches. The city has been host to a number of domestic cricket teams including Karachi, Karachi Blues, Karachi Greens, and Karachi Whites. The National Stadium hosted two group matches (Pakistan v. South Africa on 29 February and Pakistan v. England on 3 March), and a quarter-final match (South Africa v. West Indies on 11 March) during the 1996 Cricket World Cup.Rafi Cricket Stadium under construction in Bahria Town would soon become the largest cricket stadium in Karachi with a capacity of 50,000+ spectators.
+
+
+=== Other sports ===
+When it comes to sports Karachi has a distinction, because some sources cite that it was in 1877 at Karachi in (British) India, where the first attempt was made to form a set of rules of badminton and likely place is said to be Frere Hall.
+Karachi has hosted seven editions of the National Games of Pakistan, most recently in 2007.In 2005, the city hosted the SAFF Championship at this ground, as well as the Geo Super Football League 2007, which attracted capacity crowds during the games. The popularity of golf is increasing, with clubs in Karachi like Dreamworld Resort, Bahria Town Golf Club, Hotel & Golf Club, Arabian Sea Country Club, DA Country & Golf Club. The city has facilities for field hockey (Hockey Club of Pakistan, UBL Hockey Ground), boxing (KPT Sports Complex), squash (Jahangir Khan Squash Complex), and polo. There are marinas and boating clubs. National Bank of Pakistan Sports Complex is First-class cricket venue and Multi-purpose sports facility in Karachi.
+
+Professional teams of Karachi
+
+
+== Notable people ==
+
+
+== Twin towns and sister cities ==
+
+
+== See also ==
+
+
+== References ==
+
+
+=== Bibliography ===
+
+
+== External links ==
+
+Official website
+Karachi at the end of the Raj, film by an unknown British soldier, 1942–1947, Mowgli Productions.
+Karachi at Curlie
+Growth of the city
\ No newline at end of file
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+{"docstore/data": {"547703f0-6b17-4f25-8441-56bd6e76100f": {"__data__": {"id_": "547703f0-6b17-4f25-8441-56bd6e76100f", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "3bd256c9-2b4c-46f3-934d-aec693822641", "node_type": "1", "metadata": {}, "hash": "308270bd13abc23e78a75c39002fc55e1910b559e9e8a51a3627b9a7be1d6cfe", "class_name": "RelatedNodeInfo"}}, "text": "Karachi (; Urdu: \u06a9\u0631\u0627\u0686\u06cc; Sindhi: \u06aa\u0631\u0627\u0686\u064a\u200e; IPA: [k\u0259\u02c8ra\u02d0t\u0283i] ) is the capital city of the Pakistani province of Sindh. It is the largest city in Pakistan and the 12th largest in the world, with a population of over 20 million. It is situated at the southern tip of the country along the Arabian Sea coast and formerly served as the capital of Pakistan. Ranked as a beta-global city, it is Pakistan's premier industrial and financial centre, with an estimated GDP of over $200 billion (PPP) as of 2021. Karachi is considered  Pakistan's most cosmopolitan city, and among the country\u2019s most linguistically, ethnically-, and religiously-diverse regions, as well as one of the country\u2019s most progressive and socially liberal cities.The region has been inhabited for millennia, but the city was formally founded as the fortified village of Kolachi as recently as 1729. The settlement greatly increased in importance with the arrival of the East India Company in the mid-19th century. British administrators embarked on substantial projects to transform the city into a major seaport, and connect it with the extensive railway network of the Indian subcontinent. At the time of Pakistan's independence in 1947, the city was the largest in Sindh with an estimated population of 400,000 people. Afterwards, the city experienced a dramatic shift in population and demography with the arrival of hundreds of thousands of Muslim immigrants (Muhajirs) from India, coupled with a substantial exodus of its Hindu residents. The city experienced rapid economic growth following Pakistan's independence, attracting migrants from throughout the country and other regions in South Asia. According to the 2023 Census of Pakistan, Karachi's total population was 20.3 million. Karachi is one of the world's fastest-growing cities, and has significant communities representing almost every ethnic group in Pakistan. Karachi holds more than two million Bengali immigrants, a million Afghan refugees, and up to 400,000 Rohingyas from Myanmar.Karachi is now Pakistan's premier industrial and financial centre. The city has a formal economy estimated to be worth $190 billion as of 2021, which is the largest in the country. Karachi collects 35% of Pakistan's tax revenue, and generates approximately 25% of Pakistan's entire GDP. Approximately 30% of Pakistani industrial output is from Karachi, while Karachi's ports handle approximately 95% of Pakistan's foreign trade. Approximately 90% of the multinational corporations and 100% of the banks operating in Pakistan are headquartered in Karachi. It also serves as a transport hub, and contains Pakistan's two largest seaports, the Port of Karachi and Port Qasim, as well as Pakistan's busiest airport, Jinnah International Airport. Karachi is also considered to be Pakistan's fashion capital, and has hosted the annual Karachi Fashion Week since 2009.Known as the \"City of Lights\" in the 1960s and 1970s for its vibrant nightlife, Karachi was beset by sharp ethnic, sectarian, and political conflict in the 1980s with the large-scale arrival of weaponry during the Soviet\u2013Afghan War. The city had become well known for its high rates of violent crime, but recorded crimes sharply decreased following a crackdown operation against criminals, the MQM political party, and Islamist militants, initiated in 2013 by the Pakistan Rangers. As a result of the operation, Karachi dropped from being ranked the world's 6th-most dangerous city for crime in 2014, to 128th by 2022.\r\n\r\n\r\n== Etymology ==\r\nModern Karachi was reputedly founded in 1729 as the settlement of Kolachi-jo-Goth during the rule of Kalhora dynasty. The new settlement is said to have been named in honour of Mai Kolachi, whose son is said to have slain a man-eating crocodile in the village after his elder brothers had already been killed by it. The name Karachee, a shortened and corrupted version of the original name Kolachi-jo-Goth, was used for the first time in a Dutch report from 1742 about a shipwreck near the settlement.\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Early history ===\r\nThe region around Karachi has been the site of human habitation for millennia. Upper Paleolithic and Mesolithic sites have been excavated in the Mulri Hills along Karachi's northern outskirts. These earliest inhabitants are believed to have been hunter-gatherers, with ancient flint tools discovered at several sites.", "start_char_idx": 0, "end_char_idx": 4381, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "3bd256c9-2b4c-46f3-934d-aec693822641": {"__data__": {"id_": "3bd256c9-2b4c-46f3-934d-aec693822641", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "547703f0-6b17-4f25-8441-56bd6e76100f", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "d8181e90ef244d8453e6d22bc8837149fecf95bc03e225f14fbb7e3a079347e3", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "24e47b3e-a062-4461-b81e-49bd1a4b63f0", "node_type": "1", "metadata": {}, "hash": "7862c3d72f428cb7d29fd88a46dd27b26cfd43772690caf73f9bf74de113b614", "class_name": "RelatedNodeInfo"}}, "text": "== Etymology ==\r\nModern Karachi was reputedly founded in 1729 as the settlement of Kolachi-jo-Goth during the rule of Kalhora dynasty. The new settlement is said to have been named in honour of Mai Kolachi, whose son is said to have slain a man-eating crocodile in the village after his elder brothers had already been killed by it. The name Karachee, a shortened and corrupted version of the original name Kolachi-jo-Goth, was used for the first time in a Dutch report from 1742 about a shipwreck near the settlement.\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Early history ===\r\nThe region around Karachi has been the site of human habitation for millennia. Upper Paleolithic and Mesolithic sites have been excavated in the Mulri Hills along Karachi's northern outskirts. These earliest inhabitants are believed to have been hunter-gatherers, with ancient flint tools discovered at several sites.\r\nThe expansive Karachi region is believed to have been known to the ancient Greeks, and may have been the site of Barbarikon, an ancient seaport which was located at the nearby mouth of the Indus River. Karachi may also have been referred to as Ramya in ancient Greek texts.The ancient site of Krokola, a natural harbor west of the Indus where Alexander the Great sailed his fleet for Achaemenid Assyria, may have been located near the mouth of Karachi's Malir River, though some believe it was located near Gizri. No other natural harbor exists near the mouth of the Indus that could accommodate a large fleet. Nearchus, who commanded Alexander's naval fleet, also mentioned a hilly island by the name of Morontobara and an adjacent flat island named Bibakta, which colonial historians identified as Karachi's Manora Point and Kiamari (or Clifton), respectively, based on Greek descriptions. Both areas were island until well into the colonial era, when silting in led to them being connected to the mainland.In 711 CE, Muhammad bin Qasim conquered the Sindh and Indus Valley and the port of Debal, from where he launched his forces further into the Indus Valley in 712. Some have identified the port with Karachi, though some argue the location was somewhere between Karachi and the nearby city of Thatta.Under Mirza Ghazi Beg, the Mughal administrator of Sindh, the development of coastal Sindh and the Indus River Delta was encouraged. Under his rule, fortifications in the region acted as a bulwark against Portuguese incursions into Sindh. In 1553\u201354, Ottoman admiral Seydi Ali Reis, mentioned a small port along the Sindh coast by the name of Kaurashi which may have been Karachi. The Chaukhandi tombs in Karachi's modern suburbs were built around this time between the 15th and 18th centuries.\r\n\r\n\r\n=== Kolachi settlement and the first port ===\r\nThe first port was established by the Kalhoras near Karachi in the mid-18th century, known as Kharak Bander.\r\n19th century Karachi historian Seth Naomal Hotchand recorded that a small settlement of 20\u201325 huts existed along the Karachi Harbour that was known as Dibro, which was situated along a pool of water known as Kolachi-jo-Kun. In 1725, a band of Baloch settlers from Makran and Kalat had settled in the hamlet after fleeing droughts and tribal feuds.A new settlement was built in 1729 at the site of Dibro, which came to be known as Kolachi-jo-Goth (\"The village of Kolachi\"). The new settlement is said to have been named in honour of Mai Kolachi, a resident of the old settlement whose son is said to have slain a man-eating crocodile. Kolachi was about 40 hectares in size, with some smaller fishing villages scattered in its vicinity. The founders of the new fortified settlement were Sindhi Baniyas, and are said to have arrived from the nearby town of Kharak Bandar after the harbour there silted in 1728 after heavy rains. Kolachi was fortified, and defended with cannons imported from Muscat, Oman. Under the Talpurs, the Rah-i-Bandar road was built to connect the city's port to the caravan terminals. This road would eventually be further developed by the British into Bandar Road, which was renamed Muhammad Ali Jinnah Road.The name Karachee was used for the first time in a Dutch document from 1742, in which a merchant ship de Ridderkerk is shipwrecked near the settlement. In 1770s, Karachi came under the control of the Khan of Kalat, which attracted a second wave of Balochi settlers.", "start_char_idx": 3498, "end_char_idx": 7843, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "24e47b3e-a062-4461-b81e-49bd1a4b63f0": {"__data__": {"id_": "24e47b3e-a062-4461-b81e-49bd1a4b63f0", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "3bd256c9-2b4c-46f3-934d-aec693822641", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "8eced5d93e4ac197e612c4e4f5fbccd0164ffa19726ba49f64f255d72afc9294", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c5c7bc1e-cf32-4118-ae12-50fb1f7902c0", "node_type": "1", "metadata": {}, "hash": "1e6e4cfaaecb465f4de11ea6b406628422772abbfe199999e8678361609f7f1d", "class_name": "RelatedNodeInfo"}}, "text": "The founders of the new fortified settlement were Sindhi Baniyas, and are said to have arrived from the nearby town of Kharak Bandar after the harbour there silted in 1728 after heavy rains. Kolachi was fortified, and defended with cannons imported from Muscat, Oman. Under the Talpurs, the Rah-i-Bandar road was built to connect the city's port to the caravan terminals. This road would eventually be further developed by the British into Bandar Road, which was renamed Muhammad Ali Jinnah Road.The name Karachee was used for the first time in a Dutch document from 1742, in which a merchant ship de Ridderkerk is shipwrecked near the settlement. In 1770s, Karachi came under the control of the Khan of Kalat, which attracted a second wave of Balochi settlers. In 1795, Karachi was annexed by the Talpurs, triggering a third wave of Balochi settlers who arrived from central Sindh and southern Punjab. The Talpurs built the Manora Fort in 1797, which was used to protect Karachi's Harbor from al-Qasimi pirates.In 1799 or 1800, the founder of the Talpur dynasty, Mir Fateh Ali Khan, allowed the East India Company under Nathan Crow to establish a trading post in Karachi. He was allowed to build a house for himself in Karachi at that time, but by 1802 was ordered to leave the city. The city continued to be ruled by the Talpurs until it was occupied by forces under the command of John Keane in February 1839.\r\n\r\n\r\n=== British control ===\r\nThe British East India Company captured Karachi on 3 February 1839 after HMS Wellesley opened fire and quickly destroyed Manora Fort, which guarded Karachi Harbour at Manora Point. Karachi's population at the time was an estimated 8,000 to 14,000, and was confined to the walled city in Mithadar, with suburbs in what is now the Serai Quarter. British troops, known as the \"Company Bahadur\" established a camp to the east of the captured city, which became the precursor to the modern Karachi Cantonment. The British further developed the Karachi Cantonment as a military garrison to aid the British war effort in the First Anglo-Afghan War.The Portuguese Goan community started migrating to Karachi in the 1820s as traders. The majority of the estimated 100,000 who came to Pakistan are primarily concentrated in Karachi.Sindh's capital was shifted from Hyderabad to Karachi in 1840 when Karachi was annexed to the British Empire after Major General Charles James Napier captured the rest of Sindh following his victory against the Talpurs at the Battle of Miani. Following the 1843 annexation, on 17 February the entire province was amalgamated into the Bombay Presidency for the next 93 years, and Karachi remain the divisional headquarter. A few years later in 1846, Karachi suffered a large cholera outbreak, which led to the establishment of the Karachi Cholera Board (predecessor to the city's civic government).The city grew under the administration of its new Commissioner, Henry Bartle Edward Frere, who was appointed in the 1850s. Karachi was recognized for its strategic importance, prompting the British to establish the Port of Karachi in 1854. Karachi rapidly became a transportation hub for British India owing to newly built port and rail infrastructure, as well as the increase in agricultural exports from the opening of productive tracts of newly irrigated land in Punjab and Sindh. By 1856, the value of goods traded through Karachi reached \u00a3855,103, leading to the establishment of merchant offices and warehouses. The population in 1856 is estimated to have been 57,000. During the Sepoy Mutiny of 1857, the 21st Native Infantry, then stationed in Karachi, mutinied and declared allegiance to rebel forces in September 1857, though the British were able to quickly defeat the rebels and reassert control over the city.\r\nFollowing the Rebellion, British colonial administrators continued to develop the city's infrastructure, but continued to neglect localities like Lyari, which was home to the city's original population of Sindhi fishermen and Balochi nomads. At the outbreak of the American Civil War, Karachi's port became an important cotton-exporting port, with Indus Steam Flotilla and Orient Inland Steam Navigation Company established to transport cotton from rest of Sindh to Karachi's port, and onwards to textile mills in England.", "start_char_idx": 7082, "end_char_idx": 11390, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c5c7bc1e-cf32-4118-ae12-50fb1f7902c0": {"__data__": {"id_": "c5c7bc1e-cf32-4118-ae12-50fb1f7902c0", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "24e47b3e-a062-4461-b81e-49bd1a4b63f0", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "a0694c9768b7890de6304b1d28071a5f7f9e46dc755e5fe447674747a41a4e7e", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d65c14ce-0b70-4bbb-8588-92c75b287f26", "node_type": "1", "metadata": {}, "hash": "e29b002b2778d1acae72c1930ceeef8cf1765f25fdbafceda9eef9fa0e0ddb47", "class_name": "RelatedNodeInfo"}}, "text": "The population in 1856 is estimated to have been 57,000. During the Sepoy Mutiny of 1857, the 21st Native Infantry, then stationed in Karachi, mutinied and declared allegiance to rebel forces in September 1857, though the British were able to quickly defeat the rebels and reassert control over the city.\r\nFollowing the Rebellion, British colonial administrators continued to develop the city's infrastructure, but continued to neglect localities like Lyari, which was home to the city's original population of Sindhi fishermen and Balochi nomads. At the outbreak of the American Civil War, Karachi's port became an important cotton-exporting port, with Indus Steam Flotilla and Orient Inland Steam Navigation Company established to transport cotton from rest of Sindh to Karachi's port, and onwards to textile mills in England. With increased economic opportunities, economic migrants from several ethnicities and religions, including Anglo-British, Parsis, Marathis, and Goan Christians, among others, established themselves in Karachi, with many setting-up businesses in the new commercial district of Saddar. Muhammad Ali Jinnah, the founder of Pakistan, was born in Karachi's Wazir Mansion in 1876 to such migrants from Gujarat. Public building works were undertaken at this time in Gothic and Indo-Saracenic styles, including the construction of Frere Hall in 1865 and the later Empress Market in 1889.\r\nWith the completion of the Suez Canal in 1869, Karachi's position as a major port increased even further. In 1878, the British Raj connected Karachi with the network of British India's vast railway system. In 1887, Karachi Port underwent radical improvements with connection to the railways, along with expansion and dredging of the port, and construction of a breakwater. Karachi's first synagogue was established in 1893. By 1899, Karachi had become the largest wheat-exporting port in the East. In 1901, Karachi's population was 117,000 with a further 109,000 included in the Municipal area.Under the British, the city's municipal government was established. Known as the Father of Modern Karachi, mayor Seth Harchandrai Vishandas led the municipal government to improve sanitary conditions in the Old City, as well as major infrastructure works in the New Town after his election in 1911. in 1914, Karachi had become the largest wheat-exporting port of the entire British Empire, after large irrigation works in Sindh were initiated to increase wheat and cotton yields. By 1924, the Drigh Road Aerodrome was established, now the Faisal Air Force Base.\r\nKarachi's increasing importance as a cosmopolitan transportation hub leads to the influence of non-Sindhis in Sindh's administration. Half the city was born outside of Karachi by as early as 1921. Native Sindhis were upset by this influence, and so on 1 April 1936, Sindh was established as a province separate from the Bombay Presidency with Karachi was once again made capital of Sindh. In 1941, the population of the city had risen to 387,000.\r\n\r\n\r\n=== Post-independence ===\r\nAt the dawn of independence following the success of the Pakistan Movement in 1947, On 15 August 1947 Capital of Sindh shifted from Karachi to Hyderabad and Karachi was made the national capital of Pakistan.\r\nKarachi was Sindh's largest city with a population of over 400,000. The city had a slight Hindu majority, with around 51% of the population being Hindu. Partition resulted in the exodus of much of the city's Hindu population, though Karachi, like most of Sindh, remained relatively peaceful compared to cities in Punjab. Riots erupted on 6 January 1948, after which most of Sindh's Hindu population fled to India, with assistance of the Indian government.Karachi became the focus for the resettlement of middle-class Muslim Muhajir refugees who fled India, with 470,000 refugees in Karachi by May 1948, leading to a drastic alteration of the city's demography. In 1941, Muslims were 42% of Karachi's population, but by 1951 made up 96% of the city's population. The city's population had tripled between 1941 and 1951. Urdu replaced Sindhi as Karachi's most widely spoken language; Sindhi was the mother tongue of 51% of Karachi in 1941, but only 8.5% in 1951, while Urdu grew to become the mother tongue of 51% of Karachi's population. 100,000 Muhajir refugees arrived annually in Karachi until 1952.", "start_char_idx": 10562, "end_char_idx": 14918, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d65c14ce-0b70-4bbb-8588-92c75b287f26": {"__data__": {"id_": "d65c14ce-0b70-4bbb-8588-92c75b287f26", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c5c7bc1e-cf32-4118-ae12-50fb1f7902c0", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "51e652019ba4b87e5bfcf598d8cfe54623412b962b1b6e294cc6003e21d43049", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "da893564-755e-4841-b0d2-9509d35b6dd1", "node_type": "1", "metadata": {}, "hash": "c7eee4c296f1c23082b5c35c8b1ca5525b09bbd062de23adb41155b7a103c83c", "class_name": "RelatedNodeInfo"}}, "text": "In 1941, Muslims were 42% of Karachi's population, but by 1951 made up 96% of the city's population. The city's population had tripled between 1941 and 1951. Urdu replaced Sindhi as Karachi's most widely spoken language; Sindhi was the mother tongue of 51% of Karachi in 1941, but only 8.5% in 1951, while Urdu grew to become the mother tongue of 51% of Karachi's population. 100,000 Muhajir refugees arrived annually in Karachi until 1952. Muhajirs kept arriving from different parts of India till 2000.Karachi was selected as the first capital of Pakistan, and was administered as a federal district separate from Sindh beginning in 1948, the capital of Sindh shifted again Hyderabad to Karachi until the national capital was shifted to Rawalpindi in 1958. While foreign embassies shifted away from Karachi, the city is host to numerous consulates and honorary consulates. Between 1958 and 1970, Karachi's role as capital of Sindh was ceased due to the One Unit programme enacted by President Iskander Mirza.Karachi of the 1960s was regarded as an economic role model around the world, with Seoul, South Korea, borrowing from the city's second \"Five-Year Plan\". Several examples of Modernist architect were built in Karachi during this period, including the Mazar-e-Quaid mausoleum, the distinct Masjid-e-Tooba, and the Habib Bank Plaza (the tallest building in all of South Asia at the time). The city's population by 1961 had grown 369% compared to 1941. By the mid-1960s, Karachi began to attract large numbers of Pashtun, Punjabis and Kashmiris from northern Pakistan.The 1970s saw a construction boom funded by remittances and investments from the Gulf States, and the appearance of apartment buildings in the city. Real-estate prices soared during this period, leading to a worsening housing crisis. The period also saw labour unrest in Karachi's industrial estates beginning in 1970 that were violently repressed by the government of President Zulfikar Ali Bhutto from 1972 onwards. To appease conservative forces, Bhutto banned alcohol in Pakistan, and cracked-down of Karachi's discotheques and cabarets - leading to the closure of Karachi's once-lively nightlife. The city's art scene was further repressed during the rule of dictator General Zia-ul-Haq. Zia's Islamization policies lead the Westernized upper-middle classes of Karachi to largely withdraw from the public sphere, and instead form their own social venues that became inaccessible to the poor. This decade also saw an influx of more than one million Bihari immigrants into Karachi from the newly made country Bangladesh which separated from Pakistan in 1971.\r\nIn 1972, the Karachi district divided into three districts, East, West and South districts.\r\nThe 1980s and 1990s saw an influx of almost one million Afghan refugees into Karachi fleeing the Soviet\u2013Afghan War. This was followed by refugees escaping from post-revolution Iran. At this time, Karachi was also rocked by political conflict, while crime rates drastically increased with the arrival of weaponry from the War in Afghanistan. Conflict between the MQM party, and ethnic Sindhis, Pashtuns, Punjabis and Balochis was sharp. The party and its vast network of supporters were targeted by Pakistani security forces as part of the controversial Operation Clean-up in 1992 \u2013 an effort to restore peace in the city that lasted until 1994. Anti-Hindu riots also broke out in Karachi in 1992 in retaliation for the demolition of the Babri Mosque in India by a group of Hindu nationalists earlier that year.In 1996, two (02) more districts created in the Karachi division named Central and Malir districts.\r\nThe 2010s saw another influx of hundreds of thousands of Pashtun refugees fleeing conflict in North-West Pakistan and the 2010 Pakistan floods. By this point Karachi had become widely known for its high rates of violent crime, usually in relation to criminal activity, gang-warfare, sectarian violence, and extrajudicial killings. Recorded crimes sharply decreased following a controversial crackdown operation against criminals, the MQM party, and Islamist militants initiated in 2013 by the Pakistan Rangers. As a result of the operation, Karachi went from being ranked the world's 6th most dangerous city for crime in 2014, to 128th by 2022.In 2022 at least one million flood affectees from Sindh and Balochistan took refuge in Karachi.", "start_char_idx": 14478, "end_char_idx": 18858, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "da893564-755e-4841-b0d2-9509d35b6dd1": {"__data__": {"id_": "da893564-755e-4841-b0d2-9509d35b6dd1", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d65c14ce-0b70-4bbb-8588-92c75b287f26", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6f621e5208614be0fa3335a8bccd62ca2ba31ddb834b5dfe3b0bac842ee3afd1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "4d8466ed-d776-4632-8c3e-7aab8a43006a", "node_type": "1", "metadata": {}, "hash": "503d8ac1b438f5352a6f0d04bb85bf315c06059556c82c7a5b98bd149b0c83c1", "class_name": "RelatedNodeInfo"}}, "text": "The 2010s saw another influx of hundreds of thousands of Pashtun refugees fleeing conflict in North-West Pakistan and the 2010 Pakistan floods. By this point Karachi had become widely known for its high rates of violent crime, usually in relation to criminal activity, gang-warfare, sectarian violence, and extrajudicial killings. Recorded crimes sharply decreased following a controversial crackdown operation against criminals, the MQM party, and Islamist militants initiated in 2013 by the Pakistan Rangers. As a result of the operation, Karachi went from being ranked the world's 6th most dangerous city for crime in 2014, to 128th by 2022.In 2022 at least one million flood affectees from Sindh and Balochistan took refuge in Karachi.\r\n\r\n\r\n== Geography ==\r\n\r\nKarachi is located on the coastline of Sindh province in southern Pakistan, along the Karachi Harbour, a natural harbour on the Arabian Sea. Karachi is built on a coastal plain with scattered rocky outcroppings, hills and marshlands. Mangrove forests grow in the brackish waters around the Karachi Harbour, and farther southeast towards the expansive Indus River Delta. West of Karachi city is the Cape Monze, locally known as Ras Muari, which is an area characterised by sea cliffs, rocky sandstone promontories and beaches.\r\nKarachi lies very close to a major fault line, where the Indian tectonic plate meets the Arabian tectonic plate. Within the city of Karachi are two small ranges: the Khasa Hills and Mulri Hills, which lie in the northwest and act as a barrier between North Nazimabad and Orangi. Karachi's hills are barren and are part of the larger Kirthar Range, and have a maximum elevation of 528 metres (1,732 feet).Between the hills are wide coastal plains interspersed with dry river beds and water channels. Karachi has developed around the Malir River and Lyari Rivers, with the Lyari shore being the site of the settlement for Kolachi. To the east of Karachi lies the Indus River flood plains.\r\n\r\n\r\n=== Climate ===\r\n\r\nKarachi has a hot desert climate (K\u00f6ppen: BWh) dominated by a long \"Summer Season\" while moderated by oceanic influence from the Arabian Sea. The city has low annual average precipitation levels (approx. 174 mm (7 in) per annum), the bulk of which occurs during the July\u2013August monsoon season. Summers are hot and humid, and Karachi is prone to deadly heatwaves. On the other hand, cool sea breezes typically provide relief during hot summer months. A text message-based early warning system alerts people to take precautionary measures and helps prevent fatalities during an unusually strong heatwave or thunderstorm. The winter climate is dry and lasts between December and February. It is dry and pleasant in winter relative to the warm hot season that follows, which starts in March and lasts until October. Proximity to the sea maintains humidity levels at near-constant levels year-round. Thus, the climate is similar to a humid tropical climate except for low precipitation and occasional temperatures well over 100 F (38 C) due to dry continental influence.\r\nThe city's highest monthly rainfall, 19 in (480 mm), occurred in July 1967. The city's highest rainfall in 24 hours occurred on 7 August 1953, when about 278.1 millimetres (10.95 in) of rain lashed the city, resulting in major flooding.Karachi's highest recorded temperature is 47.8 \u00b0C (118.0 \u00b0F) which was recorded on 9 May 1938, and the lowest is 0 \u00b0C (32 \u00b0F) recorded on 21 January 1934.\r\n\r\n\r\n=== Cityscape ===\r\n\r\nThe city first developed around the Karachi Harbour, and owes much of its growth to its role as a seaport at the end of the 18th century, contrasted with Pakistan's millennia-old cities such as Lahore, Multan, and Peshawar. Karachi's Mithadar neighbourhood represents the extent of Kolachi prior to British rule.\r\nBritish Karachi was divided between the \"New Town\" and the \"Old Town\", with British investments focused primarily on the New Town. The Old Town was a largely unplanned neighbourhood which housed most of the city's indigenous residents and had no access to sewerage systems, electricity, and water. The New Town was subdivided into residential, commercial, and military areas. Given the strategic value of the city, the British developed the Karachi Cantonment as a military garrison in the New Town to aid the British war effort in the First Anglo-Afghan War.", "start_char_idx": 18119, "end_char_idx": 22478, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "4d8466ed-d776-4632-8c3e-7aab8a43006a": {"__data__": {"id_": "4d8466ed-d776-4632-8c3e-7aab8a43006a", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "da893564-755e-4841-b0d2-9509d35b6dd1", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "8550bc3781f6d08bcde72bfe0e3ff24d4dc1b7e21317f6a508c1ac861e53007a", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "ab9d4cb6-ad55-43bd-a85a-0246a2851247", "node_type": "1", "metadata": {}, "hash": "07553507b4e4ead9c72eee5659a8f9b5202ac395a996432d4c528fed04212d28", "class_name": "RelatedNodeInfo"}}, "text": "=== Cityscape ===\r\n\r\nThe city first developed around the Karachi Harbour, and owes much of its growth to its role as a seaport at the end of the 18th century, contrasted with Pakistan's millennia-old cities such as Lahore, Multan, and Peshawar. Karachi's Mithadar neighbourhood represents the extent of Kolachi prior to British rule.\r\nBritish Karachi was divided between the \"New Town\" and the \"Old Town\", with British investments focused primarily on the New Town. The Old Town was a largely unplanned neighbourhood which housed most of the city's indigenous residents and had no access to sewerage systems, electricity, and water. The New Town was subdivided into residential, commercial, and military areas. Given the strategic value of the city, the British developed the Karachi Cantonment as a military garrison in the New Town to aid the British war effort in the First Anglo-Afghan War.\r\nThe city's development was largely confined to the area north of the Chinna Creek prior to independence, although the seaside area of Clifton was also developed as a posh locale under the British, and its large bungalows and estates remain some of the city's most desirable properties. The aforementioned historic areas form the oldest portions of Karachi, and contain its most important monuments and government buildings, with the I. I. Chundrigar Road being home to most of Pakistan's banks, including the Habib Bank Plaza which was Pakistan's tallest building from 1963 until the early 2000s.\r\nSituated on a coastal plain northwest of Karachi's historic core lies the sprawling district of Orangi. North of the historic core is the largely middle-class district of Nazimabad, and upper-middle-class North Nazimabad, which were developed in the 1950s. To the east of the historic core is the area known as Defence, an expansive upscale suburb developed and administered by the Pakistan Army. Karachi's coastal plains along the Arabian Sea south of Clifton were also developed much later as part of the greater Defence Housing Authority project.\r\nKarachi's city limits also include several islands, including Baba and Bhit Islands, Oyster Rocks, and Manora, a former island which is now connected to the mainland by a thin 12-kilometre long shoal known as Sandspit. Gulistan-e-Johar, Gulshan-e-Iqbal, Federal B. Area, Malir, Landhi and Korangi areas were all developed after 1970. The city has been described as one divided into sections for those able to afford to live in planned localities with access to urban amenities, and those who live in unplanned communities with inadequate access to such services. 35% of Karachi's residents live in unplanned communities.\r\n\r\n\r\n== Economy ==\r\n\r\nBeing the largest city, Karachi is also Pakistan's financial and commercial capital. Since Pakistan's independence, Karachi has been the centre of the nation's economy, and remain's Pakistan's largest urban economy despite the economic stagnation caused by sociopolitical unrest during the late 1980s and 1990s. The city forms the centre of an economic corridor stretching from Karachi to nearby Hyderabad, and Thatta.As of 2021, Karachi had an estimated GDP (PPP) of $190 billion with a yearly growth rate of 5.5%. Karachi contributes 90% of Sindh's GDP and accounts for approximately 25% of the total GDP of Pakistan. The city has a large informal economy which is not typically reflected in GDP estimates. The informal economy may constitute up to 36% of Pakistan's total economy, versus 22% of India's economy, and 13% of the Chinese economy. The informal sector employs up to 70% of the city's workforce. In 2018 The Global Metro Monitor Report ranked Karachi's economy as the best performing metropolitan economy in Pakistan.\r\nToday along with Pakistan's continued economic expansion Karachi is now ranked third in the world for consumer expenditure growth with its market anticipated to increase by 6.6% in real terms in 2018 It is also ranked among the top cities in the world by an anticipated increase of a number of households (1.3 million households) with annual income above $20,000 dollars measured at PPP exchange rates by 2025. The Global FDI Intelligence Report 2017/2018 published by Financial Times ranks Karachi amongst the top 10 Asia pacific cities of the future for FDI strategy. According to Anatol Lieven the economic growth of Karachi is a result of the influx of Muhajirs to Karachi during late 1940s and early 50s.", "start_char_idx": 21584, "end_char_idx": 26014, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "ab9d4cb6-ad55-43bd-a85a-0246a2851247": {"__data__": {"id_": "ab9d4cb6-ad55-43bd-a85a-0246a2851247", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "4d8466ed-d776-4632-8c3e-7aab8a43006a", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "40f4ae643cc5754ca9d30deb902a63d5133a794d43f10726dd78cbf89d1c2098", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c85a5e24-da84-4f4a-a9d3-090092f43f14", "node_type": "1", "metadata": {}, "hash": "abadfcf7c1d1a4d2569c3079ffa2b3c0609f872163f49696e6898d0a6e688f71", "class_name": "RelatedNodeInfo"}}, "text": "The informal sector employs up to 70% of the city's workforce. In 2018 The Global Metro Monitor Report ranked Karachi's economy as the best performing metropolitan economy in Pakistan.\r\nToday along with Pakistan's continued economic expansion Karachi is now ranked third in the world for consumer expenditure growth with its market anticipated to increase by 6.6% in real terms in 2018 It is also ranked among the top cities in the world by an anticipated increase of a number of households (1.3 million households) with annual income above $20,000 dollars measured at PPP exchange rates by 2025. The Global FDI Intelligence Report 2017/2018 published by Financial Times ranks Karachi amongst the top 10 Asia pacific cities of the future for FDI strategy. According to Anatol Lieven the economic growth of Karachi is a result of the influx of Muhajirs to Karachi during late 1940s and early 50s.\r\n\r\n\r\n=== Finance and banking ===\r\nMost of Pakistan's public and private banks are headquartered on Karachi's I. I. Chundrigar Road, which is known as \"Pakistan's Wall Street\", with a large percentage of the cash flow in the Pakistani economy taking place on I. I. Chundrigar Road. Most major foreign multinational corporations operating in Pakistan have their headquarters in Karachi. Karachi is also home to the Pakistan Stock Exchange, which was rated as Asia's best-performing stock market in 2015 on the heels of Pakistan's upgrade to emerging-market status by MSCI.\r\n\r\n\r\n=== Media and technology ===\r\n\r\nKarachi has been the pioneer in cable networking in Pakistan with the most sophisticated of the cable networks of any city of Pakistan,\r\nand has seen an expansion of information and communications technology and electronic media. The city has become a software outsourcing hub for Pakistan. Several independent television and radio stations are based in Karachi, including Business Plus, AAJ News, Geo TV, KTN, Sindh TV, CNBC Pakistan, TV ONE, Express TV, ARY Digital, Indus Television Network, Samaa TV, Abb Takk News, Bol TV, and Dawn News, as well as several local stations.\r\n\r\n\r\n=== Industry ===\r\nIndustry contributes a large portion of Karachi's economy, with the city home to several of Pakistan's largest companies dealing in textiles, cement, steel, heavy machinery, chemicals, and food products. The city is home to approximately 30 percent of Pakistan's manufacturing sector, and produces approximately 42 percent of Pakistan's value added in large scale manufacturing. At least 4500 industrial units form Karachi's formal industrial economy. Karachi's informal manufacturing sector employs far more people than the formal sector, though proxy data suggest that the capital employed and value-added from such informal enterprises is far smaller than that of formal sector enterprises. An estimated 63% of the Karachi's workforce is employed in trade and manufacturing.Karachi Export Processing Zone, SITE, Korangi, Northern Bypass Industrial Zone, Bin Qasim and North Karachi serve as large industrial estates in Karachi. The Karachi Expo Centre also complements Karachi's industrial economy by hosting regional and international exhibitions.\r\n\r\n\r\n=== Revenue collection ===\r\nAs home to Pakistan's largest ports and a large portion of its manufacturing base, Karachi contributes a large share of Pakistan's collected tax revenue. As most of Pakistan's large multinational corporations are based in Karachi, income taxes are paid in the city even though income may be generated from other parts of the country. As home to the country's two largest ports, Pakistani customs officials collect the bulk of federal duty and tariffs at Karachi's ports, even if those imports are destined for one of Pakistan's other provinces. Approximately 25% of Pakistan's national revenue is generated in Karachi.According to the Federal Board of Revenue's 2006\u20132007 year book, tax and customs units in Karachi were responsible for 46.75% of direct taxes, 33.65% of federal excise tax, and 23.38% of domestic sales tax. Karachi accounts for 75.14% of customs duty and 79% of sales tax on imports, and collects 53.38% of the total collections of the Federal Board of Revenue, of which 53.33% are customs duty and sales tax on imports.\r\n\r\n\r\n== Demographics ==\r\n\r\nKarachi is the most linguistically, ethnically, and religiously diverse city in Pakistan. The city is a melting pot of ethnolinguistic groups from throughout Pakistan, as well as migrants from other parts of Asia. The 2017 census numerated Karachi's population to be 14,910,352, having grown 2.49% per year since the 1998 census, which had listed Karachi's population at approximately 9.3 million.", "start_char_idx": 25119, "end_char_idx": 29772, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c85a5e24-da84-4f4a-a9d3-090092f43f14": {"__data__": {"id_": "c85a5e24-da84-4f4a-a9d3-090092f43f14", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "ab9d4cb6-ad55-43bd-a85a-0246a2851247", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "116d83c546d956ffdbf82a1c43ee84f3c0198f4a0b7dea632d43944faa5d7ccd", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "dbca2ce4-a159-40ef-9970-d6215ffccc6d", "node_type": "1", "metadata": {}, "hash": "f37f1645980bdd22cb99ca1aba6f27cab84576a0f38be140a966ef882feb42fe", "class_name": "RelatedNodeInfo"}}, "text": "Karachi accounts for 75.14% of customs duty and 79% of sales tax on imports, and collects 53.38% of the total collections of the Federal Board of Revenue, of which 53.33% are customs duty and sales tax on imports.\r\n\r\n\r\n== Demographics ==\r\n\r\nKarachi is the most linguistically, ethnically, and religiously diverse city in Pakistan. The city is a melting pot of ethnolinguistic groups from throughout Pakistan, as well as migrants from other parts of Asia. The 2017 census numerated Karachi's population to be 14,910,352, having grown 2.49% per year since the 1998 census, which had listed Karachi's population at approximately 9.3 million. The city's inhabitants are referred to by the demonym Karachiite in English, and Kar\u0101ch\u012bw\u0101l\u0101 in Urdu.\r\n\r\n\r\n=== Language ===\r\n\r\nKarachi has the largest number of Urdu speakers in Pakistan. As per the 2017 census, the linguistic breakdown of Karachi Division is:\r\n\r\nThe category of \"others\" includes Hindko, Kashmiri, Kohistani, Burushaski, Gujarati, Memoni, Marwari, Dari, Brahui, Makrani, Khowar, Gilgiti, Balti, Arabic, Farsi, and Bengali.\r\n\r\n\r\n=== Population ===\r\nAt the end of the 19th century, Karachi had an estimated population of 105,000. By the dawn of Pakistan's independence in 1947, the city had an estimated population of 400,000. The city's population grew dramatically with the arrival of hundreds of thousands of Muslim refugees from the newly independent Republic of India. Rapid economic growth following independence attracted further migrants from throughout Pakistan and South Asia. The 2017 census numerated Karachi's population to be 14,910,352, having grown 2.49% per year since the 1998 census, which had listed Karachi's population at approximately 9.3 million.Lower than expected population figures from the census suggest that Karachi's poor infrastructure, law and order situation, and weakened economy relative to other parts of Pakistan made the city less attractive to in-migration than previously thought. The figure is disputed by all the major political parties in Sindh. Karachi's population grew by 59.8% since the 1998 census to 14.9 million, while Lahore city grew 75.3% \u2013 though Karachi's census district had not been altered by the provincial government since 1998, while Lahore's had been expanded by Punjab's government, leading to some of Karachi's growth to have occurred outside the city's census boundaries. Karachi's population had grown at a rate of 3.49% between the 1981 and 1998 census, leading many analysts to estimate Karachi's 2017 population to be approximately 18 million by extrapolating a continued annual growth rate of 3.49%. Some had expected that the city's population to be between 22 and 30 million, which would require an annual growth rate accelerating to between 4.6% and 6.33%.\r\nPolitical parties in the province have suggested the city's population has been underestimated in a deliberate attempt to undermine the political power of the city and province. Senator Taj Haider from the PPP claimed he had official documents revealing the city's population to be 25.6 million in 2013, while the Sindh Bureau of Statistics, part of by the PPP-led provincial administration, estimated Karachi's 2016 population to be 19.1 million.\r\n\r\n\r\n=== District population density per km2 ===\r\nAccording to 2017 Census, with 43,063.51 residents per square kilometre Karachi Central is the most densely populated district of the six districts of Karachi as well as the entirety of Pakistan.\r\n\r\n\r\n=== Ethnicity ===\r\nThe oldest portions of modern Karachi reflect the ethnic composition of the first settlement, with Balochis and Sindhis continuing to make up a large portion of the Lyari neighbourhood, though many of the residents are relatively recent migrants. Following Partition, large numbers of Hindus left Pakistan for the newly independent Dominion of India (later the Republic of India), while a larger percentage of Muslim migrant and refugees from India settled in Karachi. The city grew 150% during the ten year period between 1941 and 1951 with the new arrivals from India, who made up 57% of Karachi's population in 1951. The city is now considered a melting pot of Pakistan and is the country's most diverse city.Karachi is the largest Bengali speaking city outside Bengal region.\r\nIn 2011, an estimated 2.5 million foreign migrants lived in the city, mostly from Afghanistan, Bangladesh, Myanmar, and Sri Lanka.", "start_char_idx": 29134, "end_char_idx": 33550, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "dbca2ce4-a159-40ef-9970-d6215ffccc6d": {"__data__": {"id_": "dbca2ce4-a159-40ef-9970-d6215ffccc6d", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c85a5e24-da84-4f4a-a9d3-090092f43f14", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "171c10089faf09247a02cfc1594a4500bc0e33cc7dc5705018395a10ded26cf0", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "ad8534b2-0ec5-432d-809c-04f2d837cd2b", "node_type": "1", "metadata": {}, "hash": "5631946bd39903e99adb0308e86379d335d01e31df7fc822b05ba8d2844dad84", "class_name": "RelatedNodeInfo"}}, "text": "=== Ethnicity ===\r\nThe oldest portions of modern Karachi reflect the ethnic composition of the first settlement, with Balochis and Sindhis continuing to make up a large portion of the Lyari neighbourhood, though many of the residents are relatively recent migrants. Following Partition, large numbers of Hindus left Pakistan for the newly independent Dominion of India (later the Republic of India), while a larger percentage of Muslim migrant and refugees from India settled in Karachi. The city grew 150% during the ten year period between 1941 and 1951 with the new arrivals from India, who made up 57% of Karachi's population in 1951. The city is now considered a melting pot of Pakistan and is the country's most diverse city.Karachi is the largest Bengali speaking city outside Bengal region.\r\nIn 2011, an estimated 2.5 million foreign migrants lived in the city, mostly from Afghanistan, Bangladesh, Myanmar, and Sri Lanka.\r\nMuch of Karachi's citizenry descend from Urdu-speaking migrants and refugees from North India who became known by the Arabic term for \"Migrant\": Muhajir. The first Muhajirs of Karachi arrived in 1946 in the aftermath of the Great Calcutta Killings and subsequent 1946 Bihar riots. The city's wealthy Hindus opposed the resettlement of refugees near their homes, and so many refugees were accommodated in the older and more congested parts of Karachi. The city witnessed a large influx of Muhajirs following Partition, who were drawn to the port city and newly designated federal capital for its white-collar job opportunities. Muhajirs continued to migrate to Pakistan throughout the 1950s and early 1960s, with Karachi remaining the primary destination of Indian Muslim migrants throughout those decades. The Muhajir Urdu-speaking community in the 2017 census forms slightly less than 45% of the city's population. Muhajirs form the bulk of Karachi's middle class.Karachi is home to a wide array of non-Urdu speaking Muslim peoples from what is now the Republic of India. The city has a sizable community of Gujarati, Marathi, Konkani-speaking refugees. Karachi is also home to a several-thousand member strong community of Malabari Muslims from Kerala in South India. These ethno-linguistic groups are being assimilated in the Urdu-speaking community.During the period of rapid economic growth in the 1960s, large numbers Pashtuns from the NWFP migrated to Karachi with Afghan Pashtun refugees settling in Karachi during the 80's. Karachi is home to the world's largest urban Pashtun population, with more Pashtun citizens than the Peshawar. Pashtuns from Afghanistan are regarded as the most conservative community. Pashtuns from Pakistan's Swat Valley, in contrast, are generally seen as more liberal in social outlook. The Pashtun community forms the bulk of manual labourers and transporters. Anatol Lieven of Georgetown University in Qatar wrote that due to Pashtuns settling the city, \"Karachi (not Kabul, Kandahar or Peshawar) is the largest Pashtun city in the world.\"Migrants from Punjab began settling in Karachi in large numbers in the 1960s, and now make up an estimated 14% of Karachi's population. The community forms the bulk of the city's police force. The bulk of Karachi's Christian community, which makes up 2.5% of the city's population, is Punjabi.Despite being the capital of Sindh province, only 6\u20138% of the city is Sindhi. Sindhis form much of the municipal and provincial bureaucracy. 4% of Karachi's population speaks Balochi as its mother tongue, though most Baloch speakers are of Sheedi heritage \u2013 a community that traces its roots to Africa.Following the Indo-Pakistani War of 1971 and independence of Bangladesh, thousands of Urdu-speaking Biharis arrived in the city, preferring to remain Pakistani rather than live in the newly independent country. Large numbers of Bengalis also migrated from Bangladesh to Karachi during periods of economic growth in the 1980s and 1990s. Karachi is now home to an estimated 2.5 to 3 million ethnic Bengalis living in Pakistan. Rohingya refugees from Myanmar, who speak a dialect of Bengali and are sometimes regarded as Bengalis, also live in the city. Karachi is home to an estimated 400,000 Rohingya residents. Large scale Rohingya migration to Karachi made Karachi one of the largest population centres of Rohingyas in the world outside of Myanmar.Central Asian migrants from Uzbekistan and Kyrgyzstan have also settled in the city.", "start_char_idx": 32620, "end_char_idx": 37058, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "ad8534b2-0ec5-432d-809c-04f2d837cd2b": {"__data__": {"id_": "ad8534b2-0ec5-432d-809c-04f2d837cd2b", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "dbca2ce4-a159-40ef-9970-d6215ffccc6d", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "b633afecac2b33c5b2104990cb1dfc18055a54d82316effdfcd74a040b58db7e", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "cfd2d6f0-8eeb-44da-bd64-e1d056e6b4ea", "node_type": "1", "metadata": {}, "hash": "a7784344dcfc397bf6ee2f561f30db9316674ad1a8bab3839a19c389a4c5e961", "class_name": "RelatedNodeInfo"}}, "text": "Large numbers of Bengalis also migrated from Bangladesh to Karachi during periods of economic growth in the 1980s and 1990s. Karachi is now home to an estimated 2.5 to 3 million ethnic Bengalis living in Pakistan. Rohingya refugees from Myanmar, who speak a dialect of Bengali and are sometimes regarded as Bengalis, also live in the city. Karachi is home to an estimated 400,000 Rohingya residents. Large scale Rohingya migration to Karachi made Karachi one of the largest population centres of Rohingyas in the world outside of Myanmar.Central Asian migrants from Uzbekistan and Kyrgyzstan have also settled in the city. Domestic workers from the Philippines are employed in Karachi's posh locales, while many of the city's teachers hail from Sri Lanka. Many Sri Lankans moved to Karachi due to the 2022 Economic Crisis in Sri Lanka. Expatriates from China began migrating to Karachi in the 1940s, to work as dentists, chefs and shoemakers, while many of their descendants continue to live in Pakistan. Chinese also reached Karachi after 2015 in large number due to the CPEC project. The city is also home to a small number of British and American expatriates.During World War II, about 3,000 Polish refugees from the Soviet Union, with some Polish families who chose to remain in the city after Partition. Post-Partition Karachi also once had a sizable refugee community from post-revolutionary Iran.\r\n\r\n\r\n=== Religion ===\r\n\r\nKarachi is a religiously homogeneous city with more than 96 per cent of its population adhering to Islam. Karachiites adhere to numerous sects and sub-sects of Islam, as well as Protestant Christianity, and community of Goan Catholics. The city also is home to large numbers of Hindus, and a small community of Zoroastrians and Parsi's. According to Nichola Khan Karachi is also the world's largest Muslim city. Prior to Pakistan's independence in 1947, the religious demographics of the city was estimated to be 51.1% Hindu, 42.3% Muslim, with the remaining 7% primarily Christians (both British and native), Sikhs, Jains, with a small number of Jews. Following the independence of Pakistan, the vast majority of Karachi's Sindhi Hindu population left for India while Muslim refugees from India, in turn, settled in the city. This mass migration dramatically changed the religious demographics of the city.\r\n\r\n\r\n==== Islam ====\r\n\r\nKarachi is overwhelmingly Muslim, though the city is one of Pakistan's most secular cities. Approximately 85% of Karachi's Muslims are Sunnis, while 15% are Shi'ites. Sunnis primarily follow the Hanafi school of jurisprudence, with Sufism influencing religious practices by encouraging reverence for Sufi saints such as Abdullah Shah Ghazi and Mewa Shah. Shi'ites are predominantly Twelver, with a significant Ismaili minority which is further subdivided into Nizaris, Mustaalis, Dawoodi Bohras, and Sulaymanis. There are over 3000 mosques in Karachi, most famous of which include Grand Jamia Mosque, Baitul Mukarram Mosque, Masjid-e-Tooba and Memon Masjid.\r\n\r\n\r\n==== Christianity ====\r\nApproximately 2.5% of Karachi's population is Christian. The city's Christian community is primarily composed of Punjabi Christians and a community of Goan Catholics who are typically better-educated and more affluent than their Punjabi co-religionists. They established the posh Cincinnatus Town in Garden East as a Goan enclave. The Goan community dates from 1820 and has a population estimated to be 12,000\u201315,000 strong. Karachi is served by its own archdiocese, the Roman Catholic Archdiocese of Karachi.\r\n\r\n\r\n==== Hinduism ====\r\nWhile most of the city's Hindu population left en masse for India following Pakistan's independence, Karachi still has a large Hindu community with an estimated population of 250,000 based on 2013 data, with several active temples in central Karachi. The Hindu community is split into a more affluent Sindhi Hindu and small Punjabi Hindu group that forms part of Karachi's educated middle class, while poorer Hindus of Rajasthani and Marwari descent form the other part and typically serve as menial and day laborers. Wealthier Hindus live primarily in Clifton and Saddar, while poorer ones live and have temples in Narayanpura and Lyari. Many streets in central Karachi still retain Hindu names, especially in Mithadar, Aram Bagh (formerly Ram Bagh), and Ramswami. Many Mandirs exist in Saddar which are over a 100 years old.", "start_char_idx": 36436, "end_char_idx": 40845, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "cfd2d6f0-8eeb-44da-bd64-e1d056e6b4ea": {"__data__": {"id_": "cfd2d6f0-8eeb-44da-bd64-e1d056e6b4ea", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "ad8534b2-0ec5-432d-809c-04f2d837cd2b", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "fbc0d51bbf70eb522f1f9055f0606feb2ec37eb641941c62d43cc500b868c854", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "11aea255-d83a-42b0-8352-5c1972b89ec0", "node_type": "1", "metadata": {}, "hash": "b44596f1628db09699b3ef28f3f020b6e057758ff440d9fe39a5b23945ff1fc9", "class_name": "RelatedNodeInfo"}}, "text": "==== Hinduism ====\r\nWhile most of the city's Hindu population left en masse for India following Pakistan's independence, Karachi still has a large Hindu community with an estimated population of 250,000 based on 2013 data, with several active temples in central Karachi. The Hindu community is split into a more affluent Sindhi Hindu and small Punjabi Hindu group that forms part of Karachi's educated middle class, while poorer Hindus of Rajasthani and Marwari descent form the other part and typically serve as menial and day laborers. Wealthier Hindus live primarily in Clifton and Saddar, while poorer ones live and have temples in Narayanpura and Lyari. Many streets in central Karachi still retain Hindu names, especially in Mithadar, Aram Bagh (formerly Ram Bagh), and Ramswami. Many Mandirs exist in Saddar which are over a 100 years old.\r\n\r\n\r\n==== Zoroastrianism ====\r\nKarachi's affluent and influential Parsis have lived in the region in the 12th century, though the modern community dates from the mid 19th century when they served as military contractors and commissariat agents to the British. Further waves of Parsi immigrants from Persia settled in the city in the late 19th century. The population of Parsis in Karachi and throughout South Asia is in continuous decline due to low birth-rates and migration to Western countries.In 2019, according to Framji Minwalla, approximately 1,092 Parsis are left in Pakistan.\r\n\r\n\r\n== Transportation ==\r\n\r\n\r\n=== Road ===\r\n\r\nKarachi is served by a road network estimated to be approximately 15,500 kilometres (9,600 miles) in length, serving approximately 5 million vehicles per day.\r\nKarachi is served by 6 Signal-Free Corridors which are designed as urban express roads to permit traffic to transverse large distances without the need to stop at intersections and stoplights. The 16 km (10 mi) Karsaz Road connects PAF Museum in central Karachi to SITE Industrial Area. The Rashid Minhas Road connects Surjani Town with Shah Faisal Town over a 20 km span. The 19 km (12 mi) University Road connects Karachi's urban centre to the Gulistan-e-Johar suburb. The 18 km (11 mi) Shahrah-e-Faisal connects Karachi's Sadar area to the Jinnah International Airport. The 18 km (11 mi) Shahrah-e-Pakistan connects city centre to Federal B. Area. The 18 km (11 mi) Sher Shah Suri Road connects the city centre to Nazimabad.\r\nThe Lyari Expressway is a 16 km controlled-access highway along the Lyari River. This toll highway is designed to relieve congestion within the city. To the north of Karachi lies the 39 km Karachi Northern Bypass (M10), which bypasses the city to connect the M-9 Motorway to the N25 National Highway. A 39 km (24 mi) Malir Expressway is under construction along the Malir River. It will link Karachi's DHA to Karachi's Malir Town and terminate at Kathore on the M-9 motorway.\r\nKarachi is the terminus of the M-9 motorway, which connects Karachi to Hyderabad. The M-9 motorway is part of a larger countrywide motorways network, many of which were built through the China Pakistan Economic Corridor Project. From Hyderabad, motorways provide high-speed road access to all major Pakistani cities, including Peshawar, Islamabad, Lahore, Multan and Faisalabad.\r\nKarachi is also the terminus of the N-5 National Highway which connects the city to the historic medieval capital of Sindh, Thatta. It offers further connections to northern Pakistan and the Afghan border near Torkham. The N-25 National Highway connects Karachi to Quetta, the capital of Balochistan. The N-10 National Highway connects Karachi to the emerging port city of Gwadar.\r\n\r\n\r\n=== Rail ===\r\n\r\nKarachi is linked by rail to the rest of the country by Pakistan Railways. The Karachi City Station and Karachi Cantonment Railway Station are the city's two major railway stations. The city has an international rail link, the Thar Express which links Karachi Cantonment Station with Bhagat Ki Kothi station in Jodhpur, India.The railway system also handles freight linking Karachi port to destinations up-country in northern Pakistan. The city is the terminus for the Main Line-1 Railway which connects Karachi to Peshawar.", "start_char_idx": 39999, "end_char_idx": 44150, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "11aea255-d83a-42b0-8352-5c1972b89ec0": {"__data__": {"id_": "11aea255-d83a-42b0-8352-5c1972b89ec0", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "cfd2d6f0-8eeb-44da-bd64-e1d056e6b4ea", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "bd05422676f7c5fae7880860e59a50f848871213670d742d4206d4058cce51f9", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "84e9b096-064e-4666-9ada-bf7933dea8d6", "node_type": "1", "metadata": {}, "hash": "7ca216566d2ff4b065e688248de88c11aba8f1fda0945ece184e6cb0ecb93975", "class_name": "RelatedNodeInfo"}}, "text": "It offers further connections to northern Pakistan and the Afghan border near Torkham. The N-25 National Highway connects Karachi to Quetta, the capital of Balochistan. The N-10 National Highway connects Karachi to the emerging port city of Gwadar.\r\n\r\n\r\n=== Rail ===\r\n\r\nKarachi is linked by rail to the rest of the country by Pakistan Railways. The Karachi City Station and Karachi Cantonment Railway Station are the city's two major railway stations. The city has an international rail link, the Thar Express which links Karachi Cantonment Station with Bhagat Ki Kothi station in Jodhpur, India.The railway system also handles freight linking Karachi port to destinations up-country in northern Pakistan. The city is the terminus for the Main Line-1 Railway which connects Karachi to Peshawar. Pakistan's rail network, including the Main Line-1 Railway is being upgraded as part of the China Pakistan Economic Corridor, allowing trains to depart Karachi and travel on Pakistani railways at an average speed of 160 km/h (100 mph) versus the current average speed of 80 km/h (50 mph).\r\n\r\n\r\n=== Public transport ===\r\n\r\n\r\n==== Metrobus ====\r\n\r\nThe Pakistani Government is developing the Karachi Metrobus project, which is a 6-line 150-kilometre (93+1\u20444-mile) bus rapid transit system. The Metrobus project was inaugurated by then-Prime Minister Nawaz Sharif on 25 February 2016. Sharif said the \"project will be more beautiful than Lahore Metro Bus\". Orange and Green Lines are operational while Red-Line is underconstruction.\r\n\r\n\r\n==== People's Bus Service ====\r\nIn 2022, provincial government launched Peoples Bus Service having fleet size of 100+ which run on 12 different routes on nominal fare. The buses are air-conditioned, have wifi, have priority seeting for disabled and elderly and are wheelchair accessible.\r\nRed buses are for general public. Pink buses are for women only. White buses are environment friendly electric buses having designated charging points.\r\n\r\n\r\n==== Karachi Circular Railway ====\r\nKarachi Circular Railway is a partially active regional public transit system in Karachi, which serves the Karachi metropolitan area. KCR was fully operational between 1969 and 1999. Since 2001, restoration of the railway and restarting the system had been sought. In November 2020, the KCR partially revived operations.KCR was included in CPEC by Shehbaz Sharif and construction started in 2022. Existing 43 km KCR track and stations would be completely rebuilt into automated rapid transit system with electric trains. The route would not be changed however many underpasses and bridges would be built along the route to eliminate 22-level crossings. New KCR would be similar to Lahore's Orange Train. New KCR would have joint stations with Karachi Metrobus at points of intersection. Project would be operational by 2025.\r\nWith its hub at Karachi City station on I. I. Chundrigar Road, KCR will connect the city centre with several industrial, commercial and residential districts within the city.\r\n\r\n\r\n==== Tramway service ====\r\nA tramway service was started in 1884 in Karachi but was closed in 1975. However, the revival of tramway service is proposed by Karachi Administrator Iftikhar Ali. Turkey has offered assistance in the revival and launching modern tramway service in Karachi.\r\n\r\n\r\n=== Air ===\r\nKarachi's Jinnah International Airport is the busiest airport of Pakistan with a total of 7.2 million passengers in 2018. The current terminal structure was built in 1992, and is divided into international and domestic sections. Karachi's airport serves as a hub for the flag carrier, Pakistan International Airlines (PIA), as well as for Air Indus, Serene Air and airblue. The airport offers non-stop flights to destinations throughout East Asia, South Asia, Southeast Asia, Central Asia, the Gulf States, Europe and North America.\r\n\r\n\r\n=== Sea ===\r\nThe largest shipping ports in Pakistan are the Port of Karachi and the nearby Port Qasim, the former being the oldest port of Pakistan. Port Qasim is located 35 kilometres (22 miles) east of the Port of Karachi on the Indus River estuary. These ports handle 95% of Pakistan's trade cargo to and from foreign ports. These seaports have modern facilities which include bulk handling, containers and oil terminals. The ports are part of the Maritime Silk Road.\r\n\r\n\r\n== Civic administration ==\r\n\r\n\r\n=== City government ===\r\n\r\nKarachi has a fragmented system of civic government. The urban area is divided into six District Municipal Corporations: Karachi East, Karachi West, Karachi Central, Karachi South, Malir, Korangi. Each district is further divided into between 22 and 42 Union Committees.", "start_char_idx": 43356, "end_char_idx": 48019, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "84e9b096-064e-4666-9ada-bf7933dea8d6": {"__data__": {"id_": "84e9b096-064e-4666-9ada-bf7933dea8d6", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "11aea255-d83a-42b0-8352-5c1972b89ec0", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6d02fd67e09308dc53c7ac978dc63bc341bd36fce59e0d22c8160a052dae1267", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "3ad05f75-3b82-4740-a689-c4a73c88eb50", "node_type": "1", "metadata": {}, "hash": "4bf7661d3dfdb8a9ff7adcd278d9d04bec7faa273a78e2a2e173fa55263f267f", "class_name": "RelatedNodeInfo"}}, "text": "=== Sea ===\r\nThe largest shipping ports in Pakistan are the Port of Karachi and the nearby Port Qasim, the former being the oldest port of Pakistan. Port Qasim is located 35 kilometres (22 miles) east of the Port of Karachi on the Indus River estuary. These ports handle 95% of Pakistan's trade cargo to and from foreign ports. These seaports have modern facilities which include bulk handling, containers and oil terminals. The ports are part of the Maritime Silk Road.\r\n\r\n\r\n== Civic administration ==\r\n\r\n\r\n=== City government ===\r\n\r\nKarachi has a fragmented system of civic government. The urban area is divided into six District Municipal Corporations: Karachi East, Karachi West, Karachi Central, Karachi South, Malir, Korangi. Each district is further divided into between 22 and 42 Union Committees. Each Union Committee is represented by seven elected representatives, four of whom can be general candidates of any background; the other three seats are reserved for women, religious minorities, and a union representative or peasant farmer.\r\nKarachi's urban area also includes six cantonments, which are administered directly by the Pakistani military, and include some of Karachi's most desirable real-estate.\r\nKey civic bodies, such as the Karachi Water and Sewerage Board and KBCA (Karachi Building Control Authority), among others, are under the direct control of the Government of Sindh. Additionally, Karachi's city-planning authority for undeveloped land, the Karachi Development Authority, is under control of the government, while two new city-planning authorities, the Lyari Development Authority and Malir Development Authority were revived by the Pakistan Peoples Party government in 2011 \u2013 allegedly to patronize their electoral allies and voting banks.\r\n\r\n\r\n==== Historical background ====\r\nIn response to a cholera epidemic in 1846, the Karachi Conservancy Board was organized by British administrators to control its spread. The board became the Karachi Municipal Commission in 1852, and the Karachi Municipal Committee the following year. The City of Karachi Municipal Act of 1933 transformed the city administration into the Karachi Municipal Corporation with a mayor, a deputy mayor and 57 councillors. In 1976, the body became the Karachi Metropolitan Corporation.During the 1900s, Karachi saw its major beautification project under the mayoralty of Harchandrai Vishandas. New roads, parks, residential, and recreational areas were developed as part of this project. In 1948, the Federal Capital Territory of Pakistan was created, comprising approximately 2,103 km2 (812 sq mi) of Karachi and surrounding areas, but this was merged into the province of West Pakistan in 1959. In 1960, Karachi and Lasbela District merged to create Karachi-Bela Division. In 1972, Lasbela District transferred to Kalat division and Karachi metropolitan area was divided into three (03) districts East, West and South. In 1996, again the Karachi metropolitan area was divided into More two (02) districts Central and Malir, each with its own municipal corporation.\r\n\r\n\r\n==== Union councils (2001\u201311) ====\r\nIn 2001, during the rule of General Pervez Musharraf, five districts of Karachi were merged to form the city district of Karachi, with a three-tier structure. The two most local tiers are composed of 18 towns, and 178 union councils. Each tier focused on elected councils with some common members to provide \"vertical linkage\" within the federation.Naimatullah Khan was the first Nazim of Karachi during the Union Council period, while Shafiq-Ur-Rehman Paracha was the first district coordination officer of Karachi. Syed Mustafa Kamal was elected City Nazim of Karachi to succeed Naimatullah Khan in 2005 elections, and Nasreen Jalil was elected as the City Naib Nazim.\r\nEach Union Council had thirteen members elected from specified electorates: four men and two women elected directly by the general population; two men and two women elected by peasants and workers; one member for minority communities; two members are elected jointly as the Union Mayor (Nazim) and Deputy Union Mayor (Naib Nazim). Each council included up to three council secretaries and a number of other civil servants. The Union Council system was dismantled in 2011.\r\n\r\n\r\n==== District Municipal Corporations (2011\u2013present) ====\r\nIn July 2011, city district government of Karachi was reverted its original constituent units known as District Municipal Corporations (DMC). The five original DMCs are: Karachi East, Karachi West, Karachi Central, Karachi South and Malir. In November 2013, a sixth DMC, Korangi District was carved out from District East.", "start_char_idx": 47214, "end_char_idx": 51857, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "3ad05f75-3b82-4740-a689-c4a73c88eb50": {"__data__": {"id_": "3ad05f75-3b82-4740-a689-c4a73c88eb50", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "84e9b096-064e-4666-9ada-bf7933dea8d6", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "03e8dccb106b815b02bd21f8ebb036c682d2a26b67b233f4f43e3b39cf9c517b", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "dc8b7b24-0d52-46ff-ac51-b5ad380997b6", "node_type": "1", "metadata": {}, "hash": "2787d30c686fac8c80c1b9931bffd35bcd246d9745b2a7d09c821bc1c3d8c4f3", "class_name": "RelatedNodeInfo"}}, "text": "Each Union Council had thirteen members elected from specified electorates: four men and two women elected directly by the general population; two men and two women elected by peasants and workers; one member for minority communities; two members are elected jointly as the Union Mayor (Nazim) and Deputy Union Mayor (Naib Nazim). Each council included up to three council secretaries and a number of other civil servants. The Union Council system was dismantled in 2011.\r\n\r\n\r\n==== District Municipal Corporations (2011\u2013present) ====\r\nIn July 2011, city district government of Karachi was reverted its original constituent units known as District Municipal Corporations (DMC). The five original DMCs are: Karachi East, Karachi West, Karachi Central, Karachi South and Malir. In November 2013, a sixth DMC, Korangi District was carved out from District East. In August 2020, Sindh cabinet approves formation of the seventh district in Karachi (Keamari District), Keamari District was formed by splitting District West.The committees for each district devise and enforce land-use and zoning regulations within their district. Each committee also manages water supply, sewage, and roads (except for 28 main arteries, which are managed by the Karachi Metropolitan Corporation). Street lighting, traffic planning, markets regulations, and signage are also under the control of the DMCs. Each DMC also maintains its own municipal record archive, and devises its own local budget.Municipal Administration of Karachi is also run by the Karachi Metropolitan Corporation (KMC), which is responsible for the development and maintenance of main arteries, bridges, drains, several hospitals, beaches, solid waste management, as well as some parks, and the city's firefighting services. Between 2016 till 2020 the mayor of Karachi was Waseem Akhtar (2016-2020), with Arshad Hassan serving as Deputy Mayor; both served as part of the KMC. The Administrator of Karachi is Syed Saif-ur-Rehman as of 2022. In 2023, Murtaza Wahab of PPP was elected the mayor of Karachi.The position of Commissioner of Karachi was created, with Iftikhar Ali Shallwani serving this role. There are six military cantonments, which are administered by the Pakistani Army, and are some of Karachi's most upscale neighbourhoods.\r\n\r\n\r\n=== City planning ===\r\nThe Karachi Development Authority (KDA), along with the Lyari Development Authority (LDA) and Malir Development Authority (MDA), is responsible for the development of most undeveloped land around Karachi. KDA came into existence in 1957 with the task of managing land around Karachi, while the LDA and MDA were formed in 1993 and 1994, respectively. KDA under the control of Karachi's local government and mayor in 2001, while the LDA and MDA were abolished. KDA was later placed under the direct control of the Government of Sindh in 2011. The LDA and MDA were also revived by the Pakistan Peoples Party government at the time, allegedly to patronize their electoral allies and voting banks. City-planning in Karachi, therefore, is not locally directed but is instead controlled at the provincial level.\r\nEach District Municipal Corporation regulate land-use in developed areas, while the Sindh Building Control Authority ensures that building construction is in accordance with building & town planning regulations. Cantonment areas, and the Defence Housing Authority are administered and planned by the military.\r\n\r\n\r\n== Municipal services ==\r\n\r\n\r\n=== Water ===\r\nMunicipal water supplies are managed by the Karachi Water and Sewerage Board (KW&SB), which supplies 640 million gallons daily (MGD) to the city (excluding the city's steel mills and Port Qasim), of which 440 MGD are filtered/treated. Most of the supply comes from the Indus River, and 90 MGD from the Hub Dam. Karachi's water supply is transported to the city through a complex network of canals, conduits, and siphons, with the aid of pumping and filtration stations. 80% of Karachi households have access to piped water as of 2022, with private water tankers supplying much of the water required in informal settlements. 15% of residents in a 2022 survey rated their water supply as \"bad\" or \"very bad\", while 40% expressed concern at the stability of water supply. By 2022, an estimated 35,000 people were dying due to water-borne diseases annually.The K-IV water project is under development at a cost of $876 million. It would connect Keenjhar Lake to Karachi hence eradicating water scarcity in eastern and northern parts of the city.", "start_char_idx": 51000, "end_char_idx": 55523, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "dc8b7b24-0d52-46ff-ac51-b5ad380997b6": {"__data__": {"id_": "dc8b7b24-0d52-46ff-ac51-b5ad380997b6", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "3ad05f75-3b82-4740-a689-c4a73c88eb50", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0a3e945c4d1d8ae4b8ebb8f280dcc9f1cce3196d8796ffa1b0d82e8b9241ce63", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "a063eae5-0da6-4f4b-b95b-78bb5e97626b", "node_type": "1", "metadata": {}, "hash": "6c0e2b67c7bafce98ba5ccb4a0397d13cf34f52a3c9ea94d4156096fc36f6a10", "class_name": "RelatedNodeInfo"}}, "text": "Most of the supply comes from the Indus River, and 90 MGD from the Hub Dam. Karachi's water supply is transported to the city through a complex network of canals, conduits, and siphons, with the aid of pumping and filtration stations. 80% of Karachi households have access to piped water as of 2022, with private water tankers supplying much of the water required in informal settlements. 15% of residents in a 2022 survey rated their water supply as \"bad\" or \"very bad\", while 40% expressed concern at the stability of water supply. By 2022, an estimated 35,000 people were dying due to water-borne diseases annually.The K-IV water project is under development at a cost of $876 million. It would connect Keenjhar Lake to Karachi hence eradicating water scarcity in eastern and northern parts of the city. It is expected to supply 650 million gallons daily of potable water to the city, the first phase 260 million gallons upon completion.Desalination plants are also planned to be built on Arabian Sea coast on western side of Karachi in near future. These would resolve water scarcity issues in western parts of the city including SITE Area, Shershah and Orangi Town.\r\n\r\n\r\n=== Sanitation ===\r\n98% of Karachi's households are connected to the city's underground public sewerage system, largely operated by the Karachi Water and Sewerage Board (KW&SB). The KW&SB operates 150 pumping stations, 25 bulk reservoirs, over 10,000 kilometres of pipes, and 250,000 manholes. The city generates approximately 472 million gallons daily (MGD) of sewage, of which 417 MGD are discharged without treatment. KW&SB has the optimum capacity to treat up to 150 MGD of sewage, but uses only about 50 MGD of this capacity. Three treatment plants are available, in SITE Town (Gutter Baghicha), Mehmoodabad, and Mauripur. 75% reported in 2022 that Karachi's drainage system overflows or backs up, the highest percentage of all major Pakistani cities. Parts of the city's drainage system overflow on average 2\u20137 times per month, flooding some city streets.Households in Orangi self-organized to set-up their own sewerage system under the Orangi Pilot Project, a community service organization founded in 1980. 90% of Orangi streets are now connected to a sewer system built by local residents under the Orangi Pilot Project. Residents of individual streets bear the cost of sewerage pipes, and provide volunteer labour to lay the pipe. Residents also maintain the sewer pipes, while the city municipal administration has built several primary and secondary pipes for the network. As a result of OPP, 96% of Orangi residents have access to a latrine.The Sindh Solid Waste Management Board (SSWMB) is responsible for the collection and disposal of solid waste, not only in Karachi but throughout the whole province. Karachi has the highest percentage of residents in Pakistan who report that their streets are never cleaned \u2013 42% of residents in Karachi report their streets are never cleaned, compared to 10% of residents in Lahore. Only 17% of Karachi residents reporting daily street cleaning, compared to 45%\r\nin Lahore. 69% of Karachi residents rely on private garbage collection services, with only 15% relying on municipal garbage collection services. 53% of Karachi residents in a 2022 survey reported that the state of their neighbourhood's cleanliness was either \"bad\" or \"very bad\". compared to 35% in Lahore, and 16% in Multan.\r\n\r\n\r\n=== Electricity ===\r\nThe one and only electricity providing company in Karachi is K-Electric. It was government owned but was privatised in 2019. Government still has some shares. However HUBCO is an Independent Power Producer (IPP) that owns few major powerplants.\r\nKarachi mostly gets electricity from oil, gas and coal powerplants established either on western coastline or Port Qasim Industrial Zone. Most recently built coal powerplants were the 1320MW Port Qasim Powerplant and the 1320MW Hub Coal Powerplant. 3 Nuclear Powerplants on western coastline namely KANUPP (K-1, K-2, K-3) also feed Karachi. Jhimpir, a nearby town has Wind Powerplants of more than 1000MW. This capacity is going to increase in future expansions. Solar Parks are envisioned to be established on western coastline having a starting generation of 1000MW.\r\n75% of Karachi receives uninterrupted power supply almost throughout the year. 25% areas including industrial areas suffer with up to 6 hours of power outages everyday due to energy generation deficit.", "start_char_idx": 54717, "end_char_idx": 59179, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "a063eae5-0da6-4f4b-b95b-78bb5e97626b": {"__data__": {"id_": "a063eae5-0da6-4f4b-b95b-78bb5e97626b", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "dc8b7b24-0d52-46ff-ac51-b5ad380997b6", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9c7f0d1b78b5c3bf422b84056d396929b96fa25996b65d0c09b22c2cee607716", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "8e771249-4a51-40f3-b601-59b21ab76620", "node_type": "1", "metadata": {}, "hash": "c7b17c23f6b922b56f0f67dc6c92a7f6c06df49ac5b910dd998b4c7744cbc96d", "class_name": "RelatedNodeInfo"}}, "text": "However HUBCO is an Independent Power Producer (IPP) that owns few major powerplants.\r\nKarachi mostly gets electricity from oil, gas and coal powerplants established either on western coastline or Port Qasim Industrial Zone. Most recently built coal powerplants were the 1320MW Port Qasim Powerplant and the 1320MW Hub Coal Powerplant. 3 Nuclear Powerplants on western coastline namely KANUPP (K-1, K-2, K-3) also feed Karachi. Jhimpir, a nearby town has Wind Powerplants of more than 1000MW. This capacity is going to increase in future expansions. Solar Parks are envisioned to be established on western coastline having a starting generation of 1000MW.\r\n75% of Karachi receives uninterrupted power supply almost throughout the year. 25% areas including industrial areas suffer with up to 6 hours of power outages everyday due to energy generation deficit. Power outages increase further in Peak-summer and Monsoon season (May to August). Many slums and unregulated areas are not yet electrified hence they indulge in electricity theft which is locally called Kunda-System.\r\n\r\n\r\n=== Police, Ambulance, Firefighting ===\r\nPolice is under the control of provincial government and city government has no authority over it. Ambulance is run by private hospitals or NGOs, the most famous of which are Edhi, Chhipa and JDC. Firefighting is under control of local government and has enough firefighters and vehicles to work quickly during fire.\r\n\r\n\r\n== Education ==\r\n\r\n\r\n=== Districts literacy rate (10 years and above) ===\r\nAccording to 2017 Census of Pakistan, Central is the most literate district among all the districts of Karachi and Sindh. Following is the literacy rate of 10 years and above population of the six districts of Karachi:\r\n\r\n\r\n=== Primary and secondary ===\r\n\r\nKarachi's primary education system is divided into five levels: primary (grades one through five); middle (grades six through eight); high (grades nine and ten, leading to the Secondary School Certificate); intermediate (grades eleven and twelve, leading to a Higher Secondary School Certificate); and university programs leading to graduate and advanced degrees. Karachi has both public and private educational institutions. Most educational institutions are gender-based from primary to intermediate. Universities are mostly co-education.\r\nSeveral of Karachi's schools, such as St Patrick's High School, St Joseph's Convent School and St Paul's English High School, are operated by Christian churches, and are among Pakistan's most prestigious schools.\r\n\r\n\r\n=== Higher ===\r\n\r\nKarachi is home to several major public universities. Karachi's first public university's date from the British colonial era. The Sindh Madressatul Islam founded in 1885, was granted university status in 2012. Establishment of the Sindh Madressatul Islam was followed by the establishment of the D. J. Sindh Government Science College in 1887, and the institution was granted university status in 2014. The Nadirshaw Edulji Dinshaw University of Engineering and Technology (NED), was founded in 1921, and is Pakistan's oldest institution of higher learning. The Dow University of Health Sciences was established in 1945, and is now one of Pakistan's top medical research institutions.\r\nThe University of Karachi, founded in 1951, is Pakistan's largest university with a student population of 24,000. The Institute of Business Administration (IBA), founded in 1955, is the oldest business school outside of North America and Europe, and was set up with technical support from the Wharton School and the University of Southern California. The Dawood University of Engineering and Technology, which opened in 1962, offers degree programmes in petroleum, gas, chemical, and industrial engineering. The Pakistan Navy Engineering College (PNEC), operated by the Pakistan Navy, is associated with the National University of Sciences and Technology (NUST) in Islamabad.\r\nKarachi is also home to numerous private universities. The Aga Khan University, founded in 1983, is Karachi's oldest private educational institution, and is one of Pakistan's most prestigious medical schools. The Indus Valley School of Art and Architecture was founded in 1989, and offers degree programmes in arts and architectural fields. Hamdard University is the largest private university in Pakistan with faculties including Eastern Medicine, Medical, Engineering, Pharmacy, and Law. The National University of Computer and Emerging Sciences (NUCES-FAST), one of Pakistan's top universities in computer education, operates two campuses in Karachi. Bahria University (BU) founded in 2000, is one of the major general institutions of Pakistan with their campuses in Karachi, Islamabad and Lahore offers degree programs in Management Sciences, Electrical Engineering, Computer Science and Psychology.", "start_char_idx": 58321, "end_char_idx": 63141, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "8e771249-4a51-40f3-b601-59b21ab76620": {"__data__": {"id_": "8e771249-4a51-40f3-b601-59b21ab76620", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "a063eae5-0da6-4f4b-b95b-78bb5e97626b", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "26421c681c5e401dff675d1978cbb9b7ecca2f874b2b49575fac0601b761e3be", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "577ba9cf-eafb-4559-b5c0-d24739012630", "node_type": "1", "metadata": {}, "hash": "b4de0a29b7dab0c1e5518d604fe7a1780af075f17ae0d023ca14d79e70d7b7e2", "class_name": "RelatedNodeInfo"}}, "text": "Karachi is also home to numerous private universities. The Aga Khan University, founded in 1983, is Karachi's oldest private educational institution, and is one of Pakistan's most prestigious medical schools. The Indus Valley School of Art and Architecture was founded in 1989, and offers degree programmes in arts and architectural fields. Hamdard University is the largest private university in Pakistan with faculties including Eastern Medicine, Medical, Engineering, Pharmacy, and Law. The National University of Computer and Emerging Sciences (NUCES-FAST), one of Pakistan's top universities in computer education, operates two campuses in Karachi. Bahria University (BU) founded in 2000, is one of the major general institutions of Pakistan with their campuses in Karachi, Islamabad and Lahore offers degree programs in Management Sciences, Electrical Engineering, Computer Science and Psychology. Sir Syed University of Engineering and Technology (SSUET) offers degree programmes in biomedical, electronics, telecom and computer engineering. Karachi Institute of Economics & Technology (KIET) has two campuses in Karachi. The Shaheed Zulfiqar Ali Bhutto Institute of Science and Technology (SZABIST), founded in 1995 by former Prime Minister Benazir Bhutto, operates a campus in Karachi. Other names include:\r\n\r\nIqra University\r\nHabib University\r\nDow University\r\nJinnah Medical and Dental College\r\nJinnah Sindh Medical University\r\nKarachi Institute of Economics and Technology\r\nUnited Medical and Dental College\r\nLiaquat National Medical College\r\nInstitute of Cost & Management Accountants of Pakistan (ICMAP)\r\nInstitute of Business Management (CBM)\r\n\r\n\r\n== Healthcare ==\r\n\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\nKarachi is a centre of research in biomedicine with at least 30 public hospitals, 80 registered private hospitals and 12 recognized medical colleges, including the Indus Hospital, Lady Dufferin Hospital, Karachi Institute of Heart Diseases, National Institute of Cardiovascular Diseases, Civil Hospital, Combined Military Hospital, PNS Rahat, PNS Shifa, Aga Khan University Hospital, Liaquat National Hospital, Jinnah Postgraduate Medical Centre, Holy Family Hospital and Ziauddin Hospital. In 1995, Ziauddin Hospital was the site of Pakistan's first bone marrow transplant.Karachi municipal authorities in 2017 launched a new early warning system that alerted city residents to a forecasted heatwave. Previous heatwaves had routinely claimed lives in the city, but implementation of the warning system was credited for no reported heat-related fatalities. During 2020-2021 COVID-19 pandemic, vaccines were available in all major hospitals.\r\n\r\n\r\n== Entertainment, tourism and culture ==\r\n\r\n\r\n=== Shopping malls ===\r\n\r\nKarachi is home to Pakistan and South Asia's largest shopping mall, Lucky One Mall which hosts more than two hundred stores. According to TripAdvisor the city is also home to Pakistan's favorite shopping mall, Dolmen Mall, Clifton which was also featured on CNN. In 2023, another mega mall/entertainment complex named 'Mall of Karachi' situated at the bottom of Pakistan's tallest skyscraper Bahria Icon Tower will be opened.\r\n\r\n\r\n=== Museums and galleries ===\r\n\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\nKarachi is home to several of Pakistan's most important museums. The National Museum of Pakistan and Mohatta Palace display artwork, while the city also has several private art galleries. There are also the Pakistan Airforce Museum, the Pakistan Maritime Museum and the country's first interactive science centre, the MagnifiScience Centre located in the city. Wazir Mansion, the birthplace of Pakistan's founder Muhammad Ali Jinnah has also been preserved as a museum open to the public. Quaid-e-Azam House, the residence of Muhammad Ali Jinnah is also a museum which showcases his furniture and other belongings. Other museums include TDF Ghar and the State Bank of Pakistan Museum & Art Gallery.\r\n\r\n\r\n=== Theatre and cinema ===\r\nKarachi is home to some of Pakistan's important cultural institutions. The National Academy of Performing Arts, located in the former Hindu Gymkhana, offers diploma courses in performing arts including classical music and contemporary theatre. Karachi is home to groups such as Thespianz Theater, a professional youth-based, non-profit performing arts group, which works on theatre and arts activities in Pakistan.Though Lahore was considered to be home of Pakistan's film industry, Karachi is home to Urdu cinema and Kara Film Festival annually showcases independent Pakistani and international films and documentaries.Bambino Cinema, Capri Cinema, Cinepax Cinema, Cinegold Plex Cinema (Bahria Town), Mega Multiplex Cinema (Millennium Mall), Nueplex Cinema (Askari-4), Atrium Mall Cinema (Sadar) are some of the most popular cinemas in Karachi.", "start_char_idx": 62238, "end_char_idx": 67043, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "577ba9cf-eafb-4559-b5c0-d24739012630": {"__data__": {"id_": "577ba9cf-eafb-4559-b5c0-d24739012630", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "8e771249-4a51-40f3-b601-59b21ab76620", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ae9b4f389addf66816f71dffde1f800cd2b20e4d341c11f07cf5fb41d6975945", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "cfc76581-feb9-4881-926a-6388a7b2002f", "node_type": "1", "metadata": {}, "hash": "887715908ec7f6580209b59615f7ab214713f0379a55369c644c3df40de45241", "class_name": "RelatedNodeInfo"}}, "text": "=== Theatre and cinema ===\r\nKarachi is home to some of Pakistan's important cultural institutions. The National Academy of Performing Arts, located in the former Hindu Gymkhana, offers diploma courses in performing arts including classical music and contemporary theatre. Karachi is home to groups such as Thespianz Theater, a professional youth-based, non-profit performing arts group, which works on theatre and arts activities in Pakistan.Though Lahore was considered to be home of Pakistan's film industry, Karachi is home to Urdu cinema and Kara Film Festival annually showcases independent Pakistani and international films and documentaries.Bambino Cinema, Capri Cinema, Cinepax Cinema, Cinegold Plex Cinema (Bahria Town), Mega Multiplex Cinema (Millennium Mall), Nueplex Cinema (Askari-4), Atrium Mall Cinema (Sadar) are some of the most popular cinemas in Karachi.\r\n\r\n\r\n=== Music ===\r\nThe All Pakistan Music Conference, linked to the 45-year-old similar institution in Lahore, has been holding its annual music festival since its inception in 2004. The National Arts Council (Koocha-e-Saqafat) has musical performances and mushaira.\r\n\r\n\r\n== Social issues ==\r\n\r\n\r\n=== Crime & Lawlessness ===\r\nSometimes stated to be amongst the world's most dangerous cities, the extent of violent crime in Karachi is not as significant in magnitude as compared to other cities. According to the Numbeo Crime Index 2014, Karachi was the 6th most dangerous city in the world. By the middle of 2016, Karachi's rank had dropped to 31 following the launch of anti-crime operations. By 2018, Karachi's ranking has dropped to 50. In 2021, Karachi's ranking fell to 115. In 2022, the ranking fell further to 128th place, ranking Karachi safer than regional cities such as Dhaka (56th place), Delhi (90th place), and Bangalore (122nd place).The city's large population results in high numbers of homicides with a moderate homicide rate. Karachi's homicide rates are lower than many Latin American cities, and in 2015 was 12.5 per 100,000 \u2013 lower than the homicide rate of several American cities such as New Orleans and St. Louis. The homicide rates in some Latin American cities such as Caracas, Venezuela and Acapulco, Mexico are in excess of 100 per 100,000 residents, many times greater than Karachi's homicide rate. In 2016, the number of murders in Karachi had dropped to 471, which had dropped further to 381 in 2017.In the late 1980s and early 1990s, Karachi was rocked by political conflict while crime rates drastically increased with the arrival of weaponry from the War in Afghanistan. Several of Karachi's criminal mafias became powerful during a period in the 1990s described as \"the rule of the mafias.\" Major mafias active in the city included land mafia, water tanker mafia, transport mafia and a sand and gravel mafia. Karachi's highest death rates occurred in the mid-1990s. In 1995, 1,742 killings were recorded, with a maximum of 15 killings in a single day.\r\n\r\n\r\n==== Karachi Operation by Pakistan Rangers ====\r\nKarachi had become widely known for its high rates of violent crime, but rates sharply decreased following a controversial crackdown operation against criminals, the MQM political party, and Islamist militants initiated in 2013 by the Pakistan Rangers. In 2015, 1,040 Karachiites were killed in either acts of terror or other crime \u2013 an almost 50% decrease from the 2,023 killed in 2014, and an almost 70% decrease from the 3,251 recorded killed in 2013 \u2013 the highest ever recorded number in Karachi history. Violent crime like target killings, kidnappings for ransom or extortion, burning or torturing to death, drugs and weapons smugling decreased sharply after 2015. Street crime still remains high like snatching of cash, phones, motorcycles and cars on gunpoint.With 650 homicides in 2015, Karachi's homicide rate decreased by 75% compared to 2013. In 2017, the number of homicides had dropped further to 381. Extortion crimes decreased by 80% between 2013 and 2015, while kidnappings decreased by 90% during the same period. By 2016, the city registered a total of 21 cases of kidnap for ransom. Terrorist incidents dropped by 98% between 2012 and 2017, according to Pakistan's Interior Ministry.", "start_char_idx": 66170, "end_char_idx": 70389, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "cfc76581-feb9-4881-926a-6388a7b2002f": {"__data__": {"id_": "cfc76581-feb9-4881-926a-6388a7b2002f", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "577ba9cf-eafb-4559-b5c0-d24739012630", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "36d3fbffc18a932de4212f3486fe5617c28e7f317eaa0580dfe3cf69ef9840c6", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "7b570210-d702-473b-b55b-ec7c004d72be", "node_type": "1", "metadata": {}, "hash": "3f64d6788fcab72dc5b47289a12a9e76a63a980f4c27ad9aa34267f3a38333a3", "class_name": "RelatedNodeInfo"}}, "text": "Violent crime like target killings, kidnappings for ransom or extortion, burning or torturing to death, drugs and weapons smugling decreased sharply after 2015. Street crime still remains high like snatching of cash, phones, motorcycles and cars on gunpoint.With 650 homicides in 2015, Karachi's homicide rate decreased by 75% compared to 2013. In 2017, the number of homicides had dropped further to 381. Extortion crimes decreased by 80% between 2013 and 2015, while kidnappings decreased by 90% during the same period. By 2016, the city registered a total of 21 cases of kidnap for ransom. Terrorist incidents dropped by 98% between 2012 and 2017, according to Pakistan's Interior Ministry. As a result of the Karachi's improved security environment, real-estate prices in Karachi rose sharply after 2015, with a rise in business for upmarket restaurants and caf\u00e9s.\r\n\r\n\r\n=== Ethnic & Linguistic conflict ===\r\nInsufficient affordable housing infrastructure to absorb growth has resulted in the city's diverse migrant populations being largely confined to ethnically homogeneous neighbourhoods. The 1970s saw major labour struggles in Karachi's industrial estates. Violence originated in the city's university campuses, and spread into the city. Conflict was especially sharp between MQM party and ethnic Sindhis, Pashtuns, and Punjabis. The party and its vast network of supporters were targeted by Pakistani security forces as part of the controversial Operation Clean-up in 1992, as part of an effort to restore peace in the city that lasted until 1994. The ethnic conflicts kept going between linguistic groups till late 2010s and are no more extreme.\r\n\r\n\r\n=== Poor infrastructure ===\r\nUrban planning and service delivery have not kept pace with Karachi's growth, resulting in the city's low ranking on livability rankings. The city has no cohesive transportation policy and inadequate transport, though up to 1,000 new vehicles are added daily to the city's congested streets. Roads and streets are broken at many places but are not repaired in timely manner.\r\nUnable to provide housing to large numbers of refugees shortly after independence, Karachi's authorities first issued \"slips\" to refugees beginning in 1950 \u2013\r\nwhich allowed refugees to settle on any vacant land. Such informal settlements are known as katchi abadis. Approximately half of Karachi's residents still live in these unplanned communities which have limited paved roads and limited utilities.\r\n\r\n\r\n=== Pollution ===\r\nAir quality index is one of the worst in the world. Due to desert terrain, there is plenty of dust throughout the year except for rainy season. Vehicles and industries also contribute to air pollution, greenhouse gas emissions and global warming. There is a lot of noise pollution due to traffic. Land pollution is due to solid trash not disposed to dedicated dumping sites. Trash is seen here and there and sometimes everywhere. Lastly there is water pollution in Lyari and Malir rivers as gutters directly open into these rivers. These rivers than directly go into Arabian sea untreated. So sewerage and industrial wastewater is directly being thrown into Indian Ocean hence polluting it and destroying marine life under the sea. 3 waste water treatment plants exist but are all dysfunctional.\r\n\r\n\r\n=== Urban flooding in monsoon season ===\r\nSize of Drainage system and storm water drains (locally known as Naalahs) in the city is not enough to handle the heavy rainfalls of monsoon. The drainage system and storm water drains are also filled with solid trash. When water finds no path, it enters streets, roads, underpasses and even houses during rainfall in July and August of every year. Major Naalahs like Orangi Naalah, Gujjar Naalah, Mehmoodabad Naalah are cleaned every year by government but are polluted by people the next day. Flooding hinders connectivity of different areas of the city specially Landhi and Korangi. Floods have caused drown or electric shocks related deaths as well. \r\n\r\n\r\n== Architecture ==\r\n\r\nKarachi has a collection of buildings and structures of varied architectural styles. The downtown districts of Saddar and Clifton contain early 20th-century architecture, ranging in style from the neo-classical KPT building to the Sindh High Court Building. Karachi acquired its first neo-Gothic or Indo-Gothic buildings when Frere Hall, Empress Market and St. Patrick's Cathedral were completed. The Mock Tudor architectural style was introduced in the Karachi Gymkhana and the Boat Club. Neo-Renaissance architecture was popular in the 19th century and was the architectural style for St. Joseph's Convent (1870) and the Sind Club (1883).", "start_char_idx": 69696, "end_char_idx": 74356, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "7b570210-d702-473b-b55b-ec7c004d72be": {"__data__": {"id_": "7b570210-d702-473b-b55b-ec7c004d72be", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "cfc76581-feb9-4881-926a-6388a7b2002f", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e1c6a22838583ab237938c8bcbbbc8576df2c09931c5f82ef2214db63523c16e", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "eb3a8c64-38e4-4472-8f0f-0d119ab34412", "node_type": "1", "metadata": {}, "hash": "38a65fc0cec6cf771a54c6da262dd5eaf400ed4331a9fd4b36b357a345582751", "class_name": "RelatedNodeInfo"}}, "text": "Flooding hinders connectivity of different areas of the city specially Landhi and Korangi. Floods have caused drown or electric shocks related deaths as well. \r\n\r\n\r\n== Architecture ==\r\n\r\nKarachi has a collection of buildings and structures of varied architectural styles. The downtown districts of Saddar and Clifton contain early 20th-century architecture, ranging in style from the neo-classical KPT building to the Sindh High Court Building. Karachi acquired its first neo-Gothic or Indo-Gothic buildings when Frere Hall, Empress Market and St. Patrick's Cathedral were completed. The Mock Tudor architectural style was introduced in the Karachi Gymkhana and the Boat Club. Neo-Renaissance architecture was popular in the 19th century and was the architectural style for St. Joseph's Convent (1870) and the Sind Club (1883). The classical style made a comeback in the late 19th century, as seen in Lady Dufferin Hospital (1898) and the Cantt. Railway Station. While Italianate buildings remained popular, an eclectic blend termed Indo-Saracenic or Anglo-Mughal began to emerge in some locations.\r\nThe local mercantile community began acquiring impressive structures. Zaibunnisa Street in the Saddar area (known as Elphinstone Street in British days) is an example where the mercantile groups adopted the Italianate and Indo-Saracenic style to demonstrate their familiarity with Western culture and their own. The Hindu Gymkhana (1925) and Mohatta Palace are examples of Mughal revival buildings. The Sindh Wildlife Conservation Building, located in Saddar, served as a Freemasonic Lodge until it was taken over by the government. There are talks of it being taken away from this custody and being renovated and the Lodge being preserved with its original woodwork and ornate wooden staircase.Indus Valley School of Art and Architecture is one of the prime examples of Architectural conservation and restoration where an entire Nusserwanjee building from Kharadar area of Karachi has been relocated to Clifton for adaptive reuse in an art school. The procedure involved the careful removal of each piece of timber and stone, stacked temporarily, loaded on the trucks for transportation to the Clifton site, unloaded and re-arranged according to a given layout, stone by stone, piece by piece, and completed within three months.Architecturally distinctive, even eccentric, buildings have sprung up throughout Karachi. Notable example of contemporary architecture include the Pakistan State Oil Headquarters building. The city has examples of modern Islamic architecture, including the Aga Khan University hospital, Grand Jamia Mosque, Masjid e Tooba, Faran Mosque, Baitul Mukarram Mosque, Quaid's Mausoleum, and the Textile Institute of Pakistan. One of the unique cultural elements of Karachi is that the residences, which are two- or three-story townhouses, are built with the front yard protected by a high brick wall. I. I. Chundrigar Road features a range of tall buildings. The most prominent examples include the Habib Bank Plaza, UBL Tower, PRC Towers, PNSC Building and MCB Tower. Newer skyscrapers are being built in Clifton. At least 50 150m+ buildings were underconstruction in 2022.\r\n\r\n\r\n== Sports ==\r\n\r\n\r\n=== Cricket ===\r\nCricket's history in Pakistan predates the creation of the country in 1947. The first ever international cricket match in Karachi was held on 22 November 1935 between Sindh and Australian cricket teams. The match was seen by 5,000 Karachiites. Karachi is also the place that innovated tape ball, a safer and more affordable alternative to cricket.The inaugural first-class match at the National Stadium was played between Pakistan and India on 26 February 1955 and since then Pakistani national cricket team has won 20 of the 41 Test matches played at the National Stadium. The first One Day International at the National Stadium was against the West Indies on 21 November 1980, with the match going to the last ball.\r\nThe national team has been less successful in such limited-overs matches at the ground, including a five-year stint between 1996 and 2001, when they failed to win any matches. The city has been host to a number of domestic cricket teams including Karachi, Karachi Blues, Karachi Greens, and Karachi Whites.", "start_char_idx": 73529, "end_char_idx": 77791, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "eb3a8c64-38e4-4472-8f0f-0d119ab34412": {"__data__": {"id_": "eb3a8c64-38e4-4472-8f0f-0d119ab34412", "embedding": null, "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "13e7927f-8acb-4c26-926e-230e9be05bb4", "node_type": "4", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f1545286f9a4b454e2e4cb594306608847e1ef518835c1f406da34113e79468d", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "7b570210-d702-473b-b55b-ec7c004d72be", "node_type": "1", "metadata": {"file_path": "data\\Karachi.txt", "file_name": "Karachi.txt", "file_type": "text/plain", "file_size": 79607, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "a1268a56212d7f8452b6968419d2f88409a7ab4daf3af10c5bd86bf0d05b303e", "class_name": "RelatedNodeInfo"}}, "text": "The match was seen by 5,000 Karachiites. Karachi is also the place that innovated tape ball, a safer and more affordable alternative to cricket.The inaugural first-class match at the National Stadium was played between Pakistan and India on 26 February 1955 and since then Pakistani national cricket team has won 20 of the 41 Test matches played at the National Stadium. The first One Day International at the National Stadium was against the West Indies on 21 November 1980, with the match going to the last ball.\r\nThe national team has been less successful in such limited-overs matches at the ground, including a five-year stint between 1996 and 2001, when they failed to win any matches. The city has been host to a number of domestic cricket teams including Karachi, Karachi Blues, Karachi Greens, and Karachi Whites. The National Stadium hosted two group matches (Pakistan v. South Africa on 29 February and Pakistan v. England on 3 March), and a quarter-final match (South Africa v. West Indies on 11 March) during the 1996 Cricket World Cup.Rafi Cricket Stadium under construction in Bahria Town would soon become the largest cricket stadium in Karachi with a capacity of 50,000+ spectators.\r\n\r\n\r\n=== Other sports ===\r\nWhen it comes to sports Karachi has a distinction, because some sources cite that it was in 1877 at Karachi in (British) India, where the first attempt was made to form a set of rules of badminton and likely place is said to be Frere Hall.\r\nKarachi has hosted seven editions of the National Games of Pakistan, most recently in 2007.In 2005, the city hosted the SAFF Championship at this ground, as well as the Geo Super Football League 2007, which attracted capacity crowds during the games. The popularity of golf is increasing, with clubs in Karachi like Dreamworld Resort, Bahria Town Golf Club, Hotel & Golf Club, Arabian Sea Country Club, DA Country & Golf Club. The city has facilities for field hockey (Hockey Club of Pakistan, UBL Hockey Ground), boxing (KPT Sports Complex), squash (Jahangir Khan Squash Complex), and polo. There are marinas and boating clubs. National Bank of Pakistan Sports Complex is First-class cricket venue and Multi-purpose sports facility in Karachi.\r\n\r\nProfessional teams of Karachi\r\n\r\n\r\n== Notable people ==\r\n\r\n\r\n== Twin towns and sister cities ==\r\n\r\n\r\n== See also ==\r\n\r\n\r\n== References ==\r\n\r\n\r\n=== Bibliography ===\r\n\r\n\r\n== External links ==\r\n\r\nOfficial website\r\nKarachi at the end of the Raj, film by an unknown British soldier, 1942\u20131947, Mowgli Productions.\r\nKarachi at Curlie\r\nGrowth of the city", "start_char_idx": 76969, "end_char_idx": 79532, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}}, "docstore/metadata": {"547703f0-6b17-4f25-8441-56bd6e76100f": {"doc_hash": "d8181e90ef244d8453e6d22bc8837149fecf95bc03e225f14fbb7e3a079347e3", "ref_doc_id": "13e7927f-8acb-4c26-926e-230e9be05bb4"}, "3bd256c9-2b4c-46f3-934d-aec693822641": {"doc_hash": 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+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Lisbon.txt"	
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+Lisbon (; Portuguese: Lisboa [liʒˈβoɐ] ) is the capital and largest city of Portugal, with an estimated population of 548,703 as of 2022 within its administrative limits in an area of 100.05 km2. Lisbon is mainland Europe's westernmost capital city (second overall after Reykjavik) and the only one along the Atlantic coast, the others (Reykjavik and Dublin) being on islands. The city lies in the western portion of the Iberian Peninsula, on the northern shore of the River Tagus. The western portion of its metro area, the Portuguese Riviera, hosts the westernmost point of Continental Europe, culminating at Cabo da Roca.
+Lisbon is one of the oldest cities in the world and the second-oldest European capital city (after Athens), predating other modern European capitals by centuries. Established by pre-Celtic tribes and later Phoenicians, Julius Caesar made it a municipium called Felicitas Julia, adding the term to the name Olissipo. After the fall of the Roman Empire, it was ruled by a series of Germanic tribes from the 5th century, most notably the Visigoths. Later it was captured by the Moors in the 8th century. In 1147 Afonso Henriques conquered the city and in 1255 it became Portugal's capital, replacing Coimbra. It has since been the political, economic, and cultural centre of the country.
+It has been since the political centre of the country, as its seat of government, National Assembly, Supreme Court of Justice, Armed Forces and residence of the head of state. It is also the centre of Portuguese diplomacy, with ambassadors from 86 countries residing in the city, as well as representations from Taiwan and Palestine. About 2.9 million people live in the Lisbon metropolitan area, which extends beyond the city's administrative area, making it the third largest metropolitan area in the Iberian Peninsula (after Madrid and Barcelona) as well as figuring amongst the 10 most populous urban areas in the European Union. It represents approximately 27.70% of the country's population. 
+Lisbon is recognised as an alpha-level global city because of its importance in finance, commerce, fashion, media, entertainment, arts, international trade, education, and tourism. Lisbon is amongst the two Portuguese cities (the other being Porto) to be recognised as a global city, and it is also home to three companies in the Global 2000 (EDP Group, Galp Energia and Jerónimo Martins). Lisbon is one of the major economic centres in Europe, with a growing financial sector, with PSI-20 being part of Euronext, the largest center for debt and funds listings in the world. The Lisbon region has a higher GDP PPP per capita than any other region in Portugal. Its GDP PPP amounts to US$179 billion and thus $61,713 per capita. The city occupies the 40th place of highest gross earnings in the world and, with almost 21,000 millionaires, is the 11th European city by number of millionaires and the 14th by number of billionaires. Most of the headquarters of multinational corporations in Portugal are located in the Lisbon area.
+
+
+== Etymology ==
+Lisbon's name may have been derived from Proto-Celtic or Celtic Olisippo, Lissoppo, or a similar name which other visiting peoples like the ancient Phoenicians, Greeks and Romans adapted accordingly, such as the pre-Roman appellation for the Tagus River, Lisso or Lucio. Classical authors writing in Latin and Greek, including Strabo, Solinus, and Martianus Capella, referred to popular legends that the city of Lisbon was founded by the mythical hero Ulysses (Odysseus). Lisbon's name was written Ulyssippo in Latin by the geographer Pomponius Mela, a native of Hispania. It was later referred to as "Olisippo" by Pliny the Elder and by the Greeks as Olissipo (Ὀλισσιπών) or Olissipona (Ὀλισσιπόνα).Another claim repeated in literature is that the name of Lisbon could be traced back to Phoenician times, referring to a supposed Phoenician term Alis-Ubbo, meaning "safe harbour" or "pleasant haven". Although modern archaeological excavations show a Phoenician presence at this location since 1200 BC, this folk etymology "is never attested in ancient classical literature".Lisbon's name is commonly abbreviated as "LX" or "Lx", originating in an antiquated spelling of Lisbon as Lixbõa. While the old spelling has since been completely dropped from usage and goes against modern language standards, the abbreviation is still commonly used.
+
+
+== History ==
+
+
+=== Origins ===
+During the Neolithic period, the region was inhabited by Pre-Celtic tribes, who built religious and funerary monuments, megaliths, dolmens and menhirs, which still survive in areas on the periphery of Lisbon. The Indo-European Celts invaded in the 1st millennium BC, mixing with the Pre-Indo-European population, thus giving rise to Celtic-speaking local tribes such as the Cempsi or Sefes.
+Although the first fortifications on Lisbon's Castelo hill are known to be no older than the 2nd century BC, recent archaeological finds have shown that Iron Age people occupied the site from the 8th to 6th centuries BC. This indigenous settlement maintained commercial relations with the Phoenicians, which would account for the recent findings of Phoenician pottery and other material objects. Archaeological excavations made near the Castle of São Jorge (Castelo de São Jorge) and Lisbon Cathedral indicate a Phoenician presence at this location since 1200 BC, and it can be stated with confidence that a Phoenician trading post stood on a site now the centre of the present city, on the southern slope of the Castle hill. The sheltered harbour in the Tagus River estuary was an ideal spot for an Iberian settlement and would have provided a secure harbour for unloading and provisioning Phoenician ships. The Tagus settlement was an important centre of commercial trade with the inland tribes, providing an outlet for the valuable metals, salt and salted-fish they collected, and for the sale of the Lusitanian horses renowned in antiquity.
+According to a persistent legend, the location was named for the mythical Ulysses, who founded the city when he sailed westward to the ends of the known world.
+
+
+=== Roman era ===
+
+Following the defeat of Hannibal in 202 BC during the Punic wars, the Romans determined to deprive Carthage of its most valuable possession: Hispania (the Iberian Peninsula). The defeat of Carthaginian forces by Scipio Africanus in Eastern Hispania allowed the pacification of the west, led by Consul Decimus Junius Brutus Callaicus. Decimus obtained the alliance of Olissipo (which sent men to fight alongside the Roman Legions against the northwestern Celtic tribes) by integrating it into the empire, as the Municipium Cives Romanorum Felicitas Julia. Local authorities were granted self-rule over a territory that extended 50 km (31 mi); exempt from taxes, its citizens were given the privileges of Roman citizenship, and it was then integrated with the Roman province of Lusitania (whose capital was Emerita Augusta).
+Lusitanian raids and rebellions during Roman occupation required the construction of a wall around the settlement. During Augustus' reign, the Romans also built a great theatre; the Cassian Baths (underneath Rua da Prata); temples to Jupiter, Diana, Cybele, Tethys and Idea Phrygiae (an uncommon cult from Asia Minor), in addition to temples to the Emperor; a large necropolis under Praça da Figueira; a large forum and other buildings such as insulae (multi-storied apartment buildings) in the area between Castle Hill and the historic city core. Many of these ruins were first unearthed during the mid-18th century (when the recent discovery of Pompeii made Roman archaeology fashionable among Europe's upper classes).
+The city prospered as piracy was eliminated and technological advances were introduced, consequently Felicitas Julia became a center of trade with the Roman provinces of Britannia (particularly Cornwall) and the Rhine. Economically strong, Olissipo was known for its garum (a fish sauce highly prized by the elites of the empire and exported in amphorae to Rome), wine, salt, and horse-breeding, while Roman culture permeated the hinterland. The city was connected by a broad road to Western Hispania's two other large cities, Bracara Augusta in the province of Tarraconensis (Portuguese Braga), and Emerita Augusta, the capital of Lusitania. The city was ruled by an oligarchical council dominated by two families, the Julii and the Cassiae, although regional authority was administered by the Roman Governor of Emerita or directly by Emperor Tiberius. Among the majority of Latin speakers lived a large minority of Greek traders and slaves.
+Olissipo, like most great cities in the Western Empire, was a center for the dissemination of Christianity. Its first attested Bishop was Potamius (c. 356), and there were several martyrs during the period of persecution of the Christians: Verissimus, Maxima, and Julia are the most significant examples. By the time of the Fall of Rome, Olissipo had become a notable Christian center.
+
+
+=== Middle Ages ===
+Following the disintegration of the Western Roman Empire, there were barbarian invasions; between 409 and 429 the city was occupied successively by Sarmatians, Alans and Vandals. The Germanic Suebi, who established a kingdom in Gallaecia (modern Galicia and northern Portugal), with its capital in Bracara Augusta, also controlled the region of Lisbon until 585. In 585, the Suebi Kingdom was integrated into the Germanic Visigothic Kingdom of Toledo, which comprised all of the Iberian Peninsula: Lisbon was then called Ulishbona.
+
+On 6 August 711, Lisbon was taken by the Muslim forces of the Umayyad Caliphate. These conquerors built many mosques and houses, rebuilt the city wall (known as the Cerca Moura) and established administrative control, while permitting the diverse population (Arabs, Berbers, Muwallad, Mozarabs, Saqaliba, and Jews) to maintain their socio-cultural lifestyles. Mozarabic was the native language spoken by most of the Christian population although Arabic was widely known as spoken by all religious communities. Islam was the official religion practised by the Arabs, Berbers, Saqaliba and Muwallad.
+The Muslim influence is still visible in the Alfama district, an old quarter of Lisbon that survived the 1755 Lisbon earthquake: many place-names are derived from Arabic and the Alfama (the oldest existing district of Lisbon) was derived from the Arabic "al-hamma".
+For a brief time, Lisbon was an independent Muslim kingdom known as the Taifa of Lisbon (1022–1094), before being conquered by the larger Taifa of Badajoz.
+In 1108 Lisbon was raided and occupied by Norwegian crusaders led by Sigurd I on their way to the Holy Land as part of the Norwegian Crusade and occupied by crusader forces for three years. It was taken by the Moorish Almoravids in 1111.
+
+In 1147, as part of Portuguese efforts during the Reconquista, Afonso I of Portugal besieged and reconquered Lisbon with the aid of crusader knights. The city, with around 154,000 residents at the time, was returned to Christian rule. The reconquest of Portugal and re-establishment of Christianity is one of the most significant events in Lisbon's history, described in the chronicle Expugnatione Lyxbonensi, which describes, among other incidents, how the local bishop was killed by the crusaders and the city's residents prayed to the Virgin Mary as it happened. Some of the Muslim residents converted to Roman Catholicism and most of those who did not convert fled to other parts of the Islamic world, primarily Muslim Spain and North Africa. All mosques were either completely destroyed or converted into churches. As a result of the end of Muslim rule, spoken Arabic quickly lost its place in the everyday life of the city and disappeared altogether.
+With its central location, Lisbon became the capital city of the new Portuguese territory in 1255.
+The first Portuguese university was founded in Lisbon in 1290 by King Denis I; for many years the Studium Generale (General Study) was transferred intermittently to Coimbra, where it was installed permanently in the 16th century as the University of Coimbra.
+In 1384, the city was besieged by King Juan I of Castille, as a part of the ongoing 1383–1385 Crisis. The result of the siege was a victory for the Portuguese led by Nuno Álvares Pereira.
+During the last centuries of the Middle Ages, the city expanded substantially and became an important trading post with both Northern European and Mediterranean cities.
+
+
+=== Early Modern ===
+When the Spaniards expelled the Jews from Spanish territory, many of them fled to Lisbon. Although acknowledging the central importance of the Jews to the city's prosperity, Manuel I decreed in 1497 that all Jews must convert to Christianity, only those who refused being forced to leave, but not before the expropriation of their property. In 1506, an anti-semitic movement among the Old Christians of Lisbon culminated in a massacre lasting four days in which some 1,000 to 4,000 New Christian men, women and children, converted descendants of Sephardic Jews, are estimated to have been killed. The king was at Évora when these events occurred, but angered when he received the news, he ordered an investigation which resulted in two of the instigating friars being excommunicated and burned alive.Most of the Portuguese expeditions of the Age of Discovery set out from Lisbon during the period from the end of the 15th century to the beginning of the 17th century, including Vasco da Gama's expedition to India in 1498. The following years of the 16th century began Lisbon's golden era: the city was the European hub of commerce between Africa, India, the Far East and later, Brazil, and acquired great riches by exploiting the trade in spices, slaves, sugar, textiles and other goods. This period saw the rise of the exuberant Manueline style in architecture, which left its mark in many 16th-century monuments (including Lisbon's Belém Tower and Jerónimos Monastery, which were declared UNESCO World Heritage Sites). A description of Lisbon in the 16th century was written by Damião de Góis and published in 1554.
+The succession crisis of 1580, initiated a sixty-year period of dual monarchy in Portugal and Spain under the Spanish Habsburgs. This is referred to as the "Philippine Dominion" (Domínio Filipino), since all three Spanish kings during that period were called Philip (Filipe). In 1589, Lisbon was the target of an incursion by the English Armada led by Francis Drake, while Queen Elizabeth supported a Portuguese pretender in Antonio, Prior of Crato, but support for Crato was lacking and the expedition was a failure. The Portuguese Restoration War, which began with a coup d'état organised by the nobility and bourgeoisie in Lisbon and executed on 1 December 1640, restored Portuguese independence. The period from 1640 to 1668 was marked by periodic skirmishes between Portugal and Spain, as well as short episodes of more serious warfare until the Treaty of Lisbon was signed in 1668.
+In the early 18th century, gold from Brazil allowed King John V to sponsor the building of several Baroque churches and theatres in the city. Prior to the 18th century, Lisbon had experienced several significant earthquakes – eight in the 14th century, five in the 16th century (including the 1531 earthquake that destroyed 1,500 houses and the 1597 earthquake in which three streets vanished), and three in the 17th century.
+On 1 November 1755, the city was destroyed by another devastating earthquake, which killed an estimated 30,000 to 40,000 Lisbon residents of a population estimated at between 200,000 and 275,000, and destroyed 85 percent of the city's structures. Among several important buildings of the city, the Ribeira Palace and the Hospital Real de Todos os Santos were lost. In coastal areas, such as Peniche, situated about 80 km (50 mi) north of Lisbon, many people were killed by the following tsunami.
+
+By 1755, Lisbon was one of the largest cities in Europe; the catastrophic event shocked the whole of Europe and left a deep impression on its collective psyche. Voltaire wrote a long poem, Poême sur le désastre de Lisbonne, shortly after the quake, and mentioned it in his 1759 novel Candide (indeed, many argue that this critique of optimism was inspired by that earthquake). Oliver Wendell Holmes Sr. also mentions it in his 1857 poem, The Deacon's Masterpiece, or The Wonderful One-Hoss Shay.
+After the 1755 earthquake, the city was rebuilt largely according to the plans of Prime Minister Sebastião José de Carvalho e Melo, the 1st Marquis of Pombal; the lower town began to be known as the Baixa Pombalina (Pombaline central district). Instead of rebuilding the medieval town, Pombal decided to demolish what remained after the earthquake and rebuild the city centre in accordance with principles of modern urban design. It was reconstructed in an open rectangular plan with two great squares: the Praça do Rossio and the Praça do Comércio. The first, the central commercial district, is the traditional gathering place of the city and the location of the older cafés, theatres and restaurants; the second became the city's main access to the River Tagus and point of departure and arrival for seagoing vessels, adorned by a triumphal arch (1873) and a monument to King Joseph I.
+
+
+=== Modern era ===
+In the first years of the 19th century, Portugal was invaded by the troops of Napoléon Bonaparte, forcing Queen Maria I and Prince-Regent John (future John VI) to flee temporarily to Brazil. By the time the new King returned to Lisbon, many of the buildings and properties were pillaged, sacked or destroyed by the invaders.
+During the 19th century, the Liberal movement introduced new changes into the urban landscape. The principal areas were in the Baixa and along the Chiado district, where shops, tobacconists shops, cafés, bookstores, clubs and theatres proliferated. The development of industry and commerce determined the growth of the city, seeing the transformation of the Passeio Público, a Pombaline era park, into the Avenida da Liberdade, as the city grew farther from the Tagus.
+Lisbon was the site of the regicide of Carlos I of Portugal in 1908, an event which culminated two years later in the establishment of the First Republic.
+
+The city refounded its university in 1911 after centuries of inactivity in Lisbon, incorporating reformed former colleges and other non-university higher education schools of the city (such as the Escola Politécnica – now Faculdade de Ciências). Today there are two public universities in the city (University of Lisbon and New University of Lisbon), a public university institute (ISCTE - Lisbon University Institute) and a polytechnic institute (IPL – Instituto Politécnico de Lisboa).
+During World War II, Lisbon was one of the very few neutral, open European Atlantic ports, a major gateway for refugees to the U.S. and a haven for spies. More than 100,000 refugees were able to flee Nazi Germany via Lisbon.During the Estado Novo regime (1926–1974), Lisbon, under the influence of Duarte Pacheco, the minister of works, was expanded at the cost of other districts within the country, resulting in nationalist and monumental projects. New residential and public developments were constructed; the zone of Belém was modified for the 1940 Portuguese Exhibition, while along the periphery new districts appeared to house the growing population. The inauguration of the bridge over the Tagus allowed a rapid connection between both sides of the river.
+Lisbon was the site of three revolutions in the 20th century. The first, the 5 October 1910 revolution, brought an end to the Portuguese monarchy and established the highly unstable and corrupt Portuguese First Republic. The 6 June 1926 revolution ended the first republic and firmly established the Estado Novo, or the Portuguese Second Republic, as the ruling regime.
+
+
+=== Contemporary ===
+The Carnation Revolution, which took place on 25 April 1974, ended the right-wing Estado Novo regime and reformed the country to become as it is today, the Portuguese Third Republic.
+In the 1990s, many of the districts were renovated and projects in the historic quarters were established to modernise those areas, for instance, architectural and patrimonial buildings were renovated, the northern margin of the Tagus was re-purposed for leisure and residential use, the Vasco da Gama Bridge was constructed and the eastern part of the municipality was re-purposed for Expo '98 to commemorate the 500th anniversary of Vasco da Gama's sea voyage to India, a voyage that would bring immense riches to Lisbon and cause many of Lisbon's landmarks to be built.
+In 1988, a fire in the historical district of Chiado saw the destruction of many 18th-century Pombaline style buildings. A series of restoration works has brought the area back to its former self and made it a high-scale shopping district.
+
+The Lisbon Agenda was a European Union agreement on measures to revitalise the EU economy, signed in Lisbon in March 2000. In October 2007 Lisbon hosted the 2007 EU Summit, where an agreement was reached regarding a new EU governance model. The resulting Treaty of Lisbon was signed on 13 December 2007 and came into force on 1 December 2009.
+Lisbon has been the site for many international events and programmes. In 1994, Lisbon was the European Capital of Culture. On 3 November 2005, Lisbon hosted the MTV European Music Awards. On 7 July 2007, Lisbon held the ceremony of the "New 7 Wonders Of The World" election, in the Luz Stadium, with live transmission for millions of people all over the world. Every two years, Lisbon hosts the Rock in Rio Lisboa Music Festival, one of the largest in the world. Lisbon hosted the NATO summit (19–20 November 2010), a summit meeting that is regarded as a periodic opportunity for Heads of State and Heads of Government of NATO member states to evaluate and provide strategic direction for Alliance activities. The city hosts the Web Summit and is the head office for the Group of Seven Plus (G7+). In 2018 it hosted the Eurovision Song Contest for the first time as well as the Michelin Gala. On 11 July 2018, the Aga Khan officially chose the Henrique de Mendonça Palace, located on Rua Marquês de Fronteira, as the Divan, or seat, of the global Nizari Muslim Imamate. Lisbon hosted World Youth Day 2023 in August of that year, attracting Catholic youth from the around the world. Pope Francis led several events, with the final mass held in the city's Parque do Tejo having an estimated 1.5 million attendees.
+
+
+== Geography ==
+
+
+=== Physical geography ===
+Lisbon is located at 38°42′49.75″N 9°8′21.79″W, situated at the mouth of the Tagus River and is the westernmost capital of a mainland European country. The river delta is inverted.
+The westernmost part of Lisbon is occupied by the Monsanto Forest Park, a 10 km2 (4 sq mi) urban park, one of the largest in Europe, and occupying 10% of the municipality.
+The city occupies an area of 100.05 km2 (39 sq mi), and its city boundaries, unlike those of most major cities, coincide with those of the municipality. The rest of the urbanised area of the Lisbon urban area, known generically as Greater Lisbon (Portuguese: Grande Lisboa) includes several administratively defined cities and municipalities, in the north bank of the Tagus River. The larger Lisbon metropolitan area includes the Setúbal Peninsula to the south.
+
+
+=== Climate ===
+
+Lisbon has a Mediterranean climate (Köppen: Csa) with mild, rainy winters and warm to hot, dry summers. The average annual temperature is 17.4 °C (63.3 °F), 21.3 °C (70.3 °F) during the day and 13.5 °C (56.3 °F) at night.
+In the coldest month – January – the highest temperature during the day typically ranges from 11 to 19 °C (52 to 66 °F), the lowest temperature at night ranges from 3 to 13 °C (37 to 55 °F) and the average sea temperature is 16 °C (61 °F). In the warmest month – August – the highest temperature during the day typically ranges from 25 to 32 °C (77 to 90 °F), the lowest temperature at night ranges from 14 to 20 °C (57 to 68 °F) and the average sea temperature is around 20 °C (68 °F).Among European capitals, Lisbon ranks among those with the warmest winters and has the mildest winter nights out of any major European city, with an average of 8.3 °C (46.9 °F) in the coldest month, and 18.6 °C (65.5 °F) in the warmest month. The coldest temperature ever recorded in Lisbon was −1.2 °C (30 °F) in February 1956; although other locations in its  metropolitan area can record lower temperatures, not being as affected by the urban heat island of the city centre, with Sintra and Setúbal having reached −4 °C (25 °F) and −5.1 °C (23 °F) respectively, both experiencing about 13 days of frost per year on average. The highest temperature ever recorded in Lisbon was 44.0 °C (111.2 °F) on 4 August 2018.The city has around 2,806 hours of sunshine per year, averaging 4.6 hours of sunshine per day in December and 11.4 hours of sunshine per day in July, though when disregarding the duration of the day August is actually the sunniest, with over 80% chance of direct sunlight hitting the ground.Lisbon has around 750 mm (30 in) of precipitation per year. November and December are the wettest months, accounting for a third of the total annual precipitation. July and August are the driest.
+
+
+=== Freguesias ===
+The municipality of Lisbon included 53 freguesias until November 2012. A new law ("Lei n.º 56/2012") reduced the number of freguesias to the following 24:
+
+
+=== Neighborhoods ===
+
+Locally, Lisbon's inhabitants may commonly refer to the spaces of Lisbon in terms of historic Bairros de Lisboa (neighbourhoods). These communities have no clearly defined boundaries and represent distinctive quarters of the city that have in common a historical culture, similar living standards, and identifiable architectural landmarks, as exemplified by the Bairro Alto, Alfama, Chiado, and so forth.
+
+
+==== Alcântara ====
+
+Although today it is quite central, it was once a mere suburb of Lisbon, comprising mostly farms and country estates of the nobility with their palaces. In the 16th century, there was a brook there which the nobles used to promenade in their boats. During the late 19th century, Alcântara became a popular industrial area, with many small factories and warehouses.
+In the early 1990s, Alcântara began to attract youth because of the number of pubs and discothèques. This was mainly due to its outer area of mostly commercial buildings, which acted as barriers to the noise-generating nightlife (which acted as a buffer to the residential communities surrounding it). In the meantime, some of these areas began to become gentrified, attracting loft developments and new flats, which have profited from its river views and central location.
+The riverfront of Alcântara is known for its nightclubs and bars. The area is commonly known as docas (docks), since most of the clubs and bars are housed in converted dock warehouses.
+
+
+==== Alfama ====
+
+The oldest district of Lisbon, it spreads down the southern slope from the Castle of São Jorge to the River Tagus. Its name, derived from the Arabic Al-hamma, means fountains or baths. During the Islamic invasion of Iberia, the Alfama constituted the largest part of the city, extending west to the Baixa neighbourhood. Increasingly, the Alfama became inhabited by fishermen and the poor: its fame as a poor neighbourhood continues to this day. While the 1755 Lisbon earthquake caused considerable damage throughout the capital, the Alfama survived with little damage, thanks to its compact labyrinth of narrow streets and small squares.
+
+It is a historical quarter of mixed-use buildings occupied by Fado bars, restaurants, and homes with small shops downstairs. Modernising trends have invigorated the district: old houses have been re-purposed or remodelled, while new buildings have been constructed. Fado, the typically Portuguese style of melancholy music, is common (but not obligatory) in the restaurants of the district.
+
+
+==== Mouraria ====
+The Mouraria, or Moorish quarter, is one of the most traditional neighbourhoods of Lisbon, although most of its old buildings were demolished by the Estado Novo between the 1930s and the 1970s. It takes its name from the fact that after the reconquest of Lisbon, the Muslims who remained were confined to this part of the city. In turn, the Jews were confined to three neighbourhoods called "Judiarias".
+
+
+==== Bairro Alto ====
+
+Bairro Alto (literally the upper quarter in Portuguese) is an area of central Lisbon that functions as a residential, shopping and entertainment district; it is the center of the Portuguese capital's nightlife, attracting hipster youth and members of various music subcultures. Lisbon's punk, gay, metal, goth, hip hop and reggae scenes all find a home in the Bairro with its many clubs and bars that cater to them. The crowds in the Bairro Alto are a multicultural mix of people representing a broad cross-section of modern Portuguese society, many of them being entertainment seekers and devotees of various music genres outside the mainstream, Fado, Portugal's national music, still survives in the midst of the new nightlife.
+
+
+==== Baixa ====
+
+The heart of the city is the Baixa or city centre; the Pombaline Baixa is an elegant district, primarily constructed after the 1755 Lisbon earthquake, taking its name from its benefactor, Sebastião José de Carvalho e Melo, 1st Marquis of Pombal, who was the minister of Joseph I of Portugal (1750–1777) and a key figure during the Portuguese Enlightenment. Following the 1755 disaster, Pombal took the lead in rebuilding Lisbon, imposing strict conditions and guidelines on the construction of the city, and transforming the organic street plan that characterised the district before the earthquake into its current grid pattern. As a result, the Pombaline Baixa is one of the first examples of earthquake-resistant construction. Architectural models were tested by having troops march around them to simulate an earthquake. Notable features of Pombaline structures include the Pombaline cage, a symmetrical wood-lattice framework aimed at distributing earthquake forces, and inter-terrace walls that were built higher than roof timbers to inhibit the spread of fires.
+
+
+==== Beato ====
+The parish of Beato stands out for the new cultural dynamics it has been experiencing in recent years. The manufacturing districts and the industrial facilities by the riverside docks are the place of choice for contemporary art galleries, iconic bars, and gourmet restaurants that simmer in the streets. This reality has not gone unnoticed by the national press, and Visão, TimeOut, or Jornal de Negócios have already made notice of this parish that hides treasures such as the National Museum of the Azulejo or the Palacio do Grilo.
+
+
+==== Belém ====
+
+Belém is famous as the place from which many of the great Portuguese explorers set off on their voyages of discovery. In particular, it is the place from which Vasco da Gama departed for India in 1497 and Pedro Álvares Cabral departed for Brazil in 1499. It is also a former royal residence and features the 17th – 18th-century Belém Palace, a former royal residence now occupied by the President of Portugal, and the Ajuda Palace, begun in 1802 but never completed.
+Perhaps Belém's most famous feature is its tower, Torre de Belém, whose image is much used by Lisbon's tourist board. The tower was built as a fortified lighthouse late in the reign of Dom Manuel l (1515–1520) to guard the entrance to the port. It stood on a little island on the right side of the Tagus, surrounded by water. Belém's other major historical building is the Mosteiro dos Jerónimos (Jerónimos Monastery), which the Torre de Belém was built partly to defend. Belém's most notable modern feature is the Padrão dos Descobrimentos (Monument to the Discoveries) built for the Portuguese World Fair in 1940. In the heart of Belém is the Praça do Império: gardens centred upon a large fountain, laid out during World War II. To the west of the gardens lies the Centro Cultural de Belém. Belém is one of the most visited Lisbon districts. Here is located the Estádio do Restelo, home to Belenenses.
+
+
+==== Chiado ====
+
+The Chiado is a traditional shopping area that mixes old and modern commercial establishments, concentrated specially in the Rua do Carmo and the Rua Garrett. Locals as well as tourists visit the Chiado to buy books, clothing and pottery as well as to have a cup of coffee. The most famous café of Chiado is A Brasileira, famous for having had poet Fernando Pessoa among its customers. The Chiado is also an important cultural area, with several museums and theatres, including the opera. Several buildings of the Chiado were destroyed in a fire in 1988, an event that deeply shocked the country. Thanks to a renovation project that lasted more than 10 years, coordinated by celebrated architect Siza Vieira, the affected area has now virtually recovered.
+
+
+==== Estrela ====
+The ornate, late 18th-century Estrela Basilica is the main attraction of this district. The church with its large dome is located on a hill in what was at the time the western part of Lisbon and can be seen from great distances. The style is similar to that of the Mafra National Palace, late baroque and neoclassical. The façade has twin bell towers and includes statues of saints and some allegorical figures. São Bento Palace, the seat of the Portuguese parliament and the official residences of the Prime Minister of Portugal and the President of the Assembly of the Republic of Portugal, are in this district. Also in this district is Estrela Park, a favorite with families. There are exotic plants and trees, a duck pond, various sculptures, a children's playground, and many cultural events going on throughout the year, including outdoor cinema, markets, and music festivals.
+
+
+==== Parque das Nações ====
+
+Parque das Nações (Park of Nations) is the newest district in Lisbon; it emerged from an urban renewal program to host the 1998 World Exhibition of Lisbon, also known as Expo'98. The area suffered massive changes giving Parque das Nações a futuristic look. A long-lasting legacy of the same, the area has become another commercial and higher-end residential area for the city.
+Central in the area is the Gare do Oriente (Orient railway station), one of the main transport hubs of Lisbon for trains, buses, taxis, and the metro. Its glass and steel columns are inspired by Gothic architecture, lending the whole structure a visual fascination (especially in sunlight or when illuminated at night). It was designed by the architect Santiago Calatrava from Valencia, Spain. The Parque das Nações is across the street.
+The area is pedestrian-friendly with new buildings, restaurants, gardens, the Casino Lisbon, the FIL building (International Exhibition and Fair), the Camões Theatre and the Oceanário de Lisboa (Lisbon Oceanarium), which is the second-largest in the world. The district's Altice Arena has become Lisbon's "jack-of-all-trades" performance arena. With seating for 20,000, it has staged events ranging from concerts to basketball tournaments.
+
+
+== Politics ==
+
+Carlos Moedas (PSD) took office as the 78th and current Mayor of Lisbon on 18 October 2021, following the 2021 local elections.
+
+
+=== Local election results 1976–2021 ===
+
+
+== Culture ==
+
+The city of Lisbon is rich in architecture; Romanesque, Gothic, Manueline, Baroque, Modern and Postmodern constructions can be found all over Lisbon. The city is also crossed by historical boulevards and monuments along the main thoroughfares, particularly in the upper districts; notable among these are the Avenida da Liberdade (Avenue of Liberty), Avenida Fontes Pereira de Melo, Avenida Almirante Reis and Avenida da República (Avenue of the Republic).
+Lisbon is home to numerous prominent museums and art collections, from all around the world. The National Museum of Ancient Art, which has one of the largest art collections in the world, and the National Coach Museum, which has the world's largest collection of royal coaches and carriages, are the two most visited museums in the city. Other notable national museums include the National Museum of Archaeology, the Museum of Lisbon, the National Azulejo Museum, the National Museum of Contemporary Art, and the National Museum of Natural History & Science.
+
+Prominent private museums and galleries include the Gulbenkian Museum (run by the Calouste Gulbenkian Foundation, one of the wealthiest foundations in the world), which houses one of the largest private collections of antiquities and art in the world, the Berardo Collection Museum, which houses the private collection of Portuguese billionaire Joe Berardo, the Museum of Art, Architecture and Technology, and the Museum of the Orient. Other popular museums include the Electricity Museum, the Ephemeral Museum, the Museu da Água, and the Museu Benfica, among many others.
+Lisbon's Opera House, the Teatro Nacional de São Carlos, hosts a relatively active cultural agenda, mainly in autumn and winter. Other important theatres and musical houses are the Centro Cultural de Belém, the Teatro Nacional D. Maria II, the Gulbenkian Foundation, and the Teatro Camões.
+The monument to Christ the King (Cristo-Rei) stands on the southern bank of the Tagus River, in Almada. With open arms, overlooking the whole city, it resembles the Corcovado monument in Rio de Janeiro, and was built after World War II, as a memorial of thanksgiving for Portugal's being spared the horrors and destruction of the war.
+
+13 June is Lisbon's holiday in honour of the city's saint, Anthony of Lisbon (Portuguese: Santo António). Saint Anthony, also known as Saint Anthony of Padua, was a wealthy Portuguese bohemian who was canonised and made Doctor of the Church after a life preaching to the poor. Although Lisbon's patron saint is Saint Vincent of Saragossa, whose remains are housed in the Sé Cathedral, there are no festivities associated with this saint.
+Eduardo VII Park, the second-largest park in the city following the Parque Florestal de Monsanto (Monsanto Forest Park), extends down the main avenue (Avenida da Liberdade), with many flowering plants and green spaces, that includes the permanent collection of subtropical and tropical plants in the winter garden (Portuguese: Estufa Fria). Originally named Parque da Liberdade, it was renamed in honour of Edward VII who visited Lisbon in 1903.
+
+Lisbon is home every year to the Lisbon Gay & Lesbian Film Festival, the Lisboarte, the DocLisboa – Lisbon International Documentary Film Festival, the Festival Internacional de Máscaras e Comediantes, the Lisboa Mágica – Street Magic World Festival, the Monstra – Animated Film Festival, the Lisbon Book Fair, the Peixe em Lisboa – Lisbon Fish and Flavours, and many others.
+Lisbon has two sites listed by UNESCO as a World Heritage Site: Belém Tower and Jerónimos Monastery. Furthermore, in 1994, Lisbon was the European Capital of Culture and, in 1998, organised the Expo '98 (1998 Lisbon World Exposition).
+Lisbon is also home to the Lisbon Architecture Triennial, the Moda Lisboa (Fashion Lisbon), ExperimentaDesign – Biennial of Design, and LuzBoa – Biennial of Light.Lisbon hosts many fine examples of Portuguese azulejo tile art, a use of ceramic tile as an architectural finish for both building interiors and exteriors dating from the 15th Century. This art form is celebrated in Lisbon's National Museum of the Azulejo and as a station feature in the Lisbon metro. In addition, the mosaic Portuguese pavement (Calçada Portuguesa) was born in Lisbon, in the mid-1800s. The art has since spread to the rest of the Portuguese Speaking world. The city remains one of the most expansive examples of the technique, nearly all walkways and even many streets being created and maintained in this style.
+In May 2018, the city hosted the 63rd edition of the Eurovision Song Contest, after the victory of Salvador Sobral with the song "Amar pelos dois" in Kyiv on 13 May 2017.
+World Youth Day 2023 was hosted in August of that year in Lisbon, attracting hundreds of thousands of young Catholics from over 140 countries.
+
+
+== Demographics ==
+The historical population of the city was around 35,000 in 1300 . This number went up to 60,000 in 1400, and raised to 70,000 by 1500. Between 1528 and 1590 the population went from 70,000 to 120,000. The population was about 150,000 in 1600, and almost 200,000 in 1700.Lisbon has 548,703 inhabitants within the administrative center on the area of only 100.05 km2 The population density of the city itself is 5,445.7/km2 (14,104/sq mi).
+The Lisbon metropolitan area incorporates two NUTS III (European statistical subdivisions): Grande Lisboa (Greater Lisbon), along the northern bank of the Tagus River, and Península de Setúbal (Setúbal Peninsula), along the southern bank. These two subdivisions make for the Região de Lisboa (Lisbon Region).
+
+Administratively defined cities that exist in the vicinity of the capital are in fact part of the metropolitan perimeter of Lisbon. The urban area has, according to Government data, a population of approximately 2.9 million inhabitants and is the eleventh largest urban area in the European Union. Other sources also show similar figures: according to the Organisation for Economic Co-operation and Development the area had 2,797,612 inhabitants; according to the Department of Economic and Social Affairs of the United Nations 2,890,000; according to the European Statistical Office Eurostat 2,839,908 and according to the Brookings Institution 2,968,600.
+
+
+=== Religion ===
+
+The largest religion is, according to 2021 Portuguese Census, Roman Catholicism. The proportion of Catholics in Lisbon city proper (around 66%) is significantly higher than in the city's metropolitan area (55%). This may due to the fact that Lisbon city's age structure is older than the one found in the surrounding areas and, in general, younger generations tend to be less religious.
+
+
+=== Immigration ===
+In 2022, around 21.7% of the city's population is constituted by foreign nationals, with Brazilians being the largest resident foreign community, followed by Italians, French, Nepalis and Bangladeshis.
+Lisbon's population has steadily dropped over the years due to people searching better accommodations for lower prices elsewhere in Greater Lisbon. In addition, a plurality of the houses in the city centre have become tourist facilities, exacerbating the lack of offer in Lisbon's housing market.
+
+
+== Economy ==
+The Lisbon region is the wealthiest region in Portugal and it is well above the European Union's GDP per capita average – it produces 45% of the Portuguese GDP.
+The Lisbon region is rapidly growing, with GDP (PPP) per capita calculated for each year as follows: €22,745 (2004) – €23,816 (2005) – €25,200 (2006) – €26,100 (2007). The Lisbon metropolitan area had a GDP amounting to $110.4 billion, and $32,434 per capita.
+Lisbon's economy is based primarily on the tertiary sector. Most of the headquarters of multinationals operating in Portugal are concentrated in the Grande Lisboa Subregion, especially in the Oeiras municipality. The Lisbon metropolitan area is heavily industrialized, especially the south bank of the Tagus river (Rio Tejo). The lisbonite industry has very large sectors in oil, as refineries are found just across the Tagus, textile mills, shipyards and fishing.
+
+The country's chief seaport, featuring one of the largest and most sophisticated regional markets on the Iberian Peninsula, Lisbon and its heavily populated surroundings are also developing as an important financial centre and a dynamic technological hub. Automobile manufacturers have erected factories in the suburbs, for example, AutoEuropa.
+Lisbon has the largest and most developed mass media sector of Portugal and is home to several related companies ranging from leading television networks and radio stations to major newspapers. Based in Lisbon, Euronext Lisbon is a stock exchange which is part of the pan-European Euronext system of stock exchanges and market infrastructure.Before Portugal's sovereign debt crisis and an EU-IMF rescue plan, for the decade of 2010 Lisbon was expecting to receive many state-funded investments, including building a new airport, a new bridge, an expansion of the Lisbon Metro 30 km (18.64 mi) underground, the construction of a mega-hospital (or central hospital), the creation of two lines of a TGV to join Madrid, Porto, Vigo and the rest of Europe, the restoration of the main part of the town (between the Marquês de Pombal roundabout and Terreiro do Paço), the creation of a large number of bike lanes, as well as modernization and renovation of various facilities.Lisbon was the 7th most "livable city" in the world in 2021 according to lifestyle magazine Monocle.Tourism is also a significant industry. The city is the ninth-most-visited city in Southern Europe, after Istanbul, Rome, Barcelona, Milan, Athens, Venice, Madrid and Florence with 3,639,900 tourists in 2019. In 2022 there were around 6 tourists for every resident. The city is popular for both leisure and business tourism. Around 7.7 million tourists visited Lisbon region in 2022 alone, with 71.1% of them being international tourists. It is estimated that tourist receipts will stand at 17.4 billion euros (€) in 2023.
+
+
+== Transport ==
+
+
+=== Metro ===
+
+The Lisbon Metro connects the city centre with the upper and eastern districts, and also reaches some suburbs that are part of the Lisbon metropolitan area, such as Amadora and Loures. It is the fastest way to get around the city and it provides a good number of interchanging stations with other types of transportation. From the Lisbon Airport station to the city centre it may take roughly 25 mins. In 2019, the Lisbon Metro served around 173 million passengers (and 475.000 daily). As of 2018, the Lisbon Metro comprises four lines, identified by individual colours (blue, yellow, green and red) and 56 stations, with a total length of 44.2 km. Several expansion projects have been proposed, the most recent being the transformation of the Green Line into a circular line and the creation of two more stations (Santos and Estrela).
+
+
+=== Trams ===
+
+The tram is a traditional form of public transport in Lisbon. Introduced in 1901, electric trams were originally imported from the US, and thus called the americanos (Portuguese for "American").
+Other than on the modern Line 15, the Lisbon tramway system still employs small (four-wheel) vehicles of a design dating from the early twentieth century. These distinctive yellow trams are one of the tourist icons of modern Lisbon, and their size is well suited to the steep hills and narrow streets of the central city.The earliest trams can still be seen in the Museu da Carris (the Lisbon Public Transport Museum).
+The line has now a total length of 31 kilometers operating on 6 lines, down from a maximum of 76 kilometers for 27 lines. The slow decline of the network began with the construction of the Lisbon Metro and the expansion of the bus system. Starting in 2017 the system has been expanded and new vehicles are being progressively added, aiming at expanding significantly the current tramway system. There are currently 64 trams in operation in Lisbon and, during 2023-2026, 35 more will be added (Of which 10 will be "Historical models").
+
+
+=== Trains ===
+There are four commuter train lines departing from Lisbon: the Sintra, Azambuja, Cascais and Sado lines (operated by CP – Comboios de Portugal), as well as a fifth line to Setúbal (operated by Fertagus), which crosses the Tagus river via the 25 de Abril Bridge. The major railway stations are Santa Apolónia, Rossio, Gare do Oriente, Entrecampos, and Cais do Sodré.
+
+
+=== Buses ===
+The local bus service within Lisbon is operated by Carris. Carris' fleet includes 741 buses and, in the period 2023-2026, other 342 buses will be added so as to increase the public transportation system reach. The  bus network has a length of 748 km comprising 99 bus routes. Major investments have been made in recent years: for instance, in 2017 there were 600 buses operating on 674 km and 75 routes: 141 buses, 74 kilometers and 24 bus routes were added in 2018-2022.Outside Lisbon, there are two main commuter bus services connecting the cities outside Lisbon amongst them and to Lisbon: Carris Metropolitana, a brand operated by 4 companies, all operating inside the Lisbon Metropolitan Area, and Barraqueiro Transportes (with 4 brands operating outside the Metropolitan Area with services to Lisbon), which operate from different terminals in the city.
+
+
+=== Bridges ===
+The city is connected to the far side of the Tagus by two important bridges:
+
+The 25 de Abril Bridge, inaugurated (as Ponte Salazar) on 6 August 1966, and later renamed after the date of the Carnation Revolution, was the longest suspension bridge in Europe.
+The Vasco da Gama Bridge, opened on 29 March 1998 is, at 17.2 km (10.7 mi), the longest bridge in Europe.The foundations for a third bridge across the Tagus have already been laid, but the overall project has been postponed due to the economic crisis in Portugal and all of Europe.
+
+
+=== Ferries ===
+Another way of crossing the river is by taking the ferry. The operator Transtejo & Soflusa, runs to different locations from within the city: Cacilhas, Seixal, Montijo, Porto Brandão and Trafaria under the brand Transtejo and to Barreiro under the brand Soflusa. Ferry stations in Lisbon include Belém River Station, Terreiro do Paço River Station and Cais do Sodré River Station.
+
+
+=== Air travel ===
+Humberto Delgado Airport is located within the city limits.
+It is the headquarters and hub for TAP Portugal as well as a hub for EasyJet, Azores Airlines, Ryanair, EuroAtlantic Airways, White Airways, and Hi Fly. Having served 33.65 million passengers in 2023, it is by far the busiest airport in Portugal, the third busiest in the Iberian Peninsula and the 12th busiest in Europe.A second airport has been proposed, but the project has been put on hold because of the Portuguese and European economic crisis, and also because of the long discussion on whether a new airport is needed. In 2023 there were still 9 possible sites who are thought to be able to host the future New Lisbon airport.Cascais Municipal Aerodrome, 20 km West of the city centre and hub for Sevenair, in Cascais, offers commercial domestic flights to Bragança, Portimão, Viseu and Vila Real. This location is where many of the country's aviation schools are concentrated.
+
+
+=== Cycling ===
+
+Following the Covid-19 pandemic, Lisbon has seen a significant increase in cycling and plans to expand the current Gira bike hire system from 1,600 bikes to 2,600 by the end of 2023. Many of these bicycles are electric to deal with Lisbon's hills. The city also plans to expand the number of bike recharging stations, now standing at 146. Gira service is integrated in the public transportation system, as youth up to 23 years old and seniors over 65 years old can use the service for free, while for other residents bikes are included in the Navegante card.In 2023 there were over 200 kilometers of bike lanes within the city's administrative area and the city plans to expand its network of cycle paths in the next years.
+
+
+=== Public transportation statistics ===
+The average amount of time people spend commuting with public transit in Lisbon, for example to and from work, on a weekday is 59 min. 11.5% of public transit riders, ride for more than 2 hours every day. The average amount of time people wait at a stop or station for public transit is 14 min, while 23.1% of riders wait for over 20 minutes on average every day. The average distance people usually ride in a single trip with public transit is 6 km, while 10% travel for over 12 km in a single direction.
+
+
+=== Car ===
+Lisbon is connected to its suburbs and throughout Portugal by an extensive motorway network. There are three circular motorways around the city; the 2ª Circular, the IC17 (CRIL), and the A9 (CREL).
+
+
+== Education ==
+
+
+=== International schools ===
+In Greater Lisbon area, particularly in the Portuguese Riviera, an area popular with expats and foreign nationals, there are numerous international schools, including the Carlucci American International School of Lisbon (only American school in Portugal), Saint Julian's School (British), Saint Dominic's International School (British), Deutsche Schule Lissabon (German), Instituto Español Giner de los Ríos (Spanish), Oerias Internacional School (IB), and Lycée Français Charles Lepierre (French).
+
+
+=== Higher education ===
+In the city, there are three public universities and a university institute. The University of Lisbon, which is the largest university in Portugal, was created in 2013 with the union of the Technical University of Lisbon and the Classical University of Lisbon (which was known as the University of Lisbon). The New University of Lisbon, founded in 1973, is another public university in Lisbon and is known internationally by its Nova School of Business and Economics (Nova SBE), its economics and management faculty. The third public university is Universidade Aberta. Additionally, there's ISCTE - Lisbon University Institute (founded in 1972), a university institute that provides degrees in all academic disciplines.
+Major private institutions of higher education include the Portuguese Catholic University, focused on law and management, as well as the Lusíada University, the Universidade Lusófona, and the Universidade Autónoma de Lisboa, among others.
+The total number of enrolled students in higher education in Lisbon was, for the 2007–2008 school year, of 125,867 students, of whom 81,507 in the Lisbon's public institutions.
+
+
+=== Libraries ===
+Lisbon is home to Biblioteca Nacional de Portugal, the Portuguese national library, which has over 3 million books and manuscripts. The library has some rare books and manuscripts, such as an original Gutenberg Bible and original books by Erasmus, Christophe Platin and Aldus Manutius. Torre do Tombo, the national archive, is one of the most important archives in the world, with over 600 years and one of the oldest active Portuguese institutions. There are, among several others, the Arquivo Histórico Ultramarino and the Arquivo Histórico Militar.
+
+
+== Sports ==
+
+Lisbon has a long tradition in sports. It hosted several matches, including the final, of the UEFA Euro 2004 championship. The city also played host to the final of the 2001 IAAF World Indoor Championships and the European Fencing Championships in 1983 and 1992, as well as the 2003 World Men's Handball Championship, and the 2008 European Judo Championships. From 2006 to 2008, Lisbon was the starting point for the Dakar Rally. The city hosted the 2014 and 2020 UEFA Champions League finals. In 2008 and 2016, the city hosted the European Triathlon Championships. Lisbon has a leg at the Volvo Ocean Race. It is one of the potential host cities for the 2030 FIFA World Cup.
+
+
+=== Football ===
+The city hosts three association football clubs in Portugal's highest league, the Primeira Liga. Sport Lisboa e Benfica, commonly known as simply Benfica, has won 38 league titles in addition to two European Cups. Lisbon's second-most successful club is Sporting Clube de Portugal (commonly known as Sporting and often referred to as Sporting Lisbon abroad to prevent confusion with other teams with the same name), winner of 19 league titles and the UEFA Cup Winners' Cup. A third club, C.F. Os Belenenses (commonly Belenenses or Belenenses Lisbon), based in the Belém quarter, has solely won one league title. Other major clubs in Lisbon include Atlético, Casa Pia, and Oriental.
+Lisbon has two UEFA category four stadiums; Benfica's Estádio da Luz (Stadium of Light), with a capacity of over 65,000 and Sporting's Estádio José Alvalade, with a capacity of over 50,000. The Estádio da Luz held both the 2014 and 2020 UEFA Champions League Final. There is also Belenenses' Estádio do Restelo, with a capacity of over 30,000. The Estádio Nacional, in nearby Oeiras, has a capacity of 37,000 and was used exclusively for Portuguese international football matches and cup finals until the construction of larger stadia in the city. It held the 1967 European Cup Final.
+
+
+=== Other sports ===
+Other sports, such as basketball, futsal, handball, roller hockey, rugby union and volleyball are also popular; the latter's national stadium is in Lisbon. There are many other sports facilities in Lisbon, ranging from athletics, sailing, golfing to mountain-biking. Lisboa and Troia golf course are two of many stunning golf courses located in Lisbon. Every March the city hosts the Lisbon Half Marathon, while in September the Portugal Half Marathon.
+
+
+== International relations ==
+
+
+=== Twin towns – sister cities ===
+
+Lisbon is twinned with:
+
+
+=== Cooperation agreements ===
+Lisbon has additional cooperation agreements with:
+
+
+=== Membership in organizations ===
+From 12 October 1982, Lisbon is part of the Union of Ibero-American Capital Cities.From 28 June 1985, Lisbon is part of the Union of Capital Cities of Portuguese Language, along with 22 other cities from Angola, Brazil, Cape Verde, China, East Timor, Guinea-Bissau, Mozambique, Portugal, and São Tomé and Príncipe.
+
+
+== See also ==
+List of people from Lisbon
+List of tallest buildings in Lisbon
+
+
+== References ==
+
+
+== Further reading ==
+
+
+== External links ==
+
+Visit Portugal – Official page by the Government of Portugal
+Associação de Turismo de Lisboa – Official site of the Lisbon Tourism Association
+OTLIS – Official site of the Lisbon Region Transport Operators Consortium
+Portal das Nações Official site of Parque das Nações in Lisbon
+Lisbon voted European City of the Year 2012 – Award – Portuguese American Journal
+TVL Lisbon TV
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Lisbon/docstore.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Lisbon/docstore.json"
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@@ -0,0 +1 @@
+{"docstore/data": {"d8bcafed-8777-4193-9c2c-3979e05fa202": {"__data__": {"id_": "d8bcafed-8777-4193-9c2c-3979e05fa202", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "9b0b82be-a207-49b8-98a2-e98c381e53db", "node_type": "1", "metadata": {}, "hash": "86b9a530cb970f2e898a41d026f116cb2e04f63aeae2b68b87276c57d4c38f1d", "class_name": "RelatedNodeInfo"}}, "text": "Lisbon (; Portuguese: Lisboa [li\u0292\u02c8\u03b2o\u0250] ) is the capital and largest city of Portugal, with an estimated population of 548,703 as of 2022 within its administrative limits in an area of 100.05 km2. Lisbon is mainland Europe's westernmost capital city (second overall after Reykjavik) and the only one along the Atlantic coast, the others (Reykjavik and Dublin) being on islands. The city lies in the western portion of the Iberian Peninsula, on the northern shore of the River Tagus. The western portion of its metro area, the Portuguese Riviera, hosts the westernmost point of Continental Europe, culminating at Cabo da Roca.\r\nLisbon is one of the oldest cities in the world and the second-oldest European capital city (after Athens), predating other modern European capitals by centuries. Established by pre-Celtic tribes and later Phoenicians, Julius Caesar made it a municipium called Felicitas Julia, adding the term to the name Olissipo. After the fall of the Roman Empire, it was ruled by a series of Germanic tribes from the 5th century, most notably the Visigoths. Later it was captured by the Moors in the 8th century. In 1147 Afonso Henriques conquered the city and in 1255 it became Portugal's capital, replacing Coimbra. It has since been the political, economic, and cultural centre of the country.\r\nIt has been since the political centre of the country, as its seat of government, National Assembly, Supreme Court of Justice, Armed Forces and residence of the head of state. It is also the centre of Portuguese diplomacy, with ambassadors from 86 countries residing in the city, as well as representations from Taiwan and Palestine. About 2.9 million people live in the Lisbon metropolitan area, which extends beyond the city's administrative area, making it the third largest metropolitan area in the Iberian Peninsula (after Madrid and Barcelona) as well as figuring amongst the 10 most populous urban areas in the European Union. It represents approximately 27.70% of the country's population. \r\nLisbon is recognised as an alpha-level global city because of its importance in finance, commerce, fashion, media, entertainment, arts, international trade, education, and tourism. Lisbon is amongst the two Portuguese cities (the other being Porto) to be recognised as a global city, and it is also home to three companies in the Global 2000 (EDP Group, Galp Energia and Jer\u00f3nimo Martins). Lisbon is one of the major economic centres in Europe, with a growing financial sector, with PSI-20 being part of Euronext, the largest center for debt and funds listings in the world. The Lisbon region has a higher GDP PPP per capita than any other region in Portugal. Its GDP PPP amounts to US$179 billion and thus $61,713 per capita. The city occupies the 40th place of highest gross earnings in the world and, with almost 21,000 millionaires, is the 11th European city by number of millionaires and the 14th by number of billionaires. Most of the headquarters of multinational corporations in Portugal are located in the Lisbon area.\r\n\r\n\r\n== Etymology ==\r\nLisbon's name may have been derived from Proto-Celtic or Celtic Olisippo, Lissoppo, or a similar name which other visiting peoples like the ancient Phoenicians, Greeks and Romans adapted accordingly, such as the pre-Roman appellation for the Tagus River, Lisso or Lucio. Classical authors writing in Latin and Greek, including Strabo, Solinus, and Martianus Capella, referred to popular legends that the city of Lisbon was founded by the mythical hero Ulysses (Odysseus). Lisbon's name was written Ulyssippo in Latin by the geographer Pomponius Mela, a native of Hispania. It was later referred to as \"Olisippo\" by Pliny the Elder and by the Greeks as Olissipo (\u1f48\u03bb\u03b9\u03c3\u03c3\u03b9\u03c0\u03ce\u03bd) or Olissipona (\u1f48\u03bb\u03b9\u03c3\u03c3\u03b9\u03c0\u03cc\u03bd\u03b1).Another claim repeated in literature is that the name of Lisbon could be traced back to Phoenician times, referring to a supposed Phoenician term Alis-Ubbo, meaning \"safe harbour\" or \"pleasant haven\".", "start_char_idx": 0, "end_char_idx": 3962, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "9b0b82be-a207-49b8-98a2-e98c381e53db": {"__data__": {"id_": "9b0b82be-a207-49b8-98a2-e98c381e53db", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d8bcafed-8777-4193-9c2c-3979e05fa202", "node_type": "1", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "73708a1324ce6de8202a677cded9b4605bb3d67f5dc211be5bf35a680b519400", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "289591f7-b023-46c7-83b3-885ceb080630", "node_type": "1", "metadata": {}, "hash": "4c76f75084b464cee843e5da6274584e2bbb36343c1eae0b9cf9a53a402e2b71", "class_name": "RelatedNodeInfo"}}, "text": "Classical authors writing in Latin and Greek, including Strabo, Solinus, and Martianus Capella, referred to popular legends that the city of Lisbon was founded by the mythical hero Ulysses (Odysseus). Lisbon's name was written Ulyssippo in Latin by the geographer Pomponius Mela, a native of Hispania. It was later referred to as \"Olisippo\" by Pliny the Elder and by the Greeks as Olissipo (\u1f48\u03bb\u03b9\u03c3\u03c3\u03b9\u03c0\u03ce\u03bd) or Olissipona (\u1f48\u03bb\u03b9\u03c3\u03c3\u03b9\u03c0\u03cc\u03bd\u03b1).Another claim repeated in literature is that the name of Lisbon could be traced back to Phoenician times, referring to a supposed Phoenician term Alis-Ubbo, meaning \"safe harbour\" or \"pleasant haven\". Although modern archaeological excavations show a Phoenician presence at this location since 1200 BC, this folk etymology \"is never attested in ancient classical literature\".Lisbon's name is commonly abbreviated as \"LX\" or \"Lx\", originating in an antiquated spelling of Lisbon as Lixb\u00f5a. While the old spelling has since been completely dropped from usage and goes against modern language standards, the abbreviation is still commonly used.\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Origins ===\r\nDuring the Neolithic period, the region was inhabited by Pre-Celtic tribes, who built religious and funerary monuments, megaliths, dolmens and menhirs, which still survive in areas on the periphery of Lisbon. The Indo-European Celts invaded in the 1st millennium BC, mixing with the Pre-Indo-European population, thus giving rise to Celtic-speaking local tribes such as the Cempsi or Sefes.\r\nAlthough the first fortifications on Lisbon's Castelo hill are known to be no older than the 2nd century BC, recent archaeological finds have shown that Iron Age people occupied the site from the 8th to 6th centuries BC. This indigenous settlement maintained commercial relations with the Phoenicians, which would account for the recent findings of Phoenician pottery and other material objects. Archaeological excavations made near the Castle of S\u00e3o Jorge (Castelo de S\u00e3o Jorge) and Lisbon Cathedral indicate a Phoenician presence at this location since 1200 BC, and it can be stated with confidence that a Phoenician trading post stood on a site now the centre of the present city, on the southern slope of the Castle hill. The sheltered harbour in the Tagus River estuary was an ideal spot for an Iberian settlement and would have provided a secure harbour for unloading and provisioning Phoenician ships. The Tagus settlement was an important centre of commercial trade with the inland tribes, providing an outlet for the valuable metals, salt and salted-fish they collected, and for the sale of the Lusitanian horses renowned in antiquity.\r\nAccording to a persistent legend, the location was named for the mythical Ulysses, who founded the city when he sailed westward to the ends of the known world.\r\n\r\n\r\n=== Roman era ===\r\n\r\nFollowing the defeat of Hannibal in 202 BC during the Punic wars, the Romans determined to deprive Carthage of its most valuable possession: Hispania (the Iberian Peninsula). The defeat of Carthaginian forces by Scipio Africanus in Eastern Hispania allowed the pacification of the west, led by Consul Decimus Junius Brutus Callaicus. Decimus obtained the alliance of Olissipo (which sent men to fight alongside the Roman Legions against the northwestern Celtic tribes) by integrating it into the empire, as the Municipium Cives Romanorum Felicitas Julia. Local authorities were granted self-rule over a territory that extended 50 km (31 mi); exempt from taxes, its citizens were given the privileges of Roman citizenship, and it was then integrated with the Roman province of Lusitania (whose capital was Emerita Augusta).\r\nLusitanian raids and rebellions during Roman occupation required the construction of a wall around the settlement. During Augustus' reign, the Romans also built a great theatre; the Cassian Baths (underneath Rua da Prata); temples to Jupiter, Diana, Cybele, Tethys and Idea Phrygiae (an uncommon cult from Asia Minor), in addition to temples to the Emperor; a large necropolis under Pra\u00e7a da Figueira; a large forum and other buildings such as insulae (multi-storied apartment buildings) in the area between Castle Hill and the historic city core. Many of these ruins were first unearthed during the mid-18th century (when the recent discovery of Pompeii made Roman archaeology fashionable among Europe's upper classes).", "start_char_idx": 3333, "end_char_idx": 7713, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "289591f7-b023-46c7-83b3-885ceb080630": {"__data__": {"id_": "289591f7-b023-46c7-83b3-885ceb080630", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "9b0b82be-a207-49b8-98a2-e98c381e53db", "node_type": "1", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "4b3101cfe2914edc4792f0bf53547f3aa782a51a9a901d9f8c2a781742180e04", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "caedfdfd-f125-4f77-9b46-d17a96e1f322", "node_type": "1", "metadata": {}, "hash": "89346abcd81e4e5d3adbd96c14416d0a2aa51c03bae574e912c3d10fef18837d", "class_name": "RelatedNodeInfo"}}, "text": "Lusitanian raids and rebellions during Roman occupation required the construction of a wall around the settlement. During Augustus' reign, the Romans also built a great theatre; the Cassian Baths (underneath Rua da Prata); temples to Jupiter, Diana, Cybele, Tethys and Idea Phrygiae (an uncommon cult from Asia Minor), in addition to temples to the Emperor; a large necropolis under Pra\u00e7a da Figueira; a large forum and other buildings such as insulae (multi-storied apartment buildings) in the area between Castle Hill and the historic city core. Many of these ruins were first unearthed during the mid-18th century (when the recent discovery of Pompeii made Roman archaeology fashionable among Europe's upper classes).\r\nThe city prospered as piracy was eliminated and technological advances were introduced, consequently Felicitas Julia became a center of trade with the Roman provinces of Britannia (particularly Cornwall) and the Rhine. Economically strong, Olissipo was known for its garum (a fish sauce highly prized by the elites of the empire and exported in amphorae to Rome), wine, salt, and horse-breeding, while Roman culture permeated the hinterland. The city was connected by a broad road to Western Hispania's two other large cities, Bracara Augusta in the province of Tarraconensis (Portuguese Braga), and Emerita Augusta, the capital of Lusitania. The city was ruled by an oligarchical council dominated by two families, the Julii and the Cassiae, although regional authority was administered by the Roman Governor of Emerita or directly by Emperor Tiberius. Among the majority of Latin speakers lived a large minority of Greek traders and slaves.\r\nOlissipo, like most great cities in the Western Empire, was a center for the dissemination of Christianity. Its first attested Bishop was Potamius (c. 356), and there were several martyrs during the period of persecution of the Christians: Verissimus, Maxima, and Julia are the most significant examples. By the time of the Fall of Rome, Olissipo had become a notable Christian center.\r\n\r\n\r\n=== Middle Ages ===\r\nFollowing the disintegration of the Western Roman Empire, there were barbarian invasions; between 409 and 429 the city was occupied successively by Sarmatians, Alans and Vandals. The Germanic Suebi, who established a kingdom in Gallaecia (modern Galicia and northern Portugal), with its capital in Bracara Augusta, also controlled the region of Lisbon until 585. In 585, the Suebi Kingdom was integrated into the Germanic Visigothic Kingdom of Toledo, which comprised all of the Iberian Peninsula: Lisbon was then called Ulishbona.\r\n\r\nOn 6 August 711, Lisbon was taken by the Muslim forces of the Umayyad Caliphate. These conquerors built many mosques and houses, rebuilt the city wall (known as the Cerca Moura) and established administrative control, while permitting the diverse population (Arabs, Berbers, Muwallad, Mozarabs, Saqaliba, and Jews) to maintain their socio-cultural lifestyles. Mozarabic was the native language spoken by most of the Christian population although Arabic was widely known as spoken by all religious communities. Islam was the official religion practised by the Arabs, Berbers, Saqaliba and Muwallad.\r\nThe Muslim influence is still visible in the Alfama district, an old quarter of Lisbon that survived the 1755 Lisbon earthquake: many place-names are derived from Arabic and the Alfama (the oldest existing district of Lisbon) was derived from the Arabic \"al-hamma\".\r\nFor a brief time, Lisbon was an independent Muslim kingdom known as the Taifa of Lisbon (1022\u20131094), before being conquered by the larger Taifa of Badajoz.\r\nIn 1108 Lisbon was raided and occupied by Norwegian crusaders led by Sigurd I on their way to the Holy Land as part of the Norwegian Crusade and occupied by crusader forces for three years. It was taken by the Moorish Almoravids in 1111.\r\n\r\nIn 1147, as part of Portuguese efforts during the Reconquista, Afonso I of Portugal besieged and reconquered Lisbon with the aid of crusader knights. The city, with around 154,000 residents at the time, was returned to Christian rule. The reconquest of Portugal and re-establishment of Christianity is one of the most significant events in Lisbon's history, described in the chronicle Expugnatione Lyxbonensi, which describes, among other incidents, how the local bishop was killed by the crusaders and the city's residents prayed to the Virgin Mary as it happened.", "start_char_idx": 6993, "end_char_idx": 11435, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "caedfdfd-f125-4f77-9b46-d17a96e1f322": {"__data__": {"id_": "caedfdfd-f125-4f77-9b46-d17a96e1f322", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "289591f7-b023-46c7-83b3-885ceb080630", "node_type": "1", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "3d0ae0da4ba2acbace5971411cf3930a20289a7c62bcc983f4223f12bdbdeed1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "5d307f34-a3c1-47aa-b2b5-9e5fdbd8cd56", "node_type": "1", "metadata": {}, "hash": "6d0c283126b728540c9c9e98fdfec6281c4362810081f7d37320d8f581059791", "class_name": "RelatedNodeInfo"}}, "text": "In 1108 Lisbon was raided and occupied by Norwegian crusaders led by Sigurd I on their way to the Holy Land as part of the Norwegian Crusade and occupied by crusader forces for three years. It was taken by the Moorish Almoravids in 1111.\r\n\r\nIn 1147, as part of Portuguese efforts during the Reconquista, Afonso I of Portugal besieged and reconquered Lisbon with the aid of crusader knights. The city, with around 154,000 residents at the time, was returned to Christian rule. The reconquest of Portugal and re-establishment of Christianity is one of the most significant events in Lisbon's history, described in the chronicle Expugnatione Lyxbonensi, which describes, among other incidents, how the local bishop was killed by the crusaders and the city's residents prayed to the Virgin Mary as it happened. Some of the Muslim residents converted to Roman Catholicism and most of those who did not convert fled to other parts of the Islamic world, primarily Muslim Spain and North Africa. All mosques were either completely destroyed or converted into churches. As a result of the end of Muslim rule, spoken Arabic quickly lost its place in the everyday life of the city and disappeared altogether.\r\nWith its central location, Lisbon became the capital city of the new Portuguese territory in 1255.\r\nThe first Portuguese university was founded in Lisbon in 1290 by King Denis I; for many years the Studium Generale (General Study) was transferred intermittently to Coimbra, where it was installed permanently in the 16th century as the University of Coimbra.\r\nIn 1384, the city was besieged by King Juan I of Castille, as a part of the ongoing 1383\u20131385 Crisis. The result of the siege was a victory for the Portuguese led by Nuno \u00c1lvares Pereira.\r\nDuring the last centuries of the Middle Ages, the city expanded substantially and became an important trading post with both Northern European and Mediterranean cities.\r\n\r\n\r\n=== Early Modern ===\r\nWhen the Spaniards expelled the Jews from Spanish territory, many of them fled to Lisbon. Although acknowledging the central importance of the Jews to the city's prosperity, Manuel I decreed in 1497 that all Jews must convert to Christianity, only those who refused being forced to leave, but not before the expropriation of their property. In 1506, an anti-semitic movement among the Old Christians of Lisbon culminated in a massacre lasting four days in which some 1,000 to 4,000 New Christian men, women and children, converted descendants of Sephardic Jews, are estimated to have been killed. The king was at \u00c9vora when these events occurred, but angered when he received the news, he ordered an investigation which resulted in two of the instigating friars being excommunicated and burned alive.Most of the Portuguese expeditions of the Age of Discovery set out from Lisbon during the period from the end of the 15th century to the beginning of the 17th century, including Vasco da Gama's expedition to India in 1498. The following years of the 16th century began Lisbon's golden era: the city was the European hub of commerce between Africa, India, the Far East and later, Brazil, and acquired great riches by exploiting the trade in spices, slaves, sugar, textiles and other goods. This period saw the rise of the exuberant Manueline style in architecture, which left its mark in many 16th-century monuments (including Lisbon's Bel\u00e9m Tower and Jer\u00f3nimos Monastery, which were declared UNESCO World Heritage Sites). A description of Lisbon in the 16th century was written by Dami\u00e3o de G\u00f3is and published in 1554.\r\nThe succession crisis of 1580, initiated a sixty-year period of dual monarchy in Portugal and Spain under the Spanish Habsburgs. This is referred to as the \"Philippine Dominion\" (Dom\u00ednio Filipino), since all three Spanish kings during that period were called Philip (Filipe). In 1589, Lisbon was the target of an incursion by the English Armada led by Francis Drake, while Queen Elizabeth supported a Portuguese pretender in Antonio, Prior of Crato, but support for Crato was lacking and the expedition was a failure. The Portuguese Restoration War, which began with a coup d'\u00e9tat organised by the nobility and bourgeoisie in Lisbon and executed on 1 December 1640, restored Portuguese independence. The period from 1640 to 1668 was marked by periodic skirmishes between Portugal and Spain, as well as short episodes of more serious warfare until the Treaty of Lisbon was signed in 1668.\r\nIn the early 18th century, gold from Brazil allowed King John V to sponsor the building of several Baroque churches and theatres in the city.", "start_char_idx": 10629, "end_char_idx": 15223, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "5d307f34-a3c1-47aa-b2b5-9e5fdbd8cd56": {"__data__": {"id_": "5d307f34-a3c1-47aa-b2b5-9e5fdbd8cd56", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "caedfdfd-f125-4f77-9b46-d17a96e1f322", "node_type": "1", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f25f42e52a804177868310b2f72f136890841b2ab3ec523f81358bf1442367ef", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "6f5e5f96-5404-4fb0-8e17-5cf28e8eb0ae", "node_type": "1", "metadata": {}, "hash": "e6eeed9db791d85bbb48083388f3d4c7a78ca0c93632e5c8205aaedf41943ba0", "class_name": "RelatedNodeInfo"}}, "text": "This is referred to as the \"Philippine Dominion\" (Dom\u00ednio Filipino), since all three Spanish kings during that period were called Philip (Filipe). In 1589, Lisbon was the target of an incursion by the English Armada led by Francis Drake, while Queen Elizabeth supported a Portuguese pretender in Antonio, Prior of Crato, but support for Crato was lacking and the expedition was a failure. The Portuguese Restoration War, which began with a coup d'\u00e9tat organised by the nobility and bourgeoisie in Lisbon and executed on 1 December 1640, restored Portuguese independence. The period from 1640 to 1668 was marked by periodic skirmishes between Portugal and Spain, as well as short episodes of more serious warfare until the Treaty of Lisbon was signed in 1668.\r\nIn the early 18th century, gold from Brazil allowed King John V to sponsor the building of several Baroque churches and theatres in the city. Prior to the 18th century, Lisbon had experienced several significant earthquakes \u2013 eight in the 14th century, five in the 16th century (including the 1531 earthquake that destroyed 1,500 houses and the 1597 earthquake in which three streets vanished), and three in the 17th century.\r\nOn 1 November 1755, the city was destroyed by another devastating earthquake, which killed an estimated 30,000 to 40,000 Lisbon residents of a population estimated at between 200,000 and 275,000, and destroyed 85 percent of the city's structures. Among several important buildings of the city, the Ribeira Palace and the Hospital Real de Todos os Santos were lost. In coastal areas, such as Peniche, situated about 80 km (50 mi) north of Lisbon, many people were killed by the following tsunami.\r\n\r\nBy 1755, Lisbon was one of the largest cities in Europe; the catastrophic event shocked the whole of Europe and left a deep impression on its collective psyche. Voltaire wrote a long poem, Po\u00eame sur le d\u00e9sastre de Lisbonne, shortly after the quake, and mentioned it in his 1759 novel Candide (indeed, many argue that this critique of optimism was inspired by that earthquake). Oliver Wendell Holmes Sr. also mentions it in his 1857 poem, The Deacon's Masterpiece, or The Wonderful One-Hoss Shay.\r\nAfter the 1755 earthquake, the city was rebuilt largely according to the plans of Prime Minister Sebasti\u00e3o Jos\u00e9 de Carvalho e Melo, the 1st Marquis of Pombal; the lower town began to be known as the Baixa Pombalina (Pombaline central district). Instead of rebuilding the medieval town, Pombal decided to demolish what remained after the earthquake and rebuild the city centre in accordance with principles of modern urban design. It was reconstructed in an open rectangular plan with two great squares: the Pra\u00e7a do Rossio and the Pra\u00e7a do Com\u00e9rcio. The first, the central commercial district, is the traditional gathering place of the city and the location of the older caf\u00e9s, theatres and restaurants; the second became the city's main access to the River Tagus and point of departure and arrival for seagoing vessels, adorned by a triumphal arch (1873) and a monument to King Joseph I.\r\n\r\n\r\n=== Modern era ===\r\nIn the first years of the 19th century, Portugal was invaded by the troops of Napol\u00e9on Bonaparte, forcing Queen Maria I and Prince-Regent John (future John VI) to flee temporarily to Brazil. By the time the new King returned to Lisbon, many of the buildings and properties were pillaged, sacked or destroyed by the invaders.\r\nDuring the 19th century, the Liberal movement introduced new changes into the urban landscape. The principal areas were in the Baixa and along the Chiado district, where shops, tobacconists shops, caf\u00e9s, bookstores, clubs and theatres proliferated. The development of industry and commerce determined the growth of the city, seeing the transformation of the Passeio P\u00fablico, a Pombaline era park, into the Avenida da Liberdade, as the city grew farther from the Tagus.\r\nLisbon was the site of the regicide of Carlos I of Portugal in 1908, an event which culminated two years later in the establishment of the First Republic.\r\n\r\nThe city refounded its university in 1911 after centuries of inactivity in Lisbon, incorporating reformed former colleges and other non-university higher education schools of the city (such as the Escola Polit\u00e9cnica \u2013 now Faculdade de Ci\u00eancias).", "start_char_idx": 14322, "end_char_idx": 18618, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "6f5e5f96-5404-4fb0-8e17-5cf28e8eb0ae": {"__data__": {"id_": "6f5e5f96-5404-4fb0-8e17-5cf28e8eb0ae", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "5d307f34-a3c1-47aa-b2b5-9e5fdbd8cd56", "node_type": "1", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f60b1beff00dc8365d421a88b6441e4a04d8f48350800a28cd327feaa6992da0", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d596e508-28aa-4151-8a05-f8e4f133853a", "node_type": "1", "metadata": {}, "hash": "39e6c34af17f791c87829aa25693a8f6fc3748d59ab0244726521cbb797ac6e4", "class_name": "RelatedNodeInfo"}}, "text": "During the 19th century, the Liberal movement introduced new changes into the urban landscape. The principal areas were in the Baixa and along the Chiado district, where shops, tobacconists shops, caf\u00e9s, bookstores, clubs and theatres proliferated. The development of industry and commerce determined the growth of the city, seeing the transformation of the Passeio P\u00fablico, a Pombaline era park, into the Avenida da Liberdade, as the city grew farther from the Tagus.\r\nLisbon was the site of the regicide of Carlos I of Portugal in 1908, an event which culminated two years later in the establishment of the First Republic.\r\n\r\nThe city refounded its university in 1911 after centuries of inactivity in Lisbon, incorporating reformed former colleges and other non-university higher education schools of the city (such as the Escola Polit\u00e9cnica \u2013 now Faculdade de Ci\u00eancias). Today there are two public universities in the city (University of Lisbon and New University of Lisbon), a public university institute (ISCTE - Lisbon University Institute) and a polytechnic institute (IPL \u2013 Instituto Polit\u00e9cnico de Lisboa).\r\nDuring World War II, Lisbon was one of the very few neutral, open European Atlantic ports, a major gateway for refugees to the U.S. and a haven for spies. More than 100,000 refugees were able to flee Nazi Germany via Lisbon.During the Estado Novo regime (1926\u20131974), Lisbon, under the influence of Duarte Pacheco, the minister of works, was expanded at the cost of other districts within the country, resulting in nationalist and monumental projects. New residential and public developments were constructed; the zone of Bel\u00e9m was modified for the 1940 Portuguese Exhibition, while along the periphery new districts appeared to house the growing population. The inauguration of the bridge over the Tagus allowed a rapid connection between both sides of the river.\r\nLisbon was the site of three revolutions in the 20th century. The first, the 5 October 1910 revolution, brought an end to the Portuguese monarchy and established the highly unstable and corrupt Portuguese First Republic. The 6 June 1926 revolution ended the first republic and firmly established the Estado Novo, or the Portuguese Second Republic, as the ruling regime.\r\n\r\n\r\n=== Contemporary ===\r\nThe Carnation Revolution, which took place on 25 April 1974, ended the right-wing Estado Novo regime and reformed the country to become as it is today, the Portuguese Third Republic.\r\nIn the 1990s, many of the districts were renovated and projects in the historic quarters were established to modernise those areas, for instance, architectural and patrimonial buildings were renovated, the northern margin of the Tagus was re-purposed for leisure and residential use, the Vasco da Gama Bridge was constructed and the eastern part of the municipality was re-purposed for Expo '98 to commemorate the 500th anniversary of Vasco da Gama's sea voyage to India, a voyage that would bring immense riches to Lisbon and cause many of Lisbon's landmarks to be built.\r\nIn 1988, a fire in the historical district of Chiado saw the destruction of many 18th-century Pombaline style buildings. A series of restoration works has brought the area back to its former self and made it a high-scale shopping district.\r\n\r\nThe Lisbon Agenda was a European Union agreement on measures to revitalise the EU economy, signed in Lisbon in March 2000. In October 2007 Lisbon hosted the 2007 EU Summit, where an agreement was reached regarding a new EU governance model. The resulting Treaty of Lisbon was signed on 13 December 2007 and came into force on 1 December 2009.\r\nLisbon has been the site for many international events and programmes. In 1994, Lisbon was the European Capital of Culture. On 3 November 2005, Lisbon hosted the MTV European Music Awards. On 7 July 2007, Lisbon held the ceremony of the \"New 7 Wonders Of The World\" election, in the Luz Stadium, with live transmission for millions of people all over the world. Every two years, Lisbon hosts the Rock in Rio Lisboa Music Festival, one of the largest in the world. Lisbon hosted the NATO summit (19\u201320 November 2010), a summit meeting that is regarded as a periodic opportunity for Heads of State and Heads of Government of NATO member states to evaluate and provide strategic direction for Alliance activities. The city hosts the Web Summit and is the head office for the Group of Seven Plus (G7+). In 2018 it hosted the Eurovision Song Contest for the first time as well as the Michelin Gala.", "start_char_idx": 17745, "end_char_idx": 22262, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d596e508-28aa-4151-8a05-f8e4f133853a": {"__data__": {"id_": "d596e508-28aa-4151-8a05-f8e4f133853a", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "6f5e5f96-5404-4fb0-8e17-5cf28e8eb0ae", "node_type": "1", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "304d76f372e64cfa04ca940bfe244bc35ab2a94666d064a1e63f1e97e9d66c7c", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "36c6dd19-239f-4db8-9bc7-1e235455a818", "node_type": "1", "metadata": {}, "hash": "6814fec1b1d5f0eb502b9beae77ab32f85e828022254fc84f945dadbb36f0de5", "class_name": "RelatedNodeInfo"}}, "text": "In 1994, Lisbon was the European Capital of Culture. On 3 November 2005, Lisbon hosted the MTV European Music Awards. On 7 July 2007, Lisbon held the ceremony of the \"New 7 Wonders Of The World\" election, in the Luz Stadium, with live transmission for millions of people all over the world. Every two years, Lisbon hosts the Rock in Rio Lisboa Music Festival, one of the largest in the world. Lisbon hosted the NATO summit (19\u201320 November 2010), a summit meeting that is regarded as a periodic opportunity for Heads of State and Heads of Government of NATO member states to evaluate and provide strategic direction for Alliance activities. The city hosts the Web Summit and is the head office for the Group of Seven Plus (G7+). In 2018 it hosted the Eurovision Song Contest for the first time as well as the Michelin Gala. On 11 July 2018, the Aga Khan officially chose the Henrique de Mendon\u00e7a Palace, located on Rua Marqu\u00eas de Fronteira, as the Divan, or seat, of the global Nizari Muslim Imamate. Lisbon hosted World Youth Day 2023 in August of that year, attracting Catholic youth from the around the world. Pope Francis led several events, with the final mass held in the city's Parque do Tejo having an estimated 1.5 million attendees.\r\n\r\n\r\n== Geography ==\r\n\r\n\r\n=== Physical geography ===\r\nLisbon is located at 38\u00b042\u203249.75\u2033N 9\u00b08\u203221.79\u2033W, situated at the mouth of the Tagus River and is the westernmost capital of a mainland European country. The river delta is inverted.\r\nThe westernmost part of Lisbon is occupied by the Monsanto Forest Park, a 10 km2 (4 sq mi) urban park, one of the largest in Europe, and occupying 10% of the municipality.\r\nThe city occupies an area of 100.05 km2 (39 sq mi), and its city boundaries, unlike those of most major cities, coincide with those of the municipality. The rest of the urbanised area of the Lisbon urban area, known generically as Greater Lisbon (Portuguese: Grande Lisboa) includes several administratively defined cities and municipalities, in the north bank of the Tagus River. The larger Lisbon metropolitan area includes the Set\u00fabal Peninsula to the south.\r\n\r\n\r\n=== Climate ===\r\n\r\nLisbon has a Mediterranean climate (K\u00f6ppen: Csa) with mild, rainy winters and warm to hot, dry summers. The average annual temperature is 17.4 \u00b0C (63.3 \u00b0F), 21.3 \u00b0C (70.3 \u00b0F) during the day and 13.5 \u00b0C (56.3 \u00b0F) at night.\r\nIn the coldest month \u2013 January \u2013 the highest temperature during the day typically ranges from 11 to 19 \u00b0C (52 to 66 \u00b0F), the lowest temperature at night ranges from 3 to 13 \u00b0C (37 to 55 \u00b0F) and the average sea temperature is 16 \u00b0C (61 \u00b0F). In the warmest month \u2013 August \u2013 the highest temperature during the day typically ranges from 25 to 32 \u00b0C (77 to 90 \u00b0F), the lowest temperature at night ranges from 14 to 20 \u00b0C (57 to 68 \u00b0F) and the average sea temperature is around 20 \u00b0C (68 \u00b0F).Among European capitals, Lisbon ranks among those with the warmest winters and has the mildest winter nights out of any major European city, with an average of 8.3 \u00b0C (46.9 \u00b0F) in the coldest month, and 18.6 \u00b0C (65.5 \u00b0F) in the warmest month. The coldest temperature ever recorded in Lisbon was \u22121.2 \u00b0C (30 \u00b0F) in February 1956; although other locations in its  metropolitan area can record lower temperatures, not being as affected by the urban heat island of the city centre, with Sintra and Set\u00fabal having reached \u22124 \u00b0C (25 \u00b0F) and \u22125.1 \u00b0C (23 \u00b0F) respectively, both experiencing about 13 days of frost per year on average.", "start_char_idx": 21440, "end_char_idx": 24912, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "36c6dd19-239f-4db8-9bc7-1e235455a818": {"__data__": {"id_": "36c6dd19-239f-4db8-9bc7-1e235455a818", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d596e508-28aa-4151-8a05-f8e4f133853a", "node_type": "1", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "334bbb1817ec7bfcfda4344f4f58977e5a25fa816c4c6e82c9efa0fbffcb7edb", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "3ac17248-85dd-4a6d-a0d3-2a34a1fd7039", "node_type": "1", "metadata": {}, "hash": "792ac7cfbcaac35eb9c71e7b94e569d5701f825b165acc42c2919860b5839043", "class_name": "RelatedNodeInfo"}}, "text": "The coldest temperature ever recorded in Lisbon was \u22121.2 \u00b0C (30 \u00b0F) in February 1956; although other locations in its  metropolitan area can record lower temperatures, not being as affected by the urban heat island of the city centre, with Sintra and Set\u00fabal having reached \u22124 \u00b0C (25 \u00b0F) and \u22125.1 \u00b0C (23 \u00b0F) respectively, both experiencing about 13 days of frost per year on average. The highest temperature ever recorded in Lisbon was 44.0 \u00b0C (111.2 \u00b0F) on 4 August 2018.The city has around 2,806 hours of sunshine per year, averaging 4.6 hours of sunshine per day in December and 11.4 hours of sunshine per day in July, though when disregarding the duration of the day August is actually the sunniest, with over 80% chance of direct sunlight hitting the ground.Lisbon has around 750 mm (30 in) of precipitation per year. November and December are the wettest months, accounting for a third of the total annual precipitation. July and August are the driest.\r\n\r\n\r\n=== Freguesias ===\r\nThe municipality of Lisbon included 53 freguesias until November 2012. A new law (\"Lei n.\u00ba 56/2012\") reduced the number of freguesias to the following 24:\r\n\r\n\r\n=== Neighborhoods ===\r\n\r\nLocally, Lisbon's inhabitants may commonly refer to the spaces of Lisbon in terms of historic Bairros de Lisboa (neighbourhoods). These communities have no clearly defined boundaries and represent distinctive quarters of the city that have in common a historical culture, similar living standards, and identifiable architectural landmarks, as exemplified by the Bairro Alto, Alfama, Chiado, and so forth.\r\n\r\n\r\n==== Alc\u00e2ntara ====\r\n\r\nAlthough today it is quite central, it was once a mere suburb of Lisbon, comprising mostly farms and country estates of the nobility with their palaces. In the 16th century, there was a brook there which the nobles used to promenade in their boats. During the late 19th century, Alc\u00e2ntara became a popular industrial area, with many small factories and warehouses.\r\nIn the early 1990s, Alc\u00e2ntara began to attract youth because of the number of pubs and discoth\u00e8ques. This was mainly due to its outer area of mostly commercial buildings, which acted as barriers to the noise-generating nightlife (which acted as a buffer to the residential communities surrounding it). In the meantime, some of these areas began to become gentrified, attracting loft developments and new flats, which have profited from its river views and central location.\r\nThe riverfront of Alc\u00e2ntara is known for its nightclubs and bars. The area is commonly known as docas (docks), since most of the clubs and bars are housed in converted dock warehouses.\r\n\r\n\r\n==== Alfama ====\r\n\r\nThe oldest district of Lisbon, it spreads down the southern slope from the Castle of S\u00e3o Jorge to the River Tagus. Its name, derived from the Arabic Al-hamma, means fountains or baths. During the Islamic invasion of Iberia, the Alfama constituted the largest part of the city, extending west to the Baixa neighbourhood. Increasingly, the Alfama became inhabited by fishermen and the poor: its fame as a poor neighbourhood continues to this day. While the 1755 Lisbon earthquake caused considerable damage throughout the capital, the Alfama survived with little damage, thanks to its compact labyrinth of narrow streets and small squares.\r\n\r\nIt is a historical quarter of mixed-use buildings occupied by Fado bars, restaurants, and homes with small shops downstairs. Modernising trends have invigorated the district: old houses have been re-purposed or remodelled, while new buildings have been constructed. Fado, the typically Portuguese style of melancholy music, is common (but not obligatory) in the restaurants of the district.\r\n\r\n\r\n==== Mouraria ====\r\nThe Mouraria, or Moorish quarter, is one of the most traditional neighbourhoods of Lisbon, although most of its old buildings were demolished by the Estado Novo between the 1930s and the 1970s. It takes its name from the fact that after the reconquest of Lisbon, the Muslims who remained were confined to this part of the city. In turn, the Jews were confined to three neighbourhoods called \"Judiarias\".\r\n\r\n\r\n==== Bairro Alto ====\r\n\r\nBairro Alto (literally the upper quarter in Portuguese) is an area of central Lisbon that functions as a residential, shopping and entertainment district; it is the center of the Portuguese capital's nightlife, attracting hipster youth and members of various music subcultures.", "start_char_idx": 24529, "end_char_idx": 28950, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "3ac17248-85dd-4a6d-a0d3-2a34a1fd7039": {"__data__": {"id_": "3ac17248-85dd-4a6d-a0d3-2a34a1fd7039", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "36c6dd19-239f-4db8-9bc7-1e235455a818", "node_type": "1", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "fd7971c569f484e22cd7536b9b0c9c7991128125d4d9faf2472b064df2fca8b6", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "84c35b2d-53e8-4031-9016-af8587a003eb", "node_type": "1", "metadata": {}, "hash": "656ce1d36fc8630ff5e88c56f1e6494a566481354fb0504d6111ff6c6194e53e", "class_name": "RelatedNodeInfo"}}, "text": "Fado, the typically Portuguese style of melancholy music, is common (but not obligatory) in the restaurants of the district.\r\n\r\n\r\n==== Mouraria ====\r\nThe Mouraria, or Moorish quarter, is one of the most traditional neighbourhoods of Lisbon, although most of its old buildings were demolished by the Estado Novo between the 1930s and the 1970s. It takes its name from the fact that after the reconquest of Lisbon, the Muslims who remained were confined to this part of the city. In turn, the Jews were confined to three neighbourhoods called \"Judiarias\".\r\n\r\n\r\n==== Bairro Alto ====\r\n\r\nBairro Alto (literally the upper quarter in Portuguese) is an area of central Lisbon that functions as a residential, shopping and entertainment district; it is the center of the Portuguese capital's nightlife, attracting hipster youth and members of various music subcultures. Lisbon's punk, gay, metal, goth, hip hop and reggae scenes all find a home in the Bairro with its many clubs and bars that cater to them. The crowds in the Bairro Alto are a multicultural mix of people representing a broad cross-section of modern Portuguese society, many of them being entertainment seekers and devotees of various music genres outside the mainstream, Fado, Portugal's national music, still survives in the midst of the new nightlife.\r\n\r\n\r\n==== Baixa ====\r\n\r\nThe heart of the city is the Baixa or city centre; the Pombaline Baixa is an elegant district, primarily constructed after the 1755 Lisbon earthquake, taking its name from its benefactor, Sebasti\u00e3o Jos\u00e9 de Carvalho e Melo, 1st Marquis of Pombal, who was the minister of Joseph I of Portugal (1750\u20131777) and a key figure during the Portuguese Enlightenment. Following the 1755 disaster, Pombal took the lead in rebuilding Lisbon, imposing strict conditions and guidelines on the construction of the city, and transforming the organic street plan that characterised the district before the earthquake into its current grid pattern. As a result, the Pombaline Baixa is one of the first examples of earthquake-resistant construction. Architectural models were tested by having troops march around them to simulate an earthquake. Notable features of Pombaline structures include the Pombaline cage, a symmetrical wood-lattice framework aimed at distributing earthquake forces, and inter-terrace walls that were built higher than roof timbers to inhibit the spread of fires.\r\n\r\n\r\n==== Beato ====\r\nThe parish of Beato stands out for the new cultural dynamics it has been experiencing in recent years. The manufacturing districts and the industrial facilities by the riverside docks are the place of choice for contemporary art galleries, iconic bars, and gourmet restaurants that simmer in the streets. This reality has not gone unnoticed by the national press, and Vis\u00e3o, TimeOut, or Jornal de Neg\u00f3cios have already made notice of this parish that hides treasures such as the National Museum of the Azulejo or the Palacio do Grilo.\r\n\r\n\r\n==== Bel\u00e9m ====\r\n\r\nBel\u00e9m is famous as the place from which many of the great Portuguese explorers set off on their voyages of discovery. In particular, it is the place from which Vasco da Gama departed for India in 1497 and Pedro \u00c1lvares Cabral departed for Brazil in 1499. It is also a former royal residence and features the 17th \u2013 18th-century Bel\u00e9m Palace, a former royal residence now occupied by the President of Portugal, and the Ajuda Palace, begun in 1802 but never completed.\r\nPerhaps Bel\u00e9m's most famous feature is its tower, Torre de Bel\u00e9m, whose image is much used by Lisbon's tourist board. The tower was built as a fortified lighthouse late in the reign of Dom Manuel l (1515\u20131520) to guard the entrance to the port. It stood on a little island on the right side of the Tagus, surrounded by water. Bel\u00e9m's other major historical building is the Mosteiro dos Jer\u00f3nimos (Jer\u00f3nimos Monastery), which the Torre de Bel\u00e9m was built partly to defend. Bel\u00e9m's most notable modern feature is the Padr\u00e3o dos Descobrimentos (Monument to the Discoveries) built for the Portuguese World Fair in 1940. In the heart of Bel\u00e9m is the Pra\u00e7a do Imp\u00e9rio: gardens centred upon a large fountain, laid out during World War II. To the west of the gardens lies the Centro Cultural de Bel\u00e9m. Bel\u00e9m is one of the most visited Lisbon districts. Here is located the Est\u00e1dio do Restelo, home to Belenenses.", "start_char_idx": 28089, "end_char_idx": 32449, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "84c35b2d-53e8-4031-9016-af8587a003eb": {"__data__": {"id_": "84c35b2d-53e8-4031-9016-af8587a003eb", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "3ac17248-85dd-4a6d-a0d3-2a34a1fd7039", "node_type": "1", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6db904284a4336a869ac3ea01abf9b0c7ea8c3ae082eaad4d73885a56950f40c", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "cc469ec0-e131-490f-a370-92f5f889f8e1", "node_type": "1", "metadata": {}, "hash": "d05a8c45cc3459b81fbb34d9a24945f4cb8a1a70a3ee7e67118b587b31966e6c", "class_name": "RelatedNodeInfo"}}, "text": "It stood on a little island on the right side of the Tagus, surrounded by water. Bel\u00e9m's other major historical building is the Mosteiro dos Jer\u00f3nimos (Jer\u00f3nimos Monastery), which the Torre de Bel\u00e9m was built partly to defend. Bel\u00e9m's most notable modern feature is the Padr\u00e3o dos Descobrimentos (Monument to the Discoveries) built for the Portuguese World Fair in 1940. In the heart of Bel\u00e9m is the Pra\u00e7a do Imp\u00e9rio: gardens centred upon a large fountain, laid out during World War II. To the west of the gardens lies the Centro Cultural de Bel\u00e9m. Bel\u00e9m is one of the most visited Lisbon districts. Here is located the Est\u00e1dio do Restelo, home to Belenenses.\r\n\r\n\r\n==== Chiado ====\r\n\r\nThe Chiado is a traditional shopping area that mixes old and modern commercial establishments, concentrated specially in the Rua do Carmo and the Rua Garrett. Locals as well as tourists visit the Chiado to buy books, clothing and pottery as well as to have a cup of coffee. The most famous caf\u00e9 of Chiado is A Brasileira, famous for having had poet Fernando Pessoa among its customers. The Chiado is also an important cultural area, with several museums and theatres, including the opera. Several buildings of the Chiado were destroyed in a fire in 1988, an event that deeply shocked the country. Thanks to a renovation project that lasted more than 10 years, coordinated by celebrated architect Siza Vieira, the affected area has now virtually recovered.\r\n\r\n\r\n==== Estrela ====\r\nThe ornate, late 18th-century Estrela Basilica is the main attraction of this district. The church with its large dome is located on a hill in what was at the time the western part of Lisbon and can be seen from great distances. The style is similar to that of the Mafra National Palace, late baroque and neoclassical. The fa\u00e7ade has twin bell towers and includes statues of saints and some allegorical figures. S\u00e3o Bento Palace, the seat of the Portuguese parliament and the official residences of the Prime Minister of Portugal and the President of the Assembly of the Republic of Portugal, are in this district. Also in this district is Estrela Park, a favorite with families. There are exotic plants and trees, a duck pond, various sculptures, a children's playground, and many cultural events going on throughout the year, including outdoor cinema, markets, and music festivals.\r\n\r\n\r\n==== Parque das Na\u00e7\u00f5es ====\r\n\r\nParque das Na\u00e7\u00f5es (Park of Nations) is the newest district in Lisbon; it emerged from an urban renewal program to host the 1998 World Exhibition of Lisbon, also known as Expo'98. The area suffered massive changes giving Parque das Na\u00e7\u00f5es a futuristic look. A long-lasting legacy of the same, the area has become another commercial and higher-end residential area for the city.\r\nCentral in the area is the Gare do Oriente (Orient railway station), one of the main transport hubs of Lisbon for trains, buses, taxis, and the metro. Its glass and steel columns are inspired by Gothic architecture, lending the whole structure a visual fascination (especially in sunlight or when illuminated at night). It was designed by the architect Santiago Calatrava from Valencia, Spain. The Parque das Na\u00e7\u00f5es is across the street.\r\nThe area is pedestrian-friendly with new buildings, restaurants, gardens, the Casino Lisbon, the FIL building (International Exhibition and Fair), the Cam\u00f5es Theatre and the Ocean\u00e1rio de Lisboa (Lisbon Oceanarium), which is the second-largest in the world. The district's Altice Arena has become Lisbon's \"jack-of-all-trades\" performance arena. With seating for 20,000, it has staged events ranging from concerts to basketball tournaments.\r\n\r\n\r\n== Politics ==\r\n\r\nCarlos Moedas (PSD) took office as the 78th and current Mayor of Lisbon on 18 October 2021, following the 2021 local elections.\r\n\r\n\r\n=== Local election results 1976\u20132021 ===\r\n\r\n\r\n== Culture ==\r\n\r\nThe city of Lisbon is rich in architecture; Romanesque, Gothic, Manueline, Baroque, Modern and Postmodern constructions can be found all over Lisbon. The city is also crossed by historical boulevards and monuments along the main thoroughfares, particularly in the upper districts; notable among these are the Avenida da Liberdade (Avenue of Liberty), Avenida Fontes Pereira de Melo, Avenida Almirante Reis and Avenida da Rep\u00fablica (Avenue of the Republic).\r\nLisbon is home to numerous prominent museums and art collections, from all around the world.", "start_char_idx": 31790, "end_char_idx": 36201, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "cc469ec0-e131-490f-a370-92f5f889f8e1": {"__data__": {"id_": "cc469ec0-e131-490f-a370-92f5f889f8e1", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "84c35b2d-53e8-4031-9016-af8587a003eb", "node_type": "1", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "c59a2831166068c39648492bd43d106e18aedcdf3bf8492eada9b38390fe7d2a", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "58669782-40ae-407d-bff9-23c5448bbda7", "node_type": "1", "metadata": {}, "hash": "2d76db6c2363f8ef149b41e8096b5ef2b7f89f767f17dea45df917a20c513257", "class_name": "RelatedNodeInfo"}}, "text": "== Politics ==\r\n\r\nCarlos Moedas (PSD) took office as the 78th and current Mayor of Lisbon on 18 October 2021, following the 2021 local elections.\r\n\r\n\r\n=== Local election results 1976\u20132021 ===\r\n\r\n\r\n== Culture ==\r\n\r\nThe city of Lisbon is rich in architecture; Romanesque, Gothic, Manueline, Baroque, Modern and Postmodern constructions can be found all over Lisbon. The city is also crossed by historical boulevards and monuments along the main thoroughfares, particularly in the upper districts; notable among these are the Avenida da Liberdade (Avenue of Liberty), Avenida Fontes Pereira de Melo, Avenida Almirante Reis and Avenida da Rep\u00fablica (Avenue of the Republic).\r\nLisbon is home to numerous prominent museums and art collections, from all around the world. The National Museum of Ancient Art, which has one of the largest art collections in the world, and the National Coach Museum, which has the world's largest collection of royal coaches and carriages, are the two most visited museums in the city. Other notable national museums include the National Museum of Archaeology, the Museum of Lisbon, the National Azulejo Museum, the National Museum of Contemporary Art, and the National Museum of Natural History & Science.\r\n\r\nProminent private museums and galleries include the Gulbenkian Museum (run by the Calouste Gulbenkian Foundation, one of the wealthiest foundations in the world), which houses one of the largest private collections of antiquities and art in the world, the Berardo Collection Museum, which houses the private collection of Portuguese billionaire Joe Berardo, the Museum of Art, Architecture and Technology, and the Museum of the Orient. Other popular museums include the Electricity Museum, the Ephemeral Museum, the Museu da \u00c1gua, and the Museu Benfica, among many others.\r\nLisbon's Opera House, the Teatro Nacional de S\u00e3o Carlos, hosts a relatively active cultural agenda, mainly in autumn and winter. Other important theatres and musical houses are the Centro Cultural de Bel\u00e9m, the Teatro Nacional D. Maria II, the Gulbenkian Foundation, and the Teatro Cam\u00f5es.\r\nThe monument to Christ the King (Cristo-Rei) stands on the southern bank of the Tagus River, in Almada. With open arms, overlooking the whole city, it resembles the Corcovado monument in Rio de Janeiro, and was built after World War II, as a memorial of thanksgiving for Portugal's being spared the horrors and destruction of the war.\r\n\r\n13 June is Lisbon's holiday in honour of the city's saint, Anthony of Lisbon (Portuguese: Santo Ant\u00f3nio). Saint Anthony, also known as Saint Anthony of Padua, was a wealthy Portuguese bohemian who was canonised and made Doctor of the Church after a life preaching to the poor. Although Lisbon's patron saint is Saint Vincent of Saragossa, whose remains are housed in the S\u00e9 Cathedral, there are no festivities associated with this saint.\r\nEduardo VII Park, the second-largest park in the city following the Parque Florestal de Monsanto (Monsanto Forest Park), extends down the main avenue (Avenida da Liberdade), with many flowering plants and green spaces, that includes the permanent collection of subtropical and tropical plants in the winter garden (Portuguese: Estufa Fria). Originally named Parque da Liberdade, it was renamed in honour of Edward VII who visited Lisbon in 1903.\r\n\r\nLisbon is home every year to the Lisbon Gay & Lesbian Film Festival, the Lisboarte, the DocLisboa \u2013 Lisbon International Documentary Film Festival, the Festival Internacional de M\u00e1scaras e Comediantes, the Lisboa M\u00e1gica \u2013 Street Magic World Festival, the Monstra \u2013 Animated Film Festival, the Lisbon Book Fair, the Peixe em Lisboa \u2013 Lisbon Fish and Flavours, and many others.\r\nLisbon has two sites listed by UNESCO as a World Heritage Site: Bel\u00e9m Tower and Jer\u00f3nimos Monastery. Furthermore, in 1994, Lisbon was the European Capital of Culture and, in 1998, organised the Expo '98 (1998 Lisbon World Exposition).\r\nLisbon is also home to the Lisbon Architecture Triennial, the Moda Lisboa (Fashion Lisbon), ExperimentaDesign \u2013 Biennial of Design, and LuzBoa \u2013 Biennial of Light.Lisbon hosts many fine examples of Portuguese azulejo tile art, a use of ceramic tile as an architectural finish for both building interiors and exteriors dating from the 15th Century. This art form is celebrated in Lisbon's National Museum of the Azulejo and as a station feature in the Lisbon metro.", "start_char_idx": 35437, "end_char_idx": 39839, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "58669782-40ae-407d-bff9-23c5448bbda7": {"__data__": {"id_": "58669782-40ae-407d-bff9-23c5448bbda7", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "cc469ec0-e131-490f-a370-92f5f889f8e1", "node_type": "1", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cb8eae42b3b85d10a148f0d6a10c3e4e08a0b693ed801392da65d6e86ab7d24b", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "32d7307f-1fa4-4155-a497-337736c05bb6", "node_type": "1", "metadata": {}, "hash": "ef5941a63419926c12092ff9916bf0c9875ed0b1dd92fdd223690600cada789f", "class_name": "RelatedNodeInfo"}}, "text": "Lisbon has two sites listed by UNESCO as a World Heritage Site: Bel\u00e9m Tower and Jer\u00f3nimos Monastery. Furthermore, in 1994, Lisbon was the European Capital of Culture and, in 1998, organised the Expo '98 (1998 Lisbon World Exposition).\r\nLisbon is also home to the Lisbon Architecture Triennial, the Moda Lisboa (Fashion Lisbon), ExperimentaDesign \u2013 Biennial of Design, and LuzBoa \u2013 Biennial of Light.Lisbon hosts many fine examples of Portuguese azulejo tile art, a use of ceramic tile as an architectural finish for both building interiors and exteriors dating from the 15th Century. This art form is celebrated in Lisbon's National Museum of the Azulejo and as a station feature in the Lisbon metro. In addition, the mosaic Portuguese pavement (Cal\u00e7ada Portuguesa) was born in Lisbon, in the mid-1800s. The art has since spread to the rest of the Portuguese Speaking world. The city remains one of the most expansive examples of the technique, nearly all walkways and even many streets being created and maintained in this style.\r\nIn May 2018, the city hosted the 63rd edition of the Eurovision Song Contest, after the victory of Salvador Sobral with the song \"Amar pelos dois\" in Kyiv on 13 May 2017.\r\nWorld Youth Day 2023 was hosted in August of that year in Lisbon, attracting hundreds of thousands of young Catholics from over 140 countries.\r\n\r\n\r\n== Demographics ==\r\nThe historical population of the city was around 35,000 in 1300 . This number went up to 60,000 in 1400, and raised to 70,000 by 1500. Between 1528 and 1590 the population went from 70,000 to 120,000. The population was about 150,000 in 1600, and almost 200,000 in 1700.Lisbon has 548,703 inhabitants within the administrative center on the area of only 100.05 km2 The population density of the city itself is 5,445.7/km2 (14,104/sq mi).\r\nThe Lisbon metropolitan area incorporates two NUTS III (European statistical subdivisions): Grande Lisboa (Greater Lisbon), along the northern bank of the Tagus River, and Pen\u00ednsula de Set\u00fabal (Set\u00fabal Peninsula), along the southern bank. These two subdivisions make for the Regi\u00e3o de Lisboa (Lisbon Region).\r\n\r\nAdministratively defined cities that exist in the vicinity of the capital are in fact part of the metropolitan perimeter of Lisbon. The urban area has, according to Government data, a population of approximately 2.9 million inhabitants and is the eleventh largest urban area in the European Union. Other sources also show similar figures: according to the Organisation for Economic Co-operation and Development the area had 2,797,612 inhabitants; according to the Department of Economic and Social Affairs of the United Nations 2,890,000; according to the European Statistical Office Eurostat 2,839,908 and according to the Brookings Institution 2,968,600.\r\n\r\n\r\n=== Religion ===\r\n\r\nThe largest religion is, according to 2021 Portuguese Census, Roman Catholicism. The proportion of Catholics in Lisbon city proper (around 66%) is significantly higher than in the city's metropolitan area (55%). This may due to the fact that Lisbon city's age structure is older than the one found in the surrounding areas and, in general, younger generations tend to be less religious.\r\n\r\n\r\n=== Immigration ===\r\nIn 2022, around 21.7% of the city's population is constituted by foreign nationals, with Brazilians being the largest resident foreign community, followed by Italians, French, Nepalis and Bangladeshis.\r\nLisbon's population has steadily dropped over the years due to people searching better accommodations for lower prices elsewhere in Greater Lisbon. In addition, a plurality of the houses in the city centre have become tourist facilities, exacerbating the lack of offer in Lisbon's housing market.\r\n\r\n\r\n== Economy ==\r\nThe Lisbon region is the wealthiest region in Portugal and it is well above the European Union's GDP per capita average \u2013 it produces 45% of the Portuguese GDP.\r\nThe Lisbon region is rapidly growing, with GDP (PPP) per capita calculated for each year as follows: \u20ac22,745 (2004) \u2013 \u20ac23,816 (2005) \u2013 \u20ac25,200 (2006) \u2013 \u20ac26,100 (2007). The Lisbon metropolitan area had a GDP amounting to $110.4 billion, and $32,434 per capita.\r\nLisbon's economy is based primarily on the tertiary sector.", "start_char_idx": 39139, "end_char_idx": 43359, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "32d7307f-1fa4-4155-a497-337736c05bb6": {"__data__": {"id_": "32d7307f-1fa4-4155-a497-337736c05bb6", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "58669782-40ae-407d-bff9-23c5448bbda7", "node_type": "1", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9ac10efcd09938147f436783c6465cf397615955dcf26187c708da3759ced4ea", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "cd409c23-7faf-4cc0-9d31-3b99f6a16b9a", "node_type": "1", "metadata": {}, "hash": "66f89c2503884b5986efadef7966866b1fd41cdc55ebd8ae3320a9264ff8ff1d", "class_name": "RelatedNodeInfo"}}, "text": "Lisbon's population has steadily dropped over the years due to people searching better accommodations for lower prices elsewhere in Greater Lisbon. In addition, a plurality of the houses in the city centre have become tourist facilities, exacerbating the lack of offer in Lisbon's housing market.\r\n\r\n\r\n== Economy ==\r\nThe Lisbon region is the wealthiest region in Portugal and it is well above the European Union's GDP per capita average \u2013 it produces 45% of the Portuguese GDP.\r\nThe Lisbon region is rapidly growing, with GDP (PPP) per capita calculated for each year as follows: \u20ac22,745 (2004) \u2013 \u20ac23,816 (2005) \u2013 \u20ac25,200 (2006) \u2013 \u20ac26,100 (2007). The Lisbon metropolitan area had a GDP amounting to $110.4 billion, and $32,434 per capita.\r\nLisbon's economy is based primarily on the tertiary sector. Most of the headquarters of multinationals operating in Portugal are concentrated in the Grande Lisboa Subregion, especially in the Oeiras municipality. The Lisbon metropolitan area is heavily industrialized, especially the south bank of the Tagus river (Rio Tejo). The lisbonite industry has very large sectors in oil, as refineries are found just across the Tagus, textile mills, shipyards and fishing.\r\n\r\nThe country's chief seaport, featuring one of the largest and most sophisticated regional markets on the Iberian Peninsula, Lisbon and its heavily populated surroundings are also developing as an important financial centre and a dynamic technological hub. Automobile manufacturers have erected factories in the suburbs, for example, AutoEuropa.\r\nLisbon has the largest and most developed mass media sector of Portugal and is home to several related companies ranging from leading television networks and radio stations to major newspapers. Based in Lisbon, Euronext Lisbon is a stock exchange which is part of the pan-European Euronext system of stock exchanges and market infrastructure.Before Portugal's sovereign debt crisis and an EU-IMF rescue plan, for the decade of 2010 Lisbon was expecting to receive many state-funded investments, including building a new airport, a new bridge, an expansion of the Lisbon Metro 30 km (18.64 mi) underground, the construction of a mega-hospital (or central hospital), the creation of two lines of a TGV to join Madrid, Porto, Vigo and the rest of Europe, the restoration of the main part of the town (between the Marqu\u00eas de Pombal roundabout and Terreiro do Pa\u00e7o), the creation of a large number of bike lanes, as well as modernization and renovation of various facilities.Lisbon was the 7th most \"livable city\" in the world in 2021 according to lifestyle magazine Monocle.Tourism is also a significant industry. The city is the ninth-most-visited city in Southern Europe, after Istanbul, Rome, Barcelona, Milan, Athens, Venice, Madrid and Florence with 3,639,900 tourists in 2019. In 2022 there were around 6 tourists for every resident. The city is popular for both leisure and business tourism. Around 7.7 million tourists visited Lisbon region in 2022 alone, with 71.1% of them being international tourists. It is estimated that tourist receipts will stand at 17.4 billion euros (\u20ac) in 2023.\r\n\r\n\r\n== Transport ==\r\n\r\n\r\n=== Metro ===\r\n\r\nThe Lisbon Metro connects the city centre with the upper and eastern districts, and also reaches some suburbs that are part of the Lisbon metropolitan area, such as Amadora and Loures. It is the fastest way to get around the city and it provides a good number of interchanging stations with other types of transportation. From the Lisbon Airport station to the city centre it may take roughly 25 mins. In 2019, the Lisbon Metro served around 173 million passengers (and 475.000 daily). As of 2018, the Lisbon Metro comprises four lines, identified by individual colours (blue, yellow, green and red) and 56 stations, with a total length of 44.2 km. Several expansion projects have been proposed, the most recent being the transformation of the Green Line into a circular line and the creation of two more stations (Santos and Estrela).\r\n\r\n\r\n=== Trams ===\r\n\r\nThe tram is a traditional form of public transport in Lisbon. Introduced in 1901, electric trams were originally imported from the US, and thus called the americanos (Portuguese for \"American\").\r\nOther than on the modern Line 15, the Lisbon tramway system still employs small (four-wheel) vehicles of a design dating from the early twentieth century.", "start_char_idx": 42560, "end_char_idx": 46958, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "cd409c23-7faf-4cc0-9d31-3b99f6a16b9a": {"__data__": {"id_": "cd409c23-7faf-4cc0-9d31-3b99f6a16b9a", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "32d7307f-1fa4-4155-a497-337736c05bb6", "node_type": "1", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "477cca63a1d4dacef27d359f6260668a5b35726d4de62e1f02ccc8a618e62f2c", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "3ce65314-fb2a-4008-ad40-69a7a5d699c9", "node_type": "1", "metadata": {}, "hash": "a6d27455e7aa1d7d01966a167c46a4245f27bc511a45f04776130a4c0c9e9565", "class_name": "RelatedNodeInfo"}}, "text": "In 2019, the Lisbon Metro served around 173 million passengers (and 475.000 daily). As of 2018, the Lisbon Metro comprises four lines, identified by individual colours (blue, yellow, green and red) and 56 stations, with a total length of 44.2 km. Several expansion projects have been proposed, the most recent being the transformation of the Green Line into a circular line and the creation of two more stations (Santos and Estrela).\r\n\r\n\r\n=== Trams ===\r\n\r\nThe tram is a traditional form of public transport in Lisbon. Introduced in 1901, electric trams were originally imported from the US, and thus called the americanos (Portuguese for \"American\").\r\nOther than on the modern Line 15, the Lisbon tramway system still employs small (four-wheel) vehicles of a design dating from the early twentieth century. These distinctive yellow trams are one of the tourist icons of modern Lisbon, and their size is well suited to the steep hills and narrow streets of the central city.The earliest trams can still be seen in the Museu da Carris (the Lisbon Public Transport Museum).\r\nThe line has now a total length of 31 kilometers operating on 6 lines, down from a maximum of 76 kilometers for 27 lines. The slow decline of the network began with the construction of the Lisbon Metro and the expansion of the bus system. Starting in 2017 the system has been expanded and new vehicles are being progressively added, aiming at expanding significantly the current tramway system. There are currently 64 trams in operation in Lisbon and, during 2023-2026, 35 more will be added (Of which 10 will be \"Historical models\").\r\n\r\n\r\n=== Trains ===\r\nThere are four commuter train lines departing from Lisbon: the Sintra, Azambuja, Cascais and Sado lines (operated by CP \u2013 Comboios de Portugal), as well as a fifth line to Set\u00fabal (operated by Fertagus), which crosses the Tagus river via the 25 de Abril Bridge. The major railway stations are Santa Apol\u00f3nia, Rossio, Gare do Oriente, Entrecampos, and Cais do Sodr\u00e9.\r\n\r\n\r\n=== Buses ===\r\nThe local bus service within Lisbon is operated by Carris. Carris' fleet includes 741 buses and, in the period 2023-2026, other 342 buses will be added so as to increase the public transportation system reach. The  bus network has a length of 748 km comprising 99 bus routes. Major investments have been made in recent years: for instance, in 2017 there were 600 buses operating on 674 km and 75 routes: 141 buses, 74 kilometers and 24 bus routes were added in 2018-2022.Outside Lisbon, there are two main commuter bus services connecting the cities outside Lisbon amongst them and to Lisbon: Carris Metropolitana, a brand operated by 4 companies, all operating inside the Lisbon Metropolitan Area, and Barraqueiro Transportes (with 4 brands operating outside the Metropolitan Area with services to Lisbon), which operate from different terminals in the city.\r\n\r\n\r\n=== Bridges ===\r\nThe city is connected to the far side of the Tagus by two important bridges:\r\n\r\nThe 25 de Abril Bridge, inaugurated (as Ponte Salazar) on 6 August 1966, and later renamed after the date of the Carnation Revolution, was the longest suspension bridge in Europe.\r\nThe Vasco da Gama Bridge, opened on 29 March 1998 is, at 17.2 km (10.7 mi), the longest bridge in Europe.The foundations for a third bridge across the Tagus have already been laid, but the overall project has been postponed due to the economic crisis in Portugal and all of Europe.\r\n\r\n\r\n=== Ferries ===\r\nAnother way of crossing the river is by taking the ferry. The operator Transtejo & Soflusa, runs to different locations from within the city: Cacilhas, Seixal, Montijo, Porto Brand\u00e3o and Trafaria under the brand Transtejo and to Barreiro under the brand Soflusa. Ferry stations in Lisbon include Bel\u00e9m River Station, Terreiro do Pa\u00e7o River Station and Cais do Sodr\u00e9 River Station.\r\n\r\n\r\n=== Air travel ===\r\nHumberto Delgado Airport is located within the city limits.\r\nIt is the headquarters and hub for TAP Portugal as well as a hub for EasyJet, Azores Airlines, Ryanair, EuroAtlantic Airways, White Airways, and Hi Fly.", "start_char_idx": 46152, "end_char_idx": 50232, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "3ce65314-fb2a-4008-ad40-69a7a5d699c9": {"__data__": {"id_": "3ce65314-fb2a-4008-ad40-69a7a5d699c9", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "cd409c23-7faf-4cc0-9d31-3b99f6a16b9a", "node_type": "1", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e889bc64fc6c65d86699300bc47997b20973c1dea371d64c64e6b65750cc0cc0", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f3c302de-eaf1-4aeb-80f7-dd8b2a085c10", "node_type": "1", "metadata": {}, "hash": "fbe75185e0112e1f79103fc0256ff24656fa3937fe3e0d5debe93d3d0daf059b", "class_name": "RelatedNodeInfo"}}, "text": "=== Ferries ===\r\nAnother way of crossing the river is by taking the ferry. The operator Transtejo & Soflusa, runs to different locations from within the city: Cacilhas, Seixal, Montijo, Porto Brand\u00e3o and Trafaria under the brand Transtejo and to Barreiro under the brand Soflusa. Ferry stations in Lisbon include Bel\u00e9m River Station, Terreiro do Pa\u00e7o River Station and Cais do Sodr\u00e9 River Station.\r\n\r\n\r\n=== Air travel ===\r\nHumberto Delgado Airport is located within the city limits.\r\nIt is the headquarters and hub for TAP Portugal as well as a hub for EasyJet, Azores Airlines, Ryanair, EuroAtlantic Airways, White Airways, and Hi Fly. Having served 33.65 million passengers in 2023, it is by far the busiest airport in Portugal, the third busiest in the Iberian Peninsula and the 12th busiest in Europe.A second airport has been proposed, but the project has been put on hold because of the Portuguese and European economic crisis, and also because of the long discussion on whether a new airport is needed. In 2023 there were still 9 possible sites who are thought to be able to host the future New Lisbon airport.Cascais Municipal Aerodrome, 20 km West of the city centre and hub for Sevenair, in Cascais, offers commercial domestic flights to Bragan\u00e7a, Portim\u00e3o, Viseu and Vila Real. This location is where many of the country's aviation schools are concentrated.\r\n\r\n\r\n=== Cycling ===\r\n\r\nFollowing the Covid-19 pandemic, Lisbon has seen a significant increase in cycling and plans to expand the current Gira bike hire system from 1,600 bikes to 2,600 by the end of 2023. Many of these bicycles are electric to deal with Lisbon's hills. The city also plans to expand the number of bike recharging stations, now standing at 146. Gira service is integrated in the public transportation system, as youth up to 23 years old and seniors over 65 years old can use the service for free, while for other residents bikes are included in the Navegante card.In 2023 there were over 200 kilometers of bike lanes within the city's administrative area and the city plans to expand its network of cycle paths in the next years.\r\n\r\n\r\n=== Public transportation statistics ===\r\nThe average amount of time people spend commuting with public transit in Lisbon, for example to and from work, on a weekday is 59 min. 11.5% of public transit riders, ride for more than 2 hours every day. The average amount of time people wait at a stop or station for public transit is 14 min, while 23.1% of riders wait for over 20 minutes on average every day. The average distance people usually ride in a single trip with public transit is 6 km, while 10% travel for over 12 km in a single direction.\r\n\r\n\r\n=== Car ===\r\nLisbon is connected to its suburbs and throughout Portugal by an extensive motorway network. There are three circular motorways around the city; the 2\u00aa Circular, the IC17 (CRIL), and the A9 (CREL).\r\n\r\n\r\n== Education ==\r\n\r\n\r\n=== International schools ===\r\nIn Greater Lisbon area, particularly in the Portuguese Riviera, an area popular with expats and foreign nationals, there are numerous international schools, including the Carlucci American International School of Lisbon (only American school in Portugal), Saint Julian's School (British), Saint Dominic's International School (British), Deutsche Schule Lissabon (German), Instituto Espa\u00f1ol Giner de los R\u00edos (Spanish), Oerias Internacional School (IB), and Lyc\u00e9e Fran\u00e7ais Charles Lepierre (French).\r\n\r\n\r\n=== Higher education ===\r\nIn the city, there are three public universities and a university institute. The University of Lisbon, which is the largest university in Portugal, was created in 2013 with the union of the Technical University of Lisbon and the Classical University of Lisbon (which was known as the University of Lisbon). The New University of Lisbon, founded in 1973, is another public university in Lisbon and is known internationally by its Nova School of Business and Economics (Nova SBE), its economics and management faculty. The third public university is Universidade Aberta. Additionally, there's ISCTE - Lisbon University Institute (founded in 1972), a university institute that provides degrees in all academic disciplines.\r\nMajor private institutions of higher education include the Portuguese Catholic University, focused on law and management, as well as the Lus\u00edada University, the Universidade Lus\u00f3fona, and the Universidade Aut\u00f3noma de Lisboa, among others.", "start_char_idx": 49596, "end_char_idx": 54028, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f3c302de-eaf1-4aeb-80f7-dd8b2a085c10": {"__data__": {"id_": "f3c302de-eaf1-4aeb-80f7-dd8b2a085c10", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "3ce65314-fb2a-4008-ad40-69a7a5d699c9", "node_type": "1", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "b8677dd567ba7a6380c59165ee1f640dbb65d85ad753e265901960bed6782778", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "58e5ddd3-26c7-4913-8b25-16e885e96e51", "node_type": "1", "metadata": {}, "hash": "fb8acb1b455f25b1e1a28551db6d8b6c0f0e1961d6ed88f1223d103055e1b339", "class_name": "RelatedNodeInfo"}}, "text": "=== Higher education ===\r\nIn the city, there are three public universities and a university institute. The University of Lisbon, which is the largest university in Portugal, was created in 2013 with the union of the Technical University of Lisbon and the Classical University of Lisbon (which was known as the University of Lisbon). The New University of Lisbon, founded in 1973, is another public university in Lisbon and is known internationally by its Nova School of Business and Economics (Nova SBE), its economics and management faculty. The third public university is Universidade Aberta. Additionally, there's ISCTE - Lisbon University Institute (founded in 1972), a university institute that provides degrees in all academic disciplines.\r\nMajor private institutions of higher education include the Portuguese Catholic University, focused on law and management, as well as the Lus\u00edada University, the Universidade Lus\u00f3fona, and the Universidade Aut\u00f3noma de Lisboa, among others.\r\nThe total number of enrolled students in higher education in Lisbon was, for the 2007\u20132008 school year, of 125,867 students, of whom 81,507 in the Lisbon's public institutions.\r\n\r\n\r\n=== Libraries ===\r\nLisbon is home to Biblioteca Nacional de Portugal, the Portuguese national library, which has over 3 million books and manuscripts. The library has some rare books and manuscripts, such as an original Gutenberg Bible and original books by Erasmus, Christophe Platin and Aldus Manutius. Torre do Tombo, the national archive, is one of the most important archives in the world, with over 600 years and one of the oldest active Portuguese institutions. There are, among several others, the Arquivo Hist\u00f3rico Ultramarino and the Arquivo Hist\u00f3rico Militar.\r\n\r\n\r\n== Sports ==\r\n\r\nLisbon has a long tradition in sports. It hosted several matches, including the final, of the UEFA Euro 2004 championship. The city also played host to the final of the 2001 IAAF World Indoor Championships and the European Fencing Championships in 1983 and 1992, as well as the 2003 World Men's Handball Championship, and the 2008 European Judo Championships. From 2006 to 2008, Lisbon was the starting point for the Dakar Rally. The city hosted the 2014 and 2020 UEFA Champions League finals. In 2008 and 2016, the city hosted the European Triathlon Championships. Lisbon has a leg at the Volvo Ocean Race. It is one of the potential host cities for the 2030 FIFA World Cup.\r\n\r\n\r\n=== Football ===\r\nThe city hosts three association football clubs in Portugal's highest league, the Primeira Liga. Sport Lisboa e Benfica, commonly known as simply Benfica, has won 38 league titles in addition to two European Cups. Lisbon's second-most successful club is Sporting Clube de Portugal (commonly known as Sporting and often referred to as Sporting Lisbon abroad to prevent confusion with other teams with the same name), winner of 19 league titles and the UEFA Cup Winners' Cup. A third club, C.F. Os Belenenses (commonly Belenenses or Belenenses Lisbon), based in the Bel\u00e9m quarter, has solely won one league title. Other major clubs in Lisbon include Atl\u00e9tico, Casa Pia, and Oriental.\r\nLisbon has two UEFA category four stadiums; Benfica's Est\u00e1dio da Luz (Stadium of Light), with a capacity of over 65,000 and Sporting's Est\u00e1dio Jos\u00e9 Alvalade, with a capacity of over 50,000. The Est\u00e1dio da Luz held both the 2014 and 2020 UEFA Champions League Final. There is also Belenenses' Est\u00e1dio do Restelo, with a capacity of over 30,000. The Est\u00e1dio Nacional, in nearby Oeiras, has a capacity of 37,000 and was used exclusively for Portuguese international football matches and cup finals until the construction of larger stadia in the city. It held the 1967 European Cup Final.\r\n\r\n\r\n=== Other sports ===\r\nOther sports, such as basketball, futsal, handball, roller hockey, rugby union and volleyball are also popular; the latter's national stadium is in Lisbon. There are many other sports facilities in Lisbon, ranging from athletics, sailing, golfing to mountain-biking. Lisboa and Troia golf course are two of many stunning golf courses located in Lisbon. Every March the city hosts the Lisbon Half Marathon, while in September the Portugal Half Marathon.", "start_char_idx": 53043, "end_char_idx": 57250, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "58e5ddd3-26c7-4913-8b25-16e885e96e51": {"__data__": {"id_": "58e5ddd3-26c7-4913-8b25-16e885e96e51", "embedding": null, "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "43c3e986-221b-4716-b41b-25936decbd65", "node_type": "4", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9b19f039f5b0442883519707607c80e4cd7478c0016fcb1178873c37adfa8525", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f3c302de-eaf1-4aeb-80f7-dd8b2a085c10", "node_type": "1", "metadata": {"file_path": "data\\Lisbon.txt", "file_name": "Lisbon.txt", "file_type": "text/plain", "file_size": 58617, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "50d7562b50ad0c9fb136c2ccd91a2a55d3bcd552090ac0ebeea8bb83a6a88d51", "class_name": "RelatedNodeInfo"}}, "text": "There is also Belenenses' Est\u00e1dio do Restelo, with a capacity of over 30,000. The Est\u00e1dio Nacional, in nearby Oeiras, has a capacity of 37,000 and was used exclusively for Portuguese international football matches and cup finals until the construction of larger stadia in the city. It held the 1967 European Cup Final.\r\n\r\n\r\n=== Other sports ===\r\nOther sports, such as basketball, futsal, handball, roller hockey, rugby union and volleyball are also popular; the latter's national stadium is in Lisbon. There are many other sports facilities in Lisbon, ranging from athletics, sailing, golfing to mountain-biking. Lisboa and Troia golf course are two of many stunning golf courses located in Lisbon. Every March the city hosts the Lisbon Half Marathon, while in September the Portugal Half Marathon.\r\n\r\n\r\n== International relations ==\r\n\r\n\r\n=== Twin towns \u2013 sister cities ===\r\n\r\nLisbon is twinned with:\r\n\r\n\r\n=== Cooperation agreements ===\r\nLisbon has additional cooperation agreements with:\r\n\r\n\r\n=== Membership in organizations ===\r\nFrom 12 October 1982, Lisbon is part of the Union of Ibero-American Capital Cities.From 28 June 1985, Lisbon is part of the Union of Capital Cities of Portuguese Language, along with 22 other cities from Angola, Brazil, Cape Verde, China, East Timor, Guinea-Bissau, Mozambique, Portugal, and S\u00e3o Tom\u00e9 and Pr\u00edncipe.\r\n\r\n\r\n== See also ==\r\nList of people from Lisbon\r\nList of tallest buildings in Lisbon\r\n\r\n\r\n== References ==\r\n\r\n\r\n== Further reading ==\r\n\r\n\r\n== External links ==\r\n\r\nVisit Portugal \u2013 Official page by the Government of Portugal\r\nAssocia\u00e7\u00e3o de Turismo de Lisboa \u2013 Official site of the Lisbon Tourism Association\r\nOTLIS \u2013 Official site of the Lisbon Region Transport Operators Consortium\r\nPortal das Na\u00e7\u00f5es Official site of Parque das Na\u00e7\u00f5es in Lisbon\r\nLisbon voted European City of the Year 2012 \u2013 Award \u2013 Portuguese American Journal\r\nTVL Lisbon TV", "start_char_idx": 56452, "end_char_idx": 58341, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}}, "docstore/metadata": {"d8bcafed-8777-4193-9c2c-3979e05fa202": {"doc_hash": "73708a1324ce6de8202a677cded9b4605bb3d67f5dc211be5bf35a680b519400", "ref_doc_id": "43c3e986-221b-4716-b41b-25936decbd65"}, "9b0b82be-a207-49b8-98a2-e98c381e53db": {"doc_hash": "4b3101cfe2914edc4792f0bf53547f3aa782a51a9a901d9f8c2a781742180e04", "ref_doc_id": "43c3e986-221b-4716-b41b-25936decbd65"}, "289591f7-b023-46c7-83b3-885ceb080630": {"doc_hash": 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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Lisbon/index_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Lisbon/index_store.json"
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/London.txt" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/London.txt"
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@@ -0,0 +1,322 @@
+London is the capital and largest city of England, and the United Kingdom, with a population of around 8.8 million, and the largest city in Western Europe by metropolitan area, with a population of 14.8 million. It stands on the River Thames in south-east England at the head of a 50-mile (80 km) estuary down to the North Sea and has been a major settlement for nearly two millennia. The City of London, its ancient core and financial centre, was founded by the Romans as Londinium and retains its medieval boundaries. The City of Westminster, to the west of the City of London, has for centuries hosted the national government and parliament. Since the 19th century, the name "London" also refers to the metropolis around this core, historically split among the counties of Middlesex, Essex, Surrey, Kent, and Hertfordshire, which since 1965 has largely comprised Greater London, which is governed by 33 local authorities and the Greater London Authority.As one of the world's major global cities, London exerts a strong influence on world art, entertainment, fashion, commerce and finance, education, health care, media, science and technology, tourism, transport, and communications. Despite a post-Brexit exodus of stock listings from the London Stock Exchange, London is still one of Europe's most economically powerful cities, and it remains one of the major financial centres in the world. With Europe's largest concentration of higher education institutions, it is home to some of the highest-ranked academic institutions in the world—Imperial College London in natural and applied sciences, the London School of Economics in social sciences, and the comprehensive University College London. London is the most visited city in Europe and has the busiest city airport system in the world. The London Underground is the oldest rapid transit system in the world.London's diverse cultures encompass over 300 languages. The 2023 population of Greater London of just under 10 million made it Europe's third-most populous city, accounting for 13.4% of the population of the United Kingdom and over 16% of the population of England. The Greater London Built-up Area is the fourth-most populous in Europe, with about 9.8 million inhabitants at the 2011 census. The London metropolitan area is the third-most populous in Europe, with about 14 million inhabitants in 2016, granting London the status of a megacity.
+London has four World Heritage Sites: the Tower of London; Kew Gardens; the combined Palace of Westminster, Westminster Abbey, and St Margaret's Church; and the historic settlement in Greenwich, where the Royal Observatory, Greenwich, defines the prime meridian (0° longitude) and Greenwich Mean Time. Other landmarks include Buckingham Palace, the London Eye, Piccadilly Circus, St Paul's Cathedral, Tower Bridge, and Trafalgar Square. London has many museums, galleries, libraries, and cultural venues, including the British Museum, National Gallery, Natural History Museum, Tate Modern, British Library, and numerous West End theatres. Important sporting events held in London include the FA Cup Final, the Wimbledon Tennis Championships, and the London Marathon. In 2012, London became the first city to host three Summer Olympic Games.
+
+
+== Toponymy ==
+
+London is an ancient name, attested in the first century AD, usually in the Latinised form Londinium. Modern scientific analyses of the name must account for the origins of the different forms found in early sources: Latin (usually Londinium), Old English (usually Lunden), and Welsh (usually Llundein), with reference to the known developments over time of sounds in those different languages. It is agreed that the name came into these languages from Common Brythonic; recent work tends to reconstruct the lost Celtic form of the name as *Londonjon or something similar. This was adapted into Latin as Londinium and borrowed into Old English.Until 1889, the name "London" applied officially only to the City of London, but since then it has also referred to the County of London and to Greater London.
+
+
+== History ==
+
+
+=== Prehistory ===
+In 1993, remains of a Bronze Age bridge were found on the south foreshore upstream from Vauxhall Bridge. Two of the timbers were radiocarbon dated to 1750–1285 BC. In 2010, foundations of a large timber structure, dated to 4800–4500 BC, were found on the Thames's south foreshore downstream from Vauxhall Bridge. Both structures are on the south bank of the Thames, where the now-underground River Effra flows into the Thames.
+
+
+=== Roman London ===
+
+Despite the evidence of scattered Brythonic settlements in the area, the first major settlement was founded by the Romans around 47 AD, about four years after their invasion of 43 AD. This only lasted until about 61 AD, when the Iceni tribe led by Queen Boudica stormed it and burnt it to the ground.The next planned incarnation of Londinium prospered, superseding Colchester as the principal city of the Roman province of Britannia in 100. At its height in the 2nd century, Roman London had a population of about 60,000.
+
+
+=== Anglo-Saxon and Viking-period London ===
+With the early 5th-century collapse of Roman rule, the walled city of Londinium was effectively abandoned, although Roman civilisation continued around St Martin-in-the-Fields until about 450. From about 500, an Anglo-Saxon settlement known as Lundenwic developed slightly west of the old Roman city. By about 680 the city had become a major port again, but there is little evidence of large-scale production. From the 820s repeated Viking assaults brought decline. Three are recorded; those in 851 and 886 succeeded, while the last, in 994, was rebuffed.The Vikings applied Danelaw over much of eastern and northern England, its boundary running roughly from London to Chester as an area of political and geographical control imposed by the Viking incursions formally agreed by the Danish warlord, Guthrum and the West Saxon king Alfred the Great in 886. The Anglo-Saxon Chronicle records that Alfred "refounded" London in 886. Archaeological research shows this involved abandonment of Lundenwic and a revival of life and trade within the old Roman walls. London then grew slowly until a dramatic increase in about 950.By the 11th century, London was clearly the largest town in England. Westminster Abbey, rebuilt in Romanesque style by King Edward the Confessor, was one of the grandest churches in Europe. Winchester had been the capital of Anglo-Saxon England, but from this time London became the main forum for foreign traders and the base for defence in time of war. In the view of Frank Stenton: "It had the resources, and it was rapidly developing the dignity and the political self-consciousness appropriate to a national capital."
+
+
+=== Middle Ages ===
+After winning the Battle of Hastings, William, Duke of Normandy was crowned King of England in newly completed Westminster Abbey on Christmas Day 1066. William built the Tower of London, the first of many such in England rebuilt in stone in the south-eastern corner of the city, to intimidate the inhabitants. In 1097, William II began building Westminster Hall, close by the abbey of the same name. It became the basis of a new Palace of Westminster.In the 12th century, the institutions of central government, which had hitherto followed the royal English court around the country, grew in size and sophistication and became increasingly fixed, for most purposes at Westminster, although the royal treasury came to rest in the Tower. While the City of Westminster developed into a true governmental capital, its distinct neighbour, the City of London, remained England's largest city and principal commercial centre and flourished under its own unique administration, the Corporation of London. In 1100, its population was some 18,000; by 1300 it had grown to nearly 100,000. With the Black Death in the mid-14th century, London lost nearly a third of its population. London was the focus of the Peasants' Revolt in 1381.London was a centre of England's Jewish population before their expulsion by Edward I in 1290. Violence against Jews occurred in 1190, when it was rumoured that the new king had ordered their massacre after they had presented themselves at his coronation. In 1264 during the Second Barons' War, Simon de Montfort's rebels killed 500 Jews while attempting to seize records of debts.
+
+
+=== Early modern ===
+During the Tudor period, the Reformation produced a gradual shift to Protestantism. Much of London property passed from church to private ownership, which accelerated trade and business in the city. In 1475, the Hanseatic League set up a main trading base (kontor) of England in London, called the Stalhof or Steelyard. It remained until 1853, when the Hanseatic cities of Lübeck, Bremen and Hamburg sold the property to South Eastern Railway. Woollen cloth was shipped undyed and undressed from 14th/15th century London to the nearby shores of the Low Countries.Yet English maritime enterprise hardly reached beyond the seas of north-west Europe. The commercial route to Italy and the Mediterranean was normally through Antwerp and over the Alps; any ships passing through the Strait of Gibraltar to or from England were likely to be Italian or Ragusan. The reopening of the Netherlands to English shipping in January 1565 spurred a burst of commercial activity. The Royal Exchange was founded. Mercantilism grew and monopoly traders such as the East India Company were founded as trade expanded to the New World. London became the main North Sea port, with migrants arriving from England and abroad. The population rose from about 50,000 in 1530 to about 225,000 in 1605.
+In the 16th century, William Shakespeare and his contemporaries lived in London during English Renaissance theatre. Shakespeare's Globe Theatre was constructed in 1599 in Southwark. Stage performances came to a halt in London when Puritan authorities shut down the theatres in the 1640s. The ban on theatre was lifted during the Restoration in 1660, and London's oldest operating theatre, Drury Lane, opened in 1663 in what is now the West End theatre district.By the end of the Tudor period in 1603, London was still compact. There was an assassination attempt on James I in Westminster, in the Gunpowder Plot of 5 November 1605. In 1637, the government of Charles I attempted to reform administration in the London area. This called for the Corporation of the city to extend its jurisdiction and administration over expanding areas around the city. Fearing an attempt by the Crown to diminish the Liberties of London, coupled with a lack of interest in administering these additional areas or concern by city guilds of having to share power, caused the Corporation's "The Great Refusal", a decision which largely continues to account for the unique governmental status of the City.In the English Civil War, the majority of Londoners supported the Parliamentary cause. After an initial advance by the Royalists in 1642, culminating in the battles of Brentford and Turnham Green, London was surrounded by a defensive perimeter wall known as the Lines of Communication. The lines were built by up to 20,000 people, and were completed in under two months.
+The fortifications failed their only test when the New Model Army entered London in 1647, and they were levelled by Parliament the same year.
+London was plagued by disease in the early 17th century, culminating in the Great Plague of 1665–1666, which killed up to 100,000 people, or a fifth of the population.The Great Fire of London broke out in 1666 in Pudding Lane in the city and quickly swept through the wooden buildings. Rebuilding took over ten years and was supervised by polymath Robert Hooke. In 1708 Christopher Wren's masterpiece, St Paul's Cathedral, was completed. During the Georgian era, new districts such as Mayfair were formed in the west; new bridges over the Thames encouraged development in South London. In the east, the Port of London expanded downstream. London's development as an international financial centre matured for much of the 18th century.In 1762, George III acquired Buckingham House, which was enlarged over the next 75 years. During the 18th century, London was said to be dogged by crime, and the Bow Street Runners were established in 1750 as a professional police force. Epidemics during the 1720s and 30s saw most children born in the city die before reaching their fifth birthday.Coffee-houses became a popular place to debate ideas, as growing literacy and development of the printing press made news widely available, with Fleet Street becoming the centre of the British press. The invasion of Amsterdam by Napoleonic armies led many financiers to relocate to London and the first London international issue was arranged in 1817. Around the same time, the Royal Navy became the world's leading war fleet, acting as a major deterrent to potential economic adversaries. The repeal of the Corn Laws in 1846 was specifically aimed at weakening Dutch economic power. London then overtook Amsterdam as the leading international financial centre.
+
+
+=== Late modern and contemporary ===
+With the onset of the Industrial Revolution in Britain, an unprecedented growth in urbanisation took place, and the number of High Streets (the primary street for retail in Britain) rapidly grew. London was the world's largest city from about 1831 to 1925, with a population density of 802 per acre (325 per hectare). In addition to the growing number of stores selling goods, such as Harding, Howell & Co.—one of the first department stores—located on Pall Mall, the streets had scores of street sellers. London's overcrowded conditions led to cholera epidemics, claiming 14,000 lives in 1848, and 6,000 in 1866. Rising traffic congestion led to the creation of the world's first urban rail network. The Metropolitan Board of Works oversaw infrastructure expansion in the capital and some surrounding counties; it was abolished in 1889 when the London County Council was created out of county areas surrounding the capital.From the early years of the 20th century onwards, teashops were found on High Streets across London and the rest of Britain, with Lyons, who opened the first of their chain of teashops in Piccadilly in 1894, leading the way. The tearooms, such as the Criterion in Piccadilly, became a popular meeting place for women from the suffrage movement. The city was the target of many attacks during the suffragette bombing and arson campaign, between 1912 and 1914, which saw historic landmarks such as Westminster Abbey and St Paul's Cathedral bombed.
+
+London was bombed by the Germans in the First World War, and during the Second World War, the Blitz and other bombings by the German Luftwaffe killed over 30,000 Londoners, destroying large tracts of housing and other buildings across the city. The tomb of the Unknown Warrior, an unidentified member of the British armed forces killed during the First World War, was buried in Westminster Abbey on 11 November 1920. The Cenotaph, located in Whitehall, was unveiled on the same day, and is the focal point for the National Service of Remembrance held annually on Remembrance Sunday, the closest Sunday to 11 November.The 1948 Summer Olympics were held at the original Wembley Stadium, while London was still recovering from the war. From the 1940s, London became home to many immigrants, primarily from Commonwealth countries such as Jamaica, India, Bangladesh and Pakistan, making London one of the most diverse cities in the world. In 1951, the Festival of Britain was held on the South Bank. The Great Smog of 1952 led to the Clean Air Act 1956, which ended the "pea soup fogs" for which London had been notorious, and had earned it the nickname the "Big Smoke".Starting mainly in the mid-1960s, London became a centre for worldwide youth culture, exemplified by the Swinging London sub-culture associated with the King's Road, Chelsea and Carnaby Street. The role of trendsetter revived in the punk era. In 1965 London's political boundaries were expanded in response to the growth of the urban area and a new Greater London Council was created. During The Troubles in Northern Ireland, London was hit from 1973 by bomb attacks by the Provisional Irish Republican Army. These attacks lasted for two decades, starting with the Old Bailey bombing. Racial inequality was highlighted by the 1981 Brixton riot.Greater London's population declined in the decades after the Second World War, from an estimated peak of 8.6 million in 1939 to around 6.8 million in the 1980s. The principal ports for London moved downstream to Felixstowe and Tilbury, with the London Docklands area becoming a focus for regeneration, including the Canary Wharf development. This was born out of London's increasing role as an international financial centre in the 1980s. Located about 2 miles (3.2 km) east of central London, the Thames Barrier was completed in the 1980s to protect London against tidal surges from the North Sea.The Greater London Council was abolished in 1986, leaving London with no central administration until 2000 and the creation of the Greater London Authority. To mark the 21st century, the Millennium Dome, London Eye and Millennium Bridge were constructed. On 6 July 2005 London was awarded the 2012 Summer Olympics, as the first city to stage the Olympic Games three times. On 7 July 2005, three London Underground trains and a double-decker bus were bombed in a series of terrorist attacks.In 2008, Time named London alongside New York City and Hong Kong as Nylonkong, hailing them as the world's three most influential global cities. In January 2015, Greater London's population was estimated to be 8.63 million, its highest since 1939. During the Brexit referendum in 2016, the UK as a whole decided to leave the European Union, but most London constituencies voted for remaining. However, Britain's exit from the EU in early 2020 only marginally weakened London's position as an international financial centre.On 6 May 2023, the coronation of Charles III and his wife, Camilla, as king and queen of the United Kingdom and the other Commonwealth realms, took place at Westminster Abbey, London.
+
+
+== Administration ==
+
+
+=== Local government ===
+
+The administration of London is formed of two tiers: a citywide, strategic tier and a local tier. Citywide administration is coordinated by the Greater London Authority (GLA), while local administration is carried out by 33 smaller authorities. The GLA consists of two elected components: the mayor of London, who has executive powers, and the London Assembly, which scrutinises the mayor's decisions and can accept or reject the mayor's budget proposals each year. The GLA has responsibility for the majority of London's transport system through its functional arm Transport for London (TfL), it is responsible for overseeing the city's police and fire services, and also for setting a strategic vision for London on a range of issues. The headquarters of the GLA is City Hall, Newham. The mayor since 2016 has been Sadiq Khan, the first Muslim mayor of a major Western capital. The mayor's statutory planning strategy is published as the London Plan, which was most recently revised in 2011.The local authorities are the councils of the 32 London boroughs and the City of London Corporation. They are responsible for most local services, such as local planning, schools, libraries, leisure and recreation, social services, local roads and refuse collection. Certain functions, such as waste management, are provided through joint arrangements. In 2009–2010 the combined revenue expenditure by London councils and the GLA amounted to just over £22 billion (£14.7 billion for the boroughs and £7.4 billion for the GLA).The London Fire Brigade is the statutory fire and rescue service for Greater London, run by the London Fire and Emergency Planning Authority. It is the third largest fire service in the world. National Health Service ambulance services are provided by the London Ambulance Service (LAS) NHS Trust, the largest free-at-the-point-of-use emergency ambulance service in the world. The London Air Ambulance charity operates in conjunction with the LAS where required. Her Majesty's Coastguard and the Royal National Lifeboat Institution operate on the River Thames, which is under the jurisdiction of the Port of London Authority from Teddington Lock to the sea.
+
+
+=== National government ===
+London is the seat of the Government of the United Kingdom. Many government departments, as well as the prime minister's residence at 10 Downing Street, are based close to the Palace of Westminster, particularly along Whitehall. There are 73 members of Parliament (MPs) from London; As of December 2019, 49 are from the Labour Party, 21 are Conservatives, and three are Liberal Democrats. The ministerial post of minister for London was created in 1994 and as of 2020 is held by Paul Scully.
+
+
+=== Policing and crime ===
+
+Policing in Greater London, with the exception of the City of London, is provided by the Metropolitan Police ("The Met"), overseen by the mayor through the Mayor's Office for Policing and Crime (MOPAC). The Met is also referred to as Scotland Yard after the location of its original headquarters in a road called Great Scotland Yard in Whitehall. The City of London has its own police force – the City of London Police. First worn by Met police officers in 1863, the custodian helmet has been called a "cultural icon" and a "symbol of British law enforcement". Introduced by the Met in 1929, the blue police telephone box (basis for the TARDIS in Doctor Who) was once a common sight throughout London and regional cities in the UK.
+The British Transport Police are responsible for police services on National Rail, London Underground, Docklands Light Railway and Tramlink services.
+The Ministry of Defence Police is a special police force in London, which does not generally become involved with policing the general public. The UK's domestic counter-intelligence service (MI5) is headquartered in Thames House on the north bank of the River Thames, and the foreign intelligence service (MI6) is headquartered in the SIS Building on the south bank.Crime rates vary widely across different areas of London. Crime figures are made available nationally at Local Authority and Ward level. In 2015, there were 118 homicides, a 25.5% increase over 2014.
+Recorded crime has been rising in London, notably violent crime and murder by stabbing and other means have risen. There were 50 murders from the start of 2018 to mid April 2018. Funding cuts to police in London are likely to have contributed to this, though other factors are involved. However, homicide figures fell in 2022 with 109 recorded for the year, and the murder rate in London is much lower than other major cities around the world.
+
+
+== Geography ==
+
+
+=== Scope ===
+London, also known as Greater London, is one of nine regions of England and the top subdivision covering most of the city's metropolis. The City of London at its core once comprised the whole settlement, but as its urban area grew, the Corporation of London resisted attempts to amalgamate the city with its suburbs, causing "London" to be defined several ways.
+Forty per cent of Greater London is covered by the London post town, in which 'London' forms part of postal addresses. The London telephone area code (020) covers a larger area, similar in size to Greater London, although some outer districts are excluded and some just outside included. The Greater London boundary has been aligned to the M25 motorway in places.Further urban expansion is now prevented by the Metropolitan Green Belt, although the built-up area extends beyond the boundary in places, producing a separately defined Greater London Urban Area. Beyond this is the vast London commuter belt. Greater London is split for some purposes into Inner London and Outer London, and by the River Thames into North and South, with an informal central London area. The coordinates of the nominal centre of London, traditionally the original Eleanor Cross at Charing Cross near the junction of Trafalgar Square and Whitehall, are about 51°30′26″N 00°07′39″W.
+
+
+=== Status ===
+Within London, both the City of London and the City of Westminster have city status and both the City of London and the remainder of Greater London are counties for the purposes of lieutenancies. The area of Greater London includes areas that are part of the historic counties of Middlesex, Kent, Surrey, Essex and Hertfordshire. London's status as the capital of England, and later the United Kingdom, has never been granted or confirmed by statute or in written form.Its status as a capital was established by constitutional convention, which means its status as de facto capital is a part of the UK's uncodified constitution. The capital of England was moved to London from Winchester as the Palace of Westminster developed in the 12th and 13th centuries to become the permanent location of the royal court, and thus the political capital of the nation. More recently, Greater London has been defined as a region of England and in this context is known as London.
+
+
+=== Topography ===
+Greater London encompasses a total area of 611 square miles (1,583 km2) an area which had a population of 7,172,036 in 2001 and a population density of 11,760 inhabitants per square mile (4,542/km2). The extended area known as the London Metropolitan Region or the London Metropolitan Agglomeration, comprises a total area of 3,236 square miles (8,382 km2) has a population of 13,709,000 and a population density of 3,900 inhabitants per square mile (1,510/km2).Modern London stands on the Thames, its primary geographical feature, a navigable river which crosses the city from the south-west to the east. The Thames Valley is a flood plain surrounded by gently rolling hills including Parliament Hill, Addington Hills, and Primrose Hill. Historically London grew up at the lowest bridging point on the Thames. The Thames was once a much broader, shallower river with extensive marshlands; at high tide, its shores reached five times their present width.Since the Victorian era the Thames has been extensively embanked, and many of its London tributaries now flow underground. The Thames is a tidal river, and London is vulnerable to flooding. The threat has increased over time because of a slow but continuous rise in high water level caused by climate change and by the slow 'tilting' of the British Isles as a result of post-glacial rebound.
+
+
+=== Climate ===
+
+London has a temperate oceanic climate (Köppen: Cfb). Rainfall records have been kept in the city since at least 1697, when records began at Kew. At Kew, the most rainfall in one month is 7.4 inches (189 mm) in November 1755 and the least is 0 inches (0 mm) in both December 1788 and July 1800. Mile End also had 0 inches (0 mm) in April 1893. The wettest year on record is 1903, with a total fall of 38.1 inches (969 mm) and the driest is 1921, with a total fall of 12.1 inches (308 mm). The average annual precipitation amounts to about 600 mm, which is half the annual rainfall of New York City. Despite relatively low annual precipitation, London receives 109.6 rainy days on the 1.0 mm threshold annually. London is vulnerable to climate change, and there is concern among hydrological experts that households may run out of water before 2050.Temperature extremes in London range from 40.2 °C (104.4 °F) at Heathrow on 19 July 2022 down to −17.4 °C (0.7 °F) at Northolt on 13 December 1981. Records for atmospheric pressure have been kept at London since 1692. The highest pressure ever reported is 1,049.8 millibars (31.00 inHg) on 20 January 2020.Summers are generally warm, sometimes hot. London's average July high is 23.5 °C (74.3 °F). On average each year, London experiences 31 days above 25 °C (77.0 °F) and 4.2 days above 30.0 °C (86.0 °F). During the 2003 European heat wave, prolonged heat led to hundreds of heat-related deaths. A previous spell of 15 consecutive days above 32.2 °C (90.0 °F) in England in 1976 also caused many heat related deaths. A previous temperature of 37.8 °C (100.0 °F) in August 1911 at the Greenwich station was later disregarded as non-standard. Droughts can also, occasionally, be a problem, especially in summer, most recently in summer 2018, and with much drier than average conditions prevailing from May to December. However, the most consecutive days without rain was 73 days in the spring of 1893.Winters are generally cool with little temperature variation. Heavy snow is rare but snow usually falls at least once each winter. Spring and autumn can be pleasant. As a large city, London has a considerable urban heat island effect, making the centre of London at times 5 °C (9 °F) warmer than the suburbs and outskirts.
+
+
+=== Areas ===
+
+Places within London's vast urban area are identified using area names, such as Mayfair, Southwark, Wembley, and Whitechapel. These are either informal designations, reflect the names of villages that have been absorbed by sprawl, or are superseded administrative units such as parishes or former boroughs.
+Such names have remained in use through tradition, each referring to a local area with its own distinctive character, but without official boundaries. Since 1965, Greater London has been divided into 32 London boroughs in addition to the ancient City of London. The City of London is the main financial district, and Canary Wharf has recently developed into a new financial and commercial hub in the Docklands to the east.
+The West End is London's main entertainment and shopping district, attracting tourists. West London includes expensive residential areas where properties can sell for tens of millions of pounds. The average price for properties in Kensington and Chelsea is over £2 million with a similarly high outlay in most of central London.The East End is the area closest to the original Port of London, known for its high immigrant population, as well as for being one of the poorest areas in London. The surrounding East London area saw much of London's early industrial development; now, brownfield sites throughout the area are being redeveloped as part of the Thames Gateway including the London Riverside and Lower Lea Valley, which was developed into the Olympic Park for the 2012 Olympics and Paralympics.
+
+
+=== Architecture ===
+
+London's buildings are too diverse to be characterised by any particular architectural style, partly because of their varying ages. Many grand houses and public buildings, such as the National Gallery, are constructed from Portland stone. Some areas of the city, particularly those just west of the centre, are characterised by white stucco or whitewashed buildings. Few structures in central London pre-date the Great Fire of 1666, these being a few trace Roman remains, the Tower of London and a few scattered Tudor survivors in the city. Further out is, for example, the Tudor-period Hampton Court Palace.Part of the varied architectural heritage are the 17th-century churches by Christopher Wren, neoclassical financial institutions such as the Royal Exchange and the Bank of England, to the early 20th century Old Bailey courthouse and the 1960s Barbican Estate. The 1939 Battersea Power Station by the river in the south-west is a local landmark, while some railway termini are excellent examples of Victorian architecture, most notably St. Pancras and Paddington. The density of London varies, with high employment density in the central area and Canary Wharf, high residential densities in inner London, and lower densities in Outer London.
+
+The Monument in the City of London provides views of the surrounding area while commemorating the Great Fire of London, which originated nearby. Marble Arch and Wellington Arch, at the north and south ends of Park Lane, respectively, have royal connections, as do the Albert Memorial and Royal Albert Hall in Kensington. Nelson's Column (built to commemorate Admiral Horatio Nelson) is a nationally recognised monument in Trafalgar Square, one of the focal points of central London. Older buildings are mainly brick, commonly the yellow London stock brick.In the dense areas, most of the concentration is via medium- and high-rise buildings. London's skyscrapers, such as 30 St Mary Axe (dubbed "The Gherkin"), Tower 42, the Broadgate Tower and One Canada Square, are mostly in the two financial districts, the City of London and Canary Wharf. High-rise development is restricted at certain sites if it would obstruct protected views of St Paul's Cathedral and other historic buildings. This protective policy, known as 'St Paul's Heights', has been in operation by the City of London since 1937. Nevertheless, there are a number of tall skyscrapers in central London, including the 95-storey Shard London Bridge, the tallest building in the United Kingdom and Western Europe.Other notable modern buildings include The Scalpel, 20 Fenchurch Street (dubbed "The Walkie-Talkie"), the former City Hall in Southwark, the Art Deco BBC Broadcasting House plus the Postmodernist British Library in Somers Town/Kings Cross and No 1 Poultry by James Stirling. The BT Tower stands at 620 feet (189 m) and has a 360 degree coloured LED screen near the top. What was formerly the Millennium Dome, by the Thames to the east of Canary Wharf, is now an entertainment venue called the O2 Arena.
+
+
+=== Natural history ===
+The London Natural History Society suggests that London is "one of the World's Greenest Cities" with more than 40 per cent green space or open water. They indicate that 2000 species of flowering plant have been found growing there and that the tidal Thames supports 120 species of fish. They state that over 60 species of bird nest in central London and that their members have recorded 47 species of butterfly, 1173 moths and more than 270 kinds of spider around London. London's wetland areas support nationally important populations of many water birds. London has 38 Sites of Special Scientific Interest (SSSIs), two national nature reserves and 76 local nature reserves.Amphibians are common in the capital, including smooth newts living by the Tate Modern, and common frogs, common toads, palmate newts and great crested newts. On the other hand, native reptiles such as slowworms, common lizards, barred grass snakes and adders, are mostly only seen in Outer London.
+Among other inhabitants of London are 10,000 red foxes, so that there are now 16 foxes for every square mile (6 per square kilometre) of London. Other mammals found in Greater London are hedgehog, brown rat, mice, rabbit, shrew, vole, and grey squirrel. In wilder areas of Outer London, such as Epping Forest, a wide variety of mammals are found, including European hare, badger, field, bank and water vole, wood mouse, yellow-necked mouse, mole, shrew, and weasel, in addition to red fox, grey squirrel and hedgehog. A dead otter was found at The Highway, in Wapping, about a mile from the Tower Bridge, which would suggest that they have begun to move back after being absent a hundred years from the city. Ten of England's eighteen species of bats have been recorded in Epping Forest: soprano, Nathusius' and common pipistrelles, common noctule, serotine, barbastelle, Daubenton's, brown long-eared, Natterer's and Leisler's.Herds of red and fallow deer roam freely within much of Richmond and Bushy Park. A cull takes place each November and February to ensure numbers can be sustained. Epping Forest is also known for its fallow deer, which can frequently be seen in herds to the north of the Forest. A rare population of melanistic, black fallow deer is also maintained at the Deer Sanctuary near Theydon Bois. Muntjac deer are also found in the forest. While Londoners are accustomed to wildlife such as birds and foxes sharing the city, more recently urban deer have started becoming a regular feature, and whole herds of fallow deer come into residential areas at night to take advantage of London's green spaces.
+
+
+== Demography ==
+
+London's continuous urban area extends beyond Greater London and numbered 9,787,426 people in 2011, while its wider metropolitan area had a population of 12–14 million, depending on the definition used. According to Eurostat, London is the second most populous metropolitan area in Europe. A net 726,000 immigrants arrived there in the period 1991–2001.The region covers 610 square miles (1,579 km2), giving a population density of 13,410 inhabitants per square mile (5,177/km2) more than ten times that of any other British region. In population terms, London is the 19th largest city and the 18th largest metropolitan region.In tenure, 23.1% socially rent within London, 46.8% either own their house outright or with a mortgage or loan and 30% privately rent at the 2021 census. Many Londoner's work from home, 42.9% did so at the 2021 census while 20.6% drive a car to work. The biggest decrease in method of transportation was seen within those who take the train and underground, declining from 22.6% in 2011 to 9.6% in 2021. In qualifications, 46.7% of London had census classified Level 4 qualifications or higher, which is predominately university degrees. 16.2% had no qualifications at all.
+
+
+=== Age structure and median age ===
+London's median age is one of the youngest regions in the UK. It was recorded in 2018 that London's residents were 36.5 years old, which was younger than the UK median of 40.3.Children younger than 14 constituted 20.6% of the population in Outer London in 2018, and 18% in Inner London. The 15–24 age group was 11.1% in Outer and 10.2% in Inner London, those aged 25–44 years 30.6% in Outer London and 39.7% in Inner London, those aged 45–64 years 24% and 20.7% in Outer and Inner London respectively. Those aged 65 and over are 13.6% in Outer London, but only 9.3% in Inner London.
+
+
+=== Country of birth ===
+The 2021 census recorded that 3,575,739 people or 40.6% of London's population were foreign-born, making it among the cities with the largest immigrant population in terms of absolute numbers and a growth of roughly 3 million since 1971 when the foreign born population was 668,373. 13% of the total population were Asian born (32.1% of the total foreign born population), 7.1% are African born (17.5%), 15.5% are Other European born (38.2%) and 4.2% were born in the Americas and Caribbean (10.3%). The 5 largest single country of origin's were respectively India, Romania, Poland, Bangladesh and Pakistan.About 56.8% of children born in London in 2021 were born to a mother who was born abroad. This trend has been increasing in the past two decades when foreign born mothers made up 43.3% of births in 2001 in London, becoming the majority in the middle of the 2000s by 2006 comprising 52.5%.A large degree of the foreign born population who were present at the 2021 census had arrived relatively recently. Of the total population, those that arrived between the years of 2011 and 2021 account for 16.6% of London. Those who arrived between 2001 and 2010 are 10.4%, between 1991 and 2001, 5.7%, and prior to 1990, 7.3%.
+
+
+=== Ethnic groups ===
+
+According to the Office for National Statistics, based on the 2021 census, 53.8 per cent of the 8,173,941 inhabitants of London were White, with 36.8% White British, 1.8% White Irish, 0.1% Gypsy/Irish Traveller, 0.4 Roma and 14.7% classified as Other White. Meanwhile, 22.2% of Londoners were of Asian or mixed-Asian descent, with 20.8% being of full Asian descents and 1.4% being of mixed-Asian heritage. Indians accounted for 7.5% of the population, followed by Pakistanis and Bangladeshis at 3.3% and 3.7% respectively. Chinese people accounted for 1.7%, and Arabs for 1.6%. A further 4.6% were classified as "Other Asian". 15.9% of London's population were of Black or mixed-Black descent. 13.5% were of full Black descent, with persons of mixed-Black heritage comprising 2.4%. Black Africans accounted for 7.9% of London's population; 3.9% identified as Black Caribbean, and 1.7% as "Other Black". 5.7% were of mixed race. This ethnic structure has changed considerably since the 1960s. Estimates for 1961 put the total non-White ethnic minority population at 179,109 comprising 2.3% of the population at the time, having risen since then to 1,346,119 and 20.2% in 1991 and 4,068,553 and 46.2% in 2021. Of those of a White British background, estimates for 1971 put the population at 6,500,000 and 87% of the total population, of since fell to 3,239,281 and 36.8% in 2021.As of 2021, the majority of London's school pupils come from ethnic minority backgrounds. 23.9% were White British, 14% Other White, 23.2% Asian, 17.9% Black, 11.3% Mixed, 6.3% Other and 2.3% unclassified. Altogether at the 2021 census, of London's 1,695,741 population aged 0 to 15, 42% were White in total, spliting it down into 30.9% who were White British, 0.5% Irish, 10.6% Other White, 23% Asian, 16.4% Black, 12% Mixed and 6.6% another ethnic group.
+
+
+=== Languages ===
+In January 2005, a survey of London's ethnic and religious diversity claimed that more than 300 languages were spoken in London and more than 50 non-indigenous communities had populations of more than 10,000. At the 2021 census, 78.4% spoke English as their first language. The 5 biggest languages outside of English were Romanian, Spanish, Polish, Bengali and Portuguese.
+
+
+=== Religion ===
+
+According to the 2021 Census, the largest religious groupings were Christians (40.66%), followed by those of no religion (20.7%), Muslims (15%), no response (8.5%), Hindus (5.15%), Jews (1.65%), Sikhs (1.64%), Buddhists (1.0%) and other (0.8%).London has traditionally been Christian, and has a large number of churches, particularly in the City of London. The well-known St Paul's Cathedral in the City and Southwark Cathedral south of the river are Anglican administrative centres, while the Archbishop of Canterbury, principal bishop of the Church of England and worldwide Anglican Communion, has his main residence at Lambeth Palace in the London Borough of Lambeth.
+
+Important national and royal ceremonies are shared between St Paul's and Westminster Abbey. The Abbey is not to be confused with nearby Westminster Cathedral, the largest Roman Catholic cathedral in England and Wales. Despite the prevalence of Anglican churches, observance is low within the denomination. Anglican Church attendance continues a long, steady decline, according to Church of England statistics.Notable mosques include the East London Mosque in Tower Hamlets, which is allowed to give the Islamic call to prayer through loudspeakers, the London Central Mosque on the edge of Regent's Park and the Baitul Futuh of the Ahmadiyya Muslim Community. After the oil boom, increasing numbers of wealthy Middle-Eastern Arab Muslims based themselves around Mayfair, Kensington and Knightsbridge in West London. There are large Bengali Muslim communities in the eastern boroughs of Tower Hamlets and Newham.Large Hindu communities are found in the north-western boroughs of Harrow and Brent, the latter hosting what was until 2006 Europe's largest Hindu temple, Neasden Temple. London is home to 44 Hindu temples, including the BAPS Shri Swaminarayan Mandir London. There are Sikh communities in East and West London, particularly in Southall, home to one of the largest Sikh populations and the largest Sikh temple outside India.The majority of British Jews live in London, with notable Jewish communities in Stamford Hill, Stanmore, Golders Green, Finchley, Hampstead, Hendon and Edgware, all in North London. Bevis Marks Synagogue in the City of London is affiliated to London's historic Sephardic Jewish community. It is the only synagogue in Europe to have held regular services continually for over 300 years. Stanmore and Canons Park Synagogue has the largest membership of any Orthodox synagogue in Europe. The London Jewish Forum was set up in 2006 in response to the growing significance of devolved London Government.
+
+
+=== Accents ===
+Cockney is an accent heard across London, mainly spoken by working-class and lower-middle class Londoners. It is mainly attributed to the East End and wider East London, having originated there in the 18th century, although it has been suggested that the Cockney style of speech is much older. Some features of Cockney include, Th-fronting (pronouncing "th" as "f"), "th" inside a word is pronounced with a "v", H-dropping, and, like most English accents, a Cockney accent drops the "r" after a vowel. John Camden Hotten, in his Slang Dictionary of 1859, makes reference to Cockney "use of a peculiar slang language" (Cockney rhyming slang) when describing the costermongers of the East End. Since the start of the 21st century the extreme form of the Cockney dialect is less common in parts of the East End itself, with modern strongholds including other parts of London and suburbs in the home counties. This is particularly pronounced in areas like Romford (in the London Borough of Havering) and Southend (in Essex) which have received significant inflows of older East End residents in recent decades.Estuary English is an intermediate accent between Cockney and Received Pronunciation. It is widely spoken by people of all classes.Multicultural London English (MLE) is a multiethnolect becoming increasingly common in multicultural areas amongst young, working-class people from diverse backgrounds. It is a fusion of an array of ethnic accents, in particular Afro-Caribbean and South Asian, with a significant Cockney influence.Received Pronunciation (RP) is the accent traditionally regarded as the standard for British English. It has no specific geographical correlate, although it is also traditionally defined as the standard speech used in London and south-eastern England. It is mainly spoken by upper-class and upper-middle class Londoners.
+
+
+== Economy ==
+
+London's gross regional product in 2019 was £503 billion, around a quarter of UK GDP. London has five major business districts: the city, Westminster, Canary Wharf, Camden & Islington and Lambeth & Southwark. One way to get an idea of their relative importance is to look at relative amounts of office space: Greater London had 27 million m2 of office space in 2001, and the City contains the most space, with 8 million m2 of office space. London has some of the highest real estate prices in the world.
+
+
+=== City of London ===
+London's finance industry is based in the City of London and Canary Wharf, the two major business districts. London is one of the pre-eminent financial centres of the world as the most important location for international finance. London took over as a major financial centre shortly after 1795 when the Dutch Republic collapsed before the Napoleonic armies. This caused many bankers established in Amsterdam (e.g. Hope, Baring  I'm), to move to London. Also, London's market-centred system (as opposed to the bank-centred one in Amsterdam) grew more dominant in the 18th century. The London financial elite was strengthened by a strong Jewish community from all over Europe capable of mastering the most sophisticated financial tools of the time. This economic strength of the city was attributed to its diversity.
+By the mid-19th century, London was the leading financial centre, and at the end of the century over half the world's trade was financed in British currency. Still, as of 2016 London tops the world rankings on the Global Financial Centres Index (GFCI), and it ranked second in A.T. Kearney's 2018 Global Cities Index.London's largest industry is finance, and its financial exports make it a large contributor to the UK's balance of payments. Notwithstanding a post-Brexit exodus of stock listings from the London Stock Exchange, London is still one of Europe's most economically powerful cities, and it remains one of the major financial centres of the world. It is the world's biggest currency trading centre, accounting for some 37 per cent of the $5.1 trillion average daily volume, according to the BIS. Over 85 per cent (3.2 million) of the employed population of greater London works in the services industries. Because of its prominent global role, London's economy had been affected by the financial crisis of 2007–2008. However, by 2010 the city had recovered, put in place new regulatory powers, proceeded to regain lost ground and re-established London's economic dominance. Along with professional services headquarters, the City of London is home to the Bank of England, London Stock Exchange, and Lloyd's of London insurance market.Over half the UK's top 100 listed companies (the FTSE 100) and over 100 of Europe's 500 largest companies have their headquarters in central London. Over 70 per cent of the FTSE 100 are within London's metropolitan area, and 75 per cent of Fortune 500 companies have offices in London. In a 1992 report commissioned by the London Stock Exchange, Sir Adrian Cadbury, chairman of his family's confectionery company Cadbury, produced the Cadbury Report, a code of best practice which served as a basis for reform of corporate governance around the world.
+
+
+=== Media and technology ===
+
+Media companies are concentrated in London, and the media distribution industry is London's second most competitive sector. The BBC, the world's oldest national broadcaster, is a significant employer, while other broadcasters, including ITV, Channel 4, Channel 5, and Sky, also have headquarters around the city. Many national newspapers, including The Times, founded in 1785, are edited in London; the term Fleet Street (where most national newspapers operated) remains a metonym for the British national press. The communications company WPP is the world's largest advertising agency.A large number of technology companies are based in London, notably in East London Tech City, also known as Silicon Roundabout. In 2014 the city was among the first to receive a geoTLD. In February 2014 London was ranked as the European City of the Future in the 2014/15 list by fDi Intelligence. A museum in Bletchley Park, where Alan Turing was based during World War II, is in Bletchley, 40 miles (64 km) north of central London, as is The National Museum of Computing.The gas and electricity distribution networks that manage and operate the towers, cables and pressure systems that deliver energy to consumers across the city are managed by National Grid plc, SGN and UK Power Networks.
+
+
+=== Tourism ===
+
+London is one of the leading tourist destinations in the world and in 2015 was ranked as the most visited city in the world with over 65 million visits. It is also the top city in the world by visitor cross-border spending, estimated at US$20.23 billion in 2015. Tourism is one of London's prime industries, employing 700,000 full-time workers in 2016, and contributes £36 billion a year to the economy. The city accounts for 54% of all inbound visitor spending in the UK. As of 2016 London was the world top city destination as ranked by TripAdvisor users.In 2015 the top most-visited attractions in the UK were all in London. The top 10 most visited attractions were (with visits per venue):
+British Museum: 6,820,686
+National Gallery: 5,908,254
+Natural History Museum (South Kensington): 5,284,023
+Southbank Centre: 5,102,883
+Tate Modern: 4,712,581
+Victoria and Albert Museum (South Kensington): 3,432,325
+Science Museum: 3,356,212
+Somerset House: 3,235,104
+Tower of London: 2,785,249
+National Portrait Gallery: 2,145,486The number of hotel rooms in London in 2015 stood at 138,769, and is expected to grow over the years.
+
+
+== Transport ==
+
+Transport is one of the four main areas of policy administered by the Mayor of London, but the mayor's financial control does not extend to the longer-distance rail network that enters London. In 2007 the Mayor of London assumed responsibility for some local lines, which now form the London Overground network, adding to the existing responsibility for the London Underground, trams and buses. The public transport network is administered by Transport for London (TfL).The lines that formed the London Underground, as well as trams and buses, became part of an integrated transport system in 1933 when the London Passenger Transport Board or London Transport was created. Transport for London is now the statutory corporation responsible for most aspects of the transport system in Greater London, and is run by a board and a commissioner appointed by the Mayor of London.
+
+
+=== Aviation ===
+
+London is a major international air transport hub with the busiest city airspace in the world. Eight airports use the word London in their name, but most traffic passes through six of these. Additionally, various other airports also serve London, catering primarily to general aviation flights.
+
+Heathrow Airport, in Hillingdon, West London, was for many years the busiest airport in the world for international traffic, and is the major hub of the nation's flag carrier, British Airways. In March 2008 its fifth terminal was opened.
+Gatwick Airport, south of London in West Sussex, handles flights to more destinations than any other UK airport and is the main base of easyJet, the UK's largest airline by number of passengers.
+Stansted Airport, north-east of London in Essex, has flights that serve the greatest number of European destinations of any UK airport and is the main base of Ryanair, the world's largest international airline by number of international passengers.
+Luton Airport, to the north of London in Bedfordshire, is used by several budget airlines (especially easyJet and Wizz Air) for short-haul flights.
+London City Airport, the most central airport and the one with the shortest runway, in Newham, East London, is focused on business travellers, with a mixture of full-service short-haul scheduled flights and considerable business jet traffic.
+Southend Airport, east of London in Essex, is a smaller, regional airport that caters for short-haul flights on a limited, though growing, number of airlines. In 2017, international passengers made up over 95% of the total at Southend, the highest proportion of any London airport.
+
+
+=== Rail ===
+
+
+==== Underground and DLR ====
+Opened in 1863, the London Underground, commonly referred to as the Tube or just the Underground, is the oldest and third longest metro system in the world. The system serves 272 stations, and was formed from several private companies, including the world's first underground electric line, the City and South London Railway, which opened in 1890.Over four million journeys are made every day on the Underground network, over 1 billion each year. An investment programme is attempting to reduce congestion and improve reliability, including £6.5 billion (€7.7 billion) spent before the 2012 Summer Olympics. The Docklands Light Railway (DLR), which opened in 1987, is a second, more local metro system using smaller and lighter tram-type vehicles that serve the Docklands, Greenwich and Lewisham.
+
+
+==== Suburban ====
+There are 368 railway stations in the London Travelcard Zones on an extensive above-ground suburban railway network. South London, particularly, has a high concentration of railways as it has fewer Underground lines. Most rail lines terminate around the centre of London, running into eighteen terminal stations, with the exception of the Thameslink trains connecting Bedford in the north and Brighton in the south via Luton and Gatwick airports. London has Britain's busiest station by number of passengers—Waterloo, with over 184 million people using the interchange station complex (which includes Waterloo East station) each year. Clapham Junction is one of Europe's busiest rail interchanges.With the need for more rail capacity, the Elizabeth Line (also known as Crossrail) opened in May 2022. It is a new railway line running east to west through London and into the Home Counties with a branch to Heathrow Airport. It was Europe's biggest construction project, with a £15 billion projected cost.
+
+
+==== Inter-city and international ====
+London is the centre of the National Rail network, with 70 per cent of rail journeys starting or ending in London. King's Cross station and Euston station, both in London, are the starting points of the East Coast Main Line and the West Coast Main Line – the two main railway lines in Britain. Like suburban rail services, regional and inter-city trains depart from several termini around the city centre, directly linking London with most of Great Britain's major cities and towns. The Flying Scotsman is an express passenger train service that has operated between London and Edinburgh since 1862; the world famous steam locomotive named after this service, Flying Scotsman, was the first locomotive to reach the officially authenticated speed of 100 miles per hour (161 km/h) in 1934.Some international railway services to Continental Europe were operated during the 20th century as boat trains. The opening of the Channel Tunnel in 1994 connected London directly to the continental rail network, allowing Eurostar services to begin. Since 2007, high-speed trains link St. Pancras International with Lille, Calais, Paris, Disneyland Paris, Brussels, Amsterdam and other European tourist destinations via the High Speed 1 rail link and the Channel Tunnel. The first high-speed domestic trains started in June 2009 linking Kent to London. There are plans for a second high speed line linking London to the Midlands, North West England, and Yorkshire.
+
+
+=== Buses, coaches and trams ===
+
+London's bus network runs 24 hours a day with about 9,300 vehicles, over 675 bus routes and about 19,000 bus stops. In 2019 the network had over 2 billion commuter trips per year. Since 2010 an average of £1.2 billion is taken in revenue each year. London has one of the largest wheelchair-accessible networks in the world and from the third quarter of 2007, became more accessible to hearing and visually impaired passengers as audio-visual announcements were introduced.London's coach hub is Victoria Coach Station, opened in 1932. Nationalised in 1970 and subsequently purchased by London Transport which then became Transport for London, Victoria Coach Station has over 14 million passengers a year and provides services across the UK and continental Europe.London has a modern tram network, known as Tramlink. It has 39 stops and four routes, and carried 28 million people in 2013. Since June 2008, Transport for London has completely owned and operated Tramlink.
+
+
+=== Cable car ===
+London's first and to date only cable car is the London Cable Car, which opened in June 2012. The cable car crosses the Thames and links Greenwich Peninsula with the Royal Docks in the east of the city. It is able to carry up to 2,500 passengers per hour in each direction at peak times.
+
+
+=== Cycling ===
+
+In the Greater London Area, around 670,000 people use a bike every day, meaning around 7% of the total population of around 8.8 million use a bike on an average day. Cycling has become an increasingly popular way to get around London. The launch of a bicycle hire scheme in July 2010 was successful and generally well received.
+
+
+=== Port and river boats ===
+The Port of London, once the largest in the world, is now only the second-largest in the United Kingdom, handling 45 million tonnes of cargo each year as of 2009. Most of this cargo passes through the Port of Tilbury, outside the boundary of Greater London.London has river boat services on the Thames known as Thames Clippers, which offer both commuter and tourist boat services. At major piers including Canary Wharf, London Bridge City, Battersea Power Station and London Eye (Waterloo), services depart at least every 20 minutes during commuter times. The Woolwich Ferry, with 2.5 million passengers every year, is a frequent service linking the North and South Circular Roads.
+
+
+=== Roads ===
+Although the majority of journeys in central London are made by public transport, car travel is common in the suburbs. The inner ring road (around the city centre), the North and South Circular roads (just within the suburbs), and the outer orbital motorway (the M25, just outside the built-up area in most places) encircle the city and are intersected by a number of busy radial routes—but very few motorways penetrate into inner London. The M25 is the second-longest ring-road motorway in Europe at 117 miles (188 km) long. The A1 and M1 connect London to Leeds, and Newcastle and Edinburgh.
+The Austin Motor Company began making hackney carriages (London taxis) in 1929, and models include Austin FX3 from 1948, Austin FX4 from 1958, with more recent models TXII and TX4 manufactured by London Taxis International. The BBC states, "ubiquitous black cabs and red double-decker buses all have long and tangled stories that are deeply embedded in London's traditions".London is notorious for its traffic congestion; in 2009, the average speed of a car in the rush hour was recorded at 10.6 mph (17.1 km/h). In 2003, a congestion charge was introduced to reduce traffic volumes in the city centre. With a few exceptions, motorists are required to pay to drive within a defined zone encompassing much of central London. Motorists who are residents of the defined zone can buy a greatly reduced season pass. Over the course of several years, the average number of cars entering the centre of London on a weekday was reduced from 195,000 to 125,000 cars.Low Traffic Neighbourhoods (LTN) were widely introduced in London, but in 2023 the Department for Transport stopped funding them, even though the benefits outweighed the costs by approximately 100 times in the first 20 years and the difference is growing over time.
+
+
+== Education ==
+
+
+=== Tertiary education ===
+
+London is a major global centre of higher education teaching and research and has the largest concentration of higher education institutes in Europe. According to the QS World University Rankings 2015/16, London has the greatest concentration of top class universities in the world and its international student population of around 110,000 is larger than any other city in the world. A 2014 PricewaterhouseCoopers report termed London the global capital of higher education.
+A number of world-leading education institutions are based in London. In the 2022 QS World University Rankings, Imperial College London is ranked No. 6 in the world, University College London (UCL) is ranked 8th, and King's College London (KCL) is ranked 37th. All are regularly ranked highly, with Imperial College being the UK's leading university in the Research Excellence Framework ranking 2021. The London School of Economics (LSE) has been described as the world's leading social science institution for both teaching and research. The London Business School is considered one of the world's leading business schools and in 2015 its MBA programme was ranked second-best in the world by the Financial Times. The city is also home to three of the world's top ten performing arts schools (as ranked by the 2020 QS World University Rankings): the Royal College of Music (ranking 2nd in the world), the Royal Academy of Music (ranking 4th) and the Guildhall School of Music and Drama (ranking 6th).With students in London and around 48,000 in University of London Worldwide, the federal University of London is the largest contact teaching university in the UK. It includes five multi-faculty universities – City, King's College London, Queen Mary, Royal Holloway and UCL – and a number of smaller and more specialised institutions including Birkbeck, the Courtauld Institute of Art, Goldsmiths, the London Business School, the London School of Economics, the London School of Hygiene & Tropical Medicine, the Royal Academy of Music, the Central School of Speech and Drama, the Royal Veterinary College and the School of Oriental and African Studies.Universities in London outside the University of London system include Brunel University, Imperial College London, Kingston University, London Metropolitan University, University of East London, University of West London, University of Westminster, London South Bank University, Middlesex University, and University of the Arts London (the largest university of art, design, fashion, communication and the performing arts in Europe). In addition, there are three international universities – Regent's University London, Richmond, The American International University in London and Schiller International University.
+
+London is home to five major medical schools – Barts and The London School of Medicine and Dentistry (part of Queen Mary), King's College London School of Medicine (the largest medical school in Europe), Imperial College School of Medicine, UCL Medical School and St George's, University of London – and has many affiliated teaching hospitals. It is also a major centre for biomedical research, and three of the UK's eight academic health science centres are based in the city – Imperial College Healthcare, King's Health Partners and UCL Partners (the largest such centre in Europe). Additionally, many biomedical and biotechnology spin out companies from these research institutions are based around the city, most prominently in White City. Founded by pioneering nurse Florence Nightingale at St Thomas' Hospital in 1860, the first nursing school is now part of King's College London. It was at King's in 1952 where a team led by Rosalind Franklin captured Photo 51, the critical evidence in identifying the structure of DNA. There are a number of business schools in London, including the London School of Business and Finance, Cass Business School (part of City University London), Hult International Business School, ESCP Europe, European Business School London, Imperial College Business School, the London Business School and the UCL School of Management.
+
+London is also home to many specialist arts education institutions, including the Royal Academy of Dramatic Art (RADA), Central School of Ballet, London Academy of Music and Dramatic Art (LAMDA), London College of Contemporary Arts (LCCA), London Contemporary Dance School, National Centre for Circus Arts, Rambert School of Ballet and Contemporary Dance, the Royal College of Art, Sylvia Young Theatre School and Trinity Laban. The BRIT School in the London borough of Croydon provides training for the performing arts and technologies.
+
+
+=== Primary and secondary education ===
+
+The majority of primary and secondary schools and further-education colleges in London are controlled by the London boroughs or otherwise state-funded; leading examples include Ashbourne College, Bethnal Green Academy, Brampton Manor Academy, City and Islington College, City of Westminster College, David Game College, Ealing, Hammersmith and West London College, Leyton Sixth Form College, London Academy of Excellence, Tower Hamlets College, and Newham Collegiate Sixth Form Centre. There are also a number of private schools and colleges in London, some old and famous, such as City of London School, Harrow, St Paul's School, Haberdashers' Aske's Boys' School, University College School, The John Lyon School, Highgate School and Westminster School.
+
+
+=== Royal Observatory, Greenwich and learned societies ===
+Founded in 1675, the Royal Observatory in Greenwich was established to address the problem of calculating longitude for navigational purposes. This pioneering work in solving longitude featured in astronomer royal Nevil Maskelyne's Nautical Almanac which made the Greenwich meridian the universal reference point, and helped lead to the international adoption of Greenwich as the prime meridian (0° longitude) in 1884.Important scientific learned societies based in London include the Royal Society—the UK's national academy of sciences and the oldest national scientific institution in the world—founded in 1660, and the Royal Institution, founded in 1799. Since 1825, the Royal Institution Christmas Lectures have presented scientific subjects to a general audience, and speakers have included physicist and inventor Michael Faraday, aerospace engineer Frank Whittle, naturalist David Attenborough and evolutionary biologist Richard Dawkins.
+
+
+== Culture ==
+
+
+=== Leisure and entertainment ===
+
+Leisure is a major part of the London economy. A 2003 report attributed a quarter of the entire UK leisure economy to London at 25.6 events per 1000 people. The city is one of the four fashion capitals of the world, and, according to official statistics, is the world's third-busiest film production centre, presents more live comedy than any other city, and has the biggest theatre audience of any city in the world.
+Within the City of Westminster in London, the entertainment district of the West End has its focus around Leicester Square, where London and world film premieres are held, and Piccadilly Circus, with its giant electronic advertisements. London's theatre district is here, as are many cinemas, bars, clubs, and restaurants, including the city's Chinatown district (in Soho), and just to the east is Covent Garden, an area housing speciality shops. The city is the home of Andrew Lloyd Webber, whose musicals have dominated West End theatre since the late 20th century. Agatha Christie's The Mousetrap, the world's longest-running play, has been performed in the West End since 1952. The Laurence Olivier Awards–named after Laurence Olivier–are given annually by the Society of London Theatre. The Royal Ballet, English National Ballet, Royal Opera, and English National Opera are based in London and perform at the Royal Opera House, the London Coliseum, Sadler's Wells Theatre, and the Royal Albert Hall, as well as touring the country.Islington's 1 mile (1.6 km) long Upper Street, extending northwards from Angel, has more bars and restaurants than any other street in the UK. Europe's busiest shopping area is Oxford Street, a shopping street nearly 1 mile (1.6 km) long, making it the longest shopping street in the UK. It is home to vast numbers of retailers and department stores, including Selfridges flagship store. Knightsbridge, home to the equally renowned Harrods department store, lies to the south-west. One of the world's largest retail destinations, London frequently ranks at or near the top of retail sales of any city. In 2017 it was ranked the top city for luxury store openings. Opened in 1760 with its flagship store on Regent Street since 1881, Hamleys is the oldest toy store in the world. Madame Tussauds wax museum opened in Baker Street in 1835, an era viewed as being when London's tourism industry began.
+London is home to designers John Galliano, Stella McCartney, Manolo Blahnik, and Jimmy Choo, among others; its renowned art and fashion schools make it one of the four international centres of fashion. Mary Quant designed the miniskirt in her King's Road boutique in Swinging Sixties London. London offers a great variety of cuisine as a result of its ethnically diverse population. Gastronomic centres include the Bangladeshi restaurants of Brick Lane and the Chinese restaurants of Chinatown. There are Chinese takeaways throughout London, as are Indian restaurants which provide Indian and Anglo-Indian cuisine. Around 1860, the first fish and chips shop in London was opened by Joseph Malin, a Jewish immigrant, in Bow. The full English breakfast dates from the Victorian era, and many cafes in London serve a full English breakfast throughout the day. London has five 3-Michelin star restaurants, including Restaurant Gordon Ramsay in Chelsea. Many hotels in London provide a traditional afternoon tea service, such as the Oscar Wilde Lounge at the Hotel Café Royal in Piccadilly, and a themed tea service is also available, for example an Alice in Wonderland themed afternoon tea served at the Egerton House Hotel, and Charlie and the Chocolate Factory themed afternoon tea at One Aldwych in Covent Garden. The nation's most popular biscuit to dunk in tea, chocolate digestives have been manufactured by McVitie's at their Harlesden factory in north-west London since 1925.
+There is a variety of annual events, beginning with the relatively new New Year's Day Parade, a fireworks display at the London Eye; the world's second largest street party, the Notting Hill Carnival, is held on the late August Bank Holiday each year. Traditional parades include November's Lord Mayor's Show, a centuries-old event celebrating the annual appointment of a new Lord Mayor of the City of London with a procession along the streets of the city, and June's Trooping the Colour, a formal military pageant performed by regiments of the Commonwealth and British armies to celebrate the King's Official Birthday. The Boishakhi Mela is a Bengali New Year festival celebrated by the British Bangladeshi community. It is the largest open-air Asian festival in Europe. After the Notting Hill Carnival, it is the second-largest street festival in the United Kingdom attracting over 80,000 visitors. First held in 1862, the RHS Chelsea Flower Show (run by the Royal Horticultural Society) takes place in May every year.
+
+
+=== LGBT scene ===
+
+The first gay bar in London in the modern sense was The Cave of the Golden Calf, established as a night club in an underground location at 9 Heddon Street, just off Regent Street, in 1912 and "which developed a reputation for sexual freedom and tolerance of same-sex relations."
+While London has been an LGBT tourism destination, after homosexuality was decriminalised in England in 1967 gay bar culture became more visible, and from the early 1970s Soho (and in particular Old Compton Street) became the centre of the London LGBT community. G-A-Y, previously based at the Astoria, and now Heaven, is a long-running night club.Wider British cultural movements have influenced LGBT culture: for example, the emergence of glam rock in the UK in the early 1970s, via Marc Bolan and David Bowie, saw a generation of teenagers begin playing with the idea of androgyny, and the West End musical The Rocky Horror Show, which debuted in London in 1973, is also widely said to have been an influence on countercultural and sexual liberation movements. The Blitz Kids (which included Boy George) frequented the Tuesday club-night at Blitz in Covent Garden, helping launch the New Romantic subcultural movement in the late 1970s. Today, the annual London Pride Parade and the London Lesbian and Gay Film Festival are held in the city.
+
+
+=== Literature, film and television ===
+
+London has been the setting for many works of literature. The pilgrims in Geoffrey Chaucer's late 14th-century Canterbury Tales set out for Canterbury from London. William Shakespeare spent a large part of his life living and working in London; his contemporary Ben Jonson was also based there, and some of his work, most notably his play The Alchemist, was set in the city. A Journal of the Plague Year (1722) by Daniel Defoe is a fictionalisation of the events of the 1665 Great Plague.The literary centres of London have traditionally been hilly Hampstead and (since the early 20th century) Bloomsbury. Writers closely associated with the city are the diarist Samuel Pepys, noted for his eyewitness account of the Great Fire; Charles Dickens, whose representation of a foggy, snowy, grimy London of street sweepers and pickpockets has influenced people's vision of early Victorian London; and Virginia Woolf, regarded as one of the foremost modernist literary figures of the 20th century. Later important depictions of London from the 19th and early 20th centuries are Arthur Conan Doyle's Sherlock Holmes stories. Robert Louis Stevenson mixed in London literary circles, and in 1886 he wrote the Strange Case of Dr Jekyll and Mr Hyde, a gothic novella set in Victorian London. In 1898, H. G. Wells' sci-fi novel The War of the Worlds sees London (and southern England) invaded by Martians. Letitia Elizabeth Landon wrote Calendar of the London Seasons in 1834. Modern writers influenced by the city include Peter Ackroyd, author of a "biography" of London, and Iain Sinclair, who writes in the genre of psychogeography. In the 1940s, George Orwell wrote essays in the London Evening Standard, including "A Nice Cup of Tea" (method for making tea) and "The Moon Under Water" (an ideal pub). The WWII evacuation of children from London is depicted in C. S. Lewis' first Narnia book The Lion, the Witch and the Wardrobe (1950). On Christmas Eve 1925, Winnie-the-Pooh debuted in London's Evening News, with the character based on a stuffed toy A. A. Milne bought for his son Christopher Robin in Harrods. In 1958, author Michael Bond created Paddington Bear, a refugee found in Paddington station. A screen adaptation, Paddington (2014), features the calypso song "London is the Place for Me".
+
+London has played a significant role in the film industry. Major studios within or bordering London include Pinewood, Elstree, Ealing, Shepperton, Twickenham, and Leavesden, with the James Bond and Harry Potter series among many notable films produced here. Working Title Films has its headquarters in London. A post-production community is centred in Soho, and London houses six of the world's largest visual effects companies, such as Framestore. The Imaginarium, a digital performance-capture studio, was founded by Andy Serkis. London has been the setting for films including Oliver Twist (1948), Scrooge (1951), Peter Pan (1953), One Hundred and One Dalmatians (1961), My Fair Lady (1964), Mary Poppins (1964), Blowup (1966), A Clockwork Orange (1971), The Long Good Friday (1980), The Great Mouse Detective (1986), Notting Hill (1999), Love Actually (2003), V for Vendetta (2005), Sweeney Todd: The Demon Barber of Fleet Street (2008) and The King's Speech (2010). Notable actors and filmmakers from London include Charlie Chaplin, Alfred Hitchcock, Michael Caine, Julie Andrews, Peter Sellers, David Lean, Julie Christie, Gary Oldman, Emma Thompson, Guy Ritchie, Christopher Nolan, Alan Rickman, Jude Law, Helena Bonham Carter, Idris Elba, Tom Hardy, Daniel Radcliffe, Keira Knightley, Riz Ahmed, Dev Patel, Daniel Kaluuya, Tom Holland and Daniel Day-Lewis. Post-war Ealing comedies featured Alec Guinness, from the 1950s Hammer Horrors starred Christopher Lee, films by Michael Powell included the London-set early slasher Peeping Tom (1960), the 1970s comedy troupe Monty Python had film editing suites in Covent Garden, while since the 1990s Richard Curtis's rom-coms have featured Hugh Grant. The largest cinema chain in the country, Odeon Cinemas was founded in London in 1928 by Oscar Deutsch. The British Academy Film Awards (BAFTAs) have been held in London since 1949, with the BAFTA Fellowship the Academy's highest accolade. Founded in 1957, the BFI London Film Festival takes place over two weeks every October.London is a major centre for television production, with studios including Television Centre, ITV Studios, Sky Campus and Fountain Studios; the latter hosted the original talent shows, Pop Idol, The X Factor, and Britain's Got Talent, before each format was exported around the world. Formerly a franchise of ITV, Thames Television featured comedians such as Benny Hill and Rowan Atkinson (Mr. Bean was first screened by Thames), while Talkback produced Da Ali G Show which featured Sacha Baron Cohen as Ali G. Many television shows have been set in London, including the popular television soap opera EastEnders.
+
+
+=== Museums, art galleries and libraries ===
+London is home to many museums, galleries, and other institutions, many of which are free of admission charges and are major tourist attractions as well as playing a research role. The first of these to be established was the British Museum in Bloomsbury, in 1753. Originally containing antiquities, natural history specimens, and the national library, the museum now has 7 million artefacts from around the globe. In 1824, the National Gallery was founded to house the British national collection of Western paintings; this now occupies a prominent position in Trafalgar Square.The British Library is the second largest library in the world, and the national library of the United Kingdom. There are many other research libraries, including the Wellcome Library and Dana Centre, as well as university libraries, including the British Library of Political and Economic Science at LSE, the Abdus Salam Library at Imperial, the Maughan Library at King's, and the Senate House Libraries at the University of London.In the latter half of the 19th century the locale of South Kensington was developed as "Albertopolis", a cultural and scientific quarter. Three major national museums are there: the Victoria and Albert Museum, the Natural History Museum, and the Science Museum. The National Portrait Gallery was founded in 1856 to house depictions of figures from British history; its holdings now comprise the world's most extensive collection of portraits. The national gallery of British art is at Tate Britain, originally established as an annexe of the National Gallery in 1897. The Tate Gallery, as it was formerly known, also became a major centre for modern art. In 2000, this collection moved to Tate Modern, a new gallery housed in the former Bankside Power Station which is accessed by pedestrians north of the Thames via the Millennium Bridge.
+
+
+=== Music ===
+London is one of the major classical and popular music capitals of the world and hosts major music corporations, such as Universal Music Group International and Warner Music Group, and countless bands, musicians and industry professionals. The city is also home to many orchestras and concert halls, such as the Barbican Arts Centre (principal base of the London Symphony Orchestra and the London Symphony Chorus), the Southbank Centre (London Philharmonic Orchestra and the Philharmonia Orchestra), Cadogan Hall (Royal Philharmonic Orchestra) and the Royal Albert Hall (The Proms). The Proms, an eight-week summer season of daily orchestral classical music first held in 1895, ends with the Last Night of the Proms. London's two main opera houses are the Royal Opera House and the London Coliseum (home to the English National Opera). The UK's largest pipe organ is at the Royal Albert Hall. Other significant instruments are in cathedrals and major churches—the church bells of St Clement Danes feature in the 1744 nursery rhyme "Oranges and Lemons". Several conservatoires are within the city: Royal Academy of Music, Royal College of Music, Guildhall School of Music and Drama and Trinity Laban. The record label EMI was formed in the city in 1931, and an early employee for the company, Alan Blumlein, created stereo sound that year.
+London has numerous venues for rock and pop concerts, including the world's busiest indoor venue, the O2 Arena, and Wembley Arena, as well as many mid-sized venues, such as Brixton Academy, the Hammersmith Apollo and the Shepherd's Bush Empire. Several music festivals, including the Wireless Festival, Lovebox and Hyde Park's British Summer Time, are held in London.The city is home to the original Hard Rock Cafe and the Abbey Road Studios, where the Beatles recorded many of their hits. In the 1960s, 1970s and 1980s, musicians and groups like Elton John, Pink Floyd, David Bowie, the Rolling Stones, the Kinks, Queen, Eric Clapton, the Who, Cliff Richard, Led Zeppelin, Iron Maiden, Deep Purple, T. Rex, the Police, Elvis Costello, Dire Straits, Cat Stevens, Fleetwood Mac, the Cure, Madness, Culture Club, Dusty Springfield, Phil Collins, Rod Stewart, Status Quo and Sade, derived their sound from the streets and rhythms of London.London was instrumental in the development of punk music, with figures such as the Sex Pistols, the Clash and fashion designer Vivienne Westwood all based in the city. Other artists to emerge from the London music scene include George Michael, Kate Bush, Seal, Siouxsie and the Banshees, Bush, the Spice Girls, Jamiroquai, Blur, the Prodigy, Gorillaz, Mumford & Sons, Coldplay, Dido, Amy Winehouse, Adele, Sam Smith, Ed Sheeran, Leona Lewis, Ellie Goulding, Dua Lipa and Florence and the Machine. Artists from London played a prominent role in the development of synth-pop, including Gary Numan, Depeche Mode, the Pet Shop Boys and Eurythmics; the latter's "Sweet Dreams (Are Made of This)" was recorded in the attic of their north London home, heralding a trend for home recording methods. Artists from London with a Caribbean influence include Hot Chocolate, Billy Ocean, Soul II Soul and Eddy Grant, with the latter fusing reggae, soul and samba with rock and pop. London is also a centre for urban music. In particular the genres UK garage, drum and bass, dubstep and grime evolved in the city from the foreign genres of house, hip hop, and reggae, alongside local drum and bass. Urban acts from London include Stormzy, M.I.A., Jay Sean and Rita Ora. Music station BBC Radio 1Xtra was set up to support the rise of local urban contemporary music both in London and in the rest of the United Kingdom. The British Phonographic Industry's annual popular music awards, the Brit Awards, are held in London.
+
+
+== Recreation ==
+
+
+=== Parks and open spaces ===
+
+A 2013 report by the City of London Corporation said that London is the "greenest city" in Europe with 35,000 acres (14,164 hectares) of public parks, woodlands and gardens. The largest parks in the central area of London are three of the eight Royal Parks, namely Hyde Park and its neighbour Kensington Gardens in the west, and Regent's Park to the north. Hyde Park in particular is popular for sports and sometimes hosts open-air concerts. Regent's Park contains London Zoo, the world's oldest scientific zoo, and is near Madame Tussauds wax museum. Primrose Hill is a popular spot from which to view the city skyline.Close to Hyde Park are smaller Royal Parks, Green Park and St. James's Park. A number of large parks lie outside the city centre, including Hampstead Heath and the remaining Royal Parks of Greenwich Park to the southeast, and Bushy Park and Richmond Park (the largest) to the southwest. Hampton Court Park is also a royal park, but, because it contains a palace, it is administered by the Historic Royal Palaces, unlike the eight Royal Parks.Close to Richmond Park is Kew Gardens, which has the world's largest collection of living plants. In 2003, the gardens were put on the UNESCO list of World Heritage Sites. There are also parks administered by London's borough Councils, including Victoria Park in the East End and Battersea Park in the centre. Some more informal, semi-natural open spaces also exist, including Hampstead Heath and Epping Forest, both controlled by the City of London Corporation. Hampstead Heath incorporates Kenwood House, a former stately home and a popular location in the summer months when classical musical concerts are held by the lake. Epping Forest is a popular venue for various outdoor activities, including mountain biking, walking, horse riding, golf, angling, and orienteering. Three of the UK's most-visited theme parks, Thorpe Park near Staines-upon-Thames, Chessington World of Adventures in Chessington and Legoland Windsor, are located within 20 miles (32 km) of London.
+
+
+=== Walking ===
+Walking is a popular recreational activity in London. Areas that provide for walks include Wimbledon Common, Epping Forest, Hampton Court Park, Hampstead Heath, the eight Royal Parks, canals and disused railway tracks. Access to canals and rivers has improved recently, including the creation of the Thames Path, some 28 miles (45 km) of which is within Greater London, and The Wandle Trail along the River Wandle.Other long-distance paths, linking green spaces, have also been created, including the Capital Ring, the Green Chain Walk, London Outer Orbital Path ("Loop"), Jubilee Walkway, Lea Valley Walk, and the Diana, Princess of Wales Memorial Walk.
+
+
+== Sport ==
+
+London has hosted the Summer Olympics three times: in 1908, 1948, and 2012, making it the first city to host the modern Games three times. The city was also the host of the British Empire Games in 1934. In 2017, London hosted the World Championships in Athletics for the first time.London's most popular sport is football, and it has seven clubs in the Premier League in the 2022–23 season: Arsenal, Brentford, Chelsea, Crystal Palace, Fulham, Tottenham Hotspur, and West Ham United. Other professional men's teams in London are AFC Wimbledon, Barnet, Bromley, Charlton Athletic, Dagenham & Redbridge, Leyton Orient, Millwall, Queens Park Rangers and Sutton United. Four London-based teams are in the Women's Super League: Arsenal, Chelsea, Tottenham and West Ham United.
+Two Premiership Rugby union teams are based in Greater London: Harlequins and Saracens. Ealing Trailfinders and London Scottish play in the RFU Championship; other rugby union clubs in the city include Richmond, Rosslyn Park, Westcombe Park and Blackheath. Twickenham Stadium in south-west London hosts home matches for the England national rugby union team. While rugby league is more popular in the north of England, the sport has one professional club in London – the London Broncos who play in the Super League.
+One of London's best-known annual sports competitions is the Wimbledon Tennis Championships, held at the All England Club in the south-western suburb of Wimbledon since 1877. Played in late June to early July, it is the oldest tennis tournament in the world and widely considered the most prestigious.London has two Test cricket grounds which host the England cricket team, Lord's (home of Middlesex C.C.C.) and the Oval (home of Surrey C.C.C.). Lord's has hosted four finals of the Cricket World Cup and is known as the Home of Cricket. In golf, the Wentworth Club is located in Virginia Water, Surrey on the south-west fringes of London, while the closest venue to London that is used as one of the courses for the Open Championship, the oldest major and tournament in golf, is Royal St George's in Sandwich, Kent. Alexandra Palace in north London hosts the PDC World Darts Championship and the Masters snooker tournament. Other key annual events are the mass-participation London Marathon and the University Boat Race on the Thames contested between Oxford and Cambridge.
+
+
+== Notable people ==
+
+
+== See also ==
+Outline of England
+Outline of London
+
+
+== Notes ==
+
+
+== References ==
+
+
+=== Bibliography ===
+Ackroyd, Peter (2001). London: The Biography. London: Vintage. p. 880. ISBN 978-0-09-942258-7.
+Mills, David (2001). Dictionary of London Place Names. Oxford Paperbacks. ISBN 978-0-19-280106-7. OCLC 45406491.
+
+
+== External links ==
+
+London.gov.uk – Greater London Authority
+VisitLondon.com – official tourism site
+Museum of London
+London in British History Online, with links to numerous authoritative online sources
+"London", In Our Time, BBC Radio 4 discussion with Peter Ackroyd, Claire Tomalin and Iain Sinclair (28 September 2000)
+ Geographic data related to London at OpenStreetMap
+Old maps of London, from the Eran Laor Cartographic Collection, National Library of Israel
\ No newline at end of file
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@@ -0,0 +1 @@
+{"docstore/data": {"0f48de9a-f957-42b5-9718-d40872e66fe0": {"__data__": {"id_": "0f48de9a-f957-42b5-9718-d40872e66fe0", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "346b7c63-98e4-45cd-9522-4e8b89338bd9", "node_type": "1", "metadata": {}, "hash": "026df1643bf7a22b7acb82f0588edc509cf278effa1ad14782f2fc022203d751", "class_name": "RelatedNodeInfo"}}, "text": "London is the capital and largest city of England, and the United Kingdom, with a population of around 8.8 million, and the largest city in Western Europe by metropolitan area, with a population of 14.8 million. It stands on the River Thames in south-east England at the head of a 50-mile (80 km) estuary down to the North Sea and has been a major settlement for nearly two millennia. The City of London, its ancient core and financial centre, was founded by the Romans as Londinium and retains its medieval boundaries. The City of Westminster, to the west of the City of London, has for centuries hosted the national government and parliament. Since the 19th century, the name \"London\" also refers to the metropolis around this core, historically split among the counties of Middlesex, Essex, Surrey, Kent, and Hertfordshire, which since 1965 has largely comprised Greater London, which is governed by 33 local authorities and the Greater London Authority.As one of the world's major global cities, London exerts a strong influence on world art, entertainment, fashion, commerce and finance, education, health care, media, science and technology, tourism, transport, and communications. Despite a post-Brexit exodus of stock listings from the London Stock Exchange, London is still one of Europe's most economically powerful cities, and it remains one of the major financial centres in the world. With Europe's largest concentration of higher education institutions, it is home to some of the highest-ranked academic institutions in the world\u2014Imperial College London in natural and applied sciences, the London School of Economics in social sciences, and the comprehensive University College London. London is the most visited city in Europe and has the busiest city airport system in the world. The London Underground is the oldest rapid transit system in the world.London's diverse cultures encompass over 300 languages. The 2023 population of Greater London of just under 10 million made it Europe's third-most populous city, accounting for 13.4% of the population of the United Kingdom and over 16% of the population of England. The Greater London Built-up Area is the fourth-most populous in Europe, with about 9.8 million inhabitants at the 2011 census. The London metropolitan area is the third-most populous in Europe, with about 14 million inhabitants in 2016, granting London the status of a megacity.\r\nLondon has four World Heritage Sites: the Tower of London; Kew Gardens; the combined Palace of Westminster, Westminster Abbey, and St Margaret's Church; and the historic settlement in Greenwich, where the Royal Observatory, Greenwich, defines the prime meridian (0\u00b0 longitude) and Greenwich Mean Time. Other landmarks include Buckingham Palace, the London Eye, Piccadilly Circus, St Paul's Cathedral, Tower Bridge, and Trafalgar Square. London has many museums, galleries, libraries, and cultural venues, including the British Museum, National Gallery, Natural History Museum, Tate Modern, British Library, and numerous West End theatres. Important sporting events held in London include the FA Cup Final, the Wimbledon Tennis Championships, and the London Marathon. In 2012, London became the first city to host three Summer Olympic Games.\r\n\r\n\r\n== Toponymy ==\r\n\r\nLondon is an ancient name, attested in the first century AD, usually in the Latinised form Londinium. Modern scientific analyses of the name must account for the origins of the different forms found in early sources: Latin (usually Londinium), Old English (usually Lunden), and Welsh (usually Llundein), with reference to the known developments over time of sounds in those different languages. It is agreed that the name came into these languages from Common Brythonic; recent work tends to reconstruct the lost Celtic form of the name as *Londonjon or something similar. This was adapted into Latin as Londinium and borrowed into Old English.Until 1889, the name \"London\" applied officially only to the City of London, but since then it has also referred to the County of London and to Greater London.\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Prehistory ===\r\nIn 1993, remains of a Bronze Age bridge were found on the south foreshore upstream from Vauxhall Bridge. Two of the timbers were radiocarbon dated to 1750\u20131285 BC. In 2010, foundations of a large timber structure, dated to 4800\u20134500 BC, were found on the Thames's south foreshore downstream from Vauxhall Bridge. Both structures are on the south bank of the Thames, where the now-underground River Effra flows into the Thames.", "start_char_idx": 0, "end_char_idx": 4552, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "346b7c63-98e4-45cd-9522-4e8b89338bd9": {"__data__": {"id_": "346b7c63-98e4-45cd-9522-4e8b89338bd9", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "0f48de9a-f957-42b5-9718-d40872e66fe0", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "c83b5c77026725ae98f98f8286a1f91ed8eb3c11f01b0be235572ec2fc59ff99", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e7661fe1-04f7-4c1d-bff8-d63d778c596f", "node_type": "1", "metadata": {}, "hash": "5ba5755d0d7d586e52992247a76a01cc39f353638750457ecb1f78013d09548b", "class_name": "RelatedNodeInfo"}}, "text": "This was adapted into Latin as Londinium and borrowed into Old English.Until 1889, the name \"London\" applied officially only to the City of London, but since then it has also referred to the County of London and to Greater London.\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Prehistory ===\r\nIn 1993, remains of a Bronze Age bridge were found on the south foreshore upstream from Vauxhall Bridge. Two of the timbers were radiocarbon dated to 1750\u20131285 BC. In 2010, foundations of a large timber structure, dated to 4800\u20134500 BC, were found on the Thames's south foreshore downstream from Vauxhall Bridge. Both structures are on the south bank of the Thames, where the now-underground River Effra flows into the Thames.\r\n\r\n\r\n=== Roman London ===\r\n\r\nDespite the evidence of scattered Brythonic settlements in the area, the first major settlement was founded by the Romans around 47 AD, about four years after their invasion of 43 AD. This only lasted until about 61 AD, when the Iceni tribe led by Queen Boudica stormed it and burnt it to the ground.The next planned incarnation of Londinium prospered, superseding Colchester as the principal city of the Roman province of Britannia in 100. At its height in the 2nd century, Roman London had a population of about 60,000.\r\n\r\n\r\n=== Anglo-Saxon and Viking-period London ===\r\nWith the early 5th-century collapse of Roman rule, the walled city of Londinium was effectively abandoned, although Roman civilisation continued around St Martin-in-the-Fields until about 450. From about 500, an Anglo-Saxon settlement known as Lundenwic developed slightly west of the old Roman city. By about 680 the city had become a major port again, but there is little evidence of large-scale production. From the 820s repeated Viking assaults brought decline. Three are recorded; those in 851 and 886 succeeded, while the last, in 994, was rebuffed.The Vikings applied Danelaw over much of eastern and northern England, its boundary running roughly from London to Chester as an area of political and geographical control imposed by the Viking incursions formally agreed by the Danish warlord, Guthrum and the West Saxon king Alfred the Great in 886. The Anglo-Saxon Chronicle records that Alfred \"refounded\" London in 886. Archaeological research shows this involved abandonment of Lundenwic and a revival of life and trade within the old Roman walls. London then grew slowly until a dramatic increase in about 950.By the 11th century, London was clearly the largest town in England. Westminster Abbey, rebuilt in Romanesque style by King Edward the Confessor, was one of the grandest churches in Europe. Winchester had been the capital of Anglo-Saxon England, but from this time London became the main forum for foreign traders and the base for defence in time of war. In the view of Frank Stenton: \"It had the resources, and it was rapidly developing the dignity and the political self-consciousness appropriate to a national capital.\"\r\n\r\n\r\n=== Middle Ages ===\r\nAfter winning the Battle of Hastings, William, Duke of Normandy was crowned King of England in newly completed Westminster Abbey on Christmas Day 1066. William built the Tower of London, the first of many such in England rebuilt in stone in the south-eastern corner of the city, to intimidate the inhabitants. In 1097, William II began building Westminster Hall, close by the abbey of the same name. It became the basis of a new Palace of Westminster.In the 12th century, the institutions of central government, which had hitherto followed the royal English court around the country, grew in size and sophistication and became increasingly fixed, for most purposes at Westminster, although the royal treasury came to rest in the Tower. While the City of Westminster developed into a true governmental capital, its distinct neighbour, the City of London, remained England's largest city and principal commercial centre and flourished under its own unique administration, the Corporation of London. In 1100, its population was some 18,000; by 1300 it had grown to nearly 100,000. With the Black Death in the mid-14th century, London lost nearly a third of its population. London was the focus of the Peasants' Revolt in 1381.London was a centre of England's Jewish population before their expulsion by Edward I in 1290. Violence against Jews occurred in 1190, when it was rumoured that the new king had ordered their massacre after they had presented themselves at his coronation.", "start_char_idx": 3851, "end_char_idx": 8303, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e7661fe1-04f7-4c1d-bff8-d63d778c596f": {"__data__": {"id_": "e7661fe1-04f7-4c1d-bff8-d63d778c596f", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "346b7c63-98e4-45cd-9522-4e8b89338bd9", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "333b64c07c64a634dacf0ea3c7a44aef91a677fa2ed8d93a0c06d45fcb6db6d1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "52886501-0bb1-408d-8e65-df531773413a", "node_type": "1", "metadata": {}, "hash": "e4ae05edeb900fc29ba936eeda8357735a30cd78450627f9a58ad39153109a53", "class_name": "RelatedNodeInfo"}}, "text": "While the City of Westminster developed into a true governmental capital, its distinct neighbour, the City of London, remained England's largest city and principal commercial centre and flourished under its own unique administration, the Corporation of London. In 1100, its population was some 18,000; by 1300 it had grown to nearly 100,000. With the Black Death in the mid-14th century, London lost nearly a third of its population. London was the focus of the Peasants' Revolt in 1381.London was a centre of England's Jewish population before their expulsion by Edward I in 1290. Violence against Jews occurred in 1190, when it was rumoured that the new king had ordered their massacre after they had presented themselves at his coronation. In 1264 during the Second Barons' War, Simon de Montfort's rebels killed 500 Jews while attempting to seize records of debts.\r\n\r\n\r\n=== Early modern ===\r\nDuring the Tudor period, the Reformation produced a gradual shift to Protestantism. Much of London property passed from church to private ownership, which accelerated trade and business in the city. In 1475, the Hanseatic League set up a main trading base (kontor) of England in London, called the Stalhof or Steelyard. It remained until 1853, when the Hanseatic cities of L\u00fcbeck, Bremen and Hamburg sold the property to South Eastern Railway. Woollen cloth was shipped undyed and undressed from 14th/15th century London to the nearby shores of the Low Countries.Yet English maritime enterprise hardly reached beyond the seas of north-west Europe. The commercial route to Italy and the Mediterranean was normally through Antwerp and over the Alps; any ships passing through the Strait of Gibraltar to or from England were likely to be Italian or Ragusan. The reopening of the Netherlands to English shipping in January 1565 spurred a burst of commercial activity. The Royal Exchange was founded. Mercantilism grew and monopoly traders such as the East India Company were founded as trade expanded to the New World. London became the main North Sea port, with migrants arriving from England and abroad. The population rose from about 50,000 in 1530 to about 225,000 in 1605.\r\nIn the 16th century, William Shakespeare and his contemporaries lived in London during English Renaissance theatre. Shakespeare's Globe Theatre was constructed in 1599 in Southwark. Stage performances came to a halt in London when Puritan authorities shut down the theatres in the 1640s. The ban on theatre was lifted during the Restoration in 1660, and London's oldest operating theatre, Drury Lane, opened in 1663 in what is now the West End theatre district.By the end of the Tudor period in 1603, London was still compact. There was an assassination attempt on James I in Westminster, in the Gunpowder Plot of 5 November 1605. In 1637, the government of Charles I attempted to reform administration in the London area. This called for the Corporation of the city to extend its jurisdiction and administration over expanding areas around the city. Fearing an attempt by the Crown to diminish the Liberties of London, coupled with a lack of interest in administering these additional areas or concern by city guilds of having to share power, caused the Corporation's \"The Great Refusal\", a decision which largely continues to account for the unique governmental status of the City.In the English Civil War, the majority of Londoners supported the Parliamentary cause. After an initial advance by the Royalists in 1642, culminating in the battles of Brentford and Turnham Green, London was surrounded by a defensive perimeter wall known as the Lines of Communication. The lines were built by up to 20,000 people, and were completed in under two months.\r\nThe fortifications failed their only test when the New Model Army entered London in 1647, and they were levelled by Parliament the same year.\r\nLondon was plagued by disease in the early 17th century, culminating in the Great Plague of 1665\u20131666, which killed up to 100,000 people, or a fifth of the population.The Great Fire of London broke out in 1666 in Pudding Lane in the city and quickly swept through the wooden buildings. Rebuilding took over ten years and was supervised by polymath Robert Hooke. In 1708 Christopher Wren's masterpiece, St Paul's Cathedral, was completed. During the Georgian era, new districts such as Mayfair were formed in the west; new bridges over the Thames encouraged development in South London. In the east, the Port of London expanded downstream.", "start_char_idx": 7561, "end_char_idx": 12068, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "52886501-0bb1-408d-8e65-df531773413a": {"__data__": {"id_": "52886501-0bb1-408d-8e65-df531773413a", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "e7661fe1-04f7-4c1d-bff8-d63d778c596f", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6d709f1d1a26b7a0d0d8ef20aadb8395b3f56e3de7ab2139465dbf651089f55c", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "baf44801-4cc6-4b83-af17-a9664c7eccf9", "node_type": "1", "metadata": {}, "hash": "855c0721aea91c401b57f8ae5a62b1361bbb25dae1c5f4f7ffd88ff864faef53", "class_name": "RelatedNodeInfo"}}, "text": "The lines were built by up to 20,000 people, and were completed in under two months.\r\nThe fortifications failed their only test when the New Model Army entered London in 1647, and they were levelled by Parliament the same year.\r\nLondon was plagued by disease in the early 17th century, culminating in the Great Plague of 1665\u20131666, which killed up to 100,000 people, or a fifth of the population.The Great Fire of London broke out in 1666 in Pudding Lane in the city and quickly swept through the wooden buildings. Rebuilding took over ten years and was supervised by polymath Robert Hooke. In 1708 Christopher Wren's masterpiece, St Paul's Cathedral, was completed. During the Georgian era, new districts such as Mayfair were formed in the west; new bridges over the Thames encouraged development in South London. In the east, the Port of London expanded downstream. London's development as an international financial centre matured for much of the 18th century.In 1762, George III acquired Buckingham House, which was enlarged over the next 75 years. During the 18th century, London was said to be dogged by crime, and the Bow Street Runners were established in 1750 as a professional police force. Epidemics during the 1720s and 30s saw most children born in the city die before reaching their fifth birthday.Coffee-houses became a popular place to debate ideas, as growing literacy and development of the printing press made news widely available, with Fleet Street becoming the centre of the British press. The invasion of Amsterdam by Napoleonic armies led many financiers to relocate to London and the first London international issue was arranged in 1817. Around the same time, the Royal Navy became the world's leading war fleet, acting as a major deterrent to potential economic adversaries. The repeal of the Corn Laws in 1846 was specifically aimed at weakening Dutch economic power. London then overtook Amsterdam as the leading international financial centre.\r\n\r\n\r\n=== Late modern and contemporary ===\r\nWith the onset of the Industrial Revolution in Britain, an unprecedented growth in urbanisation took place, and the number of High Streets (the primary street for retail in Britain) rapidly grew. London was the world's largest city from about 1831 to 1925, with a population density of 802 per acre (325 per hectare). In addition to the growing number of stores selling goods, such as Harding, Howell & Co.\u2014one of the first department stores\u2014located on Pall Mall, the streets had scores of street sellers. London's overcrowded conditions led to cholera epidemics, claiming 14,000 lives in 1848, and 6,000 in 1866. Rising traffic congestion led to the creation of the world's first urban rail network. The Metropolitan Board of Works oversaw infrastructure expansion in the capital and some surrounding counties; it was abolished in 1889 when the London County Council was created out of county areas surrounding the capital.From the early years of the 20th century onwards, teashops were found on High Streets across London and the rest of Britain, with Lyons, who opened the first of their chain of teashops in Piccadilly in 1894, leading the way. The tearooms, such as the Criterion in Piccadilly, became a popular meeting place for women from the suffrage movement. The city was the target of many attacks during the suffragette bombing and arson campaign, between 1912 and 1914, which saw historic landmarks such as Westminster Abbey and St Paul's Cathedral bombed.\r\n\r\nLondon was bombed by the Germans in the First World War, and during the Second World War, the Blitz and other bombings by the German Luftwaffe killed over 30,000 Londoners, destroying large tracts of housing and other buildings across the city. The tomb of the Unknown Warrior, an unidentified member of the British armed forces killed during the First World War, was buried in Westminster Abbey on 11 November 1920. The Cenotaph, located in Whitehall, was unveiled on the same day, and is the focal point for the National Service of Remembrance held annually on Remembrance Sunday, the closest Sunday to 11 November.The 1948 Summer Olympics were held at the original Wembley Stadium, while London was still recovering from the war. From the 1940s, London became home to many immigrants, primarily from Commonwealth countries such as Jamaica, India, Bangladesh and Pakistan, making London one of the most diverse cities in the world. In 1951, the Festival of Britain was held on the South Bank.", "start_char_idx": 11201, "end_char_idx": 15685, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "baf44801-4cc6-4b83-af17-a9664c7eccf9": {"__data__": {"id_": "baf44801-4cc6-4b83-af17-a9664c7eccf9", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "52886501-0bb1-408d-8e65-df531773413a", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f940d287ed68e0a42caa82f5b9f76a5b976e16d22dfbee403df416fd8b38e63a", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "0e5b9bf3-b936-44c8-a364-f88000348afc", "node_type": "1", "metadata": {}, "hash": "94e0887af4a2b94b9ec531f2608e1d5d2f7cc8dd3204bd25026c3552e3409b37", "class_name": "RelatedNodeInfo"}}, "text": "The tomb of the Unknown Warrior, an unidentified member of the British armed forces killed during the First World War, was buried in Westminster Abbey on 11 November 1920. The Cenotaph, located in Whitehall, was unveiled on the same day, and is the focal point for the National Service of Remembrance held annually on Remembrance Sunday, the closest Sunday to 11 November.The 1948 Summer Olympics were held at the original Wembley Stadium, while London was still recovering from the war. From the 1940s, London became home to many immigrants, primarily from Commonwealth countries such as Jamaica, India, Bangladesh and Pakistan, making London one of the most diverse cities in the world. In 1951, the Festival of Britain was held on the South Bank. The Great Smog of 1952 led to the Clean Air Act 1956, which ended the \"pea soup fogs\" for which London had been notorious, and had earned it the nickname the \"Big Smoke\".Starting mainly in the mid-1960s, London became a centre for worldwide youth culture, exemplified by the Swinging London sub-culture associated with the King's Road, Chelsea and Carnaby Street. The role of trendsetter revived in the punk era. In 1965 London's political boundaries were expanded in response to the growth of the urban area and a new Greater London Council was created. During The Troubles in Northern Ireland, London was hit from 1973 by bomb attacks by the Provisional Irish Republican Army. These attacks lasted for two decades, starting with the Old Bailey bombing. Racial inequality was highlighted by the 1981 Brixton riot.Greater London's population declined in the decades after the Second World War, from an estimated peak of 8.6 million in 1939 to around 6.8 million in the 1980s. The principal ports for London moved downstream to Felixstowe and Tilbury, with the London Docklands area becoming a focus for regeneration, including the Canary Wharf development. This was born out of London's increasing role as an international financial centre in the 1980s. Located about 2 miles (3.2 km) east of central London, the Thames Barrier was completed in the 1980s to protect London against tidal surges from the North Sea.The Greater London Council was abolished in 1986, leaving London with no central administration until 2000 and the creation of the Greater London Authority. To mark the 21st century, the Millennium Dome, London Eye and Millennium Bridge were constructed. On 6 July 2005 London was awarded the 2012 Summer Olympics, as the first city to stage the Olympic Games three times. On 7 July 2005, three London Underground trains and a double-decker bus were bombed in a series of terrorist attacks.In 2008, Time named London alongside New York City and Hong Kong as Nylonkong, hailing them as the world's three most influential global cities. In January 2015, Greater London's population was estimated to be 8.63 million, its highest since 1939. During the Brexit referendum in 2016, the UK as a whole decided to leave the European Union, but most London constituencies voted for remaining. However, Britain's exit from the EU in early 2020 only marginally weakened London's position as an international financial centre.On 6 May 2023, the coronation of Charles III and his wife, Camilla, as king and queen of the United Kingdom and the other Commonwealth realms, took place at Westminster Abbey, London.\r\n\r\n\r\n== Administration ==\r\n\r\n\r\n=== Local government ===\r\n\r\nThe administration of London is formed of two tiers: a citywide, strategic tier and a local tier. Citywide administration is coordinated by the Greater London Authority (GLA), while local administration is carried out by 33 smaller authorities. The GLA consists of two elected components: the mayor of London, who has executive powers, and the London Assembly, which scrutinises the mayor's decisions and can accept or reject the mayor's budget proposals each year. The GLA has responsibility for the majority of London's transport system through its functional arm Transport for London (TfL), it is responsible for overseeing the city's police and fire services, and also for setting a strategic vision for London on a range of issues. The headquarters of the GLA is City Hall, Newham. The mayor since 2016 has been Sadiq Khan, the first Muslim mayor of a major Western capital. The mayor's statutory planning strategy is published as the London Plan, which was most recently revised in 2011.The local authorities are the councils of the 32 London boroughs and the City of London Corporation.", "start_char_idx": 14936, "end_char_idx": 19448, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "0e5b9bf3-b936-44c8-a364-f88000348afc": {"__data__": {"id_": "0e5b9bf3-b936-44c8-a364-f88000348afc", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "baf44801-4cc6-4b83-af17-a9664c7eccf9", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ac60f65e94d6c54d89c53a04ef1ed3f31ff5aad643a7865b29771d001441ab6e", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d339430e-171e-4bc3-959e-7a44a2b44abf", "node_type": "1", "metadata": {}, "hash": "133bc32f90f72fde788e1df22d3b6a3ec9b2a0ca282eba0b3f68a6ec1f261279", "class_name": "RelatedNodeInfo"}}, "text": "The GLA consists of two elected components: the mayor of London, who has executive powers, and the London Assembly, which scrutinises the mayor's decisions and can accept or reject the mayor's budget proposals each year. The GLA has responsibility for the majority of London's transport system through its functional arm Transport for London (TfL), it is responsible for overseeing the city's police and fire services, and also for setting a strategic vision for London on a range of issues. The headquarters of the GLA is City Hall, Newham. The mayor since 2016 has been Sadiq Khan, the first Muslim mayor of a major Western capital. The mayor's statutory planning strategy is published as the London Plan, which was most recently revised in 2011.The local authorities are the councils of the 32 London boroughs and the City of London Corporation. They are responsible for most local services, such as local planning, schools, libraries, leisure and recreation, social services, local roads and refuse collection. Certain functions, such as waste management, are provided through joint arrangements. In 2009\u20132010 the combined revenue expenditure by London councils and the GLA amounted to just over \u00a322 billion (\u00a314.7 billion for the boroughs and \u00a37.4 billion for the GLA).The London Fire Brigade is the statutory fire and rescue service for Greater London, run by the London Fire and Emergency Planning Authority. It is the third largest fire service in the world. National Health Service ambulance services are provided by the London Ambulance Service (LAS) NHS Trust, the largest free-at-the-point-of-use emergency ambulance service in the world. The London Air Ambulance charity operates in conjunction with the LAS where required. Her Majesty's Coastguard and the Royal National Lifeboat Institution operate on the River Thames, which is under the jurisdiction of the Port of London Authority from Teddington Lock to the sea.\r\n\r\n\r\n=== National government ===\r\nLondon is the seat of the Government of the United Kingdom. Many government departments, as well as the prime minister's residence at 10 Downing Street, are based close to the Palace of Westminster, particularly along Whitehall. There are 73 members of Parliament (MPs) from London; As of December 2019, 49 are from the Labour Party, 21 are Conservatives, and three are Liberal Democrats. The ministerial post of minister for London was created in 1994 and as of 2020 is held by Paul Scully.\r\n\r\n\r\n=== Policing and crime ===\r\n\r\nPolicing in Greater London, with the exception of the City of London, is provided by the Metropolitan Police (\"The Met\"), overseen by the mayor through the Mayor's Office for Policing and Crime (MOPAC). The Met is also referred to as Scotland Yard after the location of its original headquarters in a road called Great Scotland Yard in Whitehall. The City of London has its own police force \u2013 the City of London Police. First worn by Met police officers in 1863, the custodian helmet has been called a \"cultural icon\" and a \"symbol of British law enforcement\". Introduced by the Met in 1929, the blue police telephone box (basis for the TARDIS in Doctor Who) was once a common sight throughout London and regional cities in the UK.\r\nThe British Transport Police are responsible for police services on National Rail, London Underground, Docklands Light Railway and Tramlink services.\r\nThe Ministry of Defence Police is a special police force in London, which does not generally become involved with policing the general public. The UK's domestic counter-intelligence service (MI5) is headquartered in Thames House on the north bank of the River Thames, and the foreign intelligence service (MI6) is headquartered in the SIS Building on the south bank.Crime rates vary widely across different areas of London. Crime figures are made available nationally at Local Authority and Ward level. In 2015, there were 118 homicides, a 25.5% increase over 2014.\r\nRecorded crime has been rising in London, notably violent crime and murder by stabbing and other means have risen. There were 50 murders from the start of 2018 to mid April 2018. Funding cuts to police in London are likely to have contributed to this, though other factors are involved. However, homicide figures fell in 2022 with 109 recorded for the year, and the murder rate in London is much lower than other major cities around the world.\r\n\r\n\r\n== Geography ==\r\n\r\n\r\n=== Scope ===\r\nLondon, also known as Greater London, is one of nine regions of England and the top subdivision covering most of the city's metropolis.", "start_char_idx": 18600, "end_char_idx": 23164, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d339430e-171e-4bc3-959e-7a44a2b44abf": {"__data__": {"id_": "d339430e-171e-4bc3-959e-7a44a2b44abf", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "0e5b9bf3-b936-44c8-a364-f88000348afc", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "39ba06bb290b822933aba2c478dcb83c909f0e608c2d63f54635429d1878988b", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "dcfd27fa-a510-4f10-8da6-4173fff95c9c", "node_type": "1", "metadata": {}, "hash": "56cbe63672ac755c268a25eadcde058145badef7e1bcd06bfc67ce5b3e13bfba", "class_name": "RelatedNodeInfo"}}, "text": "Crime figures are made available nationally at Local Authority and Ward level. In 2015, there were 118 homicides, a 25.5% increase over 2014.\r\nRecorded crime has been rising in London, notably violent crime and murder by stabbing and other means have risen. There were 50 murders from the start of 2018 to mid April 2018. Funding cuts to police in London are likely to have contributed to this, though other factors are involved. However, homicide figures fell in 2022 with 109 recorded for the year, and the murder rate in London is much lower than other major cities around the world.\r\n\r\n\r\n== Geography ==\r\n\r\n\r\n=== Scope ===\r\nLondon, also known as Greater London, is one of nine regions of England and the top subdivision covering most of the city's metropolis. The City of London at its core once comprised the whole settlement, but as its urban area grew, the Corporation of London resisted attempts to amalgamate the city with its suburbs, causing \"London\" to be defined several ways.\r\nForty per cent of Greater London is covered by the London post town, in which 'London' forms part of postal addresses. The London telephone area code (020) covers a larger area, similar in size to Greater London, although some outer districts are excluded and some just outside included. The Greater London boundary has been aligned to the M25 motorway in places.Further urban expansion is now prevented by the Metropolitan Green Belt, although the built-up area extends beyond the boundary in places, producing a separately defined Greater London Urban Area. Beyond this is the vast London commuter belt. Greater London is split for some purposes into Inner London and Outer London, and by the River Thames into North and South, with an informal central London area. The coordinates of the nominal centre of London, traditionally the original Eleanor Cross at Charing Cross near the junction of Trafalgar Square and Whitehall, are about 51\u00b030\u203226\u2033N 00\u00b007\u203239\u2033W.\r\n\r\n\r\n=== Status ===\r\nWithin London, both the City of London and the City of Westminster have city status and both the City of London and the remainder of Greater London are counties for the purposes of lieutenancies. The area of Greater London includes areas that are part of the historic counties of Middlesex, Kent, Surrey, Essex and Hertfordshire. London's status as the capital of England, and later the United Kingdom, has never been granted or confirmed by statute or in written form.Its status as a capital was established by constitutional convention, which means its status as de facto capital is a part of the UK's uncodified constitution. The capital of England was moved to London from Winchester as the Palace of Westminster developed in the 12th and 13th centuries to become the permanent location of the royal court, and thus the political capital of the nation. More recently, Greater London has been defined as a region of England and in this context is known as London.\r\n\r\n\r\n=== Topography ===\r\nGreater London encompasses a total area of 611 square miles (1,583 km2) an area which had a population of 7,172,036 in 2001 and a population density of 11,760 inhabitants per square mile (4,542/km2). The extended area known as the London Metropolitan Region or the London Metropolitan Agglomeration, comprises a total area of 3,236 square miles (8,382 km2) has a population of 13,709,000 and a population density of 3,900 inhabitants per square mile (1,510/km2).Modern London stands on the Thames, its primary geographical feature, a navigable river which crosses the city from the south-west to the east. The Thames Valley is a flood plain surrounded by gently rolling hills including Parliament Hill, Addington Hills, and Primrose Hill. Historically London grew up at the lowest bridging point on the Thames. The Thames was once a much broader, shallower river with extensive marshlands; at high tide, its shores reached five times their present width.Since the Victorian era the Thames has been extensively embanked, and many of its London tributaries now flow underground. The Thames is a tidal river, and London is vulnerable to flooding. The threat has increased over time because of a slow but continuous rise in high water level caused by climate change and by the slow 'tilting' of the British Isles as a result of post-glacial rebound.\r\n\r\n\r\n=== Climate ===\r\n\r\nLondon has a temperate oceanic climate (K\u00f6ppen: Cfb). Rainfall records have been kept in the city since at least 1697, when records began at Kew.", "start_char_idx": 22401, "end_char_idx": 26881, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "dcfd27fa-a510-4f10-8da6-4173fff95c9c": {"__data__": {"id_": "dcfd27fa-a510-4f10-8da6-4173fff95c9c", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d339430e-171e-4bc3-959e-7a44a2b44abf", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5d3f60429a198ddaaa31f48aa2f1ee7c0c29aa0476c0627277ea070d9b510518", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "2dc82d65-3cd0-440b-9d9d-1c0c0682d9a8", "node_type": "1", "metadata": {}, "hash": "4dafdf4cf75f04aa7ef218cfbfe01920745595837f9f65bdbaa943ac18202d57", "class_name": "RelatedNodeInfo"}}, "text": "The Thames Valley is a flood plain surrounded by gently rolling hills including Parliament Hill, Addington Hills, and Primrose Hill. Historically London grew up at the lowest bridging point on the Thames. The Thames was once a much broader, shallower river with extensive marshlands; at high tide, its shores reached five times their present width.Since the Victorian era the Thames has been extensively embanked, and many of its London tributaries now flow underground. The Thames is a tidal river, and London is vulnerable to flooding. The threat has increased over time because of a slow but continuous rise in high water level caused by climate change and by the slow 'tilting' of the British Isles as a result of post-glacial rebound.\r\n\r\n\r\n=== Climate ===\r\n\r\nLondon has a temperate oceanic climate (K\u00f6ppen: Cfb). Rainfall records have been kept in the city since at least 1697, when records began at Kew. At Kew, the most rainfall in one month is 7.4 inches (189 mm) in November 1755 and the least is 0 inches (0 mm) in both December 1788 and July 1800. Mile End also had 0 inches (0 mm) in April 1893. The wettest year on record is 1903, with a total fall of 38.1 inches (969 mm) and the driest is 1921, with a total fall of 12.1 inches (308 mm). The average annual precipitation amounts to about 600 mm, which is half the annual rainfall of New York City. Despite relatively low annual precipitation, London receives 109.6 rainy days on the 1.0 mm threshold annually. London is vulnerable to climate change, and there is concern among hydrological experts that households may run out of water before 2050.Temperature extremes in London range from 40.2 \u00b0C (104.4 \u00b0F) at Heathrow on 19 July 2022 down to \u221217.4 \u00b0C (0.7 \u00b0F) at Northolt on 13 December 1981. Records for atmospheric pressure have been kept at London since 1692. The highest pressure ever reported is 1,049.8 millibars (31.00 inHg) on 20 January 2020.Summers are generally warm, sometimes hot. London's average July high is 23.5 \u00b0C (74.3 \u00b0F). On average each year, London experiences 31 days above 25 \u00b0C (77.0 \u00b0F) and 4.2 days above 30.0 \u00b0C (86.0 \u00b0F). During the 2003 European heat wave, prolonged heat led to hundreds of heat-related deaths. A previous spell of 15 consecutive days above 32.2 \u00b0C (90.0 \u00b0F) in England in 1976 also caused many heat related deaths. A previous temperature of 37.8 \u00b0C (100.0 \u00b0F) in August 1911 at the Greenwich station was later disregarded as non-standard. Droughts can also, occasionally, be a problem, especially in summer, most recently in summer 2018, and with much drier than average conditions prevailing from May to December. However, the most consecutive days without rain was 73 days in the spring of 1893.Winters are generally cool with little temperature variation. Heavy snow is rare but snow usually falls at least once each winter. Spring and autumn can be pleasant. As a large city, London has a considerable urban heat island effect, making the centre of London at times 5 \u00b0C (9 \u00b0F) warmer than the suburbs and outskirts.\r\n\r\n\r\n=== Areas ===\r\n\r\nPlaces within London's vast urban area are identified using area names, such as Mayfair, Southwark, Wembley, and Whitechapel. These are either informal designations, reflect the names of villages that have been absorbed by sprawl, or are superseded administrative units such as parishes or former boroughs.\r\nSuch names have remained in use through tradition, each referring to a local area with its own distinctive character, but without official boundaries. Since 1965, Greater London has been divided into 32 London boroughs in addition to the ancient City of London. The City of London is the main financial district, and Canary Wharf has recently developed into a new financial and commercial hub in the Docklands to the east.\r\nThe West End is London's main entertainment and shopping district, attracting tourists. West London includes expensive residential areas where properties can sell for tens of millions of pounds.", "start_char_idx": 25972, "end_char_idx": 29956, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "2dc82d65-3cd0-440b-9d9d-1c0c0682d9a8": {"__data__": {"id_": "2dc82d65-3cd0-440b-9d9d-1c0c0682d9a8", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "dcfd27fa-a510-4f10-8da6-4173fff95c9c", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "985b1409ddaca825f09f72fb5f8532b641601bd75b40733224b520cfbde2ac21", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "eebb1409-82ad-4d5e-af84-6a67689596bd", "node_type": "1", "metadata": {}, "hash": "73ef37a7787a4feea0d8055ce78a9899dfe4d65f74df9dcf565b4ed628900979", "class_name": "RelatedNodeInfo"}}, "text": "=== Areas ===\r\n\r\nPlaces within London's vast urban area are identified using area names, such as Mayfair, Southwark, Wembley, and Whitechapel. These are either informal designations, reflect the names of villages that have been absorbed by sprawl, or are superseded administrative units such as parishes or former boroughs.\r\nSuch names have remained in use through tradition, each referring to a local area with its own distinctive character, but without official boundaries. Since 1965, Greater London has been divided into 32 London boroughs in addition to the ancient City of London. The City of London is the main financial district, and Canary Wharf has recently developed into a new financial and commercial hub in the Docklands to the east.\r\nThe West End is London's main entertainment and shopping district, attracting tourists. West London includes expensive residential areas where properties can sell for tens of millions of pounds. The average price for properties in Kensington and Chelsea is over \u00a32 million with a similarly high outlay in most of central London.The East End is the area closest to the original Port of London, known for its high immigrant population, as well as for being one of the poorest areas in London. The surrounding East London area saw much of London's early industrial development; now, brownfield sites throughout the area are being redeveloped as part of the Thames Gateway including the London Riverside and Lower Lea Valley, which was developed into the Olympic Park for the 2012 Olympics and Paralympics.\r\n\r\n\r\n=== Architecture ===\r\n\r\nLondon's buildings are too diverse to be characterised by any particular architectural style, partly because of their varying ages. Many grand houses and public buildings, such as the National Gallery, are constructed from Portland stone. Some areas of the city, particularly those just west of the centre, are characterised by white stucco or whitewashed buildings. Few structures in central London pre-date the Great Fire of 1666, these being a few trace Roman remains, the Tower of London and a few scattered Tudor survivors in the city. Further out is, for example, the Tudor-period Hampton Court Palace.Part of the varied architectural heritage are the 17th-century churches by Christopher Wren, neoclassical financial institutions such as the Royal Exchange and the Bank of England, to the early 20th century Old Bailey courthouse and the 1960s Barbican Estate. The 1939 Battersea Power Station by the river in the south-west is a local landmark, while some railway termini are excellent examples of Victorian architecture, most notably St. Pancras and Paddington. The density of London varies, with high employment density in the central area and Canary Wharf, high residential densities in inner London, and lower densities in Outer London.\r\n\r\nThe Monument in the City of London provides views of the surrounding area while commemorating the Great Fire of London, which originated nearby. Marble Arch and Wellington Arch, at the north and south ends of Park Lane, respectively, have royal connections, as do the Albert Memorial and Royal Albert Hall in Kensington. Nelson's Column (built to commemorate Admiral Horatio Nelson) is a nationally recognised monument in Trafalgar Square, one of the focal points of central London. Older buildings are mainly brick, commonly the yellow London stock brick.In the dense areas, most of the concentration is via medium- and high-rise buildings. London's skyscrapers, such as 30 St Mary Axe (dubbed \"The Gherkin\"), Tower 42, the Broadgate Tower and One Canada Square, are mostly in the two financial districts, the City of London and Canary Wharf. High-rise development is restricted at certain sites if it would obstruct protected views of St Paul's Cathedral and other historic buildings. This protective policy, known as 'St Paul's Heights', has been in operation by the City of London since 1937. Nevertheless, there are a number of tall skyscrapers in central London, including the 95-storey Shard London Bridge, the tallest building in the United Kingdom and Western Europe.Other notable modern buildings include The Scalpel, 20 Fenchurch Street (dubbed \"The Walkie-Talkie\"), the former City Hall in Southwark, the Art Deco BBC Broadcasting House plus the Postmodernist British Library in Somers Town/Kings Cross and No 1 Poultry by James Stirling. The BT Tower stands at 620 feet (189 m) and has a 360 degree coloured LED screen near the top. What was formerly the Millennium Dome, by the Thames to the east of Canary Wharf, is now an entertainment venue called the O2 Arena.\r\n\r\n\r\n=== Natural history ===\r\nThe London Natural History Society suggests that London is \"one of the World's Greenest Cities\" with more than 40 per cent green space or open water.", "start_char_idx": 29013, "end_char_idx": 33804, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "eebb1409-82ad-4d5e-af84-6a67689596bd": {"__data__": {"id_": "eebb1409-82ad-4d5e-af84-6a67689596bd", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "2dc82d65-3cd0-440b-9d9d-1c0c0682d9a8", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "92319db6487992f42bd756db7ff35af8982a6ecf30f4a6064d3270f1eea021d0", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "9942a51b-170d-4ed9-9c61-2ae33b5b9000", "node_type": "1", "metadata": {}, "hash": "17a266361e60b6cbd66238d5c585c93a0ac52792d83081d6eea358ad66212613", "class_name": "RelatedNodeInfo"}}, "text": "Nevertheless, there are a number of tall skyscrapers in central London, including the 95-storey Shard London Bridge, the tallest building in the United Kingdom and Western Europe.Other notable modern buildings include The Scalpel, 20 Fenchurch Street (dubbed \"The Walkie-Talkie\"), the former City Hall in Southwark, the Art Deco BBC Broadcasting House plus the Postmodernist British Library in Somers Town/Kings Cross and No 1 Poultry by James Stirling. The BT Tower stands at 620 feet (189 m) and has a 360 degree coloured LED screen near the top. What was formerly the Millennium Dome, by the Thames to the east of Canary Wharf, is now an entertainment venue called the O2 Arena.\r\n\r\n\r\n=== Natural history ===\r\nThe London Natural History Society suggests that London is \"one of the World's Greenest Cities\" with more than 40 per cent green space or open water. They indicate that 2000 species of flowering plant have been found growing there and that the tidal Thames supports 120 species of fish. They state that over 60 species of bird nest in central London and that their members have recorded 47 species of butterfly, 1173 moths and more than 270 kinds of spider around London. London's wetland areas support nationally important populations of many water birds. London has 38 Sites of Special Scientific Interest (SSSIs), two national nature reserves and 76 local nature reserves.Amphibians are common in the capital, including smooth newts living by the Tate Modern, and common frogs, common toads, palmate newts and great crested newts. On the other hand, native reptiles such as slowworms, common lizards, barred grass snakes and adders, are mostly only seen in Outer London.\r\nAmong other inhabitants of London are 10,000 red foxes, so that there are now 16 foxes for every square mile (6 per square kilometre) of London. Other mammals found in Greater London are hedgehog, brown rat, mice, rabbit, shrew, vole, and grey squirrel. In wilder areas of Outer London, such as Epping Forest, a wide variety of mammals are found, including European hare, badger, field, bank and water vole, wood mouse, yellow-necked mouse, mole, shrew, and weasel, in addition to red fox, grey squirrel and hedgehog. A dead otter was found at The Highway, in Wapping, about a mile from the Tower Bridge, which would suggest that they have begun to move back after being absent a hundred years from the city. Ten of England's eighteen species of bats have been recorded in Epping Forest: soprano, Nathusius' and common pipistrelles, common noctule, serotine, barbastelle, Daubenton's, brown long-eared, Natterer's and Leisler's.Herds of red and fallow deer roam freely within much of Richmond and Bushy Park. A cull takes place each November and February to ensure numbers can be sustained. Epping Forest is also known for its fallow deer, which can frequently be seen in herds to the north of the Forest. A rare population of melanistic, black fallow deer is also maintained at the Deer Sanctuary near Theydon Bois. Muntjac deer are also found in the forest. While Londoners are accustomed to wildlife such as birds and foxes sharing the city, more recently urban deer have started becoming a regular feature, and whole herds of fallow deer come into residential areas at night to take advantage of London's green spaces.\r\n\r\n\r\n== Demography ==\r\n\r\nLondon's continuous urban area extends beyond Greater London and numbered 9,787,426 people in 2011, while its wider metropolitan area had a population of 12\u201314 million, depending on the definition used. According to Eurostat, London is the second most populous metropolitan area in Europe. A net 726,000 immigrants arrived there in the period 1991\u20132001.The region covers 610 square miles (1,579 km2), giving a population density of 13,410 inhabitants per square mile (5,177/km2) more than ten times that of any other British region. In population terms, London is the 19th largest city and the 18th largest metropolitan region.In tenure, 23.1% socially rent within London, 46.8% either own their house outright or with a mortgage or loan and 30% privately rent at the 2021 census. Many Londoner's work from home, 42.9% did so at the 2021 census while 20.6% drive a car to work.", "start_char_idx": 32943, "end_char_idx": 37155, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "9942a51b-170d-4ed9-9c61-2ae33b5b9000": {"__data__": {"id_": "9942a51b-170d-4ed9-9c61-2ae33b5b9000", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "eebb1409-82ad-4d5e-af84-6a67689596bd", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9d3fed8ab4d42c1fdc09022903479ee21ec792c7bdf28d396349abff9c0064f9", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f0f0a1d9-be96-485a-9d72-8e2ae87b5d43", "node_type": "1", "metadata": {}, "hash": "1c6d1c097af180797ec29e86f0177e84de085819198071ec9b8b95ea9f1a1cfe", "class_name": "RelatedNodeInfo"}}, "text": "According to Eurostat, London is the second most populous metropolitan area in Europe. A net 726,000 immigrants arrived there in the period 1991\u20132001.The region covers 610 square miles (1,579 km2), giving a population density of 13,410 inhabitants per square mile (5,177/km2) more than ten times that of any other British region. In population terms, London is the 19th largest city and the 18th largest metropolitan region.In tenure, 23.1% socially rent within London, 46.8% either own their house outright or with a mortgage or loan and 30% privately rent at the 2021 census. Many Londoner's work from home, 42.9% did so at the 2021 census while 20.6% drive a car to work. The biggest decrease in method of transportation was seen within those who take the train and underground, declining from 22.6% in 2011 to 9.6% in 2021. In qualifications, 46.7% of London had census classified Level 4 qualifications or higher, which is predominately university degrees. 16.2% had no qualifications at all.\r\n\r\n\r\n=== Age structure and median age ===\r\nLondon's median age is one of the youngest regions in the UK. It was recorded in 2018 that London's residents were 36.5 years old, which was younger than the UK median of 40.3.Children younger than 14 constituted 20.6% of the population in Outer London in 2018, and 18% in Inner London. The 15\u201324 age group was 11.1% in Outer and 10.2% in Inner London, those aged 25\u201344 years 30.6% in Outer London and 39.7% in Inner London, those aged 45\u201364 years 24% and 20.7% in Outer and Inner London respectively. Those aged 65 and over are 13.6% in Outer London, but only 9.3% in Inner London.\r\n\r\n\r\n=== Country of birth ===\r\nThe 2021 census recorded that 3,575,739 people or 40.6% of London's population were foreign-born, making it among the cities with the largest immigrant population in terms of absolute numbers and a growth of roughly 3 million since 1971 when the foreign born population was 668,373. 13% of the total population were Asian born (32.1% of the total foreign born population), 7.1% are African born (17.5%), 15.5% are Other European born (38.2%) and 4.2% were born in the Americas and Caribbean (10.3%). The 5 largest single country of origin's were respectively India, Romania, Poland, Bangladesh and Pakistan.About 56.8% of children born in London in 2021 were born to a mother who was born abroad. This trend has been increasing in the past two decades when foreign born mothers made up 43.3% of births in 2001 in London, becoming the majority in the middle of the 2000s by 2006 comprising 52.5%.A large degree of the foreign born population who were present at the 2021 census had arrived relatively recently. Of the total population, those that arrived between the years of 2011 and 2021 account for 16.6% of London. Those who arrived between 2001 and 2010 are 10.4%, between 1991 and 2001, 5.7%, and prior to 1990, 7.3%.\r\n\r\n\r\n=== Ethnic groups ===\r\n\r\nAccording to the Office for National Statistics, based on the 2021 census, 53.8 per cent of the 8,173,941 inhabitants of London were White, with 36.8% White British, 1.8% White Irish, 0.1% Gypsy/Irish Traveller, 0.4 Roma and 14.7% classified as Other White. Meanwhile, 22.2% of Londoners were of Asian or mixed-Asian descent, with 20.8% being of full Asian descents and 1.4% being of mixed-Asian heritage. Indians accounted for 7.5% of the population, followed by Pakistanis and Bangladeshis at 3.3% and 3.7% respectively. Chinese people accounted for 1.7%, and Arabs for 1.6%. A further 4.6% were classified as \"Other Asian\". 15.9% of London's population were of Black or mixed-Black descent.", "start_char_idx": 36481, "end_char_idx": 40082, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f0f0a1d9-be96-485a-9d72-8e2ae87b5d43": {"__data__": {"id_": "f0f0a1d9-be96-485a-9d72-8e2ae87b5d43", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "9942a51b-170d-4ed9-9c61-2ae33b5b9000", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "230d6383ba3db09d7d2a3a7feffde794aa868e3ef3016358df702bb8d5770630", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "a5bbecc3-4323-418d-8c3d-928c196baf76", "node_type": "1", "metadata": {}, "hash": "8aefb5ae08325d495d946175d0c22c0f4cd2c9a5886bd5642c0f9dcf70f72f71", "class_name": "RelatedNodeInfo"}}, "text": "Meanwhile, 22.2% of Londoners were of Asian or mixed-Asian descent, with 20.8% being of full Asian descents and 1.4% being of mixed-Asian heritage. Indians accounted for 7.5% of the population, followed by Pakistanis and Bangladeshis at 3.3% and 3.7% respectively. Chinese people accounted for 1.7%, and Arabs for 1.6%. A further 4.6% were classified as \"Other Asian\". 15.9% of London's population were of Black or mixed-Black descent. 13.5% were of full Black descent, with persons of mixed-Black heritage comprising 2.4%. Black Africans accounted for 7.9% of London's population; 3.9% identified as Black Caribbean, and 1.7% as \"Other Black\". 5.7% were of mixed race. This ethnic structure has changed considerably since the 1960s. Estimates for 1961 put the total non-White ethnic minority population at 179,109 comprising 2.3% of the population at the time, having risen since then to 1,346,119 and 20.2% in 1991 and 4,068,553 and 46.2% in 2021. Of those of a White British background, estimates for 1971 put the population at 6,500,000 and 87% of the total population, of since fell to 3,239,281 and 36.8% in 2021.As of 2021, the majority of London's school pupils come from ethnic minority backgrounds. 23.9% were White British, 14% Other White, 23.2% Asian, 17.9% Black, 11.3% Mixed, 6.3% Other and 2.3% unclassified. Altogether at the 2021 census, of London's 1,695,741 population aged 0 to 15, 42% were White in total, spliting it down into 30.9% who were White British, 0.5% Irish, 10.6% Other White, 23% Asian, 16.4% Black, 12% Mixed and 6.6% another ethnic group.\r\n\r\n\r\n=== Languages ===\r\nIn January 2005, a survey of London's ethnic and religious diversity claimed that more than 300 languages were spoken in London and more than 50 non-indigenous communities had populations of more than 10,000. At the 2021 census, 78.4% spoke English as their first language. The 5 biggest languages outside of English were Romanian, Spanish, Polish, Bengali and Portuguese.\r\n\r\n\r\n=== Religion ===\r\n\r\nAccording to the 2021 Census, the largest religious groupings were Christians (40.66%), followed by those of no religion (20.7%), Muslims (15%), no response (8.5%), Hindus (5.15%), Jews (1.65%), Sikhs (1.64%), Buddhists (1.0%) and other (0.8%).London has traditionally been Christian, and has a large number of churches, particularly in the City of London. The well-known St Paul's Cathedral in the City and Southwark Cathedral south of the river are Anglican administrative centres, while the Archbishop of Canterbury, principal bishop of the Church of England and worldwide Anglican Communion, has his main residence at Lambeth Palace in the London Borough of Lambeth.\r\n\r\nImportant national and royal ceremonies are shared between St Paul's and Westminster Abbey. The Abbey is not to be confused with nearby Westminster Cathedral, the largest Roman Catholic cathedral in England and Wales. Despite the prevalence of Anglican churches, observance is low within the denomination. Anglican Church attendance continues a long, steady decline, according to Church of England statistics.Notable mosques include the East London Mosque in Tower Hamlets, which is allowed to give the Islamic call to prayer through loudspeakers, the London Central Mosque on the edge of Regent's Park and the Baitul Futuh of the Ahmadiyya Muslim Community. After the oil boom, increasing numbers of wealthy Middle-Eastern Arab Muslims based themselves around Mayfair, Kensington and Knightsbridge in West London. There are large Bengali Muslim communities in the eastern boroughs of Tower Hamlets and Newham.Large Hindu communities are found in the north-western boroughs of Harrow and Brent, the latter hosting what was until 2006 Europe's largest Hindu temple, Neasden Temple. London is home to 44 Hindu temples, including the BAPS Shri Swaminarayan Mandir London.", "start_char_idx": 39647, "end_char_idx": 43487, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "a5bbecc3-4323-418d-8c3d-928c196baf76": {"__data__": {"id_": "a5bbecc3-4323-418d-8c3d-928c196baf76", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f0f0a1d9-be96-485a-9d72-8e2ae87b5d43", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "04c9de281a9013cb5874b97d0e9248cb66d8874bcedf27f786303baca1277d36", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "80e57392-706d-4d7e-960e-fad643a4d9cb", "node_type": "1", "metadata": {}, "hash": "e2c39761d039cf47ecf8636d5d9312b620d1164e405733a8bab1546c49d874e1", "class_name": "RelatedNodeInfo"}}, "text": "Anglican Church attendance continues a long, steady decline, according to Church of England statistics.Notable mosques include the East London Mosque in Tower Hamlets, which is allowed to give the Islamic call to prayer through loudspeakers, the London Central Mosque on the edge of Regent's Park and the Baitul Futuh of the Ahmadiyya Muslim Community. After the oil boom, increasing numbers of wealthy Middle-Eastern Arab Muslims based themselves around Mayfair, Kensington and Knightsbridge in West London. There are large Bengali Muslim communities in the eastern boroughs of Tower Hamlets and Newham.Large Hindu communities are found in the north-western boroughs of Harrow and Brent, the latter hosting what was until 2006 Europe's largest Hindu temple, Neasden Temple. London is home to 44 Hindu temples, including the BAPS Shri Swaminarayan Mandir London. There are Sikh communities in East and West London, particularly in Southall, home to one of the largest Sikh populations and the largest Sikh temple outside India.The majority of British Jews live in London, with notable Jewish communities in Stamford Hill, Stanmore, Golders Green, Finchley, Hampstead, Hendon and Edgware, all in North London. Bevis Marks Synagogue in the City of London is affiliated to London's historic Sephardic Jewish community. It is the only synagogue in Europe to have held regular services continually for over 300 years. Stanmore and Canons Park Synagogue has the largest membership of any Orthodox synagogue in Europe. The London Jewish Forum was set up in 2006 in response to the growing significance of devolved London Government.\r\n\r\n\r\n=== Accents ===\r\nCockney is an accent heard across London, mainly spoken by working-class and lower-middle class Londoners. It is mainly attributed to the East End and wider East London, having originated there in the 18th century, although it has been suggested that the Cockney style of speech is much older. Some features of Cockney include, Th-fronting (pronouncing \"th\" as \"f\"), \"th\" inside a word is pronounced with a \"v\", H-dropping, and, like most English accents, a Cockney accent drops the \"r\" after a vowel. John Camden Hotten, in his Slang Dictionary of 1859, makes reference to Cockney \"use of a peculiar slang language\" (Cockney rhyming slang) when describing the costermongers of the East End. Since the start of the 21st century the extreme form of the Cockney dialect is less common in parts of the East End itself, with modern strongholds including other parts of London and suburbs in the home counties. This is particularly pronounced in areas like Romford (in the London Borough of Havering) and Southend (in Essex) which have received significant inflows of older East End residents in recent decades.Estuary English is an intermediate accent between Cockney and Received Pronunciation. It is widely spoken by people of all classes.Multicultural London English (MLE) is a multiethnolect becoming increasingly common in multicultural areas amongst young, working-class people from diverse backgrounds. It is a fusion of an array of ethnic accents, in particular Afro-Caribbean and South Asian, with a significant Cockney influence.Received Pronunciation (RP) is the accent traditionally regarded as the standard for British English. It has no specific geographical correlate, although it is also traditionally defined as the standard speech used in London and south-eastern England. It is mainly spoken by upper-class and upper-middle class Londoners.\r\n\r\n\r\n== Economy ==\r\n\r\nLondon's gross regional product in 2019 was \u00a3503 billion, around a quarter of UK GDP. London has five major business districts: the city, Westminster, Canary Wharf, Camden & Islington and Lambeth & Southwark. One way to get an idea of their relative importance is to look at relative amounts of office space: Greater London had 27 million m2 of office space in 2001, and the City contains the most space, with 8 million m2 of office space. London has some of the highest real estate prices in the world.\r\n\r\n\r\n=== City of London ===\r\nLondon's finance industry is based in the City of London and Canary Wharf, the two major business districts. London is one of the pre-eminent financial centres of the world as the most important location for international finance. London took over as a major financial centre shortly after 1795 when the Dutch Republic collapsed before the Napoleonic armies. This caused many bankers established in Amsterdam (e.g. Hope, Baring  I'm), to move to London. Also, London's market-centred system (as opposed to the bank-centred one in Amsterdam) grew more dominant in the 18th century.", "start_char_idx": 42625, "end_char_idx": 47264, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "80e57392-706d-4d7e-960e-fad643a4d9cb": {"__data__": {"id_": "80e57392-706d-4d7e-960e-fad643a4d9cb", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "a5bbecc3-4323-418d-8c3d-928c196baf76", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e21f66c67d35df96f493085aafcae1b695be88a3cfebf8b0d0a8a2dc177e977a", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "483d7ef6-0ecf-4aea-bff1-80254fca0bdc", "node_type": "1", "metadata": {}, "hash": "1103a59ff78e2ac02cfc58ec5b8f3001a5a9571ee0edd28dd9655c9b3364998c", "class_name": "RelatedNodeInfo"}}, "text": "London has some of the highest real estate prices in the world.\r\n\r\n\r\n=== City of London ===\r\nLondon's finance industry is based in the City of London and Canary Wharf, the two major business districts. London is one of the pre-eminent financial centres of the world as the most important location for international finance. London took over as a major financial centre shortly after 1795 when the Dutch Republic collapsed before the Napoleonic armies. This caused many bankers established in Amsterdam (e.g. Hope, Baring  I'm), to move to London. Also, London's market-centred system (as opposed to the bank-centred one in Amsterdam) grew more dominant in the 18th century. The London financial elite was strengthened by a strong Jewish community from all over Europe capable of mastering the most sophisticated financial tools of the time. This economic strength of the city was attributed to its diversity.\r\nBy the mid-19th century, London was the leading financial centre, and at the end of the century over half the world's trade was financed in British currency. Still, as of 2016 London tops the world rankings on the Global Financial Centres Index (GFCI), and it ranked second in A.T. Kearney's 2018 Global Cities Index.London's largest industry is finance, and its financial exports make it a large contributor to the UK's balance of payments. Notwithstanding a post-Brexit exodus of stock listings from the London Stock Exchange, London is still one of Europe's most economically powerful cities, and it remains one of the major financial centres of the world. It is the world's biggest currency trading centre, accounting for some 37 per cent of the $5.1 trillion average daily volume, according to the BIS. Over 85 per cent (3.2 million) of the employed population of greater London works in the services industries. Because of its prominent global role, London's economy had been affected by the financial crisis of 2007\u20132008. However, by 2010 the city had recovered, put in place new regulatory powers, proceeded to regain lost ground and re-established London's economic dominance. Along with professional services headquarters, the City of London is home to the Bank of England, London Stock Exchange, and Lloyd's of London insurance market.Over half the UK's top 100 listed companies (the FTSE 100) and over 100 of Europe's 500 largest companies have their headquarters in central London. Over 70 per cent of the FTSE 100 are within London's metropolitan area, and 75 per cent of Fortune 500 companies have offices in London. In a 1992 report commissioned by the London Stock Exchange, Sir Adrian Cadbury, chairman of his family's confectionery company Cadbury, produced the Cadbury Report, a code of best practice which served as a basis for reform of corporate governance around the world.\r\n\r\n\r\n=== Media and technology ===\r\n\r\nMedia companies are concentrated in London, and the media distribution industry is London's second most competitive sector. The BBC, the world's oldest national broadcaster, is a significant employer, while other broadcasters, including ITV, Channel 4, Channel 5, and Sky, also have headquarters around the city. Many national newspapers, including The Times, founded in 1785, are edited in London; the term Fleet Street (where most national newspapers operated) remains a metonym for the British national press. The communications company WPP is the world's largest advertising agency.A large number of technology companies are based in London, notably in East London Tech City, also known as Silicon Roundabout. In 2014 the city was among the first to receive a geoTLD. In February 2014 London was ranked as the European City of the Future in the 2014/15 list by fDi Intelligence. A museum in Bletchley Park, where Alan Turing was based during World War II, is in Bletchley, 40 miles (64 km) north of central London, as is The National Museum of Computing.The gas and electricity distribution networks that manage and operate the towers, cables and pressure systems that deliver energy to consumers across the city are managed by National Grid plc, SGN and UK Power Networks.\r\n\r\n\r\n=== Tourism ===\r\n\r\nLondon is one of the leading tourist destinations in the world and in 2015 was ranked as the most visited city in the world with over 65 million visits. It is also the top city in the world by visitor cross-border spending, estimated at US$20.23 billion in 2015. Tourism is one of London's prime industries, employing 700,000 full-time workers in 2016, and contributes \u00a336 billion a year to the economy. The city accounts for 54% of all inbound visitor spending in the UK.", "start_char_idx": 46591, "end_char_idx": 51210, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "483d7ef6-0ecf-4aea-bff1-80254fca0bdc": {"__data__": {"id_": "483d7ef6-0ecf-4aea-bff1-80254fca0bdc", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "80e57392-706d-4d7e-960e-fad643a4d9cb", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "425ed9c50910c12a0c1a3a1f8d00ff2d502773742e74416089590f795c785487", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "705f9886-4ea4-42da-b656-fa23afed3e56", "node_type": "1", "metadata": {}, "hash": "5f6763584a8b20dedbbff086915ecf6ced6d33b967c32072a9ae6fb025ec04d9", "class_name": "RelatedNodeInfo"}}, "text": "=== Tourism ===\r\n\r\nLondon is one of the leading tourist destinations in the world and in 2015 was ranked as the most visited city in the world with over 65 million visits. It is also the top city in the world by visitor cross-border spending, estimated at US$20.23 billion in 2015. Tourism is one of London's prime industries, employing 700,000 full-time workers in 2016, and contributes \u00a336 billion a year to the economy. The city accounts for 54% of all inbound visitor spending in the UK. As of 2016 London was the world top city destination as ranked by TripAdvisor users.In 2015 the top most-visited attractions in the UK were all in London. The top 10 most visited attractions were (with visits per venue):\r\nBritish Museum: 6,820,686\r\nNational Gallery: 5,908,254\r\nNatural History Museum (South Kensington): 5,284,023\r\nSouthbank Centre: 5,102,883\r\nTate Modern: 4,712,581\r\nVictoria and Albert Museum (South Kensington): 3,432,325\r\nScience Museum: 3,356,212\r\nSomerset House: 3,235,104\r\nTower of London: 2,785,249\r\nNational Portrait Gallery: 2,145,486The number of hotel rooms in London in 2015 stood at 138,769, and is expected to grow over the years.\r\n\r\n\r\n== Transport ==\r\n\r\nTransport is one of the four main areas of policy administered by the Mayor of London, but the mayor's financial control does not extend to the longer-distance rail network that enters London. In 2007 the Mayor of London assumed responsibility for some local lines, which now form the London Overground network, adding to the existing responsibility for the London Underground, trams and buses. The public transport network is administered by Transport for London (TfL).The lines that formed the London Underground, as well as trams and buses, became part of an integrated transport system in 1933 when the London Passenger Transport Board or London Transport was created. Transport for London is now the statutory corporation responsible for most aspects of the transport system in Greater London, and is run by a board and a commissioner appointed by the Mayor of London.\r\n\r\n\r\n=== Aviation ===\r\n\r\nLondon is a major international air transport hub with the busiest city airspace in the world. Eight airports use the word London in their name, but most traffic passes through six of these. Additionally, various other airports also serve London, catering primarily to general aviation flights.\r\n\r\nHeathrow Airport, in Hillingdon, West London, was for many years the busiest airport in the world for international traffic, and is the major hub of the nation's flag carrier, British Airways. In March 2008 its fifth terminal was opened.\r\nGatwick Airport, south of London in West Sussex, handles flights to more destinations than any other UK airport and is the main base of easyJet, the UK's largest airline by number of passengers.\r\nStansted Airport, north-east of London in Essex, has flights that serve the greatest number of European destinations of any UK airport and is the main base of Ryanair, the world's largest international airline by number of international passengers.\r\nLuton Airport, to the north of London in Bedfordshire, is used by several budget airlines (especially easyJet and Wizz Air) for short-haul flights.\r\nLondon City Airport, the most central airport and the one with the shortest runway, in Newham, East London, is focused on business travellers, with a mixture of full-service short-haul scheduled flights and considerable business jet traffic.\r\nSouthend Airport, east of London in Essex, is a smaller, regional airport that caters for short-haul flights on a limited, though growing, number of airlines. In 2017, international passengers made up over 95% of the total at Southend, the highest proportion of any London airport.\r\n\r\n\r\n=== Rail ===\r\n\r\n\r\n==== Underground and DLR ====\r\nOpened in 1863, the London Underground, commonly referred to as the Tube or just the Underground, is the oldest and third longest metro system in the world. The system serves 272 stations, and was formed from several private companies, including the world's first underground electric line, the City and South London Railway, which opened in 1890.Over four million journeys are made every day on the Underground network, over 1 billion each year. An investment programme is attempting to reduce congestion and improve reliability, including \u00a36.5 billion (\u20ac7.7 billion) spent before the 2012 Summer Olympics. The Docklands Light Railway (DLR), which opened in 1987, is a second, more local metro system using smaller and lighter tram-type vehicles that serve the Docklands, Greenwich and Lewisham.", "start_char_idx": 50719, "end_char_idx": 55304, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "705f9886-4ea4-42da-b656-fa23afed3e56": {"__data__": {"id_": "705f9886-4ea4-42da-b656-fa23afed3e56", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "483d7ef6-0ecf-4aea-bff1-80254fca0bdc", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e62116c89566928998a960d68ea82677d6216dc8ff16f85c935d5a5a07c36d0a", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "3b6c37aa-093b-42a8-8519-364daf2fa7c0", "node_type": "1", "metadata": {}, "hash": "f9acf110621cbe270e114db82411f7294af16f0674676629609e7db825353fba", "class_name": "RelatedNodeInfo"}}, "text": "=== Rail ===\r\n\r\n\r\n==== Underground and DLR ====\r\nOpened in 1863, the London Underground, commonly referred to as the Tube or just the Underground, is the oldest and third longest metro system in the world. The system serves 272 stations, and was formed from several private companies, including the world's first underground electric line, the City and South London Railway, which opened in 1890.Over four million journeys are made every day on the Underground network, over 1 billion each year. An investment programme is attempting to reduce congestion and improve reliability, including \u00a36.5 billion (\u20ac7.7 billion) spent before the 2012 Summer Olympics. The Docklands Light Railway (DLR), which opened in 1987, is a second, more local metro system using smaller and lighter tram-type vehicles that serve the Docklands, Greenwich and Lewisham.\r\n\r\n\r\n==== Suburban ====\r\nThere are 368 railway stations in the London Travelcard Zones on an extensive above-ground suburban railway network. South London, particularly, has a high concentration of railways as it has fewer Underground lines. Most rail lines terminate around the centre of London, running into eighteen terminal stations, with the exception of the Thameslink trains connecting Bedford in the north and Brighton in the south via Luton and Gatwick airports. London has Britain's busiest station by number of passengers\u2014Waterloo, with over 184 million people using the interchange station complex (which includes Waterloo East station) each year. Clapham Junction is one of Europe's busiest rail interchanges.With the need for more rail capacity, the Elizabeth Line (also known as Crossrail) opened in May 2022. It is a new railway line running east to west through London and into the Home Counties with a branch to Heathrow Airport. It was Europe's biggest construction project, with a \u00a315 billion projected cost.\r\n\r\n\r\n==== Inter-city and international ====\r\nLondon is the centre of the National Rail network, with 70 per cent of rail journeys starting or ending in London. King's Cross station and Euston station, both in London, are the starting points of the East Coast Main Line and the West Coast Main Line \u2013 the two main railway lines in Britain. Like suburban rail services, regional and inter-city trains depart from several termini around the city centre, directly linking London with most of Great Britain's major cities and towns. The Flying Scotsman is an express passenger train service that has operated between London and Edinburgh since 1862; the world famous steam locomotive named after this service, Flying Scotsman, was the first locomotive to reach the officially authenticated speed of 100 miles per hour (161 km/h) in 1934.Some international railway services to Continental Europe were operated during the 20th century as boat trains. The opening of the Channel Tunnel in 1994 connected London directly to the continental rail network, allowing Eurostar services to begin. Since 2007, high-speed trains link St. Pancras International with Lille, Calais, Paris, Disneyland Paris, Brussels, Amsterdam and other European tourist destinations via the High Speed 1 rail link and the Channel Tunnel. The first high-speed domestic trains started in June 2009 linking Kent to London. There are plans for a second high speed line linking London to the Midlands, North West England, and Yorkshire.\r\n\r\n\r\n=== Buses, coaches and trams ===\r\n\r\nLondon's bus network runs 24 hours a day with about 9,300 vehicles, over 675 bus routes and about 19,000 bus stops. In 2019 the network had over 2 billion commuter trips per year. Since 2010 an average of \u00a31.2 billion is taken in revenue each year. London has one of the largest wheelchair-accessible networks in the world and from the third quarter of 2007, became more accessible to hearing and visually impaired passengers as audio-visual announcements were introduced.London's coach hub is Victoria Coach Station, opened in 1932. Nationalised in 1970 and subsequently purchased by London Transport which then became Transport for London, Victoria Coach Station has over 14 million passengers a year and provides services across the UK and continental Europe.London has a modern tram network, known as Tramlink. It has 39 stops and four routes, and carried 28 million people in 2013. Since June 2008, Transport for London has completely owned and operated Tramlink.\r\n\r\n\r\n=== Cable car ===\r\nLondon's first and to date only cable car is the London Cable Car, which opened in June 2012. The cable car crosses the Thames and links Greenwich Peninsula with the Royal Docks in the east of the city. It is able to carry up to 2,500 passengers per hour in each direction at peak times.", "start_char_idx": 54459, "end_char_idx": 59152, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "3b6c37aa-093b-42a8-8519-364daf2fa7c0": {"__data__": {"id_": "3b6c37aa-093b-42a8-8519-364daf2fa7c0", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "705f9886-4ea4-42da-b656-fa23afed3e56", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "679aa7be7d7b15b6bdcdfb3142e193d91a676919095122a6d0d134a8ea669ea4", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "ccd70295-0168-4645-957b-06c034b1c0f9", "node_type": "1", "metadata": {}, "hash": "acbc3e90ddeda766f72d65e60d6f465468901d9b3128ddd1df266453e412694d", "class_name": "RelatedNodeInfo"}}, "text": "Nationalised in 1970 and subsequently purchased by London Transport which then became Transport for London, Victoria Coach Station has over 14 million passengers a year and provides services across the UK and continental Europe.London has a modern tram network, known as Tramlink. It has 39 stops and four routes, and carried 28 million people in 2013. Since June 2008, Transport for London has completely owned and operated Tramlink.\r\n\r\n\r\n=== Cable car ===\r\nLondon's first and to date only cable car is the London Cable Car, which opened in June 2012. The cable car crosses the Thames and links Greenwich Peninsula with the Royal Docks in the east of the city. It is able to carry up to 2,500 passengers per hour in each direction at peak times.\r\n\r\n\r\n=== Cycling ===\r\n\r\nIn the Greater London Area, around 670,000 people use a bike every day, meaning around 7% of the total population of around 8.8 million use a bike on an average day. Cycling has become an increasingly popular way to get around London. The launch of a bicycle hire scheme in July 2010 was successful and generally well received.\r\n\r\n\r\n=== Port and river boats ===\r\nThe Port of London, once the largest in the world, is now only the second-largest in the United Kingdom, handling 45 million tonnes of cargo each year as of 2009. Most of this cargo passes through the Port of Tilbury, outside the boundary of Greater London.London has river boat services on the Thames known as Thames Clippers, which offer both commuter and tourist boat services. At major piers including Canary Wharf, London Bridge City, Battersea Power Station and London Eye (Waterloo), services depart at least every 20 minutes during commuter times. The Woolwich Ferry, with 2.5 million passengers every year, is a frequent service linking the North and South Circular Roads.\r\n\r\n\r\n=== Roads ===\r\nAlthough the majority of journeys in central London are made by public transport, car travel is common in the suburbs. The inner ring road (around the city centre), the North and South Circular roads (just within the suburbs), and the outer orbital motorway (the M25, just outside the built-up area in most places) encircle the city and are intersected by a number of busy radial routes\u2014but very few motorways penetrate into inner London. The M25 is the second-longest ring-road motorway in Europe at 117 miles (188 km) long. The A1 and M1 connect London to Leeds, and Newcastle and Edinburgh.\r\nThe Austin Motor Company began making hackney carriages (London taxis) in 1929, and models include Austin FX3 from 1948, Austin FX4 from 1958, with more recent models TXII and TX4 manufactured by London Taxis International. The BBC states, \"ubiquitous black cabs and red double-decker buses all have long and tangled stories that are deeply embedded in London's traditions\".London is notorious for its traffic congestion; in 2009, the average speed of a car in the rush hour was recorded at 10.6 mph (17.1 km/h). In 2003, a congestion charge was introduced to reduce traffic volumes in the city centre. With a few exceptions, motorists are required to pay to drive within a defined zone encompassing much of central London. Motorists who are residents of the defined zone can buy a greatly reduced season pass. Over the course of several years, the average number of cars entering the centre of London on a weekday was reduced from 195,000 to 125,000 cars.Low Traffic Neighbourhoods (LTN) were widely introduced in London, but in 2023 the Department for Transport stopped funding them, even though the benefits outweighed the costs by approximately 100 times in the first 20 years and the difference is growing over time.\r\n\r\n\r\n== Education ==\r\n\r\n\r\n=== Tertiary education ===\r\n\r\nLondon is a major global centre of higher education teaching and research and has the largest concentration of higher education institutes in Europe. According to the QS World University Rankings 2015/16, London has the greatest concentration of top class universities in the world and its international student population of around 110,000 is larger than any other city in the world. A 2014 PricewaterhouseCoopers report termed London the global capital of higher education.\r\nA number of world-leading education institutions are based in London. In the 2022 QS World University Rankings, Imperial College London is ranked No. 6 in the world, University College London (UCL) is ranked 8th, and King's College London (KCL) is ranked 37th. All are regularly ranked highly, with Imperial College being the UK's leading university in the Research Excellence Framework ranking 2021.", "start_char_idx": 58406, "end_char_idx": 62992, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "ccd70295-0168-4645-957b-06c034b1c0f9": {"__data__": {"id_": "ccd70295-0168-4645-957b-06c034b1c0f9", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "3b6c37aa-093b-42a8-8519-364daf2fa7c0", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "32ceec9acc4cf17206b5cfdad8408f4c07c9bbb1b6391b479a069f026683eaa1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e40637d7-0822-4b5c-91d7-000446181487", "node_type": "1", "metadata": {}, "hash": "26961668e3a937fb6f11a17cf2be5cb3659d6153eceddd21c8297ee433a9ce1d", "class_name": "RelatedNodeInfo"}}, "text": "== Education ==\r\n\r\n\r\n=== Tertiary education ===\r\n\r\nLondon is a major global centre of higher education teaching and research and has the largest concentration of higher education institutes in Europe. According to the QS World University Rankings 2015/16, London has the greatest concentration of top class universities in the world and its international student population of around 110,000 is larger than any other city in the world. A 2014 PricewaterhouseCoopers report termed London the global capital of higher education.\r\nA number of world-leading education institutions are based in London. In the 2022 QS World University Rankings, Imperial College London is ranked No. 6 in the world, University College London (UCL) is ranked 8th, and King's College London (KCL) is ranked 37th. All are regularly ranked highly, with Imperial College being the UK's leading university in the Research Excellence Framework ranking 2021. The London School of Economics (LSE) has been described as the world's leading social science institution for both teaching and research. The London Business School is considered one of the world's leading business schools and in 2015 its MBA programme was ranked second-best in the world by the Financial Times. The city is also home to three of the world's top ten performing arts schools (as ranked by the 2020 QS World University Rankings): the Royal College of Music (ranking 2nd in the world), the Royal Academy of Music (ranking 4th) and the Guildhall School of Music and Drama (ranking 6th).With students in London and around 48,000 in University of London Worldwide, the federal University of London is the largest contact teaching university in the UK. It includes five multi-faculty universities \u2013 City, King's College London, Queen Mary, Royal Holloway and UCL \u2013 and a number of smaller and more specialised institutions including Birkbeck, the Courtauld Institute of Art, Goldsmiths, the London Business School, the London School of Economics, the London School of Hygiene & Tropical Medicine, the Royal Academy of Music, the Central School of Speech and Drama, the Royal Veterinary College and the School of Oriental and African Studies.Universities in London outside the University of London system include Brunel University, Imperial College London, Kingston University, London Metropolitan University, University of East London, University of West London, University of Westminster, London South Bank University, Middlesex University, and University of the Arts London (the largest university of art, design, fashion, communication and the performing arts in Europe). In addition, there are three international universities \u2013 Regent's University London, Richmond, The American International University in London and Schiller International University.\r\n\r\nLondon is home to five major medical schools \u2013 Barts and The London School of Medicine and Dentistry (part of Queen Mary), King's College London School of Medicine (the largest medical school in Europe), Imperial College School of Medicine, UCL Medical School and St George's, University of London \u2013 and has many affiliated teaching hospitals. It is also a major centre for biomedical research, and three of the UK's eight academic health science centres are based in the city \u2013 Imperial College Healthcare, King's Health Partners and UCL Partners (the largest such centre in Europe). Additionally, many biomedical and biotechnology spin out companies from these research institutions are based around the city, most prominently in White City. Founded by pioneering nurse Florence Nightingale at St Thomas' Hospital in 1860, the first nursing school is now part of King's College London. It was at King's in 1952 where a team led by Rosalind Franklin captured Photo 51, the critical evidence in identifying the structure of DNA. There are a number of business schools in London, including the London School of Business and Finance, Cass Business School (part of City University London), Hult International Business School, ESCP Europe, European Business School London, Imperial College Business School, the London Business School and the UCL School of Management.\r\n\r\nLondon is also home to many specialist arts education institutions, including the Royal Academy of Dramatic Art (RADA), Central School of Ballet, London Academy of Music and Dramatic Art (LAMDA), London College of Contemporary Arts (LCCA), London Contemporary Dance School, National Centre for Circus Arts, Rambert School of Ballet and Contemporary Dance, the Royal College of Art, Sylvia Young Theatre School and Trinity Laban. The BRIT School in the London borough of Croydon provides training for the performing arts and technologies.", "start_char_idx": 62064, "end_char_idx": 66768, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e40637d7-0822-4b5c-91d7-000446181487": {"__data__": {"id_": "e40637d7-0822-4b5c-91d7-000446181487", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "ccd70295-0168-4645-957b-06c034b1c0f9", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ce9587f8ed28cf14068c93f25b739c88ce0ae4b42051403334884e69dba067fd", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "b242813a-e12b-483d-8432-6caa212f6043", "node_type": "1", "metadata": {}, "hash": "5977c0ea9f7de6d2bbf56cf7d614fc58cdce54c164734039e8f9cbafe59ee5be", "class_name": "RelatedNodeInfo"}}, "text": "There are a number of business schools in London, including the London School of Business and Finance, Cass Business School (part of City University London), Hult International Business School, ESCP Europe, European Business School London, Imperial College Business School, the London Business School and the UCL School of Management.\r\n\r\nLondon is also home to many specialist arts education institutions, including the Royal Academy of Dramatic Art (RADA), Central School of Ballet, London Academy of Music and Dramatic Art (LAMDA), London College of Contemporary Arts (LCCA), London Contemporary Dance School, National Centre for Circus Arts, Rambert School of Ballet and Contemporary Dance, the Royal College of Art, Sylvia Young Theatre School and Trinity Laban. The BRIT School in the London borough of Croydon provides training for the performing arts and technologies.\r\n\r\n\r\n=== Primary and secondary education ===\r\n\r\nThe majority of primary and secondary schools and further-education colleges in London are controlled by the London boroughs or otherwise state-funded; leading examples include Ashbourne College, Bethnal Green Academy, Brampton Manor Academy, City and Islington College, City of Westminster College, David Game College, Ealing, Hammersmith and West London College, Leyton Sixth Form College, London Academy of Excellence, Tower Hamlets College, and Newham Collegiate Sixth Form Centre. There are also a number of private schools and colleges in London, some old and famous, such as City of London School, Harrow, St Paul's School, Haberdashers' Aske's Boys' School, University College School, The John Lyon School, Highgate School and Westminster School.\r\n\r\n\r\n=== Royal Observatory, Greenwich and learned societies ===\r\nFounded in 1675, the Royal Observatory in Greenwich was established to address the problem of calculating longitude for navigational purposes. This pioneering work in solving longitude featured in astronomer royal Nevil Maskelyne's Nautical Almanac which made the Greenwich meridian the universal reference point, and helped lead to the international adoption of Greenwich as the prime meridian (0\u00b0 longitude) in 1884.Important scientific learned societies based in London include the Royal Society\u2014the UK's national academy of sciences and the oldest national scientific institution in the world\u2014founded in 1660, and the Royal Institution, founded in 1799. Since 1825, the Royal Institution Christmas Lectures have presented scientific subjects to a general audience, and speakers have included physicist and inventor Michael Faraday, aerospace engineer Frank Whittle, naturalist David Attenborough and evolutionary biologist Richard Dawkins.\r\n\r\n\r\n== Culture ==\r\n\r\n\r\n=== Leisure and entertainment ===\r\n\r\nLeisure is a major part of the London economy. A 2003 report attributed a quarter of the entire UK leisure economy to London at 25.6 events per 1000 people. The city is one of the four fashion capitals of the world, and, according to official statistics, is the world's third-busiest film production centre, presents more live comedy than any other city, and has the biggest theatre audience of any city in the world.\r\nWithin the City of Westminster in London, the entertainment district of the West End has its focus around Leicester Square, where London and world film premieres are held, and Piccadilly Circus, with its giant electronic advertisements. London's theatre district is here, as are many cinemas, bars, clubs, and restaurants, including the city's Chinatown district (in Soho), and just to the east is Covent Garden, an area housing speciality shops. The city is the home of Andrew Lloyd Webber, whose musicals have dominated West End theatre since the late 20th century. Agatha Christie's The Mousetrap, the world's longest-running play, has been performed in the West End since 1952. The Laurence Olivier Awards\u2013named after Laurence Olivier\u2013are given annually by the Society of London Theatre. The Royal Ballet, English National Ballet, Royal Opera, and English National Opera are based in London and perform at the Royal Opera House, the London Coliseum, Sadler's Wells Theatre, and the Royal Albert Hall, as well as touring the country.Islington's 1 mile (1.6 km) long Upper Street, extending northwards from Angel, has more bars and restaurants than any other street in the UK. Europe's busiest shopping area is Oxford Street, a shopping street nearly 1 mile (1.6 km) long, making it the longest shopping street in the UK. It is home to vast numbers of retailers and department stores, including Selfridges flagship store. Knightsbridge, home to the equally renowned Harrods department store, lies to the south-west. One of the world's largest retail destinations, London frequently ranks at or near the top of retail sales of any city. In 2017 it was ranked the top city for luxury store openings.", "start_char_idx": 65893, "end_char_idx": 70760, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "b242813a-e12b-483d-8432-6caa212f6043": {"__data__": {"id_": "b242813a-e12b-483d-8432-6caa212f6043", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "e40637d7-0822-4b5c-91d7-000446181487", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "b21cf4a48e98e1c6933abe6d76b57d11181c92cdc690db169b239cbe1b2d00f4", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "7579ad18-2bc2-4f27-9675-73564daed412", "node_type": "1", "metadata": {}, "hash": "6ee11a739d4de7f3348431554fcea8ad516334070e8fb6a58ead5c1a71ba7853", "class_name": "RelatedNodeInfo"}}, "text": "Europe's busiest shopping area is Oxford Street, a shopping street nearly 1 mile (1.6 km) long, making it the longest shopping street in the UK. It is home to vast numbers of retailers and department stores, including Selfridges flagship store. Knightsbridge, home to the equally renowned Harrods department store, lies to the south-west. One of the world's largest retail destinations, London frequently ranks at or near the top of retail sales of any city. In 2017 it was ranked the top city for luxury store openings. Opened in 1760 with its flagship store on Regent Street since 1881, Hamleys is the oldest toy store in the world. Madame Tussauds wax museum opened in Baker Street in 1835, an era viewed as being when London's tourism industry began.\r\nLondon is home to designers John Galliano, Stella McCartney, Manolo Blahnik, and Jimmy Choo, among others; its renowned art and fashion schools make it one of the four international centres of fashion. Mary Quant designed the miniskirt in her King's Road boutique in Swinging Sixties London. London offers a great variety of cuisine as a result of its ethnically diverse population. Gastronomic centres include the Bangladeshi restaurants of Brick Lane and the Chinese restaurants of Chinatown. There are Chinese takeaways throughout London, as are Indian restaurants which provide Indian and Anglo-Indian cuisine. Around 1860, the first fish and chips shop in London was opened by Joseph Malin, a Jewish immigrant, in Bow. The full English breakfast dates from the Victorian era, and many cafes in London serve a full English breakfast throughout the day. London has five 3-Michelin star restaurants, including Restaurant Gordon Ramsay in Chelsea. Many hotels in London provide a traditional afternoon tea service, such as the Oscar Wilde Lounge at the Hotel Caf\u00e9 Royal in Piccadilly, and a themed tea service is also available, for example an Alice in Wonderland themed afternoon tea served at the Egerton House Hotel, and Charlie and the Chocolate Factory themed afternoon tea at One Aldwych in Covent Garden. The nation's most popular biscuit to dunk in tea, chocolate digestives have been manufactured by McVitie's at their Harlesden factory in north-west London since 1925.\r\nThere is a variety of annual events, beginning with the relatively new New Year's Day Parade, a fireworks display at the London Eye; the world's second largest street party, the Notting Hill Carnival, is held on the late August Bank Holiday each year. Traditional parades include November's Lord Mayor's Show, a centuries-old event celebrating the annual appointment of a new Lord Mayor of the City of London with a procession along the streets of the city, and June's Trooping the Colour, a formal military pageant performed by regiments of the Commonwealth and British armies to celebrate the King's Official Birthday. The Boishakhi Mela is a Bengali New Year festival celebrated by the British Bangladeshi community. It is the largest open-air Asian festival in Europe. After the Notting Hill Carnival, it is the second-largest street festival in the United Kingdom attracting over 80,000 visitors. First held in 1862, the RHS Chelsea Flower Show (run by the Royal Horticultural Society) takes place in May every year.\r\n\r\n\r\n=== LGBT scene ===\r\n\r\nThe first gay bar in London in the modern sense was The Cave of the Golden Calf, established as a night club in an underground location at 9 Heddon Street, just off Regent Street, in 1912 and \"which developed a reputation for sexual freedom and tolerance of same-sex relations.\"\r\nWhile London has been an LGBT tourism destination, after homosexuality was decriminalised in England in 1967 gay bar culture became more visible, and from the early 1970s Soho (and in particular Old Compton Street) became the centre of the London LGBT community. G-A-Y, previously based at the Astoria, and now Heaven, is a long-running night club.Wider British cultural movements have influenced LGBT culture: for example, the emergence of glam rock in the UK in the early 1970s, via Marc Bolan and David Bowie, saw a generation of teenagers begin playing with the idea of androgyny, and the West End musical The Rocky Horror Show, which debuted in London in 1973, is also widely said to have been an influence on countercultural and sexual liberation movements. The Blitz Kids (which included Boy George) frequented the Tuesday club-night at Blitz in Covent Garden, helping launch the New Romantic subcultural movement in the late 1970s. Today, the annual London Pride Parade and the London Lesbian and Gay Film Festival are held in the city.", "start_char_idx": 70240, "end_char_idx": 74850, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "7579ad18-2bc2-4f27-9675-73564daed412": {"__data__": {"id_": "7579ad18-2bc2-4f27-9675-73564daed412", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "b242813a-e12b-483d-8432-6caa212f6043", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "79c629746dbadf2108ef542d1900cff74b577af6a3f16cea2748037897fd35b8", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "60f1432d-b81b-4e07-ae53-ece256918daa", "node_type": "1", "metadata": {}, "hash": "d3103571925181b165b5f3a91eb70202d73cc0090b3a9ef50eadba293e7fecc5", "class_name": "RelatedNodeInfo"}}, "text": "G-A-Y, previously based at the Astoria, and now Heaven, is a long-running night club.Wider British cultural movements have influenced LGBT culture: for example, the emergence of glam rock in the UK in the early 1970s, via Marc Bolan and David Bowie, saw a generation of teenagers begin playing with the idea of androgyny, and the West End musical The Rocky Horror Show, which debuted in London in 1973, is also widely said to have been an influence on countercultural and sexual liberation movements. The Blitz Kids (which included Boy George) frequented the Tuesday club-night at Blitz in Covent Garden, helping launch the New Romantic subcultural movement in the late 1970s. Today, the annual London Pride Parade and the London Lesbian and Gay Film Festival are held in the city.\r\n\r\n\r\n=== Literature, film and television ===\r\n\r\nLondon has been the setting for many works of literature. The pilgrims in Geoffrey Chaucer's late 14th-century Canterbury Tales set out for Canterbury from London. William Shakespeare spent a large part of his life living and working in London; his contemporary Ben Jonson was also based there, and some of his work, most notably his play The Alchemist, was set in the city. A Journal of the Plague Year (1722) by Daniel Defoe is a fictionalisation of the events of the 1665 Great Plague.The literary centres of London have traditionally been hilly Hampstead and (since the early 20th century) Bloomsbury. Writers closely associated with the city are the diarist Samuel Pepys, noted for his eyewitness account of the Great Fire; Charles Dickens, whose representation of a foggy, snowy, grimy London of street sweepers and pickpockets has influenced people's vision of early Victorian London; and Virginia Woolf, regarded as one of the foremost modernist literary figures of the 20th century. Later important depictions of London from the 19th and early 20th centuries are Arthur Conan Doyle's Sherlock Holmes stories. Robert Louis Stevenson mixed in London literary circles, and in 1886 he wrote the Strange Case of Dr Jekyll and Mr Hyde, a gothic novella set in Victorian London. In 1898, H. G. Wells' sci-fi novel The War of the Worlds sees London (and southern England) invaded by Martians. Letitia Elizabeth Landon wrote Calendar of the London Seasons in 1834. Modern writers influenced by the city include Peter Ackroyd, author of a \"biography\" of London, and Iain Sinclair, who writes in the genre of psychogeography. In the 1940s, George Orwell wrote essays in the London Evening Standard, including \"A Nice Cup of Tea\" (method for making tea) and \"The Moon Under Water\" (an ideal pub). The WWII evacuation of children from London is depicted in C. S. Lewis' first Narnia book The Lion, the Witch and the Wardrobe (1950). On Christmas Eve 1925, Winnie-the-Pooh debuted in London's Evening News, with the character based on a stuffed toy A. A. Milne bought for his son Christopher Robin in Harrods. In 1958, author Michael Bond created Paddington Bear, a refugee found in Paddington station. A screen adaptation, Paddington (2014), features the calypso song \"London is the Place for Me\".\r\n\r\nLondon has played a significant role in the film industry. Major studios within or bordering London include Pinewood, Elstree, Ealing, Shepperton, Twickenham, and Leavesden, with the James Bond and Harry Potter series among many notable films produced here. Working Title Films has its headquarters in London. A post-production community is centred in Soho, and London houses six of the world's largest visual effects companies, such as Framestore. The Imaginarium, a digital performance-capture studio, was founded by Andy Serkis. London has been the setting for films including Oliver Twist (1948), Scrooge (1951), Peter Pan (1953), One Hundred and One Dalmatians (1961), My Fair Lady (1964), Mary Poppins (1964), Blowup (1966), A Clockwork Orange (1971), The Long Good Friday (1980), The Great Mouse Detective (1986), Notting Hill (1999), Love Actually (2003), V for Vendetta (2005), Sweeney Todd: The Demon Barber of Fleet Street (2008) and The King's Speech (2010).", "start_char_idx": 74069, "end_char_idx": 78166, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "60f1432d-b81b-4e07-ae53-ece256918daa": {"__data__": {"id_": "60f1432d-b81b-4e07-ae53-ece256918daa", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "7579ad18-2bc2-4f27-9675-73564daed412", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "92be5c9ef8e4029295ce3d808045c6a9f364eaeab186d9fd94eebf4a9deabe81", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "9360dd21-4f6d-4828-bc19-cc3ddbaaaab4", "node_type": "1", "metadata": {}, "hash": "fc987867239ad52a451443534a2029aebef555c469352c96cdec48745031af0e", "class_name": "RelatedNodeInfo"}}, "text": "Working Title Films has its headquarters in London. A post-production community is centred in Soho, and London houses six of the world's largest visual effects companies, such as Framestore. The Imaginarium, a digital performance-capture studio, was founded by Andy Serkis. London has been the setting for films including Oliver Twist (1948), Scrooge (1951), Peter Pan (1953), One Hundred and One Dalmatians (1961), My Fair Lady (1964), Mary Poppins (1964), Blowup (1966), A Clockwork Orange (1971), The Long Good Friday (1980), The Great Mouse Detective (1986), Notting Hill (1999), Love Actually (2003), V for Vendetta (2005), Sweeney Todd: The Demon Barber of Fleet Street (2008) and The King's Speech (2010). Notable actors and filmmakers from London include Charlie Chaplin, Alfred Hitchcock, Michael Caine, Julie Andrews, Peter Sellers, David Lean, Julie Christie, Gary Oldman, Emma Thompson, Guy Ritchie, Christopher Nolan, Alan Rickman, Jude Law, Helena Bonham Carter, Idris Elba, Tom Hardy, Daniel Radcliffe, Keira Knightley, Riz Ahmed, Dev Patel, Daniel Kaluuya, Tom Holland and Daniel Day-Lewis. Post-war Ealing comedies featured Alec Guinness, from the 1950s Hammer Horrors starred Christopher Lee, films by Michael Powell included the London-set early slasher Peeping Tom (1960), the 1970s comedy troupe Monty Python had film editing suites in Covent Garden, while since the 1990s Richard Curtis's rom-coms have featured Hugh Grant. The largest cinema chain in the country, Odeon Cinemas was founded in London in 1928 by Oscar Deutsch. The British Academy Film Awards (BAFTAs) have been held in London since 1949, with the BAFTA Fellowship the Academy's highest accolade. Founded in 1957, the BFI London Film Festival takes place over two weeks every October.London is a major centre for television production, with studios including Television Centre, ITV Studios, Sky Campus and Fountain Studios; the latter hosted the original talent shows, Pop Idol, The X Factor, and Britain's Got Talent, before each format was exported around the world. Formerly a franchise of ITV, Thames Television featured comedians such as Benny Hill and Rowan Atkinson (Mr. Bean was first screened by Thames), while Talkback produced Da Ali G Show which featured Sacha Baron Cohen as Ali G. Many television shows have been set in London, including the popular television soap opera EastEnders.\r\n\r\n\r\n=== Museums, art galleries and libraries ===\r\nLondon is home to many museums, galleries, and other institutions, many of which are free of admission charges and are major tourist attractions as well as playing a research role. The first of these to be established was the British Museum in Bloomsbury, in 1753. Originally containing antiquities, natural history specimens, and the national library, the museum now has 7 million artefacts from around the globe. In 1824, the National Gallery was founded to house the British national collection of Western paintings; this now occupies a prominent position in Trafalgar Square.The British Library is the second largest library in the world, and the national library of the United Kingdom. There are many other research libraries, including the Wellcome Library and Dana Centre, as well as university libraries, including the British Library of Political and Economic Science at LSE, the Abdus Salam Library at Imperial, the Maughan Library at King's, and the Senate House Libraries at the University of London.In the latter half of the 19th century the locale of South Kensington was developed as \"Albertopolis\", a cultural and scientific quarter. Three major national museums are there: the Victoria and Albert Museum, the Natural History Museum, and the Science Museum. The National Portrait Gallery was founded in 1856 to house depictions of figures from British history; its holdings now comprise the world's most extensive collection of portraits. The national gallery of British art is at Tate Britain, originally established as an annexe of the National Gallery in 1897. The Tate Gallery, as it was formerly known, also became a major centre for modern art. In 2000, this collection moved to Tate Modern, a new gallery housed in the former Bankside Power Station which is accessed by pedestrians north of the Thames via the Millennium Bridge.\r\n\r\n\r\n=== Music ===\r\nLondon is one of the major classical and popular music capitals of the world and hosts major music corporations, such as Universal Music Group International and Warner Music Group, and countless bands, musicians and industry professionals.", "start_char_idx": 77454, "end_char_idx": 82002, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "9360dd21-4f6d-4828-bc19-cc3ddbaaaab4": {"__data__": {"id_": "9360dd21-4f6d-4828-bc19-cc3ddbaaaab4", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "60f1432d-b81b-4e07-ae53-ece256918daa", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ae576b5f451eb66182f6ab7e9e1f5674882b3259a50c7e6f58a4aaeb8b3e1204", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "7d8b7551-8d3c-496d-9867-a66127195345", "node_type": "1", "metadata": {}, "hash": "be240f600194eff7d05c7c1903960e1c9a94fc8afe4421fb92d59efef558a4e4", "class_name": "RelatedNodeInfo"}}, "text": "Three major national museums are there: the Victoria and Albert Museum, the Natural History Museum, and the Science Museum. The National Portrait Gallery was founded in 1856 to house depictions of figures from British history; its holdings now comprise the world's most extensive collection of portraits. The national gallery of British art is at Tate Britain, originally established as an annexe of the National Gallery in 1897. The Tate Gallery, as it was formerly known, also became a major centre for modern art. In 2000, this collection moved to Tate Modern, a new gallery housed in the former Bankside Power Station which is accessed by pedestrians north of the Thames via the Millennium Bridge.\r\n\r\n\r\n=== Music ===\r\nLondon is one of the major classical and popular music capitals of the world and hosts major music corporations, such as Universal Music Group International and Warner Music Group, and countless bands, musicians and industry professionals. The city is also home to many orchestras and concert halls, such as the Barbican Arts Centre (principal base of the London Symphony Orchestra and the London Symphony Chorus), the Southbank Centre (London Philharmonic Orchestra and the Philharmonia Orchestra), Cadogan Hall (Royal Philharmonic Orchestra) and the Royal Albert Hall (The Proms). The Proms, an eight-week summer season of daily orchestral classical music first held in 1895, ends with the Last Night of the Proms. London's two main opera houses are the Royal Opera House and the London Coliseum (home to the English National Opera). The UK's largest pipe organ is at the Royal Albert Hall. Other significant instruments are in cathedrals and major churches\u2014the church bells of St Clement Danes feature in the 1744 nursery rhyme \"Oranges and Lemons\". Several conservatoires are within the city: Royal Academy of Music, Royal College of Music, Guildhall School of Music and Drama and Trinity Laban. The record label EMI was formed in the city in 1931, and an early employee for the company, Alan Blumlein, created stereo sound that year.\r\nLondon has numerous venues for rock and pop concerts, including the world's busiest indoor venue, the O2 Arena, and Wembley Arena, as well as many mid-sized venues, such as Brixton Academy, the Hammersmith Apollo and the Shepherd's Bush Empire. Several music festivals, including the Wireless Festival, Lovebox and Hyde Park's British Summer Time, are held in London.The city is home to the original Hard Rock Cafe and the Abbey Road Studios, where the Beatles recorded many of their hits. In the 1960s, 1970s and 1980s, musicians and groups like Elton John, Pink Floyd, David Bowie, the Rolling Stones, the Kinks, Queen, Eric Clapton, the Who, Cliff Richard, Led Zeppelin, Iron Maiden, Deep Purple, T. Rex, the Police, Elvis Costello, Dire Straits, Cat Stevens, Fleetwood Mac, the Cure, Madness, Culture Club, Dusty Springfield, Phil Collins, Rod Stewart, Status Quo and Sade, derived their sound from the streets and rhythms of London.London was instrumental in the development of punk music, with figures such as the Sex Pistols, the Clash and fashion designer Vivienne Westwood all based in the city. Other artists to emerge from the London music scene include George Michael, Kate Bush, Seal, Siouxsie and the Banshees, Bush, the Spice Girls, Jamiroquai, Blur, the Prodigy, Gorillaz, Mumford & Sons, Coldplay, Dido, Amy Winehouse, Adele, Sam Smith, Ed Sheeran, Leona Lewis, Ellie Goulding, Dua Lipa and Florence and the Machine. Artists from London played a prominent role in the development of synth-pop, including Gary Numan, Depeche Mode, the Pet Shop Boys and Eurythmics; the latter's \"Sweet Dreams (Are Made of This)\" was recorded in the attic of their north London home, heralding a trend for home recording methods. Artists from London with a Caribbean influence include Hot Chocolate, Billy Ocean, Soul II Soul and Eddy Grant, with the latter fusing reggae, soul and samba with rock and pop. London is also a centre for urban music. In particular the genres UK garage, drum and bass, dubstep and grime evolved in the city from the foreign genres of house, hip hop, and reggae, alongside local drum and bass. Urban acts from London include Stormzy, M.I.A., Jay Sean and Rita Ora. Music station BBC Radio 1Xtra was set up to support the rise of local urban contemporary music both in London and in the rest of the United Kingdom.", "start_char_idx": 81041, "end_char_idx": 85443, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "7d8b7551-8d3c-496d-9867-a66127195345": {"__data__": {"id_": "7d8b7551-8d3c-496d-9867-a66127195345", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "9360dd21-4f6d-4828-bc19-cc3ddbaaaab4", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46d7639e3c3de81cbda861df6cafb5547a960ce10387f783339f158ae72c31d6", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "95de5bf6-aa4b-47bc-b0d1-4a826f31a9c2", "node_type": "1", "metadata": {}, "hash": "45f309dc079ffdbf711c38d9851fa89da4f3840a39deeddecc50bfafcfc8981c", "class_name": "RelatedNodeInfo"}}, "text": "Artists from London with a Caribbean influence include Hot Chocolate, Billy Ocean, Soul II Soul and Eddy Grant, with the latter fusing reggae, soul and samba with rock and pop. London is also a centre for urban music. In particular the genres UK garage, drum and bass, dubstep and grime evolved in the city from the foreign genres of house, hip hop, and reggae, alongside local drum and bass. Urban acts from London include Stormzy, M.I.A., Jay Sean and Rita Ora. Music station BBC Radio 1Xtra was set up to support the rise of local urban contemporary music both in London and in the rest of the United Kingdom. The British Phonographic Industry's annual popular music awards, the Brit Awards, are held in London.\r\n\r\n\r\n== Recreation ==\r\n\r\n\r\n=== Parks and open spaces ===\r\n\r\nA 2013 report by the City of London Corporation said that London is the \"greenest city\" in Europe with 35,000 acres (14,164 hectares) of public parks, woodlands and gardens. The largest parks in the central area of London are three of the eight Royal Parks, namely Hyde Park and its neighbour Kensington Gardens in the west, and Regent's Park to the north. Hyde Park in particular is popular for sports and sometimes hosts open-air concerts. Regent's Park contains London Zoo, the world's oldest scientific zoo, and is near Madame Tussauds wax museum. Primrose Hill is a popular spot from which to view the city skyline.Close to Hyde Park are smaller Royal Parks, Green Park and St. James's Park. A number of large parks lie outside the city centre, including Hampstead Heath and the remaining Royal Parks of Greenwich Park to the southeast, and Bushy Park and Richmond Park (the largest) to the southwest. Hampton Court Park is also a royal park, but, because it contains a palace, it is administered by the Historic Royal Palaces, unlike the eight Royal Parks.Close to Richmond Park is Kew Gardens, which has the world's largest collection of living plants. In 2003, the gardens were put on the UNESCO list of World Heritage Sites. There are also parks administered by London's borough Councils, including Victoria Park in the East End and Battersea Park in the centre. Some more informal, semi-natural open spaces also exist, including Hampstead Heath and Epping Forest, both controlled by the City of London Corporation. Hampstead Heath incorporates Kenwood House, a former stately home and a popular location in the summer months when classical musical concerts are held by the lake. Epping Forest is a popular venue for various outdoor activities, including mountain biking, walking, horse riding, golf, angling, and orienteering. Three of the UK's most-visited theme parks, Thorpe Park near Staines-upon-Thames, Chessington World of Adventures in Chessington and Legoland Windsor, are located within 20 miles (32 km) of London.\r\n\r\n\r\n=== Walking ===\r\nWalking is a popular recreational activity in London. Areas that provide for walks include Wimbledon Common, Epping Forest, Hampton Court Park, Hampstead Heath, the eight Royal Parks, canals and disused railway tracks. Access to canals and rivers has improved recently, including the creation of the Thames Path, some 28 miles (45 km) of which is within Greater London, and The Wandle Trail along the River Wandle.Other long-distance paths, linking green spaces, have also been created, including the Capital Ring, the Green Chain Walk, London Outer Orbital Path (\"Loop\"), Jubilee Walkway, Lea Valley Walk, and the Diana, Princess of Wales Memorial Walk.\r\n\r\n\r\n== Sport ==\r\n\r\nLondon has hosted the Summer Olympics three times: in 1908, 1948, and 2012, making it the first city to host the modern Games three times. The city was also the host of the British Empire Games in 1934. In 2017, London hosted the World Championships in Athletics for the first time.London's most popular sport is football, and it has seven clubs in the Premier League in the 2022\u201323 season: Arsenal, Brentford, Chelsea, Crystal Palace, Fulham, Tottenham Hotspur, and West Ham United. Other professional men's teams in London are AFC Wimbledon, Barnet, Bromley, Charlton Athletic, Dagenham & Redbridge, Leyton Orient, Millwall, Queens Park Rangers and Sutton United. Four London-based teams are in the Women's Super League: Arsenal, Chelsea, Tottenham and West Ham United.\r\nTwo Premiership Rugby union teams are based in Greater London: Harlequins and Saracens.", "start_char_idx": 84831, "end_char_idx": 89198, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "95de5bf6-aa4b-47bc-b0d1-4a826f31a9c2": {"__data__": {"id_": "95de5bf6-aa4b-47bc-b0d1-4a826f31a9c2", "embedding": null, "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "8191c911-6c11-4dbb-846d-2743a35b78ed", "node_type": "4", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89a7dda10a6d2ac249088e6124945979f7d5e5ff796fab4924535c2ca042e404", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "7d8b7551-8d3c-496d-9867-a66127195345", "node_type": "1", "metadata": {"file_path": "data\\London.txt", "file_name": "London.txt", "file_type": "text/plain", "file_size": 91651, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0c7fcbf0d10a1c44e51cf3b9042b278bb7fa999954c2e13c5eb2bcdfd6f455a5", "class_name": "RelatedNodeInfo"}}, "text": "The city was also the host of the British Empire Games in 1934. In 2017, London hosted the World Championships in Athletics for the first time.London's most popular sport is football, and it has seven clubs in the Premier League in the 2022\u201323 season: Arsenal, Brentford, Chelsea, Crystal Palace, Fulham, Tottenham Hotspur, and West Ham United. Other professional men's teams in London are AFC Wimbledon, Barnet, Bromley, Charlton Athletic, Dagenham & Redbridge, Leyton Orient, Millwall, Queens Park Rangers and Sutton United. Four London-based teams are in the Women's Super League: Arsenal, Chelsea, Tottenham and West Ham United.\r\nTwo Premiership Rugby union teams are based in Greater London: Harlequins and Saracens. Ealing Trailfinders and London Scottish play in the RFU Championship; other rugby union clubs in the city include Richmond, Rosslyn Park, Westcombe Park and Blackheath. Twickenham Stadium in south-west London hosts home matches for the England national rugby union team. While rugby league is more popular in the north of England, the sport has one professional club in London \u2013 the London Broncos who play in the Super League.\r\nOne of London's best-known annual sports competitions is the Wimbledon Tennis Championships, held at the All England Club in the south-western suburb of Wimbledon since 1877. Played in late June to early July, it is the oldest tennis tournament in the world and widely considered the most prestigious.London has two Test cricket grounds which host the England cricket team, Lord's (home of Middlesex C.C.C.) and the Oval (home of Surrey C.C.C.). Lord's has hosted four finals of the Cricket World Cup and is known as the Home of Cricket. In golf, the Wentworth Club is located in Virginia Water, Surrey on the south-west fringes of London, while the closest venue to London that is used as one of the courses for the Open Championship, the oldest major and tournament in golf, is Royal St George's in Sandwich, Kent. Alexandra Palace in north London hosts the PDC World Darts Championship and the Masters snooker tournament. Other key annual events are the mass-participation London Marathon and the University Boat Race on the Thames contested between Oxford and Cambridge.\r\n\r\n\r\n== Notable people ==\r\n\r\n\r\n== See also ==\r\nOutline of England\r\nOutline of London\r\n\r\n\r\n== Notes ==\r\n\r\n\r\n== References ==\r\n\r\n\r\n=== Bibliography ===\r\nAckroyd, Peter (2001). London: The Biography. London: Vintage. p. 880. ISBN 978-0-09-942258-7.\r\nMills, David (2001). Dictionary of London Place Names. Oxford Paperbacks. ISBN 978-0-19-280106-7. OCLC 45406491.\r\n\r\n\r\n== External links ==\r\n\r\nLondon.gov.uk \u2013 Greater London Authority\r\nVisitLondon.com \u2013 official tourism site\r\nMuseum of London\r\nLondon in British History Online, with links to numerous authoritative online sources\r\n\"London\", In Our Time, BBC Radio 4 discussion with Peter Ackroyd, Claire Tomalin and Iain Sinclair (28 September 2000)\r\n Geographic data related to London at OpenStreetMap\r\nOld maps of London, from the Eran Laor Cartographic Collection, National Library of Israel", "start_char_idx": 88477, "end_char_idx": 91543, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}}, "docstore/metadata": {"0f48de9a-f957-42b5-9718-d40872e66fe0": {"doc_hash": "c83b5c77026725ae98f98f8286a1f91ed8eb3c11f01b0be235572ec2fc59ff99", "ref_doc_id": "8191c911-6c11-4dbb-846d-2743a35b78ed"}, "346b7c63-98e4-45cd-9522-4e8b89338bd9": {"doc_hash": 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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Moscow.txt" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Moscow.txt"
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+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Moscow.txt"	
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+Moscow is the capital and largest city of Russia. The city stands on the Moskva River in Central Russia, with a population estimated at 13.0 million residents within the city limits, over 18.8 million residents in the urban area, and over 21.5 million residents in the metropolitan area. The city covers an area of 2,511 square kilometers (970 sq mi), while the urban area covers 5,891 square kilometers (2,275 sq mi), and the metropolitan area covers over 26,000 square kilometers (10,000 sq mi). Moscow is among the world's largest cities, being the most populous city entirely in Europe, the largest urban and metropolitan area in Europe, and the largest city by land area on the European continent.First documented in 1147, Moscow grew to become a prosperous and powerful city that served as the capital of the Grand Duchy of Moscow. When the Tsardom of Russia was proclaimed, Moscow remained the political and economic center for most of its history. Under the reign of Peter the Great, the Russian capital was moved to the newly founded city of Saint Petersburg in 1712, diminishing Moscow's influence. Following the Russian Revolution and the establishment of the Russian SFSR, the capital was moved back to Moscow in 1918, where it later became the political center of the Soviet Union. In the aftermath of the dissolution of the Soviet Union, Moscow remained the capital city of the newly established Russian Federation.
+The northernmost and coldest megacity in the world, Moscow is governed as a federal city, where it serves as the political, economic, cultural, and scientific center of Russia and Eastern Europe. As an alpha world city, Moscow has one of the world's largest urban economies. The city is one of the fastest-growing tourist destinations in the world, and is one of Europe's most visited cities. Moscow is home to the sixth-highest number of billionaires of any city in the world. The Moscow International Business Center is one of the largest financial centers in Europe and the world, and features the majority of Europe's tallest skyscrapers. Moscow was the host city of the 1980 Summer Olympics, and one of the host cities of the 2018 FIFA World Cup.As the historic core of Russia, Moscow serves as the home of numerous Russian artists, scientists, and sports figures due to the presence of its various museums, academic and political institutions, and theaters. The city is home to several UNESCO World Heritage Sites and is well known for its display of Russian architecture, particularly its historic Red Square, and buildings such as the Saint Basil's Cathedral and the Moscow Kremlin, of which the latter serves as the seat of power of the Government of Russia. Moscow is home to many Russian companies in numerous industries and is served by a comprehensive transit network, which includes four international airports, ten railway terminals, a tram system, a monorail system, and most notably the Moscow Metro, the busiest metro system in Europe, and one of the largest rapid transit systems in the world. The city has over 40 percent of its territory covered by greenery, making it one of the greenest cities in the world.
+
+
+== Etymology ==
+The name of the city is thought to be derived from the name of the Moskva River. Several theories of the origin of the name of the river have been proposed.
+The most linguistically well-grounded and widely accepted is from the Proto-Balto-Slavic root *mŭzg-/muzg- from the Proto-Indo-European *meu- "wet", so the name Moskva might signify a river at a wetland or a marsh. Its cognates include Russian: музга, muzga "pool, puddle", Lithuanian: mazgoti and Latvian: mazgāt "to wash", Sanskrit: májjati "to drown", Latin: mergō "to dip, immerse". In many Slavic countries Moskov is a surname, most common in Russia, Bulgaria, Ukraine and North Macedonia. Additionally, there are similarly named places in Poland like Mozgawa.According to one the Finno-Ugric hypotheses, the Merya and Muroma people, who were among the several pre-Slavic tribes which originally inhabited the area, called the river Mustajoki "Black river", and the name of the river derives from this term. Various other theories (of Celtic, Iranian, Caucasic origins), having little or no scientific ground, are now largely rejected by contemporary linguists.The original Old Russian form of the name is reconstructed as *Москы, *Mosky, hence it was one of a few Slavic ū-stem nouns. As with other nouns of that declension, it had been undergoing a morphological transformation at the early stage of the development of the language, as a result, the first written mentions in the 12th century were Московь, Moskovĭ (accusative case), Москви, Moskvi (locative case), Москвe/Москвѣ, Moskve/Moskvě (genitive case). From the latter forms came to the modern Russian name Москва, Moskva, which is a result of morphological generalization with the numerous Slavic ā-stem nouns.
+However, the form Moskovĭ has left some traces in many other languages, including English: Moscow, German: Moskau, French: Moscou, Georgian: მოსკოვი, Latvian: Maskava, Bashkir: Мәскәү, Tatar: Mäskäw, Portuguese: Moscovo, Chuvash: Мускав, and Spanish: Moscú. 
+In a similar manner the Latin name Moscovia has been formed, later it became a colloquial name for Russia used in Western Europe in the 16th–17th centuries. From it as well came English Muscovy and muscovite.
+
+
+=== Other names ===
+Moscow has acquired several epithets, most referring to its size and preeminent status within the nation: The Third Rome (Третий Рим), the Whitestone One (Белокаменная), the First Throne (Первопрестольная), the Forty Soroks (Сорок Сороков) ("sorok" meaning both "forty, a great many" and "a district or parish" in Old Russian). Moscow is also one of the twelve Hero Cities. The demonym for a Moscow resident is "москвич" (moskvich) for male or "москвичка" (moskvichka) for female, rendered in English as Muscovite. The name "Moscow" is abbreviated "MSK" (МСК in Russian).
+
+
+== History ==
+
+
+=== Prehistory ===
+Archaeological digs show that the site of today's Moscow and the surrounding area have been inhabited since time immemorial. Among the earliest finds are relics of the Lyalovo culture, which experts assign to the Neolithic period, the last phase of the Stone Age.They confirm that the first inhabitants of the area were hunters and gatherers. Around 950 AD, two Slavic tribes, Vyatichi and Krivichi, settled here. Possibly the Vyatichi formed the core of Moscow's indigenous population.
+
+
+=== Early history (1147–1284) ===
+
+The first known reference to Moscow dates from 1147 as a meeting place of Yuri Dolgoruky and Sviatoslav Olgovich. At the time it was a minor town on the western border of Vladimir-Suzdal Principality. The chronicle says, "Come, my brother, to Moskov" (Приди ко мне, брате, в Москов).In 1156, Knyaz Yuri Dolgorukiy fortified the town with a timber fence and a moat. In the course of the Mongol invasion of Kievan Rus', the Mongols under Batu Khan burned the city to the ground and killed its inhabitants.The timber fort na Moskvě "on the Moscow River" was inherited by Daniel, the youngest son of Alexander Nevsky, in the 1260s, at the time considered the least valuable of his father's possessions.
+Daniel was still a child at the time, and the big fort was governed by tiuns (deputies), appointed by Daniel's paternal uncle, Yaroslav of Tver.Daniel came of age in the 1270s and became involved in the power struggles of the principality with lasting success, siding with his brother Dmitry in his bid for the rule of Novgorod. From 1283 he acted as the ruler of an independent principality alongside Dmitry, who became Grand Duke of Vladimir.
+Daniel has been credited with founding the first Moscow monasteries, dedicated to the Lord's Epiphany and to Saint Daniel.
+
+
+=== Grand Duchy (1283–1547) ===
+
+Daniel ruled Moscow as Grand Duke until 1303 and established it as a prosperous city that would eclipse its parent principality of Vladimir by the 1320s.
+On the right bank of the Moskva River, at a distance of eight kilometres (5 mi) from the Kremlin, not later than in 1282, Daniel founded the first monastery with the wooden church of St. Daniel-Stylite, which is now the Danilov Monastery. Daniel died in 1303, at the age of 42. Before his death, he became a monk and, according to his will, was buried in the cemetery of the St. Daniel Monastery.
+Moscow was quite stable and prosperous for many years and attracted a large number of refugees from across Russia. The Rurikids maintained large landholdings by practicing primogeniture, whereby all land was passed to the eldest sons, rather than dividing it up among all sons. By 1304, Yury of Moscow contested with Mikhail of Tver for the throne of the principality of Vladimir. Ivan I eventually defeated Tver to become the sole collector of taxes for the Mongol rulers, making Moscow the capital of Vladimir-Suzdal. By paying high tribute, Ivan won an important concession from the Khan.
+
+While the Khan of the Golden Horde initially attempted to limit Moscow's influence, when the growth of the Grand Duchy of Lithuania began to threaten all of Russia, the Khan strengthened Moscow to counterbalance Lithuania, allowing it to become one of the most powerful cities in Russia. In 1380, prince Dmitry Donskoy of Moscow led a united Russian army to an important victory over the Mongols in the Battle of Kulikovo. Afterward, Moscow took the leading role in liberating Russia from Mongol domination. In 1480, Ivan III had finally broken the Russians free from Tatar control, and Moscow became the capital of an empire that would eventually encompass all of Russia and Siberia, and parts of many other lands.
+
+In 1462 Ivan III, (1440–1505) became Grand Prince of Moscow (then part of the medieval Muscovy state). He began fighting the Tatars, enlarged the territory of Muscovy, and enriched his capital city. By 1500 it had a population of 100,000 and was one of the largest cities in the world. He conquered the far larger principality of Novgorod to the north, which had been allied to the hostile Lithuanians. Thus he enlarged the territory sevenfold, from 430,000 to 2,800,000 square kilometres (170,000 to 1,080,000 square miles). He took control of the ancient "Novgorod Chronicle" and made it a propaganda vehicle for his regime.The original Moscow Kremlin was built in the 14th century. It was reconstructed by Ivan, who in the 1480s invited architects from Renaissance Italy, such as Petrus Antonius Solarius, who designed the new Kremlin wall and its towers, and Marco Ruffo who designed the new palace for the prince. The Kremlin walls as they now appear are those designed by Solarius, completed in 1495. The Kremlin's Great Bell Tower was built in 1505–08 and augmented to its present height in 1600.
+A trading settlement, or posad, grew up to the east of the Kremlin, in the area known as Zaradye (Зарядье). In the time of Ivan III, the Red Square, originally named the Hollow Field (Полое поле) appeared.
+In 1508–1516, the Italian architect Aleviz Fryazin (Novy) arranged for the construction of a moat in front of the eastern wall, which would connect the Moskva and Neglinnaya and be filled in with water from Neglinnaya. This moat, known as the Alevizov moat and having a length of 541 metres (1,775 feet), width of 36 metres (118 feet), and a depth of 9.5 to 13 metres (31–43 feet) was lined with limestone and, in 1533, fenced on both sides with low, four-metre-thick (13-foot) cogged-brick walls.
+
+
+=== Tsardom (1547–1721) ===
+
+In the 16th and 17th centuries, the three circular defenses were built: Kitay-gorod (Китай-город), the White City (Белый город) and the Earthen City (Земляной город). However, in 1547, two fires destroyed much of the town, and in 1571 the Crimean Tatars captured Moscow, burning everything except the Kremlin. The annals record that only 30,000 of 200,000 inhabitants survived.
+
+The Crimean Tatars attacked again in 1591, but this time were held back by new defense walls, built between 1584 and 1591 by a craftsman named Fyodor Kon. In 1592, an outer earth rampart with 50 towers was erected around the city, including an area on the right bank of the Moscow River. As an outermost line of defense, a chain of strongly fortified monasteries was established beyond the ramparts to the south and east, principally the Novodevichy Convent and Donskoy, Danilov, Simonov, Novospasskiy, and Andronikov monasteries, most of which now house museums. From its ramparts, the city became poetically known as Bielokamennaya, the "White-Walled". The city's limits as marked by the ramparts built in 1592 are now marked by the Garden Ring.
+Three square gates existed on the eastern side of the Kremlin wall, which in the 17th century, were known as Konstantino-Eleninsky, Spassky, Nikolsky (owing their names to the icons of Constantine and Helen, the Saviour and St. Nicholas that hung over them). The last two were directly opposite the Red Square, while the Konstantino-Elenensky gate was located behind Saint Basil's Cathedral.
+
+The Russian famine of 1601–03 killed perhaps 100,000 in Moscow. From 1610 through 1612, troops of the Polish–Lithuanian Commonwealth occupied Moscow, as its ruler Sigismund III tried to take the Russian throne. In 1612, the people of Nizhny Novgorod and other Russian cities conducted by prince Dmitry Pozharsky and Kuzma Minin rose against the Polish occupants, besieged the Kremlin, and expelled them. In 1613, the Zemsky sobor elected Michael Romanov tsar, establishing the Romanov dynasty. The 17th century was rich in popular risings, such as the liberation of Moscow from the Polish–Lithuanian invaders (1612), the Salt Riot (1648), the Copper Riot (1662), and the Moscow Uprising of 1682.
+During the first half of the 17th century, the population of Moscow doubled from roughly 100,000 to 200,000. It expanded beyond its ramparts in the later 17th century. It is estimated, that in the middle of the 17th century, 20% of Moscow suburb's inhabitants were from the Grand Duchy of Lithuania, practically all of them being driven from their homeland to Moscow by Muscovite invaders. By 1682, there were 692 households established north of the ramparts, by Ukrainians and Belarusians abducted from their hometowns in the course of the Russo-Polish War (1654–1667). These new outskirts of the city came to be known as the Meshchanskaya sloboda, after Ruthenian meshchane "town people". The term meshchane (мещане) acquired pejorative connotations in 18th-century Russia and today means "petty bourgeois" or "narrow-minded philistine".The entire city of the late 17th century, including the slobodas that grew up outside the city ramparts, are contained within what is today Moscow's Central Administrative Okrug.
+Numerous disasters befell the city. The plague epidemics ravaged Moscow in 1570–1571, 1592 and 1654–1656. The plague killed upwards of 80% of the people in 1654–55. Fires burned out much of the wooden city in 1626 and 1648. In 1712 Peter the Great moved his government to the newly built Saint Petersburg on the Baltic coast. Moscow ceased to be Russia's capital, except for a brief period from 1728 to 1732 under the influence of the Supreme Privy Council.
+
+
+=== Empire (1721–1917) ===
+
+After losing the status as the capital of the empire, the population of Moscow at first decreased, from 200,000 in the 17th century to 130,000 in 1750. But after 1750, the population grew more than tenfold over the remaining duration of the Russian Empire, reaching 1.8 million by 1915. The 1770–1772 Russian plague killed up to 100,000 people in Moscow.
+By 1700, the building of cobbled roads had begun. In November 1730, the permanent street light was introduced, and by 1867 many streets had a gaslight. In 1883, near the Prechistinskiye Gates, arc lamps were installed. In 1741 Moscow was surrounded by a barricade 40 kilometres (25 mi) long, the Kamer-Kollezhskiy barrier, with 16 gates at which customs tolls were collected. Its line is traced today by a number of streets called val ("ramparts").
+Between 1781 and 1804 the Mytischinskiy water pipe (the first in Russia) was built. In 1813, following the destruction of much of the city during the French occupation, a Commission for the Construction of the City of Moscow was established. It launched a great program of rebuilding, including a partial replanning of the city-centre. Among many buildings constructed or reconstructed at this time was the Grand Kremlin Palace and the Kremlin Armoury, the Moscow University, the Moscow Manege (Riding School), and the Bolshoi Theatre. In 1903 the Moskvoretskaya water supply was completed.
+In the early 19th century, the Arch of Konstantino-Elenensky gate was paved with bricks, but the Spassky Gate was the main front gate of the Kremlin and used for royal entrances. From this gate, wooden and (following the 17th-century improvements) stone bridges stretched across the moat. Books were sold on this bridge and stone platforms were built nearby for guns – "raskats". The Tsar Cannon was located on the platform of the Lobnoye mesto.
+The road connecting Moscow with St. Petersburg, now the M10 highway, was completed in 1746, its Moscow end following the old Tver road, which had existed since the 16th century. It became known as Peterburskoye Schosse after it was paved in the 1780s. Petrovsky Palace was built in 1776–1780 by Matvey Kazakov.
+
+When Napoleon invaded Russia in 1812, the Moscovites were evacuated. It is suspected that the Moscow fire was principally the effect of Russian sabotage. Napoleon's Grande Armée was forced to retreat and was nearly annihilated by the devastating Russian winter and sporadic attacks by Russian military forces. As many as 400,000 of Napoleon's soldiers died during this time.
+Moscow State University was established in 1755. Its main building was reconstructed after the 1812 fire by Domenico Giliardi. The Moskovskiye Vedomosti newspaper appeared from 1756, originally in weekly intervals, and from 1859 as a daily newspaper.
+The Arbat Street had been in existence since at least the 15th century, but it was developed into a prestigious area during the 18th century. It was destroyed in the fire of 1812 and was rebuilt completely in the early 19th century.
+In the 1830s, general Alexander Bashilov planned the first regular grid of city streets north from Petrovsky Palace. Khodynka field south of the highway was used for military training. Smolensky Rail station (forerunner of present-day Belorussky Rail Terminal) was inaugurated in 1870. Sokolniki Park, in the 18th century the home of the tsar's falconers well outside Moscow, became contiguous with the expanding city in the later 19th century and was developed into a public municipal park in 1878. The suburban Savyolovsky Rail Terminal was built in 1902. In January 1905, the institution of the City Governor, or Mayor, was officially introduced in Moscow, and Alexander Adrianov became Moscow's first official mayor.
+When Catherine II came to power in 1762, the city's filth and the smell of sewage were depicted by observers as a symptom of disorderly lifestyles of lower-class Russians recently arrived from the farms. Elites called for improving sanitation, which became part of Catherine's plans for increasing control over social life. National political and military successes from 1812 through 1855 calmed the critics and validated efforts to produce a more enlightened and stable society. There was less talk about the smell and the poor conditions of public health. However, in the wake of Russia's failures in the Crimean War in 1855–56, confidence in the ability of the state to maintain order in the slums eroded, and demands for improved public health put filth back on the agenda.
+
+
+=== Soviet period (1917–1991) ===
+In November 1917, upon learning of the uprising happening in Petrograd, Moscow's Bolsheviks also began their uprising. On November 2 (15), 1917, after heavy fighting, Soviet power was established in Moscow.Then Vladimir Lenin, fearing possible foreign invasion, moved the capital from Petrograd (Saint Petersburg) back to Moscow on March 12, 1918. The Kremlin once again became the seat of power and the political centre of the new state.
+With the change in values imposed by communist ideology, the tradition of preservation of cultural heritage was broken. Independent preservation societies, even those that defended only secular landmarks such as Moscow-based OIRU were disbanded by the end of the 1920s. A new anti-religious campaign, launched in 1929, coincided with the collectivization of peasants; the destruction of churches in the cities peaked around 1932. In 1937 several letters were written to the Central Committee of the Communist Party of the Soviet Union to rename Moscow to "Stalindar" or "Stalinodar", one from an elderly pensioner whose dream was to "live in Stalinodar" and had selected the name to represent the "gift" (dar) of the genius of Stalin. Stalin rejected this suggestion, and after it was suggested again to him by Nikolai Yezhov, he was outraged, saying "What do I need this for?". This was following Stalin banning the renaming of places in his name in 1936.During World War II, the Soviet State Committee of Defence and the General Staff of the Red Army were located in Moscow. In 1941, 16 divisions of the national volunteers (more than 160,000 people), 25 battalions (18,000 people), and four engineering regiments were formed among the Muscovites. Between October 1941 and January 1942, the German Army Group Centre was stopped at the outskirts of the city and then driven off in the course of the Battle of Moscow. Many factories were evacuated, together with much of the government, and from October 20 the city was declared to be in a state of siege. Its remaining inhabitants built and manned antitank defenses, while the city was bombarded from the air. On May 1, 1944, a medal "For the defence of Moscow" and in 1947 another medal "In memory of the 800th anniversary of Moscow" was instituted.
+Both German and Soviet casualties during the Battle of Moscow have been a subject of debate, as various sources provide somewhat different estimates. Total casualties between September 30, 1941, and January 7, 1942, are estimated to be between 248,000 and 400,000 for the Wehrmacht and between 650,000 and 1,280,000 for the Red Army.
+During the postwar years, there was a serious housing crisis, solved by the invention of high-rise apartments. There are over 11,000 of these standardised and prefabricated apartment blocks, housing the majority of Moscow's population, making it by far the city with the most high-rise buildings. Apartments were built and partly furnished in the factory before being raised and stacked into tall columns. The popular Soviet-era comic film Irony of Fate parodies this construction method.
+The city of Zelenograd was built in 1958 at 37 kilometres (23 miles) from the city centre to the north-west, along with the Leningradskoye Shosse, and incorporated as one of Moscow's administrative okrugs. Moscow State University moved to its campus on Sparrow Hills in 1953.
+In 1959 Nikita Khrushchev launched his anti-religious campaign. By 1964 over 10 thousand churches out of 20 thousand were shut down (mostly in rural areas) and many were demolished. Of 58 monasteries and convents operating in 1959, only sixteen remained by 1964; of Moscow's fifty churches operating in 1959, thirty were closed and six demolished.
+
+On May 8, 1965, due to the actual 20th anniversary of the victory in World War II, Moscow was awarded a title of the Hero City.
+
+The Moscow Ring Road (MKAD) was opened in 1961. It had four lanes running 109 kilometres (68 miles) along the city borders. The MKAD marked the administrative boundaries of the city of Moscow until the 1980s when outlying suburbs beyond the ring road began to be incorporated. In 1980, Moscow hosted the Summer Olympic Games, which were boycotted by the United States and several other Western countries due to the Soviet Union's involvement in Afghanistan in late 1979. In 1991 Moscow was the scene of a coup attempt by conservative communists opposed to the liberal reforms of Mikhail Gorbachev.
+
+
+=== Recent history (1991–present) ===
+When the USSR was dissolved in the same year, Moscow remained the capital of the Russian SFSR (on December 25, 1991, the Russian SFSR was renamed the Russian Federation). Since then, a market economy has emerged in Moscow, producing an explosion of Western-style retailing, services, architecture, and lifestyles.
+The city has continued to grow during the 1990s to 2000s, its population rising from below nine to above ten million. Mason and Nigmatullina argue that Soviet-era urban-growth controls (before 1991) produced controlled and sustainable metropolitan development, typified by the greenbelt built in 1935. Since then, however, there has been a dramatic growth of low-density suburban sprawl, created by heavy demand for single-family dwellings as opposed to crowded apartments. In 1995–1997 the MKAD ring road was widened from the initial four to ten lanes.
+In December 2002 Bulvar Dmitriya Donskogo became the first Moscow Metro station that opened beyond the limits of MKAD. The Third Ring Road, intermediate between the early 19th-century Garden Ring and the Soviet-era outer ring road, was completed in 2004. The greenbelt is becoming more and more fragmented, and satellite cities are appearing at the fringe. Summer dachas are being converted into year-round residences, and with the proliferation of automobiles there is heavy traffic congestion. Multiple old churches and other examples of architectural heritage that had been demolished during the Stalin era have been restored, such as the Cathedral of Christ the Saviour.
+In 2010s Moscow's Administration has launched some long duration projects like the Moja Ulitsa (in English: My Street) urban redevelopment program or the Residency renovation one.By its territorial expansion on July 1, 2012, southwest into the Moscow Oblast the area of the capital more than doubled, going from 1,091 to 2,511 square kilometers (421 to 970 sq mi), resulting in Moscow becoming the largest city on the European continent by area; it also gained an additional population of 233,000 people. The annexed territory was officially named Новая Москва (New Moscow).
+
+
+== Geography ==
+
+
+=== Location ===
+Moscow is situated on the banks of the Moskva River, which flows for just over 500 km (311 mi) through the East European Plain in central Russia, not far from the natural border of the forest and forest-steppe zone. 49 bridges span the river and its canals within the city's limits. The elevation of Moscow at the All-Russia Exhibition Center (VVC), where the leading Moscow weather station is situated, is 156 metres (512 feet). Teplostan Upland is the city's highest point at 255 metres (837 feet). The width of Moscow city (not limiting MKAD) from west to east is 39.7 km (24.7 mi), and the length from north to south is 51.8 km (32.2 mi).
+
+
+=== Time ===
+
+Moscow serves as the reference point for the time zone used in most of European Russia, Belarus and the Republic of Crimea. The areas operate in what is referred to in international standards as Moscow Standard Time (MSK, МСК), which is 3 hours ahead of UTC, or UTC+3. Daylight saving time is no longer observed. According to the geographical longitude the average solar noon in Moscow occurs at 12:30.
+
+
+=== Climate ===
+
+Moscow has a humid continental climate (Köppen: Dfb) with long, cold (although average by Russian standards) winters usually lasting from mid-November to the end of March, and warm summers. More extreme continental climates at the same latitude- such as parts of Eastern Canada or Siberia- have much colder winters than Moscow, suggesting that there is still significant moderation from the Atlantic Ocean despite the fact that Moscow is far from the sea. Weather can fluctuate widely, with temperatures ranging from −25 °C (−13 °F) in the city and −30 °C (−22 °F) in the suburbs to above 5 °C (41 °F) in the winter, and from 10 to 35 °C (50 to 95 °F) in the summer.
+Typical high temperatures in the warm months of June, July, and August are around a comfortable 20 to 26 °C (68 to 79 °F), but during heat waves (which can occur between May and September), daytime high temperatures often exceed 30 °C (86 °F), sometimes for a week or two at a time. In the winter, average temperatures normally drop to approximately −10 °C (14 °F), though almost every winter there are periods of warmth with day temperatures rising above 0 °C (32 °F), and periods of cooling with night temperatures falling below −20 °C (−4 °F). These periods usually last about a week or two. The growing season in Moscow normally lasts for 156 days usually around May 1 to October 5.The highest temperature ever recorded was 38.2 °C (100.8 °F) at the VVC weather station and 39.0 °C (102.2 °F) in the center of Moscow and Domodedovo airport on July 29, 2010, during the unusual 2010 Northern Hemisphere summer heat waves. Record high and average temperatures were recorded for January, March, April, May, June, July, August, November, and December in 2007–2022. The average July temperature from 1991 to 2020 is 19.7 °C (67.5 °F). The lowest ever recorded temperature was −42.1 °C (−43.8 °F) in January 1940. Snow, which is present for about five months a year, often begins to fall mid-October, while snow cover lies in November and melts at the beginning of April.
+On average, Moscow has 1731 hours of sunshine per year, varying from a low of 8% in December to 52% from May to August. This large annual variation is due to convective cloud formation. In the winter, moist air from the Atlantic condenses in the cold continental interior, resulting in very overcast conditions. However, this same continental influence results in considerably sunnier summers than oceanic cities of similar latitude such as Edinburgh. Between 2004 and 2010, the average was between 1800 and 2000 hours with a tendency to more sunshine in summer months, up to a record 411 hours in July 2014, 79% of possible sunshine. December 2017 was the darkest month in Moscow since records began, with only six minutes of sunlight.Temperatures in the centre of Moscow are often significantly higher than in the outskirts and nearby suburbs, especially in winter. For example, if the average February temperature in the north-east of Moscow is −6.7 °C (19.9 °F), in the suburbs it is about −9 °C (16 °F). The temperature difference between the centre of Moscow and nearby areas of Moscow Oblast can sometimes be more than 10 °C (18 °F) on frosty winter nights.
+
+Recent changes in Moscow's regional climate, since it is in the mid-latitudes of the northern hemisphere, are often cited by climate scientists as evidence of global warming, though by definition, climate change is global, not regional. During the summer, extreme heat is often observed in the city (2001, 2002, 2003, 2010, 2011, 2021). Along with a southern part of Central Russia, after recent years of hot summer seasons, the climate of the city gets hot-summer classification trends. Winter also became significantly milder: for example, the average January temperature in the early 1900s was −12.0 °C (10.4 °F), while now it is about −7.0 °C (19.4 °F). At the end of January–February it is often colder, with frosts reaching −30.0 °C (−22.0 °F) a few nights per year (2006, 2010, 2011, 2012, and 2013).
+The last decade was the warmest in the history of meteorological observations of Moscow. Temperature changes in the city are depicted in the table below:
+
+
+== Paleontology ==
+Moscow is one of the few cities with paleontological monuments of world significance on its territory. One of them is the Gorodnya River with its tributaries, on the banks of which outcrops of the Quaternary and older Cretaceous periods are located. Fossils of the bivalve mollusk Inoceramus kleinii and tubular passages of burrowing animals, described in 2017 as a new ichnospecies Skolithos gorodnensis, were discovered in the Coniacian deposits near the stream bed of the Bolshaya Glinka River. Ichnogenera Diplocraterion, Planolites, Skolithos and possibly Ophiomorpha were found in the Albian deposits. Paleolithic flint tools were discovered in the Quaternary deposits of the Bolshaya Glinka stream bed.In 1878, paleontologist Hermann Trautschold discovered the left flipper of an ichthyosaur near the village of Mnevniki, which later became part of Moscow. In 2014, the animal was named Undorosaurus trautscholdi, after its discoverer. Trautschold determined the age of the sediments from which the specimen was taken to be Kimmeridgian, but, according to more recent studies, they were formed in the Tithonian age of the Jurassic period.Albian foraminifera and ammonites also known from the Moscow deposits.Fossils of various organisms are on display in Moscow museums, including the Orlov Museum of Paleontology and Vernadsky State Geological Museum.
+
+
+== Demographics ==
+
+
+=== Population ===
+According to the results of the 2021 Census, the population of Moscow was 13,010,112; up from 11,503,501 recorded in the 2010 Census.
+
+
+=== Ethnic groups ===
+
+668,409 people were registered from administrative databases, and could not declare an ethnicity. It is estimated that the proportion of ethnicities in this group is the same as that of the declared group.
+
+
+=== Vital statistics ===
+The official population of Moscow is based on those holding "permanent residency". According to Russia's Federal Migration Service, Moscow holds 1.8 million official "guests" who have temporary residency on the basis of visas or other documentation, giving a legal population of 14.8 million. The number of Illegal immigrants, the vast majority originating from Central Asia, is estimated to be an additional 1 million people, giving a total population of about 15.8 million.
+Vital statistics for 2022:
+Births: 123,654 (9.8 per 1,000)
+Deaths: 126,988 (10.1 per 1,000)Total fertility rate (2022): 
+1.42 children per woman
+Life expectancy (2021):
+Total — 74.55 years (male — 71.00, female — 77.94)
+
+
+=== Religion ===
+
+Christians form the majority of the city's population; most of whom adhere Russian Orthodox Church. The Patriarch of Moscow serves as the head of the church and resides in the Danilov Monastery. Moscow was called the "city of 40 times 40 churches"—prior to 1917. Moscow is Russia's capital of Eastern Orthodox Christianity, which has been the country's traditional religion.
+Other religions practiced in Moscow include Buddhism, Hinduism, Islam, Judaism, Yazidism, and Rodnovery. The Moscow Mufti Council claimed that Muslims numbered around 1.5 million of 10.5 million of the city's population in 2010; There are four mosques in the city.
+
+
+== Cityscape ==
+
+
+=== Architecture ===
+Moscow's architecture is world-renowned. Moscow is the site of Saint Basil's Cathedral, with its elegant onion domes, as well as the Cathedral of Christ the Savior and the Seven Sisters. The first Kremlin was built in the middle of the 12th century.
+Medieval Moscow's design was of concentric walls and intersecting radial thoroughfares. This layout, as well as Moscow's rivers, helped shape Moscow's design in subsequent centuries.
+The Kremlin was rebuilt in the 15th century. Its towers and some of its churches were built by Italian architects, lending the city some of the aurae of the renaissance. From the end of the 15th century, the city was embellished by masonry structures such as monasteries, palaces, walls, towers, and churches.
+The city's appearance had not changed much by the 18th century. Houses were made of pine and spruce logs, with shingled roofs plastered with sod or covered by birch bark. The rebuilding of Moscow in the second half of the 18th century was necessitated by constant fires and the needs of the nobility. Much of the wooden city was replaced by buildings in the classical style.For much of its architectural history, Moscow was dominated by Orthodox churches. However, the overall appearance of the city changed drastically during Soviet times, especially as a result of Joseph Stalin's large-scale effort to "modernize" Moscow. Stalin's plans for the city included a network of broad avenues and roadways, some of them over ten lanes wide, which, while greatly simplifying movement through the city, were constructed at the expense of a great number of historical buildings and districts. Among the many casualties of Stalin's demolitions was the Sukharev Tower, a longtime city landmark, as well as mansions and commercial buildings. The city's newfound status as the capital of a deeply secular nation, made religiously significant buildings especially vulnerable to demolition. Many of the city's churches, which in most cases were some of Moscow's oldest and most prominent buildings, were destroyed; some notable examples include the Kazan Cathedral and the Cathedral of Christ the Savior. During the 1990s, both were rebuilt. Many smaller churches, however, were lost.
+While the later Stalinist period was characterized by the curtailing of creativity and architectural innovation, the earlier post-revolutionary years saw a plethora of radical new buildings created in the city. Especially notable were the constructivist architects associated with VKHUTEMAS, responsible for such landmarks as Lenin's Mausoleum. Another prominent architect was Vladimir Shukhov, famous for Shukhov Tower, just one of many hyperboloid towers designed by Shukhov. It was built between 1919 and 1922 as a transmission tower for a Russian broadcasting company. Shukhov also left a lasting legacy to the Constructivist architecture of early Soviet Russia. He designed spacious elongated shop galleries, most notably the GUM department store on Red Square, bridged with innovative metal-and-glass vaults.
+
+Perhaps the most recognizable contributions of the Stalinist period are the so-called Seven Sisters, seven massive skyscrapers scattered throughout the city at about an equal distance from the Kremlin. A defining feature of Moscow's skyline, their imposing form was allegedly inspired by the Manhattan Municipal Building in New York City, and their style—with intricate exteriors and a large central spire—has been described as Stalinist Gothic architecture. All seven towers can be seen from most high points in the city; they are among the tallest constructions in central Moscow apart from the Ostankino Tower, which, when it was completed in 1967, was the highest free-standing land structure in the world and today remains the world's seventy-second tallest, ranking among buildings such as the Burj Khalifa in Dubai, Taipei 101 in Taiwan and the CN Tower in Toronto.The Soviet goal of providing housing for every family, and the rapid growth of Moscow's population, led to the construction of large, monotonous housing blocks. Most of these date from the post-Stalin era and the styles are often named after the leader then in power (Brezhnev, Khrushchev, etc.). They are usually badly maintained.
+Although the city still has some five-story apartment buildings constructed before the mid-1960s, more recent apartment buildings are usually at least nine floors tall, and have elevators. It is estimated that Moscow has over twice as many elevators as New York City and four times as many as Chicago. Moslift, one of the city's major elevator operating companies, has about 1500 elevator mechanics on call, to release residents trapped in elevators.Stalinist-era buildings, mostly found in the central part of the city, are massive and usually ornamented with Socialist realism motifs that imitate classical themes. However, small churches—almost always Eastern Orthodox– found across the city provide glimpses of its past. The Old Arbat Street, a tourist street that was once the heart of a bohemian area, preserves most of its buildings from prior to the 20th century. Many buildings found off the main streets of the inner city (behind the Stalinist façades of Tverskaya Street, for example) are also examples of bourgeois architecture typical of Tsarist times. Ostankino Palace, Kuskovo, Uzkoye and other large estates just outside Moscow originally belong to nobles from the Tsarist era, and some convents, and monasteries, both inside and outside the city, are open to Muscovites and tourists.
+
+Attempts are being made to restore many of the city's best-kept examples of pre-Soviet architecture. These restored structures are easily spotted by their bright new colors and spotless façades. There are a few examples of notable, early Soviet avant-garde work too, such as the house of the architect Konstantin Melnikov in the Arbat area. Many of these restorations were criticized for alleged disrespect of historical authenticity. Facadism is also widely practiced. Later examples of interesting Soviet architecture are usually marked by their impressive size and the semi-Modernist styles employed, such as with the Novy Arbat project, familiarly known as "false teeth of Moscow" and notorious for the wide-scale disruption of a historic area in central Moscow involved in the project.
+
+Plaques on house exteriors will inform passers-by that a well-known personality once lived there. Frequently, the plaques are dedicated to Soviet celebrities not well known outside (or often, like with decorated generals and revolutionaries, now both inside) of Russia. There are also many "museum houses" of famous Russian writers, composers, and artists in the city.
+Moscow's skyline is quickly modernizing, with several new towers under construction.
+In recent years, the city administration has been widely criticized for heavy destruction that has affected many historical buildings. As much as a third of historic Moscow has been destroyed in the past few years to make space for luxury apartments and hotels. Other historical buildings, including such landmarks as the 1930 Moskva hotel and the 1913 department store Voyentorg, have been razed and reconstructed anew, with the inevitable loss of historical value. Critics blame the government for not enforcing conservation laws: in the last 12 years, more than 50 buildings with monument status were torn down, several of those dating back to the 17th century. Some critics also wonder if the money used for the reconstruction of razed buildings could not be used for the renovation of decaying structures, which include many works by architect Konstantin Melnikov and Mayakovskaya metro station.
+Some organizations, such as Moscow Architecture Preservation Society and Save Europe's Heritage, are trying to draw the international public attention to these problems.
+
+
+=== Parks and landmarks ===
+
+There are 96 parks and 18 gardens in Moscow, including four botanical gardens. There are 450 square kilometres (170 sq mi) of green zones besides 100 square kilometres (39 sq mi) of forests. Moscow is a very green city, if compared to other cities of comparable size in Western Europe and North America; this is partly due to a history of having green "yards" with trees and grass, between residential buildings. There are on average 27 square meters (290 sq ft) of parks per person in Moscow compared with 6 for Paris, 7.5 in London and 8.6 in New York.
+Gorky Park (officially the Central Park of Culture and Rest named after Maxim Gorky), was founded in 1928. The main part (689,000 square metres or 170 acres) along the Moskva river contains estrades, children's attractions (including the Observation Wheel water ponds with boats and water bicycles), dancing, tennis courts and other sports facilities. It borders the Neskuchny Garden (408,000 square metres or 101 acres), the oldest park in Moscow and a former imperial residence, created as a result of the integration of three estates in the 18th century. The Garden features the Green Theater, one of the largest open amphitheaters in Europe, able to hold up to 15 thousand people. Several parks include a section known as a "Park of Culture and Rest", sometimes alongside a much wilder area (this includes parks such as Izmaylovsky, Fili and Sokolniki). Some parks are designated as Forest Parks (lesopark).
+
+Izmaylovsky Park, created in 1931, is one of the largest urban parks in the world along with Richmond Park in London. Its area of 15.34 square kilometres (5.92 sq mi) is six times greater than that of Central Park in New York.Bauman Garden, officially founded in 1920 and renamed in 1922 after the bolshevik Nikolay Bauman, is one of the oldest parks in Moscow. It is standing on the site of the former Golitsyn estate and eighteenth-century public garden.
+ Sokolniki Park, named after the falcon hunting that occurred there in the past, is one of the oldest parks in Moscow and has an area of 6 square kilometres (2.3 sq mi). A central circle with a large fountain is surrounded by birch, maple, and elm tree alleys. A labyrinth composed of green paths lies beyond the park's ponds.
+Losiny Ostrov National Park ("Elk Island" National Park), with a total area of more than 116 square kilometres (45 sq mi), borders Sokolniki Park and was Russia's first national park. It is quite wild, and is also known as the "city taiga" – elk can be seen there.
+
+Tsytsin Main Botanical Garden of Academy of Sciences, founded in 1945 is the largest in Europe. It covers the territory of 3.61 square kilometres (1.39 sq mi) bordering the All-Russia Exhibition Center and contains a live exhibition of more than 20 thousand species of plants from around the world, as well as a lab for scientific research. It contains a rosarium with 20 thousand rose bushes, a dendrarium, and an oak forest, with the average age of trees exceeding 100 years. There is a greenhouse taking up more than 5,000 square metres (53,820 square feet) of land.The All-Russian Exhibition Center (Всероссийский выставочный центр), formerly known as the All-Union Agricultural Exhibition (VSKhV) and later Exhibition of Achievements of the National Economy (VDNKh), though officially named a "permanent trade show", is one of the most prominent examples of Stalinist-era monumental architecture. Among the large spans of a recreational park, areas are scores of elaborate pavilions, each representing either a branch of Soviet industry and science or a USSR republic. Even though during the 1990s it was, and for some part still is, misused as a gigantic shopping center (most of the pavilions are rented out for small businesses), it still retains the bulk of its architectural landmarks, including two monumental fountains (Stone Flower and Friendship of Nations) and a 360 degrees panoramic cinema. In 2014 the park returned to the name Exhibition of Achievements of National Economy, and in the same year, huge renovation works had been started.Lilac Park, founded in 1958, has a permanent sculpture display and a large rosarium. Moscow has always been a popular destination for tourists. Some of the more famous attractions include the city's UNESCO World Heritage Site, Moscow Kremlin and Red Square, which was built between the 14th and 17th centuries. The Church of the Ascension at Kolomenskoye, which dates from 1532, is also a UNESCO World Heritage Site and another popular attraction.Near the new Tretyakov Gallery there is a sculpture garden, Museon, often called "the graveyard of fallen monuments" that displays statues of the former Soviet Union that were removed from their place after its dissolution.
+Other attractions include the Moscow Zoo, a zoological garden in two sections (the valleys of two streams) linked by a bridge, with nearly a thousand species and more than 6,500 specimens. Each year, the zoo attracts more than 1.2 million visitors. Many of Moscow's parks and landscaped gardens are protected natural environments.
+
+
+== Moscow rings ==
+Moscow's road system is centered roughly on the Kremlin at the heart of the city. From there, roads generally span outwards to intersect with a sequence of circular roads ("rings").
+
+The first and innermost major ring, Bulvarnoye Koltso (Boulevard Ring), was built at the former location of the 16th-century city wall around what used to be called Bely Gorod (White Town). The Bulvarnoye Koltso is technically not a ring; it does not form a complete circle, but instead a horseshoe-shaped arc that begins at the Cathedral of Christ the Savior and ends at the Yauza River.
+The second primary ring, located outside the Boulevard Ring, is the Sadovoye Koltso (Garden Ring). Like the Boulevard Ring, the Garden Ring follows the path of a 16th-century wall that used to encompass part of Moscow. 
+The Third Ring Road, was completed in 2003 as a high-speed freeway.
+The Fourth Transport Ring, another freeway, was planned, but cancelled in 2011. A system of chordal highways will replace it.Aside from the aforementioned hierarchy, line 5 of Moscow Metro is a circle-shaped looped subway line (hence the name Koltsevaya Liniya, literally "ring line"), which is located between the Sadovoye Koltso and Third Transport Ring.
+Two modern overlapping lines of Moscow Metro form "two hearts":
+
+Line 14. Since September 10, 2016, Moscow Central Circle renovated railroad (former Moskovskaya Okruzhnaya Zheleznaya Doroga) was introduced as Line 14 of Moscow Metro. The cone-shaped railroad initially opened in 1908 (freight-only railway from 1934 until the 2016 reopening).
+Line 11. Another circle metro line - Big Circle Line (Bolshaya Koltsevaya Liniya) is under construction and will be finished in 2023. Kakhovskaya-Savyolovskaya western half of the line was launched in late 2021.The outermost ring within Moscow is the Moscow Ring Road (often called MKAD, acronym word for Russian Московская Кольцевая Автомобильная Дорога), which forms the cultural boundary of the city, and was established in the 1950s. It is to note the method of building the road (usage of ground elevation instead of concrete columns throughout the whole way) formed a wall-like barrier that obstacles building roads under the MKAD highway itself).
+
+Before 2012 expansion of Moscow, MKAD was considered an approximate border for Moscow boundaries.Outside Moscow, some of the roads encompassing the city continue to follow this circular pattern seen inside city limits, with the notable examples of Betonka roads (highways A107 and A108), originally made of concrete pads.
+In order to reduce transit traffic on MKAD, the new ring road (called CKAD - Centralnaya Koltsevaya Avtomobilnaya Doroga, Central Ring Road) is now under construction beyond the MKAD.
+
+
+=== Transport rings in Moscow ===
+
+
+== Culture ==
+
+
+=== Museums and galleries ===
+One of the most notable art museums in Moscow is the Tretyakov Gallery, which was founded by Pavel Tretyakov, a wealthy patron of the arts who donated a large private collection to the city. The Tretyakov Gallery is split into two buildings. The Old Tretyakov gallery, the original gallery in the Tretyakovskaya area on the south bank of the Moskva River, houses works in the classic Russian tradition. The works of famous pre-Revolutionary painters, such as Ilya Repin, as well as the works of early Russian icon painters can be found here. Visitors can even see rare originals by early 15th-century iconographer Andrei Rublev.
+The New Tretyakov gallery, created in Soviet times, mainly contains the works of Soviet artists, as well as of a few contemporary paintings, but there is some overlap with the Old Tretyakov Gallery for early 20th-century art. The new gallery includes a small reconstruction of Vladimir Tatlin's famous Monument to the Third International and a mixture of other avant-garde works by artists like Kazimir Malevich and Wassily Kandinsky. Socialist realism features can also be found within the halls of the New Tretyakov Gallery.
+
+Another art museum in the city of Moscow is the Pushkin Museum of Fine Arts, which was founded by, among others, the father of Marina Tsvetaeva. The Pushkin Museum is similar to the British Museum in London in that its halls are a cross-section of exhibits on world civilisations, with many copies of ancient sculptures. However, it also hosts paintings from every major Western era; works by Claude Monet, Paul Cézanne, and Pablo Picasso are present in the museum's collection.
+The State Historical Museum of Russia (Государственный Исторический музей) is a museum of Russian history located between Red Square and Manege Square in Moscow. Its exhibitions range from relics of the prehistoric tribes inhabiting present-day Russia, through priceless artworks acquired by members of the Romanov dynasty. The total number of objects in the museum's collection numbers is several million. The Polytechnical Museum, founded in 1872 is the largest technical museum in Russia, offering a wide array of historical inventions and technological achievements, including humanoid automata from the 18th century and the first Soviet computers. Its collection contains more than 160,000 items. The Borodino Panorama museum located on Kutuzov Avenue provides an opportunity for visitors to experience being on a battlefield with a 360° diorama. It is a part of the large historical memorial commemorating the victory in the Patriotic War of 1812 over Napoleon's army, that includes also the triumphal arch, erected in 1827. There is also a military history museum that includes statues, and military hardware.
+Memorial Museum of Cosmonautics under the Monument to the Conquerors of Space at the end of Cosmonauts Alley is the central memorial place for the Russian space officials.
+The Shchusev State Museum of Architecture is the national museum of Russian architecture by the name of the architect Alexey Shchusev near the Kremlin area.
+Moscow will get its own branch of the Hermitage Museum in 2024, with authorities having agreed upon the final project, to be executed by Hani Rashid, co-founder of New York-based 'Asymptote Architecture' - the same bureau that's behind the city's stock market building, the Busan-based World Business Center Solomon Tower and the Strata Tower in Abu-Dhabi.
+
+
+=== Performing arts ===
+Moscow is the heart of the Russian performing arts, including ballet and film, with 68 museums 103 theaters, 132 cinemas and 24 concert halls. Among Moscow's theaters and ballet studios is the Bolshoi Theatre and the Malyi Theatre as well as Vakhtangov Theatre and Moscow Art Theatre.
+The Moscow International Performance Arts Center, opened in 2003, also known as Moscow International House of Music, is known for its performances in classical music. It has the largest organ in Russia installed in Svetlanov Hall.
+There are also two large circuses in Moscow: Moscow State Circus and Moscow Circus on Tsvetnoy Boulevard named after Yuri Nikulin.
+The Mosfilm studio was at the heart of many classic films, as it is responsible for both artistic and mainstream productions. However, despite the continued presence and reputation of internationally renowned Russian filmmakers, the once prolific native studios are much quieter. Rare and historical films may be seen in the Salut cinema, where films from the Museum of Cinema collection are shown regularly. International film festivals such as the Moscow International Film Festival, Stalker, Artdocfest, and Moscow Jewish Film Festival are staged in Moscow.
+
+
+== Sports ==
+
+Over 500 Olympic sports champions lived in the city by 2005. Moscow is home to 63 stadiums (besides eight football and eleven light athletics maneges), of which Luzhniki Stadium is the largest and the 4th biggest in Europe (it hosted the 1998–99 UEFA Cup, 2007–08 UEFA Champions League finals, the 1980 Summer Olympics, and the 2018 FIFA World Cup with 7 games total, including the final). Forty other sports complexes are located within the city, including 24 with artificial ice. The Olympic Stadium was the world's first indoor arena for bandy and hosted the Bandy World Championship twice. Moscow was again the host of the competition in 2010, this time in Krylatskoye. That arena has also hosted the World Speed Skating Championships. There are also seven horse racing tracks in Moscow, of which Central Moscow Hippodrome, founded in 1834, is the largest.
+
+Moscow was the host city of the 1980 Summer Olympics, with the yachting events being held at Tallinn, in present-day Estonia. Large sports facilities and the main international airport, Sheremetyevo Terminal 2, were built in preparation for the 1980 Summer Olympics. Moscow had made a bid for the 2012 Summer Olympics. However, when final voting commenced on July 6, 2005, Moscow was the first city to be eliminated from further rounds. The Games were awarded to London.
+The most titled ice hockey team in the Soviet Union and in the world, HC CSKA Moscow comes from Moscow. Other big ice hockey clubs from Moscow are HC Dynamo Moscow, which was the second most titled team in the Soviet Union, and HC Spartak Moscow.
+The most titled Soviet, Russian, and one of the most titled Euroleague clubs, is the basketball club from Moscow PBC CSKA Moscow. Moscow hosted the EuroBasket in 1953 and 1965.
+Moscow had more winners at the USSR and Russian Chess Championship than any other city.
+The most titled volleyball team in the Soviet Union and in Europe (CEV Champions League) is VC CSKA Moscow.
+In football, FC Spartak Moscow has won more championship titles in the Russian Premier League than any other team. They were second only to FC Dynamo Kyiv in Soviet times. PFC CSKA Moscow became the first Russian football team to win a UEFA title, the UEFA Cup (present-day UEFA Europa League). FC Lokomotiv Moscow, FC Dynamo Moscow and FC Torpedo Moscow are other professional football teams also based in Moscow.
+
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+Moscow houses other prominent football, ice hockey, and basketball teams. Because sports organisations in the Soviet Union were once highly centralized, two of the best Union-level teams represented defence and law-enforcing agencies: the Armed Forces (CSKA) and the Ministry of Internal Affairs (Dinamo). There were army and police teams in most major cities. As a result, Spartak, CSKA, and Dinamo were among the best-funded teams in the USSR.
+The Irina Viner-Usmanova Gymnastics Palace is located in the Luzniki Olympic Complex. The building works started in 2017 and the opening ceremony took place on June 18, 2019. The investor of the Palace is the billionaire Alisher Usmanov, husband of the former gymnast and gymnastics coach Irina Viner-Usmanova. The total surface of the building is 23,500 m2, which include 3 fitness rooms, locker rooms, rooms reserved for referees and coaches, saunas, a canteen, a cafeteria, 2 ball halls, a Medical center, a hall reserved for journalists, and a hotel for athletes.Because of Moscow's cold local climate, winter sports have a following. Many of Moscow's large parks offer marked trails for skiing and frozen ponds for skating.
+
+Moscow hosts the annual Kremlin Cup, a popular tennis tournament on both the WTA and ATP tours. It is one of the ten Tier-I events on the women's tour and a host of Russian players feature every year.
+SC Olimpiyskiy hosted the Eurovision Song Contest 2009, the first and so far the only Eurovision Song Contest arranged in Russia.
+Slava Moscow is a professional rugby club, competing in the national Professional Rugby League. Former rugby league heavyweights RC Lokomotiv have entered the same league as of 2011. The Luzhniki Stadium also hosted the 2013 Rugby World Cup Sevens.
+In bandy, one of the most successful clubs in the world is 20 times Russian League champions Dynamo Moscow. They have also won the World Cup thrice and European Cup six times.
+MFK Dinamo Moskva is one of the major futsal clubs in Europe, having won the Futsal Champions League title once.
+When Russia was selected to host the 2018 FIFA World Cup, the Luzhniki Stadium got an increased capacity, by almost 10,000 new seats, in addition to a further two stadiums that have been built: the Dynamo Stadium, and the Spartak Stadium, although the first one later was dismissed from having World Cup matches.
+
+
+=== Football clubs ===
+
+
+== Entertainment ==
+
+The city is full of clubs, restaurants, and bars. Tverskaya Street is also one of the busiest shopping streets in Moscow.
+The adjoining Tretyakovsky Proyezd, also south of Tverskaya Street, in Kitai-gorod, is host to upmarket boutique stores such as Bulgari, Tiffany & Co., Armani, Prada and Bentley. Nightlife in Moscow has moved on since Soviet times and today the city has many of the world's largest nightclubs. Clubs, bars, creative spaces and restaurants-turned-into-dancefloors are flooding Moscow streets with new openings every year. The hottest area is located around the old chocolate factory, where bars, nightclubs, galleries, cafés and restaurants are placed.Dream Island is an amusement park in Moscow that opened on February 29, 2020. It is the largest indoor theme park in Europe.
+The park covers 300,000 square meters. During the park's construction, 150 acres of nature trees unique and rare animals and birds and plants on the peninsula were destroyed. The appearance is in the style of a fairytale castle similar to Disneyland. The park has 29 unique attractions with many rides, as well as pedestrian malls with fountains and cycle paths. The complex includes a landscaped park along with a concert hall, a cinema, a hotel, a children's sailing school, restaurants, and shops.
+
+
+== Authorities ==
+
+
+=== Moscow authorities ===
+
+According to the Constitution of the Russian Federation, Moscow is an independent federal subject of the Russian Federation, the so-called city of federal importance.
+The Mayor of Moscow is the leading official in the executive, leading the Government of Moscow, which is the highest organ of executive power.
+The Moscow City Duma is the City Duma (city council or local parliament) and local laws must be approved by it. It includes 45 members who are elected for a five-year term on Single-mandate constituency basis.
+From 2006 to 2012, direct elections of the mayor were not held due to changes in the Charter of the city of Moscow, the mayor was appointed by presidential decree. The first direct elections from the time of the 2003 vote were to be held after the expiration of the current mayor in 2015, however, in connection with his resignation of his own free will, they took place in September 2013.
+Local administration is carried out through eleven prefectures, uniting the districts of Moscow into administrative districts on a territorial basis, and 125 regional administrations. According to the law "On the organization of local self-government in the city of Moscow", since the beginning of 2003, the executive bodies of local self-government are municipalities, representative bodies are municipal assemblies, whose members are elected in accordance with the Charter of the intracity municipality.
+
+
+=== Federal authorities ===
+
+In Moscow, as in a city endowed with the Constitution of the Russian Federation, the legislative, executive, and judicial federal authorities of the country are located, with the exception of the Constitutional Court of the Russian Federation, which has been located in Saint Petersburg since 2008.
+The supreme executive authority - the Government of the Russian Federation - is located in the House of the Government of the Russian Federation on Krasnopresnenskaya Embankment in the center of Moscow. The State Duma sits on Okhotny Ryad. The Federation Council is located in a building on Bolshaya Dmitrovka. The Supreme Court of the Russian Federation and the Supreme Court of Arbitration of the Russian Federation are also located in Moscow.
+In addition, the Moscow Kremlin is the official residence of the President of the Russian Federation. The president's working residence in the Kremlin is located in the Senate Palace.
+
+
+=== Safety ===
+According to the ranking of the safest cities made by The Economist Moscow occupies the 37th position with a score of 68,5 points percent. The general level of crime is quite low. More than 170,000 surveillance cameras in Moscow are connected to the facial recognition system. The authorities recognized the successful two-month experiment with automatic recognition of faces, gender, and age of people in real-time - and then they deployed the system to the whole city. The network of video surveillance unites access video cameras (95% of residential apartment buildings in the capital), cameras in the territory and in buildings of schools and kindergartens, at the MCC stations, stadiums, public transport stops, and bus stations, in parks, underground passages.The emergency numbers are the same as in all the other regions of Russia: 112 is the Single Emergency Number, 101 is the number of the Fire Service and Ministry of Emergency Situations, 102 is the Police one, 103 is the ambulance one, 104 is the Emergency Gas number. Moscow's EMS is the second most efficient one among the world's megacities, as reported by PwC during the presentation of the international study Analysis of EMS Efficiency in Megacities of the World.
+
+
+== Administrative divisions ==
+
+The entire city of Moscow is headed by one mayor (Sergey Sobyanin). The city of Moscow is divided into twelve administrative okrugs and 125 districts.
+The Russian capital's town-planning development began to show as early as the 12th century when the city was founded. The central part of Moscow grew by consolidating with suburbs in line with medieval principles of urban development when strong fortress walls would gradually spread along the circle streets of adjacent new settlements. The first circular defence walls set the trajectory of Moscow's rings, laying the groundwork for the future planning of the Russian capital.
+The following fortifications served as the city's circular defense boundaries at some point in history: the Kremlin walls, Zemlyanoy Gorod (Earthwork Town), the Kamer-Kollezhsky Rampart, the Garden Ring, and the small railway ring. The Moscow Ring Road (MKAD) has been Moscow's boundary since 1960. Also in the form of a circle are the main Moscow subway line, the Ring Line, and the so-called Third Automobile Ring, which was completed in 2005. Hence, the characteristic radial-circle planning continues to define Moscow's further development. However, contemporary Moscow has also engulfed a number of territories outside the MKAD, such as Solntsevo, Butovo, and the town of Zelenograd. A part of Moscow Oblast's territory was merged into Moscow on July 1, 2012; as a result, Moscow is no longer fully surrounded by Moscow Oblast and now also has a border with Kaluga Oblast. In all, Moscow gained about 1,500 square kilometers (580 sq mi) and 230,000 inhabitants. Moscow's Mayor Sergey Sobyanin lauded the expansion that will help Moscow and the neighboring region, a "mega-city" of twenty million people, to develop "harmonically".All administrative okrugs and districts have their own coats of arms and flags as well as individual heads of the area.
+In addition to the districts, there are Territorial Units with Special Status. These usually include areas with small or no permanent populations. Such is the case with the All-Russia Exhibition Centre, the Botanical Garden, large parks, and industrial zones. In recent years, some territories have been merged with different districts. There are no ethnic-specific regions in Moscow, as in the Chinatowns that exist in some North American and East Asian cities. And although districts are not designated by income, as with most cities, those areas that are closer to the city center, metro stations or green zones are considered more prestigious.Moscow also hosts some of the government bodies of Moscow Oblast, although the city itself is not a part of the oblast.
+
+
+== Economy ==
+
+
+=== Overview ===
+Moscow has one of the largest municipal economies in Europe and it accounts more than one-fifth of Russia's gross domestic product (GDP). As of 2021, the GRP of Moscow reached almost ₽24.5 trillion(US$332 billion). GMP of Moscow Region was ₽31.3 trillion or around US$425 billion.
+
+The average gross monthly wage in the city is ₽123,688 (US$2,000), which is around twice the national average of ₽66,572 (US$1,000), and one of the highest among the federal subjects of Russia.
+Moscow is home to the third-highest number of billionaires of any city in the world, and has the highest number of billionaires of any city in Europe. It is the financial center of Russia and home to the country's largest banks and many of its largest companies, such as oil giant Rosneft. Moscow accounts for 17% of retail sales in Russia and for 13% of all construction activity in the country. Since the 1998 Russian financial crisis, business sectors in Moscow have shown exponential rates of growth. Many new business centers and office buildings have been built in recent years, but Moscow still experiences shortages in office space. As a result, many former industrial and research facilities are being reconstructed to become suitable for office use. Overall, economic stability has improved in recent years; nonetheless, crime and corruption still hinder business development.
+
+
+=== Industry ===
+Primary industries in Moscow include the chemical, metallurgy, food, textile, furniture, energy production, software development and machinery industries.
+The Mil Moscow Helicopter Plant is one of the world's leading producers of military and civil helicopters. Khrunichev State Research and Production Space Center produces various space equipment, including modules for space stations Mir, Salyut and the ISS as well as Proton launch vehicles and military ICBMs. Sukhoi, Ilyushin, Mikoyan, Tupolev and Yakovlev aircraft design bureaus also situated in Moscow. NPO Energomash, producing the rocket engines for Russian and American space programs, as well as Lavochkin design bureau, which built fighter planes during WWII, but switched to space probes since the Space Race, are in nearby Khimki, an independent city in Moscow Oblast that have largely been enclosed by Moscow from its sides. Automobile plants ZiL and AZLK, as well as the Voitovich Rail Vehicle plant, are situated in Moscow and Metrovagonmash metro wagon plant is located just outside the city limits. The Poljot Moscow watch factory produces military, professional and sport watches well known in Russia and abroad. Yuri Gagarin in his trip into space used "Shturmanskie" produced by this factory.
+The Electrozavod factory was the first transformer factory in Russia. The Kristall distillery is the oldest distillery in Russia producing vodka types, including "Stolichnaya" while wines are produced at Moscow wine plants, including the Moscow Interrepublican Vinery. The Moscow Jewelry Factory and the Jewellerprom are producers of jewelry in Russia; Jewellerprom used to produce the exclusive Order of Victory, awarded to those aiding the Soviet Union's Red Army during World War II.
+There are other industries located just outside the city of Moscow, as well as microelectronic industries in Zelenograd, including Ruselectronics companies.
+Gazprom, the largest extractor of natural gas in the world and the largest Russian company, has head offices also in Moscow, as well as other oil, gas, and electricity companies.
+Moscow hosts headquarters of the many of telecommunication and technology companies, including 1C, ABBYY, Beeline, Kaspersky Lab, Mail.Ru Group, MegaFon, MTS, Rambler&Co, Rostelecom, Yandex, and Yota.
+Some industry is being transferred out of the city to improve the ecological state of the city.
+
+
+=== Cost of living ===
+
+During Soviet times, apartments were lent to people by the government according to the square meters-per-person norm (some groups, including people's artists, heroes, and prominent scientists had bonuses according to their honors). Private ownership of apartments was limited until the 1990s when people were permitted to secure property rights to their inhabited places. Since the Soviet era, estate owners have had to pay the service charge for their residences, a fixed amount based on persons per living area.
+The price of real estate in Moscow continues to rise. Today, one could expect to pay $4,000 on average per square meter (11 sq ft) on the outskirts of the city or US$6,500–$8,000 per square meter in a prestigious district. The price sometimes may exceed US$40,000 per square meter in a flat. It costs about US$1,200 per month to rent a one-bedroom apartment and about US$1,000 per month for a studio in the center of Moscow.
+A typical one-bedroom apartment is about thirty square metres (320 square feet), a typical two-bedroom apartment is forty-five square metres (480 square feet), and a typical three-bedroom apartment is seventy square metres (750 square feet). Many cannot move out of their apartments, especially if a family lives in a two-room apartment originally granted by the state during the Soviet era. Some city residents have attempted to cope with the cost of living by renting their apartments while staying in dachas (country houses) outside the city.
+In 2006, Mercer Human Resources Consulting named Moscow the world's most expensive city for expatriate employees, ahead of perennial winner Tokyo, due to the stable Russian ruble as well as increasing housing prices within the city. Moscow also ranked first in the 2007 edition and 2008 edition of the survey. However, Tokyo has overtaken Moscow as the most expensive city in the world, placing Moscow at third behind Osaka in second place.In 2008, Moscow ranked top on the list of most expensive cities for the third year in a row.In 2014, according to Forbes, Moscow was ranked the 9th most expensive city in the world. Forbes ranked Moscow the 2nd most expensive city the year prior.In 2019 the Economist Intelligence Unit's Worldwide Cost of Living survey put Moscow to 102nd place in the biannual ranking of 133 most expensive cities. ECA International's Cost of Living 2019 Survey ranked Moscow at number 120 among 482 locations worldwide.
+
+
+=== Public utilities ===
+
+
+==== Heating ====
+The heating of buildings in Moscow, like in other cities in Russia is done using central heating system. Before 2004, state unitary enterprises were responsible to produce and supply heat to the clients by the operation of heating stations and heating distribution system of Mosgorteplo, Mosteploenergo, and Teploremontnaladka which gave service to the heating substations in the north-eastern part of the city. Clients were divided between the various enterprises based on their geographical location. A major reform launched in 2004 consolidated the various companies under the umbrella of MIPC which became the municipal heat supplier. Its subsidiaries were the newly transformed Joint-stock companies. The city's main source of heating is the power station of Mosenergo which was reformed in 2005, when around ten subsidiaries were separated from it. One of the newly independent companies was the District Heating Network Company (MTK) (Russian: Московская теплосетевая компания). In 2007 the Government of Moscow bought controlling stakes in the company.
+
+
+==== City services ====
+"Our city" is a geo-information portal created in 2011 under the mayor of Moscow Sergei Sobyanin with the aim of building a constructive dialogue between Moscow residents and the city's executive authorities. The portal is being developed by the State Public Institution "New Management Technologies" together with the Moscow Department of Information Technologies. In its 10 years of operation, more than 1.7 million users have joined the portal, and during this time it has become an effective tool for monitoring the state of urban infrastructure.
+
+
+== Education ==
+
+There are 1,696 high schools in Moscow, as well as 91 colleges. Besides these, there are 222 institutions of higher education, including 60 state universities and the Lomonosov Moscow State University, which was founded in 1755. The main university building located in Vorobyovy Gory (Sparrow Hills) is 240 metres (790 ft) tall and when completed, was the tallest building on the continent. The university has over 30,000 undergraduate and 7,000 postgraduate students, who have a choice of twenty-nine faculties and 450 departments for study. Additionally, approximately 10,000 high school students take courses at the university, while over two thousand researchers work. The Moscow State University library contains over nine million books, making it one of the largest libraries in all of Russia. Its acclaim throughout the international academic community has meant that over 11,000 international students have graduated from the university, with many coming to Moscow to become fluent in the Russian language.The I.M. Sechenov First Moscow State Medical University named after Ivan Sechenov or formerly known as Moscow Medical Academy (1stMSMU) is a medical university situated in Moscow, Russia. It was founded in 1785 as the faculty of the Moscow State University. It is a Russian Federal Agency for Health and Social Development. It is one of the largest medical universities in Russia and Europe. More than 9200 students are enrolled in 115 academic departments. It offers courses for post-graduate studies.
+
+The Pirogov Russian National Research Medical University (formerly known as Russian State Medical University) is a medical higher education institution in Moscow, Russia founded in 1906. It is fully accredited and recognized by Russia's Ministry of Education and Science and is currently under the authority of the Ministry of Health and Social Development. Named after Russian surgeon and pedagogue N.I. Pirogov (1810-1888), it is one of the largest medical institutions and the first university in Russia to allow women to acquire degrees.
+Moscow is one of the financial centers of the Russian Federation and CIS countries and is known for its business schools. Among them are the Financial University under the Government of the Russian Federation; Plekhanov Russian University of Economics; The State University of Management, and the National Research University - Higher School of Economics. They offer undergraduate degrees in management, finance, accounting, marketing, real estate, and economic theory, as well as Masters programs and MBAs. Most of them have branches in other regions of Russia and countries around the world.
+
+Bauman Moscow State Technical University, founded in 1830, is located in the center of Moscow and provides 18,000 undergraduate and 1,000 postgraduate students with an education in science and engineering, offering technical degrees.
+The Moscow Conservatory, founded in 1866, is a prominent music school in Russia whose graduates include Sergey Rachmaninoff, Alexander Scriabin, Aram Khachaturian, Mstislav Rostropovich, and Alfred Schnittke.
+
+The Gerasimov All-Russian State Institute of Cinematography, abbreviated as VGIK, is the world's oldest educational institution in Cinematography, founded by Vladimir Gardin in 1919.
+Sergei Eisenstein, Vsevolod Pudovkin, and Aleksey Batalov were among its most distinguished professors and Mikhail Vartanov, Sergei Parajanov, Andrei Tarkovsky, Nikita Mikhalkov, Eldar Ryazanov, Alexander Sokurov, Yuriy Norshteyn, Aleksandr Petrov, Vasily Shukshin, Konrad Wolf among graduates.
+Moscow State Institute of International Relations, founded in 1944, remains Russia's best- known school of international relations and diplomacy, with six schools focused on international relations. Approximately 4,500 students make up the university's student body and over 700,000 Russian and foreign-language books—of which 20,000 are considered rare—can be found in the library of the Moscow State Institute of International Relations.Other institutions are the Moscow Institute of Physics and Technology, also known as Phystech, the Fyodorov Eye Microsurgery Complex, founded in 1988 by Russian eye surgeon Svyatoslav Fyodorov, the Moscow Aviation Institute, the Moscow Motorway Institute (State Technical University), and the Moscow Engineering Physics Institute. Moscow Institute of Physics and Technology has taught numerous Nobel Prize winners, including Pyotr Kapitsa, Nikolay Semyonov, Lev Landau and Alexander Prokhorov, while the Moscow Engineering Physics Institute is known for its research in nuclear physics. The highest Russian military school is the Combined Arms Academy of the Armed Forces of the Russian Federation.
+Although Moscow has a number of famous Soviet-era higher educational institutions, most of which are more oriented towards engineering or the fundamental sciences, in recent years Moscow has seen a growth in the number of commercial and private institutions that offer classes in business and management. Many state institutions have expanded their education scope and introduced new courses or departments. Institutions in Moscow, as well as the rest of post-Soviet Russia, have begun to offer new international certificates and postgraduate degrees, including the Master of Business Administration. Student exchange programs with numerous countries, specially with the rest of Europe, have also become widespread in Moscow's universities, while schools within the Russian capital also offer seminars, lectures, and courses for corporate employees and businessmen.
+
+Moscow is one of the largest science centers in Russia. The headquarters of the Russian Academy of Sciences are located in Moscow as well as research and applied science institutions. The Kurchatov Institute, Russia's leading research and development institution in the fields of nuclear energy, where the first nuclear reactor in Europe was built, the Landau Institute for Theoretical Physics, Institute for Theoretical and Experimental Physics, Kapitza Institute for Physical Problems and Steklov Institute of Mathematics are all situated in Moscow.
+There are 452 libraries in the city, including 168 for children. The Russian State Library, founded in 1862, is the national library of Russia. The library is home to over 275 km (171 mi) of shelves and 42 million items, including over 17 million books and serial volumes, 13 million journals, 350,000 music scores and sound records, and 150,000 maps, making it the largest library in Russia and one of the largest in the world. Items in 247 languages account for 29% of the collection.The State Public Historical Library, founded in 1863, is the largest library specialising in Russian history. Its collection contains four million items in 112 languages (including 47 languages of the former USSR), mostly on Russian and world history, heraldry, numismatics, and the history of science.In regard to primary and secondary education, in 2011, Clifford J. Levy of The New York Times wrote, "Moscow has some strong public schools, but the system as a whole is dispiriting, in part because it is being corroded by the corruption that is a post-Soviet scourge. Parents often pay bribes to get their children admitted to better public schools. There are additional payoffs for good grades."
+
+
+== Transportation ==
+
+
+=== Metro ===
+
+The Moscow Metro system is famous for its art, murals, mosaics, and ornate chandeliers. It started operation in 1935 and immediately became the centrepiece of the transportation system. More than that it was a Stalinist device to awe and reward the populace, and give them an appreciation of Soviet realist art. It became the prototype for future Soviet large-scale technologies. Lazar Kaganovich was in charge; he designed the subway so that citizens would absorb the values and ethos of Stalinist civilisation as they rode. The artwork of the 13 original stations became nationally and internationally famous. For example, the Sverdlov Square subway station featured porcelain bas-reliefs depicting the daily life of the Soviet peoples, and the bas-reliefs at the Dynamo Stadium sports complex glorified sports and the physical prowess of the powerful new "Homo Sovieticus" (Soviet man).The metro was touted as the symbol of the new social order—a sort of Communist cathedral of engineering modernity. Soviet workers did the labour and the artwork, but the main engineering designs, routes, and construction plans were handled by specialists recruited from the London Underground. The Britons called for tunneling instead of the "cut-and-cover" technique, the use of escalators instead of lifts, and designed the routes and the rolling stock. The paranoia of Stalin and the NKVD was evident when the secret police arrested numerous British engineers for espionage—that is for gaining an in-depth knowledge of the city's physical layout. Engineers for the Metropolitan Vickers Electrical Company were given a show trial and deported in 1933, ending the role of British business in the USSR.Today, the Moscow Metro comprises twelve lines, mostly underground with a total of 203 stations. The Metro is one of the deepest subway systems in the world; for instance, the Park Pobedy station, completed in 2003, at 84 metres (276 ft) underground, has the longest escalators in Europe. The Moscow Metro is the busiest metro system in Europe, as well as one of the world's busiest metro systems, serving about ten million passengers daily (300,000,000 people every month). Facing serious transportation problems, Moscow has plans for expanding its Metro. In 2016, the authorities launched a new circle metro railway that contributed to solving transportation issues, namely daily congestion at Koltsevaya Line.Due to the treatment of Metro stations as possible canvas for art, characterized by the fact that workers of Moscow would get to see them every day, many Stalin-era metro stations were built in different "custom" designs (where each station's design would be, initially, a massive installation on a certain theme. For example, Elektrozavodskaya station was themed solely after nearby lightbulb factory and ceramic ribbed lightbulb sockets); the tradition of "Grand Designs" and, basically, decorating metro stations as single-themed installations, was restored in late 1979.
+More recently, Moscow mayor Sergei Sobyanin has introduced comforts ranging from WiFi and USB ports and Apple Pay — while opening new stations at a breakneck pace. Moscow's metro is one of the world's busiest, handling 2.6 billion passengers in 2019.In the Russian capital, there are over 21.5 thousand Wi-Fi access points, in student dormitories, in parks, cultural and sports institutions, and within the Garden Ring and the Third Transport Ring. From September 2020 to August 2021, 1,700 new access points to urban Wi-Fi were launched in Moscow. The structure of the Wi-Fi network allows citizens to use the Internet without re-authorization.
+
+
+=== Monorail ===
+
+The Moscow Metro operates a short monorail line (line 13). The line connects Timiryazevskaya metro station and Ulitsa Sergeya Eisensteina, passing close to VDNH (and Line 6 Metro station "V.D.N.Kh."). The line opened in 2004. It accepts overground interchanges, no additional fare is needed if a ride was spent at Moscow Metro within previous 90 minutes.
+
+
+=== Bus, trolleybus and electric bus ===
+
+As Metro stations outside the city center are far apart in comparison to other cities, up to 4 kilometres (2.5 mi), a bus network radiates from each station to the surrounding residential zones. Moscow has a bus terminal for long-range and intercity passenger buses (Central Bus Terminal) with a daily turnover of about 25 thousand passengers serving about 40% of long-range bus routes in Moscow.Every major street in the city is served by at least one bus route. Many of these routes are doubled by a trolleybus route and have trolley wires over them.
+With the total line length of almost 600 kilometres (370 miles) of a single wire, 8 depots, 104 routes, and 1740 vehicles, the Moscow trolleybus system was the largest in the world. But municipal authority, headed by Sergey Sobyanin, began to destroy the trolleybus system in Moscow in 2014 due the planned replacement of trolleybuses by electric buses. In 2018 Moscow trolleybus system has only 4 depots and dozens of kilometers of unused wires. Almost all trolleybus wires inside Garden Ring (Sadovoe Koltso) were cut in 2016–2017 due to the reconstruction of central streets ("Moya Ulitsa"). Opened on November 15, 1933, it is also the world's 6th oldest operating trolleybus system.
+In 2018 the vehicle companies Kamaz and GAZ have won the Mosgortrans tender for delivering 200 electric buses and 62 ultra-fast charging stations to the city transport system. The manufacturers will be responsible for the quality and reliable operation of the buses and charging stations for the next 15 years. The city will be procuring only electric buses as of 2021, replacing the diesel bus fleet gradually. According to expectations, Moscow will become the leader amongst the European cities in terms of electric and gas fuel share in public transport by 2019.All bus stations and terminals of Moscow are now connected to free Wi-Fi. One may use it in international bus stations Salaryevo, South Gate and North Gate, and in bus terminals Varshavskaya and Orekhovo. As much as 48 hot spots were installed there.
+
+
+=== Moscow cable car ===
+
+On November 26, 2018, the mayor of Moscow Sergey Sobyanin took part in the ceremony to open the cable car above the Moskva River. The cable car will connect the Luzhniki sports complex with Sparrow Hills and Kosygin Street.
+The journey from the well-known viewpoint on Vorobyovy Gory to Luzhniki Stadium will last for five minutes instead of 20 minutes that one would have to spend on the same journey by car. The cable car will work every day from 11 a.m. till 11 p.m.
+The cable car is 720 meters (2,360 ft) long. It was built to transport 1,600 passengers per hour in all weathers. There are 35 closed capsules designed by Porsche Design Studio to transport passengers. The booths are equipped with media screens, LED lights, hooks for bikes, skis, and snowboards. Passengers will also be able to use audio guides in English, German, Chinese and Russian.
+
+
+=== Tram ===
+
+Moscow has an extensive tram system, which first opened in 1899. The newest line was built in 1984. Its daily usage by Muscovites is low, making up for approximately 5% of trips because many vital connections in the network have been withdrawn. Trams still remain important in some districts as feeders to Metro stations. The trams also provide important cross-links between metro lines, for example between Universitet station of Sokolnicheskaya Line (#1 red line) and Profsoyuznaya station of Kaluzhsko-Rizhskaya Line (#6 orange line) or between Voykovskaya and Strogino. Some routes used to connect downtown with sleep districts, like route 3.
+
+There are three tram networks in the city:
+
+Krasnopresnenskoye depot network with the westernmost point at Strogino (depot location) and the easternmost point near platform Dmitrovskaya. This network became separated in 1973, but until 1997 it could easily have been reconnected by about one kilometre (fifty chains) of track and three switches. The network has the highest usage in Moscow and no weak points based on turnover except to-depot lane (passengers serviced by bus) and tram ring at Dmitrovskaya (because now it is neither a normal transfer point nor a repair terminal).
+The Apakov depot services the south-western part from the Varshavsky lane – Simferopolsky boulevard in the east to the Universitet station in the west and Boulevard lane at the center. This network is connected only by the four-way Dubininskaya and Kozhevnicheskaya streets. A second connection by Vostochnaya (Eastern) street was withdrawn in 1987 due to a fire at the Dinamo plant and has not been recovered, and remains lost (Avtozavodsky bridge) at 1992. The network may be serviced anyway by another depot (now route 35, 38).
+Main three depot networks with railway gate and tram-repair plant.In addition, tram advocates have suggested that the new rapid transit services (metro to City, Butovo light metro, Monorail) would be more effective as at-grade tram lines and that the problems with trams are only due to poor management and operation, not the technical properties of trams. New tram models have been developed for the Moscow network despite the lack of expansion.
+
+
+=== Taxi ===
+Commercial taxi services and route taxis are in widespread use. In the mid-2010s, service platforms such as Yandex.Taxi, Uber and Gett displaced many private drivers and small service providers and were in 2015 servicing more than 50% of all taxi orders in Moscow.Russian tech firm Yandex is testing self-driving taxis in Moscow. Yandex's fleet of around 170 driverless cars has travelled more than 14 million kilometres. Robotaxis will available through the company's Yandex.Go application in Yasenevo district.
+
+
+=== Railway ===
+ Several train stations serve the city. Moscow's ten rail terminals (or vokzals) are:
+Belorussky Rail Terminal
+Kazansky Rail Terminal
+Kiyevsky Rail Terminal
+Kursky Rail Terminal
+Leningradsky Rail Terminal
+Paveletsky Rail Terminal
+Rizhsky Rail Terminal
+Savyolovsky Rail Terminal
+Yaroslavsky Rail Terminal
+Vostochny railway TerminalThe terminals are located close to the city center, along with the metro ringline 5 or close to it, and connect to a metro line to the centre of town. Each station handles trains from different parts of Europe and Asia. There are many smaller railway stations in Moscow. As train tickets are cheap, they are the preferred mode of travel for Russians, especially when departing to Saint Petersburg, Russia's second-largest city. Moscow is the western terminus of the Trans-Siberian Railway, which traverses nearly 9,300 kilometres (5,800 mi) of Russian territory to Vladivostok on the Pacific coast.
+Suburbs and satellite cities are connected by commuter elektrichka (electric rail) network. Elektrichkas depart from each of these terminals to the nearby (up to 140 km or 87 mi) large railway stations.
+During the 2010s, the Little Ring of the Moscow Railway was converted to be used for frequent passenger service; it is fully integrated with Moscow Metro; the passenger service started on September 10, 2016. A connecting railway line on the North side of the town connects Belorussky terminal with other railway lines. This is used by some suburban trains.
+
+
+==== Moscow Central Circle ====
+The Moskovskaya Okruzhnaya Zheleznaya Doroga formed a ring around the now-downtown Moscow since 1903, but only served as a non-electrified, fueled locomotive-only railway prior to reconstruction into MCC in 2010's.
+The Moscow Central Circle is a 54-kilometre-long (34 mi) urban-metro railway orbital line that encircles historical Moscow. It was built alongside Little Ring of the Moscow Railway, taking some of its tracks into itself as well. M.C.C. was opened for passenger use on September 10, 2016. MOZD is integrated as "Line 14 of Moscow Metro", and, while using railway-sized trains, can be perceived as "S-train-design circle line".
+The line is operated by the Moscow Government owned company MKZD through the Moscow Metro, with the Federal Government owned Russian Railways selected as the operation subcontractor. The track infrastructure and most platforms are owned by Russian Railways, while MKZD owns most station buildings. However, in S-bahn way, Moscow unified tickets "Ediniiy" and "Troika" are accepted by MCC stations. There is one zero-fee interchange for any ticket used on Moscow Metro station less than 90 minutes before entering an MCC station (and vice versa: a passenger of MCC gets 1 free interchange to Moscow Metro within 90 minutes after entering MCC station)
+
+
+==== Moscow Central Diameters ====
+Another system, which forms "genuine S-Bahn" as in "suburbia-city-suburbia"-designed railway, is the Moscow Central Diameters, a pass-through railways system, created by constructing bypasses from "vokzals" final stations (e.g. by avoiding the central stations of already existing Moscow Railway, used for both intercity and urban-suburban travel before) and forming a train line across Moscow's centre.
+Out of 5 projected lines, the first 2 lines were completed and launched on 2019-11-21 (e.g. November 21, 2019).
+While using the same rails as "regular" suburban trains to vokzals, MCD trains ("Ivolga" model) got distinguishing features (shape; red cabin, different windows, lesser amount of seats; big red "MЦΔ" train logo).
+
+
+=== Roads ===
+There are over 2.6 million cars in the city daily. Recent years have seen growth in the number of cars, which have caused traffic jams and lack of parking space to become major problems.
+The Moscow Ring Road (MKAD), along with the Third Transport Ring and the canceled Fourth Transport Ring, is one of only three freeways that run within Moscow city limits. Several other roadway systems form concentric circles around the city.
+
+
+=== Air ===
+There are five primary commercial airports serving Moscow: Sheremetyevo (SVO), Domodedovo (DME), Vnukovo (VKO), Zhukovsky (ZIA), Ostafyevo (OSF).
+
+Sheremetyevo International Airport is the most globally connected of Moscow's airports, handling 60% of all international flights. It is also a home to all SkyTeam members, and the main hub for Aeroflot (itself a member of SkyTeam). Domodedovo International Airport is the leading airport in Russia in terms of passenger throughput and is the primary gateway to long-haul domestic and CIS destinations and its international traffic rivals Sheremetyevo. It is a hub for S7 airlines, and most of OneWorld and Star Alliance members use Domodedovo as their international hub. Vnukovo International Airport handles flights of Turkish Airlines, Wizz Air Abu Dhabi and others. Ostafyevo International Airport caters primarily to business aviation.
+Moscow's airports vary in distances from the MKAD beltway: Domodedovo is the farthest at 22 km (14 mi); Vnukovo is 11 km (7 mi); Sheremetyevo is 10 km (6 mi); and Ostafievo, the nearest, is about 8 kilometres (5.0 mi) from MKAD.There are a number of smaller airports close to Moscow (19 in Moscow Oblast) such as Myachkovo Airport, that are intended for private aircraft, helicopters and charters.
+
+
+=== Water ===
+Moscow has two passenger terminals, (South River Terminal and North River Terminal or Rechnoy vokzal), on the river and regular ship routes and cruises along the Moskva and Oka rivers, which are used mostly for entertainment. The North River Terminal, built in 1937, is the main hub for long-range river routes. There are three freight ports serving Moscow.
+
+
+=== Sharing system ===
+
+Moscow has different vehicle sharing options that are sponsored by the local government. There are several car sharing companies which are in charge of providing cars to the population. To drive the automobiles, the user has to book them through the app of the owning company. In 2018 the mayor Sergey Sobyanin said Moscow's car sharing system has become the biggest in Europe in terms of vehicle fleet. Every day about 25,000 people use this service. In the end of the same year Moscow carsharing became the second in the world in therms of fleet with 16.5K available vehicles. Another sharing system is bike sharing (Velobike) of a fleet formed by 3000 traditional and electrical bicycles. The Delisamokat is a new sharing service that provides electrical scooters. There are companies that provide different vehicles to the population in proximity to Moscow's big parks.
+
+
+=== Future development ===
+In 1992, the Moscow government began planning a projected new part of central Moscow, the Moscow International Business Center, with the goal of creating a zone, the first in Russia, and in all of Eastern Europe, that will combine business activity, living space and entertainment. Situated in Presnensky District and located at the Third Ring, the Moscow City area is under intense development. The construction of the MIBC takes place on the Krasnopresnenskaya embankment. The whole project takes up to one square kilometre (250 acres). The area is the only spot in downtown Moscow that can accommodate a project of this magnitude. Today, most of the buildings there are old factories and industrial complexes.
+The Federation Tower, completed in 2016, is the second-tallest building in Europe. It is planned to include a water park and other recreational facilities; business, office, entertainment, and residential buildings, a transport network and a new site for the Moscow government. The construction of four new metro stations in the territory has been completed, two of which have opened and two others are reserved for future metro lines crossing MIBC, some additional stations were planned. 
+
+A rail shuttle service, directly connecting MIBC with the Sheremetyevo International Airport is also planned.Major thoroughfares through MIBC are the Third Ring and Kutuzovsky Prospekt.
+Three metro stations were initially planned for the Filyovskaya Line. The station Delovoi Tsentr opened in 2005 and was later renamed Vystavochnaya in 2009. The branch extended to the Mezhdunarodnaya station in 2006, and all work on the third station, Dorogomilovskaya (between Kiyevskaya and Delovoi Tsentr), has been postponed. There are plans to extend the branch as far as the Savyolovskaya station, on the Serpukhovsko-Timiryazevskaya Line. Line 4 of Moscow Metro had the longest time intervals between train arrivals (approximately 8 minutes for Mezhdunarodnaya and Vystavochnaya branch of line 4) throughout the 2010s. However, Vystavochnaya has been expanded with Line 8A platforms (segment of future Line 11), and Mezhdunarodnaya has been upgraded with line 14 platform.
+The cellphone service provider MTS announced on March 5, 2021, that they would begin the country's first pilot 5G network in Moscow. 14 hotspots were positioned across the city's main tourist attractions, including Lubyanka Square near Red Square, the Moscow City financial district and the VDNKh exhibition center.
+
+
+== Media ==
+
+Moscow is home to nearly all of Russia's nationwide television networks, radio stations, newspapers, and magazines.
+
+
+=== Newspapers ===
+
+English-language media include The Moscow Times and Moscow News, which are, respectively, the largest and oldest English-language weekly newspapers in all of Russia. Kommersant, Vedomosti and Novaya Gazeta are Russian-language media headquartered in Moscow. Kommersant and Vedomosti are among the country's leading and oldest Russian-language business newspapers.
+
+
+=== TV and radio ===
+
+Other media in Moscow include the Echo of Moscow, the first Soviet and Russian private news radio and information agency, and NTV, one of the first privately owned Russian television stations. The total number of radio stations in Moscow in the FM band is near 50.
+Moscow television networks:
+
+Moscow radio stations:
+
+
+== People ==
+
+			
+			
+		
+		
+			
+			
+		
+		
+			
+			
+		
+		
+			
+			
+		
+
+
+== International relations ==
+
+
+=== Twin towns – sister cities ===
+Moscow is twinned with:
+
+
+=== Cooperation agreements ===
+Moscow has cooperation agreements with:
+
+
+=== Former twin towns and sister cities ===
+Brno, Czech Republic (terminated due to the Russian invasion of Ukraine)
+Chicago, United States (suspended due to the Russian invasion of Ukraine)
+Düsseldorf, Germany (suspended due to the Russian invasion of Ukraine)
+Kharkiv, Ukraine
+Kyiv, Ukraine
+Prague, Czech Republic (suspended since 2014 due to the Russian invasion of Ukraine)
+Tallinn, Estonia
+Vilnius, Lithuania
+Warsaw, Poland (terminated due to the Russian invasion of Ukraine)
+
+
+== See also ==
+
+
+== Notes ==
+
+
+== References ==
+
+
+== Literature ==
+Kropotkin, Peter Alexeivitch; Bealby, John Thomas (1911). "Moscow" . In Chisholm, Hugh (ed.). Encyclopædia Britannica. Vol. 18 (11th ed.). Cambridge University Press. pp. 891–894.
+Vostryshev, M.I.; Shokarev, S.Y. (2011). Вся Москва от А до Я. Энциклопедия [Moscow from A to Z. Encyclopedia] (in Russian). Алгоритм. p. 1064. ISBN 978-5-4320-0001-9.
+
+
+== External links ==
+
+ Media related to Moscow at Wikimedia Commons
+Official website
+Interactive map of housing in Moscow from 1785–2018. Archived June 23, 2020, at the Wayback Machine.
+Travel2moscow.com – Official Moscow Guide
+Official Moscow Administration Site
+Informational website of Moscow (in Russian)
+Old maps of Moscow. Archived January 16, 2021, at the Wayback Machine. Eran Laor Cartographic Collection. The National Library of Israel. In Historic Cities Research Project. Archived March 25, 2022, at the Wayback Machine.
\ No newline at end of file
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+{"docstore/data": {"40283425-70d5-4d71-8bf7-de81ab108653": {"__data__": {"id_": "40283425-70d5-4d71-8bf7-de81ab108653", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "fddf4380-fb7d-4d81-9bc2-1eef24df39eb", "node_type": "1", "metadata": {}, "hash": "aef60207585ea03e6aeed211d2b60608bccbf6b2ea880b530788805dc93b1e93", "class_name": "RelatedNodeInfo"}}, "text": "Moscow is the capital and largest city of Russia. The city stands on the Moskva River in Central Russia, with a population estimated at 13.0 million residents within the city limits, over 18.8 million residents in the urban area, and over 21.5 million residents in the metropolitan area. The city covers an area of 2,511 square kilometers (970 sq mi), while the urban area covers 5,891 square kilometers (2,275 sq mi), and the metropolitan area covers over 26,000 square kilometers (10,000 sq mi). Moscow is among the world's largest cities, being the most populous city entirely in Europe, the largest urban and metropolitan area in Europe, and the largest city by land area on the European continent.First documented in 1147, Moscow grew to become a prosperous and powerful city that served as the capital of the Grand Duchy of Moscow. When the Tsardom of Russia was proclaimed, Moscow remained the political and economic center for most of its history. Under the reign of Peter the Great, the Russian capital was moved to the newly founded city of Saint Petersburg in 1712, diminishing Moscow's influence. Following the Russian Revolution and the establishment of the Russian SFSR, the capital was moved back to Moscow in 1918, where it later became the political center of the Soviet Union. In the aftermath of the dissolution of the Soviet Union, Moscow remained the capital city of the newly established Russian Federation.\r\nThe northernmost and coldest megacity in the world, Moscow is governed as a federal city, where it serves as the political, economic, cultural, and scientific center of Russia and Eastern Europe. As an alpha world city, Moscow has one of the world's largest urban economies. The city is one of the fastest-growing tourist destinations in the world, and is one of Europe's most visited cities. Moscow is home to the sixth-highest number of billionaires of any city in the world. The Moscow International Business Center is one of the largest financial centers in Europe and the world, and features the majority of Europe's tallest skyscrapers. Moscow was the host city of the 1980 Summer Olympics, and one of the host cities of the 2018 FIFA World Cup.As the historic core of Russia, Moscow serves as the home of numerous Russian artists, scientists, and sports figures due to the presence of its various museums, academic and political institutions, and theaters. The city is home to several UNESCO World Heritage Sites and is well known for its display of Russian architecture, particularly its historic Red Square, and buildings such as the Saint Basil's Cathedral and the Moscow Kremlin, of which the latter serves as the seat of power of the Government of Russia. Moscow is home to many Russian companies in numerous industries and is served by a comprehensive transit network, which includes four international airports, ten railway terminals, a tram system, a monorail system, and most notably the Moscow Metro, the busiest metro system in Europe, and one of the largest rapid transit systems in the world. The city has over 40 percent of its territory covered by greenery, making it one of the greenest cities in the world.\r\n\r\n\r\n== Etymology ==\r\nThe name of the city is thought to be derived from the name of the Moskva River. Several theories of the origin of the name of the river have been proposed.\r\nThe most linguistically well-grounded and widely accepted is from the Proto-Balto-Slavic root *m\u016dzg-/muzg- from the Proto-Indo-European *meu- \"wet\", so the name Moskva might signify a river at a wetland or a marsh. Its cognates include Russian: \u043c\u0443\u0437\u0433\u0430, muzga \"pool, puddle\", Lithuanian: mazgoti and Latvian: mazg\u0101t \"to wash\", Sanskrit: m\u00e1jjati \"to drown\", Latin: merg\u014d \"to dip, immerse\". In many Slavic countries Moskov is a surname, most common in Russia, Bulgaria, Ukraine and North Macedonia. Additionally, there are similarly named places in Poland like Mozgawa.According to one the Finno-Ugric hypotheses, the Merya and Muroma people, who were among the several pre-Slavic tribes which originally inhabited the area, called the river Mustajoki \"Black river\", and the name of the river derives from this term. Various other theories (of Celtic, Iranian, Caucasic origins), having little or no scientific ground, are now largely rejected by contemporary linguists.The original Old Russian form of the name is reconstructed as *\u041c\u043e\u0441\u043a\u044b, *Mosky, hence it was one of a few Slavic \u016b-stem nouns.", "start_char_idx": 0, "end_char_idx": 4432, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "fddf4380-fb7d-4d81-9bc2-1eef24df39eb": {"__data__": {"id_": "fddf4380-fb7d-4d81-9bc2-1eef24df39eb", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "40283425-70d5-4d71-8bf7-de81ab108653", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "474124112442229eb23971f2456e59ce5dad72bf73ed3413ac82feb3ff91b9e2", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "940da0b8-4505-4c91-8a6b-b34227fcaf7f", "node_type": "1", "metadata": {}, "hash": "f29255f53d76f6d63c044ae400149bdd8aa639fa53463d084449437f5b795e1c", "class_name": "RelatedNodeInfo"}}, "text": "In many Slavic countries Moskov is a surname, most common in Russia, Bulgaria, Ukraine and North Macedonia. Additionally, there are similarly named places in Poland like Mozgawa.According to one the Finno-Ugric hypotheses, the Merya and Muroma people, who were among the several pre-Slavic tribes which originally inhabited the area, called the river Mustajoki \"Black river\", and the name of the river derives from this term. Various other theories (of Celtic, Iranian, Caucasic origins), having little or no scientific ground, are now largely rejected by contemporary linguists.The original Old Russian form of the name is reconstructed as *\u041c\u043e\u0441\u043a\u044b, *Mosky, hence it was one of a few Slavic \u016b-stem nouns. As with other nouns of that declension, it had been undergoing a morphological transformation at the early stage of the development of the language, as a result, the first written mentions in the 12th century were \u041c\u043e\u0441\u043a\u043e\u0432\u044c, Moskov\u012d (accusative case), \u041c\u043e\u0441\u043a\u0432\u0438, Moskvi (locative case), \u041c\u043e\u0441\u043a\u0432e/\u041c\u043e\u0441\u043a\u0432\u0463, Moskve/Moskv\u011b (genitive case). From the latter forms came to the modern Russian name \u041c\u043e\u0441\u043a\u0432\u0430, Moskva, which is a result of morphological generalization with the numerous Slavic \u0101-stem nouns.\r\nHowever, the form Moskov\u012d has left some traces in many other languages, including English: Moscow, German: Moskau, French: Moscou, Georgian: \u10db\u10dd\u10e1\u10d9\u10dd\u10d5\u10d8, Latvian: Maskava, Bashkir: \u041c\u04d9\u0441\u043a\u04d9\u04af, Tatar: M\u00e4sk\u00e4w, Portuguese: Moscovo, Chuvash: \u041c\u0443\u0441\u043a\u0430\u0432, and Spanish: Mosc\u00fa. \r\nIn a similar manner the Latin name Moscovia has been formed, later it became a colloquial name for Russia used in Western Europe in the 16th\u201317th centuries. From it as well came English Muscovy and muscovite.\r\n\r\n\r\n=== Other names ===\r\nMoscow has acquired several epithets, most referring to its size and preeminent status within the nation: The Third Rome (\u0422\u0440\u0435\u0442\u0438\u0439 \u0420\u0438\u043c), the Whitestone One (\u0411\u0435\u043b\u043e\u043a\u0430\u043c\u0435\u043d\u043d\u0430\u044f), the First Throne (\u041f\u0435\u0440\u0432\u043e\u043f\u0440\u0435\u0441\u0442\u043e\u043b\u044c\u043d\u0430\u044f), the Forty Soroks (\u0421\u043e\u0440\u043e\u043a \u0421\u043e\u0440\u043e\u043a\u043e\u0432) (\"sorok\" meaning both \"forty, a great many\" and \"a district or parish\" in Old Russian). Moscow is also one of the twelve Hero Cities. The demonym for a Moscow resident is \"\u043c\u043e\u0441\u043a\u0432\u0438\u0447\" (moskvich) for male or \"\u043c\u043e\u0441\u043a\u0432\u0438\u0447\u043a\u0430\" (moskvichka) for female, rendered in English as Muscovite. The name \"Moscow\" is abbreviated \"MSK\" (\u041c\u0421\u041a in Russian).\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Prehistory ===\r\nArchaeological digs show that the site of today's Moscow and the surrounding area have been inhabited since time immemorial. Among the earliest finds are relics of the Lyalovo culture, which experts assign to the Neolithic period, the last phase of the Stone Age.They confirm that the first inhabitants of the area were hunters and gatherers. Around 950 AD, two Slavic tribes, Vyatichi and Krivichi, settled here. Possibly the Vyatichi formed the core of Moscow's indigenous population.\r\n\r\n\r\n=== Early history (1147\u20131284) ===\r\n\r\nThe first known reference to Moscow dates from 1147 as a meeting place of Yuri Dolgoruky and Sviatoslav Olgovich. At the time it was a minor town on the western border of Vladimir-Suzdal Principality. The chronicle says, \"Come, my brother, to Moskov\" (\u041f\u0440\u0438\u0434\u0438 \u043a\u043e \u043c\u043d\u0435, \u0431\u0440\u0430\u0442\u0435, \u0432 \u041c\u043e\u0441\u043a\u043e\u0432).In 1156, Knyaz Yuri Dolgorukiy fortified the town with a timber fence and a moat. In the course of the Mongol invasion of Kievan Rus', the Mongols under Batu Khan burned the city to the ground and killed its inhabitants.The timber fort na Moskv\u011b \"on the Moscow River\" was inherited by Daniel, the youngest son of Alexander Nevsky, in the 1260s, at the time considered the least valuable of his father's possessions.", "start_char_idx": 3729, "end_char_idx": 7259, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "940da0b8-4505-4c91-8a6b-b34227fcaf7f": {"__data__": {"id_": "940da0b8-4505-4c91-8a6b-b34227fcaf7f", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "fddf4380-fb7d-4d81-9bc2-1eef24df39eb", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f2a11a4244ce4dd043ee74d612389f2169c33aeae165e2c385708f0950f73270", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "3d20b51c-741e-4179-962c-fd29ff914aa2", "node_type": "1", "metadata": {}, "hash": "05c131de3c8ca9fd8e070d408cbd566a4949f5085742296f9e6e8031b6c27f50", "class_name": "RelatedNodeInfo"}}, "text": "=== Early history (1147\u20131284) ===\r\n\r\nThe first known reference to Moscow dates from 1147 as a meeting place of Yuri Dolgoruky and Sviatoslav Olgovich. At the time it was a minor town on the western border of Vladimir-Suzdal Principality. The chronicle says, \"Come, my brother, to Moskov\" (\u041f\u0440\u0438\u0434\u0438 \u043a\u043e \u043c\u043d\u0435, \u0431\u0440\u0430\u0442\u0435, \u0432 \u041c\u043e\u0441\u043a\u043e\u0432).In 1156, Knyaz Yuri Dolgorukiy fortified the town with a timber fence and a moat. In the course of the Mongol invasion of Kievan Rus', the Mongols under Batu Khan burned the city to the ground and killed its inhabitants.The timber fort na Moskv\u011b \"on the Moscow River\" was inherited by Daniel, the youngest son of Alexander Nevsky, in the 1260s, at the time considered the least valuable of his father's possessions.\r\nDaniel was still a child at the time, and the big fort was governed by tiuns (deputies), appointed by Daniel's paternal uncle, Yaroslav of Tver.Daniel came of age in the 1270s and became involved in the power struggles of the principality with lasting success, siding with his brother Dmitry in his bid for the rule of Novgorod. From 1283 he acted as the ruler of an independent principality alongside Dmitry, who became Grand Duke of Vladimir.\r\nDaniel has been credited with founding the first Moscow monasteries, dedicated to the Lord's Epiphany and to Saint Daniel.\r\n\r\n\r\n=== Grand Duchy (1283\u20131547) ===\r\n\r\nDaniel ruled Moscow as Grand Duke until 1303 and established it as a prosperous city that would eclipse its parent principality of Vladimir by the 1320s.\r\nOn the right bank of the Moskva River, at a distance of eight kilometres (5 mi) from the Kremlin, not later than in 1282, Daniel founded the first monastery with the wooden church of St. Daniel-Stylite, which is now the Danilov Monastery. Daniel died in 1303, at the age of 42. Before his death, he became a monk and, according to his will, was buried in the cemetery of the St. Daniel Monastery.\r\nMoscow was quite stable and prosperous for many years and attracted a large number of refugees from across Russia. The Rurikids maintained large landholdings by practicing primogeniture, whereby all land was passed to the eldest sons, rather than dividing it up among all sons. By 1304, Yury of Moscow contested with Mikhail of Tver for the throne of the principality of Vladimir. Ivan I eventually defeated Tver to become the sole collector of taxes for the Mongol rulers, making Moscow the capital of Vladimir-Suzdal. By paying high tribute, Ivan won an important concession from the Khan.\r\n\r\nWhile the Khan of the Golden Horde initially attempted to limit Moscow's influence, when the growth of the Grand Duchy of Lithuania began to threaten all of Russia, the Khan strengthened Moscow to counterbalance Lithuania, allowing it to become one of the most powerful cities in Russia. In 1380, prince Dmitry Donskoy of Moscow led a united Russian army to an important victory over the Mongols in the Battle of Kulikovo. Afterward, Moscow took the leading role in liberating Russia from Mongol domination. In 1480, Ivan III had finally broken the Russians free from Tatar control, and Moscow became the capital of an empire that would eventually encompass all of Russia and Siberia, and parts of many other lands.\r\n\r\nIn 1462 Ivan III, (1440\u20131505) became Grand Prince of Moscow (then part of the medieval Muscovy state). He began fighting the Tatars, enlarged the territory of Muscovy, and enriched his capital city. By 1500 it had a population of 100,000 and was one of the largest cities in the world. He conquered the far larger principality of Novgorod to the north, which had been allied to the hostile Lithuanians. Thus he enlarged the territory sevenfold, from 430,000 to 2,800,000 square kilometres (170,000 to 1,080,000 square miles). He took control of the ancient \"Novgorod Chronicle\" and made it a propaganda vehicle for his regime.The original Moscow Kremlin was built in the 14th century. It was reconstructed by Ivan, who in the 1480s invited architects from Renaissance Italy, such as Petrus Antonius Solarius, who designed the new Kremlin wall and its towers, and Marco Ruffo who designed the new palace for the prince. The Kremlin walls as they now appear are those designed by Solarius, completed in 1495.", "start_char_idx": 6524, "end_char_idx": 10743, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "3d20b51c-741e-4179-962c-fd29ff914aa2": {"__data__": {"id_": "3d20b51c-741e-4179-962c-fd29ff914aa2", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "940da0b8-4505-4c91-8a6b-b34227fcaf7f", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "aaec19d706a0cc7645b5e17f25f981706ff21e1d8e1cd5a69e5af4626341dcd6", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "6f9d16c4-5464-4049-b1e1-d37e19377da4", "node_type": "1", "metadata": {}, "hash": "d8fbd98fdc9409bb1d1c5b3a1adffe87cd0c36ebe7747377f5b496bfd27ce4b4", "class_name": "RelatedNodeInfo"}}, "text": "By 1500 it had a population of 100,000 and was one of the largest cities in the world. He conquered the far larger principality of Novgorod to the north, which had been allied to the hostile Lithuanians. Thus he enlarged the territory sevenfold, from 430,000 to 2,800,000 square kilometres (170,000 to 1,080,000 square miles). He took control of the ancient \"Novgorod Chronicle\" and made it a propaganda vehicle for his regime.The original Moscow Kremlin was built in the 14th century. It was reconstructed by Ivan, who in the 1480s invited architects from Renaissance Italy, such as Petrus Antonius Solarius, who designed the new Kremlin wall and its towers, and Marco Ruffo who designed the new palace for the prince. The Kremlin walls as they now appear are those designed by Solarius, completed in 1495. The Kremlin's Great Bell Tower was built in 1505\u201308 and augmented to its present height in 1600.\r\nA trading settlement, or posad, grew up to the east of the Kremlin, in the area known as Zaradye (\u0417\u0430\u0440\u044f\u0434\u044c\u0435). In the time of Ivan III, the Red Square, originally named the Hollow Field (\u041f\u043e\u043b\u043e\u0435 \u043f\u043e\u043b\u0435) appeared.\r\nIn 1508\u20131516, the Italian architect Aleviz Fryazin (Novy) arranged for the construction of a moat in front of the eastern wall, which would connect the Moskva and Neglinnaya and be filled in with water from Neglinnaya. This moat, known as the Alevizov moat and having a length of 541 metres (1,775 feet), width of 36 metres (118 feet), and a depth of 9.5 to 13 metres (31\u201343 feet) was lined with limestone and, in 1533, fenced on both sides with low, four-metre-thick (13-foot) cogged-brick walls.\r\n\r\n\r\n=== Tsardom (1547\u20131721) ===\r\n\r\nIn the 16th and 17th centuries, the three circular defenses were built: Kitay-gorod (\u041a\u0438\u0442\u0430\u0439-\u0433\u043e\u0440\u043e\u0434), the White City (\u0411\u0435\u043b\u044b\u0439 \u0433\u043e\u0440\u043e\u0434) and the Earthen City (\u0417\u0435\u043c\u043b\u044f\u043d\u043e\u0439 \u0433\u043e\u0440\u043e\u0434). However, in 1547, two fires destroyed much of the town, and in 1571 the Crimean Tatars captured Moscow, burning everything except the Kremlin. The annals record that only 30,000 of 200,000 inhabitants survived.\r\n\r\nThe Crimean Tatars attacked again in 1591, but this time were held back by new defense walls, built between 1584 and 1591 by a craftsman named Fyodor Kon. In 1592, an outer earth rampart with 50 towers was erected around the city, including an area on the right bank of the Moscow River. As an outermost line of defense, a chain of strongly fortified monasteries was established beyond the ramparts to the south and east, principally the Novodevichy Convent and Donskoy, Danilov, Simonov, Novospasskiy, and Andronikov monasteries, most of which now house museums. From its ramparts, the city became poetically known as Bielokamennaya, the \"White-Walled\". The city's limits as marked by the ramparts built in 1592 are now marked by the Garden Ring.\r\nThree square gates existed on the eastern side of the Kremlin wall, which in the 17th century, were known as Konstantino-Eleninsky, Spassky, Nikolsky (owing their names to the icons of Constantine and Helen, the Saviour and St. Nicholas that hung over them). The last two were directly opposite the Red Square, while the Konstantino-Elenensky gate was located behind Saint Basil's Cathedral.\r\n\r\nThe Russian famine of 1601\u201303 killed perhaps 100,000 in Moscow. From 1610 through 1612, troops of the Polish\u2013Lithuanian Commonwealth occupied Moscow, as its ruler Sigismund III tried to take the Russian throne. In 1612, the people of Nizhny Novgorod and other Russian cities conducted by prince Dmitry Pozharsky and Kuzma Minin rose against the Polish occupants, besieged the Kremlin, and expelled them. In 1613, the Zemsky sobor elected Michael Romanov tsar, establishing the Romanov dynasty.", "start_char_idx": 9936, "end_char_idx": 13601, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "6f9d16c4-5464-4049-b1e1-d37e19377da4": {"__data__": {"id_": "6f9d16c4-5464-4049-b1e1-d37e19377da4", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "3d20b51c-741e-4179-962c-fd29ff914aa2", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e420a74ee1ae32582b60f2b6172f13971d1804010e56e0318caf45cca206192f", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "a5fa3434-b79d-44b0-9839-d866a55d7dd2", "node_type": "1", "metadata": {}, "hash": "2ed87d442ae01c868ad827c640e6beb25bfa8333c8e38bd695590514858cd409", "class_name": "RelatedNodeInfo"}}, "text": "Nicholas that hung over them). The last two were directly opposite the Red Square, while the Konstantino-Elenensky gate was located behind Saint Basil's Cathedral.\r\n\r\nThe Russian famine of 1601\u201303 killed perhaps 100,000 in Moscow. From 1610 through 1612, troops of the Polish\u2013Lithuanian Commonwealth occupied Moscow, as its ruler Sigismund III tried to take the Russian throne. In 1612, the people of Nizhny Novgorod and other Russian cities conducted by prince Dmitry Pozharsky and Kuzma Minin rose against the Polish occupants, besieged the Kremlin, and expelled them. In 1613, the Zemsky sobor elected Michael Romanov tsar, establishing the Romanov dynasty. The 17th century was rich in popular risings, such as the liberation of Moscow from the Polish\u2013Lithuanian invaders (1612), the Salt Riot (1648), the Copper Riot (1662), and the Moscow Uprising of 1682.\r\nDuring the first half of the 17th century, the population of Moscow doubled from roughly 100,000 to 200,000. It expanded beyond its ramparts in the later 17th century. It is estimated, that in the middle of the 17th century, 20% of Moscow suburb's inhabitants were from the Grand Duchy of Lithuania, practically all of them being driven from their homeland to Moscow by Muscovite invaders. By 1682, there were 692 households established north of the ramparts, by Ukrainians and Belarusians abducted from their hometowns in the course of the Russo-Polish War (1654\u20131667). These new outskirts of the city came to be known as the Meshchanskaya sloboda, after Ruthenian meshchane \"town people\". The term meshchane (\u043c\u0435\u0449\u0430\u043d\u0435) acquired pejorative connotations in 18th-century Russia and today means \"petty bourgeois\" or \"narrow-minded philistine\".The entire city of the late 17th century, including the slobodas that grew up outside the city ramparts, are contained within what is today Moscow's Central Administrative Okrug.\r\nNumerous disasters befell the city. The plague epidemics ravaged Moscow in 1570\u20131571, 1592 and 1654\u20131656. The plague killed upwards of 80% of the people in 1654\u201355. Fires burned out much of the wooden city in 1626 and 1648. In 1712 Peter the Great moved his government to the newly built Saint Petersburg on the Baltic coast. Moscow ceased to be Russia's capital, except for a brief period from 1728 to 1732 under the influence of the Supreme Privy Council.\r\n\r\n\r\n=== Empire (1721\u20131917) ===\r\n\r\nAfter losing the status as the capital of the empire, the population of Moscow at first decreased, from 200,000 in the 17th century to 130,000 in 1750. But after 1750, the population grew more than tenfold over the remaining duration of the Russian Empire, reaching 1.8 million by 1915. The 1770\u20131772 Russian plague killed up to 100,000 people in Moscow.\r\nBy 1700, the building of cobbled roads had begun. In November 1730, the permanent street light was introduced, and by 1867 many streets had a gaslight. In 1883, near the Prechistinskiye Gates, arc lamps were installed. In 1741 Moscow was surrounded by a barricade 40 kilometres (25 mi) long, the Kamer-Kollezhskiy barrier, with 16 gates at which customs tolls were collected. Its line is traced today by a number of streets called val (\"ramparts\").\r\nBetween 1781 and 1804 the Mytischinskiy water pipe (the first in Russia) was built. In 1813, following the destruction of much of the city during the French occupation, a Commission for the Construction of the City of Moscow was established. It launched a great program of rebuilding, including a partial replanning of the city-centre. Among many buildings constructed or reconstructed at this time was the Grand Kremlin Palace and the Kremlin Armoury, the Moscow University, the Moscow Manege (Riding School), and the Bolshoi Theatre. In 1903 the Moskvoretskaya water supply was completed.\r\nIn the early 19th century, the Arch of Konstantino-Elenensky gate was paved with bricks, but the Spassky Gate was the main front gate of the Kremlin and used for royal entrances.", "start_char_idx": 12941, "end_char_idx": 16893, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "a5fa3434-b79d-44b0-9839-d866a55d7dd2": {"__data__": {"id_": "a5fa3434-b79d-44b0-9839-d866a55d7dd2", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "6f9d16c4-5464-4049-b1e1-d37e19377da4", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "728de7c143d875fdb2004af5241099597e661d0326cc1c2f21fe4bb09721275c", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "743ed767-7485-43c1-9849-d6780ae5909a", "node_type": "1", "metadata": {}, "hash": "b47a38096d7b9530258a67264c091d0b8257c5a13905fc928707faf55ed0800a", "class_name": "RelatedNodeInfo"}}, "text": "Its line is traced today by a number of streets called val (\"ramparts\").\r\nBetween 1781 and 1804 the Mytischinskiy water pipe (the first in Russia) was built. In 1813, following the destruction of much of the city during the French occupation, a Commission for the Construction of the City of Moscow was established. It launched a great program of rebuilding, including a partial replanning of the city-centre. Among many buildings constructed or reconstructed at this time was the Grand Kremlin Palace and the Kremlin Armoury, the Moscow University, the Moscow Manege (Riding School), and the Bolshoi Theatre. In 1903 the Moskvoretskaya water supply was completed.\r\nIn the early 19th century, the Arch of Konstantino-Elenensky gate was paved with bricks, but the Spassky Gate was the main front gate of the Kremlin and used for royal entrances. From this gate, wooden and (following the 17th-century improvements) stone bridges stretched across the moat. Books were sold on this bridge and stone platforms were built nearby for guns \u2013 \"raskats\". The Tsar Cannon was located on the platform of the Lobnoye mesto.\r\nThe road connecting Moscow with St. Petersburg, now the M10 highway, was completed in 1746, its Moscow end following the old Tver road, which had existed since the 16th century. It became known as Peterburskoye Schosse after it was paved in the 1780s. Petrovsky Palace was built in 1776\u20131780 by Matvey Kazakov.\r\n\r\nWhen Napoleon invaded Russia in 1812, the Moscovites were evacuated. It is suspected that the Moscow fire was principally the effect of Russian sabotage. Napoleon's Grande Arm\u00e9e was forced to retreat and was nearly annihilated by the devastating Russian winter and sporadic attacks by Russian military forces. As many as 400,000 of Napoleon's soldiers died during this time.\r\nMoscow State University was established in 1755. Its main building was reconstructed after the 1812 fire by Domenico Giliardi. The Moskovskiye Vedomosti newspaper appeared from 1756, originally in weekly intervals, and from 1859 as a daily newspaper.\r\nThe Arbat Street had been in existence since at least the 15th century, but it was developed into a prestigious area during the 18th century. It was destroyed in the fire of 1812 and was rebuilt completely in the early 19th century.\r\nIn the 1830s, general Alexander Bashilov planned the first regular grid of city streets north from Petrovsky Palace. Khodynka field south of the highway was used for military training. Smolensky Rail station (forerunner of present-day Belorussky Rail Terminal) was inaugurated in 1870. Sokolniki Park, in the 18th century the home of the tsar's falconers well outside Moscow, became contiguous with the expanding city in the later 19th century and was developed into a public municipal park in 1878. The suburban Savyolovsky Rail Terminal was built in 1902. In January 1905, the institution of the City Governor, or Mayor, was officially introduced in Moscow, and Alexander Adrianov became Moscow's first official mayor.\r\nWhen Catherine II came to power in 1762, the city's filth and the smell of sewage were depicted by observers as a symptom of disorderly lifestyles of lower-class Russians recently arrived from the farms. Elites called for improving sanitation, which became part of Catherine's plans for increasing control over social life. National political and military successes from 1812 through 1855 calmed the critics and validated efforts to produce a more enlightened and stable society. There was less talk about the smell and the poor conditions of public health. However, in the wake of Russia's failures in the Crimean War in 1855\u201356, confidence in the ability of the state to maintain order in the slums eroded, and demands for improved public health put filth back on the agenda.\r\n\r\n\r\n=== Soviet period (1917\u20131991) ===\r\nIn November 1917, upon learning of the uprising happening in Petrograd, Moscow's Bolsheviks also began their uprising. On November 2 (15), 1917, after heavy fighting, Soviet power was established in Moscow.Then Vladimir Lenin, fearing possible foreign invasion, moved the capital from Petrograd (Saint Petersburg) back to Moscow on March 12, 1918. The Kremlin once again became the seat of power and the political centre of the new state.", "start_char_idx": 16049, "end_char_idx": 20316, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "743ed767-7485-43c1-9849-d6780ae5909a": {"__data__": {"id_": "743ed767-7485-43c1-9849-d6780ae5909a", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "a5fa3434-b79d-44b0-9839-d866a55d7dd2", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "b18fe85bbd037f17de3f379aa5ef0ae5475b95ac3bb93f20fad06f042f0ba585", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "284b3e61-d40c-42a1-87a7-6c64dcdf60f8", "node_type": "1", "metadata": {}, "hash": "b53ccd18b2d545223e8d57f63f49507d4c0bc778f1999cfe2557961978fce831", "class_name": "RelatedNodeInfo"}}, "text": "There was less talk about the smell and the poor conditions of public health. However, in the wake of Russia's failures in the Crimean War in 1855\u201356, confidence in the ability of the state to maintain order in the slums eroded, and demands for improved public health put filth back on the agenda.\r\n\r\n\r\n=== Soviet period (1917\u20131991) ===\r\nIn November 1917, upon learning of the uprising happening in Petrograd, Moscow's Bolsheviks also began their uprising. On November 2 (15), 1917, after heavy fighting, Soviet power was established in Moscow.Then Vladimir Lenin, fearing possible foreign invasion, moved the capital from Petrograd (Saint Petersburg) back to Moscow on March 12, 1918. The Kremlin once again became the seat of power and the political centre of the new state.\r\nWith the change in values imposed by communist ideology, the tradition of preservation of cultural heritage was broken. Independent preservation societies, even those that defended only secular landmarks such as Moscow-based OIRU were disbanded by the end of the 1920s. A new anti-religious campaign, launched in 1929, coincided with the collectivization of peasants; the destruction of churches in the cities peaked around 1932. In 1937 several letters were written to the Central Committee of the Communist Party of the Soviet Union to rename Moscow to \"Stalindar\" or \"Stalinodar\", one from an elderly pensioner whose dream was to \"live in Stalinodar\" and had selected the name to represent the \"gift\" (dar) of the genius of Stalin. Stalin rejected this suggestion, and after it was suggested again to him by Nikolai Yezhov, he was outraged, saying \"What do I need this for?\". This was following Stalin banning the renaming of places in his name in 1936.During World War II, the Soviet State Committee of Defence and the General Staff of the Red Army were located in Moscow. In 1941, 16 divisions of the national volunteers (more than 160,000 people), 25 battalions (18,000 people), and four engineering regiments were formed among the Muscovites. Between October 1941 and January 1942, the German Army Group Centre was stopped at the outskirts of the city and then driven off in the course of the Battle of Moscow. Many factories were evacuated, together with much of the government, and from October 20 the city was declared to be in a state of siege. Its remaining inhabitants built and manned antitank defenses, while the city was bombarded from the air. On May 1, 1944, a medal \"For the defence of Moscow\" and in 1947 another medal \"In memory of the 800th anniversary of Moscow\" was instituted.\r\nBoth German and Soviet casualties during the Battle of Moscow have been a subject of debate, as various sources provide somewhat different estimates. Total casualties between September 30, 1941, and January 7, 1942, are estimated to be between 248,000 and 400,000 for the Wehrmacht and between 650,000 and 1,280,000 for the Red Army.\r\nDuring the postwar years, there was a serious housing crisis, solved by the invention of high-rise apartments. There are over 11,000 of these standardised and prefabricated apartment blocks, housing the majority of Moscow's population, making it by far the city with the most high-rise buildings. Apartments were built and partly furnished in the factory before being raised and stacked into tall columns. The popular Soviet-era comic film Irony of Fate parodies this construction method.\r\nThe city of Zelenograd was built in 1958 at 37 kilometres (23 miles) from the city centre to the north-west, along with the Leningradskoye Shosse, and incorporated as one of Moscow's administrative okrugs. Moscow State University moved to its campus on Sparrow Hills in 1953.\r\nIn 1959 Nikita Khrushchev launched his anti-religious campaign. By 1964 over 10 thousand churches out of 20 thousand were shut down (mostly in rural areas) and many were demolished. Of 58 monasteries and convents operating in 1959, only sixteen remained by 1964; of Moscow's fifty churches operating in 1959, thirty were closed and six demolished.\r\n\r\nOn May 8, 1965, due to the actual 20th anniversary of the victory in World War II, Moscow was awarded a title of the Hero City.\r\n\r\nThe Moscow Ring Road (MKAD) was opened in 1961. It had four lanes running 109 kilometres (68 miles) along the city borders.", "start_char_idx": 19540, "end_char_idx": 23828, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "284b3e61-d40c-42a1-87a7-6c64dcdf60f8": {"__data__": {"id_": "284b3e61-d40c-42a1-87a7-6c64dcdf60f8", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "743ed767-7485-43c1-9849-d6780ae5909a", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "b74c9ef40847a2de21101938b8074e12562600bca252fd7f1a9fdeeba1a3deff", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "1906a175-cab3-41c7-886d-51dd8de9bf85", "node_type": "1", "metadata": {}, "hash": "0e4a9c71bf0a8fc6d4ff67f2c590e90c1ef4729953155d0804c7dd8033f7eee6", "class_name": "RelatedNodeInfo"}}, "text": "Moscow State University moved to its campus on Sparrow Hills in 1953.\r\nIn 1959 Nikita Khrushchev launched his anti-religious campaign. By 1964 over 10 thousand churches out of 20 thousand were shut down (mostly in rural areas) and many were demolished. Of 58 monasteries and convents operating in 1959, only sixteen remained by 1964; of Moscow's fifty churches operating in 1959, thirty were closed and six demolished.\r\n\r\nOn May 8, 1965, due to the actual 20th anniversary of the victory in World War II, Moscow was awarded a title of the Hero City.\r\n\r\nThe Moscow Ring Road (MKAD) was opened in 1961. It had four lanes running 109 kilometres (68 miles) along the city borders. The MKAD marked the administrative boundaries of the city of Moscow until the 1980s when outlying suburbs beyond the ring road began to be incorporated. In 1980, Moscow hosted the Summer Olympic Games, which were boycotted by the United States and several other Western countries due to the Soviet Union's involvement in Afghanistan in late 1979. In 1991 Moscow was the scene of a coup attempt by conservative communists opposed to the liberal reforms of Mikhail Gorbachev.\r\n\r\n\r\n=== Recent history (1991\u2013present) ===\r\nWhen the USSR was dissolved in the same year, Moscow remained the capital of the Russian SFSR (on December 25, 1991, the Russian SFSR was renamed the Russian Federation). Since then, a market economy has emerged in Moscow, producing an explosion of Western-style retailing, services, architecture, and lifestyles.\r\nThe city has continued to grow during the 1990s to 2000s, its population rising from below nine to above ten million. Mason and Nigmatullina argue that Soviet-era urban-growth controls (before 1991) produced controlled and sustainable metropolitan development, typified by the greenbelt built in 1935. Since then, however, there has been a dramatic growth of low-density suburban sprawl, created by heavy demand for single-family dwellings as opposed to crowded apartments. In 1995\u20131997 the MKAD ring road was widened from the initial four to ten lanes.\r\nIn December 2002 Bulvar Dmitriya Donskogo became the first Moscow Metro station that opened beyond the limits of MKAD. The Third Ring Road, intermediate between the early 19th-century Garden Ring and the Soviet-era outer ring road, was completed in 2004. The greenbelt is becoming more and more fragmented, and satellite cities are appearing at the fringe. Summer dachas are being converted into year-round residences, and with the proliferation of automobiles there is heavy traffic congestion. Multiple old churches and other examples of architectural heritage that had been demolished during the Stalin era have been restored, such as the Cathedral of Christ the Saviour.\r\nIn 2010s Moscow's Administration has launched some long duration projects like the Moja Ulitsa (in English: My Street) urban redevelopment program or the Residency renovation one.By its territorial expansion on July 1, 2012, southwest into the Moscow Oblast the area of the capital more than doubled, going from 1,091 to 2,511 square kilometers (421 to 970 sq mi), resulting in Moscow becoming the largest city on the European continent by area; it also gained an additional population of 233,000 people. The annexed territory was officially named \u041d\u043e\u0432\u0430\u044f \u041c\u043e\u0441\u043a\u0432\u0430 (New Moscow).\r\n\r\n\r\n== Geography ==\r\n\r\n\r\n=== Location ===\r\nMoscow is situated on the banks of the Moskva River, which flows for just over 500 km (311 mi) through the East European Plain in central Russia, not far from the natural border of the forest and forest-steppe zone. 49 bridges span the river and its canals within the city's limits. The elevation of Moscow at the All-Russia Exhibition Center (VVC), where the leading Moscow weather station is situated, is 156 metres (512 feet). Teplostan Upland is the city's highest point at 255 metres (837 feet). The width of Moscow city (not limiting MKAD) from west to east is 39.7 km (24.7 mi), and the length from north to south is 51.8 km (32.2 mi).\r\n\r\n\r\n=== Time ===\r\n\r\nMoscow serves as the reference point for the time zone used in most of European Russia, Belarus and the Republic of Crimea. The areas operate in what is referred to in international standards as Moscow Standard Time (MSK, \u041c\u0421\u041a), which is 3 hours ahead of UTC, or UTC+3. Daylight saving time is no longer observed.", "start_char_idx": 23152, "end_char_idx": 27488, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "1906a175-cab3-41c7-886d-51dd8de9bf85": {"__data__": {"id_": "1906a175-cab3-41c7-886d-51dd8de9bf85", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "284b3e61-d40c-42a1-87a7-6c64dcdf60f8", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "a9ae75e83179be6043f9a445bd55668e406b8d27889b4bfe4bffd23cd65a5fff", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "3e7a0b22-9c11-49d4-a725-7704aab78e20", "node_type": "1", "metadata": {}, "hash": "74ead973e680e6999564fc6142d8b0dd174b91f969c04cc701a45cd48b70e1a8", "class_name": "RelatedNodeInfo"}}, "text": "49 bridges span the river and its canals within the city's limits. The elevation of Moscow at the All-Russia Exhibition Center (VVC), where the leading Moscow weather station is situated, is 156 metres (512 feet). Teplostan Upland is the city's highest point at 255 metres (837 feet). The width of Moscow city (not limiting MKAD) from west to east is 39.7 km (24.7 mi), and the length from north to south is 51.8 km (32.2 mi).\r\n\r\n\r\n=== Time ===\r\n\r\nMoscow serves as the reference point for the time zone used in most of European Russia, Belarus and the Republic of Crimea. The areas operate in what is referred to in international standards as Moscow Standard Time (MSK, \u041c\u0421\u041a), which is 3 hours ahead of UTC, or UTC+3. Daylight saving time is no longer observed. According to the geographical longitude the average solar noon in Moscow occurs at 12:30.\r\n\r\n\r\n=== Climate ===\r\n\r\nMoscow has a humid continental climate (K\u00f6ppen: Dfb) with long, cold (although average by Russian standards) winters usually lasting from mid-November to the end of March, and warm summers. More extreme continental climates at the same latitude- such as parts of Eastern Canada or Siberia- have much colder winters than Moscow, suggesting that there is still significant moderation from the Atlantic Ocean despite the fact that Moscow is far from the sea. Weather can fluctuate widely, with temperatures ranging from \u221225 \u00b0C (\u221213 \u00b0F) in the city and \u221230 \u00b0C (\u221222 \u00b0F) in the suburbs to above 5 \u00b0C (41 \u00b0F) in the winter, and from 10 to 35 \u00b0C (50 to 95 \u00b0F) in the summer.\r\nTypical high temperatures in the warm months of June, July, and August are around a comfortable 20 to 26 \u00b0C (68 to 79 \u00b0F), but during heat waves (which can occur between May and September), daytime high temperatures often exceed 30 \u00b0C (86 \u00b0F), sometimes for a week or two at a time. In the winter, average temperatures normally drop to approximately \u221210 \u00b0C (14 \u00b0F), though almost every winter there are periods of warmth with day temperatures rising above 0 \u00b0C (32 \u00b0F), and periods of cooling with night temperatures falling below \u221220 \u00b0C (\u22124 \u00b0F). These periods usually last about a week or two. The growing season in Moscow normally lasts for 156 days usually around May 1 to October 5.The highest temperature ever recorded was 38.2 \u00b0C (100.8 \u00b0F) at the VVC weather station and 39.0 \u00b0C (102.2 \u00b0F) in the center of Moscow and Domodedovo airport on July 29, 2010, during the unusual 2010 Northern Hemisphere summer heat waves. Record high and average temperatures were recorded for January, March, April, May, June, July, August, November, and December in 2007\u20132022. The average July temperature from 1991 to 2020 is 19.7 \u00b0C (67.5 \u00b0F). The lowest ever recorded temperature was \u221242.1 \u00b0C (\u221243.8 \u00b0F) in January 1940. Snow, which is present for about five months a year, often begins to fall mid-October, while snow cover lies in November and melts at the beginning of April.\r\nOn average, Moscow has 1731 hours of sunshine per year, varying from a low of 8% in December to 52% from May to August. This large annual variation is due to convective cloud formation. In the winter, moist air from the Atlantic condenses in the cold continental interior, resulting in very overcast conditions. However, this same continental influence results in considerably sunnier summers than oceanic cities of similar latitude such as Edinburgh. Between 2004 and 2010, the average was between 1800 and 2000 hours with a tendency to more sunshine in summer months, up to a record 411 hours in July 2014, 79% of possible sunshine. December 2017 was the darkest month in Moscow since records began, with only six minutes of sunlight.Temperatures in the centre of Moscow are often significantly higher than in the outskirts and nearby suburbs, especially in winter. For example, if the average February temperature in the north-east of Moscow is \u22126.7 \u00b0C (19.9 \u00b0F), in the suburbs it is about \u22129 \u00b0C (16 \u00b0F).", "start_char_idx": 26728, "end_char_idx": 30650, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "3e7a0b22-9c11-49d4-a725-7704aab78e20": {"__data__": {"id_": "3e7a0b22-9c11-49d4-a725-7704aab78e20", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "1906a175-cab3-41c7-886d-51dd8de9bf85", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "df8ccd3a7268e6a8fac6b6e3faf48cb72fb1a691142a28f3c514e538a250405c", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "ae1715c2-24de-462f-89a0-0cdf1cbba8b7", "node_type": "1", "metadata": {}, "hash": "df7855cf4f462a2a2066989a29a22199d27384d1275c5168e6e60f05b7b814ef", "class_name": "RelatedNodeInfo"}}, "text": "In the winter, moist air from the Atlantic condenses in the cold continental interior, resulting in very overcast conditions. However, this same continental influence results in considerably sunnier summers than oceanic cities of similar latitude such as Edinburgh. Between 2004 and 2010, the average was between 1800 and 2000 hours with a tendency to more sunshine in summer months, up to a record 411 hours in July 2014, 79% of possible sunshine. December 2017 was the darkest month in Moscow since records began, with only six minutes of sunlight.Temperatures in the centre of Moscow are often significantly higher than in the outskirts and nearby suburbs, especially in winter. For example, if the average February temperature in the north-east of Moscow is \u22126.7 \u00b0C (19.9 \u00b0F), in the suburbs it is about \u22129 \u00b0C (16 \u00b0F). The temperature difference between the centre of Moscow and nearby areas of Moscow Oblast can sometimes be more than 10 \u00b0C (18 \u00b0F) on frosty winter nights.\r\n\r\nRecent changes in Moscow's regional climate, since it is in the mid-latitudes of the northern hemisphere, are often cited by climate scientists as evidence of global warming, though by definition, climate change is global, not regional. During the summer, extreme heat is often observed in the city (2001, 2002, 2003, 2010, 2011, 2021). Along with a southern part of Central Russia, after recent years of hot summer seasons, the climate of the city gets hot-summer classification trends. Winter also became significantly milder: for example, the average January temperature in the early 1900s was \u221212.0 \u00b0C (10.4 \u00b0F), while now it is about \u22127.0 \u00b0C (19.4 \u00b0F). At the end of January\u2013February it is often colder, with frosts reaching \u221230.0 \u00b0C (\u221222.0 \u00b0F) a few nights per year (2006, 2010, 2011, 2012, and 2013).\r\nThe last decade was the warmest in the history of meteorological observations of Moscow. Temperature changes in the city are depicted in the table below:\r\n\r\n\r\n== Paleontology ==\r\nMoscow is one of the few cities with paleontological monuments of world significance on its territory. One of them is the Gorodnya River with its tributaries, on the banks of which outcrops of the Quaternary and older Cretaceous periods are located. Fossils of the bivalve mollusk Inoceramus kleinii and tubular passages of burrowing animals, described in 2017 as a new ichnospecies Skolithos gorodnensis, were discovered in the Coniacian deposits near the stream bed of the Bolshaya Glinka River. Ichnogenera Diplocraterion, Planolites, Skolithos and possibly Ophiomorpha were found in the Albian deposits. Paleolithic flint tools were discovered in the Quaternary deposits of the Bolshaya Glinka stream bed.In 1878, paleontologist Hermann Trautschold discovered the left flipper of an ichthyosaur near the village of Mnevniki, which later became part of Moscow. In 2014, the animal was named Undorosaurus trautscholdi, after its discoverer. Trautschold determined the age of the sediments from which the specimen was taken to be Kimmeridgian, but, according to more recent studies, they were formed in the Tithonian age of the Jurassic period.Albian foraminifera and ammonites also known from the Moscow deposits.Fossils of various organisms are on display in Moscow museums, including the Orlov Museum of Paleontology and Vernadsky State Geological Museum.\r\n\r\n\r\n== Demographics ==\r\n\r\n\r\n=== Population ===\r\nAccording to the results of the 2021 Census, the population of Moscow was 13,010,112; up from 11,503,501 recorded in the 2010 Census.\r\n\r\n\r\n=== Ethnic groups ===\r\n\r\n668,409 people were registered from administrative databases, and could not declare an ethnicity. It is estimated that the proportion of ethnicities in this group is the same as that of the declared group.\r\n\r\n\r\n=== Vital statistics ===\r\nThe official population of Moscow is based on those holding \"permanent residency\". According to Russia's Federal Migration Service, Moscow holds 1.8 million official \"guests\" who have temporary residency on the basis of visas or other documentation, giving a legal population of 14.8 million.", "start_char_idx": 29828, "end_char_idx": 33900, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "ae1715c2-24de-462f-89a0-0cdf1cbba8b7": {"__data__": {"id_": "ae1715c2-24de-462f-89a0-0cdf1cbba8b7", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "3e7a0b22-9c11-49d4-a725-7704aab78e20", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "d788480345e10fce8aa799bedd93d4a0d05ee6e4425d9306d03a01523fa2c90d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "ef77072f-9a10-410b-9392-bc6d4036ed6b", "node_type": "1", "metadata": {}, "hash": "e75b3eed9edd1bfc9d164f3eed41c104d22542bc222e50b542af2749c4aa653c", "class_name": "RelatedNodeInfo"}}, "text": "== Demographics ==\r\n\r\n\r\n=== Population ===\r\nAccording to the results of the 2021 Census, the population of Moscow was 13,010,112; up from 11,503,501 recorded in the 2010 Census.\r\n\r\n\r\n=== Ethnic groups ===\r\n\r\n668,409 people were registered from administrative databases, and could not declare an ethnicity. It is estimated that the proportion of ethnicities in this group is the same as that of the declared group.\r\n\r\n\r\n=== Vital statistics ===\r\nThe official population of Moscow is based on those holding \"permanent residency\". According to Russia's Federal Migration Service, Moscow holds 1.8 million official \"guests\" who have temporary residency on the basis of visas or other documentation, giving a legal population of 14.8 million. The number of Illegal immigrants, the vast majority originating from Central Asia, is estimated to be an additional 1 million people, giving a total population of about 15.8 million.\r\nVital statistics for 2022:\r\nBirths: 123,654 (9.8 per 1,000)\r\nDeaths: 126,988 (10.1 per 1,000)Total fertility rate (2022): \r\n1.42 children per woman\r\nLife expectancy (2021):\r\nTotal \u2014 74.55 years (male \u2014 71.00, female \u2014 77.94)\r\n\r\n\r\n=== Religion ===\r\n\r\nChristians form the majority of the city's population; most of whom adhere Russian Orthodox Church. The Patriarch of Moscow serves as the head of the church and resides in the Danilov Monastery. Moscow was called the \"city of 40 times 40 churches\"\u2014prior to 1917. Moscow is Russia's capital of Eastern Orthodox Christianity, which has been the country's traditional religion.\r\nOther religions practiced in Moscow include Buddhism, Hinduism, Islam, Judaism, Yazidism, and Rodnovery. The Moscow Mufti Council claimed that Muslims numbered around 1.5 million of 10.5 million of the city's population in 2010; There are four mosques in the city.\r\n\r\n\r\n== Cityscape ==\r\n\r\n\r\n=== Architecture ===\r\nMoscow's architecture is world-renowned. Moscow is the site of Saint Basil's Cathedral, with its elegant onion domes, as well as the Cathedral of Christ the Savior and the Seven Sisters. The first Kremlin was built in the middle of the 12th century.\r\nMedieval Moscow's design was of concentric walls and intersecting radial thoroughfares. This layout, as well as Moscow's rivers, helped shape Moscow's design in subsequent centuries.\r\nThe Kremlin was rebuilt in the 15th century. Its towers and some of its churches were built by Italian architects, lending the city some of the aurae of the renaissance. From the end of the 15th century, the city was embellished by masonry structures such as monasteries, palaces, walls, towers, and churches.\r\nThe city's appearance had not changed much by the 18th century. Houses were made of pine and spruce logs, with shingled roofs plastered with sod or covered by birch bark. The rebuilding of Moscow in the second half of the 18th century was necessitated by constant fires and the needs of the nobility. Much of the wooden city was replaced by buildings in the classical style.For much of its architectural history, Moscow was dominated by Orthodox churches. However, the overall appearance of the city changed drastically during Soviet times, especially as a result of Joseph Stalin's large-scale effort to \"modernize\" Moscow. Stalin's plans for the city included a network of broad avenues and roadways, some of them over ten lanes wide, which, while greatly simplifying movement through the city, were constructed at the expense of a great number of historical buildings and districts. Among the many casualties of Stalin's demolitions was the Sukharev Tower, a longtime city landmark, as well as mansions and commercial buildings. The city's newfound status as the capital of a deeply secular nation, made religiously significant buildings especially vulnerable to demolition. Many of the city's churches, which in most cases were some of Moscow's oldest and most prominent buildings, were destroyed; some notable examples include the Kazan Cathedral and the Cathedral of Christ the Savior. During the 1990s, both were rebuilt. Many smaller churches, however, were lost.\r\nWhile the later Stalinist period was characterized by the curtailing of creativity and architectural innovation, the earlier post-revolutionary years saw a plethora of radical new buildings created in the city. Especially notable were the constructivist architects associated with VKHUTEMAS, responsible for such landmarks as Lenin's Mausoleum.", "start_char_idx": 33163, "end_char_idx": 37587, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "ef77072f-9a10-410b-9392-bc6d4036ed6b": {"__data__": {"id_": "ef77072f-9a10-410b-9392-bc6d4036ed6b", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "ae1715c2-24de-462f-89a0-0cdf1cbba8b7", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "89dca86f9f500afdde9ff09d59efed1145abce6a5046ccba99127c97dbdae44d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "2c772807-73f3-4c96-bdd1-8eb2fb7d6a91", "node_type": "1", "metadata": {}, "hash": "438b1092f6600a91bc01cd5a220b0de525c8dd29665cf80255cd42a81c3ff904", "class_name": "RelatedNodeInfo"}}, "text": "Among the many casualties of Stalin's demolitions was the Sukharev Tower, a longtime city landmark, as well as mansions and commercial buildings. The city's newfound status as the capital of a deeply secular nation, made religiously significant buildings especially vulnerable to demolition. Many of the city's churches, which in most cases were some of Moscow's oldest and most prominent buildings, were destroyed; some notable examples include the Kazan Cathedral and the Cathedral of Christ the Savior. During the 1990s, both were rebuilt. Many smaller churches, however, were lost.\r\nWhile the later Stalinist period was characterized by the curtailing of creativity and architectural innovation, the earlier post-revolutionary years saw a plethora of radical new buildings created in the city. Especially notable were the constructivist architects associated with VKHUTEMAS, responsible for such landmarks as Lenin's Mausoleum. Another prominent architect was Vladimir Shukhov, famous for Shukhov Tower, just one of many hyperboloid towers designed by Shukhov. It was built between 1919 and 1922 as a transmission tower for a Russian broadcasting company. Shukhov also left a lasting legacy to the Constructivist architecture of early Soviet Russia. He designed spacious elongated shop galleries, most notably the GUM department store on Red Square, bridged with innovative metal-and-glass vaults.\r\n\r\nPerhaps the most recognizable contributions of the Stalinist period are the so-called Seven Sisters, seven massive skyscrapers scattered throughout the city at about an equal distance from the Kremlin. A defining feature of Moscow's skyline, their imposing form was allegedly inspired by the Manhattan Municipal Building in New York City, and their style\u2014with intricate exteriors and a large central spire\u2014has been described as Stalinist Gothic architecture. All seven towers can be seen from most high points in the city; they are among the tallest constructions in central Moscow apart from the Ostankino Tower, which, when it was completed in 1967, was the highest free-standing land structure in the world and today remains the world's seventy-second tallest, ranking among buildings such as the Burj Khalifa in Dubai, Taipei 101 in Taiwan and the CN Tower in Toronto.The Soviet goal of providing housing for every family, and the rapid growth of Moscow's population, led to the construction of large, monotonous housing blocks. Most of these date from the post-Stalin era and the styles are often named after the leader then in power (Brezhnev, Khrushchev, etc.). They are usually badly maintained.\r\nAlthough the city still has some five-story apartment buildings constructed before the mid-1960s, more recent apartment buildings are usually at least nine floors tall, and have elevators. It is estimated that Moscow has over twice as many elevators as New York City and four times as many as Chicago. Moslift, one of the city's major elevator operating companies, has about 1500 elevator mechanics on call, to release residents trapped in elevators.Stalinist-era buildings, mostly found in the central part of the city, are massive and usually ornamented with Socialist realism motifs that imitate classical themes. However, small churches\u2014almost always Eastern Orthodox\u2013 found across the city provide glimpses of its past. The Old Arbat Street, a tourist street that was once the heart of a bohemian area, preserves most of its buildings from prior to the 20th century. Many buildings found off the main streets of the inner city (behind the Stalinist fa\u00e7ades of Tverskaya Street, for example) are also examples of bourgeois architecture typical of Tsarist times. Ostankino Palace, Kuskovo, Uzkoye and other large estates just outside Moscow originally belong to nobles from the Tsarist era, and some convents, and monasteries, both inside and outside the city, are open to Muscovites and tourists.\r\n\r\nAttempts are being made to restore many of the city's best-kept examples of pre-Soviet architecture. These restored structures are easily spotted by their bright new colors and spotless fa\u00e7ades. There are a few examples of notable, early Soviet avant-garde work too, such as the house of the architect Konstantin Melnikov in the Arbat area. Many of these restorations were criticized for alleged disrespect of historical authenticity. Facadism is also widely practiced. Later examples of interesting Soviet architecture are usually marked by their impressive size and the semi-Modernist styles employed, such as with the Novy Arbat project, familiarly known as \"false teeth of Moscow\" and notorious for the wide-scale disruption of a historic area in central Moscow involved in the project.\r\n\r\nPlaques on house exteriors will inform passers-by that a well-known personality once lived there.", "start_char_idx": 36656, "end_char_idx": 41461, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "2c772807-73f3-4c96-bdd1-8eb2fb7d6a91": {"__data__": {"id_": "2c772807-73f3-4c96-bdd1-8eb2fb7d6a91", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "ef77072f-9a10-410b-9392-bc6d4036ed6b", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "64a05cc4f7aa5e34859e535deba4adf212ba3c74ff87f6d3fc1614e54d42d2e1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d3993de8-c20f-424c-9d5b-4fe7652e99a0", "node_type": "1", "metadata": {}, "hash": "5802920682d060aab41c2d665bb70f40c59a2959ff1d4e472399c42500a7f1c1", "class_name": "RelatedNodeInfo"}}, "text": "Attempts are being made to restore many of the city's best-kept examples of pre-Soviet architecture. These restored structures are easily spotted by their bright new colors and spotless fa\u00e7ades. There are a few examples of notable, early Soviet avant-garde work too, such as the house of the architect Konstantin Melnikov in the Arbat area. Many of these restorations were criticized for alleged disrespect of historical authenticity. Facadism is also widely practiced. Later examples of interesting Soviet architecture are usually marked by their impressive size and the semi-Modernist styles employed, such as with the Novy Arbat project, familiarly known as \"false teeth of Moscow\" and notorious for the wide-scale disruption of a historic area in central Moscow involved in the project.\r\n\r\nPlaques on house exteriors will inform passers-by that a well-known personality once lived there. Frequently, the plaques are dedicated to Soviet celebrities not well known outside (or often, like with decorated generals and revolutionaries, now both inside) of Russia. There are also many \"museum houses\" of famous Russian writers, composers, and artists in the city.\r\nMoscow's skyline is quickly modernizing, with several new towers under construction.\r\nIn recent years, the city administration has been widely criticized for heavy destruction that has affected many historical buildings. As much as a third of historic Moscow has been destroyed in the past few years to make space for luxury apartments and hotels. Other historical buildings, including such landmarks as the 1930 Moskva hotel and the 1913 department store Voyentorg, have been razed and reconstructed anew, with the inevitable loss of historical value. Critics blame the government for not enforcing conservation laws: in the last 12 years, more than 50 buildings with monument status were torn down, several of those dating back to the 17th century. Some critics also wonder if the money used for the reconstruction of razed buildings could not be used for the renovation of decaying structures, which include many works by architect Konstantin Melnikov and Mayakovskaya metro station.\r\nSome organizations, such as Moscow Architecture Preservation Society and Save Europe's Heritage, are trying to draw the international public attention to these problems.\r\n\r\n\r\n=== Parks and landmarks ===\r\n\r\nThere are 96 parks and 18 gardens in Moscow, including four botanical gardens. There are 450 square kilometres (170 sq mi) of green zones besides 100 square kilometres (39 sq mi) of forests. Moscow is a very green city, if compared to other cities of comparable size in Western Europe and North America; this is partly due to a history of having green \"yards\" with trees and grass, between residential buildings. There are on average 27 square meters (290 sq ft) of parks per person in Moscow compared with 6 for Paris, 7.5 in London and 8.6 in New York.\r\nGorky Park (officially the Central Park of Culture and Rest named after Maxim Gorky), was founded in 1928. The main part (689,000 square metres or 170 acres) along the Moskva river contains estrades, children's attractions (including the Observation Wheel water ponds with boats and water bicycles), dancing, tennis courts and other sports facilities. It borders the Neskuchny Garden (408,000 square metres or 101 acres), the oldest park in Moscow and a former imperial residence, created as a result of the integration of three estates in the 18th century. The Garden features the Green Theater, one of the largest open amphitheaters in Europe, able to hold up to 15 thousand people. Several parks include a section known as a \"Park of Culture and Rest\", sometimes alongside a much wilder area (this includes parks such as Izmaylovsky, Fili and Sokolniki). Some parks are designated as Forest Parks (lesopark).\r\n\r\nIzmaylovsky Park, created in 1931, is one of the largest urban parks in the world along with Richmond Park in London. Its area of 15.34 square kilometres (5.92 sq mi) is six times greater than that of Central Park in New York.Bauman Garden, officially founded in 1920 and renamed in 1922 after the bolshevik Nikolay Bauman, is one of the oldest parks in Moscow. It is standing on the site of the former Golitsyn estate and eighteenth-century public garden.\r\n Sokolniki Park, named after the falcon hunting that occurred there in the past, is one of the oldest parks in Moscow and has an area of 6 square kilometres (2.3 sq mi). A central circle with a large fountain is surrounded by birch, maple, and elm tree alleys. A labyrinth composed of green paths lies beyond the park's ponds.", "start_char_idx": 40570, "end_char_idx": 45183, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d3993de8-c20f-424c-9d5b-4fe7652e99a0": {"__data__": {"id_": "d3993de8-c20f-424c-9d5b-4fe7652e99a0", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "2c772807-73f3-4c96-bdd1-8eb2fb7d6a91", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "baf8b12ed497d749d7ef96acbf5828fb7669c05225e3bc9e57845ef84c236524", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c8b259d8-3b26-486b-92c8-980ecc595783", "node_type": "1", "metadata": {}, "hash": "14d0774dfcf8f96bbeaa4ea29fffc9f1ec6fe3e7bf4f914023898920bd01a1e7", "class_name": "RelatedNodeInfo"}}, "text": "Izmaylovsky Park, created in 1931, is one of the largest urban parks in the world along with Richmond Park in London. Its area of 15.34 square kilometres (5.92 sq mi) is six times greater than that of Central Park in New York.Bauman Garden, officially founded in 1920 and renamed in 1922 after the bolshevik Nikolay Bauman, is one of the oldest parks in Moscow. It is standing on the site of the former Golitsyn estate and eighteenth-century public garden.\r\n Sokolniki Park, named after the falcon hunting that occurred there in the past, is one of the oldest parks in Moscow and has an area of 6 square kilometres (2.3 sq mi). A central circle with a large fountain is surrounded by birch, maple, and elm tree alleys. A labyrinth composed of green paths lies beyond the park's ponds.\r\nLosiny Ostrov National Park (\"Elk Island\" National Park), with a total area of more than 116 square kilometres (45 sq mi), borders Sokolniki Park and was Russia's first national park. It is quite wild, and is also known as the \"city taiga\" \u2013 elk can be seen there.\r\n\r\nTsytsin Main Botanical Garden of Academy of Sciences, founded in 1945 is the largest in Europe. It covers the territory of 3.61 square kilometres (1.39 sq mi) bordering the All-Russia Exhibition Center and contains a live exhibition of more than 20 thousand species of plants from around the world, as well as a lab for scientific research. It contains a rosarium with 20 thousand rose bushes, a dendrarium, and an oak forest, with the average age of trees exceeding 100 years. There is a greenhouse taking up more than 5,000 square metres (53,820 square feet) of land.The All-Russian Exhibition Center (\u0412\u0441\u0435\u0440\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u0439 \u0432\u044b\u0441\u0442\u0430\u0432\u043e\u0447\u043d\u044b\u0439 \u0446\u0435\u043d\u0442\u0440), formerly known as the All-Union Agricultural Exhibition (VSKhV) and later Exhibition of Achievements of the National Economy (VDNKh), though officially named a \"permanent trade show\", is one of the most prominent examples of Stalinist-era monumental architecture. Among the large spans of a recreational park, areas are scores of elaborate pavilions, each representing either a branch of Soviet industry and science or a USSR republic. Even though during the 1990s it was, and for some part still is, misused as a gigantic shopping center (most of the pavilions are rented out for small businesses), it still retains the bulk of its architectural landmarks, including two monumental fountains (Stone Flower and Friendship of Nations) and a 360 degrees panoramic cinema. In 2014 the park returned to the name Exhibition of Achievements of National Economy, and in the same year, huge renovation works had been started.Lilac Park, founded in 1958, has a permanent sculpture display and a large rosarium. Moscow has always been a popular destination for tourists. Some of the more famous attractions include the city's UNESCO World Heritage Site, Moscow Kremlin and Red Square, which was built between the 14th and 17th centuries. The Church of the Ascension at Kolomenskoye, which dates from 1532, is also a UNESCO World Heritage Site and another popular attraction.Near the new Tretyakov Gallery there is a sculpture garden, Museon, often called \"the graveyard of fallen monuments\" that displays statues of the former Soviet Union that were removed from their place after its dissolution.\r\nOther attractions include the Moscow Zoo, a zoological garden in two sections (the valleys of two streams) linked by a bridge, with nearly a thousand species and more than 6,500 specimens. Each year, the zoo attracts more than 1.2 million visitors. Many of Moscow's parks and landscaped gardens are protected natural environments.\r\n\r\n\r\n== Moscow rings ==\r\nMoscow's road system is centered roughly on the Kremlin at the heart of the city. From there, roads generally span outwards to intersect with a sequence of circular roads (\"rings\").\r\n\r\nThe first and innermost major ring, Bulvarnoye Koltso (Boulevard Ring), was built at the former location of the 16th-century city wall around what used to be called Bely Gorod (White Town). The Bulvarnoye Koltso is technically not a ring; it does not form a complete circle, but instead a horseshoe-shaped arc that begins at the Cathedral of Christ the Savior and ends at the Yauza River.\r\nThe second primary ring, located outside the Boulevard Ring, is the Sadovoye Koltso (Garden Ring).", "start_char_idx": 44399, "end_char_idx": 48709, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c8b259d8-3b26-486b-92c8-980ecc595783": {"__data__": {"id_": "c8b259d8-3b26-486b-92c8-980ecc595783", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d3993de8-c20f-424c-9d5b-4fe7652e99a0", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "2b29247d2dc8c391311848717a6180627b1cb6e4a2f3ccdf688095336330a69c", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e6b1b18e-a97e-49c8-855d-98e5ee2a92a9", "node_type": "1", "metadata": {}, "hash": "c6344fae7a2238ed4020017be6398ac9b61b834338ce0a5fa09af5bc909b9f40", "class_name": "RelatedNodeInfo"}}, "text": "Each year, the zoo attracts more than 1.2 million visitors. Many of Moscow's parks and landscaped gardens are protected natural environments.\r\n\r\n\r\n== Moscow rings ==\r\nMoscow's road system is centered roughly on the Kremlin at the heart of the city. From there, roads generally span outwards to intersect with a sequence of circular roads (\"rings\").\r\n\r\nThe first and innermost major ring, Bulvarnoye Koltso (Boulevard Ring), was built at the former location of the 16th-century city wall around what used to be called Bely Gorod (White Town). The Bulvarnoye Koltso is technically not a ring; it does not form a complete circle, but instead a horseshoe-shaped arc that begins at the Cathedral of Christ the Savior and ends at the Yauza River.\r\nThe second primary ring, located outside the Boulevard Ring, is the Sadovoye Koltso (Garden Ring). Like the Boulevard Ring, the Garden Ring follows the path of a 16th-century wall that used to encompass part of Moscow. \r\nThe Third Ring Road, was completed in 2003 as a high-speed freeway.\r\nThe Fourth Transport Ring, another freeway, was planned, but cancelled in 2011. A system of chordal highways will replace it.Aside from the aforementioned hierarchy, line 5 of Moscow Metro is a circle-shaped looped subway line (hence the name Koltsevaya Liniya, literally \"ring line\"), which is located between the Sadovoye Koltso and Third Transport Ring.\r\nTwo modern overlapping lines of Moscow Metro form \"two hearts\":\r\n\r\nLine 14. Since September 10, 2016, Moscow Central Circle renovated railroad (former Moskovskaya Okruzhnaya Zheleznaya Doroga) was introduced as Line 14 of Moscow Metro. The cone-shaped railroad initially opened in 1908 (freight-only railway from 1934 until the 2016 reopening).\r\nLine 11. Another circle metro line - Big Circle Line (Bolshaya Koltsevaya Liniya) is under construction and will be finished in 2023. Kakhovskaya-Savyolovskaya western half of the line was launched in late 2021.The outermost ring within Moscow is the Moscow Ring Road (often called MKAD, acronym word for Russian \u041c\u043e\u0441\u043a\u043e\u0432\u0441\u043a\u0430\u044f \u041a\u043e\u043b\u044c\u0446\u0435\u0432\u0430\u044f \u0410\u0432\u0442\u043e\u043c\u043e\u0431\u0438\u043b\u044c\u043d\u0430\u044f \u0414\u043e\u0440\u043e\u0433\u0430), which forms the cultural boundary of the city, and was established in the 1950s. It is to note the method of building the road (usage of ground elevation instead of concrete columns throughout the whole way) formed a wall-like barrier that obstacles building roads under the MKAD highway itself).\r\n\r\nBefore 2012 expansion of Moscow, MKAD was considered an approximate border for Moscow boundaries.Outside Moscow, some of the roads encompassing the city continue to follow this circular pattern seen inside city limits, with the notable examples of Betonka roads (highways A107 and A108), originally made of concrete pads.\r\nIn order to reduce transit traffic on MKAD, the new ring road (called CKAD - Centralnaya Koltsevaya Avtomobilnaya Doroga, Central Ring Road) is now under construction beyond the MKAD.\r\n\r\n\r\n=== Transport rings in Moscow ===\r\n\r\n\r\n== Culture ==\r\n\r\n\r\n=== Museums and galleries ===\r\nOne of the most notable art museums in Moscow is the Tretyakov Gallery, which was founded by Pavel Tretyakov, a wealthy patron of the arts who donated a large private collection to the city. The Tretyakov Gallery is split into two buildings. The Old Tretyakov gallery, the original gallery in the Tretyakovskaya area on the south bank of the Moskva River, houses works in the classic Russian tradition. The works of famous pre-Revolutionary painters, such as Ilya Repin, as well as the works of early Russian icon painters can be found here. Visitors can even see rare originals by early 15th-century iconographer Andrei Rublev.\r\nThe New Tretyakov gallery, created in Soviet times, mainly contains the works of Soviet artists, as well as of a few contemporary paintings, but there is some overlap with the Old Tretyakov Gallery for early 20th-century art. The new gallery includes a small reconstruction of Vladimir Tatlin's famous Monument to the Third International and a mixture of other avant-garde works by artists like Kazimir Malevich and Wassily Kandinsky. Socialist realism features can also be found within the halls of the New Tretyakov Gallery.\r\n\r\nAnother art museum in the city of Moscow is the Pushkin Museum of Fine Arts, which was founded by, among others, the father of Marina Tsvetaeva.", "start_char_idx": 47869, "end_char_idx": 52167, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e6b1b18e-a97e-49c8-855d-98e5ee2a92a9": {"__data__": {"id_": "e6b1b18e-a97e-49c8-855d-98e5ee2a92a9", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c8b259d8-3b26-486b-92c8-980ecc595783", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "b92a408ed7d2afa627eee0cb4dc39c3d92a9f8ab5a188069175f0ba0f24cce7f", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "add87efa-e398-4a3e-beb7-52cbbc9fa774", "node_type": "1", "metadata": {}, "hash": "00499a3b19d78b1ac8764beeff7678bd3bb241d91e56b3132f14da16dc317e81", "class_name": "RelatedNodeInfo"}}, "text": "Visitors can even see rare originals by early 15th-century iconographer Andrei Rublev.\r\nThe New Tretyakov gallery, created in Soviet times, mainly contains the works of Soviet artists, as well as of a few contemporary paintings, but there is some overlap with the Old Tretyakov Gallery for early 20th-century art. The new gallery includes a small reconstruction of Vladimir Tatlin's famous Monument to the Third International and a mixture of other avant-garde works by artists like Kazimir Malevich and Wassily Kandinsky. Socialist realism features can also be found within the halls of the New Tretyakov Gallery.\r\n\r\nAnother art museum in the city of Moscow is the Pushkin Museum of Fine Arts, which was founded by, among others, the father of Marina Tsvetaeva. The Pushkin Museum is similar to the British Museum in London in that its halls are a cross-section of exhibits on world civilisations, with many copies of ancient sculptures. However, it also hosts paintings from every major Western era; works by Claude Monet, Paul C\u00e9zanne, and Pablo Picasso are present in the museum's collection.\r\nThe State Historical Museum of Russia (\u0413\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043c\u0443\u0437\u0435\u0439) is a museum of Russian history located between Red Square and Manege Square in Moscow. Its exhibitions range from relics of the prehistoric tribes inhabiting present-day Russia, through priceless artworks acquired by members of the Romanov dynasty. The total number of objects in the museum's collection numbers is several million. The Polytechnical Museum, founded in 1872 is the largest technical museum in Russia, offering a wide array of historical inventions and technological achievements, including humanoid automata from the 18th century and the first Soviet computers. Its collection contains more than 160,000 items. The Borodino Panorama museum located on Kutuzov Avenue provides an opportunity for visitors to experience being on a battlefield with a 360\u00b0 diorama. It is a part of the large historical memorial commemorating the victory in the Patriotic War of 1812 over Napoleon's army, that includes also the triumphal arch, erected in 1827. There is also a military history museum that includes statues, and military hardware.\r\nMemorial Museum of Cosmonautics under the Monument to the Conquerors of Space at the end of Cosmonauts Alley is the central memorial place for the Russian space officials.\r\nThe Shchusev State Museum of Architecture is the national museum of Russian architecture by the name of the architect Alexey Shchusev near the Kremlin area.\r\nMoscow will get its own branch of the Hermitage Museum in 2024, with authorities having agreed upon the final project, to be executed by Hani Rashid, co-founder of New York-based 'Asymptote Architecture' - the same bureau that's behind the city's stock market building, the Busan-based World Business Center Solomon Tower and the Strata Tower in Abu-Dhabi.\r\n\r\n\r\n=== Performing arts ===\r\nMoscow is the heart of the Russian performing arts, including ballet and film, with 68 museums 103 theaters, 132 cinemas and 24 concert halls. Among Moscow's theaters and ballet studios is the Bolshoi Theatre and the Malyi Theatre as well as Vakhtangov Theatre and Moscow Art Theatre.\r\nThe Moscow International Performance Arts Center, opened in 2003, also known as Moscow International House of Music, is known for its performances in classical music. It has the largest organ in Russia installed in Svetlanov Hall.\r\nThere are also two large circuses in Moscow: Moscow State Circus and Moscow Circus on Tsvetnoy Boulevard named after Yuri Nikulin.\r\nThe Mosfilm studio was at the heart of many classic films, as it is responsible for both artistic and mainstream productions. However, despite the continued presence and reputation of internationally renowned Russian filmmakers, the once prolific native studios are much quieter. Rare and historical films may be seen in the Salut cinema, where films from the Museum of Cinema collection are shown regularly. International film festivals such as the Moscow International Film Festival, Stalker, Artdocfest, and Moscow Jewish Film Festival are staged in Moscow.\r\n\r\n\r\n== Sports ==\r\n\r\nOver 500 Olympic sports champions lived in the city by 2005. Moscow is home to 63 stadiums (besides eight football and eleven light athletics maneges), of which Luzhniki Stadium is the largest and the 4th biggest in Europe (it hosted the 1998\u201399 UEFA Cup, 2007\u201308 UEFA Champions League finals, the 1980 Summer Olympics, and the 2018 FIFA World Cup with 7 games total, including the final). Forty other sports complexes are located within the city, including 24 with artificial ice.", "start_char_idx": 51405, "end_char_idx": 56052, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "add87efa-e398-4a3e-beb7-52cbbc9fa774": {"__data__": {"id_": "add87efa-e398-4a3e-beb7-52cbbc9fa774", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "e6b1b18e-a97e-49c8-855d-98e5ee2a92a9", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0242b583899a5b14deba143729b0363d03c5c3d6ba5868792226272aea9c7d47", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "be9f5afb-08e0-47de-8fda-8b34e234c03e", "node_type": "1", "metadata": {}, "hash": "e5c0269478454f5e206ea3f24ef7d629bd4d5d25b994220f3053c7682f82a113", "class_name": "RelatedNodeInfo"}}, "text": "Rare and historical films may be seen in the Salut cinema, where films from the Museum of Cinema collection are shown regularly. International film festivals such as the Moscow International Film Festival, Stalker, Artdocfest, and Moscow Jewish Film Festival are staged in Moscow.\r\n\r\n\r\n== Sports ==\r\n\r\nOver 500 Olympic sports champions lived in the city by 2005. Moscow is home to 63 stadiums (besides eight football and eleven light athletics maneges), of which Luzhniki Stadium is the largest and the 4th biggest in Europe (it hosted the 1998\u201399 UEFA Cup, 2007\u201308 UEFA Champions League finals, the 1980 Summer Olympics, and the 2018 FIFA World Cup with 7 games total, including the final). Forty other sports complexes are located within the city, including 24 with artificial ice. The Olympic Stadium was the world's first indoor arena for bandy and hosted the Bandy World Championship twice. Moscow was again the host of the competition in 2010, this time in Krylatskoye. That arena has also hosted the World Speed Skating Championships. There are also seven horse racing tracks in Moscow, of which Central Moscow Hippodrome, founded in 1834, is the largest.\r\n\r\nMoscow was the host city of the 1980 Summer Olympics, with the yachting events being held at Tallinn, in present-day Estonia. Large sports facilities and the main international airport, Sheremetyevo Terminal 2, were built in preparation for the 1980 Summer Olympics. Moscow had made a bid for the 2012 Summer Olympics. However, when final voting commenced on July 6, 2005, Moscow was the first city to be eliminated from further rounds. The Games were awarded to London.\r\nThe most titled ice hockey team in the Soviet Union and in the world, HC CSKA Moscow comes from Moscow. Other big ice hockey clubs from Moscow are HC Dynamo Moscow, which was the second most titled team in the Soviet Union, and HC Spartak Moscow.\r\nThe most titled Soviet, Russian, and one of the most titled Euroleague clubs, is the basketball club from Moscow PBC CSKA Moscow. Moscow hosted the EuroBasket in 1953 and 1965.\r\nMoscow had more winners at the USSR and Russian Chess Championship than any other city.\r\nThe most titled volleyball team in the Soviet Union and in Europe (CEV Champions League) is VC CSKA Moscow.\r\nIn football, FC Spartak Moscow has won more championship titles in the Russian Premier League than any other team. They were second only to FC Dynamo Kyiv in Soviet times. PFC CSKA Moscow became the first Russian football team to win a UEFA title, the UEFA Cup (present-day UEFA Europa League). FC Lokomotiv Moscow, FC Dynamo Moscow and FC Torpedo Moscow are other professional football teams also based in Moscow.\r\n\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\nMoscow houses other prominent football, ice hockey, and basketball teams. Because sports organisations in the Soviet Union were once highly centralized, two of the best Union-level teams represented defence and law-enforcing agencies: the Armed Forces (CSKA) and the Ministry of Internal Affairs (Dinamo). There were army and police teams in most major cities. As a result, Spartak, CSKA, and Dinamo were among the best-funded teams in the USSR.\r\nThe Irina Viner-Usmanova Gymnastics Palace is located in the Luzniki Olympic Complex. The building works started in 2017 and the opening ceremony took place on June 18, 2019. The investor of the Palace is the billionaire Alisher Usmanov, husband of the former gymnast and gymnastics coach Irina Viner-Usmanova. The total surface of the building is 23,500 m2, which include 3 fitness rooms, locker rooms, rooms reserved for referees and coaches, saunas, a canteen, a cafeteria, 2 ball halls, a Medical center, a hall reserved for journalists, and a hotel for athletes.Because of Moscow's cold local climate, winter sports have a following. Many of Moscow's large parks offer marked trails for skiing and frozen ponds for skating.\r\n\r\nMoscow hosts the annual Kremlin Cup, a popular tennis tournament on both the WTA and ATP tours. It is one of the ten Tier-I events on the women's tour and a host of Russian players feature every year.\r\nSC Olimpiyskiy hosted the Eurovision Song Contest 2009, the first and so far the only Eurovision Song Contest arranged in Russia.\r\nSlava Moscow is a professional rugby club, competing in the national Professional Rugby League. Former rugby league heavyweights RC Lokomotiv have entered the same league as of 2011.", "start_char_idx": 55269, "end_char_idx": 59711, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "be9f5afb-08e0-47de-8fda-8b34e234c03e": {"__data__": {"id_": "be9f5afb-08e0-47de-8fda-8b34e234c03e", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "add87efa-e398-4a3e-beb7-52cbbc9fa774", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "d09fbaf5e854da30d9564d3faefbd628a587bfb99aa3c77c1c3c8475db32db79", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "80ec30a3-d04a-455e-b0ce-cb1416898016", "node_type": "1", "metadata": {}, "hash": "53ca2448d741923c2e2430cef58eefa5b2b1b9fef8b31e0fc864e5605bcf175e", "class_name": "RelatedNodeInfo"}}, "text": "Many of Moscow's large parks offer marked trails for skiing and frozen ponds for skating.\r\n\r\nMoscow hosts the annual Kremlin Cup, a popular tennis tournament on both the WTA and ATP tours. It is one of the ten Tier-I events on the women's tour and a host of Russian players feature every year.\r\nSC Olimpiyskiy hosted the Eurovision Song Contest 2009, the first and so far the only Eurovision Song Contest arranged in Russia.\r\nSlava Moscow is a professional rugby club, competing in the national Professional Rugby League. Former rugby league heavyweights RC Lokomotiv have entered the same league as of 2011. The Luzhniki Stadium also hosted the 2013 Rugby World Cup Sevens.\r\nIn bandy, one of the most successful clubs in the world is 20 times Russian League champions Dynamo Moscow. They have also won the World Cup thrice and European Cup six times.\r\nMFK Dinamo Moskva is one of the major futsal clubs in Europe, having won the Futsal Champions League title once.\r\nWhen Russia was selected to host the 2018 FIFA World Cup, the Luzhniki Stadium got an increased capacity, by almost 10,000 new seats, in addition to a further two stadiums that have been built: the Dynamo Stadium, and the Spartak Stadium, although the first one later was dismissed from having World Cup matches.\r\n\r\n\r\n=== Football clubs ===\r\n\r\n\r\n== Entertainment ==\r\n\r\nThe city is full of clubs, restaurants, and bars. Tverskaya Street is also one of the busiest shopping streets in Moscow.\r\nThe adjoining Tretyakovsky Proyezd, also south of Tverskaya Street, in Kitai-gorod, is host to upmarket boutique stores such as Bulgari, Tiffany & Co., Armani, Prada and Bentley. Nightlife in Moscow has moved on since Soviet times and today the city has many of the world's largest nightclubs. Clubs, bars, creative spaces and restaurants-turned-into-dancefloors are flooding Moscow streets with new openings every year. The hottest area is located around the old chocolate factory, where bars, nightclubs, galleries, caf\u00e9s and restaurants are placed.Dream Island is an amusement park in Moscow that opened on February 29, 2020. It is the largest indoor theme park in Europe.\r\nThe park covers 300,000 square meters. During the park's construction, 150 acres of nature trees unique and rare animals and birds and plants on the peninsula were destroyed. The appearance is in the style of a fairytale castle similar to Disneyland. The park has 29 unique attractions with many rides, as well as pedestrian malls with fountains and cycle paths. The complex includes a landscaped park along with a concert hall, a cinema, a hotel, a children's sailing school, restaurants, and shops.\r\n\r\n\r\n== Authorities ==\r\n\r\n\r\n=== Moscow authorities ===\r\n\r\nAccording to the Constitution of the Russian Federation, Moscow is an independent federal subject of the Russian Federation, the so-called city of federal importance.\r\nThe Mayor of Moscow is the leading official in the executive, leading the Government of Moscow, which is the highest organ of executive power.\r\nThe Moscow City Duma is the City Duma (city council or local parliament) and local laws must be approved by it. It includes 45 members who are elected for a five-year term on Single-mandate constituency basis.\r\nFrom 2006 to 2012, direct elections of the mayor were not held due to changes in the Charter of the city of Moscow, the mayor was appointed by presidential decree. The first direct elections from the time of the 2003 vote were to be held after the expiration of the current mayor in 2015, however, in connection with his resignation of his own free will, they took place in September 2013.\r\nLocal administration is carried out through eleven prefectures, uniting the districts of Moscow into administrative districts on a territorial basis, and 125 regional administrations. According to the law \"On the organization of local self-government in the city of Moscow\", since the beginning of 2003, the executive bodies of local self-government are municipalities, representative bodies are municipal assemblies, whose members are elected in accordance with the Charter of the intracity municipality.\r\n\r\n\r\n=== Federal authorities ===\r\n\r\nIn Moscow, as in a city endowed with the Constitution of the Russian Federation, the legislative, executive, and judicial federal authorities of the country are located, with the exception of the Constitutional Court of the Russian Federation, which has been located in Saint Petersburg since 2008.\r\nThe supreme executive authority - the Government of the Russian Federation - is located in the House of the Government of the Russian Federation on Krasnopresnenskaya Embankment in the center of Moscow. The State Duma sits on Okhotny Ryad.", "start_char_idx": 59103, "end_char_idx": 63793, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "80ec30a3-d04a-455e-b0ce-cb1416898016": {"__data__": {"id_": "80ec30a3-d04a-455e-b0ce-cb1416898016", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "be9f5afb-08e0-47de-8fda-8b34e234c03e", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "00fdce475d6eab36cb0da9f2ffea922460a263bedf8ad7ed5ba599a1755560ca", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "8f319f3b-f33b-47f1-acde-5c5749befb63", "node_type": "1", "metadata": {}, "hash": "0cedb6754db417310f974066cae3ceef67742922d905b6aef02edd7f8033e3e8", "class_name": "RelatedNodeInfo"}}, "text": "According to the law \"On the organization of local self-government in the city of Moscow\", since the beginning of 2003, the executive bodies of local self-government are municipalities, representative bodies are municipal assemblies, whose members are elected in accordance with the Charter of the intracity municipality.\r\n\r\n\r\n=== Federal authorities ===\r\n\r\nIn Moscow, as in a city endowed with the Constitution of the Russian Federation, the legislative, executive, and judicial federal authorities of the country are located, with the exception of the Constitutional Court of the Russian Federation, which has been located in Saint Petersburg since 2008.\r\nThe supreme executive authority - the Government of the Russian Federation - is located in the House of the Government of the Russian Federation on Krasnopresnenskaya Embankment in the center of Moscow. The State Duma sits on Okhotny Ryad. The Federation Council is located in a building on Bolshaya Dmitrovka. The Supreme Court of the Russian Federation and the Supreme Court of Arbitration of the Russian Federation are also located in Moscow.\r\nIn addition, the Moscow Kremlin is the official residence of the President of the Russian Federation. The president's working residence in the Kremlin is located in the Senate Palace.\r\n\r\n\r\n=== Safety ===\r\nAccording to the ranking of the safest cities made by The Economist Moscow occupies the 37th position with a score of 68,5 points percent. The general level of crime is quite low. More than 170,000 surveillance cameras in Moscow are connected to the facial recognition system. The authorities recognized the successful two-month experiment with automatic recognition of faces, gender, and age of people in real-time - and then they deployed the system to the whole city. The network of video surveillance unites access video cameras (95% of residential apartment buildings in the capital), cameras in the territory and in buildings of schools and kindergartens, at the MCC stations, stadiums, public transport stops, and bus stations, in parks, underground passages.The emergency numbers are the same as in all the other regions of Russia: 112 is the Single Emergency Number, 101 is the number of the Fire Service and Ministry of Emergency Situations, 102 is the Police one, 103 is the ambulance one, 104 is the Emergency Gas number. Moscow's EMS is the second most efficient one among the world's megacities, as reported by PwC during the presentation of the international study Analysis of EMS Efficiency in Megacities of the World.\r\n\r\n\r\n== Administrative divisions ==\r\n\r\nThe entire city of Moscow is headed by one mayor (Sergey Sobyanin). The city of Moscow is divided into twelve administrative okrugs and 125 districts.\r\nThe Russian capital's town-planning development began to show as early as the 12th century when the city was founded. The central part of Moscow grew by consolidating with suburbs in line with medieval principles of urban development when strong fortress walls would gradually spread along the circle streets of adjacent new settlements. The first circular defence walls set the trajectory of Moscow's rings, laying the groundwork for the future planning of the Russian capital.\r\nThe following fortifications served as the city's circular defense boundaries at some point in history: the Kremlin walls, Zemlyanoy Gorod (Earthwork Town), the Kamer-Kollezhsky Rampart, the Garden Ring, and the small railway ring. The Moscow Ring Road (MKAD) has been Moscow's boundary since 1960. Also in the form of a circle are the main Moscow subway line, the Ring Line, and the so-called Third Automobile Ring, which was completed in 2005. Hence, the characteristic radial-circle planning continues to define Moscow's further development. However, contemporary Moscow has also engulfed a number of territories outside the MKAD, such as Solntsevo, Butovo, and the town of Zelenograd. A part of Moscow Oblast's territory was merged into Moscow on July 1, 2012; as a result, Moscow is no longer fully surrounded by Moscow Oblast and now also has a border with Kaluga Oblast. In all, Moscow gained about 1,500 square kilometers (580 sq mi) and 230,000 inhabitants. Moscow's Mayor Sergey Sobyanin lauded the expansion that will help Moscow and the neighboring region, a \"mega-city\" of twenty million people, to develop \"harmonically\".All administrative okrugs and districts have their own coats of arms and flags as well as individual heads of the area.\r\nIn addition to the districts, there are Territorial Units with Special Status. These usually include areas with small or no permanent populations. Such is the case with the All-Russia Exhibition Centre, the Botanical Garden, large parks, and industrial zones. In recent years, some territories have been merged with different districts.", "start_char_idx": 62896, "end_char_idx": 67704, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "8f319f3b-f33b-47f1-acde-5c5749befb63": {"__data__": {"id_": "8f319f3b-f33b-47f1-acde-5c5749befb63", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "80ec30a3-d04a-455e-b0ce-cb1416898016", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "c0a3935572fa969ea69c76916c091c9f6303b0038155333ab056fd1fc84662e2", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "23d9d991-a8bb-4d1c-9939-909e6f244648", "node_type": "1", "metadata": {}, "hash": "fb583092fd054cad665bb86220c006003ec4f67df61e3c4b9fd3e042fe36f6c1", "class_name": "RelatedNodeInfo"}}, "text": "In all, Moscow gained about 1,500 square kilometers (580 sq mi) and 230,000 inhabitants. Moscow's Mayor Sergey Sobyanin lauded the expansion that will help Moscow and the neighboring region, a \"mega-city\" of twenty million people, to develop \"harmonically\".All administrative okrugs and districts have their own coats of arms and flags as well as individual heads of the area.\r\nIn addition to the districts, there are Territorial Units with Special Status. These usually include areas with small or no permanent populations. Such is the case with the All-Russia Exhibition Centre, the Botanical Garden, large parks, and industrial zones. In recent years, some territories have been merged with different districts. There are no ethnic-specific regions in Moscow, as in the Chinatowns that exist in some North American and East Asian cities. And although districts are not designated by income, as with most cities, those areas that are closer to the city center, metro stations or green zones are considered more prestigious.Moscow also hosts some of the government bodies of Moscow Oblast, although the city itself is not a part of the oblast.\r\n\r\n\r\n== Economy ==\r\n\r\n\r\n=== Overview ===\r\nMoscow has one of the largest municipal economies in Europe and it accounts more than one-fifth of Russia's gross domestic product (GDP). As of 2021, the GRP of Moscow reached almost \u20bd24.5 trillion(US$332 billion). GMP of Moscow Region was \u20bd31.3 trillion or around US$425 billion.\r\n\r\nThe average gross monthly wage in the city is \u20bd123,688 (US$2,000), which is around twice the national average of \u20bd66,572 (US$1,000), and one of the highest among the federal subjects of Russia.\r\nMoscow is home to the third-highest number of billionaires of any city in the world, and has the highest number of billionaires of any city in Europe. It is the financial center of Russia and home to the country's largest banks and many of its largest companies, such as oil giant Rosneft. Moscow accounts for 17% of retail sales in Russia and for 13% of all construction activity in the country. Since the 1998 Russian financial crisis, business sectors in Moscow have shown exponential rates of growth. Many new business centers and office buildings have been built in recent years, but Moscow still experiences shortages in office space. As a result, many former industrial and research facilities are being reconstructed to become suitable for office use. Overall, economic stability has improved in recent years; nonetheless, crime and corruption still hinder business development.\r\n\r\n\r\n=== Industry ===\r\nPrimary industries in Moscow include the chemical, metallurgy, food, textile, furniture, energy production, software development and machinery industries.\r\nThe Mil Moscow Helicopter Plant is one of the world's leading producers of military and civil helicopters. Khrunichev State Research and Production Space Center produces various space equipment, including modules for space stations Mir, Salyut and the ISS as well as Proton launch vehicles and military ICBMs. Sukhoi, Ilyushin, Mikoyan, Tupolev and Yakovlev aircraft design bureaus also situated in Moscow. NPO Energomash, producing the rocket engines for Russian and American space programs, as well as Lavochkin design bureau, which built fighter planes during WWII, but switched to space probes since the Space Race, are in nearby Khimki, an independent city in Moscow Oblast that have largely been enclosed by Moscow from its sides. Automobile plants ZiL and AZLK, as well as the Voitovich Rail Vehicle plant, are situated in Moscow and Metrovagonmash metro wagon plant is located just outside the city limits. The Poljot Moscow watch factory produces military, professional and sport watches well known in Russia and abroad. Yuri Gagarin in his trip into space used \"Shturmanskie\" produced by this factory.\r\nThe Electrozavod factory was the first transformer factory in Russia. The Kristall distillery is the oldest distillery in Russia producing vodka types, including \"Stolichnaya\" while wines are produced at Moscow wine plants, including the Moscow Interrepublican Vinery. The Moscow Jewelry Factory and the Jewellerprom are producers of jewelry in Russia; Jewellerprom used to produce the exclusive Order of Victory, awarded to those aiding the Soviet Union's Red Army during World War II.\r\nThere are other industries located just outside the city of Moscow, as well as microelectronic industries in Zelenograd, including Ruselectronics companies.\r\nGazprom, the largest extractor of natural gas in the world and the largest Russian company, has head offices also in Moscow, as well as other oil, gas, and electricity companies.", "start_char_idx": 66990, "end_char_idx": 71659, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "23d9d991-a8bb-4d1c-9939-909e6f244648": {"__data__": {"id_": "23d9d991-a8bb-4d1c-9939-909e6f244648", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "8f319f3b-f33b-47f1-acde-5c5749befb63", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e8247f249e39676aedc3dfdb4f24697d23c8aa666334cbaef77815b2632758fb", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c046f9b2-011f-4031-9dab-54d99396322f", "node_type": "1", "metadata": {}, "hash": "076054884499da95075f3764c74bbe059d96f9ec1f2bf6c3870c730bcb2c8c63", "class_name": "RelatedNodeInfo"}}, "text": "Yuri Gagarin in his trip into space used \"Shturmanskie\" produced by this factory.\r\nThe Electrozavod factory was the first transformer factory in Russia. The Kristall distillery is the oldest distillery in Russia producing vodka types, including \"Stolichnaya\" while wines are produced at Moscow wine plants, including the Moscow Interrepublican Vinery. The Moscow Jewelry Factory and the Jewellerprom are producers of jewelry in Russia; Jewellerprom used to produce the exclusive Order of Victory, awarded to those aiding the Soviet Union's Red Army during World War II.\r\nThere are other industries located just outside the city of Moscow, as well as microelectronic industries in Zelenograd, including Ruselectronics companies.\r\nGazprom, the largest extractor of natural gas in the world and the largest Russian company, has head offices also in Moscow, as well as other oil, gas, and electricity companies.\r\nMoscow hosts headquarters of the many of telecommunication and technology companies, including 1C, ABBYY, Beeline, Kaspersky Lab, Mail.Ru Group, MegaFon, MTS, Rambler&Co, Rostelecom, Yandex, and Yota.\r\nSome industry is being transferred out of the city to improve the ecological state of the city.\r\n\r\n\r\n=== Cost of living ===\r\n\r\nDuring Soviet times, apartments were lent to people by the government according to the square meters-per-person norm (some groups, including people's artists, heroes, and prominent scientists had bonuses according to their honors). Private ownership of apartments was limited until the 1990s when people were permitted to secure property rights to their inhabited places. Since the Soviet era, estate owners have had to pay the service charge for their residences, a fixed amount based on persons per living area.\r\nThe price of real estate in Moscow continues to rise. Today, one could expect to pay $4,000 on average per square meter (11 sq ft) on the outskirts of the city or US$6,500\u2013$8,000 per square meter in a prestigious district. The price sometimes may exceed US$40,000 per square meter in a flat. It costs about US$1,200 per month to rent a one-bedroom apartment and about US$1,000 per month for a studio in the center of Moscow.\r\nA typical one-bedroom apartment is about thirty square metres (320 square feet), a typical two-bedroom apartment is forty-five square metres (480 square feet), and a typical three-bedroom apartment is seventy square metres (750 square feet). Many cannot move out of their apartments, especially if a family lives in a two-room apartment originally granted by the state during the Soviet era. Some city residents have attempted to cope with the cost of living by renting their apartments while staying in dachas (country houses) outside the city.\r\nIn 2006, Mercer Human Resources Consulting named Moscow the world's most expensive city for expatriate employees, ahead of perennial winner Tokyo, due to the stable Russian ruble as well as increasing housing prices within the city. Moscow also ranked first in the 2007 edition and 2008 edition of the survey. However, Tokyo has overtaken Moscow as the most expensive city in the world, placing Moscow at third behind Osaka in second place.In 2008, Moscow ranked top on the list of most expensive cities for the third year in a row.In 2014, according to Forbes, Moscow was ranked the 9th most expensive city in the world. Forbes ranked Moscow the 2nd most expensive city the year prior.In 2019 the Economist Intelligence Unit's Worldwide Cost of Living survey put Moscow to 102nd place in the biannual ranking of 133 most expensive cities. ECA International's Cost of Living 2019 Survey ranked Moscow at number 120 among 482 locations worldwide.\r\n\r\n\r\n=== Public utilities ===\r\n\r\n\r\n==== Heating ====\r\nThe heating of buildings in Moscow, like in other cities in Russia is done using central heating system. Before 2004, state unitary enterprises were responsible to produce and supply heat to the clients by the operation of heating stations and heating distribution system of Mosgorteplo, Mosteploenergo, and Teploremontnaladka which gave service to the heating substations in the north-eastern part of the city. Clients were divided between the various enterprises based on their geographical location. A major reform launched in 2004 consolidated the various companies under the umbrella of MIPC which became the municipal heat supplier. Its subsidiaries were the newly transformed Joint-stock companies. The city's main source of heating is the power station of Mosenergo which was reformed in 2005, when around ten subsidiaries were separated from it.", "start_char_idx": 70752, "end_char_idx": 75332, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c046f9b2-011f-4031-9dab-54d99396322f": {"__data__": {"id_": "c046f9b2-011f-4031-9dab-54d99396322f", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "23d9d991-a8bb-4d1c-9939-909e6f244648", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e10388803853093c85151977e7627d547ad57dfca738afe7d9506aa5193504cf", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "49db9945-0c28-430a-b0f7-956395045df1", "node_type": "1", "metadata": {}, "hash": "9d4af1d8dfb6df351ab4de77094374276811cfc803f3875b4b101f8b73253752", "class_name": "RelatedNodeInfo"}}, "text": "=== Public utilities ===\r\n\r\n\r\n==== Heating ====\r\nThe heating of buildings in Moscow, like in other cities in Russia is done using central heating system. Before 2004, state unitary enterprises were responsible to produce and supply heat to the clients by the operation of heating stations and heating distribution system of Mosgorteplo, Mosteploenergo, and Teploremontnaladka which gave service to the heating substations in the north-eastern part of the city. Clients were divided between the various enterprises based on their geographical location. A major reform launched in 2004 consolidated the various companies under the umbrella of MIPC which became the municipal heat supplier. Its subsidiaries were the newly transformed Joint-stock companies. The city's main source of heating is the power station of Mosenergo which was reformed in 2005, when around ten subsidiaries were separated from it. One of the newly independent companies was the District Heating Network Company (MTK) (Russian: \u041c\u043e\u0441\u043a\u043e\u0432\u0441\u043a\u0430\u044f \u0442\u0435\u043f\u043b\u043e\u0441\u0435\u0442\u0435\u0432\u0430\u044f \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f). In 2007 the Government of Moscow bought controlling stakes in the company.\r\n\r\n\r\n==== City services ====\r\n\"Our city\" is a geo-information portal created in 2011 under the mayor of Moscow Sergei Sobyanin with the aim of building a constructive dialogue between Moscow residents and the city's executive authorities. The portal is being developed by the State Public Institution \"New Management Technologies\" together with the Moscow Department of Information Technologies. In its 10 years of operation, more than 1.7 million users have joined the portal, and during this time it has become an effective tool for monitoring the state of urban infrastructure.\r\n\r\n\r\n== Education ==\r\n\r\nThere are 1,696 high schools in Moscow, as well as 91 colleges. Besides these, there are 222 institutions of higher education, including 60 state universities and the Lomonosov Moscow State University, which was founded in 1755. The main university building located in Vorobyovy Gory (Sparrow Hills) is 240 metres (790 ft) tall and when completed, was the tallest building on the continent. The university has over 30,000 undergraduate and 7,000 postgraduate students, who have a choice of twenty-nine faculties and 450 departments for study. Additionally, approximately 10,000 high school students take courses at the university, while over two thousand researchers work. The Moscow State University library contains over nine million books, making it one of the largest libraries in all of Russia. Its acclaim throughout the international academic community has meant that over 11,000 international students have graduated from the university, with many coming to Moscow to become fluent in the Russian language.The I.M. Sechenov First Moscow State Medical University named after Ivan Sechenov or formerly known as Moscow Medical Academy (1stMSMU) is a medical university situated in Moscow, Russia. It was founded in 1785 as the faculty of the Moscow State University. It is a Russian Federal Agency for Health and Social Development. It is one of the largest medical universities in Russia and Europe. More than 9200 students are enrolled in 115 academic departments. It offers courses for post-graduate studies.\r\n\r\nThe Pirogov Russian National Research Medical University (formerly known as Russian State Medical University) is a medical higher education institution in Moscow, Russia founded in 1906. It is fully accredited and recognized by Russia's Ministry of Education and Science and is currently under the authority of the Ministry of Health and Social Development. Named after Russian surgeon and pedagogue N.I. Pirogov (1810-1888), it is one of the largest medical institutions and the first university in Russia to allow women to acquire degrees.\r\nMoscow is one of the financial centers of the Russian Federation and CIS countries and is known for its business schools. Among them are the Financial University under the Government of the Russian Federation; Plekhanov Russian University of Economics; The State University of Management, and the National Research University - Higher School of Economics. They offer undergraduate degrees in management, finance, accounting, marketing, real estate, and economic theory, as well as Masters programs and MBAs. Most of them have branches in other regions of Russia and countries around the world.\r\n\r\nBauman Moscow State Technical University, founded in 1830, is located in the center of Moscow and provides 18,000 undergraduate and 1,000 postgraduate students with an education in science and engineering, offering technical degrees.\r\nThe Moscow Conservatory, founded in 1866, is a prominent music school in Russia whose graduates include Sergey Rachmaninoff, Alexander Scriabin, Aram Khachaturian, Mstislav Rostropovich, and Alfred Schnittke.", "start_char_idx": 74429, "end_char_idx": 79247, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "49db9945-0c28-430a-b0f7-956395045df1": {"__data__": {"id_": "49db9945-0c28-430a-b0f7-956395045df1", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c046f9b2-011f-4031-9dab-54d99396322f", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5c88aa730d8f9ecfb5a4a97a8b7b558ad3cf67456057709fa6ee75a6a4a384ba", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "9dd4c97e-e626-484f-8db5-472e884ae12e", "node_type": "1", "metadata": {}, "hash": "20a45323b106b4b5759b86f7d0dd5c69e9a409b1e40553060ee1a2b98d8e43ee", "class_name": "RelatedNodeInfo"}}, "text": "Among them are the Financial University under the Government of the Russian Federation; Plekhanov Russian University of Economics; The State University of Management, and the National Research University - Higher School of Economics. They offer undergraduate degrees in management, finance, accounting, marketing, real estate, and economic theory, as well as Masters programs and MBAs. Most of them have branches in other regions of Russia and countries around the world.\r\n\r\nBauman Moscow State Technical University, founded in 1830, is located in the center of Moscow and provides 18,000 undergraduate and 1,000 postgraduate students with an education in science and engineering, offering technical degrees.\r\nThe Moscow Conservatory, founded in 1866, is a prominent music school in Russia whose graduates include Sergey Rachmaninoff, Alexander Scriabin, Aram Khachaturian, Mstislav Rostropovich, and Alfred Schnittke.\r\n\r\nThe Gerasimov All-Russian State Institute of Cinematography, abbreviated as VGIK, is the world's oldest educational institution in Cinematography, founded by Vladimir Gardin in 1919.\r\nSergei Eisenstein, Vsevolod Pudovkin, and Aleksey Batalov were among its most distinguished professors and Mikhail Vartanov, Sergei Parajanov, Andrei Tarkovsky, Nikita Mikhalkov, Eldar Ryazanov, Alexander Sokurov, Yuriy Norshteyn, Aleksandr Petrov, Vasily Shukshin, Konrad Wolf among graduates.\r\nMoscow State Institute of International Relations, founded in 1944, remains Russia's best- known school of international relations and diplomacy, with six schools focused on international relations. Approximately 4,500 students make up the university's student body and over 700,000 Russian and foreign-language books\u2014of which 20,000 are considered rare\u2014can be found in the library of the Moscow State Institute of International Relations.Other institutions are the Moscow Institute of Physics and Technology, also known as Phystech, the Fyodorov Eye Microsurgery Complex, founded in 1988 by Russian eye surgeon Svyatoslav Fyodorov, the Moscow Aviation Institute, the Moscow Motorway Institute (State Technical University), and the Moscow Engineering Physics Institute. Moscow Institute of Physics and Technology has taught numerous Nobel Prize winners, including Pyotr Kapitsa, Nikolay Semyonov, Lev Landau and Alexander Prokhorov, while the Moscow Engineering Physics Institute is known for its research in nuclear physics. The highest Russian military school is the Combined Arms Academy of the Armed Forces of the Russian Federation.\r\nAlthough Moscow has a number of famous Soviet-era higher educational institutions, most of which are more oriented towards engineering or the fundamental sciences, in recent years Moscow has seen a growth in the number of commercial and private institutions that offer classes in business and management. Many state institutions have expanded their education scope and introduced new courses or departments. Institutions in Moscow, as well as the rest of post-Soviet Russia, have begun to offer new international certificates and postgraduate degrees, including the Master of Business Administration. Student exchange programs with numerous countries, specially with the rest of Europe, have also become widespread in Moscow's universities, while schools within the Russian capital also offer seminars, lectures, and courses for corporate employees and businessmen.\r\n\r\nMoscow is one of the largest science centers in Russia. The headquarters of the Russian Academy of Sciences are located in Moscow as well as research and applied science institutions. The Kurchatov Institute, Russia's leading research and development institution in the fields of nuclear energy, where the first nuclear reactor in Europe was built, the Landau Institute for Theoretical Physics, Institute for Theoretical and Experimental Physics, Kapitza Institute for Physical Problems and Steklov Institute of Mathematics are all situated in Moscow.\r\nThere are 452 libraries in the city, including 168 for children. The Russian State Library, founded in 1862, is the national library of Russia. The library is home to over 275 km (171 mi) of shelves and 42 million items, including over 17 million books and serial volumes, 13 million journals, 350,000 music scores and sound records, and 150,000 maps, making it the largest library in Russia and one of the largest in the world. Items in 247 languages account for 29% of the collection.The State Public Historical Library, founded in 1863, is the largest library specialising in Russian history.", "start_char_idx": 78329, "end_char_idx": 82887, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "9dd4c97e-e626-484f-8db5-472e884ae12e": {"__data__": {"id_": "9dd4c97e-e626-484f-8db5-472e884ae12e", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "49db9945-0c28-430a-b0f7-956395045df1", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e83d6be31f05be4bcf4b42a8c801f8325957e6b7911fe164671ed13cd43813f7", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "8aa6e1e0-89b1-4946-810f-08f0e4467c2f", "node_type": "1", "metadata": {}, "hash": "49d377d82d74d65e15ceefb0173e31803dcc709ced0ab8c3853b3edf37b5b724", "class_name": "RelatedNodeInfo"}}, "text": "There are 452 libraries in the city, including 168 for children. The Russian State Library, founded in 1862, is the national library of Russia. The library is home to over 275 km (171 mi) of shelves and 42 million items, including over 17 million books and serial volumes, 13 million journals, 350,000 music scores and sound records, and 150,000 maps, making it the largest library in Russia and one of the largest in the world. Items in 247 languages account for 29% of the collection.The State Public Historical Library, founded in 1863, is the largest library specialising in Russian history. Its collection contains four million items in 112 languages (including 47 languages of the former USSR), mostly on Russian and world history, heraldry, numismatics, and the history of science.In regard to primary and secondary education, in 2011, Clifford J. Levy of The New York Times wrote, \"Moscow has some strong public schools, but the system as a whole is dispiriting, in part because it is being corroded by the corruption that is a post-Soviet scourge. Parents often pay bribes to get their children admitted to better public schools. There are additional payoffs for good grades.\"\r\n\r\n\r\n== Transportation ==\r\n\r\n\r\n=== Metro ===\r\n\r\nThe Moscow Metro system is famous for its art, murals, mosaics, and ornate chandeliers. It started operation in 1935 and immediately became the centrepiece of the transportation system. More than that it was a Stalinist device to awe and reward the populace, and give them an appreciation of Soviet realist art. It became the prototype for future Soviet large-scale technologies. Lazar Kaganovich was in charge; he designed the subway so that citizens would absorb the values and ethos of Stalinist civilisation as they rode. The artwork of the 13 original stations became nationally and internationally famous. For example, the Sverdlov Square subway station featured porcelain bas-reliefs depicting the daily life of the Soviet peoples, and the bas-reliefs at the Dynamo Stadium sports complex glorified sports and the physical prowess of the powerful new \"Homo Sovieticus\" (Soviet man).The metro was touted as the symbol of the new social order\u2014a sort of Communist cathedral of engineering modernity. Soviet workers did the labour and the artwork, but the main engineering designs, routes, and construction plans were handled by specialists recruited from the London Underground. The Britons called for tunneling instead of the \"cut-and-cover\" technique, the use of escalators instead of lifts, and designed the routes and the rolling stock. The paranoia of Stalin and the NKVD was evident when the secret police arrested numerous British engineers for espionage\u2014that is for gaining an in-depth knowledge of the city's physical layout. Engineers for the Metropolitan Vickers Electrical Company were given a show trial and deported in 1933, ending the role of British business in the USSR.Today, the Moscow Metro comprises twelve lines, mostly underground with a total of 203 stations. The Metro is one of the deepest subway systems in the world; for instance, the Park Pobedy station, completed in 2003, at 84 metres (276 ft) underground, has the longest escalators in Europe. The Moscow Metro is the busiest metro system in Europe, as well as one of the world's busiest metro systems, serving about ten million passengers daily (300,000,000 people every month). Facing serious transportation problems, Moscow has plans for expanding its Metro. In 2016, the authorities launched a new circle metro railway that contributed to solving transportation issues, namely daily congestion at Koltsevaya Line.Due to the treatment of Metro stations as possible canvas for art, characterized by the fact that workers of Moscow would get to see them every day, many Stalin-era metro stations were built in different \"custom\" designs (where each station's design would be, initially, a massive installation on a certain theme. For example, Elektrozavodskaya station was themed solely after nearby lightbulb factory and ceramic ribbed lightbulb sockets); the tradition of \"Grand Designs\" and, basically, decorating metro stations as single-themed installations, was restored in late 1979.\r\nMore recently, Moscow mayor Sergei Sobyanin has introduced comforts ranging from WiFi and USB ports and Apple Pay \u2014 while opening new stations at a breakneck pace. Moscow's metro is one of the world's busiest, handling 2.6 billion passengers in 2019.In the Russian capital, there are over 21.5 thousand Wi-Fi access points, in student dormitories, in parks, cultural and sports institutions, and within the Garden Ring and the Third Transport Ring.", "start_char_idx": 82292, "end_char_idx": 86953, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "8aa6e1e0-89b1-4946-810f-08f0e4467c2f": {"__data__": {"id_": "8aa6e1e0-89b1-4946-810f-08f0e4467c2f", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "9dd4c97e-e626-484f-8db5-472e884ae12e", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "3c0dee116a74f2dbd5acfa142845a59b9d9857afbdf3bdfdbd529f00a5caf4b7", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "27a03d5e-854b-4c5f-9507-4431b299e561", "node_type": "1", "metadata": {}, "hash": "b32c8b1c62d389d65fec5ee060969e216da1744ec5e8546e240e2bf29ed2f8c2", "class_name": "RelatedNodeInfo"}}, "text": "For example, Elektrozavodskaya station was themed solely after nearby lightbulb factory and ceramic ribbed lightbulb sockets); the tradition of \"Grand Designs\" and, basically, decorating metro stations as single-themed installations, was restored in late 1979.\r\nMore recently, Moscow mayor Sergei Sobyanin has introduced comforts ranging from WiFi and USB ports and Apple Pay \u2014 while opening new stations at a breakneck pace. Moscow's metro is one of the world's busiest, handling 2.6 billion passengers in 2019.In the Russian capital, there are over 21.5 thousand Wi-Fi access points, in student dormitories, in parks, cultural and sports institutions, and within the Garden Ring and the Third Transport Ring. From September 2020 to August 2021, 1,700 new access points to urban Wi-Fi were launched in Moscow. The structure of the Wi-Fi network allows citizens to use the Internet without re-authorization.\r\n\r\n\r\n=== Monorail ===\r\n\r\nThe Moscow Metro operates a short monorail line (line 13). The line connects Timiryazevskaya metro station and Ulitsa Sergeya Eisensteina, passing close to VDNH (and Line 6 Metro station \"V.D.N.Kh.\"). The line opened in 2004. It accepts overground interchanges, no additional fare is needed if a ride was spent at Moscow Metro within previous 90 minutes.\r\n\r\n\r\n=== Bus, trolleybus and electric bus ===\r\n\r\nAs Metro stations outside the city center are far apart in comparison to other cities, up to 4 kilometres (2.5 mi), a bus network radiates from each station to the surrounding residential zones. Moscow has a bus terminal for long-range and intercity passenger buses (Central Bus Terminal) with a daily turnover of about 25 thousand passengers serving about 40% of long-range bus routes in Moscow.Every major street in the city is served by at least one bus route. Many of these routes are doubled by a trolleybus route and have trolley wires over them.\r\nWith the total line length of almost 600 kilometres (370 miles) of a single wire, 8 depots, 104 routes, and 1740 vehicles, the Moscow trolleybus system was the largest in the world. But municipal authority, headed by Sergey Sobyanin, began to destroy the trolleybus system in Moscow in 2014 due the planned replacement of trolleybuses by electric buses. In 2018 Moscow trolleybus system has only 4 depots and dozens of kilometers of unused wires. Almost all trolleybus wires inside Garden Ring (Sadovoe Koltso) were cut in 2016\u20132017 due to the reconstruction of central streets (\"Moya Ulitsa\"). Opened on November 15, 1933, it is also the world's 6th oldest operating trolleybus system.\r\nIn 2018 the vehicle companies Kamaz and GAZ have won the Mosgortrans tender for delivering 200 electric buses and 62 ultra-fast charging stations to the city transport system. The manufacturers will be responsible for the quality and reliable operation of the buses and charging stations for the next 15 years. The city will be procuring only electric buses as of 2021, replacing the diesel bus fleet gradually. According to expectations, Moscow will become the leader amongst the European cities in terms of electric and gas fuel share in public transport by 2019.All bus stations and terminals of Moscow are now connected to free Wi-Fi. One may use it in international bus stations Salaryevo, South Gate and North Gate, and in bus terminals Varshavskaya and Orekhovo. As much as 48 hot spots were installed there.\r\n\r\n\r\n=== Moscow cable car ===\r\n\r\nOn November 26, 2018, the mayor of Moscow Sergey Sobyanin took part in the ceremony to open the cable car above the Moskva River. The cable car will connect the Luzhniki sports complex with Sparrow Hills and Kosygin Street.\r\nThe journey from the well-known viewpoint on Vorobyovy Gory to Luzhniki Stadium will last for five minutes instead of 20 minutes that one would have to spend on the same journey by car. The cable car will work every day from 11 a.m. till 11 p.m.\r\nThe cable car is 720 meters (2,360 ft) long. It was built to transport 1,600 passengers per hour in all weathers. There are 35 closed capsules designed by Porsche Design Studio to transport passengers. The booths are equipped with media screens, LED lights, hooks for bikes, skis, and snowboards. Passengers will also be able to use audio guides in English, German, Chinese and Russian.", "start_char_idx": 86243, "end_char_idx": 90529, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "27a03d5e-854b-4c5f-9507-4431b299e561": {"__data__": {"id_": "27a03d5e-854b-4c5f-9507-4431b299e561", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "8aa6e1e0-89b1-4946-810f-08f0e4467c2f", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "b7a8fba54a190e904e37962755154c8b558f20df4df5674b00830c7f4ac61bee", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "47fec8d5-f712-4905-a04a-e90b62d4b01d", "node_type": "1", "metadata": {}, "hash": "b40852f0166dbd0b7be6af18826bbe6afac7f02d1fe3738991c4c6344f59f277", "class_name": "RelatedNodeInfo"}}, "text": "The cable car will connect the Luzhniki sports complex with Sparrow Hills and Kosygin Street.\r\nThe journey from the well-known viewpoint on Vorobyovy Gory to Luzhniki Stadium will last for five minutes instead of 20 minutes that one would have to spend on the same journey by car. The cable car will work every day from 11 a.m. till 11 p.m.\r\nThe cable car is 720 meters (2,360 ft) long. It was built to transport 1,600 passengers per hour in all weathers. There are 35 closed capsules designed by Porsche Design Studio to transport passengers. The booths are equipped with media screens, LED lights, hooks for bikes, skis, and snowboards. Passengers will also be able to use audio guides in English, German, Chinese and Russian.\r\n\r\n\r\n=== Tram ===\r\n\r\nMoscow has an extensive tram system, which first opened in 1899. The newest line was built in 1984. Its daily usage by Muscovites is low, making up for approximately 5% of trips because many vital connections in the network have been withdrawn. Trams still remain important in some districts as feeders to Metro stations. The trams also provide important cross-links between metro lines, for example between Universitet station of Sokolnicheskaya Line (#1 red line) and Profsoyuznaya station of Kaluzhsko-Rizhskaya Line (#6 orange line) or between Voykovskaya and Strogino. Some routes used to connect downtown with sleep districts, like route 3.\r\n\r\nThere are three tram networks in the city:\r\n\r\nKrasnopresnenskoye depot network with the westernmost point at Strogino (depot location) and the easternmost point near platform Dmitrovskaya. This network became separated in 1973, but until 1997 it could easily have been reconnected by about one kilometre (fifty chains) of track and three switches. The network has the highest usage in Moscow and no weak points based on turnover except to-depot lane (passengers serviced by bus) and tram ring at Dmitrovskaya (because now it is neither a normal transfer point nor a repair terminal).\r\nThe Apakov depot services the south-western part from the Varshavsky lane \u2013 Simferopolsky boulevard in the east to the Universitet station in the west and Boulevard lane at the center. This network is connected only by the four-way Dubininskaya and Kozhevnicheskaya streets. A second connection by Vostochnaya (Eastern) street was withdrawn in 1987 due to a fire at the Dinamo plant and has not been recovered, and remains lost (Avtozavodsky bridge) at 1992. The network may be serviced anyway by another depot (now route 35, 38).\r\nMain three depot networks with railway gate and tram-repair plant.In addition, tram advocates have suggested that the new rapid transit services (metro to City, Butovo light metro, Monorail) would be more effective as at-grade tram lines and that the problems with trams are only due to poor management and operation, not the technical properties of trams. New tram models have been developed for the Moscow network despite the lack of expansion.\r\n\r\n\r\n=== Taxi ===\r\nCommercial taxi services and route taxis are in widespread use. In the mid-2010s, service platforms such as Yandex.Taxi, Uber and Gett displaced many private drivers and small service providers and were in 2015 servicing more than 50% of all taxi orders in Moscow.Russian tech firm Yandex is testing self-driving taxis in Moscow. Yandex's fleet of around 170 driverless cars has travelled more than 14 million kilometres. Robotaxis will available through the company's Yandex.Go application in Yasenevo district.\r\n\r\n\r\n=== Railway ===\r\n Several train stations serve the city. Moscow's ten rail terminals (or vokzals) are:\r\nBelorussky Rail Terminal\r\nKazansky Rail Terminal\r\nKiyevsky Rail Terminal\r\nKursky Rail Terminal\r\nLeningradsky Rail Terminal\r\nPaveletsky Rail Terminal\r\nRizhsky Rail Terminal\r\nSavyolovsky Rail Terminal\r\nYaroslavsky Rail Terminal\r\nVostochny railway TerminalThe terminals are located close to the city center, along with the metro ringline 5 or close to it, and connect to a metro line to the centre of town. Each station handles trains from different parts of Europe and Asia. There are many smaller railway stations in Moscow. As train tickets are cheap, they are the preferred mode of travel for Russians, especially when departing to Saint Petersburg, Russia's second-largest city.", "start_char_idx": 89801, "end_char_idx": 94086, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "47fec8d5-f712-4905-a04a-e90b62d4b01d": {"__data__": {"id_": "47fec8d5-f712-4905-a04a-e90b62d4b01d", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "27a03d5e-854b-4c5f-9507-4431b299e561", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "1120a3b8376033992fd10a65db568f6d82363e9344fc03a8a169124f8afdbb44", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c1087c15-b85a-49a2-9c5f-f28aaef729bc", "node_type": "1", "metadata": {}, "hash": "4c0cec89d361d043d2ebe219b1b590f21de5cc22ddf2f53a615b60b636b1f963", "class_name": "RelatedNodeInfo"}}, "text": "=== Railway ===\r\n Several train stations serve the city. Moscow's ten rail terminals (or vokzals) are:\r\nBelorussky Rail Terminal\r\nKazansky Rail Terminal\r\nKiyevsky Rail Terminal\r\nKursky Rail Terminal\r\nLeningradsky Rail Terminal\r\nPaveletsky Rail Terminal\r\nRizhsky Rail Terminal\r\nSavyolovsky Rail Terminal\r\nYaroslavsky Rail Terminal\r\nVostochny railway TerminalThe terminals are located close to the city center, along with the metro ringline 5 or close to it, and connect to a metro line to the centre of town. Each station handles trains from different parts of Europe and Asia. There are many smaller railway stations in Moscow. As train tickets are cheap, they are the preferred mode of travel for Russians, especially when departing to Saint Petersburg, Russia's second-largest city. Moscow is the western terminus of the Trans-Siberian Railway, which traverses nearly 9,300 kilometres (5,800 mi) of Russian territory to Vladivostok on the Pacific coast.\r\nSuburbs and satellite cities are connected by commuter elektrichka (electric rail) network. Elektrichkas depart from each of these terminals to the nearby (up to 140 km or 87 mi) large railway stations.\r\nDuring the 2010s, the Little Ring of the Moscow Railway was converted to be used for frequent passenger service; it is fully integrated with Moscow Metro; the passenger service started on September 10, 2016. A connecting railway line on the North side of the town connects Belorussky terminal with other railway lines. This is used by some suburban trains.\r\n\r\n\r\n==== Moscow Central Circle ====\r\nThe Moskovskaya Okruzhnaya Zheleznaya Doroga formed a ring around the now-downtown Moscow since 1903, but only served as a non-electrified, fueled locomotive-only railway prior to reconstruction into MCC in 2010's.\r\nThe Moscow Central Circle is a 54-kilometre-long (34 mi) urban-metro railway orbital line that encircles historical Moscow. It was built alongside Little Ring of the Moscow Railway, taking some of its tracks into itself as well. M.C.C. was opened for passenger use on September 10, 2016. MOZD is integrated as \"Line 14 of Moscow Metro\", and, while using railway-sized trains, can be perceived as \"S-train-design circle line\".\r\nThe line is operated by the Moscow Government owned company MKZD through the Moscow Metro, with the Federal Government owned Russian Railways selected as the operation subcontractor. The track infrastructure and most platforms are owned by Russian Railways, while MKZD owns most station buildings. However, in S-bahn way, Moscow unified tickets \"Ediniiy\" and \"Troika\" are accepted by MCC stations. There is one zero-fee interchange for any ticket used on Moscow Metro station less than 90 minutes before entering an MCC station (and vice versa: a passenger of MCC gets 1 free interchange to Moscow Metro within 90 minutes after entering MCC station)\r\n\r\n\r\n==== Moscow Central Diameters ====\r\nAnother system, which forms \"genuine S-Bahn\" as in \"suburbia-city-suburbia\"-designed railway, is the Moscow Central Diameters, a pass-through railways system, created by constructing bypasses from \"vokzals\" final stations (e.g. by avoiding the central stations of already existing Moscow Railway, used for both intercity and urban-suburban travel before) and forming a train line across Moscow's centre.\r\nOut of 5 projected lines, the first 2 lines were completed and launched on 2019-11-21 (e.g. November 21, 2019).\r\nWhile using the same rails as \"regular\" suburban trains to vokzals, MCD trains (\"Ivolga\" model) got distinguishing features (shape; red cabin, different windows, lesser amount of seats; big red \"M\u0426\u0394\" train logo).\r\n\r\n\r\n=== Roads ===\r\nThere are over 2.6 million cars in the city daily. Recent years have seen growth in the number of cars, which have caused traffic jams and lack of parking space to become major problems.\r\nThe Moscow Ring Road (MKAD), along with the Third Transport Ring and the canceled Fourth Transport Ring, is one of only three freeways that run within Moscow city limits. Several other roadway systems form concentric circles around the city.\r\n\r\n\r\n=== Air ===\r\nThere are five primary commercial airports serving Moscow: Sheremetyevo (SVO), Domodedovo (DME), Vnukovo (VKO), Zhukovsky (ZIA), Ostafyevo (OSF).", "start_char_idx": 93302, "end_char_idx": 97536, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c1087c15-b85a-49a2-9c5f-f28aaef729bc": {"__data__": {"id_": "c1087c15-b85a-49a2-9c5f-f28aaef729bc", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "47fec8d5-f712-4905-a04a-e90b62d4b01d", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "85009d562cd8866597ef86c5b7c303738aa580ef5aeb6ea3c027f4de60e95dec", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "0703a97b-46e2-4728-9b36-6c7f7ff2c82d", "node_type": "1", "metadata": {}, "hash": "3b1c724f1d2dfd72e64c5ff7e68286291d65c0efe018a73cf83a92b12cf57950", "class_name": "RelatedNodeInfo"}}, "text": "=== Roads ===\r\nThere are over 2.6 million cars in the city daily. Recent years have seen growth in the number of cars, which have caused traffic jams and lack of parking space to become major problems.\r\nThe Moscow Ring Road (MKAD), along with the Third Transport Ring and the canceled Fourth Transport Ring, is one of only three freeways that run within Moscow city limits. Several other roadway systems form concentric circles around the city.\r\n\r\n\r\n=== Air ===\r\nThere are five primary commercial airports serving Moscow: Sheremetyevo (SVO), Domodedovo (DME), Vnukovo (VKO), Zhukovsky (ZIA), Ostafyevo (OSF).\r\n\r\nSheremetyevo International Airport is the most globally connected of Moscow's airports, handling 60% of all international flights. It is also a home to all SkyTeam members, and the main hub for Aeroflot (itself a member of SkyTeam). Domodedovo International Airport is the leading airport in Russia in terms of passenger throughput and is the primary gateway to long-haul domestic and CIS destinations and its international traffic rivals Sheremetyevo. It is a hub for S7 airlines, and most of OneWorld and Star Alliance members use Domodedovo as their international hub. Vnukovo International Airport handles flights of Turkish Airlines, Wizz Air Abu Dhabi and others. Ostafyevo International Airport caters primarily to business aviation.\r\nMoscow's airports vary in distances from the MKAD beltway: Domodedovo is the farthest at 22 km (14 mi); Vnukovo is 11 km (7 mi); Sheremetyevo is 10 km (6 mi); and Ostafievo, the nearest, is about 8 kilometres (5.0 mi) from MKAD.There are a number of smaller airports close to Moscow (19 in Moscow Oblast) such as Myachkovo Airport, that are intended for private aircraft, helicopters and charters.\r\n\r\n\r\n=== Water ===\r\nMoscow has two passenger terminals, (South River Terminal and North River Terminal or Rechnoy vokzal), on the river and regular ship routes and cruises along the Moskva and Oka rivers, which are used mostly for entertainment. The North River Terminal, built in 1937, is the main hub for long-range river routes. There are three freight ports serving Moscow.\r\n\r\n\r\n=== Sharing system ===\r\n\r\nMoscow has different vehicle sharing options that are sponsored by the local government. There are several car sharing companies which are in charge of providing cars to the population. To drive the automobiles, the user has to book them through the app of the owning company. In 2018 the mayor Sergey Sobyanin said Moscow's car sharing system has become the biggest in Europe in terms of vehicle fleet. Every day about 25,000 people use this service. In the end of the same year Moscow carsharing became the second in the world in therms of fleet with 16.5K available vehicles. Another sharing system is bike sharing (Velobike) of a fleet formed by 3000 traditional and electrical bicycles. The Delisamokat is a new sharing service that provides electrical scooters. There are companies that provide different vehicles to the population in proximity to Moscow's big parks.\r\n\r\n\r\n=== Future development ===\r\nIn 1992, the Moscow government began planning a projected new part of central Moscow, the Moscow International Business Center, with the goal of creating a zone, the first in Russia, and in all of Eastern Europe, that will combine business activity, living space and entertainment. Situated in Presnensky District and located at the Third Ring, the Moscow City area is under intense development. The construction of the MIBC takes place on the Krasnopresnenskaya embankment. The whole project takes up to one square kilometre (250 acres). The area is the only spot in downtown Moscow that can accommodate a project of this magnitude. Today, most of the buildings there are old factories and industrial complexes.\r\nThe Federation Tower, completed in 2016, is the second-tallest building in Europe. It is planned to include a water park and other recreational facilities; business, office, entertainment, and residential buildings, a transport network and a new site for the Moscow government. The construction of four new metro stations in the territory has been completed, two of which have opened and two others are reserved for future metro lines crossing MIBC, some additional stations were planned. \r\n\r\nA rail shuttle service, directly connecting MIBC with the Sheremetyevo International Airport is also planned.Major thoroughfares through MIBC are the Third Ring and Kutuzovsky Prospekt.\r\nThree metro stations were initially planned for the Filyovskaya Line.", "start_char_idx": 96928, "end_char_idx": 101459, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "0703a97b-46e2-4728-9b36-6c7f7ff2c82d": {"__data__": {"id_": "0703a97b-46e2-4728-9b36-6c7f7ff2c82d", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c1087c15-b85a-49a2-9c5f-f28aaef729bc", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "8d69b3ad08d16d2e77b6142b034fdbd022941162a522fe6ee2914a1577be7bfd", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e1740af0-48fe-4331-ac24-2ee236679895", "node_type": "1", "metadata": {}, "hash": "7b6eeb53bd51b46f013fe49e50088d05bbbfc78db93ec0b2c643b480a56f28a9", "class_name": "RelatedNodeInfo"}}, "text": "The whole project takes up to one square kilometre (250 acres). The area is the only spot in downtown Moscow that can accommodate a project of this magnitude. Today, most of the buildings there are old factories and industrial complexes.\r\nThe Federation Tower, completed in 2016, is the second-tallest building in Europe. It is planned to include a water park and other recreational facilities; business, office, entertainment, and residential buildings, a transport network and a new site for the Moscow government. The construction of four new metro stations in the territory has been completed, two of which have opened and two others are reserved for future metro lines crossing MIBC, some additional stations were planned. \r\n\r\nA rail shuttle service, directly connecting MIBC with the Sheremetyevo International Airport is also planned.Major thoroughfares through MIBC are the Third Ring and Kutuzovsky Prospekt.\r\nThree metro stations were initially planned for the Filyovskaya Line. The station Delovoi Tsentr opened in 2005 and was later renamed Vystavochnaya in 2009. The branch extended to the Mezhdunarodnaya station in 2006, and all work on the third station, Dorogomilovskaya (between Kiyevskaya and Delovoi Tsentr), has been postponed. There are plans to extend the branch as far as the Savyolovskaya station, on the Serpukhovsko-Timiryazevskaya Line. Line 4 of Moscow Metro had the longest time intervals between train arrivals (approximately 8 minutes for Mezhdunarodnaya and Vystavochnaya branch of line 4) throughout the 2010s. However, Vystavochnaya has been expanded with Line 8A platforms (segment of future Line 11), and Mezhdunarodnaya has been upgraded with line 14 platform.\r\nThe cellphone service provider MTS announced on March 5, 2021, that they would begin the country's first pilot 5G network in Moscow. 14 hotspots were positioned across the city's main tourist attractions, including Lubyanka Square near Red Square, the Moscow City financial district and the VDNKh exhibition center.\r\n\r\n\r\n== Media ==\r\n\r\nMoscow is home to nearly all of Russia's nationwide television networks, radio stations, newspapers, and magazines.\r\n\r\n\r\n=== Newspapers ===\r\n\r\nEnglish-language media include The Moscow Times and Moscow News, which are, respectively, the largest and oldest English-language weekly newspapers in all of Russia. Kommersant, Vedomosti and Novaya Gazeta are Russian-language media headquartered in Moscow. Kommersant and Vedomosti are among the country's leading and oldest Russian-language business newspapers.\r\n\r\n\r\n=== TV and radio ===\r\n\r\nOther media in Moscow include the Echo of Moscow, the first Soviet and Russian private news radio and information agency, and NTV, one of the first privately owned Russian television stations. The total number of radio stations in Moscow in the FM band is near 50.\r\nMoscow television networks:\r\n\r\nMoscow radio stations:\r\n\r\n\r\n== People ==\r\n\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\r\n\r\n== International relations ==\r\n\r\n\r\n=== Twin towns \u2013 sister cities ===\r\nMoscow is twinned with:\r\n\r\n\r\n=== Cooperation agreements ===\r\nMoscow has cooperation agreements with:\r\n\r\n\r\n=== Former twin towns and sister cities ===\r\nBrno, Czech Republic (terminated due to the Russian invasion of Ukraine)\r\nChicago, United States (suspended due to the Russian invasion of Ukraine)\r\nD\u00fcsseldorf, Germany (suspended due to the Russian invasion of Ukraine)\r\nKharkiv, Ukraine\r\nKyiv, Ukraine\r\nPrague, Czech Republic (suspended since 2014 due to the Russian invasion of Ukraine)\r\nTallinn, Estonia\r\nVilnius, Lithuania\r\nWarsaw, Poland (terminated due to the Russian invasion of Ukraine)\r\n\r\n\r\n== See also ==\r\n\r\n\r\n== Notes ==\r\n\r\n\r\n== References ==\r\n\r\n\r\n== Literature ==\r\nKropotkin, Peter Alexeivitch; Bealby, John Thomas (1911). \"Moscow\" . In Chisholm, Hugh (ed.). Encyclop\u00e6dia Britannica. Vol. 18 (11th ed.). Cambridge University Press. pp. 891\u2013894.\r\nVostryshev, M.I.; Shokarev, S.Y. (2011). \u0412\u0441\u044f \u041c\u043e\u0441\u043a\u0432\u0430 \u043e\u0442 \u0410 \u0434\u043e \u042f. \u042d\u043d\u0446\u0438\u043a\u043b\u043e\u043f\u0435\u0434\u0438\u044f [Moscow from A to Z. Encyclopedia] (in Russian). \u0410\u043b\u0433\u043e\u0440\u0438\u0442\u043c. p. 1064. ISBN 978-5-4320-0001-9.\r\n\r\n\r\n== External links ==\r\n\r\n Media related to Moscow at Wikimedia Commons\r\nOfficial website\r\nInteractive map of housing in Moscow from 1785\u20132018.", "start_char_idx": 100471, "end_char_idx": 104700, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e1740af0-48fe-4331-ac24-2ee236679895": {"__data__": {"id_": "e1740af0-48fe-4331-ac24-2ee236679895", "embedding": null, "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "59c2a327-6248-43c5-af64-bd1b19a768d9", "node_type": "4", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5ed1095869edca081f200e3c1743bc2805a20c5875df3a29d1bbb939bb07e7e3", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "0703a97b-46e2-4728-9b36-6c7f7ff2c82d", "node_type": "1", "metadata": {"file_path": "data\\Moscow.txt", "file_name": "Moscow.txt", "file_type": "text/plain", "file_size": 105684, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "a7708c8255a94fb29874e6b3fd7d62c84d2d5312c9bb3d19e7adb96df81c8092", "class_name": "RelatedNodeInfo"}}, "text": "\"Moscow\" . In Chisholm, Hugh (ed.). Encyclop\u00e6dia Britannica. Vol. 18 (11th ed.). Cambridge University Press. pp. 891\u2013894.\r\nVostryshev, M.I.; Shokarev, S.Y. (2011). \u0412\u0441\u044f \u041c\u043e\u0441\u043a\u0432\u0430 \u043e\u0442 \u0410 \u0434\u043e \u042f. \u042d\u043d\u0446\u0438\u043a\u043b\u043e\u043f\u0435\u0434\u0438\u044f [Moscow from A to Z. Encyclopedia] (in Russian). \u0410\u043b\u0433\u043e\u0440\u0438\u0442\u043c. p. 1064. ISBN 978-5-4320-0001-9.\r\n\r\n\r\n== External links ==\r\n\r\n Media related to Moscow at Wikimedia Commons\r\nOfficial website\r\nInteractive map of housing in Moscow from 1785\u20132018. Archived June 23, 2020, at the Wayback Machine.\r\nTravel2moscow.com \u2013 Official Moscow Guide\r\nOfficial Moscow Administration Site\r\nInformational website of Moscow (in Russian)\r\nOld maps of Moscow. Archived January 16, 2021, at the Wayback Machine. Eran Laor Cartographic Collection. The National Library of Israel. In Historic Cities Research Project. 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@@ -0,0 +1 @@
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Munich.txt" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Munich.txt"
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+Munich ( MEW-nik(h); German: München [ˈmʏnçn̩] ; Bavarian: Minga [ˈmɪŋ(ː)ɐ] ) is the capital and most populous city of the Free State of Bavaria. With a population of 1,589,706 inhabitants as of 29 February 2024, it is the third-largest city in Germany, after Berlin and Hamburg, and thus the largest which does not constitute its own state, as well as the 11th-largest city in the European Union. The city's metropolitan region is home to about 6.2 million people and the third biggest metropolitan region by GDP in the European Union.Straddling the banks of the river Isar north of the Alps, Munich is the seat of the Bavarian administrative region of Upper Bavaria, while being the most densely populated municipality in Germany with 4,500 people per km2. Munich is the second-largest city in the Bavarian dialect area, after the Austrian capital of Vienna.
+The city was first mentioned in 1158. Catholic Munich strongly resisted the Reformation and was a political point of divergence during the resulting Thirty Years' War, but remained physically untouched despite an occupation by the Protestant Swedes. Once Bavaria was established as the Kingdom of Bavaria in 1806, Munich became a major European centre of arts, architecture, culture and science. In 1918, during the German Revolution of 1918–19, the ruling House of Wittelsbach, which had governed Bavaria since 1180, was forced to abdicate in Munich and a short-lived Bavarian Soviet Republic was declared. In the 1920s, Munich became home to several political factions, among them the Nazi Party. After the Nazis' rise to power, Munich was declared their "Capital of the Movement". The city was heavily bombed during World War II, but has restored most of its old town. After the end of postwar American occupation in 1949, there was a great increase in population and economic power during the years of Wirtschaftswunder. The city hosted the 1972 Summer Olympics.
+Today, Munich is a global centre of science, technology, finance, innovation, business, and tourism. Munich enjoys a very high standard and quality of living, reaching first in Germany and third worldwide according to the 2018 Mercer survey, and being rated the world's most liveable city by the Monocle's Quality of Life Survey 2018. Munich is consistently ranked as one of the most expensive cities in Germany in terms of real estate prices and rental costs.In 2021, 28.8 percent of Munich's residents were foreigners, and another 17.7 percent were German citizens with a migration background from a foreign country. Munich's economy is based on high tech, automobiles, and the service sector, as well as IT, biotechnology, engineering, and electronics. It has one of the strongest economies of any German city and the lowest unemployment rate of all cities in Germany with more than one million inhabitants. The city houses many multinational companies, such as BMW, Siemens, Allianz SE and Munich Re. In addition, Munich is home to two research universities, and a multitude of scientific institutions. Munich's numerous architectural and cultural attractions, sports events, exhibitions and its annual Oktoberfest, the world's largest Volksfest, attract considerable tourism.
+
+
+== History ==
+
+
+=== Etymology ===
+Munich was a tiny 8th-century friar settlement, which was named zu den Munichen ("to the monks"). The Old High German Muniche served as basis for the modern German city name München.
+
+
+=== Prehistory ===
+The river Isar was a prehistoric trade route and in the Bronze Age Munich was among the largest raft ports in Europe. Bronze Age settlements up to four millennia old have been discovered. Evidence of Celt settlements from the Iron Age have been discovered in areas around Ramersdorf-Perlach.
+
+
+=== Roman period ===
+The ancient Roman road Via Julia, which connected Augsburg and Salzburg, crossed over the Isar south of Munich, at the towns of Baierbrunn and Gauting. A Roman settlement north-east of Munich was excavated in the neighborhood of Denning.
+
+
+=== Post-Roman settlements ===
+Starting in the 6th century, the Baiuvarii populated the area around what is now modern Munich, such as in Johanneskirchen, Feldmoching, Bogenhausen and Pasing. The first known Christian church was built ca. 815 in Fröttmanning.
+
+
+=== Origin of medieval town ===
+The first medieval bridges across the river Isar were located in current city areas of Munich and Landshut. The Duke of Saxony and Bavaria Henry the Lion founded the town of Munich in his territory to control the salt trade, after having burned down the town of Föhring and its bridges over the Isar. Historians date this event at about 1158. The layout of Munich city, with five city gates and market place, resembled that of Höxter.Henry built a new toll bridge, customs house and a coin market closer to his home somewhat upstream at a settlement around the area of modern old town Munich. This new toll bridge most likely crossed the Isar where the Museuminsel and the modern Ludwigsbrücke is now located.Otto of Freising protested to his nephew, Emperor Frederick Barbarosa (d. 1190). However, on 14 June 1158, in Augsburg, the conflict was settled in favor of Duke Henry. The Augsburg Arbitration mentions the name of the location in dispute as forum apud Munichen. Although Bishop Otto had lost his bridge, the arbiters ordered Duke Henry to pay a third of his income to the Bishop in Freising as compensation.The 14. June 1158 is considered the official founding day of the city of Munich. Archaeological excavations at Marienhof Square (near Marienplatz) in advance of the expansion of the S-Bahn (subway) in 2012 discovered shards of vessels from the 11th century, which prove again that the settlement of Munich must be older than the Augsburg Arbitration of 1158. The old St. Peter's Church near Marienplatz is also believed to predate the founding date of the town.In 1175, Munich received city status and fortification. In 1180, after Henry the Lion's fall from grace with Emperor Frederick Barbarosa, including his trial and exile, Otto I Wittelsbach became Duke of Bavaria, and Munich was handed to the Bishop of Freising. In 1240, Munich was transferred to Otto II Wittelsbach and in 1255, when the Duchy of Bavaria was split in two, Munich became the ducal residence of Upper Bavaria.
+Duke Louis IV, a native of Munich, was elected German king in 1314 and crowned as Holy Roman Emperor in 1328. He strengthened the city's position by granting it the salt monopoly, thus assuring it of additional income.
+On 13 February 1327, a large fire broke out in Munich that lasted two days and destroyed about a third of the town.In 1349, the Black Death ravaged Munich and Bavaria.In the 15th century, Munich underwent a revival of Gothic arts: the Old Town Hall was enlarged, and Munich's largest Gothic church – the Frauenkirche – now a cathedral, was constructed in only 20 years, starting in 1468.
+
+
+=== Capital of reunited Bavaria ===
+When Bavaria was reunited in 1506 after a brief war against the Duchy of Landshut, Munich became its capital. The arts and politics became increasingly influenced by the court. The Renaissance movement beset Munich and the Bavarian branch of the House of Wittelsbach under the Duke of Bavaria Albrecht V bolstered their prestige by conjuring up a lineage that reached back to Classical antiquity. In 1568 Albrecht V built the Antiquarium to house the Wittelsbach collection of Greek and Roman antiquities in the Munich Residenz. Albrecht V appointed the composer Orlando di Lasso as director of the court orchestra and tempted numerous Italian musicians to work at the Munich court, establishing Munich as a hub for late Renaissance music. During the rule of Duke William V Munich began to be called the "German Rome" and William V began presenting Emperor Charlemagne as ancestor of the Wittelsbach dynasty.Duke William V further cemented the Wittelsbach rule by commissioning the Jesuit Michaelskirche. He had the sermons of his Jesuit court preacher Jeremias Drexel translated from Latin into German and published them to a greater audience. William V was addressed with the epithet "the Pious" and like his contemporary Wittelsbach dukes promoted himself as "father of the land" (Landesvater), encouraged pilgrimages and Marian devotions. William V had the Hofbräuhaus built in 1589. It would become the prototype for beer halls across Munich. After World War II the Residenze, the Hofbräuhaus, the Frauenkirche, and the Peterskirche were reconstructed to look exactly as they did before the Nazi Party seized power in 1933.
+The Catholic League was founded in Munich in 1609. In 1623, during the Thirty Years' War (1618–1648), Munich became an electoral residence when Maximilian I, Duke of Bavaria was invested with the electoral dignity, but in 1632 the city was occupied by Gustav II Adolph of Sweden.In 1634 Swedish and Spanish troops advanced on Munich. Maximilian I published a plague ordinance to halt an epidemic escalation. The bubonic plague nevertheless ravaged Munich and the surrounding countryside in 1634 and 1635. During the Thirty Years' War (1618–1648) troops again converged on Munich in 1647 and precautions were taken, so as to avoid another epidemic.Under the regency of the Bavarian electors, Munich was an important centre of Baroque life, but also had to suffer under Habsburg occupations in 1704 and 1742. When Maximilian III Joseph, Elector of Bavaria died in 1745, the succession empowered the Palatinate branch within the House of Wittelsbach.In 1777 Bavarian lands were inherited to Charles Theodore. The new Duke was disliked by the citizens of Munich for his supposedly enlightened ideas. In 1785 Karl Theodor invited Count Rumford Benjamin Thompson to take up residency in Munich and implement stringent social reforms. The poor were forced to live in newly built workhouses. The Bavarian army was restructured, with common soldiers receiving better food and reassurances that they would be treated humanely by officers. Munich was the largest German city to lose fortification in the 1790s. In 1791 Karl Theodor and Count Rumford started to demolish Munich's fortifications. After 1793 Munich's citizens, including house servants, carpenters, butchers, merchants, and court officials, seized the opportunity, building new houses, stalls, and sheds outside the city walls.After making an alliance with Napoleonic France, the city became the capital of the new Kingdom of Bavaria in 1806 with Elector Maximillian Joseph becoming its first King. The state parliament (the Landtag) and the new archdiocese of Munich and Freising were also located in the city.The establishment of Bavarian state sovereignty profoundly affected Munich. Munich became the center of a modernizing kingdom, and one of the king's first acts was the secularization of Bavaria. He had dissolved all monasteries in 1802 and once crowned, Max Joseph I generated state revenues by selling off church lands. While many monasteries were reestablished, Max Joseph I succeeded in controlling the right to brew beer (Brauchrecht). The king handed the brewing monopoly to Munich's wealthiest brewers, who in turn paid substantial taxs on their beer production. In 1807 the king abolished all ordinances that limited the number of apprentices and journeymen a brewery could employ. Munich's population had swelled and Munich brewers were now free to employ as many workers as they needed to meet the demand. In October 1810 a beer festival was held on the meadows just outside Munich to commemorate the wedding of the crown price and princess Therese of Saxe-Hildburghausen. The parades in regional dress (Tracht) represented the diversity of the kingdom. The fields are now part of the Theresienwiese and the celebrations developed into Munich's annual Oktoberfest.The Bavarian state proceeded to take control over the beer market, by regulating all taxes on beer in 1806 and 1811. Brewers and the beer taverns (Wirtshäuser) were taxed, and the state also controlled the quality of beer while limiting the competition among breweries. In 1831 the king's government introduced a cost-of-living allowance on beer for lower-ranking civil servants and soldiers. Soldiers stationed in Munich were granted a daily allowance for beer in the early 1840s. By the 1850s beer had become essential staple food for Munich's working and lower classes. Since the Middle Ages beer had been regarded as nutritious liquid bread (fließendes Brot) in Bavaria. But Munich suffered from poor water sanitation and as early as the 1700s beer came to be regarded as the fifth element. Beer was essential in maintaining public health in Munich and in the mid-1840s Munich police estimated that at least 40,000 residents relied primarily on beer for their nutrition.
+In 1832 Peter von Hess painted the Greek War of Independence at the order of Ludwig I of Bavaria. Ludwig I had the Königsplatz built in neoclassicism as a matter of ideological choice. Leo von Klenze supervised the construction of a Propylaia between 1854 and 1862.During the early to mid-19th century, the old fortified city walls of Munich were largely demolished due to population expansion. The first Munich railway station was built in 1839, with a line going to Augsburg in the west. By 1849 a newer Munich Central Train Station (München Hauptbahnhof) was completed, with a line going to Landshut and Regensburg in the north. In 1825 Ludwig I had ascended to the throne and commissioned leading architects such as Leo von Klenze to design a series of public museums in neoclassical style. The grand building projects of Ludwig I got Munich the endearment "Isar-Athen" and "Monaco di Bavaria". Between 1856 and 1861 the court gardener Carl von Effner landscaped the banks of river Isar and established the Maximilian Gardens. Since 1848 the Münchner Neueste Nachrichten were published as a regional newspaper in Munich. In 1857 the construction of the Maximilianeum was started.By the time Ludwig II became king in 1864, he remained mostly aloof from his capital and focused more on his fanciful castles in the Bavarian countryside, which is why he is known the world over as the 'fairytale king'. Ludwig II tried to lure Richard Wagner to Munich, but his plans for an opera house were declined by the city council. Ludwig II nevertheless generated a windfall for Munich's craft and construction industries. In 1876 Munich hosted the first German Art and Industry Exhibition, which showcased the northern Neo-Renaissance fashion that came to be the German Empire's predominant style. Munich based artists put on the German National Applied Arts Exhibition in 1888, showcasing Baroque Revival architecture and Rococo Revival designs.
+In 1900 Wilhelm Röntgen moved to Munich, he was appointed as professor of Physics. In 1901 he was awarded the Nobel Prize in Physics.The Prince Regent Luitpold's reign from 1886 till 1912 was marked by tremendous artistic and cultural activity in Munich. At the dawn of the 20th century Munich was an epicenter for the Jugendstil movement, combining a liberal magazine culture with progressive industrial design and architecture. The German art movement took its name from the Munich magazine Die Jugend (The Youth). Prominent Munich Jugendstil artists include Hans Eduard von Berlepsch-Valendas, Otto Eckmann, Margarethe von Brauchitsch, August Endell, Hermann Obrist, Wilhelm von Debschitz, and Richard Riemerschmid. In 1905 two large department stores opened in Munich, the Kaufhaus Oberpollinger and the Warenhaus Hermann Tietz, both had been designed by the architect Max Littmann. In 1911 the expressionist group Der Blaue Reiter was established in Munich. Its founding members include Gabriele Münter.
+
+
+=== World War I to World War II ===
+Following the outbreak of World War I in 1914, life in Munich became very difficult, as the Allied blockade of Germany led to food and fuel shortages. During French air raids in 1916, three bombs fell on Munich.In 1916, the 'Bayerische Motoren Werke' (BMW) produced its first aircraft engine in Munich. The stock cooperation BMW AG was founded in 1918, with Camillo Castiglioni owning one third of the share capital. In 1922 BMW relocated its headquarters to a factory in Munich.After World War I, the city was at the centre of substantial political unrest. In November 1918, on the eve of the German revolution, Ludwig III of Bavaria and his family fled the city. After the murder of the first republican premier of Bavaria Kurt Eisner in February 1919 by Anton Graf von Arco auf Valley, the Bavarian Soviet Republic was proclaimed. The November 1918 revolution ended the reign of the Wittelsbach in Bavaria. In Mein Kampf Adolf Hitler described his political activism in Munich after November 1918 as the "Beginning of My Political Activity". Hitler called the short-lived Bavarian Soviet Republic "the rule of the Jews". In 1919 Bavaria Film was founded and in the 1920s Munich offered film makers an alternative to Germany's largest film studio in Babelsberg.
+In 1923 Gustav von Kahr was appointed Bavarian prime minister and immediately planned for the expulsion of all Jews that did not hold German citizenship. Chief of Police Ernst Pöhner and Wilhelm Frick openly indulged in antisemitism, while Bavarian judges praised people on the political right as patriotic for their crimes and handed down mild sentences. In 1923, Adolf Hitler and his supporters, who were concentrated in Munich, staged the Beer Hall Putsch, an attempt to overthrow the Weimar Republic and seize power. The revolt failed, resulting in Hitler's arrest and the temporary crippling of the Nazi Party (NSDAP).Munich was chosen as capital for the Free State of Bavaria and acquired increased responsibility for administering the city itself and the surrounding districts. Offices needed to be built for bureaucracy, so a 12-story office building was erected in the southern part of the historic city centre in the late 1920s.Munich again became important to the Nazis when they took power in Germany in 1933. The party created its first concentration camp at Dachau, 16 km (9.9 mi) north-west of the city. Because of its importance to the rise of National Socialism, Munich was referred to as the Hauptstadt der Bewegung ("Capital of the Movement").The NSDAP headquarters and the documentation apparatus for controlling all aspects of life were located in Munich. Nazi organizations, such as the National Socialist Women's League and the Gestapo, had their offices along Brienner Straße and around the Königsplatz. The party acquired 68 buildings in the area and many Führerbauten ("Führer buildings") were built to reflect a new aesthetic of power. Construction work for the Führerbau and the party headquarters (known as the Brown House) started in September 1933. The Haus der Kunst (House of German Art) was the first building to be commissioned by Hitler. The architect Paul Troost was asked to start work shortly after the Nazis had seized power because "the most German of all German cities" was left with no exhibition building when in 1931 the Glass Palace was destroyed in an arson. The Red Terror that supposedly preceded Nazi control in Munich, was detailed in Nazi publications, seminal accounts are that of Rudolf Schricker Rotmord über München published in 1934, and Die Blutchronik des Marxismus in Deutschland by Adolf Ehrt and Hans Roden.In 1930 Feinkost Käfer was founded in Munich, the Käfer catering business is now a world leading party service.The city was the site where the 1938 Munich Agreement signed between the United Kingdom and the Third French Republic with Nazi Germany as part of the Franco-British policy of appeasement. The British Prime Minister Neville Chamberlain assented to the German annexation of Czechoslovakia's Sudetenland in the hopes of satisfying Hitler's territorial expansion.The Munich-Riem Airport was completed in October 1939.On 8 November 1939, shortly after the Second World War had begun, Georg Elser planted a bomb in the Bürgerbräukeller in Munich in an attempt to assassinate Adolf Hitler, who held a political party speech. Hitler, however, had left the building minutes before the bomb went off. By mid 1942 the majority of Jews living in Munich and the suburbs had been deported.
+During the war, Munich was the location of multiple forced labour camps, including two Polenlager camps for Polish youth, and 40 subcamps of the Dachau concentration camp, in which men and women of various nationalities were held. With up to 17,000 prisoners in 1945, the largest subcamp of Dachau was the Munich-Allach concentration camp.
+Munich was the base of the White Rose, a student resistance movement. The group had distributed leaflets in several cities and following the 1943 Battle of Stalingrad members of the group stenciled slogans such as "Down with Hitler" and "Hitler the Mass Murderer" on public buildings in Munich. The core members were arrested and executed after Sophie Scholl and her brother Hans Scholl were caught distributing leaflets on Munich University campus calling upon the youth to rise against Hitler.The city was heavily damaged by the bombing of Munich in World War II, with 71 air raids over five years. US troops liberated Munich on 30 April 1945.
+
+
+=== Postwar ===
+In the aftermath of World War II, Germany and Japan were subject to US Military occupation. Due to Polish annexation of the Former eastern territories of Germany and expulsion of Germans from all over Eastern Europe, Munich operated over a thousand refugee camps for 151,113 people in October 1946. After US occupation Munich was completely rebuilt following a meticulous plan, which preserved its pre-war street grid, bar a few exceptions owing to then modern traffic concepts. In 1957, Munich's population surpassed one million. The city continued to play a highly significant role in the German economy, politics and culture, giving rise to its nickname Heimliche Hauptstadt ("secret capital") in the decades after World War II. In Munich, the Bayerischer Rundfunk began its first television broadcast in 1954.The Free State of Bavaria used the arms industry as kernel for its high tech development policy. Since 1963, Munich has been hosting the Munich Security Conference, held annually in the Hotel Bayerischer Hof. Munich also became known on the political level due to the strong influence of Bavarian politician Franz Josef Strauss from the 1960s to the 1980s. The Munich Airport, which commenced operations in 1992, was named in his honor.In the early 1960s Dieter Kunzelmann was expelled from the Situationist International and founded an influential group called Subversive Aktion in Munich. Kunzelmann was also active in West Berlin, and became known for using situationist avant-garde as a cover for political violence.
+Munich hosted the 1972 Summer Olympics. After winning the bid in 1966 the Mayor of Munich Hans-Jochen Vogel accelerated the construction of the U-Bahn subway and the S-Bahn metropolitan commuter railway. In May 1967 the construction work began for a new U-Bahn line connecting the city with the Olympic Park. The Olympic Park subway station was built near the BMW Headquarters and the line was completed May 1972, three months before the opening of the 1972 Summer Olympics. Shortly before the opening ceremony, Munich also inaugurated a sizable pedestrian priority zone between Karlsplatz and Marienplatz. In 1970 the Munich city council released funds so that the iconic gothic facade and Glockenspiel of the New City Hall (Neues Rathaus) could be restored.During 1972 Summer Olympics 11 Israeli athletes were murdered by Palestinian terrorists in the Munich massacre, when gunmen from the Palestinian "Black September" group took hostage members of the Israeli Olympic team.The most deadly militant attack the Federal Republic of Germany has ever witnessed, was the Oktoberfest bombing. The attack was eventually blamed on militant Neo-Nazism.
+Munich and its urban sprawl emerged as leading German high tech region during the 1980s and 1990s. The urban economy of Munich became characterized by a dynamic labour market, low unemployment, a growing service economy and high per capita income. Munich is home of the famous Nockherberg Strong Beer Festival during the Lenten fasting period (usually in March). Its origins go back to the 17th/18th century, but has become popular when the festivities were first televised in the 1980s. The fest includes comical speeches and a mini-musical in which numerous German politicians are parodied by look-alike actors.In 2007 the ecological restoration of the river Isar in the urban area of Munich was awarded the Water Development Prize by the German Association for Water, Wastewater and Waste (known as DWA in German). The renaturation of the Isar allows for the near natural development of the river bed and is part of Munich's flood protection. About 20 percent of buildings in Munich now have a green roof, the Munich city council has been encouraging better stormwater management since the 1990s with regulations and subsidies.On the fifth anniversary of the 2011 Norway attacks an active shooter perpetrated a hate crime. The 2016 Munich shooting targeted people of Turkish and Arab descent.Munich was one of the host cities for UEFA Euro 2020, which was delayed for a year due to the COVID-19 pandemic in Germany, and is planned to be a host city for UEFA Euro 2024.
+
+
+== Geography ==
+
+
+=== Topography ===
+Munich lies on the elevated plains of Upper Bavaria, about 50 km (31 mi) north of the northern edge of the Alps, at an altitude of about 520 m (1,706 ft) ASL. The local rivers are the Isar and the Würm. Munich is situated in the Northern Alpine Foreland. The northern part of this sandy plateau includes a highly fertile flint area which is no longer affected by the folding processes found in the Alps, while the southern part is covered with morainic hills. Between these are fields of fluvio-glacial out-wash, such as around Munich. Wherever these deposits get thinner, the ground water can permeate the gravel surface and flood the area, leading to marshes as in the north of Munich.
+
+
+=== Climate ===
+Munich is located in close proximity of the Alps. Munich has an oceanic climate (Cfb) under the Köppen climate classification. Annual variation in temperature can be significant, as there are no substantial bodies of water nearby. The winter in Munich is generally cold and overcast, while some Munich winters can be marked by significant snow. January is the coldest month. While winter averages remain only moderately cold, and relatively mild for an elevated inland location of its latitude, inversion from the nearby Alps cause cold air to sink and result temperatures below −15 °C (5 °F). In Munich the summer is usually pleasantly warm, with daytime temperatures averaging 25 °C (77 °F)
+Munich is subject to active convective seasons and on occasion damaging events. The Alpine thunderstorm system moves along the mountain range, or detaches, heading east-north-east over the foothills of the Alps.At Munich's official weather stations, the highest and lowest temperatures ever measured are 37.5 °C (100 °F), on 27 July 1983 in Trudering-Riem, and −31.6 °C (−24.9 °F), on 12 February 1929 in the Botanic Garden of the city.
+
+
+==== Climate change ====
+In Munich, the general trend of global warming with a rise of medium yearly temperatures of about 1 °C in Germany over the last 120 years can be observed as well. In November 2016 the city council concluded officially that a further rise in medium temperature, a higher number of heat extremes, a rise in the number of hot days and nights with temperatures higher than 20 °C (tropical nights), a change in precipitation patterns, as well as a rise in the number of local instances of heavy rain, is to be expected as part of the ongoing climate change. The city administration decided to support a joint study from its own Referat für Gesundheit und Umwelt (department for health and environmental issues) and the German Meteorological Service that will gather data on local weather. The data is supposed to be used to create a plan for action for adapting the city to better deal with climate change as well as an integrated action program for climate protection in Munich. With the help of those programs issues regarding spatial planning and settlement density, the development of buildings and green spaces as well as plans for functioning ventilation in a cityscape can be monitored and managed.
+
+
+== Demographics ==
+
+From only 24,000 inhabitants in 1700, the city population doubled about every 30 years. It was 100,000 in 1852, 250,000 in 1883 and 500,000 in 1901. Since then, Munich has become Germany's third-largest city. In 1933, 840,901 inhabitants were counted, and in 1957 over 1 million. Munich has reached 1.5 million in 2022.
+
+
+=== Immigration ===
+In July 2017, Munich had 1.42 million inhabitants; 421,832 foreign nationals resided in the city as of 31 December 2017 with 50.7% of these residents being citizens of EU member states, and 25.2% citizens in European states not in the EU (including Russia and Turkey). Along with the Turks, the Croats are one of the two largest foreign minorities in the city, which is why some Croats refer to Munich as their "second capital." The largest groups of foreign nationals were Turks (39,204), Croats (33,177), Italians (27,340), Greeks (27,117), Poles (27,945), Austrians (21,944), and Romanians (18,085).
+
+
+=== Religion ===
+About 45% of Munich's residents are not affiliated with any religious group; this ratio represents the fastest growing segment of the population. As in the rest of Germany, the Catholic and Protestant churches have experienced a continuous decline in membership. As of 31 December 2017, 31.8% of the city's inhabitants were Catholic, 11.4% Protestant, 0.3% Jewish, and 3.6% were members of an Orthodox Church (Eastern Orthodox or Oriental Orthodox). About 1% adhere to other Christian denominations. There is also a small Old Catholic parish and an English-speaking parish of the Episcopal Church in the city. According to Munich Statistical Office, in 2013 about 8.6% of Munich's population was Muslim.
+Munich has the largest Uyghur population with about 800 (whole Germany about 1,600) people with Uyghur diaspora. Many of them fled to Munich due to the Chinese government and are exiled in Munich. Munich is also home to World Uyghur Congress, which is an international organisation of exiled Uyghurs.
+
+
+== Government and politics ==
+As the capital of Bavaria, Munich is an important political centre for both the state and country as a whole. It is the seat of the Landtag of Bavaria, the State Chancellery, and all state departments. Several national and international authorities are located in Munich, including the Federal Finance Court of Germany, the German Patent Office and the European Patent Office.
+
+
+=== Mayor ===
+The current mayor of Munich is Dieter Reiter, he is Social Democratic Party of Germany (SPD). He was elected in 2014 and re-elected in 2020. Bavaria has been dominated by the Christian Social Union in Bavaria (CSU) on a federal, state, and local level since the establishment of the Federal Republic in 1949. The Munich city council is called the Stadtrat.
+The most recent mayoral election was held on 15 March 2020, with a runoff held on 29 March, and the results were as follows:
+
+
+=== City council ===
+The Munich city council (Stadtrat) governs the city alongside the Mayor. The most recent city council election was held on 15 March 2020, and the results were as follows:
+
+
+=== State Landtag ===
+In the Landtag of Bavaria, Munich is divided between nine constituencies. After the 2018 Bavarian state election, the composition and representation of each was as follows:
+
+
+=== Federal parliament ===
+In the Bundestag, Munich is divided between four constituencies. In the 20th Bundestag, the composition and representation of each was as follows:
+
+
+=== Subdivisions ===
+
+Since the reform of 1992, Munich is divided into 25 administrative boroughs (Stadtbezirke). They are subdivided into 105 statistical areas.
+Allach-Untermenzing (23), Altstadt-Lehel (1), Aubing-Lochhausen-Langwied (22), Au-Haidhausen (5), Berg am Laim (14), Bogenhausen (13), Feldmoching-Hasenbergl (24), Hadern (20), Laim (25), Ludwigsvorstadt-Isarvorstadt (2), Maxvorstadt (3), Milbertshofen-Am Hart (11), Moosach (10), Neuhausen-Nymphenburg (9), Obergiesing (17), Pasing-Obermenzing (21), Ramersdorf-Perlach (16), Schwabing-Freimann (12), Schwabing-West (4), Schwanthalerhöhe (8), Sendling (6), Sendling-Westpark (7), Thalkirchen-Obersendling-Forstenried-Fürstenried-Solln (19), Trudering-Riem (15), and Untergiesing-Harlaching (18).
+There is no official division into districts. The number of districts is about 50, and if smaller units are counted as well, there are about 90 to 100 (see map). The three largest districts are Schwabing in the north (about 110,000 inhabitants), Sendling in the southwest (about 100,000 inhabitants), and Giesing in the south (about 80,000 inhabitants).
+
+
+== Architecture ==
+
+
+=== Old Town ===
+At the centre of the old town is the Marienplatz with the Old Town Hall and the New Town Hall. Its tower contains the Rathaus-Glockenspiel. The Peterskirche is the oldest church of the inner city. Nearby St. Peter the Gothic hall-church Heiliggeistkirche was converted to baroque style from 1724 onwards and looks down upon the Viktualienmarkt. Three gates of the demolished medieval fortification survive, these are the Isartor, the Sendlinger Tor, and the Karlstor. The Karlstor leads up to the Stachus, a square dominated by the Justizpalast (Palace of Justice).
+The Frauenkirche serves as the cathedral for the Catholic Archdiocese of Munich and Freising. The nearby Michaelskirche is the largest renaissance church north of the Alps, while the Theatinerkirche is a basilica in Italianate high baroque, which had a major influence on southern German baroque architecture. Its dome dominates the Odeonsplatz.
+
+
+=== Palaces and castles ===
+Schloss Nymphenburg (Nymphenburg Palace, construction started 1664) is a museum open to the public for tours.The smaller Schloss Fürstenried (Fürstenried Palace, construction 1715–1717) is used by the Archdiocese of Munich and Freising as a conference location.Schloss Blutenburg (Blutenburg Castle) opened as a children's library in 2024, but visitors may tour the late-Gothic Blutenburg Castle Church built on the same grounds.The large Munich Residenz complex on the edge of Munich's Old Town now ranks among Europe's most significant museums of interior decoration. Within the Residenz is the splendid Cuvilliés Theatre and next door is the National Theatre Munich. Among the mansions that still exist in Munich are the Palais Porcia, the Palais Preysing, the Palais Holnstein and the Prinz-Carl-Palais. All mansions are situated close to the Residenz, so is the Alter Hof, the first residence of the House of Wittelsbach.
+
+
+=== Modernist architecture ===
+Despite Munich being the breeding ground for German Jugendstil, starting with the architect Martin Dülfer, Munich Jugendstil style was quickly submerged in historic trash. While the modernist architect Theodor Fischer was based in Munich, his influence on Munich underwhelmed. Prior to 1914 the city of Munich was under-industrialized. During the Weimar Republic, the Munich establishment was hostile to modernism. The TUM professor German Bestelmeyer favored a conservative style, and Jacobus Oud was rejected for the post of city building chief. Modernist exceptions include a series of post offices by Robert Vorhoelzer built in the late 1920s and early 1930s. Examples of avant-garde temporary constructions include the Wohnmaschine (Housing Machine) by Robert Vorhoelzer, as well as the Flachdachhaus (Flat Roof House) by Fritz Norkauer. Paul Schultze-Naumburg, and the Kampfbund enjoyed particular popularity.
+
+
+=== High rise buildings ===
+Several high-rise buildings are clustered at the northern edge of Munich in the skyline, like the HVB Tower, the Arabella High-Rise Building, the Highlight Towers, Uptown Munich, Münchner Tor and the BMW Headquarters next to the Olympic Park. Further high-rise buildings are located in the Werksviertel in Berg am Laim.
+
+
+=== Long-term residential development ===
+Munich is subject to a long-term residential development plan that is established by the city administration of Munich. The LaSie ("Langfristige Siedlungsentwicklung") was passed in 2011 in response to the acute housing crisis. LaSie is aligned with the strategic development plan passed for Munich in 1998 ("Perspektive München"). LaSie defines three priorities for the construction of residential housing in Munich. Existing housing estates, post-war low-density developments, and the suburban area are subject to densification ("Nachverdichtung"). Non-residential industrial areas are subject to conservation and will be turned into residential and mixed-use areas. On greenfield sites in the Munich periphery medium and large-scale housing estates are to be built so as to extend Munich's urban center.
+
+
+== Parks ==
+Friedrich Ludwig von Sckell became famous for designing the Englischer Garten between 1789 and 1807. Besides planning the first public garden in Europe, Sckell also redesigned Baroque gardens as landscape gardens, including the parks of Nymphenburg Palace and the Botanischer Garten München-Nymphenburg.Other large green spaces are the Olympiapark, the Westpark and the Ostpark. The city's oldest park is the Hofgarten, near the Residenz, dating back to the 16th century. The site of the largest beer garden in town, the former royal Hirschgarten, was founded in 1780.
+
+
+== Sports ==
+
+
+=== Football ===
+
+Munich is home to several professional Association football teams including the FC Bayern Munich. Other notable clubs include 1860 Munich, who currently play in the 3. Liga, and former Bundesliga club SpVgg Unterhaching, who currently play in the 3. Liga.
+
+
+=== Basketball ===
+FC Bayern Munich Basketball is currently playing in the Beko Basket Bundesliga. The city hosted the final stages of the FIBA EuroBasket 1993, where the German national basketball team won the gold medal.
+
+
+=== Ice hockey ===
+The city's ice hockey club is EHC Red Bull München who play in the Deutsche Eishockey Liga. The team has won four DEL Championships, in 2016, 2017, 2018 and 2023.
+
+
+=== Olympics ===
+Munich hosted the 1972 Summer Olympics; the Munich massacre took place in the Olympic village. It was one of the host cities for the 2006 Football World Cup, which was not held in Munich's Olympic Stadium, but in a new football specific stadium, the Allianz Arena. Munich bid to host the 2018 Winter Olympic Games, but lost to Pyeongchang. In September 2011 the DOSB President Thomas Bach confirmed that Munich would bid again for the Winter Olympics in the future. These plans were abandoned some time later.
+
+
+=== Road running ===
+Regular annual road running events in Munich are the Munich Marathon in October, the Stadtlauf end of June, the company run B2Run in July, the New Year's Run on 31 December, the Spartan Race Sprint, the Olympia Alm Crosslauf and the Bestzeitenmarathon.
+
+
+=== Swimming ===
+Public sporting facilities in Munich include ten indoor swimming pools and eight outdoor swimming pools, which are operated by the Munich City Utilities (SWM) communal company. Popular indoor swimming pools include the Olympia Schwimmhalle of the 1972 Summer Olympics, the wave pool Cosimawellenbad, as well as the Müllersches Volksbad which was built in 1901. Further, swimming within Munich's city limits is also possible in several artificial lakes such as for example the Riemer See or the Langwieder lake district.
+
+
+=== River surfing ===
+River surfing is a popular sport in Munich. The Flosskanal wave in the south of Munich is less challenging. A well visited surfing spot for experienced surfers is the Eisbach standing wave, where the annual Munich Surf Open is celebrated on the last Saturday of July.
+
+
+== Culture ==
+
+
+=== Language ===
+
+German is spoken and understood in and around Munich. While the German language has many dialects, so-called "Standard German" or "High German" is learned in schools and spoken among Germans, Austrians and in some parts of Switzerland. A speaker of a Low German dialect in Hamburg may find it difficult to understand the dialect of a Bavarian mountaineer. The Bavarian dialects are recognized as regional language and continues to be spoken alongside Standard German.
+
+
+=== Museums ===
+The gothic Morris dancers of Erasmus Grasser are exhibited in the Munich City Museum in the old gothic arsenal building in the inner city.
+In 1903 Oskar von Miller assembled a group of engineers and industrialists, who chartered the Deutsches Museum. The Museum was built with the financial support of the German business and imperial nobility community, as well as the blessing of Wilhelm II, German Emperor. The Deutsches Museum had its grand opening in 1925, but has undergone a reinvention recently. The Deutsches Museum now operates three locations. The original site in central Munich continues to expand its exhibits.
+The city has several important art galleries, most of which can be found in the Kunstareal. The Lenbachhaus displays works of the movement Der Blaue Reiter (The Blue Rider), a Munich-based modernist art.
+Starting in 1970s, German municipalities started to respond to cultural tourism and invested in public museums. The Neue Pinakothek, like other German museums, was wholly reconstructed from 1974 until 1981. The Pinakothek der Moderne lets the public see an eclectic mix of contemporary art and the principle attention of the permanent collection is Classical Moderns. But the displays are enhanced continuously with spectacular gifts from private collections.City guides published in the early 1860s directed tourists to Munich's architecture and art collections, which at the time were unique in Germany and are a legacy mainly of Ludwig I of Bavaria, with contributions from Maximilian II of Bavaria. The Alte Pinakothek contains works of European masters between the 14th and 18th centuries. Major displays include Albrecht Dürer's Self-Portrait (1500), his Four Apostles, Raphael's paintings The Canigiani Holy Family and Madonna Tempi as well as Peter Paul Rubens large Judgment Day.   
+
+An extensive collection of Greek and Roman art is held in the Glyptothek and the Staatliche Antikensammlungen (the State Antiquities Collections). Works on display include the Medusa Rondanini, the Barberini Faun and figures from the Temple of Aphaea on Aegina for the Glyptothek. Another interesting museum is the Staatliche Sammlung für Ägyptische Kunst (the State Collection of Egyptian Art).Several public collections of the Ludwig Maximilian University of Munich are still housed in the Kunstareal. The expanded state collections are housed in the Paläontologisches Museum München, and the Zoologische Staatssammlung München. After the first German art exhibition in the Glaspalast for an international audience in 1869, Munich emerged as a focal point for the arts. Men of distinction from around the world visited the Academy of Fine Arts under the directorship of Karl von Piloty and later Wilhelm von Kaulbach.The Museum Five Continents is the second largest collection in Germany of artefacts and objects from outside Europe, while the Bavarian National Museum and the adjoining Bavarian State Archaeological Collection display regional art and cultural history. The Schackgalerie is an important gallery of German 19th-century paintings.The memorial museum of the former Dachau concentration camp is just outside the city.
+
+
+=== Music ===
+Munich is a major international musical centre and has played host to many prominent composers including Orlande de Lassus, Wolfgang Amadeus Mozart, Carl Maria von Weber, Richard Wagner, Gustav Mahler, Richard Strauss, Max Reger and Carl Orff. Some of classical music's best-known compositions have been created in and around Munich by composers born in the area, for example, Richard Strauss's tone poem Also sprach Zarathustra or Carl Orff's Carmina Burana.
+
+
+=== Opera ===
+Richard Wagner was a supporter of William I, German Emperor, but Wagner only found a generous patron in Ludwig II of Bavaria. 1870 til 1871 Wagner premiered Die Meistersinger von Nürnberg (The Mastersingers of Nuremberg) in Munich, a popular success for Wagner and King Ludwig II. Wagner premiered at the Hoftheater, now the National Theatre Munich, with Angelo Quaglio the Younger designing the premiere production.The National Theatre Munich is now the home of the Bavarian State Opera and the Bavarian State Orchestra. Next door, the modern Residenz Theatre was erected in the building that also houses the Cuvilliés Theatre. The Staatstheater am Gärtnerplatz is a state theater while another opera house, the Prinzregententheater, has become the home of the Bavarian Theater Academy and the Munich Chamber Orchestra.
+
+
+=== Orchestra ===
+The modern Gasteig centre houses the Munich Philharmonic Orchestra. The third orchestra in Munich with international importance is the Bavarian Radio Symphony Orchestra. Its primary concert venue is the Herkulessaal in the former city royal residence, the Munich Residenz. Many important conductors have been attracted by the city's orchestras, including Felix Weingartner, Hans Pfitzner, Hans Rosbaud, Hans Knappertsbusch, Sergiu Celibidache, James Levine, Christian Thielemann, Lorin Maazel, Rafael Kubelík, Eugen Jochum, Sir Colin Davis, Mariss Jansons, Bruno Walter, Georg Solti, Zubin Mehta and Kent Nagano. A stage for shows, big events and musicals is the Deutsche Theater. It is Germany's largest theatre for guest performances.
+
+
+=== Pop and electronica ===
+Munich was the centre of Krautrock in southern Germany, with many important bands such as Amon Düül II, Embryo or Popol Vuh hailing from the city. In the 1970s, the Musicland Studios developed into one of the most prominent recording studios in the world, with bands such as the Rolling Stones, Led Zeppelin, Deep Purple and Queen recording albums there. Munich also played a significant role in the development of electronic music, with genre pioneer Giorgio Moroder, who invented synth disco and electronic dance music, and Donna Summer, one of disco music's most important performers, both living and working in the city. In the late 1990s, Electroclash was substantially co-invented if not even invented in Munich, when DJ Hell introduced and assembled international pioneers of this musical genre through his International DeeJay Gigolo Records label here.Other notable musicians and bands from Munich include Konstantin Wecker, Willy Astor, Spider Murphy Gang, Münchener Freiheit, Lou Bega, Megaherz, FSK, Colour Haze and Sportfreunde Stiller.Munich hosted several Love Parades and Mayday Party rave events throughout the 1990s. Munich continues to rave, the local youth scenes are active.
+
+
+=== Theatre ===
+The Munich Kammerspiele is one of the most important German-language theaters. Since Gotthold Ephraim Lessing's premieres in 1775 many important writers have staged their plays in Munich, they include Christian Friedrich Hebbel, Henrik Ibsen, and Hugo von Hofmannsthal.
+
+
+=== Schwabing ===
+At the turn of the 20th century Schwabing was a preeminent cultural metropolis. Schwabing was an epicenter for both literature and the fine arts, with numerous German and non-German artists living there.Vladimir Lenin authored What Is to Be Done? while living in Schwabing. Central to Schwabing's bohemian scene were Künstlerlokale (Artist's Cafés) like Café Stefanie or Kabarett Simpl, whose liberal ways differed fundamentally from Munich's more traditional localities. The Simpl, which survives to this day, was named after Munich's anti-authoritarian satirical magazine Simplicissimus, founded in 1896 by Albert Langen and Thomas Theodor Heine, which quickly became an important organ of the Schwabinger Bohème. Its caricatures and biting satirical attacks on Wilhelmine German society were the result of countless of collaborative efforts by many of the best visual artists and writers from Munich and elsewhere.In 1971 Eckart Witzigmann teamed up with a Munich building contractor to finance and open the Tantris restaurant in Schwabing. Witzigmann is credited for starting the German Küchenwunder (kitchen wonder).
+
+
+=== Biedermeier ===
+The Biedermeier era was named after a character that regularly appeared in the satire magazine Münchner Fliegende Blätter (Loose Munich Pages), which was published by Adolf Kussmaul and Ludwig Eichrodt in Munich between 1855 and 1857. Biedermeier was a synonym for arts, furniture, and the lifestyle of the nonheroic middle class. The Biedermeier era painters Ferdinand Georg Waldmüller, Moritz von Schwind, and Carl Spitzweg are shown in the Neue Pinakothek.
+
+
+=== Prinzregentenzeit ===
+Celebrity literary figures worked in Munich especially during the final decades of the Kingdom of Bavaria, the so-called Prinzregentenzeit (literally prince regent's time) under the reign of Luitpold, Prince Regent of Bavaria. This includes Thomas Mann, Heinrich Mann, Paul Johann Ludwig von Heyse, Rainer Maria Rilke, Ludwig Thoma, Fanny zu Reventlow, Oskar Panizza, Gustav Meyrink, Max Halbe, Erich Mühsam and Frank Wedekind.
+
+
+=== Weimar Republic ===
+The period immediately before World War I saw continued economic and cultural prominence for the city. Thomas Mann wrote in his novella Gladius Dei about this period: "München leuchtete" (literally "Munich shone"). Munich remained a centre of cultural life during the Weimar Republic, with figures such as Lion Feuchtwanger, Bertolt Brecht, Peter Paul Althaus, Stefan George, Ricarda Huch, Joachim Ringelnatz, Oskar Maria Graf, Annette Kolb, Ernst Toller, Hugo Ball, and Klaus Mann adding to the already established big names.Karl Valentin, the cabaret performer and comedian, is to this day remembered and beloved as a cultural icon of his hometown. Between 1910 and 1940, he wrote and performed in many absurdist sketches and short films that were highly influential, earning him the nickname of "Charlie Chaplin of Germany".Liesl Karlstadt, before working together with Valentin, cross-dressed and performed cabaret with yodeling on stage and in Munich's Cafe-Theatres. The cabaret scene was crushed when the Nazis seized power in 1933 and Karlstadt was saved from Nazi sterilization by a doctor. Contemporary Munich cabaret still reverences 1920s cabaret, the Munich alternative rock band F.S.K. absorbs yodels.
+
+
+=== Post-war literature ===
+After World War II, Munich soon again became a focal point of the German literary scene and remains so to this day, with writers as diverse as Wolfgang Koeppen, Erich Kästner, Eugen Roth, Alfred Andersch, Elfriede Jelinek, Hans Magnus Enzensberger, Michael Ende, Franz Xaver Kroetz, Gerhard Polt and Patrick Süskind calling the city their home.
+
+
+=== Fine arts ===
+From the Gothic to the Baroque era, the fine arts were represented in Munich by artists like Erasmus Grasser, Jan Polack, Johann Baptist Straub, Ignaz Günther, Hans Krumpper, Ludwig von Schwanthaler, Cosmas Damian Asam, Egid Quirin Asam, Johann Baptist Zimmermann, Johann Michael Fischer and François de Cuvilliés. Munich had already become an important place for painters like Carl Rottmann, Lovis Corinth, Wilhelm von Kaulbach, Carl Spitzweg, Franz von Lenbach, Franz Stuck, Karl Piloty and Wilhelm Leibl.
+
+
+=== Cinema ===
+Munich was (and in some cases, still is) home to many of the most important authors of the New German Cinema movement, including Rainer Werner Fassbinder, Werner Herzog, Edgar Reitz and Herbert Achternbusch. In 1971, the Filmverlag der Autoren was founded, cementing the city's role in the movement's history. Munich served as the location for many of Fassbinder's films, among them Ali: Fear Eats the Soul. The Hotel Deutsche Eiche near Gärtnerplatz was somewhat like a centre of operations for Fassbinder and his "clan" of actors. New German Cinema is considered by far the most important artistic movement in German cinema history since the era of German Expressionism in the 1920s.
+In 1919, the Bavaria Film Studios were founded, which developed into one of Europe's largest film studios. Directors like Alfred Hitchcock, Billy Wilder, Orson Welles, John Huston, Ingmar Bergman, Stanley Kubrick, Claude Chabrol, Fritz Umgelter, Rainer Werner Fassbinder, Wolfgang Petersen and Wim Wenders made films there. Among the internationally well-known films produced at the studios are The Pleasure Garden (1925) by Alfred Hitchcock, The Great Escape (1963) by John Sturges, Paths of Glory (1957) by Stanley Kubrick, Willy Wonka & the Chocolate Factory (1971) by Mel Stuart and both Das Boot (1981) and The Neverending Story (1984) by Wolfgang Petersen. Munich remains one of the centres of the German film and entertainment industry.
+
+
+=== Festivals ===
+
+
+==== Coopers' Dance ====
+The Coopers' Dance (German: Schäfflertanz) is a guild dance of coopers originally started in Munich. Since early 1800s the custom spread via journeymen in it is now a common tradition over the Old Bavaria region. The dance was supposed to be held every seven years.
+
+
+==== Starkbierfest ====
+March and April, for three weeks during Lent, celebrating Munich's "strong beer". Starkbier was created in 1651 by the local Paulinerkirche, Leipzig monks who drank this 'Flüssiges Brot', or 'liquid bread'. It became a public festival in 1751 and is now the second largest beer festival in Munich. A Starkbierfest may be celebrated in beer halls and pubs.
+
+
+==== Frühlingsfest ====
+Held for two weeks at the Theresienwiese from the end of April to the beginning of May, the new local spring beers are served.
+
+
+==== Auer Dult ====
+
+A regular event combining a market and a German style folk festival on the Mariahilfplatz. The Auer Dult can be up to 300 stalls, selling handmade crafts, household goods, and local foods.
+
+
+==== Kocherlball ====
+Munich's Kocherlball (Cooks' Ball) is an annual event, to commemorate all servants, ranging from kitchenhands to cooks. The tradition started in the 19th century.
+
+
+==== Tollwood ====
+Usually held annually in July and December, Olympia Park. The Tollwood Festival showcases fine and performing arts with live music, and several lanes of booths selling handmade crafts, as well as Organic food, mostly Fusion cuisine.
+
+
+==== Oktoberfest ====
+At the Theresienwiese, the largest beer festival in the world, Munich's Oktoberfest runs for 16–18 days from the end of September through early October. In the last 200 years the festival has grown to span 85 acres and now welcomes over six million visitors every year. Beer is served from the six major Munich breweries. These are Augustiner-Bräu, Hacker-Pschorr Brewery, Löwenbräu Brewery, Paulaner Brewery, Spaten-Franziskaner-Bräu, and Staatliches Hofbräuhaus in München. Food must be bought in each tent.
+
+
+==== Christkindlmarkt ====
+The Munich Christkindlmarkt started to evolve in the 14th century. The German Christkindlmarkt reached the desired accomplishment in the 17th century in Nuremberg.
+
+
+=== Cuisine and culinary specialities ===
+The Munich cuisine contributes to the Bavarian cuisine. Munich Weisswurst ("white sausage", German: Münchner Weißwurst) was invented here in 1857. It is a Munich speciality. Traditionally Weisswurst is served in pubs before noon and is served with sweet mustard and freshly baked pretzels.
+Munich has 11 restaurants that have been awarded one or more Michelin Guide stars in 2021.
+
+
+=== Beers and breweries ===
+Munich is known for its breweries and Weissbier (wheat beer). Helles, a pale lager with a translucent gold color, is the most popular contemporary Munich beer. Helles has largely replaced Munich's dark beer, known as Dunkel, which gets its color from roasted malt. It was the typical beer in Munich in the 19th century. Starkbier is the strongest Munich beer, with a high alcohol content of 6%–9%. It is dark amber in color and has a heavy malty taste. The beer served at Oktoberfest is a special type of beer with a higher alcohol content.
+Wirtshäuser are traditional Bavarian pubs, many of which also have small outside areas. Biergärten (beer gardens) are a popular fixture in Munich's gastronomic landscape. They are central to the city's culture, and are an overt melting pot for members of all walks of life, regardless of social class. There are many smaller beer gardens, but some beer gardens have thousands of seats. Large beer gardens can be found in the Englischer Garten, on the Nockherberg, and in the Hirschgarten.
+There are six main breweries in Munich are Augustiner-Bräu, Hacker-Pschorr Brewery, Hofbräuhaus, Löwenbräu, Paulaner, and Spaten-Franziskaner-Bräu. Smaller breweries are becoming more prevalent in Munich.
+
+
+=== Circus ===
+The Circus Krone based in Munich is one of the largest circuses in Europe. It was the first and still is one of only a few in Western Europe to also occupy a building of its own.
+
+
+=== Nightlife ===
+Nightlife in Munich is located mostly in the boroughs Ludwigsvorstadt-Isarvorstadt, Maxvorstadt, Au-Haidhausen, Berg am Laim and Sendling. Between Sendlinger Tor and Maximiliansplatz, on the edge of the central Altstadt-Lehel district, there is also the so-called Feierbanane (party banana), a roughly banana-shaped unofficial party zone spanning 1.3 km (0.8 mi) along Sonnenstraße, characterized by a high concentration of clubs, bars and restaurants, which became the center of Munich's nightlife in the mid-2000s.
+In the 1960s and 1970s, Schwabing was considered a center of nightlife in Germany, with internationally known clubs such as Big Apple, PN hit-house, Domicile, Hot Club, Piper Club, Tiffany, Germany's first large-scale discotheque Blow Up and the underwater nightclub Yellow Submarine, and Munich has been called "New York's big disco sister" in this context. Bars in the Schwabing district of this era include, among many others, Schwabinger 7 and Schwabinger Podium. Since the 1980s, however, Schwabing has lost much of its nightlife activity due to gentrification and the resulting high rents, and the formerly wild artists' and students' quarter developed into one of the city's most coveted and expensive residential districts, attracting affluent citizens with little interest in partying.Since the 1960s, the Rosa Viertel (pink quarter) developed in the Glockenbachviertel and around Gärtnerplatz, which in the 1980s made Munich "one of the four gayest metropolises in the world" along with San Francisco, New York City and Amsterdam. In particular, the area around Müllerstraße and Hans-Sachs-Straße was characterized by numerous gay bars and nightclubs. One of them was the travesty nightclub Old Mrs. Henderson, where Freddie Mercury, who lived in Munich from 1979 to 1985, filmed the music video for the song Living on My Own at his 39th birthday party.Since the mid-1990s, the Kunstpark Ost and its successor Kultfabrik, a former industrial complex that was converted to a large party area near München Ostbahnhof in Berg am Laim, hosted more than 30 clubs and was especially popular among younger people from the metropolitan area surrounding Munich and tourists. The Kultfabrik was closed at the end of the year 2015 to convert the area into a residential and office area. Apart from the Kultfarbik and the smaller Optimolwerke, there is a wide variety of establishments in the urban parts of nearby Haidhausen. Before the Kunstpark Ost, there had already been an accumulation of internationally known nightclubs in the remains of the abandoned former Munich-Riem Airport.
+Munich nightlife tends to change dramatically and quickly. Establishments open and close every year, and due to gentrification and the overheated housing market many survive only a few years, while others last longer. Beyond the already mentioned venues of the 1960s and 1970s, nightclubs with international recognition in recent history included Tanzlokal Größenwahn, The Atomic Café and the techno clubs Babalu Club, Ultraschall, KW – Das Heizkraftwerk, Natraj Temple, MMA Club (Mixed Munich Arts), Die Registratur and Bob Beaman. From 1995 to 2001, Munich was also home to the Union Move, one of the largest technoparades in Germany.Munich has the highest density of music venues of any German city, followed by Hamburg, Cologne and Berlin. Within the city's limits are more than 100 nightclubs and thousands of bars and restaurants.Some notable nightclubs are: popular techno clubs are Blitz Club, Harry Klein, Rote Sonne, Bahnwärter Thiel, Pimpernel, Charlie, Palais and Pathos. Popular mixed music clubs are Call me Drella, Wannda Circus, Tonhalle, Backstage, Muffathalle, Ampere, Pacha, P1, Zenith, Minna Thiel and the party ship Alte Utting. Some notable bars (pubs are located all over the city) are Schumann's Bar, Havana Club, Sehnsucht, Bar Centrale, Holy Home, Negroni, Die Goldene Bar and Bei Otto.
+
+
+== Education ==
+
+
+=== Colleges and universities ===
+Munich is a leading location for science and research with a long list of Nobel Prize laureates from Wilhelm Röntgen in 1901 to Theodor W. Hänsch in 2005.
+The Ludwig Maximilian University (LMU) and the Technische Universität München (TUM), were two of the first three German universities to be awarded the title elite university by a selection committee composed of academics and members of the Ministries of Education and Research of the Federation and the German states (Länder).
+
+Ludwig Maximilian University of Munich (LMU), founded in 1472 in Ingolstadt, moved to Munich in 1826
+Technical University of Munich (TUM), founded in 1868
+Akademie der Bildenden Künste München, founded in 1808
+Bundeswehr University Munich, founded in 1973 (located in Neubiberg)
+Deutsche Journalistenschule, founded in 1959
+Bayerische Akademie für Außenwirtschaft, founded in 1989
+Hochschule für Musik und Theater München, founded in 1830
+International Max Planck Research School for Molecular and Cellular Life Sciences, founded in 2005
+International School of Management, Germany, founded in 1990
+Katholische Stiftungsfachhochschule München, founded in 1971
+Munich Business School (MBS), founded in 1991
+Munich Intellectual Property Law Center (MIPLC), founded in 2003
+Munich School of Philosophy, founded in 1925 in Pullach, moved to Munich in 1971
+Munich School of Political Science, founded in 1950
+Munich University of Applied Sciences (HM), founded in 1971
+New European College, founded in 2014
+Ukrainian Free University, founded in 1921 (from 1945 – in Munich)
+University of Television and Film Munich (Hochschule für Fernsehen und Film), founded in 1966
+
+
+=== Primary and secondary schools ===
+Notable Gymnasien in Munich include the Maria-Theresia-Gymnasium, the Luitpold Gymnasium, the Wilhelmsgymnasium, as well as the Wittelsbacher Gymnasium. Munich has several notable international schools, including Lycée Jean Renoir, the Japanische Internationale Schule München, the Bavarian International School, the Munich International School, and the European School, Munich.
+
+
+=== Scientific research institutions ===
+
+
+=== Max Planck Society ===
+The Max Planck Society, a government funded non-profit research organization, has its administrative headquarters in Munich.
+
+
+=== Fraunhofer Society ===
+The Fraunhofer Society, the German government funded research organization for applied research, has its headquarters in Munich.
+
+
+=== Other research institutes ===
+Botanische Staatssammlung München, a notable herbarium
+Ifo Institute for Economic Research, theoretical and applied research in economics and finance
+Doerner Institute
+European Southern Observatory
+Helmholtz Zentrum München
+Zoologische Staatssammlung München
+German Aerospace Center (GSOC), Oberpfaffenhofen bei München
+
+
+== International relations ==
+
+
+=== Twin towns and sister cities ===
+
+Munich is twinned with:
+
+
+== Economy ==
+Munich has the strongest economy of any German city according to a study and the lowest unemployment rate (5.4% in July 2020) of any German city of more than a million people (the others being Berlin, Hamburg and Cologne). Munich ranks third on the list of German cities by gross domestic product (GDP). In addition, it is one of the most attractive business locations in Germany. The city is also the economic centre of southern Germany. Munich topped the ranking of the magazine Capital in February 2005 for the economic prospects between 2002 and 2011 in 60 German cities.
+Munich is a financial center and global city that holds the headquarters of many companies. This includes more companies listed by the DAX than any other German city, as well as the German or European headquarters of many foreign companies such as McDonald's and Microsoft. One of the best-known newly established Munich companies is Flixbus.
+
+
+=== Manufacturing ===
+Munich holds the headquarters of Siemens AG (electronics), BMW (car), MAN AG (truck manufacturer, engineering), MTU Aero Engines (aircraft engine manufacturer), Linde (gases) and Rohde & Schwarz (electronics). Among German cities with more than 500,000 inhabitants, purchasing power is highest in Munich (€26,648 per inhabitant) as of 2007. In 2006, Munich blue-collar workers enjoyed an average hourly wage of €18.62 (ca. $20).The breakdown by cities proper (not metropolitan areas) of Global 500 cities listed Munich in 8th position in 2009. Munich is also a centre for biotechnology, software and other service industries. Furthermore, Munich is the home of the headquarters of many other large companies such as the injection moulding machine manufacturer Krauss-Maffei, the camera and lighting manufacturer Arri, the semiconductor firm Infineon Technologies (headquartered in the suburban town of Neubiberg), lighting giant Osram, as well as the German or European headquarters of many foreign companies such as Microsoft.
+
+
+=== Finance ===
+Munich has significance as a financial centre (second only to Frankfurt), being home of HypoVereinsbank and the Bayerische Landesbank. It outranks Frankfurt though as home of insurance companies such as Allianz (insurance) and Munich Re (re-insurance).
+
+
+=== Media ===
+Munich is the largest publishing city in Europe and home to the Süddeutsche Zeitung, one of Germany's biggest daily newspapers. The city is also the location of the programming headquarters of Germany's largest public broadcasting network, ARD, while the largest commercial network, Pro7-Sat1 Media AG, is headquartered in the suburb of Unterföhring. The headquarters of the German branch of Random House, the world's largest publishing house, and of Burda publishing group are also in Munich.
+The Bavaria Film Studios are located in the suburb of Grünwald. They are one of Europe's biggest film production studios.
+
+
+== Quality of life ==
+Most Munich residents enjoy a high quality of life. Mercer HR Consulting consistently rates the city among the top 10 cities with the highest quality of life worldwide – a 2011 survey ranked Munich as 4th. In 2007 the same company also ranked Munich as the 39th most expensive in the world and most expensive major city in Germany. Munich enjoys a thriving economy, driven by the information technology, biotechnology, and publishing sectors. Environmental pollution is low, although as of 2006 the city council is concerned about levels of particulate matter (PM), especially along the city's major thoroughfares. Since the enactment of EU legislation concerning the concentration of particulate in the air, environmental groups such as Greenpeace have staged large protest rallies to urge the city council and the state government to take a harder stance on pollution. Due to the high standard of living in and the thriving economy of the city and the region, there was an influx of people and Munich's population surpassed 1.5 million by June 2015, an increase of more than 20% in 10 years.
+
+
+== Transport ==
+Munich has an extensive public transport system consisting of an underground metro, trams, buses and high-speed rail. In 2015, the transport modal share in Munich was 38 percent public transport, 25 percent car, 23 percent walking, and 15 percent bicycle. Its public transport system delivered 566 million passenger trips that year.Munich is the hub of a developed regional transportation system, including the second-largest airport in Germany and the Berlin–Munich high-speed railway, which connects Munich to the German capital city with a journey time of about 4 hours. Flixmobility which offers intercity coach service is headquartered in Munich.
+The trade fair Transport Logistic is held every two years at the Neue Messe München (Messe München International).
+
+
+=== Public transport ===
+For its urban population of 2.6 million people, Munich and its closest suburbs have a comprehensive network of public transport incorporating the Munich U-Bahn, the Munich S-Bahn, trams and buses. The system is supervised by the Munich Transport and Tariff Association (Münchner Verkehrs- und Tarifverbund). The Munich tramway is the oldest existing public transportation system in the city, which has been in operation since 1876. Munich also has an extensive network of bus lines. The average amount of time people spend commuting to and from work with public transit in Munich on a weekday is 56 min.The extensive network of subway and tram lines assists and complement pedestrian movement in the city centre. The 700m-long Kaufinger Straße, which starts near the Main train station, forms a pedestrian east–west spine that traverses almost the entire centre. Major spines and many smaller streets cover an extensive area of the centre that can be enjoyed on foot and bike. These attributes result from applying the principle of filtered permeability. Pedestrian and bike paths, which permeate the entire Munich city centre, go through public squares and open spaces for enjoyment. Munich city centre was subject to urban planning and has a comprehensive model for laying out neighborhoods and districts according to grid plan.
+
+
+=== Cycling ===
+
+Cycling has a strong presence in the city and is recognized as a good alternative. The growing number of bicycle lanes are widely used throughout the year. Cycle paths can be found alongside the majority of sidewalks and streets, although the newer or renovated ones are much easier to tell apart from pavements than older ones. A modern bike hire system is available within the area bounded by the Mittlerer Ring.
+
+
+=== Cultural history trails and bicycle routes ===
+Since 2001, historically interesting places in Munich can be explored via the List of cultural history trails in Munich (KulturGeschichtsPfade). Sign-posted cycle routes are the Outer Äußere Radlring (outer cycle route) and the RadlRing München.
+
+
+=== Munich Central Train Station ===
+
+München Hauptbahnhof is the central railway station located in the city centre and is the long-distance station in Munich.Munich Central Train Station serves about 450,000 passengers a day, which puts it on par with other large stations in Germany. Munich Central Train Station alongside München Ost railway station are two of the 21 stations in Germany classified by Deutsche Bahn as a category 1 station.
+The central mainline station is a terminal station with 32 platforms. The subterranean S-Bahn with 2 platforms and U-Bahn stations with 6 platforms are through stations.The Intercity-Express (ICE) stop at Munich Central Train Station. InterCity and EuroCity trains to destinations east of Munich also stop at the München Ost railway station. Munich is connected to Nuremberg via Ingolstadt by the Nuremberg–Munich high-speed railway and Berlin–Munich high-speed railway.The old air raid shelter next to platform 11 of Munich Central Train Station was an important distribution point for guest workers (Gastarbeiter) between 1960 and 1973. At peak more than 1,000 guest workers arrived per day, in total 1.8 million guest workers passed through Munich Central Train Station.
+
+
+=== Autobahns ===
+Munich is an integral part of the Autobahn network of southern Germany. Motorways from Stuttgart (W), Nuremberg, Frankfurt and Berlin (N), Deggendorf and Passau (E), Salzburg and Innsbruck (SE), Garmisch Partenkirchen (S) and Lindau (SW) terminate at Munich, allowing direct access to the different parts of Germany, Austria and Italy.
+Traffic is often very heavy in and around Munich. Traffic congestion are commonplace at the beginning and end of major Bavarian holidays. There are few "green waves" or roundabouts, and an abundance of construction sites.Munich has introduced an environmental zone and was among the first German cities to require a green sticker for vehicles, these are an requirement when entering the city or driving in the wider surrounding area.
+
+
+=== Air ===
+
+
+==== Munich International Airport ====
+Franz Josef Strauss International Airport (IATA: MUC, ICAO: EDDM) is the second-largest airport in Germany and seventh-largest in Europe after London Heathrow, Paris Charles de Gaulle, Frankfurt, Amsterdam, Madrid and Istanbul Atatürk. It is used by about 46 million passengers a year, and lies some 30 km (19 mi) north east of the city centre. It replaced the smaller Munich-Riem Airport in 1992. The airport can be reached by suburban train lines from the city. From the main railway station the journey takes 40–45 minutes. An express train will be added that will cut down travel time to 20–25 minutes with limited stops on dedicated tracks. A magnetic levitation train (called Transrapid), which was to have run at speeds of up to 400 km/h (249 mph) from the central station to the airport in a travel time of 10 minutes, had been approved, but was cancelled in March 2008 because of cost escalation and after heavy protests. Lufthansa opened its second hub at the airport when Terminal 2 was opened in 2003.
+
+
+==== Other airports ====
+In 2008, the Bavarian state government granted a licence to expand Oberpfaffenhofen Air Station located west of Munich, for commercial use. These plans were opposed by many residents in the Oberpfaffenhofen area as well as other branches of local government, including the city of Munich, which took the case to court. However, in October 2009, the permit allowing up to 9725 business flights per year to depart from or land at Oberpfaffenhofen was confirmed by a regional judge.Despite being 110 km (68 mi) from Munich, Memmingen Airport has been advertised as Airport Munich West. After 2005, passenger traffic of nearby Augsburg Airport was relocated to Munich Airport, leaving the Augsburg region of Bavaria without an air passenger airport within close reach.
+
+
+== Around Munich ==
+
+
+=== Nearby towns ===
+The Munich agglomeration sprawls across the plain of the Alpine foothills comprising about 2.6 million inhabitants. Several smaller traditional Bavarian towns and cities like Dachau, Freising, Erding, Starnberg, Landshut and Moosburg are today part of the Greater Munich Region, formed by Munich and the surrounding districts, making up the Munich Metropolitan Region, which has a population of about 6 million people.
+
+
+=== Recreation ===
+South of Munich, there are numerous nearby freshwater lakes such as Lake Starnberg, Ammersee, Chiemsee, Walchensee, Kochelsee, Tegernsee, Schliersee, Simssee, Staffelsee, Wörthsee, Kirchsee and the Osterseen (Easter Lakes), which are popular among Munich residents for recreation, swimming and watersports and can be quickly reached by car and a few also by Munich's S-Bahn.
+
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+
+
+== Notable people ==
+
+
+=== Born in Munich ===
+
+
+=== Notable residents ===
+
+
+== Notes ==
+
+
+== References ==
+
+
+== External links ==
+
+Official website
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+{"docstore/data": {"f00eea31-a4f6-4f56-8200-c7a131fed621": {"__data__": {"id_": "f00eea31-a4f6-4f56-8200-c7a131fed621", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "1bc98e45-3a0e-4957-a762-3bb699832df9", "node_type": "1", "metadata": {}, "hash": "3aa1599ae34d46fdd426e28bd3b963cff6ff5d379c5e7acadef9e0299eaef452", "class_name": "RelatedNodeInfo"}}, "text": "Munich ( MEW-nik(h); German: M\u00fcnchen [\u02c8m\u028fn\u00e7n\u0329] ; Bavarian: Minga [\u02c8m\u026a\u014b(\u02d0)\u0250] ) is the capital and most populous city of the Free State of Bavaria. With a population of 1,589,706 inhabitants as of 29 February 2024, it is the third-largest city in Germany, after Berlin and Hamburg, and thus the largest which does not constitute its own state, as well as the 11th-largest city in the European Union. The city's metropolitan region is home to about 6.2 million people and the third biggest metropolitan region by GDP in the European Union.Straddling the banks of the river Isar north of the Alps, Munich is the seat of the Bavarian administrative region of Upper Bavaria, while being the most densely populated municipality in Germany with 4,500 people per km2. Munich is the second-largest city in the Bavarian dialect area, after the Austrian capital of Vienna.\r\nThe city was first mentioned in 1158. Catholic Munich strongly resisted the Reformation and was a political point of divergence during the resulting Thirty Years' War, but remained physically untouched despite an occupation by the Protestant Swedes. Once Bavaria was established as the Kingdom of Bavaria in 1806, Munich became a major European centre of arts, architecture, culture and science. In 1918, during the German Revolution of 1918\u201319, the ruling House of Wittelsbach, which had governed Bavaria since 1180, was forced to abdicate in Munich and a short-lived Bavarian Soviet Republic was declared. In the 1920s, Munich became home to several political factions, among them the Nazi Party. After the Nazis' rise to power, Munich was declared their \"Capital of the Movement\". The city was heavily bombed during World War II, but has restored most of its old town. After the end of postwar American occupation in 1949, there was a great increase in population and economic power during the years of Wirtschaftswunder. The city hosted the 1972 Summer Olympics.\r\nToday, Munich is a global centre of science, technology, finance, innovation, business, and tourism. Munich enjoys a very high standard and quality of living, reaching first in Germany and third worldwide according to the 2018 Mercer survey, and being rated the world's most liveable city by the Monocle's Quality of Life Survey 2018. Munich is consistently ranked as one of the most expensive cities in Germany in terms of real estate prices and rental costs.In 2021, 28.8 percent of Munich's residents were foreigners, and another 17.7 percent were German citizens with a migration background from a foreign country. Munich's economy is based on high tech, automobiles, and the service sector, as well as IT, biotechnology, engineering, and electronics. It has one of the strongest economies of any German city and the lowest unemployment rate of all cities in Germany with more than one million inhabitants. The city houses many multinational companies, such as BMW, Siemens, Allianz SE and Munich Re. In addition, Munich is home to two research universities, and a multitude of scientific institutions. Munich's numerous architectural and cultural attractions, sports events, exhibitions and its annual Oktoberfest, the world's largest Volksfest, attract considerable tourism.\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Etymology ===\r\nMunich was a tiny 8th-century friar settlement, which was named zu den Munichen (\"to the monks\"). The Old High German Muniche served as basis for the modern German city name M\u00fcnchen.\r\n\r\n\r\n=== Prehistory ===\r\nThe river Isar was a prehistoric trade route and in the Bronze Age Munich was among the largest raft ports in Europe. Bronze Age settlements up to four millennia old have been discovered. Evidence of Celt settlements from the Iron Age have been discovered in areas around Ramersdorf-Perlach.\r\n\r\n\r\n=== Roman period ===\r\nThe ancient Roman road Via Julia, which connected Augsburg and Salzburg, crossed over the Isar south of Munich, at the towns of Baierbrunn and Gauting. A Roman settlement north-east of Munich was excavated in the neighborhood of Denning.\r\n\r\n\r\n=== Post-Roman settlements ===\r\nStarting in the 6th century, the Baiuvarii populated the area around what is now modern Munich, such as in Johanneskirchen, Feldmoching, Bogenhausen and Pasing. The first known Christian church was built ca. 815 in Fr\u00f6ttmanning.\r\n\r\n\r\n=== Origin of medieval town ===\r\nThe first medieval bridges across the river Isar were located in current city areas of Munich and Landshut.", "start_char_idx": 0, "end_char_idx": 4430, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "1bc98e45-3a0e-4957-a762-3bb699832df9": {"__data__": {"id_": "1bc98e45-3a0e-4957-a762-3bb699832df9", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f00eea31-a4f6-4f56-8200-c7a131fed621", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f2917a5d181d3a6d28c69dee74ccc5de78ee242049470192583fec84b25ac7a0", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "0065d04f-8525-4ae5-bb45-a2a4ee773572", "node_type": "1", "metadata": {}, "hash": "cb2ce5a7e693972711bb863f263e42f5ec16d35ae92c4e1126e70d9a84b6c729", "class_name": "RelatedNodeInfo"}}, "text": "Bronze Age settlements up to four millennia old have been discovered. Evidence of Celt settlements from the Iron Age have been discovered in areas around Ramersdorf-Perlach.\r\n\r\n\r\n=== Roman period ===\r\nThe ancient Roman road Via Julia, which connected Augsburg and Salzburg, crossed over the Isar south of Munich, at the towns of Baierbrunn and Gauting. A Roman settlement north-east of Munich was excavated in the neighborhood of Denning.\r\n\r\n\r\n=== Post-Roman settlements ===\r\nStarting in the 6th century, the Baiuvarii populated the area around what is now modern Munich, such as in Johanneskirchen, Feldmoching, Bogenhausen and Pasing. The first known Christian church was built ca. 815 in Fr\u00f6ttmanning.\r\n\r\n\r\n=== Origin of medieval town ===\r\nThe first medieval bridges across the river Isar were located in current city areas of Munich and Landshut. The Duke of Saxony and Bavaria Henry the Lion founded the town of Munich in his territory to control the salt trade, after having burned down the town of F\u00f6hring and its bridges over the Isar. Historians date this event at about 1158. The layout of Munich city, with five city gates and market place, resembled that of H\u00f6xter.Henry built a new toll bridge, customs house and a coin market closer to his home somewhat upstream at a settlement around the area of modern old town Munich. This new toll bridge most likely crossed the Isar where the Museuminsel and the modern Ludwigsbr\u00fccke is now located.Otto of Freising protested to his nephew, Emperor Frederick Barbarosa (d. 1190). However, on 14 June 1158, in Augsburg, the conflict was settled in favor of Duke Henry. The Augsburg Arbitration mentions the name of the location in dispute as forum apud Munichen. Although Bishop Otto had lost his bridge, the arbiters ordered Duke Henry to pay a third of his income to the Bishop in Freising as compensation.The 14. June 1158 is considered the official founding day of the city of Munich. Archaeological excavations at Marienhof Square (near Marienplatz) in advance of the expansion of the S-Bahn (subway) in 2012 discovered shards of vessels from the 11th century, which prove again that the settlement of Munich must be older than the Augsburg Arbitration of 1158. The old St. Peter's Church near Marienplatz is also believed to predate the founding date of the town.In 1175, Munich received city status and fortification. In 1180, after Henry the Lion's fall from grace with Emperor Frederick Barbarosa, including his trial and exile, Otto I Wittelsbach became Duke of Bavaria, and Munich was handed to the Bishop of Freising. In 1240, Munich was transferred to Otto II Wittelsbach and in 1255, when the Duchy of Bavaria was split in two, Munich became the ducal residence of Upper Bavaria.\r\nDuke Louis IV, a native of Munich, was elected German king in 1314 and crowned as Holy Roman Emperor in 1328. He strengthened the city's position by granting it the salt monopoly, thus assuring it of additional income.\r\nOn 13 February 1327, a large fire broke out in Munich that lasted two days and destroyed about a third of the town.In 1349, the Black Death ravaged Munich and Bavaria.In the 15th century, Munich underwent a revival of Gothic arts: the Old Town Hall was enlarged, and Munich's largest Gothic church \u2013 the Frauenkirche \u2013 now a cathedral, was constructed in only 20 years, starting in 1468.\r\n\r\n\r\n=== Capital of reunited Bavaria ===\r\nWhen Bavaria was reunited in 1506 after a brief war against the Duchy of Landshut, Munich became its capital. The arts and politics became increasingly influenced by the court. The Renaissance movement beset Munich and the Bavarian branch of the House of Wittelsbach under the Duke of Bavaria Albrecht V bolstered their prestige by conjuring up a lineage that reached back to Classical antiquity. In 1568 Albrecht V built the Antiquarium to house the Wittelsbach collection of Greek and Roman antiquities in the Munich Residenz. Albrecht V appointed the composer Orlando di Lasso as director of the court orchestra and tempted numerous Italian musicians to work at the Munich court, establishing Munich as a hub for late Renaissance music.", "start_char_idx": 3580, "end_char_idx": 7716, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "0065d04f-8525-4ae5-bb45-a2a4ee773572": {"__data__": {"id_": "0065d04f-8525-4ae5-bb45-a2a4ee773572", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "1bc98e45-3a0e-4957-a762-3bb699832df9", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "f7410ca834dd61991df0798a93ecab1eb254a7382305ab16c80732c311a26202", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e32b28a4-06c2-4224-a9e5-6e2d84c8e419", "node_type": "1", "metadata": {}, "hash": "e762371a040914e43af439c85e0a8b57699a548f8c36de4fc2306bd48a71e4cf", "class_name": "RelatedNodeInfo"}}, "text": "=== Capital of reunited Bavaria ===\r\nWhen Bavaria was reunited in 1506 after a brief war against the Duchy of Landshut, Munich became its capital. The arts and politics became increasingly influenced by the court. The Renaissance movement beset Munich and the Bavarian branch of the House of Wittelsbach under the Duke of Bavaria Albrecht V bolstered their prestige by conjuring up a lineage that reached back to Classical antiquity. In 1568 Albrecht V built the Antiquarium to house the Wittelsbach collection of Greek and Roman antiquities in the Munich Residenz. Albrecht V appointed the composer Orlando di Lasso as director of the court orchestra and tempted numerous Italian musicians to work at the Munich court, establishing Munich as a hub for late Renaissance music. During the rule of Duke William V Munich began to be called the \"German Rome\" and William V began presenting Emperor Charlemagne as ancestor of the Wittelsbach dynasty.Duke William V further cemented the Wittelsbach rule by commissioning the Jesuit Michaelskirche. He had the sermons of his Jesuit court preacher Jeremias Drexel translated from Latin into German and published them to a greater audience. William V was addressed with the epithet \"the Pious\" and like his contemporary Wittelsbach dukes promoted himself as \"father of the land\" (Landesvater), encouraged pilgrimages and Marian devotions. William V had the Hofbr\u00e4uhaus built in 1589. It would become the prototype for beer halls across Munich. After World War II the Residenze, the Hofbr\u00e4uhaus, the Frauenkirche, and the Peterskirche were reconstructed to look exactly as they did before the Nazi Party seized power in 1933.\r\nThe Catholic League was founded in Munich in 1609. In 1623, during the Thirty Years' War (1618\u20131648), Munich became an electoral residence when Maximilian I, Duke of Bavaria was invested with the electoral dignity, but in 1632 the city was occupied by Gustav II Adolph of Sweden.In 1634 Swedish and Spanish troops advanced on Munich. Maximilian I published a plague ordinance to halt an epidemic escalation. The bubonic plague nevertheless ravaged Munich and the surrounding countryside in 1634 and 1635. During the Thirty Years' War (1618\u20131648) troops again converged on Munich in 1647 and precautions were taken, so as to avoid another epidemic.Under the regency of the Bavarian electors, Munich was an important centre of Baroque life, but also had to suffer under Habsburg occupations in 1704 and 1742. When Maximilian III Joseph, Elector of Bavaria died in 1745, the succession empowered the Palatinate branch within the House of Wittelsbach.In 1777 Bavarian lands were inherited to Charles Theodore. The new Duke was disliked by the citizens of Munich for his supposedly enlightened ideas. In 1785 Karl Theodor invited Count Rumford Benjamin Thompson to take up residency in Munich and implement stringent social reforms. The poor were forced to live in newly built workhouses. The Bavarian army was restructured, with common soldiers receiving better food and reassurances that they would be treated humanely by officers. Munich was the largest German city to lose fortification in the 1790s. In 1791 Karl Theodor and Count Rumford started to demolish Munich's fortifications. After 1793 Munich's citizens, including house servants, carpenters, butchers, merchants, and court officials, seized the opportunity, building new houses, stalls, and sheds outside the city walls.After making an alliance with Napoleonic France, the city became the capital of the new Kingdom of Bavaria in 1806 with Elector Maximillian Joseph becoming its first King. The state parliament (the Landtag) and the new archdiocese of Munich and Freising were also located in the city.The establishment of Bavarian state sovereignty profoundly affected Munich. Munich became the center of a modernizing kingdom, and one of the king's first acts was the secularization of Bavaria. He had dissolved all monasteries in 1802 and once crowned, Max Joseph I generated state revenues by selling off church lands. While many monasteries were reestablished, Max Joseph I succeeded in controlling the right to brew beer (Brauchrecht). The king handed the brewing monopoly to Munich's wealthiest brewers, who in turn paid substantial taxs on their beer production. In 1807 the king abolished all ordinances that limited the number of apprentices and journeymen a brewery could employ.", "start_char_idx": 6940, "end_char_idx": 11359, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e32b28a4-06c2-4224-a9e5-6e2d84c8e419": {"__data__": {"id_": "e32b28a4-06c2-4224-a9e5-6e2d84c8e419", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "0065d04f-8525-4ae5-bb45-a2a4ee773572", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "39814b86116bf825e4e78366762da97d2d36023bb2110bc3ac4fc80df56816b2", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "03e8dc56-166f-4452-a8d0-5b488f7d7c36", "node_type": "1", "metadata": {}, "hash": "ee3d7c4bd9026eb3f7b56645b378da0c1975592e629a0c8893c9aa8268f0b8d7", "class_name": "RelatedNodeInfo"}}, "text": "The state parliament (the Landtag) and the new archdiocese of Munich and Freising were also located in the city.The establishment of Bavarian state sovereignty profoundly affected Munich. Munich became the center of a modernizing kingdom, and one of the king's first acts was the secularization of Bavaria. He had dissolved all monasteries in 1802 and once crowned, Max Joseph I generated state revenues by selling off church lands. While many monasteries were reestablished, Max Joseph I succeeded in controlling the right to brew beer (Brauchrecht). The king handed the brewing monopoly to Munich's wealthiest brewers, who in turn paid substantial taxs on their beer production. In 1807 the king abolished all ordinances that limited the number of apprentices and journeymen a brewery could employ. Munich's population had swelled and Munich brewers were now free to employ as many workers as they needed to meet the demand. In October 1810 a beer festival was held on the meadows just outside Munich to commemorate the wedding of the crown price and princess Therese of Saxe-Hildburghausen. The parades in regional dress (Tracht) represented the diversity of the kingdom. The fields are now part of the Theresienwiese and the celebrations developed into Munich's annual Oktoberfest.The Bavarian state proceeded to take control over the beer market, by regulating all taxes on beer in 1806 and 1811. Brewers and the beer taverns (Wirtsh\u00e4user) were taxed, and the state also controlled the quality of beer while limiting the competition among breweries. In 1831 the king's government introduced a cost-of-living allowance on beer for lower-ranking civil servants and soldiers. Soldiers stationed in Munich were granted a daily allowance for beer in the early 1840s. By the 1850s beer had become essential staple food for Munich's working and lower classes. Since the Middle Ages beer had been regarded as nutritious liquid bread (flie\u00dfendes Brot) in Bavaria. But Munich suffered from poor water sanitation and as early as the 1700s beer came to be regarded as the fifth element. Beer was essential in maintaining public health in Munich and in the mid-1840s Munich police estimated that at least 40,000 residents relied primarily on beer for their nutrition.\r\nIn 1832 Peter von Hess painted the Greek War of Independence at the order of Ludwig I of Bavaria. Ludwig I had the K\u00f6nigsplatz built in neoclassicism as a matter of ideological choice. Leo von Klenze supervised the construction of a Propylaia between 1854 and 1862.During the early to mid-19th century, the old fortified city walls of Munich were largely demolished due to population expansion. The first Munich railway station was built in 1839, with a line going to Augsburg in the west. By 1849 a newer Munich Central Train Station (M\u00fcnchen Hauptbahnhof) was completed, with a line going to Landshut and Regensburg in the north. In 1825 Ludwig I had ascended to the throne and commissioned leading architects such as Leo von Klenze to design a series of public museums in neoclassical style. The grand building projects of Ludwig I got Munich the endearment \"Isar-Athen\" and \"Monaco di Bavaria\". Between 1856 and 1861 the court gardener Carl von Effner landscaped the banks of river Isar and established the Maximilian Gardens. Since 1848 the M\u00fcnchner Neueste Nachrichten were published as a regional newspaper in Munich. In 1857 the construction of the Maximilianeum was started.By the time Ludwig II became king in 1864, he remained mostly aloof from his capital and focused more on his fanciful castles in the Bavarian countryside, which is why he is known the world over as the 'fairytale king'. Ludwig II tried to lure Richard Wagner to Munich, but his plans for an opera house were declined by the city council. Ludwig II nevertheless generated a windfall for Munich's craft and construction industries. In 1876 Munich hosted the first German Art and Industry Exhibition, which showcased the northern Neo-Renaissance fashion that came to be the German Empire's predominant style. Munich based artists put on the German National Applied Arts Exhibition in 1888, showcasing Baroque Revival architecture and Rococo Revival designs.\r\nIn 1900 Wilhelm R\u00f6ntgen moved to Munich, he was appointed as professor of Physics.", "start_char_idx": 10559, "end_char_idx": 14841, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "03e8dc56-166f-4452-a8d0-5b488f7d7c36": {"__data__": {"id_": "03e8dc56-166f-4452-a8d0-5b488f7d7c36", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "e32b28a4-06c2-4224-a9e5-6e2d84c8e419", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "d252564b124c8d1d1c2124ea9123cbb1725ab8060f9737dacb6661176d8be42f", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "55360c8b-1142-4ab6-a782-c2e5385e4cda", "node_type": "1", "metadata": {}, "hash": "4ceaec8b1955b30fe0f53d07d94215664816edf57e8c2ebf9ca0c898fe5abb9d", "class_name": "RelatedNodeInfo"}}, "text": "In 1857 the construction of the Maximilianeum was started.By the time Ludwig II became king in 1864, he remained mostly aloof from his capital and focused more on his fanciful castles in the Bavarian countryside, which is why he is known the world over as the 'fairytale king'. Ludwig II tried to lure Richard Wagner to Munich, but his plans for an opera house were declined by the city council. Ludwig II nevertheless generated a windfall for Munich's craft and construction industries. In 1876 Munich hosted the first German Art and Industry Exhibition, which showcased the northern Neo-Renaissance fashion that came to be the German Empire's predominant style. Munich based artists put on the German National Applied Arts Exhibition in 1888, showcasing Baroque Revival architecture and Rococo Revival designs.\r\nIn 1900 Wilhelm R\u00f6ntgen moved to Munich, he was appointed as professor of Physics. In 1901 he was awarded the Nobel Prize in Physics.The Prince Regent Luitpold's reign from 1886 till 1912 was marked by tremendous artistic and cultural activity in Munich. At the dawn of the 20th century Munich was an epicenter for the Jugendstil movement, combining a liberal magazine culture with progressive industrial design and architecture. The German art movement took its name from the Munich magazine Die Jugend (The Youth). Prominent Munich Jugendstil artists include Hans Eduard von Berlepsch-Valendas, Otto Eckmann, Margarethe von Brauchitsch, August Endell, Hermann Obrist, Wilhelm von Debschitz, and Richard Riemerschmid. In 1905 two large department stores opened in Munich, the Kaufhaus Oberpollinger and the Warenhaus Hermann Tietz, both had been designed by the architect Max Littmann. In 1911 the expressionist group Der Blaue Reiter was established in Munich. Its founding members include Gabriele M\u00fcnter.\r\n\r\n\r\n=== World War I to World War II ===\r\nFollowing the outbreak of World War I in 1914, life in Munich became very difficult, as the Allied blockade of Germany led to food and fuel shortages. During French air raids in 1916, three bombs fell on Munich.In 1916, the 'Bayerische Motoren Werke' (BMW) produced its first aircraft engine in Munich. The stock cooperation BMW AG was founded in 1918, with Camillo Castiglioni owning one third of the share capital. In 1922 BMW relocated its headquarters to a factory in Munich.After World War I, the city was at the centre of substantial political unrest. In November 1918, on the eve of the German revolution, Ludwig III of Bavaria and his family fled the city. After the murder of the first republican premier of Bavaria Kurt Eisner in February 1919 by Anton Graf von Arco auf Valley, the Bavarian Soviet Republic was proclaimed. The November 1918 revolution ended the reign of the Wittelsbach in Bavaria. In Mein Kampf Adolf Hitler described his political activism in Munich after November 1918 as the \"Beginning of My Political Activity\". Hitler called the short-lived Bavarian Soviet Republic \"the rule of the Jews\". In 1919 Bavaria Film was founded and in the 1920s Munich offered film makers an alternative to Germany's largest film studio in Babelsberg.\r\nIn 1923 Gustav von Kahr was appointed Bavarian prime minister and immediately planned for the expulsion of all Jews that did not hold German citizenship. Chief of Police Ernst P\u00f6hner and Wilhelm Frick openly indulged in antisemitism, while Bavarian judges praised people on the political right as patriotic for their crimes and handed down mild sentences. In 1923, Adolf Hitler and his supporters, who were concentrated in Munich, staged the Beer Hall Putsch, an attempt to overthrow the Weimar Republic and seize power. The revolt failed, resulting in Hitler's arrest and the temporary crippling of the Nazi Party (NSDAP).Munich was chosen as capital for the Free State of Bavaria and acquired increased responsibility for administering the city itself and the surrounding districts. Offices needed to be built for bureaucracy, so a 12-story office building was erected in the southern part of the historic city centre in the late 1920s.Munich again became important to the Nazis when they took power in Germany in 1933. The party created its first concentration camp at Dachau, 16 km (9.9 mi) north-west of the city.", "start_char_idx": 13945, "end_char_idx": 18193, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "55360c8b-1142-4ab6-a782-c2e5385e4cda": {"__data__": {"id_": "55360c8b-1142-4ab6-a782-c2e5385e4cda", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "03e8dc56-166f-4452-a8d0-5b488f7d7c36", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "929e0722b4ee6062caca377d12a120e910be369636f5d742a89f3a3826abe9d1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c44ebf74-d1d4-474e-80c3-70c3a839f555", "node_type": "1", "metadata": {}, "hash": "c99fa9db9bda7d061b665428f201ff2d3cd939e23c8198da080707e94bff6688", "class_name": "RelatedNodeInfo"}}, "text": "In 1923, Adolf Hitler and his supporters, who were concentrated in Munich, staged the Beer Hall Putsch, an attempt to overthrow the Weimar Republic and seize power. The revolt failed, resulting in Hitler's arrest and the temporary crippling of the Nazi Party (NSDAP).Munich was chosen as capital for the Free State of Bavaria and acquired increased responsibility for administering the city itself and the surrounding districts. Offices needed to be built for bureaucracy, so a 12-story office building was erected in the southern part of the historic city centre in the late 1920s.Munich again became important to the Nazis when they took power in Germany in 1933. The party created its first concentration camp at Dachau, 16 km (9.9 mi) north-west of the city. Because of its importance to the rise of National Socialism, Munich was referred to as the Hauptstadt der Bewegung (\"Capital of the Movement\").The NSDAP headquarters and the documentation apparatus for controlling all aspects of life were located in Munich. Nazi organizations, such as the National Socialist Women's League and the Gestapo, had their offices along Brienner Stra\u00dfe and around the K\u00f6nigsplatz. The party acquired 68 buildings in the area and many F\u00fchrerbauten (\"F\u00fchrer buildings\") were built to reflect a new aesthetic of power. Construction work for the F\u00fchrerbau and the party headquarters (known as the Brown House) started in September 1933. The Haus der Kunst (House of German Art) was the first building to be commissioned by Hitler. The architect Paul Troost was asked to start work shortly after the Nazis had seized power because \"the most German of all German cities\" was left with no exhibition building when in 1931 the Glass Palace was destroyed in an arson. The Red Terror that supposedly preceded Nazi control in Munich, was detailed in Nazi publications, seminal accounts are that of Rudolf Schricker Rotmord \u00fcber M\u00fcnchen published in 1934, and Die Blutchronik des Marxismus in Deutschland by Adolf Ehrt and Hans Roden.In 1930 Feinkost K\u00e4fer was founded in Munich, the K\u00e4fer catering business is now a world leading party service.The city was the site where the 1938 Munich Agreement signed between the United Kingdom and the Third French Republic with Nazi Germany as part of the Franco-British policy of appeasement. The British Prime Minister Neville Chamberlain assented to the German annexation of Czechoslovakia's Sudetenland in the hopes of satisfying Hitler's territorial expansion.The Munich-Riem Airport was completed in October 1939.On 8 November 1939, shortly after the Second World War had begun, Georg Elser planted a bomb in the B\u00fcrgerbr\u00e4ukeller in Munich in an attempt to assassinate Adolf Hitler, who held a political party speech. Hitler, however, had left the building minutes before the bomb went off. By mid 1942 the majority of Jews living in Munich and the suburbs had been deported.\r\nDuring the war, Munich was the location of multiple forced labour camps, including two Polenlager camps for Polish youth, and 40 subcamps of the Dachau concentration camp, in which men and women of various nationalities were held. With up to 17,000 prisoners in 1945, the largest subcamp of Dachau was the Munich-Allach concentration camp.\r\nMunich was the base of the White Rose, a student resistance movement. The group had distributed leaflets in several cities and following the 1943 Battle of Stalingrad members of the group stenciled slogans such as \"Down with Hitler\" and \"Hitler the Mass Murderer\" on public buildings in Munich. The core members were arrested and executed after Sophie Scholl and her brother Hans Scholl were caught distributing leaflets on Munich University campus calling upon the youth to rise against Hitler.The city was heavily damaged by the bombing of Munich in World War II, with 71 air raids over five years. US troops liberated Munich on 30 April 1945.\r\n\r\n\r\n=== Postwar ===\r\nIn the aftermath of World War II, Germany and Japan were subject to US Military occupation. Due to Polish annexation of the Former eastern territories of Germany and expulsion of Germans from all over Eastern Europe, Munich operated over a thousand refugee camps for 151,113 people in October 1946. After US occupation Munich was completely rebuilt following a meticulous plan, which preserved its pre-war street grid, bar a few exceptions owing to then modern traffic concepts. In 1957, Munich's population surpassed one million. The city continued to play a highly significant role in the German economy, politics and culture, giving rise to its nickname Heimliche Hauptstadt (\"secret capital\") in the decades after World War II.", "start_char_idx": 17431, "end_char_idx": 22073, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c44ebf74-d1d4-474e-80c3-70c3a839f555": {"__data__": {"id_": "c44ebf74-d1d4-474e-80c3-70c3a839f555", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "55360c8b-1142-4ab6-a782-c2e5385e4cda", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "c5e32b0b8d2f01c5990e3db3acd3a628d916ee1ce1956439d7df1bc2888fa671", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "4444dad5-26f3-4f4b-a3bf-670eb1b22c2d", "node_type": "1", "metadata": {}, "hash": "0971a40b25ef45072367d63280c1eef1e691a2a41986e87f920670e4de8f4900", "class_name": "RelatedNodeInfo"}}, "text": "US troops liberated Munich on 30 April 1945.\r\n\r\n\r\n=== Postwar ===\r\nIn the aftermath of World War II, Germany and Japan were subject to US Military occupation. Due to Polish annexation of the Former eastern territories of Germany and expulsion of Germans from all over Eastern Europe, Munich operated over a thousand refugee camps for 151,113 people in October 1946. After US occupation Munich was completely rebuilt following a meticulous plan, which preserved its pre-war street grid, bar a few exceptions owing to then modern traffic concepts. In 1957, Munich's population surpassed one million. The city continued to play a highly significant role in the German economy, politics and culture, giving rise to its nickname Heimliche Hauptstadt (\"secret capital\") in the decades after World War II. In Munich, the Bayerischer Rundfunk began its first television broadcast in 1954.The Free State of Bavaria used the arms industry as kernel for its high tech development policy. Since 1963, Munich has been hosting the Munich Security Conference, held annually in the Hotel Bayerischer Hof. Munich also became known on the political level due to the strong influence of Bavarian politician Franz Josef Strauss from the 1960s to the 1980s. The Munich Airport, which commenced operations in 1992, was named in his honor.In the early 1960s Dieter Kunzelmann was expelled from the Situationist International and founded an influential group called Subversive Aktion in Munich. Kunzelmann was also active in West Berlin, and became known for using situationist avant-garde as a cover for political violence.\r\nMunich hosted the 1972 Summer Olympics. After winning the bid in 1966 the Mayor of Munich Hans-Jochen Vogel accelerated the construction of the U-Bahn subway and the S-Bahn metropolitan commuter railway. In May 1967 the construction work began for a new U-Bahn line connecting the city with the Olympic Park. The Olympic Park subway station was built near the BMW Headquarters and the line was completed May 1972, three months before the opening of the 1972 Summer Olympics. Shortly before the opening ceremony, Munich also inaugurated a sizable pedestrian priority zone between Karlsplatz and Marienplatz. In 1970 the Munich city council released funds so that the iconic gothic facade and Glockenspiel of the New City Hall (Neues Rathaus) could be restored.During 1972 Summer Olympics 11 Israeli athletes were murdered by Palestinian terrorists in the Munich massacre, when gunmen from the Palestinian \"Black September\" group took hostage members of the Israeli Olympic team.The most deadly militant attack the Federal Republic of Germany has ever witnessed, was the Oktoberfest bombing. The attack was eventually blamed on militant Neo-Nazism.\r\nMunich and its urban sprawl emerged as leading German high tech region during the 1980s and 1990s. The urban economy of Munich became characterized by a dynamic labour market, low unemployment, a growing service economy and high per capita income. Munich is home of the famous Nockherberg Strong Beer Festival during the Lenten fasting period (usually in March). Its origins go back to the 17th/18th century, but has become popular when the festivities were first televised in the 1980s. The fest includes comical speeches and a mini-musical in which numerous German politicians are parodied by look-alike actors.In 2007 the ecological restoration of the river Isar in the urban area of Munich was awarded the Water Development Prize by the German Association for Water, Wastewater and Waste (known as DWA in German). The renaturation of the Isar allows for the near natural development of the river bed and is part of Munich's flood protection. About 20 percent of buildings in Munich now have a green roof, the Munich city council has been encouraging better stormwater management since the 1990s with regulations and subsidies.On the fifth anniversary of the 2011 Norway attacks an active shooter perpetrated a hate crime. The 2016 Munich shooting targeted people of Turkish and Arab descent.Munich was one of the host cities for UEFA Euro 2020, which was delayed for a year due to the COVID-19 pandemic in Germany, and is planned to be a host city for UEFA Euro 2024.\r\n\r\n\r\n== Geography ==\r\n\r\n\r\n=== Topography ===\r\nMunich lies on the elevated plains of Upper Bavaria, about 50 km (31 mi) north of the northern edge of the Alps, at an altitude of about 520 m (1,706 ft) ASL. The local rivers are the Isar and the W\u00fcrm. Munich is situated in the Northern Alpine Foreland.", "start_char_idx": 21275, "end_char_idx": 25797, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "4444dad5-26f3-4f4b-a3bf-670eb1b22c2d": {"__data__": {"id_": "4444dad5-26f3-4f4b-a3bf-670eb1b22c2d", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c44ebf74-d1d4-474e-80c3-70c3a839f555", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "d54901e34a151f88bf88228a550c5e97d20d48cc7d0611d09bf32d4e99c6c2d0", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e36294e6-7882-4671-8daf-528e1c401c75", "node_type": "1", "metadata": {}, "hash": "f723ff567df0e8a54b817ed3405a7f1bdb4eef2d98131521e1dafffb996b3dc6", "class_name": "RelatedNodeInfo"}}, "text": "About 20 percent of buildings in Munich now have a green roof, the Munich city council has been encouraging better stormwater management since the 1990s with regulations and subsidies.On the fifth anniversary of the 2011 Norway attacks an active shooter perpetrated a hate crime. The 2016 Munich shooting targeted people of Turkish and Arab descent.Munich was one of the host cities for UEFA Euro 2020, which was delayed for a year due to the COVID-19 pandemic in Germany, and is planned to be a host city for UEFA Euro 2024.\r\n\r\n\r\n== Geography ==\r\n\r\n\r\n=== Topography ===\r\nMunich lies on the elevated plains of Upper Bavaria, about 50 km (31 mi) north of the northern edge of the Alps, at an altitude of about 520 m (1,706 ft) ASL. The local rivers are the Isar and the W\u00fcrm. Munich is situated in the Northern Alpine Foreland. The northern part of this sandy plateau includes a highly fertile flint area which is no longer affected by the folding processes found in the Alps, while the southern part is covered with morainic hills. Between these are fields of fluvio-glacial out-wash, such as around Munich. Wherever these deposits get thinner, the ground water can permeate the gravel surface and flood the area, leading to marshes as in the north of Munich.\r\n\r\n\r\n=== Climate ===\r\nMunich is located in close proximity of the Alps. Munich has an oceanic climate (Cfb) under the K\u00f6ppen climate classification. Annual variation in temperature can be significant, as there are no substantial bodies of water nearby. The winter in Munich is generally cold and overcast, while some Munich winters can be marked by significant snow. January is the coldest month. While winter averages remain only moderately cold, and relatively mild for an elevated inland location of its latitude, inversion from the nearby Alps cause cold air to sink and result temperatures below \u221215 \u00b0C (5 \u00b0F). In Munich the summer is usually pleasantly warm, with daytime temperatures averaging 25 \u00b0C (77 \u00b0F)\r\nMunich is subject to active convective seasons and on occasion damaging events. The Alpine thunderstorm system moves along the mountain range, or detaches, heading east-north-east over the foothills of the Alps.At Munich's official weather stations, the highest and lowest temperatures ever measured are 37.5 \u00b0C (100 \u00b0F), on 27 July 1983 in Trudering-Riem, and \u221231.6 \u00b0C (\u221224.9 \u00b0F), on 12 February 1929 in the Botanic Garden of the city.\r\n\r\n\r\n==== Climate change ====\r\nIn Munich, the general trend of global warming with a rise of medium yearly temperatures of about 1 \u00b0C in Germany over the last 120 years can be observed as well. In November 2016 the city council concluded officially that a further rise in medium temperature, a higher number of heat extremes, a rise in the number of hot days and nights with temperatures higher than 20 \u00b0C (tropical nights), a change in precipitation patterns, as well as a rise in the number of local instances of heavy rain, is to be expected as part of the ongoing climate change. The city administration decided to support a joint study from its own Referat f\u00fcr Gesundheit und Umwelt (department for health and environmental issues) and the German Meteorological Service that will gather data on local weather. The data is supposed to be used to create a plan for action for adapting the city to better deal with climate change as well as an integrated action program for climate protection in Munich. With the help of those programs issues regarding spatial planning and settlement density, the development of buildings and green spaces as well as plans for functioning ventilation in a cityscape can be monitored and managed.\r\n\r\n\r\n== Demographics ==\r\n\r\nFrom only 24,000 inhabitants in 1700, the city population doubled about every 30 years. It was 100,000 in 1852, 250,000 in 1883 and 500,000 in 1901. Since then, Munich has become Germany's third-largest city. In 1933, 840,901 inhabitants were counted, and in 1957 over 1 million. Munich has reached 1.5 million in 2022.\r\n\r\n\r\n=== Immigration ===\r\nIn July 2017, Munich had 1.42 million inhabitants; 421,832 foreign nationals resided in the city as of 31 December 2017 with 50.7% of these residents being citizens of EU member states, and 25.2% citizens in European states not in the EU (including Russia and Turkey).", "start_char_idx": 24971, "end_char_idx": 29257, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e36294e6-7882-4671-8daf-528e1c401c75": {"__data__": {"id_": "e36294e6-7882-4671-8daf-528e1c401c75", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "4444dad5-26f3-4f4b-a3bf-670eb1b22c2d", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "32295b1099aabde184320e25058f2b11a49cc03e94109abf6cb69b9e60673576", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "773ee539-89d0-4bc1-ad74-a4a0ece892e3", "node_type": "1", "metadata": {}, "hash": "24e0271565fb74141eabfd9d9ec739ff8a0312c213b73a26d7447f73255f2efe", "class_name": "RelatedNodeInfo"}}, "text": "== Demographics ==\r\n\r\nFrom only 24,000 inhabitants in 1700, the city population doubled about every 30 years. It was 100,000 in 1852, 250,000 in 1883 and 500,000 in 1901. Since then, Munich has become Germany's third-largest city. In 1933, 840,901 inhabitants were counted, and in 1957 over 1 million. Munich has reached 1.5 million in 2022.\r\n\r\n\r\n=== Immigration ===\r\nIn July 2017, Munich had 1.42 million inhabitants; 421,832 foreign nationals resided in the city as of 31 December 2017 with 50.7% of these residents being citizens of EU member states, and 25.2% citizens in European states not in the EU (including Russia and Turkey). Along with the Turks, the Croats are one of the two largest foreign minorities in the city, which is why some Croats refer to Munich as their \"second capital.\" The largest groups of foreign nationals were Turks (39,204), Croats (33,177), Italians (27,340), Greeks (27,117), Poles (27,945), Austrians (21,944), and Romanians (18,085).\r\n\r\n\r\n=== Religion ===\r\nAbout 45% of Munich's residents are not affiliated with any religious group; this ratio represents the fastest growing segment of the population. As in the rest of Germany, the Catholic and Protestant churches have experienced a continuous decline in membership. As of 31 December 2017, 31.8% of the city's inhabitants were Catholic, 11.4% Protestant, 0.3% Jewish, and 3.6% were members of an Orthodox Church (Eastern Orthodox or Oriental Orthodox). About 1% adhere to other Christian denominations. There is also a small Old Catholic parish and an English-speaking parish of the Episcopal Church in the city. According to Munich Statistical Office, in 2013 about 8.6% of Munich's population was Muslim.\r\nMunich has the largest Uyghur population with about 800 (whole Germany about 1,600) people with Uyghur diaspora. Many of them fled to Munich due to the Chinese government and are exiled in Munich. Munich is also home to World Uyghur Congress, which is an international organisation of exiled Uyghurs.\r\n\r\n\r\n== Government and politics ==\r\nAs the capital of Bavaria, Munich is an important political centre for both the state and country as a whole. It is the seat of the Landtag of Bavaria, the State Chancellery, and all state departments. Several national and international authorities are located in Munich, including the Federal Finance Court of Germany, the German Patent Office and the European Patent Office.\r\n\r\n\r\n=== Mayor ===\r\nThe current mayor of Munich is Dieter Reiter, he is Social Democratic Party of Germany (SPD). He was elected in 2014 and re-elected in 2020. Bavaria has been dominated by the Christian Social Union in Bavaria (CSU) on a federal, state, and local level since the establishment of the Federal Republic in 1949. The Munich city council is called the Stadtrat.\r\nThe most recent mayoral election was held on 15 March 2020, with a runoff held on 29 March, and the results were as follows:\r\n\r\n\r\n=== City council ===\r\nThe Munich city council (Stadtrat) governs the city alongside the Mayor. The most recent city council election was held on 15 March 2020, and the results were as follows:\r\n\r\n\r\n=== State Landtag ===\r\nIn the Landtag of Bavaria, Munich is divided between nine constituencies. After the 2018 Bavarian state election, the composition and representation of each was as follows:\r\n\r\n\r\n=== Federal parliament ===\r\nIn the Bundestag, Munich is divided between four constituencies. In the 20th Bundestag, the composition and representation of each was as follows:\r\n\r\n\r\n=== Subdivisions ===\r\n\r\nSince the reform of 1992, Munich is divided into 25 administrative boroughs (Stadtbezirke). They are subdivided into 105 statistical areas.", "start_char_idx": 28621, "end_char_idx": 32284, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "773ee539-89d0-4bc1-ad74-a4a0ece892e3": {"__data__": {"id_": "773ee539-89d0-4bc1-ad74-a4a0ece892e3", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "e36294e6-7882-4671-8daf-528e1c401c75", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "422146461e555b8afa141bc5853af706791e3510d269dc93d68035e634666848", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "71473290-87c3-428b-8ea6-a4b59ecea40e", "node_type": "1", "metadata": {}, "hash": "b3b9f34efcd008c674cb6b5b251c1da28bc264d4b46e588fe95cf498c4152915", "class_name": "RelatedNodeInfo"}}, "text": "The most recent city council election was held on 15 March 2020, and the results were as follows:\r\n\r\n\r\n=== State Landtag ===\r\nIn the Landtag of Bavaria, Munich is divided between nine constituencies. After the 2018 Bavarian state election, the composition and representation of each was as follows:\r\n\r\n\r\n=== Federal parliament ===\r\nIn the Bundestag, Munich is divided between four constituencies. In the 20th Bundestag, the composition and representation of each was as follows:\r\n\r\n\r\n=== Subdivisions ===\r\n\r\nSince the reform of 1992, Munich is divided into 25 administrative boroughs (Stadtbezirke). They are subdivided into 105 statistical areas.\r\nAllach-Untermenzing (23), Altstadt-Lehel (1), Aubing-Lochhausen-Langwied (22), Au-Haidhausen (5), Berg am Laim (14), Bogenhausen (13), Feldmoching-Hasenbergl (24), Hadern (20), Laim (25), Ludwigsvorstadt-Isarvorstadt (2), Maxvorstadt (3), Milbertshofen-Am Hart (11), Moosach (10), Neuhausen-Nymphenburg (9), Obergiesing (17), Pasing-Obermenzing (21), Ramersdorf-Perlach (16), Schwabing-Freimann (12), Schwabing-West (4), Schwanthalerh\u00f6he (8), Sendling (6), Sendling-Westpark (7), Thalkirchen-Obersendling-Forstenried-F\u00fcrstenried-Solln (19), Trudering-Riem (15), and Untergiesing-Harlaching (18).\r\nThere is no official division into districts. The number of districts is about 50, and if smaller units are counted as well, there are about 90 to 100 (see map). The three largest districts are Schwabing in the north (about 110,000 inhabitants), Sendling in the southwest (about 100,000 inhabitants), and Giesing in the south (about 80,000 inhabitants).\r\n\r\n\r\n== Architecture ==\r\n\r\n\r\n=== Old Town ===\r\nAt the centre of the old town is the Marienplatz with the Old Town Hall and the New Town Hall. Its tower contains the Rathaus-Glockenspiel. The Peterskirche is the oldest church of the inner city. Nearby St. Peter the Gothic hall-church Heiliggeistkirche was converted to baroque style from 1724 onwards and looks down upon the Viktualienmarkt. Three gates of the demolished medieval fortification survive, these are the Isartor, the Sendlinger Tor, and the Karlstor. The Karlstor leads up to the Stachus, a square dominated by the Justizpalast (Palace of Justice).\r\nThe Frauenkirche serves as the cathedral for the Catholic Archdiocese of Munich and Freising. The nearby Michaelskirche is the largest renaissance church north of the Alps, while the Theatinerkirche is a basilica in Italianate high baroque, which had a major influence on southern German baroque architecture. Its dome dominates the Odeonsplatz.\r\n\r\n\r\n=== Palaces and castles ===\r\nSchloss Nymphenburg (Nymphenburg Palace, construction started 1664) is a museum open to the public for tours.The smaller Schloss F\u00fcrstenried (F\u00fcrstenried Palace, construction 1715\u20131717) is used by the Archdiocese of Munich and Freising as a conference location.Schloss Blutenburg (Blutenburg Castle) opened as a children's library in 2024, but visitors may tour the late-Gothic Blutenburg Castle Church built on the same grounds.The large Munich Residenz complex on the edge of Munich's Old Town now ranks among Europe's most significant museums of interior decoration. Within the Residenz is the splendid Cuvilli\u00e9s Theatre and next door is the National Theatre Munich. Among the mansions that still exist in Munich are the Palais Porcia, the Palais Preysing, the Palais Holnstein and the Prinz-Carl-Palais. All mansions are situated close to the Residenz, so is the Alter Hof, the first residence of the House of Wittelsbach.\r\n\r\n\r\n=== Modernist architecture ===\r\nDespite Munich being the breeding ground for German Jugendstil, starting with the architect Martin D\u00fclfer, Munich Jugendstil style was quickly submerged in historic trash. While the modernist architect Theodor Fischer was based in Munich, his influence on Munich underwhelmed. Prior to 1914 the city of Munich was under-industrialized.", "start_char_idx": 31637, "end_char_idx": 35530, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "71473290-87c3-428b-8ea6-a4b59ecea40e": {"__data__": {"id_": "71473290-87c3-428b-8ea6-a4b59ecea40e", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "773ee539-89d0-4bc1-ad74-a4a0ece892e3", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "76528250abb5ca31bf79aab3bce3b764b84257035acfa5d685a9029704cb3c06", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "fb3adc69-05a0-459e-b387-c62ae22c8d6a", "node_type": "1", "metadata": {}, "hash": "5146010c472adab2936f0b1bee5b6d3445f21bc62705b3acb3a9885d3bd7c1e2", "class_name": "RelatedNodeInfo"}}, "text": "Within the Residenz is the splendid Cuvilli\u00e9s Theatre and next door is the National Theatre Munich. Among the mansions that still exist in Munich are the Palais Porcia, the Palais Preysing, the Palais Holnstein and the Prinz-Carl-Palais. All mansions are situated close to the Residenz, so is the Alter Hof, the first residence of the House of Wittelsbach.\r\n\r\n\r\n=== Modernist architecture ===\r\nDespite Munich being the breeding ground for German Jugendstil, starting with the architect Martin D\u00fclfer, Munich Jugendstil style was quickly submerged in historic trash. While the modernist architect Theodor Fischer was based in Munich, his influence on Munich underwhelmed. Prior to 1914 the city of Munich was under-industrialized. During the Weimar Republic, the Munich establishment was hostile to modernism. The TUM professor German Bestelmeyer favored a conservative style, and Jacobus Oud was rejected for the post of city building chief. Modernist exceptions include a series of post offices by Robert Vorhoelzer built in the late 1920s and early 1930s. Examples of avant-garde temporary constructions include the Wohnmaschine (Housing Machine) by Robert Vorhoelzer, as well as the Flachdachhaus (Flat Roof House) by Fritz Norkauer. Paul Schultze-Naumburg, and the Kampfbund enjoyed particular popularity.\r\n\r\n\r\n=== High rise buildings ===\r\nSeveral high-rise buildings are clustered at the northern edge of Munich in the skyline, like the HVB Tower, the Arabella High-Rise Building, the Highlight Towers, Uptown Munich, M\u00fcnchner Tor and the BMW Headquarters next to the Olympic Park. Further high-rise buildings are located in the Werksviertel in Berg am Laim.\r\n\r\n\r\n=== Long-term residential development ===\r\nMunich is subject to a long-term residential development plan that is established by the city administration of Munich. The LaSie (\"Langfristige Siedlungsentwicklung\") was passed in 2011 in response to the acute housing crisis. LaSie is aligned with the strategic development plan passed for Munich in 1998 (\"Perspektive M\u00fcnchen\"). LaSie defines three priorities for the construction of residential housing in Munich. Existing housing estates, post-war low-density developments, and the suburban area are subject to densification (\"Nachverdichtung\"). Non-residential industrial areas are subject to conservation and will be turned into residential and mixed-use areas. On greenfield sites in the Munich periphery medium and large-scale housing estates are to be built so as to extend Munich's urban center.\r\n\r\n\r\n== Parks ==\r\nFriedrich Ludwig von Sckell became famous for designing the Englischer Garten between 1789 and 1807. Besides planning the first public garden in Europe, Sckell also redesigned Baroque gardens as landscape gardens, including the parks of Nymphenburg Palace and the Botanischer Garten M\u00fcnchen-Nymphenburg.Other large green spaces are the Olympiapark, the Westpark and the Ostpark. The city's oldest park is the Hofgarten, near the Residenz, dating back to the 16th century. The site of the largest beer garden in town, the former royal Hirschgarten, was founded in 1780.\r\n\r\n\r\n== Sports ==\r\n\r\n\r\n=== Football ===\r\n\r\nMunich is home to several professional Association football teams including the FC Bayern Munich. Other notable clubs include 1860 Munich, who currently play in the 3. Liga, and former Bundesliga club SpVgg Unterhaching, who currently play in the 3. Liga.\r\n\r\n\r\n=== Basketball ===\r\nFC Bayern Munich Basketball is currently playing in the Beko Basket Bundesliga. The city hosted the final stages of the FIBA EuroBasket 1993, where the German national basketball team won the gold medal.\r\n\r\n\r\n=== Ice hockey ===\r\nThe city's ice hockey club is EHC Red Bull M\u00fcnchen who play in the Deutsche Eishockey Liga. The team has won four DEL Championships, in 2016, 2017, 2018 and 2023.\r\n\r\n\r\n=== Olympics ===\r\nMunich hosted the 1972 Summer Olympics; the Munich massacre took place in the Olympic village. It was one of the host cities for the 2006 Football World Cup, which was not held in Munich's Olympic Stadium, but in a new football specific stadium, the Allianz Arena. Munich bid to host the 2018 Winter Olympic Games, but lost to Pyeongchang. In September 2011 the DOSB President Thomas Bach confirmed that Munich would bid again for the Winter Olympics in the future. These plans were abandoned some time later.", "start_char_idx": 34801, "end_char_idx": 39155, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "fb3adc69-05a0-459e-b387-c62ae22c8d6a": {"__data__": {"id_": "fb3adc69-05a0-459e-b387-c62ae22c8d6a", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "71473290-87c3-428b-8ea6-a4b59ecea40e", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "52e23aa168dbece2b4be56b0d9c100e93426cd6589e9188d294c5b4dfea3c258", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "8d4fc8f2-0329-4a01-9c76-6aeabbcc87c3", "node_type": "1", "metadata": {}, "hash": "0bbd9d6627dd7b7d755f063dde1c701c0ab632aa7b0c2f93684599ebeb163f6c", "class_name": "RelatedNodeInfo"}}, "text": "=== Ice hockey ===\r\nThe city's ice hockey club is EHC Red Bull M\u00fcnchen who play in the Deutsche Eishockey Liga. The team has won four DEL Championships, in 2016, 2017, 2018 and 2023.\r\n\r\n\r\n=== Olympics ===\r\nMunich hosted the 1972 Summer Olympics; the Munich massacre took place in the Olympic village. It was one of the host cities for the 2006 Football World Cup, which was not held in Munich's Olympic Stadium, but in a new football specific stadium, the Allianz Arena. Munich bid to host the 2018 Winter Olympic Games, but lost to Pyeongchang. In September 2011 the DOSB President Thomas Bach confirmed that Munich would bid again for the Winter Olympics in the future. These plans were abandoned some time later.\r\n\r\n\r\n=== Road running ===\r\nRegular annual road running events in Munich are the Munich Marathon in October, the Stadtlauf end of June, the company run B2Run in July, the New Year's Run on 31 December, the Spartan Race Sprint, the Olympia Alm Crosslauf and the Bestzeitenmarathon.\r\n\r\n\r\n=== Swimming ===\r\nPublic sporting facilities in Munich include ten indoor swimming pools and eight outdoor swimming pools, which are operated by the Munich City Utilities (SWM) communal company. Popular indoor swimming pools include the Olympia Schwimmhalle of the 1972 Summer Olympics, the wave pool Cosimawellenbad, as well as the M\u00fcllersches Volksbad which was built in 1901. Further, swimming within Munich's city limits is also possible in several artificial lakes such as for example the Riemer See or the Langwieder lake district.\r\n\r\n\r\n=== River surfing ===\r\nRiver surfing is a popular sport in Munich. The Flosskanal wave in the south of Munich is less challenging. A well visited surfing spot for experienced surfers is the Eisbach standing wave, where the annual Munich Surf Open is celebrated on the last Saturday of July.\r\n\r\n\r\n== Culture ==\r\n\r\n\r\n=== Language ===\r\n\r\nGerman is spoken and understood in and around Munich. While the German language has many dialects, so-called \"Standard German\" or \"High German\" is learned in schools and spoken among Germans, Austrians and in some parts of Switzerland. A speaker of a Low German dialect in Hamburg may find it difficult to understand the dialect of a Bavarian mountaineer. The Bavarian dialects are recognized as regional language and continues to be spoken alongside Standard German.\r\n\r\n\r\n=== Museums ===\r\nThe gothic Morris dancers of Erasmus Grasser are exhibited in the Munich City Museum in the old gothic arsenal building in the inner city.\r\nIn 1903 Oskar von Miller assembled a group of engineers and industrialists, who chartered the Deutsches Museum. The Museum was built with the financial support of the German business and imperial nobility community, as well as the blessing of Wilhelm II, German Emperor. The Deutsches Museum had its grand opening in 1925, but has undergone a reinvention recently. The Deutsches Museum now operates three locations. The original site in central Munich continues to expand its exhibits.\r\nThe city has several important art galleries, most of which can be found in the Kunstareal. The Lenbachhaus displays works of the movement Der Blaue Reiter (The Blue Rider), a Munich-based modernist art.\r\nStarting in 1970s, German municipalities started to respond to cultural tourism and invested in public museums. The Neue Pinakothek, like other German museums, was wholly reconstructed from 1974 until 1981. The Pinakothek der Moderne lets the public see an eclectic mix of contemporary art and the principle attention of the permanent collection is Classical Moderns. But the displays are enhanced continuously with spectacular gifts from private collections.City guides published in the early 1860s directed tourists to Munich's architecture and art collections, which at the time were unique in Germany and are a legacy mainly of Ludwig I of Bavaria, with contributions from Maximilian II of Bavaria. The Alte Pinakothek contains works of European masters between the 14th and 18th centuries. Major displays include Albrecht D\u00fcrer's Self-Portrait (1500), his Four Apostles, Raphael's paintings The Canigiani Holy Family and Madonna Tempi as well as Peter Paul Rubens large Judgment Day.   \r\n\r\nAn extensive collection of Greek and Roman art is held in the Glyptothek and the Staatliche Antikensammlungen (the State Antiquities Collections). Works on display include the Medusa Rondanini, the Barberini Faun and figures from the Temple of Aphaea on Aegina for the Glyptothek.", "start_char_idx": 38440, "end_char_idx": 42916, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "8d4fc8f2-0329-4a01-9c76-6aeabbcc87c3": {"__data__": {"id_": "8d4fc8f2-0329-4a01-9c76-6aeabbcc87c3", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "fb3adc69-05a0-459e-b387-c62ae22c8d6a", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "634891fb6efd9a1f743dc049027d46abdd4e6b042dc2e345ba7c3aea6391b517", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "869205e9-dd50-4715-9b79-c223b50c1bbc", "node_type": "1", "metadata": {}, "hash": "f0e3d445c3e5f96060bc147d235349d6a66fcfa95b9d801f4ab3b0dc15aff7e6", "class_name": "RelatedNodeInfo"}}, "text": "The Alte Pinakothek contains works of European masters between the 14th and 18th centuries. Major displays include Albrecht D\u00fcrer's Self-Portrait (1500), his Four Apostles, Raphael's paintings The Canigiani Holy Family and Madonna Tempi as well as Peter Paul Rubens large Judgment Day.   \r\n\r\nAn extensive collection of Greek and Roman art is held in the Glyptothek and the Staatliche Antikensammlungen (the State Antiquities Collections). Works on display include the Medusa Rondanini, the Barberini Faun and figures from the Temple of Aphaea on Aegina for the Glyptothek. Another interesting museum is the Staatliche Sammlung f\u00fcr \u00c4gyptische Kunst (the State Collection of Egyptian Art).Several public collections of the Ludwig Maximilian University of Munich are still housed in the Kunstareal. The expanded state collections are housed in the Pal\u00e4ontologisches Museum M\u00fcnchen, and the Zoologische Staatssammlung M\u00fcnchen. After the first German art exhibition in the Glaspalast for an international audience in 1869, Munich emerged as a focal point for the arts. Men of distinction from around the world visited the Academy of Fine Arts under the directorship of Karl von Piloty and later Wilhelm von Kaulbach.The Museum Five Continents is the second largest collection in Germany of artefacts and objects from outside Europe, while the Bavarian National Museum and the adjoining Bavarian State Archaeological Collection display regional art and cultural history. The Schackgalerie is an important gallery of German 19th-century paintings.The memorial museum of the former Dachau concentration camp is just outside the city.\r\n\r\n\r\n=== Music ===\r\nMunich is a major international musical centre and has played host to many prominent composers including Orlande de Lassus, Wolfgang Amadeus Mozart, Carl Maria von Weber, Richard Wagner, Gustav Mahler, Richard Strauss, Max Reger and Carl Orff. Some of classical music's best-known compositions have been created in and around Munich by composers born in the area, for example, Richard Strauss's tone poem Also sprach Zarathustra or Carl Orff's Carmina Burana.\r\n\r\n\r\n=== Opera ===\r\nRichard Wagner was a supporter of William I, German Emperor, but Wagner only found a generous patron in Ludwig II of Bavaria. 1870 til 1871 Wagner premiered Die Meistersinger von N\u00fcrnberg (The Mastersingers of Nuremberg) in Munich, a popular success for Wagner and King Ludwig II. Wagner premiered at the Hoftheater, now the National Theatre Munich, with Angelo Quaglio the Younger designing the premiere production.The National Theatre Munich is now the home of the Bavarian State Opera and the Bavarian State Orchestra. Next door, the modern Residenz Theatre was erected in the building that also houses the Cuvilli\u00e9s Theatre. The Staatstheater am G\u00e4rtnerplatz is a state theater while another opera house, the Prinzregententheater, has become the home of the Bavarian Theater Academy and the Munich Chamber Orchestra.\r\n\r\n\r\n=== Orchestra ===\r\nThe modern Gasteig centre houses the Munich Philharmonic Orchestra. The third orchestra in Munich with international importance is the Bavarian Radio Symphony Orchestra. Its primary concert venue is the Herkulessaal in the former city royal residence, the Munich Residenz. Many important conductors have been attracted by the city's orchestras, including Felix Weingartner, Hans Pfitzner, Hans Rosbaud, Hans Knappertsbusch, Sergiu Celibidache, James Levine, Christian Thielemann, Lorin Maazel, Rafael Kubel\u00edk, Eugen Jochum, Sir Colin Davis, Mariss Jansons, Bruno Walter, Georg Solti, Zubin Mehta and Kent Nagano. A stage for shows, big events and musicals is the Deutsche Theater. It is Germany's largest theatre for guest performances.\r\n\r\n\r\n=== Pop and electronica ===\r\nMunich was the centre of Krautrock in southern Germany, with many important bands such as Amon D\u00fc\u00fcl II, Embryo or Popol Vuh hailing from the city. In the 1970s, the Musicland Studios developed into one of the most prominent recording studios in the world, with bands such as the Rolling Stones, Led Zeppelin, Deep Purple and Queen recording albums there. Munich also played a significant role in the development of electronic music, with genre pioneer Giorgio Moroder, who invented synth disco and electronic dance music, and Donna Summer, one of disco music's most important performers, both living and working in the city.", "start_char_idx": 42344, "end_char_idx": 46710, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "869205e9-dd50-4715-9b79-c223b50c1bbc": {"__data__": {"id_": "869205e9-dd50-4715-9b79-c223b50c1bbc", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "8d4fc8f2-0329-4a01-9c76-6aeabbcc87c3", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "de5fa071fb277052854be206b7d32f50698b6f77b29e0fc29b0f8addedf46324", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "23f3f4d1-fffe-4724-8aab-1284f2f14f22", "node_type": "1", "metadata": {}, "hash": "cedca1cbb073b5184e7ebfc8575356f732b79bb5c655261be282c38afd3fdba1", "class_name": "RelatedNodeInfo"}}, "text": "A stage for shows, big events and musicals is the Deutsche Theater. It is Germany's largest theatre for guest performances.\r\n\r\n\r\n=== Pop and electronica ===\r\nMunich was the centre of Krautrock in southern Germany, with many important bands such as Amon D\u00fc\u00fcl II, Embryo or Popol Vuh hailing from the city. In the 1970s, the Musicland Studios developed into one of the most prominent recording studios in the world, with bands such as the Rolling Stones, Led Zeppelin, Deep Purple and Queen recording albums there. Munich also played a significant role in the development of electronic music, with genre pioneer Giorgio Moroder, who invented synth disco and electronic dance music, and Donna Summer, one of disco music's most important performers, both living and working in the city. In the late 1990s, Electroclash was substantially co-invented if not even invented in Munich, when DJ Hell introduced and assembled international pioneers of this musical genre through his International DeeJay Gigolo Records label here.Other notable musicians and bands from Munich include Konstantin Wecker, Willy Astor, Spider Murphy Gang, M\u00fcnchener Freiheit, Lou Bega, Megaherz, FSK, Colour Haze and Sportfreunde Stiller.Munich hosted several Love Parades and Mayday Party rave events throughout the 1990s. Munich continues to rave, the local youth scenes are active.\r\n\r\n\r\n=== Theatre ===\r\nThe Munich Kammerspiele is one of the most important German-language theaters. Since Gotthold Ephraim Lessing's premieres in 1775 many important writers have staged their plays in Munich, they include Christian Friedrich Hebbel, Henrik Ibsen, and Hugo von Hofmannsthal.\r\n\r\n\r\n=== Schwabing ===\r\nAt the turn of the 20th century Schwabing was a preeminent cultural metropolis. Schwabing was an epicenter for both literature and the fine arts, with numerous German and non-German artists living there.Vladimir Lenin authored What Is to Be Done? while living in Schwabing. Central to Schwabing's bohemian scene were K\u00fcnstlerlokale (Artist's Caf\u00e9s) like Caf\u00e9 Stefanie or Kabarett Simpl, whose liberal ways differed fundamentally from Munich's more traditional localities. The Simpl, which survives to this day, was named after Munich's anti-authoritarian satirical magazine Simplicissimus, founded in 1896 by Albert Langen and Thomas Theodor Heine, which quickly became an important organ of the Schwabinger Boh\u00e8me. Its caricatures and biting satirical attacks on Wilhelmine German society were the result of countless of collaborative efforts by many of the best visual artists and writers from Munich and elsewhere.In 1971 Eckart Witzigmann teamed up with a Munich building contractor to finance and open the Tantris restaurant in Schwabing. Witzigmann is credited for starting the German K\u00fcchenwunder (kitchen wonder).\r\n\r\n\r\n=== Biedermeier ===\r\nThe Biedermeier era was named after a character that regularly appeared in the satire magazine M\u00fcnchner Fliegende Bl\u00e4tter (Loose Munich Pages), which was published by Adolf Kussmaul and Ludwig Eichrodt in Munich between 1855 and 1857. Biedermeier was a synonym for arts, furniture, and the lifestyle of the nonheroic middle class. The Biedermeier era painters Ferdinand Georg Waldm\u00fcller, Moritz von Schwind, and Carl Spitzweg are shown in the Neue Pinakothek.\r\n\r\n\r\n=== Prinzregentenzeit ===\r\nCelebrity literary figures worked in Munich especially during the final decades of the Kingdom of Bavaria, the so-called Prinzregentenzeit (literally prince regent's time) under the reign of Luitpold, Prince Regent of Bavaria. This includes Thomas Mann, Heinrich Mann, Paul Johann Ludwig von Heyse, Rainer Maria Rilke, Ludwig Thoma, Fanny zu Reventlow, Oskar Panizza, Gustav Meyrink, Max Halbe, Erich M\u00fchsam and Frank Wedekind.\r\n\r\n\r\n=== Weimar Republic ===\r\nThe period immediately before World War I saw continued economic and cultural prominence for the city. Thomas Mann wrote in his novella Gladius Dei about this period: \"M\u00fcnchen leuchtete\" (literally \"Munich shone\").", "start_char_idx": 45928, "end_char_idx": 49910, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "23f3f4d1-fffe-4724-8aab-1284f2f14f22": {"__data__": {"id_": "23f3f4d1-fffe-4724-8aab-1284f2f14f22", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "869205e9-dd50-4715-9b79-c223b50c1bbc", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "d17ecea0d7c75c7293f335ed609f6e532f77c9c08ccc13aa71b4b3bd037a7698", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "2e67fa9a-ca16-4ced-8bdc-fb1fbb05b220", "node_type": "1", "metadata": {}, "hash": "e0f380ff93e4dbc6ef191d9389ab8dced179aefe8306c12507b33176ccaa7364", "class_name": "RelatedNodeInfo"}}, "text": "=== Prinzregentenzeit ===\r\nCelebrity literary figures worked in Munich especially during the final decades of the Kingdom of Bavaria, the so-called Prinzregentenzeit (literally prince regent's time) under the reign of Luitpold, Prince Regent of Bavaria. This includes Thomas Mann, Heinrich Mann, Paul Johann Ludwig von Heyse, Rainer Maria Rilke, Ludwig Thoma, Fanny zu Reventlow, Oskar Panizza, Gustav Meyrink, Max Halbe, Erich M\u00fchsam and Frank Wedekind.\r\n\r\n\r\n=== Weimar Republic ===\r\nThe period immediately before World War I saw continued economic and cultural prominence for the city. Thomas Mann wrote in his novella Gladius Dei about this period: \"M\u00fcnchen leuchtete\" (literally \"Munich shone\"). Munich remained a centre of cultural life during the Weimar Republic, with figures such as Lion Feuchtwanger, Bertolt Brecht, Peter Paul Althaus, Stefan George, Ricarda Huch, Joachim Ringelnatz, Oskar Maria Graf, Annette Kolb, Ernst Toller, Hugo Ball, and Klaus Mann adding to the already established big names.Karl Valentin, the cabaret performer and comedian, is to this day remembered and beloved as a cultural icon of his hometown. Between 1910 and 1940, he wrote and performed in many absurdist sketches and short films that were highly influential, earning him the nickname of \"Charlie Chaplin of Germany\".Liesl Karlstadt, before working together with Valentin, cross-dressed and performed cabaret with yodeling on stage and in Munich's Cafe-Theatres. The cabaret scene was crushed when the Nazis seized power in 1933 and Karlstadt was saved from Nazi sterilization by a doctor. Contemporary Munich cabaret still reverences 1920s cabaret, the Munich alternative rock band F.S.K. absorbs yodels.\r\n\r\n\r\n=== Post-war literature ===\r\nAfter World War II, Munich soon again became a focal point of the German literary scene and remains so to this day, with writers as diverse as Wolfgang Koeppen, Erich K\u00e4stner, Eugen Roth, Alfred Andersch, Elfriede Jelinek, Hans Magnus Enzensberger, Michael Ende, Franz Xaver Kroetz, Gerhard Polt and Patrick S\u00fcskind calling the city their home.\r\n\r\n\r\n=== Fine arts ===\r\nFrom the Gothic to the Baroque era, the fine arts were represented in Munich by artists like Erasmus Grasser, Jan Polack, Johann Baptist Straub, Ignaz G\u00fcnther, Hans Krumpper, Ludwig von Schwanthaler, Cosmas Damian Asam, Egid Quirin Asam, Johann Baptist Zimmermann, Johann Michael Fischer and Fran\u00e7ois de Cuvilli\u00e9s. Munich had already become an important place for painters like Carl Rottmann, Lovis Corinth, Wilhelm von Kaulbach, Carl Spitzweg, Franz von Lenbach, Franz Stuck, Karl Piloty and Wilhelm Leibl.\r\n\r\n\r\n=== Cinema ===\r\nMunich was (and in some cases, still is) home to many of the most important authors of the New German Cinema movement, including Rainer Werner Fassbinder, Werner Herzog, Edgar Reitz and Herbert Achternbusch. In 1971, the Filmverlag der Autoren was founded, cementing the city's role in the movement's history. Munich served as the location for many of Fassbinder's films, among them Ali: Fear Eats the Soul. The Hotel Deutsche Eiche near G\u00e4rtnerplatz was somewhat like a centre of operations for Fassbinder and his \"clan\" of actors. New German Cinema is considered by far the most important artistic movement in German cinema history since the era of German Expressionism in the 1920s.\r\nIn 1919, the Bavaria Film Studios were founded, which developed into one of Europe's largest film studios. Directors like Alfred Hitchcock, Billy Wilder, Orson Welles, John Huston, Ingmar Bergman, Stanley Kubrick, Claude Chabrol, Fritz Umgelter, Rainer Werner Fassbinder, Wolfgang Petersen and Wim Wenders made films there. Among the internationally well-known films produced at the studios are The Pleasure Garden (1925) by Alfred Hitchcock, The Great Escape (1963) by John Sturges, Paths of Glory (1957) by Stanley Kubrick, Willy Wonka & the Chocolate Factory (1971) by Mel Stuart and both Das Boot (1981) and The Neverending Story (1984) by Wolfgang Petersen.", "start_char_idx": 49211, "end_char_idx": 53193, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "2e67fa9a-ca16-4ced-8bdc-fb1fbb05b220": {"__data__": {"id_": "2e67fa9a-ca16-4ced-8bdc-fb1fbb05b220", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "23f3f4d1-fffe-4724-8aab-1284f2f14f22", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "d77388459e4eb0b5f2e48ee27aed8f2c882de4bb8b0397ad6b7ec7ec26dc46f4", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "de64f4ed-0ab5-4654-a5a0-028b9efea2bc", "node_type": "1", "metadata": {}, "hash": "8cbbac0be50825d46c98471d2fb9383474388c254f540b9b199c0765a2cebfe5", "class_name": "RelatedNodeInfo"}}, "text": "In 1919, the Bavaria Film Studios were founded, which developed into one of Europe's largest film studios. Directors like Alfred Hitchcock, Billy Wilder, Orson Welles, John Huston, Ingmar Bergman, Stanley Kubrick, Claude Chabrol, Fritz Umgelter, Rainer Werner Fassbinder, Wolfgang Petersen and Wim Wenders made films there. Among the internationally well-known films produced at the studios are The Pleasure Garden (1925) by Alfred Hitchcock, The Great Escape (1963) by John Sturges, Paths of Glory (1957) by Stanley Kubrick, Willy Wonka & the Chocolate Factory (1971) by Mel Stuart and both Das Boot (1981) and The Neverending Story (1984) by Wolfgang Petersen. Munich remains one of the centres of the German film and entertainment industry.\r\n\r\n\r\n=== Festivals ===\r\n\r\n\r\n==== Coopers' Dance ====\r\nThe Coopers' Dance (German: Sch\u00e4fflertanz) is a guild dance of coopers originally started in Munich. Since early 1800s the custom spread via journeymen in it is now a common tradition over the Old Bavaria region. The dance was supposed to be held every seven years.\r\n\r\n\r\n==== Starkbierfest ====\r\nMarch and April, for three weeks during Lent, celebrating Munich's \"strong beer\". Starkbier was created in 1651 by the local Paulinerkirche, Leipzig monks who drank this 'Fl\u00fcssiges Brot', or 'liquid bread'. It became a public festival in 1751 and is now the second largest beer festival in Munich. A Starkbierfest may be celebrated in beer halls and pubs.\r\n\r\n\r\n==== Fr\u00fchlingsfest ====\r\nHeld for two weeks at the Theresienwiese from the end of April to the beginning of May, the new local spring beers are served.\r\n\r\n\r\n==== Auer Dult ====\r\n\r\nA regular event combining a market and a German style folk festival on the Mariahilfplatz. The Auer Dult can be up to 300 stalls, selling handmade crafts, household goods, and local foods.\r\n\r\n\r\n==== Kocherlball ====\r\nMunich's Kocherlball (Cooks' Ball) is an annual event, to commemorate all servants, ranging from kitchenhands to cooks. The tradition started in the 19th century.\r\n\r\n\r\n==== Tollwood ====\r\nUsually held annually in July and December, Olympia Park. The Tollwood Festival showcases fine and performing arts with live music, and several lanes of booths selling handmade crafts, as well as Organic food, mostly Fusion cuisine.\r\n\r\n\r\n==== Oktoberfest ====\r\nAt the Theresienwiese, the largest beer festival in the world, Munich's Oktoberfest runs for 16\u201318 days from the end of September through early October. In the last 200 years the festival has grown to span 85 acres and now welcomes over six million visitors every year. Beer is served from the six major Munich breweries. These are Augustiner-Br\u00e4u, Hacker-Pschorr Brewery, L\u00f6wenbr\u00e4u Brewery, Paulaner Brewery, Spaten-Franziskaner-Br\u00e4u, and Staatliches Hofbr\u00e4uhaus in M\u00fcnchen. Food must be bought in each tent.\r\n\r\n\r\n==== Christkindlmarkt ====\r\nThe Munich Christkindlmarkt started to evolve in the 14th century. The German Christkindlmarkt reached the desired accomplishment in the 17th century in Nuremberg.\r\n\r\n\r\n=== Cuisine and culinary specialities ===\r\nThe Munich cuisine contributes to the Bavarian cuisine. Munich Weisswurst (\"white sausage\", German: M\u00fcnchner Wei\u00dfwurst) was invented here in 1857. It is a Munich speciality. Traditionally Weisswurst is served in pubs before noon and is served with sweet mustard and freshly baked pretzels.\r\nMunich has 11 restaurants that have been awarded one or more Michelin Guide stars in 2021.\r\n\r\n\r\n=== Beers and breweries ===\r\nMunich is known for its breweries and Weissbier (wheat beer). Helles, a pale lager with a translucent gold color, is the most popular contemporary Munich beer. Helles has largely replaced Munich's dark beer, known as Dunkel, which gets its color from roasted malt. It was the typical beer in Munich in the 19th century. Starkbier is the strongest Munich beer, with a high alcohol content of 6%\u20139%. It is dark amber in color and has a heavy malty taste. The beer served at Oktoberfest is a special type of beer with a higher alcohol content.\r\nWirtsh\u00e4user are traditional Bavarian pubs, many of which also have small outside areas.", "start_char_idx": 52531, "end_char_idx": 56632, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "de64f4ed-0ab5-4654-a5a0-028b9efea2bc": {"__data__": {"id_": "de64f4ed-0ab5-4654-a5a0-028b9efea2bc", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "2e67fa9a-ca16-4ced-8bdc-fb1fbb05b220", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cfbf288a7f363744749ba46763c3928694f8e6d4e48dd613950a537ac2a7d651", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "b13a50d4-9afc-415a-a004-190a034aa268", "node_type": "1", "metadata": {}, "hash": "8e214092d100737ccc21cce1a44530841d4225521f0c715bf244680e927f76e4", "class_name": "RelatedNodeInfo"}}, "text": "Munich has 11 restaurants that have been awarded one or more Michelin Guide stars in 2021.\r\n\r\n\r\n=== Beers and breweries ===\r\nMunich is known for its breweries and Weissbier (wheat beer). Helles, a pale lager with a translucent gold color, is the most popular contemporary Munich beer. Helles has largely replaced Munich's dark beer, known as Dunkel, which gets its color from roasted malt. It was the typical beer in Munich in the 19th century. Starkbier is the strongest Munich beer, with a high alcohol content of 6%\u20139%. It is dark amber in color and has a heavy malty taste. The beer served at Oktoberfest is a special type of beer with a higher alcohol content.\r\nWirtsh\u00e4user are traditional Bavarian pubs, many of which also have small outside areas. Bierg\u00e4rten (beer gardens) are a popular fixture in Munich's gastronomic landscape. They are central to the city's culture, and are an overt melting pot for members of all walks of life, regardless of social class. There are many smaller beer gardens, but some beer gardens have thousands of seats. Large beer gardens can be found in the Englischer Garten, on the Nockherberg, and in the Hirschgarten.\r\nThere are six main breweries in Munich are Augustiner-Br\u00e4u, Hacker-Pschorr Brewery, Hofbr\u00e4uhaus, L\u00f6wenbr\u00e4u, Paulaner, and Spaten-Franziskaner-Br\u00e4u. Smaller breweries are becoming more prevalent in Munich.\r\n\r\n\r\n=== Circus ===\r\nThe Circus Krone based in Munich is one of the largest circuses in Europe. It was the first and still is one of only a few in Western Europe to also occupy a building of its own.\r\n\r\n\r\n=== Nightlife ===\r\nNightlife in Munich is located mostly in the boroughs Ludwigsvorstadt-Isarvorstadt, Maxvorstadt, Au-Haidhausen, Berg am Laim and Sendling. Between Sendlinger Tor and Maximiliansplatz, on the edge of the central Altstadt-Lehel district, there is also the so-called Feierbanane (party banana), a roughly banana-shaped unofficial party zone spanning 1.3 km (0.8 mi) along Sonnenstra\u00dfe, characterized by a high concentration of clubs, bars and restaurants, which became the center of Munich's nightlife in the mid-2000s.\r\nIn the 1960s and 1970s, Schwabing was considered a center of nightlife in Germany, with internationally known clubs such as Big Apple, PN hit-house, Domicile, Hot Club, Piper Club, Tiffany, Germany's first large-scale discotheque Blow Up and the underwater nightclub Yellow Submarine, and Munich has been called \"New York's big disco sister\" in this context. Bars in the Schwabing district of this era include, among many others, Schwabinger 7 and Schwabinger Podium. Since the 1980s, however, Schwabing has lost much of its nightlife activity due to gentrification and the resulting high rents, and the formerly wild artists' and students' quarter developed into one of the city's most coveted and expensive residential districts, attracting affluent citizens with little interest in partying.Since the 1960s, the Rosa Viertel (pink quarter) developed in the Glockenbachviertel and around G\u00e4rtnerplatz, which in the 1980s made Munich \"one of the four gayest metropolises in the world\" along with San Francisco, New York City and Amsterdam. In particular, the area around M\u00fcllerstra\u00dfe and Hans-Sachs-Stra\u00dfe was characterized by numerous gay bars and nightclubs. One of them was the travesty nightclub Old Mrs. Henderson, where Freddie Mercury, who lived in Munich from 1979 to 1985, filmed the music video for the song Living on My Own at his 39th birthday party.Since the mid-1990s, the Kunstpark Ost and its successor Kultfabrik, a former industrial complex that was converted to a large party area near M\u00fcnchen Ostbahnhof in Berg am Laim, hosted more than 30 clubs and was especially popular among younger people from the metropolitan area surrounding Munich and tourists. The Kultfabrik was closed at the end of the year 2015 to convert the area into a residential and office area. Apart from the Kultfarbik and the smaller Optimolwerke, there is a wide variety of establishments in the urban parts of nearby Haidhausen. Before the Kunstpark Ost, there had already been an accumulation of internationally known nightclubs in the remains of the abandoned former Munich-Riem Airport.", "start_char_idx": 55878, "end_char_idx": 60067, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "b13a50d4-9afc-415a-a004-190a034aa268": {"__data__": {"id_": "b13a50d4-9afc-415a-a004-190a034aa268", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "de64f4ed-0ab5-4654-a5a0-028b9efea2bc", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "866446a109e6ede83f86f881492bbdde43f783d0ffbcd52fbca398e4cc10558d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "79eda8f3-3fdb-4b92-bfc8-6187e5d81aea", "node_type": "1", "metadata": {}, "hash": "82b4421a2a1ddda3f2378fcbacaef7821154ab1e68b9921110d90e1523885930", "class_name": "RelatedNodeInfo"}}, "text": "Henderson, where Freddie Mercury, who lived in Munich from 1979 to 1985, filmed the music video for the song Living on My Own at his 39th birthday party.Since the mid-1990s, the Kunstpark Ost and its successor Kultfabrik, a former industrial complex that was converted to a large party area near M\u00fcnchen Ostbahnhof in Berg am Laim, hosted more than 30 clubs and was especially popular among younger people from the metropolitan area surrounding Munich and tourists. The Kultfabrik was closed at the end of the year 2015 to convert the area into a residential and office area. Apart from the Kultfarbik and the smaller Optimolwerke, there is a wide variety of establishments in the urban parts of nearby Haidhausen. Before the Kunstpark Ost, there had already been an accumulation of internationally known nightclubs in the remains of the abandoned former Munich-Riem Airport.\r\nMunich nightlife tends to change dramatically and quickly. Establishments open and close every year, and due to gentrification and the overheated housing market many survive only a few years, while others last longer. Beyond the already mentioned venues of the 1960s and 1970s, nightclubs with international recognition in recent history included Tanzlokal Gr\u00f6\u00dfenwahn, The Atomic Caf\u00e9 and the techno clubs Babalu Club, Ultraschall, KW \u2013 Das Heizkraftwerk, Natraj Temple, MMA Club (Mixed Munich Arts), Die Registratur and Bob Beaman. From 1995 to 2001, Munich was also home to the Union Move, one of the largest technoparades in Germany.Munich has the highest density of music venues of any German city, followed by Hamburg, Cologne and Berlin. Within the city's limits are more than 100 nightclubs and thousands of bars and restaurants.Some notable nightclubs are: popular techno clubs are Blitz Club, Harry Klein, Rote Sonne, Bahnw\u00e4rter Thiel, Pimpernel, Charlie, Palais and Pathos. Popular mixed music clubs are Call me Drella, Wannda Circus, Tonhalle, Backstage, Muffathalle, Ampere, Pacha, P1, Zenith, Minna Thiel and the party ship Alte Utting. Some notable bars (pubs are located all over the city) are Schumann's Bar, Havana Club, Sehnsucht, Bar Centrale, Holy Home, Negroni, Die Goldene Bar and Bei Otto.\r\n\r\n\r\n== Education ==\r\n\r\n\r\n=== Colleges and universities ===\r\nMunich is a leading location for science and research with a long list of Nobel Prize laureates from Wilhelm R\u00f6ntgen in 1901 to Theodor W. H\u00e4nsch in 2005.\r\nThe Ludwig Maximilian University (LMU) and the Technische Universit\u00e4t M\u00fcnchen (TUM), were two of the first three German universities to be awarded the title elite university by a selection committee composed of academics and members of the Ministries of Education and Research of the Federation and the German states (L\u00e4nder).", "start_char_idx": 59192, "end_char_idx": 61925, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "79eda8f3-3fdb-4b92-bfc8-6187e5d81aea": {"__data__": {"id_": "79eda8f3-3fdb-4b92-bfc8-6187e5d81aea", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "b13a50d4-9afc-415a-a004-190a034aa268", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "922edbb15b5aab141e8bf835c94a82a009f070f8392cbb66c2e6f0b5c0eec92b", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f27f5539-bb1b-43eb-ae16-f6aeb2ed3da3", "node_type": "1", "metadata": {}, "hash": "da83acd674b1ce20c7eaa2d211691e6048424259a5f102a519d8bd013fbe663b", "class_name": "RelatedNodeInfo"}}, "text": "Some notable bars (pubs are located all over the city) are Schumann's Bar, Havana Club, Sehnsucht, Bar Centrale, Holy Home, Negroni, Die Goldene Bar and Bei Otto.\r\n\r\n\r\n== Education ==\r\n\r\n\r\n=== Colleges and universities ===\r\nMunich is a leading location for science and research with a long list of Nobel Prize laureates from Wilhelm R\u00f6ntgen in 1901 to Theodor W. H\u00e4nsch in 2005.\r\nThe Ludwig Maximilian University (LMU) and the Technische Universit\u00e4t M\u00fcnchen (TUM), were two of the first three German universities to be awarded the title elite university by a selection committee composed of academics and members of the Ministries of Education and Research of the Federation and the German states (L\u00e4nder).\r\n\r\nLudwig Maximilian University of Munich (LMU), founded in 1472 in Ingolstadt, moved to Munich in 1826\r\nTechnical University of Munich (TUM), founded in 1868\r\nAkademie der Bildenden K\u00fcnste M\u00fcnchen, founded in 1808\r\nBundeswehr University Munich, founded in 1973 (located in Neubiberg)\r\nDeutsche Journalistenschule, founded in 1959\r\nBayerische Akademie f\u00fcr Au\u00dfenwirtschaft, founded in 1989\r\nHochschule f\u00fcr Musik und Theater M\u00fcnchen, founded in 1830\r\nInternational Max Planck Research School for Molecular and Cellular Life Sciences, founded in 2005\r\nInternational School of Management, Germany, founded in 1990\r\nKatholische Stiftungsfachhochschule M\u00fcnchen, founded in 1971\r\nMunich Business School (MBS), founded in 1991\r\nMunich Intellectual Property Law Center (MIPLC), founded in 2003\r\nMunich School of Philosophy, founded in 1925 in Pullach, moved to Munich in 1971\r\nMunich School of Political Science, founded in 1950\r\nMunich University of Applied Sciences (HM), founded in 1971\r\nNew European College, founded in 2014\r\nUkrainian Free University, founded in 1921 (from 1945 \u2013 in Munich)\r\nUniversity of Television and Film Munich (Hochschule f\u00fcr Fernsehen und Film), founded in 1966\r\n\r\n\r\n=== Primary and secondary schools ===\r\nNotable Gymnasien in Munich include the Maria-Theresia-Gymnasium, the Luitpold Gymnasium, the Wilhelmsgymnasium, as well as the Wittelsbacher Gymnasium. Munich has several notable international schools, including Lyc\u00e9e Jean Renoir, the Japanische Internationale Schule M\u00fcnchen, the Bavarian International School, the Munich International School, and the European School, Munich.\r\n\r\n\r\n=== Scientific research institutions ===\r\n\r\n\r\n=== Max Planck Society ===\r\nThe Max Planck Society, a government funded non-profit research organization, has its administrative headquarters in Munich.\r\n\r\n\r\n=== Fraunhofer Society ===\r\nThe Fraunhofer Society, the German government funded research organization for applied research, has its headquarters in Munich.\r\n\r\n\r\n=== Other research institutes ===\r\nBotanische Staatssammlung M\u00fcnchen, a notable herbarium\r\nIfo Institute for Economic Research, theoretical and applied research in economics and finance\r\nDoerner Institute\r\nEuropean Southern Observatory\r\nHelmholtz Zentrum M\u00fcnchen\r\nZoologische Staatssammlung M\u00fcnchen\r\nGerman Aerospace Center (GSOC), Oberpfaffenhofen bei M\u00fcnchen\r\n\r\n\r\n== International relations ==\r\n\r\n\r\n=== Twin towns and sister cities ===\r\n\r\nMunich is twinned with:\r\n\r\n\r\n== Economy ==\r\nMunich has the strongest economy of any German city according to a study and the lowest unemployment rate (5.4% in July 2020) of any German city of more than a million people (the others being Berlin, Hamburg and Cologne). Munich ranks third on the list of German cities by gross domestic product (GDP). In addition, it is one of the most attractive business locations in Germany. The city is also the economic centre of southern Germany. Munich topped the ranking of the magazine Capital in February 2005 for the economic prospects between 2002 and 2011 in 60 German cities.\r\nMunich is a financial center and global city that holds the headquarters of many companies. This includes more companies listed by the DAX than any other German city, as well as the German or European headquarters of many foreign companies such as McDonald's and Microsoft. One of the best-known newly established Munich companies is Flixbus.", "start_char_idx": 61219, "end_char_idx": 65307, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f27f5539-bb1b-43eb-ae16-f6aeb2ed3da3": {"__data__": {"id_": "f27f5539-bb1b-43eb-ae16-f6aeb2ed3da3", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "79eda8f3-3fdb-4b92-bfc8-6187e5d81aea", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "7be0072d1b32a5c81903620c310339c0c696427a1eef332071a02abdca8478f9", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d28ccd83-df1d-4182-87fe-7c339650ecf8", "node_type": "1", "metadata": {}, "hash": "8645f0ca07648719471db9576815b464483950e8eb987642846ed90354bf1f11", "class_name": "RelatedNodeInfo"}}, "text": "Munich ranks third on the list of German cities by gross domestic product (GDP). In addition, it is one of the most attractive business locations in Germany. The city is also the economic centre of southern Germany. Munich topped the ranking of the magazine Capital in February 2005 for the economic prospects between 2002 and 2011 in 60 German cities.\r\nMunich is a financial center and global city that holds the headquarters of many companies. This includes more companies listed by the DAX than any other German city, as well as the German or European headquarters of many foreign companies such as McDonald's and Microsoft. One of the best-known newly established Munich companies is Flixbus.\r\n\r\n\r\n=== Manufacturing ===\r\nMunich holds the headquarters of Siemens AG (electronics), BMW (car), MAN AG (truck manufacturer, engineering), MTU Aero Engines (aircraft engine manufacturer), Linde (gases) and Rohde & Schwarz (electronics). Among German cities with more than 500,000 inhabitants, purchasing power is highest in Munich (\u20ac26,648 per inhabitant) as of 2007. In 2006, Munich blue-collar workers enjoyed an average hourly wage of \u20ac18.62 (ca. $20).The breakdown by cities proper (not metropolitan areas) of Global 500 cities listed Munich in 8th position in 2009. Munich is also a centre for biotechnology, software and other service industries. Furthermore, Munich is the home of the headquarters of many other large companies such as the injection moulding machine manufacturer Krauss-Maffei, the camera and lighting manufacturer Arri, the semiconductor firm Infineon Technologies (headquartered in the suburban town of Neubiberg), lighting giant Osram, as well as the German or European headquarters of many foreign companies such as Microsoft.\r\n\r\n\r\n=== Finance ===\r\nMunich has significance as a financial centre (second only to Frankfurt), being home of HypoVereinsbank and the Bayerische Landesbank. It outranks Frankfurt though as home of insurance companies such as Allianz (insurance) and Munich Re (re-insurance).\r\n\r\n\r\n=== Media ===\r\nMunich is the largest publishing city in Europe and home to the S\u00fcddeutsche Zeitung, one of Germany's biggest daily newspapers. The city is also the location of the programming headquarters of Germany's largest public broadcasting network, ARD, while the largest commercial network, Pro7-Sat1 Media AG, is headquartered in the suburb of Unterf\u00f6hring. The headquarters of the German branch of Random House, the world's largest publishing house, and of Burda publishing group are also in Munich.\r\nThe Bavaria Film Studios are located in the suburb of Gr\u00fcnwald. They are one of Europe's biggest film production studios.\r\n\r\n\r\n== Quality of life ==\r\nMost Munich residents enjoy a high quality of life. Mercer HR Consulting consistently rates the city among the top 10 cities with the highest quality of life worldwide \u2013 a 2011 survey ranked Munich as 4th. In 2007 the same company also ranked Munich as the 39th most expensive in the world and most expensive major city in Germany. Munich enjoys a thriving economy, driven by the information technology, biotechnology, and publishing sectors. Environmental pollution is low, although as of 2006 the city council is concerned about levels of particulate matter (PM), especially along the city's major thoroughfares. Since the enactment of EU legislation concerning the concentration of particulate in the air, environmental groups such as Greenpeace have staged large protest rallies to urge the city council and the state government to take a harder stance on pollution. Due to the high standard of living in and the thriving economy of the city and the region, there was an influx of people and Munich's population surpassed 1.5 million by June 2015, an increase of more than 20% in 10 years.\r\n\r\n\r\n== Transport ==\r\nMunich has an extensive public transport system consisting of an underground metro, trams, buses and high-speed rail. In 2015, the transport modal share in Munich was 38 percent public transport, 25 percent car, 23 percent walking, and 15 percent bicycle. Its public transport system delivered 566 million passenger trips that year.Munich is the hub of a developed regional transportation system, including the second-largest airport in Germany and the Berlin\u2013Munich high-speed railway, which connects Munich to the German capital city with a journey time of about 4 hours. Flixmobility which offers intercity coach service is headquartered in Munich.\r\nThe trade fair Transport Logistic is held every two years at the Neue Messe M\u00fcnchen (Messe M\u00fcnchen International).", "start_char_idx": 64611, "end_char_idx": 69187, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d28ccd83-df1d-4182-87fe-7c339650ecf8": {"__data__": {"id_": "d28ccd83-df1d-4182-87fe-7c339650ecf8", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f27f5539-bb1b-43eb-ae16-f6aeb2ed3da3", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "515fdbae02ee7525a00169921121dd7d3bfdc56548978714993d06265b71cfa7", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "9f0a0908-c88f-470f-96a9-02b87f9e3c7a", "node_type": "1", "metadata": {}, "hash": "cacfabb0992bb724ddb96ea4d40a68a3762888e7f2f72752bd4d2480a7dce929", "class_name": "RelatedNodeInfo"}}, "text": "== Transport ==\r\nMunich has an extensive public transport system consisting of an underground metro, trams, buses and high-speed rail. In 2015, the transport modal share in Munich was 38 percent public transport, 25 percent car, 23 percent walking, and 15 percent bicycle. Its public transport system delivered 566 million passenger trips that year.Munich is the hub of a developed regional transportation system, including the second-largest airport in Germany and the Berlin\u2013Munich high-speed railway, which connects Munich to the German capital city with a journey time of about 4 hours. Flixmobility which offers intercity coach service is headquartered in Munich.\r\nThe trade fair Transport Logistic is held every two years at the Neue Messe M\u00fcnchen (Messe M\u00fcnchen International).\r\n\r\n\r\n=== Public transport ===\r\nFor its urban population of 2.6 million people, Munich and its closest suburbs have a comprehensive network of public transport incorporating the Munich U-Bahn, the Munich S-Bahn, trams and buses. The system is supervised by the Munich Transport and Tariff Association (M\u00fcnchner Verkehrs- und Tarifverbund). The Munich tramway is the oldest existing public transportation system in the city, which has been in operation since 1876. Munich also has an extensive network of bus lines. The average amount of time people spend commuting to and from work with public transit in Munich on a weekday is 56 min.The extensive network of subway and tram lines assists and complement pedestrian movement in the city centre. The 700m-long Kaufinger Stra\u00dfe, which starts near the Main train station, forms a pedestrian east\u2013west spine that traverses almost the entire centre. Major spines and many smaller streets cover an extensive area of the centre that can be enjoyed on foot and bike. These attributes result from applying the principle of filtered permeability. Pedestrian and bike paths, which permeate the entire Munich city centre, go through public squares and open spaces for enjoyment. Munich city centre was subject to urban planning and has a comprehensive model for laying out neighborhoods and districts according to grid plan.\r\n\r\n\r\n=== Cycling ===\r\n\r\nCycling has a strong presence in the city and is recognized as a good alternative. The growing number of bicycle lanes are widely used throughout the year. Cycle paths can be found alongside the majority of sidewalks and streets, although the newer or renovated ones are much easier to tell apart from pavements than older ones. A modern bike hire system is available within the area bounded by the Mittlerer Ring.\r\n\r\n\r\n=== Cultural history trails and bicycle routes ===\r\nSince 2001, historically interesting places in Munich can be explored via the List of cultural history trails in Munich (KulturGeschichtsPfade). Sign-posted cycle routes are the Outer \u00c4u\u00dfere Radlring (outer cycle route) and the RadlRing M\u00fcnchen.\r\n\r\n\r\n=== Munich Central Train Station ===\r\n\r\nM\u00fcnchen Hauptbahnhof is the central railway station located in the city centre and is the long-distance station in Munich.Munich Central Train Station serves about 450,000 passengers a day, which puts it on par with other large stations in Germany. Munich Central Train Station alongside M\u00fcnchen Ost railway station are two of the 21 stations in Germany classified by Deutsche Bahn as a category 1 station.\r\nThe central mainline station is a terminal station with 32 platforms. The subterranean S-Bahn with 2 platforms and U-Bahn stations with 6 platforms are through stations.The Intercity-Express (ICE) stop at Munich Central Train Station. InterCity and EuroCity trains to destinations east of Munich also stop at the M\u00fcnchen Ost railway station. Munich is connected to Nuremberg via Ingolstadt by the Nuremberg\u2013Munich high-speed railway and Berlin\u2013Munich high-speed railway.The old air raid shelter next to platform 11 of Munich Central Train Station was an important distribution point for guest workers (Gastarbeiter) between 1960 and 1973. At peak more than 1,000 guest workers arrived per day, in total 1.8 million guest workers passed through Munich Central Train Station.\r\n\r\n\r\n=== Autobahns ===\r\nMunich is an integral part of the Autobahn network of southern Germany. Motorways from Stuttgart (W), Nuremberg, Frankfurt and Berlin (N), Deggendorf and Passau (E), Salzburg and Innsbruck (SE), Garmisch Partenkirchen (S) and Lindau (SW) terminate at Munich, allowing direct access to the different parts of Germany, Austria and Italy.\r\nTraffic is often very heavy in and around Munich. Traffic congestion are commonplace at the beginning and end of major Bavarian holidays.", "start_char_idx": 68403, "end_char_idx": 73017, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "9f0a0908-c88f-470f-96a9-02b87f9e3c7a": {"__data__": {"id_": "9f0a0908-c88f-470f-96a9-02b87f9e3c7a", "embedding": null, "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f", "node_type": "4", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9bef994fe3d9a5283e8945c2f37c7a17857feb91e74d018055b45797b0268325", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d28ccd83-df1d-4182-87fe-7c339650ecf8", "node_type": "1", "metadata": {"file_path": "data\\Munich.txt", "file_name": "Munich.txt", "file_type": "text/plain", "file_size": 76581, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "96c58855b201d127aa5e6e23a39a12756597e74d54c9d6ec470b4661bf23e3f0", "class_name": "RelatedNodeInfo"}}, "text": "At peak more than 1,000 guest workers arrived per day, in total 1.8 million guest workers passed through Munich Central Train Station.\r\n\r\n\r\n=== Autobahns ===\r\nMunich is an integral part of the Autobahn network of southern Germany. Motorways from Stuttgart (W), Nuremberg, Frankfurt and Berlin (N), Deggendorf and Passau (E), Salzburg and Innsbruck (SE), Garmisch Partenkirchen (S) and Lindau (SW) terminate at Munich, allowing direct access to the different parts of Germany, Austria and Italy.\r\nTraffic is often very heavy in and around Munich. Traffic congestion are commonplace at the beginning and end of major Bavarian holidays. There are few \"green waves\" or roundabouts, and an abundance of construction sites.Munich has introduced an environmental zone and was among the first German cities to require a green sticker for vehicles, these are an requirement when entering the city or driving in the wider surrounding area.\r\n\r\n\r\n=== Air ===\r\n\r\n\r\n==== Munich International Airport ====\r\nFranz Josef Strauss International Airport (IATA: MUC, ICAO: EDDM) is the second-largest airport in Germany and seventh-largest in Europe after London Heathrow, Paris Charles de Gaulle, Frankfurt, Amsterdam, Madrid and Istanbul Atat\u00fcrk. It is used by about 46 million passengers a year, and lies some 30 km (19 mi) north east of the city centre. It replaced the smaller Munich-Riem Airport in 1992. The airport can be reached by suburban train lines from the city. From the main railway station the journey takes 40\u201345 minutes. An express train will be added that will cut down travel time to 20\u201325 minutes with limited stops on dedicated tracks. A magnetic levitation train (called Transrapid), which was to have run at speeds of up to 400 km/h (249 mph) from the central station to the airport in a travel time of 10 minutes, had been approved, but was cancelled in March 2008 because of cost escalation and after heavy protests. Lufthansa opened its second hub at the airport when Terminal 2 was opened in 2003.\r\n\r\n\r\n==== Other airports ====\r\nIn 2008, the Bavarian state government granted a licence to expand Oberpfaffenhofen Air Station located west of Munich, for commercial use. These plans were opposed by many residents in the Oberpfaffenhofen area as well as other branches of local government, including the city of Munich, which took the case to court. However, in October 2009, the permit allowing up to 9725 business flights per year to depart from or land at Oberpfaffenhofen was confirmed by a regional judge.Despite being 110 km (68 mi) from Munich, Memmingen Airport has been advertised as Airport Munich West. After 2005, passenger traffic of nearby Augsburg Airport was relocated to Munich Airport, leaving the Augsburg region of Bavaria without an air passenger airport within close reach.\r\n\r\n\r\n== Around Munich ==\r\n\r\n\r\n=== Nearby towns ===\r\nThe Munich agglomeration sprawls across the plain of the Alpine foothills comprising about 2.6 million inhabitants. Several smaller traditional Bavarian towns and cities like Dachau, Freising, Erding, Starnberg, Landshut and Moosburg are today part of the Greater Munich Region, formed by Munich and the surrounding districts, making up the Munich Metropolitan Region, which has a population of about 6 million people.\r\n\r\n\r\n=== Recreation ===\r\nSouth of Munich, there are numerous nearby freshwater lakes such as Lake Starnberg, Ammersee, Chiemsee, Walchensee, Kochelsee, Tegernsee, Schliersee, Simssee, Staffelsee, W\u00f6rthsee, Kirchsee and the Osterseen (Easter Lakes), which are popular among Munich residents for recreation, swimming and watersports and can be quickly reached by car and a few also by Munich's S-Bahn.\r\n\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\r\n\r\n== Notable people ==\r\n\r\n\r\n=== Born in Munich ===\r\n\r\n\r\n=== Notable residents ===\r\n\r\n\r\n== Notes ==\r\n\r\n\r\n== References ==\r\n\r\n\r\n== External links ==\r\n\r\nOfficial website", "start_char_idx": 72384, "end_char_idx": 76386, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}}, "docstore/metadata": {"f00eea31-a4f6-4f56-8200-c7a131fed621": {"doc_hash": "f2917a5d181d3a6d28c69dee74ccc5de78ee242049470192583fec84b25ac7a0", "ref_doc_id": "3e370cd1-dfe9-4664-92c4-649a4c97c28f"}, "1bc98e45-3a0e-4957-a762-3bb699832df9": {"doc_hash": 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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Munich/graph_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Munich/graph_store.json"
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@@ -0,0 +1 @@
+{"graph_dict": {}}
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Munich/image__vector_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Munich/image__vector_store.json"
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Munich/index_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Munich/index_store.json"
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Paris.txt" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Paris.txt"
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@@ -0,0 +1,312 @@
+Paris is the capital and most populous city of France. With an official estimated population of 2,102,650 residents as of 1 January 2023 in an area of more than 105 km2 (41 sq mi), Paris is the fourth-most populated city in the European Union and the 30th most densely populated city in the world in 2022. Since the 17th century, Paris has been one of the world's major centres of finance, diplomacy, commerce, culture, fashion, and gastronomy. For its leading role in the arts and sciences, as well as its early and extensive system of street lighting, in the 19th century, it became known as the City of Light.The City of Paris is the centre of the Île-de-France region, or Paris Region, with an official estimated population of 12,271,794 inhabitants on 1 January 2023, or about 19% of the population of France. The Paris Region had a GDP of €765 billion (US$1.064 trillion, PPP) in 2021, the highest in the European Union. According to the Economist Intelligence Unit Worldwide Cost of Living Survey, in 2022, Paris was the city with the ninth-highest cost of living in the world.Paris is a major railway, highway, and air-transport hub served by two international airports: Charles de Gaulle Airport (the third-busiest airport in Europe) and Orly Airport. Opened in 1900, the city's subway system, the Paris Métro, serves 5.23 million passengers daily; it is the second-busiest metro system in Europe after the Moscow Metro. Gare du Nord is the 24th-busiest railway station in the world and the busiest outside Japan, with 262 million passengers in 2015. Paris has one of the most sustainable transportation systems and is one of the only two cities in the world that received the Sustainable Transport Award twice.Paris is especially known for its museums and architectural landmarks: the Louvre received 8.9. million visitors in 2023, on track for keeping its position as the most-visited art museum in the world. The Musée d'Orsay, Musée Marmottan Monet and Musée de l'Orangerie are noted for their collections of French Impressionist art. The Pompidou Centre Musée National d'Art Moderne, Musée Rodin and Musée Picasso are noted for their collections of modern and contemporary art. The historical district along the Seine in the city centre has been classified as a UNESCO World Heritage Site since 1991.Paris hosts several United Nations organizations including UNESCO, and other international organizations such as the OECD, the OECD Development Centre, the International Bureau of Weights and Measures, the International Energy Agency, the International Federation for Human Rights, along with European bodies such as the European Space Agency, the European Banking Authority and the European Securities and Markets Authority. The football club Paris Saint-Germain and the rugby union club Stade Français are based in Paris. The 81,000-seat Stade de France, built for the 1998 FIFA World Cup, is located just north of Paris in the neighbouring commune of Saint-Denis. Paris hosts the annual French Open Grand Slam tennis tournament on the red clay of Roland Garros. The city hosted the Olympic Games in 1900 and 1924, and will host the 2024 Summer Olympics. The 1938 and 1998 FIFA World Cups, the 2019 FIFA Women's World Cup, the 2007 Rugby World Cup, as well as the 1960, 1984 and 2016 UEFA European Championships were also held in the city. Every July, the Tour de France bicycle race finishes on the Avenue des Champs-Élysées in Paris.
+
+
+== Etymology ==
+
+The ancient oppidum that corresponds to the modern city of Paris was first mentioned in the mid-1st century BC by Julius Caesar as Luteciam Parisiorum ('Lutetia of the Parisii'), and is later attested as Parision in the 5th century AD, then as Paris in 1265. During the Roman period, it was commonly known as Lutetia or Lutecia in Latin, and as Leukotekía in Greek, which is interpreted as either stemming from the Celtic root *lukot- ('mouse'), or from *luto- ('marsh, swamp').The name Paris is derived from its early inhabitants, the Parisii, a Gallic tribe from the Iron Age and the Roman period. The meaning of the Gaulish ethnonym remains debated. According to Xavier Delamarre, it may derive from the Celtic root pario- ('cauldron'). Alfred Holder interpreted the name as 'the makers' or 'the commanders', by comparing it to the Welsh peryff ('lord, commander'), both possibly descending from a Proto-Celtic form reconstructed as *kwar-is-io-. Alternatively, Pierre-Yves Lambert proposed to translate Parisii as the 'spear people', by connecting the first element to the Old Irish carr ('spear'), derived from an earlier *kwar-sā. In any case, the city's name is not related to the Paris of Greek mythology.
+Inhabitants are known in English as "Parisians" and in French as Parisiens ([paʁizjɛ̃] ). They are also pejoratively called Parigots ([paʁiɡo] ).
+
+
+== History ==
+
+
+=== Origins ===
+
+The Parisii, a sub-tribe of the Celtic Senones, inhabited the Paris area from around the middle of the 3rd century BC. One of the area's major north–south trade routes crossed the Seine on the île de la Cité, which gradually became an important trading centre. The Parisii traded with many river towns (some as far away as the Iberian Peninsula) and minted their own coins.
+The Romans conquered the Paris Basin in 52 BC and began their settlement on Paris's Left Bank. The Roman town was originally called Lutetia (more fully, Lutetia Parisiorum, "Lutetia of the Parisii", modern French Lutèce). It became a prosperous city with a forum, baths, temples, theatres, and an amphitheatre.By the end of the Western Roman Empire, the town was known as Parisius, a Latin name that would later become Paris in French. Christianity was introduced in the middle of the 3rd century AD by Saint Denis, the first Bishop of Paris: according to legend, when he refused to renounce his faith before the Roman occupiers, he was beheaded on the hill which became known as Mons Martyrum (Latin "Hill of Martyrs"), later "Montmartre", from where he walked headless to the north of the city; the place where he fell and was buried became an important religious shrine, the Basilica of Saint-Denis, and many French kings are buried there.Clovis the Frank, the first king of the Merovingian dynasty, made the city his capital from 508. As the Frankish domination of Gaul began, there was a gradual immigration by the Franks to Paris and the Parisian Francien dialects were born. Fortification of the Île de la Cité failed to avert sacking by Vikings in 845, but Paris's strategic importance—with its bridges preventing ships from passing—was established by successful defence in the Siege of Paris (885–886), for which the then Count of Paris (comte de Paris), Odo of France, was elected king of West Francia. From the Capetian dynasty that began with the 987 election of Hugh Capet, Count of Paris and Duke of the Franks (duc des Francs), as king of a unified West Francia, Paris gradually became the largest and most prosperous city in France.
+
+
+=== High and Late Middle Ages to Louis XIV ===
+
+By the end of the 12th century, Paris had become the political, economic, religious, and cultural capital of France. The Palais de la Cité, the royal residence, was located at the western end of the Île de la Cité. In 1163, during the reign of Louis VII, Maurice de Sully, bishop of Paris, undertook the construction of the Notre Dame Cathedral at its eastern extremity.
+After the marshland between the river Seine and its slower 'dead arm' to its north was filled in from around the 10th century, Paris's cultural centre began to move to the Right Bank. In 1137, a new city marketplace (today's Les Halles) replaced the two smaller ones on the Île de la Cité and Place de Grève (Place de l'Hôtel de Ville). The latter location housed the headquarters of Paris's river trade corporation, an organisation that later became, unofficially (although formally in later years), Paris's first municipal government.
+In the late 12th century, Philip Augustus extended the Louvre fortress to defend the city against river invasions from the west, gave the city its first walls between 1190 and 1215, rebuilt its bridges to either side of its central island, and paved its main thoroughfares. In 1190, he transformed Paris's former cathedral school into a student-teacher corporation that would become the University of Paris and would draw students from all of Europe.With 200,000 inhabitants in 1328, Paris, then already the capital of France, was the most populous city of Europe. By comparison, London in 1300 had 80,000 inhabitants. By the early fourteenth century, so much filth had collected inside urban Europe that French and Italian cities were naming streets after human waste. In medieval Paris, several street names were inspired by merde, the French word for "shit".
+During the Hundred Years' War, Paris was occupied by England-friendly Burgundian forces from 1418, before being occupied outright by the English when Henry V of England entered the French capital in 1420; in spite of a 1429 effort by Joan of Arc to liberate the city, it would remain under English occupation until 1436.
+In the late 16th-century French Wars of Religion, Paris was a stronghold of the Catholic League, the organisers of 24 August 1572 St. Bartholomew's Day massacre in which thousands of French Protestants were killed. The conflicts ended when pretender to the throne Henry IV, after converting to Catholicism to gain entry to the capital, entered the city in 1594 to claim the crown of France. This king made several improvements to the capital during his reign: he completed the construction of Paris's first uncovered, sidewalk-lined bridge, the Pont Neuf, built a Louvre extension connecting it to the Tuileries Palace, and created the first Paris residential square, the Place Royale, now Place des Vosges. In spite of Henry IV's efforts to improve city circulation, the narrowness of Paris's streets was a contributing factor in his assassination near Les Halles marketplace in 1610.During the 17th century, Cardinal Richelieu, chief minister of Louis XIII, was determined to make Paris the most beautiful city in Europe. He built five new bridges, a new chapel for the College of Sorbonne, and a palace for himself, the Palais-Cardinal. After Richelieu's death in 1642, it was renamed the Palais-Royal.
+Due to the Parisian uprisings during the Fronde civil war, Louis XIV moved his court to a new palace, Versailles, in 1682. Although no longer the capital of France, arts and sciences in the city flourished with the Comédie-Française, the Academy of Painting, and the French Academy of Sciences. To demonstrate that the city was safe from attack, the king had the city walls demolished and replaced with tree-lined boulevards that would become the Grands Boulevards. Other marks of his reign were the Collège des Quatre-Nations, the Place Vendôme, the Place des Victoires, and Les Invalides.
+
+
+=== 18th and 19th centuries ===
+
+Paris grew in population from about 400,000 in 1640, to 650,000 in 1780. A new boulevard named the Champs-Élysées extended the city west to Étoile, while the working-class neighbourhood of the Faubourg Saint-Antoine on the eastern side of the city grew increasingly crowded with poor migrant workers from other regions of France.
+Paris was the centre of an explosion of philosophic and scientific activity, known as the Age of Enlightenment. Diderot and d'Alembert published their Encyclopédie in 1751, and the Montgolfier Brothers launched the first manned flight in a hot air balloon on 21 November 1783. Paris was the financial capital of continental Europe, and the primary European centre of book publishing, fashion and the manufacture of fine furniture and luxury goods.In the summer of 1789, Paris became the centre stage of the French Revolution. On 14 July, a mob seized the arsenal at the Invalides, acquiring thousands of guns, and stormed the Bastille, which was a principal symbol of royal authority. The first independent Paris Commune, or city council, met in the Hôtel de Ville and elected a Mayor, the astronomer Jean Sylvain Bailly, on 15 July.Louis XVI and the royal family were brought to Paris and incarcerated in the Tuileries Palace. In 1793, as the revolution turned increasingly radical, the king, queen and mayor were beheaded by guillotine in the Reign of Terror, along with more than 16,000 others throughout France. The property of the aristocracy and the church was nationalised, and the city's churches were closed, sold or demolished. A succession of revolutionary factions ruled Paris until 9 November 1799 (coup d'état du 18 brumaire), when Napoleon Bonaparte seized power as First Consul.The population of Paris had dropped by 100,000 during the Revolution, but after 1799 it surged with 160,000 new residents, reaching 660,000 by 1815. Napoleon replaced the elected government of Paris with a prefect that reported directly to him. He began erecting monuments to military glory, including the Arc de Triomphe, and improved the neglected infrastructure of the city with new fountains, the Canal de l'Ourcq, Père Lachaise Cemetery and the city's first metal bridge, the Pont des Arts.
+During the Restoration, the bridges and squares of Paris were returned to their pre-Revolution names; the July Revolution in 1830 (commemorated by the July Column on the Place de la Bastille) brought to power a constitutional monarch, Louis Philippe I. The first railway line to Paris opened in 1837, beginning a new period of massive migration from the provinces to the city. In 1848, Louis-Philippe was overthrown by a popular uprising in the streets of Paris. His successor, Napoleon III, alongside the newly appointed prefect of the Seine, Georges-Eugène Haussmann, launched a huge public works project to build wide new boulevards, a new opera house, a central market, new aqueducts, sewers and parks, including the Bois de Boulogne and Bois de Vincennes. In 1860, Napoleon III annexed the surrounding towns and created eight new arrondissements, expanding Paris to its current limits.During the Franco-Prussian War (1870–1871), Paris was besieged by the Prussian Army. Following several months of blockade, hunger, and then bombardment by the Prussians, the city was forced to surrender on 28 January 1871. After seizing power in Paris on 28 March, a revolutionary government known as the Paris Commune held power for two months, before being harshly suppressed by the French army during the "Bloody Week" at the end of May 1871.In the late 19th century, Paris hosted two major international expositions: the 1889 Universal Exposition, which featured the new Eiffel Tower, was held to mark the centennial of the French Revolution; and the 1900 Universal Exposition gave Paris the Pont Alexandre III, the Grand Palais, the Petit Palais and the first Paris Métro line. Paris became the laboratory of Naturalism (Émile Zola) and Symbolism (Charles Baudelaire and Paul Verlaine), and of Impressionism in art (Courbet, Manet, Monet, Renoir).
+
+
+=== 20th and 21st centuries ===
+
+By 1901, the population of Paris had grown to about 2,715,000. At the beginning of the century, artists from around the world including Pablo Picasso, Modigliani, and Henri Matisse made Paris their home. It was the birthplace of Fauvism, Cubism and abstract art, and authors such as Marcel Proust were exploring new approaches to literature.During the First World War, Paris sometimes found itself on the front line; 600 to 1,000 Paris taxis played a small but highly important symbolic role in transporting 6,000 soldiers to the front line at the First Battle of the Marne. The city was also bombed by Zeppelins and shelled by German long-range guns. In the years after the war, known as Les Années Folles, Paris continued to be a mecca for writers, musicians and artists from around the world, including Ernest Hemingway, Igor Stravinsky, James Joyce, Josephine Baker, Eva Kotchever, Henry Miller, Anaïs Nin, Sidney Bechet and Salvador Dalí.In the years after the peace conference, the city was also home to growing numbers of students and activists from French colonies and other Asian and African countries, who later became leaders of their countries, such as Ho Chi Minh, Zhou Enlai and Léopold Sédar Senghor.
+On 14 June 1940, the German army marched into Paris, which had been declared an "open city". On 16–17 July 1942, following German orders, the French police and gendarmes arrested 12,884 Jews, including 4,115 children, and confined them during five days at the Vel d'Hiv (Vélodrome d'Hiver), from which they were transported by train to the extermination camp at Auschwitz. None of the children came back. On 25 August 1944, the city was liberated by the French 2nd Armoured Division and the 4th Infantry Division of the United States Army. General Charles de Gaulle led a huge and emotional crowd down the Champs Élysées towards Notre Dame de Paris, and made a rousing speech from the Hôtel de Ville.In the 1950s and the 1960s, Paris became one front of the Algerian War for independence; in August 1961, the pro-independence FLN targeted and killed 11 Paris policemen, leading to the imposition of a curfew on Muslims of Algeria (who, at that time, were French citizens). On 17 October 1961, an unauthorised but peaceful protest demonstration of Algerians against the curfew led to violent confrontations between the police and demonstrators, in which at least 40 people were killed. The anti-independence Organisation armée secrète (OAS) carried out a series of bombings in Paris throughout 1961 and 1962.In May 1968, protesting students occupied the Sorbonne and put up barricades in the Latin Quarter. Thousands of Parisian blue-collar workers joined the students, and the movement grew into a two-week general strike. Supporters of the government won the June elections by a large majority. The May 1968 events in France resulted in the break-up of the University of Paris into 13 independent campuses. In 1975, the National Assembly changed the status of Paris to that of other French cities and, on 25 March 1977, Jacques Chirac became the first elected mayor of Paris since 1793. The Tour Maine-Montparnasse, the tallest building in the city at 57 storeys and 210 m (689 ft) high, was built between 1969 and 1973. It was highly controversial, and it remains the only building in the centre of the city over 32 storeys high. The population of Paris dropped from 2,850,000 in 1954 to 2,152,000 in 1990, as middle-class families moved to the suburbs. A suburban railway network, the RER (Réseau Express Régional), was built to complement the Métro; the Périphérique expressway encircling the city, was completed in 1973.Most of the postwar presidents of the Fifth Republic wanted to leave their own monuments in Paris; President Georges Pompidou started the Centre Georges Pompidou (1977), Valéry Giscard d'Estaing began the Musée d'Orsay (1986); President François Mitterrand had the Opéra Bastille built (1985–1989), the new site of the Bibliothèque nationale de France (1996), the Arche de la Défense (1985–1989) in La Défense, as well as the Louvre Pyramid with its underground courtyard (1983–1989); Jacques Chirac (2006), the Musée du quai Branly.In the early 21st century, the population of Paris began to increase slowly again, as more young people moved into the city. It reached 2.25 million in 2011. In March 2001, Bertrand Delanoë became the first socialist mayor. He was re-elected in March 2008. In 2007, in an effort to reduce car traffic, he introduced the Vélib', a system which rents bicycles. Bertrand Delanoë also transformed a section of the highway along the Left Bank of the Seine into an urban promenade and park, the Promenade des Berges de la Seine, which he inaugurated in June 2013.
+In 2007, President Nicolas Sarkozy launched the Grand Paris project, to integrate Paris more closely with the towns in the region around it. After many modifications, the new area, named the Metropolis of Grand Paris, with a population of 6.7 million, was created on 1 January 2016. In 2011, the City of Paris and the national government approved the plans for the Grand Paris Express, totalling 205 km (127 mi) of automated metro lines to connect Paris, the innermost three departments around Paris, airports and high-speed rail (TGV) stations, at an estimated cost of €35 billion. The system is scheduled to be completed by 2030.In January 2015, Al-Qaeda in the Arabian Peninsula claimed attacks across the Paris region. 1.5 million people marched in Paris in a show of solidarity against terrorism and in support of freedom of speech. In November of the same year, terrorist attacks, claimed by ISIL, killed 130 people and injured more than 350.On 22 April 2016, the Paris Agreement was signed by 196 nations of the United Nations Framework Convention on Climate Change in an aim to limit the effects of climate change below 2 °C.
+
+
+== Geography ==
+
+
+=== Location ===
+
+Paris is located in northern central France, in a north-bending arc of the river Seine whose crest includes two islands, the Île Saint-Louis and the larger Île de la Cité, which form the oldest part of the city. The river's mouth on the English Channel (La Manche) is about 233 mi (375 km) downstream from the city. The city is spread widely on both banks of the river. Overall, the city is relatively flat, and the lowest point is 35 m (115 ft) above sea level. Paris has several prominent hills, the highest of which is Montmartre at 130 m (427 ft).Excluding the outlying parks of Bois de Boulogne and Bois de Vincennes, Paris covers an oval measuring about 87 km2 (34 sq mi) in area, enclosed by the 35 km (22 mi) ring road, the Boulevard Périphérique. The city's last major annexation of outlying territories in 1860 not only gave it its modern form but also created the 20 clockwise-spiralling arrondissements (municipal boroughs). From the 1860 area of 78 km2 (30 sq mi), the city limits were expanded marginally to 86.9 km2 (33.6 sq mi) in the 1920s. In 1929, the Bois de Boulogne and Bois de Vincennes forest parks were officially annexed to the city, bringing its area to about 105 km2 (41 sq mi). The metropolitan area is 2,300 km2 (890 sq mi).Measured from the 'point zero' in front of its Notre-Dame cathedral, Paris by road is 450 km (280 mi) southeast of London, 287 km (178 mi) south of Calais, 305 km (190 mi) southwest of Brussels, 774 km (481 mi) north of Marseille, 385 km (239 mi) northeast of Nantes, and 135 km (84 mi) southeast of Rouen.
+
+
+=== Climate ===
+
+According to the Köppen climate classification, Paris has an oceanic climate, typical of western Europe. This climate type features cool winters that have frequent rain and overcast skies, and mild to warm summers. Very hot and very cold temperatures and weather extremes are rare in this type of climate.Summer days are usually mild and pleasant with average temperatures between 15 and 25 °C (59 and 77 °F), and a fair amount of sunshine. Each year, however, there are a few days when the temperature rises above 32 °C (90 °F). Longer periods of more intense heat sometimes occur, such as the heat wave of 2003 when temperatures exceeded 30 °C (86 °F) for weeks, reached 40 °C (104 °F) on some days and rarely cooled down at night. Spring and autumn have, on average, mild days and cool nights but are changing and unstable. Surprisingly warm or cool weather occurs frequently in both seasons. In winter, sunshine is scarce; days are cool, and nights are cold but generally above freezing with low temperatures around 3 °C (37 °F). Light night frosts are however quite common, but the temperature seldom dips below −5 °C (23 °F). The city sometimes sees light snow or flurries with or without accumulation.Paris has an average annual precipitation of 641 mm (25.2 in), and experiences light rainfall distributed evenly throughout the year. However, the city is known for intermittent, abrupt, heavy showers. The highest recorded temperature was 42.6 °C (108.7 °F) on 25 July 2019, and the lowest was −23.9 °C (−11.0 °F) on 10 December 1879.
+
+
+== Administration ==
+
+
+=== City government ===
+
+For almost all of its long history, except for a few brief periods, Paris was governed directly by representatives of the king, emperor, or president of France. The city was not granted municipal autonomy by the National Assembly until 1974. The first modern elected mayor of Paris was Jacques Chirac, elected 20 March 1977, becoming the city's first mayor since 1871 and only the fourth since 1794. The current mayor is Anne Hidalgo, a socialist, first elected 5 April 2014 and re-elected 28 June 2020.
+The mayor of Paris is elected indirectly by Paris voters; the voters of each of the city's 20 arrondissements elect members to the Conseil de Paris (Council of Paris), which subsequently elects the mayor. The council is composed of 163 members, with each arrondissement allocated a number of seats dependent upon its population, from 10 members for each of the least-populated arrondissements to 34 members for the most populated. The council is elected using closed list proportional representation in a two-round system. Party lists winning an absolute majority in the first round – or at least a plurality in the second round – automatically win half the seats of an arrondissement. The remaining half of seats are distributed proportionally to all lists which win at least 5% of the vote using the highest averages method. This ensures that the winning party or coalition always wins a majority of the seats, even if they do not win an absolute majority of the vote.Prior to the 2020 Paris municipal election, each of Paris's 20 arrondissements had its own town hall and a directly elected council (conseil d'arrondissement), which, in turn, elects an arrondissement mayor. The council of each arrondissement is composed of members of the Conseil de Paris and also members who serve only on the council of the arrondissement. The number of deputy mayors in each arrondissement varies depending upon its population. As of 1996, there were a total of 20 arrondissement mayors and 120 deputy mayors. The creation of Paris Centre, a unified administrative division with a single mayor covering the first four arrondissements, took effect with the said 2020 election; the other 16 arrondissements continue to have their own mayors.
+
+
+=== Métropole du Grand Paris ===
+The Métropole du Grand Paris, or simply Grand Paris, formally came into existence on 1 January 2016. It is an administrative structure for co-operation between the City of Paris and its nearest suburbs. It includes the City of Paris, plus the communes of the three departments of the inner suburbs (Hauts-de-Seine, Seine-Saint-Denis and Val-de-Marne), plus seven communes in the outer suburbs, including Argenteuil in Val d'Oise and Paray-Vieille-Poste in Essonne, which were added to include the major airports of Paris. The Metropole covers 814 km2 (314 sq mi) and has a population of 6.945 million persons.The new structure is administered by a Metropolitan Council of 210 members, not directly elected, but chosen by the councils of the member Communes. By 2020 its basic competencies will include urban planning, housing and protection of the environment. The first president of the metropolitan council, Patrick Ollier, was elected on 22 January 2016. Though the Metropole has a population of nearly seven million people and accounts for 25 percent of the GDP of France, it has a very small budget: just 65 million Euros, compared with eight billion Euros for the City of Paris.
+
+
+=== Regional government ===
+The Region of Île de France, including Paris and its surrounding communities, is governed by the Regional Council, composed of 209 members representing its different communes. On 15 December 2015, a list of candidates of the Union of the Right, a coalition of centrist and right-wing parties, led by Valérie Pécresse, narrowly won the regional election, defeating a coalition of Socialists and ecologists. The Socialists had governed the region for seventeen years. The regional council has 121 members from the Union of the Right, 66 from the Union of the Left and 22 from the extreme right National Front.
+
+
+=== National government ===
+As the capital of France, Paris is the seat of France's national government. For the executive, the two chief officers each have their own official residences, which also serve as their offices. The President of the French Republic resides at the Élysée Palace, while the Prime Minister's seat is at the Hôtel Matignon. Government ministries are located in various parts of the city, many near the Hôtel Matignon.Both houses of the French Parliament are located on the Rive Gauche. The upper house, the Senate, meets in the Palais du Luxembourg, while the more important lower house, the National Assembly, meets in the Palais Bourbon. The President of the Senate, the second-highest public official in France (the President of the Republic being the sole superior), resides in the Petit Luxembourg, a smaller palace annexe to the Palais du Luxembourg.
+France's highest courts are located in Paris. The Court of Cassation, the highest court in the judicial order, which reviews criminal and civil cases, is located in the Palais de Justice on the Île de la Cité, while the Conseil d'État, which provides legal advice to the executive and acts as the highest court in the administrative order, judging litigation against public bodies, is located in the Palais-Royal in the 1st arrondissement. The Constitutional Council, an advisory body with ultimate authority on the constitutionality of laws and government decrees, also meets in the Montpensier wing of the Palais Royal.Paris and its region host the headquarters of several international organisations including UNESCO, the Organisation for Economic Co-operation and Development, the International Chamber of Commerce, the Paris Club, the European Space Agency, the International Energy Agency, the Organisation internationale de la Francophonie, the European Union Institute for Security Studies, the International Bureau of Weights and Measures, the International Exhibition Bureau, and the International Federation for Human Rights.
+
+
+=== Police force ===
+The security of Paris is mainly the responsibility of the Prefecture of Police of Paris, a subdivision of the Ministry of the Interior. It supervises the units of the National Police who patrol the city and the three neighbouring departments. It is also responsible for providing emergency services, including the Paris Fire Brigade. Its headquarters is on Place Louis Lépine on the Île de la Cité.There are 43,800 officers under the prefecture, and a fleet of more than 6,000 vehicles, including police cars, motorcycles, fire trucks, boats and helicopters. The national police has its own special unit for riot control and crowd control and security of public buildings, called the Compagnies Républicaines de Sécurité (CRS). Vans of CRS agents are frequently seen in the centre of the city when there are demonstrations and public events. The police are supported by the National Gendarmerie, a branch of the French Armed Forces, though their police operations now are supervised by the Ministry of the Interior.Crime in Paris is similar to that in most large cities. Violent crime is relatively rare in the city centre. Political violence is uncommon, though very large demonstrations may occur in Paris and other French cities simultaneously. These demonstrations, usually managed by a strong police presence, can turn confrontational and escalate into violence.
+
+
+== Cityscape ==
+
+
+=== Urbanism and architecture ===
+
+Paris is one of the few world capitals that has rarely seen destruction by catastrophe or war. For this, even its earliest history is still visible in its streetmap, and centuries of rulers adding their respective architectural marks on the capital has resulted in an accumulated wealth of history-rich monuments and buildings whose beauty played a large part in giving the city the reputation it has today. At its origin, before the Middle Ages, the city was composed of several islands and sandbanks in a bend of the Seine; of those, two remain today: Île Saint-Louis and the Île de la Cité. A third one is the 1827 artificially created Île aux Cygnes.
+Modern Paris owes much of its downtown plan and architectural harmony to Napoleon III and his Prefect of the Seine, Baron Haussmann. Between 1853 and 1870 they rebuilt the city centre, created the wide downtown boulevards and squares where the boulevards intersected, imposed standard facades along the boulevards, and required that the facades be built of the distinctive cream-grey "Paris stone". They also built the major parks around the city centre. The high residential population of its city centre also makes it much different from most other western major cities.Paris's urbanism laws have been under strict control since the early 17th century, particularly where street-front alignment, building height and building distribution is concerned. The 210 m (690 ft) Tour Montparnasse was both Paris's and France's tallest building since 1973, but this record has been held by the La Défense quarter Tour First tower in Courbevoie since its 2011 construction.
+
+
+=== Housing ===
+The most expensive residential street in Paris in 2018 by average price per square metre was Avenue Montaigne, at 22,372 euros per square metre. The total number of residences in the City of Paris in 2011 was 1,356,074, up from a former high of 1,334,815 in 2006. Among these, 1,165,541 (85.9 percent) were main residences, 91,835 (6.8 percent) were secondary residences, and the remaining 7.3 percent were empty (down from 9.2 percent in 2006).Sixty-two percent of its buildings date from 1949 and before, 20 percent were built between 1949 and 1974, and only 18 percent of the buildings remaining were built after that date. Two-thirds of the city's 1.3 million residences are studio and two-room apartments. Paris averages 1.9 people per residence, a number that has remained constant since the 1980s, but it is much less than Île-de-France's 2.33 person-per-residence average. Only 33 percent of principal residence Parisians own their habitation (against 47 percent for the entire Île-de-France): the major part of the city's population is a rent-paying one. Social or public housing represented 19.9 percent of the city's total residences in 2017. Its distribution varies widely throughout the city, from 2.6 percent of the housing in the wealthy 7th arrondissement, to 39.9 percent in the 19th arrondissement.In February 2019, a Paris NGO conducted its annual citywide count of homeless persons. They counted 3,641 homeless persons in Paris, of whom twelve percent were women. More than half had been homeless for more than a year. 2,885 were living in the streets or parks, 298 in train and metro stations, and 756 in other forms of temporary shelter. This was an increase of 588 persons since 2018.
+
+
+=== Suburbs ===
+Aside from the 20th-century addition of the Bois de Boulogne, the Bois de Vincennes and the Paris heliport, Paris's administrative limits have remained unchanged since 1860. A greater administrative Seine department had been governing Paris and its suburbs since its creation in 1790, but the rising suburban population had made it difficult to maintain as a unique entity. To address this problem, the parent "District de la région parisienne" ('district of the Paris region') was reorganised into several new departments from 1968: Paris became a department in itself, and the administration of its suburbs was divided between the three new departments surrounding it. The district of the Paris region was renamed "Île-de-France" in 1977, but this abbreviated "Paris region" name is still commonly used today to describe the Île-de-France, and as a vague reference to the entire Paris agglomeration. Long-intended measures to unite Paris with its suburbs began on 1 January 2016, when the Métropole du Grand Paris came into existence.Paris's disconnect with its suburbs, its lack of suburban transportation, in particular, became all too apparent with the Paris agglomeration's growth. Paul Delouvrier promised to resolve the Paris-suburbs mésentente when he became head of the Paris region in 1961: two of his most ambitious projects for the Region were the construction of five suburban "villes nouvelles" ("new cities") and the RER commuter train network. Many other suburban residential districts (grands ensembles) were built between the 1960s and 1970s to provide a low-cost solution for a rapidly expanding population: These districts were socially mixed at first, but few residents actually owned their homes (the growing economy made these accessible to the middle classes only from the 1970s). Their poor construction quality and their haphazard insertion into existing urban growth contributed to their desertion by those able to move elsewhere and their repopulation by those with more limited possibilities.These areas, quartiers sensibles ("sensitive quarters"), are in northern and eastern Paris, namely around its Goutte d'Or and Belleville neighbourhoods. To the north of the city, they are grouped mainly in the Seine-Saint-Denis department, and to a lesser extreme to the east in the Val-d'Oise department. Other difficult areas are located in the Seine valley, in Évry et Corbeil-Essonnes (Essonne), in Mureaux, Mantes-la-Jolie (Yvelines), and scattered among social housing districts created by Delouvrier's 1961 "ville nouvelle" political initiative.The Paris agglomeration's urban sociology is basically that of 19th-century Paris: the wealthy live in the west and southwest, and the middle-to-working classes are in the north and east. The remaining areas are mostly middle-class dotted with wealthy islands located there due to reasons of historical importance, namely Saint-Maur-des-Fossés to the east and Enghien-les-Bains to the north of Paris.
+
+
+== Demographics ==
+
+The official estimated population of the City of Paris on 1 January 1, 2023 was 2,102,650, down from 2,165,423 on 1 January 2022, according to the INSEE, the official French statistical agency. According to INSEE, the population has dropped by 122,919, or about five percent, over the past decade. The Mayor of Paris, Anne Hidalgo, declared that this illustrated the "de-densification" of the city, creating more green space and less crowding. Despite the drop, Paris remains the most densely-populated city in Europe, with 252 residents per hectare, not counting parks. This drop was attributed partly to a lower birth rate, the departure of middle-class residents and the possible loss of housing in the city due to short-term rentals for tourism.Paris is the fourth largest municipality in the European Union, following Berlin, Madrid and Rome. Eurostat places Paris (6.5 million people) behind London (8 million) and ahead of Berlin (3.5 million), based on the 2012 populations of what Eurostat calls "urban audit core cities".
+The population of Paris today is lower than its historical peak of 2.9 million in 1921. The principal reasons were a significant decline in household size, and a dramatic migration of residents to the suburbs between 1962 and 1975. Factors in the migration included de-industrialisation, high rent, the gentrification of many inner quarters, the transformation of living space into offices, and greater affluence among working families. The city's population loss came to a temporary halt at the beginning of the 21st century; the population increased from 2,125,246 in 1999 to 2,240,621 in 2012, before declining again slightly in 2017, 2018, and again in 2021.Paris is the core of a built-up area that extends well beyond its limits: commonly referred to as the agglomération Parisienne, and statistically as a unité urbaine (a measure of urban area), the Paris agglomeration's population of 10,785,092 in 2017 made it the largest urban area in the European Union. City-influenced commuter activity reaches well beyond even this in a statistical aire d'attraction de Paris ("functional area", a statistical method comparable to a metropolitan area), that had a population of 13,024,518 in 2017, 19.6% of the population of France, and the largest metropolitan area in the Eurozone.According to Eurostat, the EU statistical agency, in 2012 the Commune of Paris was the most densely populated city in the European Union, with 21,616 people per square kilometre within the city limits (the NUTS-3 statistical area), ahead of Inner London West, which had 10,374 people per square kilometre. According to the same census, three departments bordering Paris, Hauts-de-Seine, Seine-Saint-Denis and Val-de-Marne, had population densities of over 10,000 people per square kilometre, ranking among the 10 most densely populated areas of the EU.
+
+
+=== Migration ===
+Under French law, people born in foreign countries with no French citizenship at birth are defined as immigrants. According to the 2012 census, 135,853 residents of the City of Paris were immigrants from Europe, 112,369 were immigrants from the Maghreb, 70,852 from sub-Saharan Africa and Egypt, 5,059 from Turkey, 91,297 from Asia (outside Turkey), 38,858 from the Americas, and 1,365 from the South Pacific.In the Paris Region, 590,504 residents were immigrants from Europe, 627,078 were immigrants from the Maghreb, 435,339 from sub-Saharan Africa and Egypt, 69,338 from Turkey, 322,330 from Asia (outside Turkey), 113,363 from the Americas, and 2,261 from the South Pacific.In 2012, there were 8,810 British citizens and 10,019 United States citizens living in the City of Paris (Ville de Paris) and 20,466 British citizens and 16,408 United States citizens living in the entire Paris Region (Île-de-France).In 2020–2021, about 6 million people, or 41% of the population of the Paris Region, were either immigrants (21%) or had at least one immigrant parent (20%); these figures do not include French people born in Overseas France and their direct descendants.
+
+
+=== Religion ===
+
+At the beginning of the twentieth century, Paris was the largest Catholic city in the world. French census data does not contain information about religious affiliation. According to a 2011 survey by the Institut français d'opinion publique (IFOP), a French public opinion research organisation, 61 percent of residents of the Paris Region (Île-de-France) identified themselves as Roman Catholic. In the same survey, 7 percent of residents identified themselves as Muslims, 4 percent as Protestants, 2 percent as Jewish and 25 percent as without religion.
+According to the INSEE, between 4 and 5 million French residents were born or had at least one parent born in a predominantly Muslim country, particularly Algeria, Morocco and Tunisia. An IFOP survey in 2008 reported that, of immigrants from these predominantly Muslim countries, 25 percent went to the mosque regularly; 41 percent practised the religion, and 34 percent were believers but did not practice the religion. In 2012 and 2013, it was estimated that there were almost 500,000 Muslims in the City of Paris, 1.5 million Muslims in the Île-de-France region and 4 to 5 million Muslims in France.The Jewish population of the Paris Region was estimated in 2014 to be 282,000, the largest concentration of Jews in the world outside of Israel and the United States.
+
+
+== Economy ==
+
+The economy of the City of Paris is based largely on services and commerce; of the 390,480 enterprises in the city, 80.6 percent are engaged in commerce, transportation, and diverse services, 6.5 percent in construction, and just 3.8 percent in industry. The story is similar in the Paris Region (Île-de-France): 76.7 percent of enterprises are engaged in commerce and services, and 3.4 percent in industry.At the 2012 census, 59.5% of jobs in the Paris Region were in market services (12.0% in wholesale and retail trade, 9.7% in professional, scientific, and technical services, 6.5% in information and communication, 6.5% in transportation and warehousing, 5.9% in finance and insurance, 5.8% in administrative and support services, 4.6% in accommodation and food services, and 8.5% in various other market services), 26.9% in non-market services (10.4% in human health and social work activities, 9.6% in public administration and defence, and 6.9% in education), 8.2% in manufacturing and utilities (6.6% in manufacturing and 1.5% in utilities), 5.2% in construction, and 0.2% in agriculture.The Paris Region had 5.4 million salaried employees in 2010, of whom 2.2 million were concentrated in 39 pôles d'emplois or business districts. The largest of these, in terms of number of employees, is known in French as the QCA, or quartier central des affaires; in 2010, it was the workplace of 500,000 salaried employees, about 30 percent of the salaried employees in Paris and 10 percent of those in the Île-de-France. The largest sectors of activity in the central business district were finance and insurance (16 percent of employees in the district) and business services (15 percent). The district also includes a large concentration of department stores, shopping areas, hotels and restaurants, as well a government offices and ministries. The second-largest business district in terms of employment is La Défense, just west of the city. In 2010, it was the workplace of 144,600 employees, of whom 38 percent worked in finance and insurance, 16 percent in business support services. Two other important districts, Neuilly-sur-Seine and Levallois-Perret, are extensions of the Paris business district and of La Défense. Another district, including Boulogne-Billancourt, Issy-les-Moulineaux and the southern part of the 15th arrondissement, is a centre of activity for the media and information technology.The top French companies listed in the Fortune Global 500 for 2021 all have their headquarters in the Paris Region; six in the central business district of the City of Paris; and four close to the city in the Hauts-de-Seine Department, three in La Défense and one in Boulogne-Billancourt. Some companies, like Société Générale, have offices in both Paris and La Défense. The Paris Region is France's leading region for economic activity, with a GDP of €765 billion (of which €253 billion was Paris city). In 2021, its GDP ranked first among the metropolitan regions of the EU and its per-capita GDP PPP was the 8th highest. While the Paris region's population accounted for 18.8 percent of metropolitan France in 2019, the Paris region's GDP accounted for 32 percent of metropolitan France's GDP.The Paris Region economy has gradually shifted from industry to high-value-added service industries (finance, IT services) and high-tech manufacturing (electronics, optics, aerospace, etc.). The Paris region's most intense economic activity through the central Hauts-de-Seine department and suburban La Défense business district places Paris's economic centre to the west of the city, in a triangle between the Opéra Garnier, La Défense and the Val de Seine. While the Paris economy is dominated by services, and employment in manufacturing sector has declined sharply, the region remains an important manufacturing centre, particularly for aeronautics, automobiles, and "eco" industries.In the 2017 worldwide cost of living survey by the Economist Intelligence Unit, based on a survey made in September 2016, Paris ranked as the seventh most expensive city in the world, and the second most expensive in Europe, after Zürich. In 2018, Paris was the most expensive city in the world with Singapore and Hong Kong. Station F is a business incubator for startups, noted as the world's largest startup facility.
+
+
+=== Employment and income ===
+The majority of Paris's salaried employees fill 370,000 businesses services jobs, concentrated in the north-western 8th, 16th and 17th arrondissements. Paris's financial service companies are concentrated in the central-western 8th and 9th arrondissement banking and insurance district. Paris's department store district in the 1st, 6th, 8th and 9th arrondissements employ ten percent of mostly female Paris workers, with 100,000 of these registered in the retail trade. Fourteen percent of Parisians work in hotels and restaurants and other services to individuals. Nineteen percent of Paris employees work for the State in either administration or education. The majority of Paris's healthcare and social workers work at the hospitals and social housing concentrated in the peripheral 13th, 14th, 18th, 19th and 20th arrondissements. Outside Paris, the western Hauts-de-Seine department La Défense district specialising in finance, insurance and scientific research district, employs 144,600, and the north-eastern Seine-Saint-Denis audiovisual sector has 200 media firms and 10 major film studios.Paris's manufacturing is mostly focused in its suburbs, and the city itself has only around 75,000 manufacturing workers, most of which are in the textile, clothing, leather goods, and shoe trades. The Paris region's 800 aerospace companies employed 100,000. Four hundred automobile industry companies employ another 100,000 workers: many of these are centred in the Yvelines department around the Renault and PSA-Citroën plants (this department alone employs 33,000), but the industry as a whole suffered a major loss with the 2014 closing of a major Aulnay-sous-Bois Citroën assembly plant. The southern Essonne department specialises in science and technology, and the south-eastern Val-de-Marne, with its wholesale Rungis food market, specialises in food processing and beverages. The Paris region's manufacturing decline is quickly being replaced by eco-industries: these employ about 100,000 workers.Incomes are higher in the Western part of the city and in the western suburbs than in the northern and eastern parts of the urban area. While Paris has some of the richest neighbourhoods in France, it also has some of the poorest, mostly on the eastern side of the city. In 2012, 14 percent of households in the city earned less than €977 per month, the official poverty line. Twenty-five percent of residents in the 19th arrondissement lived below the poverty line; in the city's wealthiest neighbourhood, the 7th arrondissement, 7 percent lived below the poverty line. The unemployment rate in Paris in the 4th trimester of 2021 was six percent, compared with 7.4 percent in the whole of France. This was the lowest rate in thirteen years.
+
+
+=== Tourism ===
+
+Tourism continued to recover in the Paris region in 2022, increasing to 44 million visitors, an increase of 95 percent over 2021, but still 13 percent lower than in 2019.Greater Paris, comprising Paris and its three surrounding departments, received a record 38 million visitors in 2019, measured by hotel arrivals. These included 12.2 million French visitors. Of the foreign visitors, the greatest number came from the United States (2.6 million), United Kingdom (1.2 million), Germany (981 thousand) and China (711 thousand).In 2018, measured by the Euromonitor Global Cities Destination Index, Paris was the second-busiest airline destination in the world, with 19.10 million visitors, behind Bangkok (22.78 million) but ahead of London (19.09 million). According to the Paris Convention and Visitors Bureau, 393,008 workers in Greater Paris, or 12.4 percent of the total workforce, are engaged in tourism-related sectors such as hotels, catering, transport and leisure.The city's top cultural attractions in 2022 were the Louvre Museum (7.7 million visitors), the Eiffel Tower (5.8 million visitors), the Musée d'Orsay (3.27 million visitors) and the Centre Pompidou (3 million visitors).In 2019, Greater Paris had 2,056 hotels, including 94 five-star hotels, with a total of 121,646 rooms. Also in 2019, in addition to the hotels, Greater Paris had 60,000 homes registered with Airbnb. Under French law, renters of these units must pay the Paris tourism tax. The company paid the city government 7.3 million euros in 2016.A minuscule fraction of foreign visitors suffer from Paris syndrome when their experiences do not meet expectations.
+
+
+== Culture ==
+
+
+=== Painting and sculpture ===
+
+For centuries, Paris has attracted artists from around the world. As a result, Paris has acquired a reputation as the "City of Art". Italian artists were a profound influence on the development of art in Paris in the 16th and 17th centuries, particularly in sculpture and reliefs. Painting and sculpture became the pride of the French monarchy and the French royal family commissioned many Parisian artists to adorn their palaces during the French Baroque and Classicism era. Sculptors such as Girardon, Coysevox and Coustou acquired reputations as the finest artists in the royal court in 17th-century France. Pierre Mignard became the first painter to King Louis XIV during this period. In 1648, the Académie royale de peinture et de sculpture (Royal Academy of Painting and Sculpture) was established to accommodate for the dramatic interest in art in the capital. This served as France's top art school until 1793.Paris was in its artistic prime in the 19th century and early 20th century, when it had a colony of artists established in the city and in art schools associated with some of the finest painters of the times: Henri de Toulouse-Lautrec, Édouard Manet, Claude Monet, Berthe Morisot, Paul Gauguin, Pierre-Auguste Renoir and others. Paris was central to the development of Romanticism in art, with painters such as Géricault. Impressionism, Art Nouveau, Symbolism, Fauvism, Cubism and Art Deco movements all evolved in Paris. In the late 19th century, many artists in the French provinces and worldwide flocked to Paris to exhibit their works in the numerous salons and expositions and make a name for themselves. Artists such as Pablo Picasso, Henri Matisse, Vincent van Gogh, Paul Cézanne, Jean Metzinger, Albert Gleizes, Henri Rousseau, Marc Chagall, Amedeo Modigliani and many others became associated with Paris.
+The most prestigious sculptors who made their reputation in Paris in the modern era are Frédéric Auguste Bartholdi (Statue of Liberty), Auguste Rodin, Camille Claudel, Antoine Bourdelle, Paul Landowski (statue of Christ the Redeemer in Rio de Janeiro) and Aristide Maillol. The Golden Age of the School of Paris ended between the two world wars.
+
+
+=== Museums ===
+
+The Louvre received 2,8 million visitors in 2021, up from 2.7 million in 2020, holding its position as first among the most-visited museums. Its treasures include the Mona Lisa (La Joconde), the Venus de Milo statue, and Liberty Leading the People. The second-most visited museum in the city in 2021, with 1.5 million visitors, was the Centre Georges Pompidou, also known as Beaubourg, which houses the Musée National d'Art Moderne The third most visited Paris museum in 2021 was the National Museum of Natural History with 1,4 million visitors. It is famous for its dinosaur artefacts, mineral collections and its Gallery of Evolution. It was followed by the Musée d'Orsay, featuring 19th century art and the French Impressionists, which had one million visitors. Paris hosts one of the largest science museums in Europe, the Cité des sciences et de l'industrie, (984,000 visitors in 2020). The other most-visited Paris museums in 2021 were the Fondation Louis Vuitton (691,000), the Musée du Quai Branly – Jacques Chirac, featuring the indigenous art and cultures of Africa, Asia, Oceania, and the Americas. (616,000); the Musée Carnavalet (History of Paris) (606,000), and the Petit Palais, the art museum of the City of Paris (518,000).
+The Musée de l'Orangerie, near both the Louvre and the Orsay, also exhibits Impressionists and Post-Impressionists, including most of Claude Monet's large Water Lilies murals. The Musée national du Moyen Âge, or Cluny Museum, presents Medieval art. The Guimet Museum, or Musée national des arts asiatiques, has one of the largest collections of Asian art in Europe. There are also notable museums devoted to individual artists, including the Musée Picasso, the Musée Rodin and the Musée national Eugène Delacroix.
+The military history of France is presented by displays at the Musée de l'Armée at Les Invalides. In addition to the national museums, run by the Ministry of Culture, the City of Paris operates 14 museums, including the Carnavalet Museum on the history of Paris, Musée d'Art Moderne de la Ville de Paris, Palais de Tokyo, the House of Victor Hugo, the House of Balzac and the Catacombs of Paris. There are also notable private museums. The Contemporary Art museum of the Louis Vuitton Foundation, designed by architect Frank Gehry, opened in October 2014 in the Bois de Boulogne.
+
+
+=== Theatre ===
+The largest opera houses of Paris are the 19th-century Opéra Garnier (historical Paris Opéra) and modern Opéra Bastille; the former tends toward the more classic ballets and operas, and the latter provides a mixed repertoire of classic and modern. In the middle of the 19th century, there were three other active and competing opera houses: the Opéra-Comique (which still exists), Théâtre-Italien and Théâtre Lyrique (which in modern times changed its profile and name to Théâtre de la Ville). Philharmonie de Paris, the modern symphonic concert hall of Paris, opened in January 2015. Another musical landmark is the Théâtre des Champs-Élysées, where the first performances of Diaghilev's Ballets Russes took place in 1913.
+
+Theatre traditionally has occupied a large place in Parisian culture, and many of its most popular actors today are also stars of French television. The oldest and most famous Paris theatre is the Comédie-Française, founded in 1680. Run by the Government of France, it performs mostly French classics at the Salle Richelieu in the Palais-Royal. Other famous theatres include the Odéon-Théâtre de l'Europe, also a state institution and theatrical landmark; the Théâtre Mogador; and the Théâtre de la Gaîté-Montparnasse.The music hall and cabaret are famous Paris institutions. The Moulin Rouge was opened in 1889 and became the birthplace of the dance known as the French Cancan. It helped make famous the singers Mistinguett and Édith Piaf and the painter Toulouse-Lautrec, who made posters for the venue. In 1911, the dance hall Olympia Paris invented the grand staircase as a settling for its shows, competing with its great rival, the Folies Bergère. Its stars in the 1920s included the American singer and dancer Josephine Baker. Later, Olympia Paris presented Dalida, Edith Piaf, Marlene Dietrich, Miles Davis, Judy Garland and the Grateful Dead.
+The Casino de Paris presented many famous French singers, including Mistinguett, Maurice Chevalier and Tino Rossi. Other famous Paris music halls include Le Lido, on the Champs-Élysées, opened in 1946; and the Crazy Horse Saloon, featuring strip-tease, dance and magic, opened in 1951. A half dozen music halls exist today in Paris, attended mostly by visitors to the city.
+
+
+=== Literature ===
+
+The first book printed in France, Epistolae ("Letters"), by Gasparinus de Bergamo (Gasparino da Barzizza), was published in Paris in 1470 by the press established by Johann Heynlin. Since then, Paris has been the centre of the French publishing industry, the home of some of the world's best-known writers and poets, and the setting for many classic works of French literature. Paris did not become the acknowledged capital of French literature until the 17th century, with authors such as Boileau, Corneille, La Fontaine, Molière, Racine, Charles Perrault, several coming from the provinces, as well as the foundation of the Académie française. In the 18th century, the literary life of Paris revolved around the cafés and salons; it was dominated by Voltaire, Jean-Jacques Rousseau, Pierre de Marivaux and Pierre Beaumarchais.
+During the 19th century, Paris was the home and subject for some of France's greatest writers, including Charles Baudelaire, Stéphane Mallarmé, Mérimée, Alfred de Musset, Marcel Proust, Émile Zola, Alexandre Dumas, Gustave Flaubert, Guy de Maupassant and Honoré de Balzac. Victor Hugo's The Hunchback of Notre Dame inspired the renovation of its setting, the Notre-Dame de Paris. Another of Victor Hugo's works, Les Misérables, described the social change and political turmoil in Paris in the early 1830s. One of the most popular of all French writers, Jules Verne, worked at the Theatre Lyrique and the Paris stock exchange, while he did research for his stories at the National Library.In the 20th century, the Paris literary community was dominated by figures such as Colette, André Gide, François Mauriac, André Malraux, Albert Camus, and, after World War II, by Simone de Beauvoir and Jean-Paul Sartre. Between the wars it was the home of many important expatriate writers, including Ernest Hemingway, Samuel Beckett, Miguel Ángel Asturias, Alejo Carpentier and, Arturo Uslar Pietri. The winner of the 2014 Nobel Prize in Literature, Patrick Modiano, based most of his literary work on the depiction of the city during World War II and the 1960s–1970s.Paris is a city of books and bookstores. In the 1970s, 80 percent of French-language publishing houses were found in Paris. It is also a city of small bookstores. There are about 150 bookstores in the 5th arrondissement alone, plus another 250 book stalls along the Seine. Small Paris bookstores are protected against competition from discount booksellers by French law; books, even e-books, cannot be discounted more than five percent below their publisher's cover price.
+
+
+=== Music ===
+
+In the late 12th century, a school of polyphony was established at Notre-Dame. Among the Trouvères of northern France, a group of Parisian aristocrats became known for their poetry and songs. Troubadours, from the south of France, were also popular. During the reign of François I, in the Renaissance era, the lute became popular in the French court. The French royal family and courtiers "disported themselves in masques, ballets, allegorical dances, recitals, and opera and comedy", and a national musical printing house was established. In the Baroque-era, noted composers included Jean-Baptiste Lully, Jean-Philippe Rameau, and François Couperin. The Conservatoire de Musique de Paris was founded in 1795. By 1870, Paris had become an important centre for symphony, ballet and operatic music.
+Romantic-era composers (in Paris) include Hector Berlioz, Charles Gounod, Camille Saint-Saëns, Léo Delibes and Jules Massenet, among others. Georges Bizet's Carmen premiered 3 March 1875. Carmen has since become one of the most popular and frequently-performed operas in the classical canon. Among the Impressionist composers who created new works for piano, orchestra, opera, chamber music and other musical forms, stand in particular, Claude Debussy, Erik Satie and Maurice Ravel . Several foreign-born composers, such as Frédéric Chopin, Franz Liszt, Jacques Offenbach, Niccolò Paganini, and Igor Stravinsky, established themselves or made significant contributions both with their works and their influence in Paris.
+Bal-musette is a style of French music and dance that first became popular in Paris in the 1870s and 1880s; by 1880 Paris had some 150 dance halls. Patrons danced the bourrée to the accompaniment of the cabrette (a bellows-blown bagpipe locally called a "musette") and often the vielle à roue (hurdy-gurdy) in the cafés and bars of the city. Parisian and Italian musicians who played the accordion adopted the style and established themselves in Auvergnat bars, anParis became a major centre for jazz and still attracts jazz musicians from all around the world to its clubs and cafés.Paris is the spiritual home of gypsy jazz in particular, and many of the Parisian jazzmen who developed in the first half of the 20th century began by playing Bal-musette in the city. Django Reinhardt rose to fame in Paris, having moved to the 18th arrondissement in a caravan as a young boy, and performed with violinist Stéphane Grappelli and their Quintette du Hot Club de France in the 1930s and 1940s.Immediately after the War the Saint-Germain-des-Pres quarter and the nearby Saint-Michel quarter became home to many small jazz clubs, including the Caveau des Lorientais, the Club Saint-Germain, the Rose Rouge, the Vieux-Colombier, and the most famous, Le Tabou. They introduced Parisians to the music of Claude Luter, Boris Vian, Sydney Bechet, Mezz Mezzrow, and Henri Salvador. Most of the clubs closed by the early 1960s, as musical tastes shifted toward rock and roll.Some of the finest manouche musicians in the world are found here playing the cafés of the city at night. Some of the more notable jazz venues include the New Morning, Le Sunset, La Chope des Puces and Bouquet du Nord. Several yearly festivals take place in Paris, including the Paris Jazz Festival and the rock festival Rock en Seine. The Orchestre de Paris was established in 1967. December 2015 was the 100th anniversary of the birth of Edith Piaf—widely regarded as France's national chanteuse, as well as being one of France's greatest international stars.Paris has a big hip hop scene. This music became popular during the 1980s. The presence of a large African and Caribbean community helped to its development, giving political and social status for many minorities.
+
+
+=== Cinema ===
+
+The movie industry was born in Paris when Auguste and Louis Lumière projected the first motion picture for a paying audience at the Grand Café on 28 December 1895. Many of Paris's concert/dance halls were transformed into cinemas when the media became popular beginning in the 1930s. Paris's largest cinema room today is in the Grand Rex theatre with 2,700 seats.Big multiplex cinemas have been built since the 1990s. UGC Ciné Cité Les Halles with 27 screens, MK2 Bibliothèque with 20 screens and UGC Ciné Cité Bercy with 18 screens are among the largest.Parisians tend to share the same movie-going trends as many of the world's global cities, with cinemas primarily dominated by Hollywood-generated film entertainment. French cinema comes a close second, with major directors (réalisateurs) such as Claude Lelouch, Jean-Luc Godard, and Luc Besson, and the more slapstick/popular genre with director Claude Zidi as an example. European and Asian films are also widely shown and appreciated.
+
+
+=== Restaurants and cuisine ===
+
+Since the late 18th century, Paris has been famous for its restaurants and haute cuisine, food meticulously prepared and artfully presented. A luxury restaurant, La Taverne Anglaise, opened in 1786 in the arcades of the Palais-Royal by Antoine Beauvilliers; it became a model for future Paris restaurants. The restaurant Le Grand Véfour in the Palais-Royal dates from the same period. The famous Paris restaurants of the 19th century, including the Café de Paris, the Rocher de Cancale, the Café Anglais, Maison Dorée and the Café Riche, were mostly located near the theatres on the Boulevard des Italiens. Several of the best-known restaurants in Paris today appeared during the Belle Époque, including Maxim's on Rue Royale, Ledoyen in the gardens of the Champs-Élysées, and the Tour d'Argent on the Quai de la Tournelle.Today, owing to Paris's cosmopolitan population, every French regional cuisine and almost every national cuisine in the world can be found there; the city has more than 9,000 restaurants. The Michelin Guide has been a standard guide to French restaurants since 1900, awarding its highest award, three stars, to the best restaurants in France. In 2018, of the 27 Michelin three-star restaurants in France, ten are located in Paris. These include both restaurants which serve classical French cuisine, such as L'Ambroisie in the Place des Vosges, and those which serve non-traditional menus, such as L'Astrance, which combines French and Asian cuisines. Several of France's most famous chefs, including Pierre Gagnaire, Alain Ducasse, Yannick Alléno and Alain Passard, have three-star restaurants in Paris.
+Paris has several other kinds of traditional eating places. The café arrived in Paris in the 17th century, and by the 18th century Parisian cafés were centres of the city's political and cultural life. The Café Procope on the Left Bank dates from this period. In the 20th century, the cafés of the Left Bank, especially Café de la Rotonde and Le Dôme Café in Montparnasse and Café de Flore and Les Deux Magots on Boulevard Saint Germain, all still in business, were important meeting places for painters, writers and philosophers. A bistro is a type of eating place loosely defined as a neighbourhood restaurant with a modest decor and prices and a regular clientele and a congenial atmosphere. Real bistros are increasingly rare in Paris, due to rising costs, competition, and different eating habits of Parisian diners. A brasserie originally was a tavern located next to a brewery, which served beer and food at any hour. Beginning with the Paris Exposition of 1867, it became a popular kind of restaurant which featured beer and other beverages served by young women in the national costume associated with the beverage. Now brasseries, like cafés, serve food and drinks throughout the day.
+
+
+=== Fashion ===
+
+Since the 19th century, Paris has been an international fashion capital, particularly in the domain of haute couture (clothing hand-made to order for private clients). It is home to some of the largest fashion houses in the world, including Dior and Chanel, as well as many other well-known and more contemporary fashion designers, such as Karl Lagerfeld, Jean-Paul Gaultier, Yves Saint Laurent, Givenchy, and Christian Lacroix. Paris Fashion Week, held in January and July in the Carrousel du Louvre among other renowned city locations, is one of the top four events on the international fashion calendar. Moreover, Paris is also the home of the world's largest cosmetics company: L'Oréal as well as three of the top five global makers of luxury fashion accessories: Louis Vuitton, Hermés, and Cartier. Most of the major fashion designers have their showrooms along the Avenue Montaigne, between the Champs-Élysées and the Seine.
+
+
+=== Photography ===
+The inventor Nicéphore Niépce produced the first permanent photograph on a polished pewter plate in Paris in 1825. In 1839, after the death of Niépce, Louis Daguerre patented the Daguerrotype, which became the most common form of photography until the 1860s. The work of Étienne-Jules Marey in the 1880s contributed considerably to the development of modern photography. Photography came to occupy a central role in Parisian Surrealist activity, in the works of Man Ray and Maurice Tabard. Numerous photographers achieved renown for their photography of Paris, including Eugène Atget, noted for his depictions of street scenes, Robert Doisneau, noted for his playful pictures of people and market scenes (among which Le baiser de l'hôtel de ville has become iconic of the romantic vision of Paris), Marcel Bovis, noted for his night scenes, as well as others such as Jacques-Henri Lartigue and Henri Cartier-Bresson. Poster art also became an important art form in Paris in the late nineteenth century, through the work of Henri de Toulouse-Lautrec, Jules Chéret, Eugène Grasset, Adolphe Willette, Pierre Bonnard, Georges de Feure, Henri-Gabriel Ibels, Paul Gavarni and Alphonse Mucha.
+
+
+=== Media ===
+Paris and its close suburbs are home to numerous newspapers, magazines and publications including Le Monde, Le Figaro, Libération, Le Nouvel Observateur, Le Canard enchaîné, La Croix, Le Parisien (in Saint-Ouen), Les Échos, Paris Match (Neuilly-sur-Seine), Réseaux & Télécoms, Reuters France, l'Équipe (Boulogne-Billancourt) and L'Officiel des Spectacles. France's two most prestigious newspapers, Le Monde and Le Figaro, are the centrepieces of the Parisian publishing industry. Agence France-Presse is France's oldest, and one of the world's oldest, continually operating news agencies. AFP, as it is colloquially abbreviated, maintains its headquarters in Paris, as it has since 1835. France 24 is a television news channel owned and operated by the French government, and is based in Paris. Another news agency is France Diplomatie, owned and operated by the Ministry of Foreign and European Affairs, and pertains solely to diplomatic news and occurrences.The most-viewed network in France, TF1, is in nearby Boulogne-Billancourt. France 2, France 3, Canal+, France 5, M6 (Neuilly-sur-Seine), Arte, D8, W9, NT1, NRJ 12, La Chaîne parlementaire, France 4, BFM TV, and Gulli are other stations located in and around the capital. Radio France, France's public radio broadcaster, and its various channels, is headquartered in Paris's 16th arrondissement. Radio France Internationale, another public broadcaster is also based in the city. Paris also holds the headquarters of the La Poste, France's national postal carrier.
+
+
+=== Holidays and festivals ===
+Bastille Day, a celebration of the storming of the Bastille in 1789, the biggest festival in the city, is a military parade taking place every year on 14 July on the Champs-Élysées, from the Arc de Triomphe to Place de la Concorde. It includes a flypast over the Champs Élysées by the Patrouille de France, a parade of military units and equipment, and a display of fireworks in the evening, the most spectacular being the one at the Eiffel Tower.Some other yearly festivals are Paris-Plages, a festive summertime event when the Right Bank of the Seine is converted into a temporary beach; Journées du Patrimoine, Fête de la Musique, Techno Parade, Nuit Blanche, Cinéma au clair de lune, Printemps des rues, Festival d'automne, and Fête des jardins. The Carnaval de Paris, one of the oldest festivals in Paris, dates back to the Middle Ages.
+
+
+=== Libraries ===
+
+The Bibliothèque nationale de France (BnF) operates public libraries in Paris, among them the François Mitterrand Library, Richelieu Library, Louvois, Opéra Library, and Arsenal Library.
+The Bibliothèque Forney, in the Marais district, is dedicated to the decorative arts; the Arsenal Library occupies a former military building, and has a large collection on French literature; and the Bibliothèque historique de la ville de Paris, also in Le Marais, contains the Paris historical research service. The Sainte-Geneviève Library, designed by Henri Labrouste and built in the mid-1800s, contains a rare book and manuscript division. Bibliothèque Mazarine is the oldest public library in France. The Médiathèque Musicale Mahler opened in 1986 and contains collections related to music. The François Mitterrand Library (nicknamed Très Grande Bibliothèque) was completed in 1994 to a design of Dominique Perrault and contains four glass towers.There are several academic libraries and archives in Paris. The Sorbonne Library is the largest university library in Paris. In addition to the Sorbonne location, there are branches in Malesherbes, Clignancourt-Championnet, Michelet-Institut d'Art et d'Archéologie, Serpente-Maison de la Recherche, and Institut des Etudes Ibériques. Other academic libraries include Interuniversity Pharmaceutical Library, Leonardo da Vinci University Library, Paris School of Mines Library, and the René Descartes University Library.
+
+
+=== Sports ===
+
+Paris's most popular sport clubs are the association football club Paris Saint-Germain F.C. and the rugby union clubs Stade Français and Racing 92, the last of which is based just outside the city proper. The 80,000-seat Stade de France, built for the 1998 FIFA World Cup, is located just north of Paris in the commune of Saint-Denis. It is used for football, rugby union and track and field athletics. It hosts the France national football team for friendlies and major tournaments qualifiers, annually hosts the French national rugby team's home matches of the Six Nations Championship, and hosts several important matches of the Stade Français rugby team. In addition to Paris Saint-Germain F.C., the city has a number of other professional and amateur football clubs: Paris FC, Red Star, RCF Paris and Stade Français Paris.
+Paris hosted the 1900 and 1924 Summer Olympics and will host the 2024 Summer Olympics and Paralympic Games.
+The city also hosted the finals of the 1938 FIFA World Cup (at the Stade Olympique de Colombes), as well as the 1998 FIFA World Cup and the 2007 Rugby World Cup Final (both at the Stade de France). Three UEFA Champions League Finals in the current century have also been played in the Stade de France: the 2000, 2006 and 2022. Paris hosted UEFA Euro 2016.
+The final stage of the most famous bicycle racing in the world, Tour de France, always finishes in Paris. Since 1975, the race has finished on the Champs-Elysées.Tennis is another popular sport in Paris and throughout France; the French Open, held every year on the red clay of the Roland Garros National Tennis Centre, is one of the four Grand Slam events of the world professional tennis tour. The 17,000-seat Bercy Arena (officially named AccorHotels Arena and formerly known as the Palais Omnisports de Paris-Bercy) is the venue for the annual Paris Masters ATP Tour tennis tournament. The Bercy Arena also hosted the 2017 IIHF World Ice Hockey Championship, together with Cologne, Germany. The final stages of the FIBA EuroBasket 1951 and EuroBasket 1999 were also played in Paris, the latter at the Palais Omnisports de Paris-Bercy.
+The basketball team Levallois Metropolitans plays some of its games at the 4,000 capacity Stade Pierre de Coubertin. Another top-level professional team, Nanterre 92, plays in Nanterre.
+In 2023, a professional American football team, the Paris Musketeers, were formed in the city joining the European League of Football.
+
+
+== Infrastructure ==
+
+
+=== Transport ===
+
+Paris is a major rail, highway, and air transport hub. Île-de-France Mobilités (IDFM), formerly the Syndicat des transports d'Île-de-France (STIF) and before that the Syndicat des transports parisiens (STP), oversees the transit network in the region. The syndicate coordinates public transport and contracts it out to the RATP (operating 347 bus lines, the Métro, eight tramway lines, and sections of the RER), the SNCF (operating suburban rails, one tramway line and the other sections of the RER) and the Optile consortium of private operators managing 1,176 bus lines.Paris has one of the most sustainable transportation systems in the world and is one of only two cities that received the Sustainable Transport Award twice (in 2008, 2023). The second is Bogota. According to a 2018 INSEE survey, a majority of Parisians (64.3 percent) use public transport to get to work. Only 10.6 percent commuted to work by automobile. 10.5 percent walked or used roller skates; 5.5 percent commuted by bicycle; and 4.4 percent commuted by motorbike. Bike lanes are being doubled, while electric car incentives are being created. The French capital is banning the most polluting automobiles from key districts.
+
+
+==== Railways ====
+
+A central hub of the national rail network, Paris's six major railway stations (Gare du Nord, Gare de l'Est, Gare de Lyon, Gare d'Austerlitz, Gare Montparnasse, Gare Saint-Lazare) and a minor one (Gare de Bercy) are connected to three networks: high-speed rail lines (TGV, Eurostar, Intercity Express, Frecciarossa), normal speed trains (Intercités, Intercités de nuit, Nightjet, TER), and the suburban rails (Transilien). The Transilien is the commuter rail network serving Paris region through 8 lines, 392 stations and 1,294 km (804.1 mi) of rails.
+Since the inauguration of its first line in 1900, Paris's Métro network has grown to become the city's most widely used local transport system; today it carries about 5.23 million passengers daily through 16 lines, 308 stations (391 stops) and 226.9 km (141.0 mi) of rails. Superimposed on this is a 'regional express network', the RER, whose five lines, 257 stops and 587 km (365 mi) of rails connect Paris to more distant parts of the urban area. With over 1.4 million passengers per day RER A is the busiest metro line in Europe. In addition, the Paris region is served by a light rail network, the tramway. Opened since 1992 for its first line, fourteen lines are currently operational. The network is 183.4 kilometres (114.0 mi) long with 271 stations.
+
+
+==== Air ====
+Paris is a major international air transport hub with the 5th busiest airport system in the world. The city is served by three commercial international airports: Charles de Gaulle Airport, Orly Airport and Beauvais–Tillé Airport. Together these three airports recorded traffic of 112 million passengers in 2019. There is also one general aviation airport, Paris–Le Bourget Airport, historically the oldest Parisian airport and closest to the city centre, which is now used only for private business flights and air shows. Charles de Gaulle Airport, located on the edge of the northern suburbs of Paris, opened to commercial traffic in 1974 and became the busiest Parisian airport in 1993. For 2017 it was the 5th busiest airport in the world by international traffic and it is the hub for the nation's flag carrier Air France. Beauvais-Tillé Airport, located 69 km (43 mi) north of Paris's city centre, is used by charter airlines and low-cost carriers.
+
+
+==== Motorways ====
+The city is also the most important hub of France's motorway network, and is surrounded by three orbital freeways: the Périphérique, which follows the approximate path of 19th-century fortifications around Paris, the A86 motorway in the inner suburbs, and finally the Francilienne motorway in the outer suburbs. Paris has an extensive road network with over 2,000 km (1,243 mi) of highways and motorways.
+
+
+==== Waterways ====
+The Paris region is the most active water transport area in France, with most of the cargo handled by Ports of Paris in facilities located around Paris. The rivers Loire, Rhine, Rhône, Meuse, and Scheldt can be reached by canals connecting with the Seine, which include the Canal Saint-Martin, Canal Saint-Denis, and the Canal de l'Ourcq.
+
+
+==== Cycling ====
+There are 440 km (270 mi) of cycle paths and routes in Paris. These include piste cyclable (bike lanes separated from other traffic by physical barriers) and bande cyclable (a bicycle lane denoted by a painted path on the road). Some 29 km (18 mi) of specially marked bus lanes are free to be used by cyclists, with a protective barrier protecting against encroachments from vehicles. Cyclists have also been given the right to ride in both directions on certain one-way streets. Paris offers a bike sharing system called Vélib' with more than 20,000 public bicycles distributed at 1,800 parking stations.
+
+
+=== Electricity ===
+Electricity is provided to Paris through a peripheral grid fed by multiple sources. In 2012, around 50% of electricity generated in the Île-de-France came from cogeneration energy plants; other energy sources included thermal power (35%), waste incineration (9% – with cogeneration plants, these provide the city in heat as well), methane gas (5%), hydraulics (1%), solar power (0.1%) and a negligible amount of wind power. A quarter of the city's district heating is to come from a plant in Saint-Ouen-sur-Seine, burning a 50/50-mix of coal and wood pellets.
+
+
+=== Water and sanitation ===
+Paris in its early history had only the rivers Seine and Bièvre for water. From 1809, the Canal de l'Ourcq provided Paris with water from less-polluted rivers to the north-east of the capital. From 1857, the civil engineer Eugène Belgrand, under Napoleon III, oversaw the construction of a series of new aqueducts that brought water from locations all around the city to several reservoirs. From then on, the new reservoir system became Paris's principal source of drinking water, and the remains of the old system, pumped into lower levels of the same reservoirs, were from then on used for the cleaning of Paris's streets. This system is still a major part of Paris's water-supply network. Today Paris has more than 2,400 km (1,491 mi) of underground sewers.Air pollution in Paris, from the point of view of particulate matter (PM10), is the highest in France with 38 μg/m3. From the point of view of nitrogen dioxide pollution, Paris has one of the highest levels in the EU.
+
+
+=== Parks and gardens ===
+
+Paris today has more than 421 municipal parks and gardens, covering more than 3,000 hectares and containing more than 250,000 trees. Two of Paris's oldest and most famous gardens are the Tuileries Garden (created in 1564 for the Tuileries Palace and redone by André Le Nôtre between 1664 and 1672) and the Luxembourg Garden, for the Luxembourg Palace, built for Marie de' Medici in 1612, which today houses the Senate. The Jardin des plantes was the first botanical garden in Paris, created in 1626.Between 1853 and 1870, Emperor Napoleon III and the city's first director of parks and gardens, Jean-Charles Adolphe Alphand, created the Bois de Boulogne, Bois de Vincennes, Parc Montsouris and Parc des Buttes-Chaumont, located at the four points of the compass around the city, as well as many smaller parks, squares and gardens in the Paris's quarters. Since 1977, the city has created 166 new parks, most notably the Parc de la Villette (1987), Parc André Citroën (1992), Parc de Bercy (1997) and Parc Clichy-Batignolles (2007). One of the newest parks, the Promenade des Berges de la Seine (2013), built on a former highway on the left bank of the Seine between the Pont de l'Alma and the Musée d'Orsay, has floating gardens.
+
+
+=== Cemeteries ===
+During the Roman era, the city's main cemetery was located to the outskirts of the left bank settlement, but this changed with the rise of Catholic Christianity, where most every inner-city church had adjoining burial grounds for use by their parishes. With Paris's growth many of these, particularly the city's largest cemetery, the Holy Innocents' Cemetery, were filled to overflowing. When inner-city burials were condemned from 1786, the contents of all Paris's parish cemeteries were transferred to a renovated section of Paris's stone mines, today place Denfert-Rochereau in the 14th arrondissement.After a tentative creation of several smaller suburban cemeteries, the Prefect Nicholas Frochot under Napoleon Bonaparte provided a more definitive solution in the creation of three massive Parisian cemeteries outside the city limits. Open from 1804, these were the cemeteries of Père Lachaise, Montmartre, Montparnasse, and later Passy. New suburban cemeteries were created in the early 20th century: The largest of these are the Cimetière parisien de Saint-Ouen, the Cimetière parisien de Pantin (also known as Cimetière parisien de Pantin-Bobigny), the Cimetière parisien d'Ivry, and the Cimetière parisien de Bagneux. Famous people buried in Parisian cemeteries include Oscar Wilde, Frédéric Chopin, Jim Morrison, Édith Piaf and Serge Gainsbourg.
+
+
+=== Education ===
+
+Paris is the département with the highest proportion of highly educated people. In 2009, around 40 percent of Parisians held a licence-level diploma or higher, the highest proportion in France, while 13 percent have no diploma, the third-lowest percentage in France. Education in Paris and the Île-de-France region employs approximately 330,000 people, 170,000 of whom are teachers and professors teaching approximately 2.9 million students in around 9,000 primary, secondary, and higher education schools and institutions.The University of Paris, founded in the 12th century, is often called the Sorbonne after one of its original medieval colleges. It was broken up into thirteen autonomous universities in 1970, following the student demonstrations in 1968. Most of the campuses today are in the Latin Quarter where the old university was located, while others are scattered around the city and the suburbs.The Paris region hosts France's highest concentration of the grandes écoles – 55 specialised centres of higher-education outside or inside the public university structure. The prestigious public universities are usually considered grands établissements. Most of the grandes écoles were relocated to the suburbs of Paris in the 1960s and 1970s, in new campuses much larger than the old campuses within the crowded City of Paris, though the École Normale Supérieure, PSL University has remained on rue d'Ulm in the 5th arrondissement.
+
+
+=== Healthcare ===
+Health care and emergency medical service in the City of Paris and its suburbs are provided by the Assistance publique – Hôpitaux de Paris (AP-HP), a public hospital system that employs more than 90,000 people (including practitioners, support personnel, and administrators) in 44 hospitals. It is the largest hospital system in Europe. It provides health care, teaching, research, prevention, education and emergency medical service in 52 branches of medicine. The hospitals receive more than 5.8 million annual patient visits.One of the most notable hospitals is the Hôtel-Dieu, founded in 651, the oldest hospital in the city and the oldest worldwide still operating, although the current building is the product of a reconstruction of 1877. Other hospitals include Pitié-Salpêtrière Hospital (one of the largest in Europe), Hôpital Cochin, Bichat–Claude Bernard Hospital, Hôpital Européen Georges-Pompidou, Bicêtre Hospital, Beaujon Hospital, the Curie Institute, Lariboisière Hospital, Necker–Enfants Malades Hospital, Hôpital Saint-Louis, Hôpital de la Charité and the American Hospital of Paris.
+
+
+== International relations ==
+
+
+=== International organisations ===
+The United Nations Educational, Scientific and Cultural Organization (UNESCO) has had its headquarters in Paris since November 1958. Paris is also the home of the Organisation for Economic Co-operation and Development (OECD). Paris hosts the headquarters of the European Space Agency, the International Energy Agency, European Securities and Markets Authority and the European Banking Authority.
+
+
+=== Twin towns – sister cities ===
+
+Since 9 April 1956, Paris is exclusively and reciprocally twinned with:
+ Rome, 1956Seule Paris est digne de Rome; seule Rome est digne de Paris. (in French)
+Solo Parigi è degna di Roma; solo Roma è degna di Parigi. (in Italian)
+"Only Paris is worthy of Rome; only Rome is worthy of Paris."
+
+
+=== Other relationships ===
+Paris has agreements of friendship and co-operation with:
+
+
+== See also ==
+Art Nouveau in Paris
+Art Deco in Paris
+C40 Cities Climate Leadership Group
+International Exposition of Modern Industrial and Decorative Arts held in Paris in 1925
+Megacity
+Outline of France
+Outline of Paris
+Paris syndrome
+
+
+== Notes ==
+
+
+== References ==
+
+
+=== Citations ===
+
+
+=== Sources ===
+
+
+== Further reading ==
+
+
+== External links ==
+
+Official website  (in French)
\ No newline at end of file
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+{"docstore/data": {"221a2687-b40c-4b96-9484-3d3b5a45b59e": {"__data__": {"id_": "221a2687-b40c-4b96-9484-3d3b5a45b59e", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "858aa7b1-883e-414f-8581-76ba68b05c69", "node_type": "1", "metadata": {}, "hash": "496fac246555fca4b2d9a6b6bafefb9b2753ceb65affafc1fd991c113b69fcd8", "class_name": "RelatedNodeInfo"}}, "text": "Paris is the capital and most populous city of France. With an official estimated population of 2,102,650 residents as of 1 January 2023 in an area of more than 105 km2 (41 sq mi), Paris is the fourth-most populated city in the European Union and the 30th most densely populated city in the world in 2022. Since the 17th century, Paris has been one of the world's major centres of finance, diplomacy, commerce, culture, fashion, and gastronomy. For its leading role in the arts and sciences, as well as its early and extensive system of street lighting, in the 19th century, it became known as the City of Light.The City of Paris is the centre of the \u00cele-de-France region, or Paris Region, with an official estimated population of 12,271,794 inhabitants on 1 January 2023, or about 19% of the population of France. The Paris Region had a GDP of \u20ac765 billion (US$1.064 trillion, PPP) in 2021, the highest in the European Union. According to the Economist Intelligence Unit Worldwide Cost of Living Survey, in 2022, Paris was the city with the ninth-highest cost of living in the world.Paris is a major railway, highway, and air-transport hub served by two international airports: Charles de Gaulle Airport (the third-busiest airport in Europe) and Orly Airport. Opened in 1900, the city's subway system, the Paris M\u00e9tro, serves 5.23 million passengers daily; it is the second-busiest metro system in Europe after the Moscow Metro. Gare du Nord is the 24th-busiest railway station in the world and the busiest outside Japan, with 262 million passengers in 2015. Paris has one of the most sustainable transportation systems and is one of the only two cities in the world that received the Sustainable Transport Award twice.Paris is especially known for its museums and architectural landmarks: the Louvre received 8.9. million visitors in 2023, on track for keeping its position as the most-visited art museum in the world. The Mus\u00e9e d'Orsay, Mus\u00e9e Marmottan Monet and Mus\u00e9e de l'Orangerie are noted for their collections of French Impressionist art. The Pompidou Centre Mus\u00e9e National d'Art Moderne, Mus\u00e9e Rodin and Mus\u00e9e Picasso are noted for their collections of modern and contemporary art. The historical district along the Seine in the city centre has been classified as a UNESCO World Heritage Site since 1991.Paris hosts several United Nations organizations including UNESCO, and other international organizations such as the OECD, the OECD Development Centre, the International Bureau of Weights and Measures, the International Energy Agency, the International Federation for Human Rights, along with European bodies such as the European Space Agency, the European Banking Authority and the European Securities and Markets Authority. The football club Paris Saint-Germain and the rugby union club Stade Fran\u00e7ais are based in Paris. The 81,000-seat Stade de France, built for the 1998 FIFA World Cup, is located just north of Paris in the neighbouring commune of Saint-Denis. Paris hosts the annual French Open Grand Slam tennis tournament on the red clay of Roland Garros. The city hosted the Olympic Games in 1900 and 1924, and will host the 2024 Summer Olympics. The 1938 and 1998 FIFA World Cups, the 2019 FIFA Women's World Cup, the 2007 Rugby World Cup, as well as the 1960, 1984 and 2016 UEFA European Championships were also held in the city. Every July, the Tour de France bicycle race finishes on the Avenue des Champs-\u00c9lys\u00e9es in Paris.\r\n\r\n\r\n== Etymology ==\r\n\r\nThe ancient oppidum that corresponds to the modern city of Paris was first mentioned in the mid-1st century BC by Julius Caesar as Luteciam Parisiorum ('Lutetia of the Parisii'), and is later attested as Parision in the 5th century AD, then as Paris in 1265. During the Roman period, it was commonly known as Lutetia or Lutecia in Latin, and as Leukotek\u00eda in Greek, which is interpreted as either stemming from the Celtic root *lukot- ('mouse'), or from *luto- ('marsh, swamp').The name Paris is derived from its early inhabitants, the Parisii, a Gallic tribe from the Iron Age and the Roman period. The meaning of the Gaulish ethnonym remains debated. According to Xavier Delamarre, it may derive from the Celtic root pario- ('cauldron').", "start_char_idx": 0, "end_char_idx": 4215, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "858aa7b1-883e-414f-8581-76ba68b05c69": {"__data__": {"id_": "858aa7b1-883e-414f-8581-76ba68b05c69", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "221a2687-b40c-4b96-9484-3d3b5a45b59e", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5edce267f0903baf7d53e66874aa501ff312a148cab8f25cad8973cd5cf13f56", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "2d105ed2-60be-4268-9fec-727fea3f6eea", "node_type": "1", "metadata": {}, "hash": "c5bebe9b6cb31f23c063c10ca9d5af4c76fef6ce8ad1f714a02098164c57b08a", "class_name": "RelatedNodeInfo"}}, "text": "== Etymology ==\r\n\r\nThe ancient oppidum that corresponds to the modern city of Paris was first mentioned in the mid-1st century BC by Julius Caesar as Luteciam Parisiorum ('Lutetia of the Parisii'), and is later attested as Parision in the 5th century AD, then as Paris in 1265. During the Roman period, it was commonly known as Lutetia or Lutecia in Latin, and as Leukotek\u00eda in Greek, which is interpreted as either stemming from the Celtic root *lukot- ('mouse'), or from *luto- ('marsh, swamp').The name Paris is derived from its early inhabitants, the Parisii, a Gallic tribe from the Iron Age and the Roman period. The meaning of the Gaulish ethnonym remains debated. According to Xavier Delamarre, it may derive from the Celtic root pario- ('cauldron'). Alfred Holder interpreted the name as 'the makers' or 'the commanders', by comparing it to the Welsh peryff ('lord, commander'), both possibly descending from a Proto-Celtic form reconstructed as *kwar-is-io-. Alternatively, Pierre-Yves Lambert proposed to translate Parisii as the 'spear people', by connecting the first element to the Old Irish carr ('spear'), derived from an earlier *kwar-s\u0101. In any case, the city's name is not related to the Paris of Greek mythology.\r\nInhabitants are known in English as \"Parisians\" and in French as Parisiens ([pa\u0281izj\u025b\u0303] ). They are also pejoratively called Parigots ([pa\u0281i\u0261o] ).\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Origins ===\r\n\r\nThe Parisii, a sub-tribe of the Celtic Senones, inhabited the Paris area from around the middle of the 3rd century BC. One of the area's major north\u2013south trade routes crossed the Seine on the \u00eele de la Cit\u00e9, which gradually became an important trading centre. The Parisii traded with many river towns (some as far away as the Iberian Peninsula) and minted their own coins.\r\nThe Romans conquered the Paris Basin in 52 BC and began their settlement on Paris's Left Bank. The Roman town was originally called Lutetia (more fully, Lutetia Parisiorum, \"Lutetia of the Parisii\", modern French Lut\u00e8ce). It became a prosperous city with a forum, baths, temples, theatres, and an amphitheatre.By the end of the Western Roman Empire, the town was known as Parisius, a Latin name that would later become Paris in French. Christianity was introduced in the middle of the 3rd century AD by Saint Denis, the first Bishop of Paris: according to legend, when he refused to renounce his faith before the Roman occupiers, he was beheaded on the hill which became known as Mons Martyrum (Latin \"Hill of Martyrs\"), later \"Montmartre\", from where he walked headless to the north of the city; the place where he fell and was buried became an important religious shrine, the Basilica of Saint-Denis, and many French kings are buried there.Clovis the Frank, the first king of the Merovingian dynasty, made the city his capital from 508. As the Frankish domination of Gaul began, there was a gradual immigration by the Franks to Paris and the Parisian Francien dialects were born. Fortification of the \u00cele de la Cit\u00e9 failed to avert sacking by Vikings in 845, but Paris's strategic importance\u2014with its bridges preventing ships from passing\u2014was established by successful defence in the Siege of Paris (885\u2013886), for which the then Count of Paris (comte de Paris), Odo of France, was elected king of West Francia. From the Capetian dynasty that began with the 987 election of Hugh Capet, Count of Paris and Duke of the Franks (duc des Francs), as king of a unified West Francia, Paris gradually became the largest and most prosperous city in France.\r\n\r\n\r\n=== High and Late Middle Ages to Louis XIV ===\r\n\r\nBy the end of the 12th century, Paris had become the political, economic, religious, and cultural capital of France. The Palais de la Cit\u00e9, the royal residence, was located at the western end of the \u00cele de la Cit\u00e9. In 1163, during the reign of Louis VII, Maurice de Sully, bishop of Paris, undertook the construction of the Notre Dame Cathedral at its eastern extremity.", "start_char_idx": 3457, "end_char_idx": 7429, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "2d105ed2-60be-4268-9fec-727fea3f6eea": {"__data__": {"id_": "2d105ed2-60be-4268-9fec-727fea3f6eea", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "858aa7b1-883e-414f-8581-76ba68b05c69", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "989aa65c8d0e14cf762d7ebb8ecf17f814219ce04e827c8133d52c45e70c8d8f", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d9a4d87b-8b18-4576-8809-555410dca07d", "node_type": "1", "metadata": {}, "hash": "adb8c80123451a0d57286e1b84faaeadc24259f97f0a6054e521cd6e463cbd8f", "class_name": "RelatedNodeInfo"}}, "text": "From the Capetian dynasty that began with the 987 election of Hugh Capet, Count of Paris and Duke of the Franks (duc des Francs), as king of a unified West Francia, Paris gradually became the largest and most prosperous city in France.\r\n\r\n\r\n=== High and Late Middle Ages to Louis XIV ===\r\n\r\nBy the end of the 12th century, Paris had become the political, economic, religious, and cultural capital of France. The Palais de la Cit\u00e9, the royal residence, was located at the western end of the \u00cele de la Cit\u00e9. In 1163, during the reign of Louis VII, Maurice de Sully, bishop of Paris, undertook the construction of the Notre Dame Cathedral at its eastern extremity.\r\nAfter the marshland between the river Seine and its slower 'dead arm' to its north was filled in from around the 10th century, Paris's cultural centre began to move to the Right Bank. In 1137, a new city marketplace (today's Les Halles) replaced the two smaller ones on the \u00cele de la Cit\u00e9 and Place de Gr\u00e8ve (Place de l'H\u00f4tel de Ville). The latter location housed the headquarters of Paris's river trade corporation, an organisation that later became, unofficially (although formally in later years), Paris's first municipal government.\r\nIn the late 12th century, Philip Augustus extended the Louvre fortress to defend the city against river invasions from the west, gave the city its first walls between 1190 and 1215, rebuilt its bridges to either side of its central island, and paved its main thoroughfares. In 1190, he transformed Paris's former cathedral school into a student-teacher corporation that would become the University of Paris and would draw students from all of Europe.With 200,000 inhabitants in 1328, Paris, then already the capital of France, was the most populous city of Europe. By comparison, London in 1300 had 80,000 inhabitants. By the early fourteenth century, so much filth had collected inside urban Europe that French and Italian cities were naming streets after human waste. In medieval Paris, several street names were inspired by merde, the French word for \"shit\".\r\nDuring the Hundred Years' War, Paris was occupied by England-friendly Burgundian forces from 1418, before being occupied outright by the English when Henry V of England entered the French capital in 1420; in spite of a 1429 effort by Joan of Arc to liberate the city, it would remain under English occupation until 1436.\r\nIn the late 16th-century French Wars of Religion, Paris was a stronghold of the Catholic League, the organisers of 24 August 1572 St. Bartholomew's Day massacre in which thousands of French Protestants were killed. The conflicts ended when pretender to the throne Henry IV, after converting to Catholicism to gain entry to the capital, entered the city in 1594 to claim the crown of France. This king made several improvements to the capital during his reign: he completed the construction of Paris's first uncovered, sidewalk-lined bridge, the Pont Neuf, built a Louvre extension connecting it to the Tuileries Palace, and created the first Paris residential square, the Place Royale, now Place des Vosges. In spite of Henry IV's efforts to improve city circulation, the narrowness of Paris's streets was a contributing factor in his assassination near Les Halles marketplace in 1610.During the 17th century, Cardinal Richelieu, chief minister of Louis XIII, was determined to make Paris the most beautiful city in Europe. He built five new bridges, a new chapel for the College of Sorbonne, and a palace for himself, the Palais-Cardinal. After Richelieu's death in 1642, it was renamed the Palais-Royal.\r\nDue to the Parisian uprisings during the Fronde civil war, Louis XIV moved his court to a new palace, Versailles, in 1682. Although no longer the capital of France, arts and sciences in the city flourished with the Com\u00e9die-Fran\u00e7aise, the Academy of Painting, and the French Academy of Sciences. To demonstrate that the city was safe from attack, the king had the city walls demolished and replaced with tree-lined boulevards that would become the Grands Boulevards. Other marks of his reign were the Coll\u00e8ge des Quatre-Nations, the Place Vend\u00f4me, the Place des Victoires, and Les Invalides.\r\n\r\n\r\n=== 18th and 19th centuries ===\r\n\r\nParis grew in population from about 400,000 in 1640, to 650,000 in 1780.", "start_char_idx": 6768, "end_char_idx": 11064, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d9a4d87b-8b18-4576-8809-555410dca07d": {"__data__": {"id_": "d9a4d87b-8b18-4576-8809-555410dca07d", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "2d105ed2-60be-4268-9fec-727fea3f6eea", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "3347e5cf49edf9516a743e668c45136f7b08e82410df0fc9d0dff561d6968fdb", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "685a2b18-05ec-48ec-9430-9fd17e63bbfa", "node_type": "1", "metadata": {}, "hash": "542f63601bdabfc8b041bc4054ae210fcd736fc9c291f19f33f34f3517e80674", "class_name": "RelatedNodeInfo"}}, "text": "After Richelieu's death in 1642, it was renamed the Palais-Royal.\r\nDue to the Parisian uprisings during the Fronde civil war, Louis XIV moved his court to a new palace, Versailles, in 1682. Although no longer the capital of France, arts and sciences in the city flourished with the Com\u00e9die-Fran\u00e7aise, the Academy of Painting, and the French Academy of Sciences. To demonstrate that the city was safe from attack, the king had the city walls demolished and replaced with tree-lined boulevards that would become the Grands Boulevards. Other marks of his reign were the Coll\u00e8ge des Quatre-Nations, the Place Vend\u00f4me, the Place des Victoires, and Les Invalides.\r\n\r\n\r\n=== 18th and 19th centuries ===\r\n\r\nParis grew in population from about 400,000 in 1640, to 650,000 in 1780. A new boulevard named the Champs-\u00c9lys\u00e9es extended the city west to \u00c9toile, while the working-class neighbourhood of the Faubourg Saint-Antoine on the eastern side of the city grew increasingly crowded with poor migrant workers from other regions of France.\r\nParis was the centre of an explosion of philosophic and scientific activity, known as the Age of Enlightenment. Diderot and d'Alembert published their Encyclop\u00e9die in 1751, and the Montgolfier Brothers launched the first manned flight in a hot air balloon on 21 November 1783. Paris was the financial capital of continental Europe, and the primary European centre of book publishing, fashion and the manufacture of fine furniture and luxury goods.In the summer of 1789, Paris became the centre stage of the French Revolution. On 14 July, a mob seized the arsenal at the Invalides, acquiring thousands of guns, and stormed the Bastille, which was a principal symbol of royal authority. The first independent Paris Commune, or city council, met in the H\u00f4tel de Ville and elected a Mayor, the astronomer Jean Sylvain Bailly, on 15 July.Louis XVI and the royal family were brought to Paris and incarcerated in the Tuileries Palace. In 1793, as the revolution turned increasingly radical, the king, queen and mayor were beheaded by guillotine in the Reign of Terror, along with more than 16,000 others throughout France. The property of the aristocracy and the church was nationalised, and the city's churches were closed, sold or demolished. A succession of revolutionary factions ruled Paris until 9 November 1799 (coup d'\u00e9tat du 18 brumaire), when Napoleon Bonaparte seized power as First Consul.The population of Paris had dropped by 100,000 during the Revolution, but after 1799 it surged with 160,000 new residents, reaching 660,000 by 1815. Napoleon replaced the elected government of Paris with a prefect that reported directly to him. He began erecting monuments to military glory, including the Arc de Triomphe, and improved the neglected infrastructure of the city with new fountains, the Canal de l'Ourcq, P\u00e8re Lachaise Cemetery and the city's first metal bridge, the Pont des Arts.\r\nDuring the Restoration, the bridges and squares of Paris were returned to their pre-Revolution names; the July Revolution in 1830 (commemorated by the July Column on the Place de la Bastille) brought to power a constitutional monarch, Louis Philippe I. The first railway line to Paris opened in 1837, beginning a new period of massive migration from the provinces to the city. In 1848, Louis-Philippe was overthrown by a popular uprising in the streets of Paris. His successor, Napoleon III, alongside the newly appointed prefect of the Seine, Georges-Eug\u00e8ne Haussmann, launched a huge public works project to build wide new boulevards, a new opera house, a central market, new aqueducts, sewers and parks, including the Bois de Boulogne and Bois de Vincennes. In 1860, Napoleon III annexed the surrounding towns and created eight new arrondissements, expanding Paris to its current limits.During the Franco-Prussian War (1870\u20131871), Paris was besieged by the Prussian Army. Following several months of blockade, hunger, and then bombardment by the Prussians, the city was forced to surrender on 28 January 1871.", "start_char_idx": 10294, "end_char_idx": 14326, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "685a2b18-05ec-48ec-9430-9fd17e63bbfa": {"__data__": {"id_": "685a2b18-05ec-48ec-9430-9fd17e63bbfa", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d9a4d87b-8b18-4576-8809-555410dca07d", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "bf2452c8c3234cf1a871785de3a9eb03bb56f0bc33689eaafd8e13ceb9608564", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d7b3f83a-3c56-4323-b482-3e608892af49", "node_type": "1", "metadata": {}, "hash": "e52e53c36bc862fa52ed4ac276abd7045ccb12bf313a4a13e1dc9743707e975b", "class_name": "RelatedNodeInfo"}}, "text": "In 1848, Louis-Philippe was overthrown by a popular uprising in the streets of Paris. His successor, Napoleon III, alongside the newly appointed prefect of the Seine, Georges-Eug\u00e8ne Haussmann, launched a huge public works project to build wide new boulevards, a new opera house, a central market, new aqueducts, sewers and parks, including the Bois de Boulogne and Bois de Vincennes. In 1860, Napoleon III annexed the surrounding towns and created eight new arrondissements, expanding Paris to its current limits.During the Franco-Prussian War (1870\u20131871), Paris was besieged by the Prussian Army. Following several months of blockade, hunger, and then bombardment by the Prussians, the city was forced to surrender on 28 January 1871. After seizing power in Paris on 28 March, a revolutionary government known as the Paris Commune held power for two months, before being harshly suppressed by the French army during the \"Bloody Week\" at the end of May 1871.In the late 19th century, Paris hosted two major international expositions: the 1889 Universal Exposition, which featured the new Eiffel Tower, was held to mark the centennial of the French Revolution; and the 1900 Universal Exposition gave Paris the Pont Alexandre III, the Grand Palais, the Petit Palais and the first Paris M\u00e9tro line. Paris became the laboratory of Naturalism (\u00c9mile Zola) and Symbolism (Charles Baudelaire and Paul Verlaine), and of Impressionism in art (Courbet, Manet, Monet, Renoir).\r\n\r\n\r\n=== 20th and 21st centuries ===\r\n\r\nBy 1901, the population of Paris had grown to about 2,715,000. At the beginning of the century, artists from around the world including Pablo Picasso, Modigliani, and Henri Matisse made Paris their home. It was the birthplace of Fauvism, Cubism and abstract art, and authors such as Marcel Proust were exploring new approaches to literature.During the First World War, Paris sometimes found itself on the front line; 600 to 1,000 Paris taxis played a small but highly important symbolic role in transporting 6,000 soldiers to the front line at the First Battle of the Marne. The city was also bombed by Zeppelins and shelled by German long-range guns. In the years after the war, known as Les Ann\u00e9es Folles, Paris continued to be a mecca for writers, musicians and artists from around the world, including Ernest Hemingway, Igor Stravinsky, James Joyce, Josephine Baker, Eva Kotchever, Henry Miller, Ana\u00efs Nin, Sidney Bechet and Salvador Dal\u00ed.In the years after the peace conference, the city was also home to growing numbers of students and activists from French colonies and other Asian and African countries, who later became leaders of their countries, such as Ho Chi Minh, Zhou Enlai and L\u00e9opold S\u00e9dar Senghor.\r\nOn 14 June 1940, the German army marched into Paris, which had been declared an \"open city\". On 16\u201317 July 1942, following German orders, the French police and gendarmes arrested 12,884 Jews, including 4,115 children, and confined them during five days at the Vel d'Hiv (V\u00e9lodrome d'Hiver), from which they were transported by train to the extermination camp at Auschwitz. None of the children came back. On 25 August 1944, the city was liberated by the French 2nd Armoured Division and the 4th Infantry Division of the United States Army. General Charles de Gaulle led a huge and emotional crowd down the Champs \u00c9lys\u00e9es towards Notre Dame de Paris, and made a rousing speech from the H\u00f4tel de Ville.In the 1950s and the 1960s, Paris became one front of the Algerian War for independence; in August 1961, the pro-independence FLN targeted and killed 11 Paris policemen, leading to the imposition of a curfew on Muslims of Algeria (who, at that time, were French citizens). On 17 October 1961, an unauthorised but peaceful protest demonstration of Algerians against the curfew led to violent confrontations between the police and demonstrators, in which at least 40 people were killed. The anti-independence Organisation arm\u00e9e secr\u00e8te (OAS) carried out a series of bombings in Paris throughout 1961 and 1962.In May 1968, protesting students occupied the Sorbonne and put up barricades in the Latin Quarter.", "start_char_idx": 13591, "end_char_idx": 17719, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d7b3f83a-3c56-4323-b482-3e608892af49": {"__data__": {"id_": "d7b3f83a-3c56-4323-b482-3e608892af49", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "685a2b18-05ec-48ec-9430-9fd17e63bbfa", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ba069a529a732ae84aa57839fff8c56070173353f7dc8a50a74bcaff4a3f2a04", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "bcace079-1a58-48f9-986e-585862c2891e", "node_type": "1", "metadata": {}, "hash": "df09304b5271fb95af472da7dbe82996804c6f395ed9dcc20d9f784d93650148", "class_name": "RelatedNodeInfo"}}, "text": "On 17 October 1961, an unauthorised but peaceful protest demonstration of Algerians against the curfew led to violent confrontations between the police and demonstrators, in which at least 40 people were killed. The anti-independence Organisation arm\u00e9e secr\u00e8te (OAS) carried out a series of bombings in Paris throughout 1961 and 1962.In May 1968, protesting students occupied the Sorbonne and put up barricades in the Latin Quarter. Thousands of Parisian blue-collar workers joined the students, and the movement grew into a two-week general strike. Supporters of the government won the June elections by a large majority. The May 1968 events in France resulted in the break-up of the University of Paris into 13 independent campuses. In 1975, the National Assembly changed the status of Paris to that of other French cities and, on 25 March 1977, Jacques Chirac became the first elected mayor of Paris since 1793. The Tour Maine-Montparnasse, the tallest building in the city at 57 storeys and 210 m (689 ft) high, was built between 1969 and 1973. It was highly controversial, and it remains the only building in the centre of the city over 32 storeys high. The population of Paris dropped from 2,850,000 in 1954 to 2,152,000 in 1990, as middle-class families moved to the suburbs. A suburban railway network, the RER (R\u00e9seau Express R\u00e9gional), was built to complement the M\u00e9tro; the P\u00e9riph\u00e9rique expressway encircling the city, was completed in 1973.Most of the postwar presidents of the Fifth Republic wanted to leave their own monuments in Paris; President Georges Pompidou started the Centre Georges Pompidou (1977), Val\u00e9ry Giscard d'Estaing began the Mus\u00e9e d'Orsay (1986); President Fran\u00e7ois Mitterrand had the Op\u00e9ra Bastille built (1985\u20131989), the new site of the Biblioth\u00e8que nationale de France (1996), the Arche de la D\u00e9fense (1985\u20131989) in La D\u00e9fense, as well as the Louvre Pyramid with its underground courtyard (1983\u20131989); Jacques Chirac (2006), the Mus\u00e9e du quai Branly.In the early 21st century, the population of Paris began to increase slowly again, as more young people moved into the city. It reached 2.25 million in 2011. In March 2001, Bertrand Delano\u00eb became the first socialist mayor. He was re-elected in March 2008. In 2007, in an effort to reduce car traffic, he introduced the V\u00e9lib', a system which rents bicycles. Bertrand Delano\u00eb also transformed a section of the highway along the Left Bank of the Seine into an urban promenade and park, the Promenade des Berges de la Seine, which he inaugurated in June 2013.\r\nIn 2007, President Nicolas Sarkozy launched the Grand Paris project, to integrate Paris more closely with the towns in the region around it. After many modifications, the new area, named the Metropolis of Grand Paris, with a population of 6.7 million, was created on 1 January 2016. In 2011, the City of Paris and the national government approved the plans for the Grand Paris Express, totalling 205 km (127 mi) of automated metro lines to connect Paris, the innermost three departments around Paris, airports and high-speed rail (TGV) stations, at an estimated cost of \u20ac35 billion. The system is scheduled to be completed by 2030.In January 2015, Al-Qaeda in the Arabian Peninsula claimed attacks across the Paris region. 1.5 million people marched in Paris in a show of solidarity against terrorism and in support of freedom of speech. In November of the same year, terrorist attacks, claimed by ISIL, killed 130 people and injured more than 350.On 22 April 2016, the Paris Agreement was signed by 196 nations of the United Nations Framework Convention on Climate Change in an aim to limit the effects of climate change below 2 \u00b0C.\r\n\r\n\r\n== Geography ==\r\n\r\n\r\n=== Location ===\r\n\r\nParis is located in northern central France, in a north-bending arc of the river Seine whose crest includes two islands, the \u00cele Saint-Louis and the larger \u00cele de la Cit\u00e9, which form the oldest part of the city. The river's mouth on the English Channel (La Manche) is about 233 mi (375 km) downstream from the city. The city is spread widely on both banks of the river.", "start_char_idx": 17287, "end_char_idx": 21380, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "bcace079-1a58-48f9-986e-585862c2891e": {"__data__": {"id_": "bcace079-1a58-48f9-986e-585862c2891e", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d7b3f83a-3c56-4323-b482-3e608892af49", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "be2b56488f4102c4e10ee714ccaa39c6d60b04e7806726dd3c4dfff00e57abd8", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f00361a1-f9b9-44e3-bf5e-f2e1ac10ff51", "node_type": "1", "metadata": {}, "hash": "417d709e9c56cba9583416eba8111064d751466729b6463f6d9b501b57eb8407", "class_name": "RelatedNodeInfo"}}, "text": "1.5 million people marched in Paris in a show of solidarity against terrorism and in support of freedom of speech. In November of the same year, terrorist attacks, claimed by ISIL, killed 130 people and injured more than 350.On 22 April 2016, the Paris Agreement was signed by 196 nations of the United Nations Framework Convention on Climate Change in an aim to limit the effects of climate change below 2 \u00b0C.\r\n\r\n\r\n== Geography ==\r\n\r\n\r\n=== Location ===\r\n\r\nParis is located in northern central France, in a north-bending arc of the river Seine whose crest includes two islands, the \u00cele Saint-Louis and the larger \u00cele de la Cit\u00e9, which form the oldest part of the city. The river's mouth on the English Channel (La Manche) is about 233 mi (375 km) downstream from the city. The city is spread widely on both banks of the river. Overall, the city is relatively flat, and the lowest point is 35 m (115 ft) above sea level. Paris has several prominent hills, the highest of which is Montmartre at 130 m (427 ft).Excluding the outlying parks of Bois de Boulogne and Bois de Vincennes, Paris covers an oval measuring about 87 km2 (34 sq mi) in area, enclosed by the 35 km (22 mi) ring road, the Boulevard P\u00e9riph\u00e9rique. The city's last major annexation of outlying territories in 1860 not only gave it its modern form but also created the 20 clockwise-spiralling arrondissements (municipal boroughs). From the 1860 area of 78 km2 (30 sq mi), the city limits were expanded marginally to 86.9 km2 (33.6 sq mi) in the 1920s. In 1929, the Bois de Boulogne and Bois de Vincennes forest parks were officially annexed to the city, bringing its area to about 105 km2 (41 sq mi). The metropolitan area is 2,300 km2 (890 sq mi).Measured from the 'point zero' in front of its Notre-Dame cathedral, Paris by road is 450 km (280 mi) southeast of London, 287 km (178 mi) south of Calais, 305 km (190 mi) southwest of Brussels, 774 km (481 mi) north of Marseille, 385 km (239 mi) northeast of Nantes, and 135 km (84 mi) southeast of Rouen.\r\n\r\n\r\n=== Climate ===\r\n\r\nAccording to the K\u00f6ppen climate classification, Paris has an oceanic climate, typical of western Europe. This climate type features cool winters that have frequent rain and overcast skies, and mild to warm summers. Very hot and very cold temperatures and weather extremes are rare in this type of climate.Summer days are usually mild and pleasant with average temperatures between 15 and 25 \u00b0C (59 and 77 \u00b0F), and a fair amount of sunshine. Each year, however, there are a few days when the temperature rises above 32 \u00b0C (90 \u00b0F). Longer periods of more intense heat sometimes occur, such as the heat wave of 2003 when temperatures exceeded 30 \u00b0C (86 \u00b0F) for weeks, reached 40 \u00b0C (104 \u00b0F) on some days and rarely cooled down at night. Spring and autumn have, on average, mild days and cool nights but are changing and unstable. Surprisingly warm or cool weather occurs frequently in both seasons. In winter, sunshine is scarce; days are cool, and nights are cold but generally above freezing with low temperatures around 3 \u00b0C (37 \u00b0F). Light night frosts are however quite common, but the temperature seldom dips below \u22125 \u00b0C (23 \u00b0F). The city sometimes sees light snow or flurries with or without accumulation.Paris has an average annual precipitation of 641 mm (25.2 in), and experiences light rainfall distributed evenly throughout the year. However, the city is known for intermittent, abrupt, heavy showers. The highest recorded temperature was 42.6 \u00b0C (108.7 \u00b0F) on 25 July 2019, and the lowest was \u221223.9 \u00b0C (\u221211.0 \u00b0F) on 10 December 1879.\r\n\r\n\r\n== Administration ==\r\n\r\n\r\n=== City government ===\r\n\r\nFor almost all of its long history, except for a few brief periods, Paris was governed directly by representatives of the king, emperor, or president of France. The city was not granted municipal autonomy by the National Assembly until 1974. The first modern elected mayor of Paris was Jacques Chirac, elected 20 March 1977, becoming the city's first mayor since 1871 and only the fourth since 1794.", "start_char_idx": 20554, "end_char_idx": 24596, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f00361a1-f9b9-44e3-bf5e-f2e1ac10ff51": {"__data__": {"id_": "f00361a1-f9b9-44e3-bf5e-f2e1ac10ff51", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "bcace079-1a58-48f9-986e-585862c2891e", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9e08a014b04299f02d99eb0132b819a6390ddaf699e492c728f501e76e110434", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "9835a82e-859b-4c5d-bb35-c7455eefa54a", "node_type": "1", "metadata": {}, "hash": "196a0dd77c6885dcfc1eca1c3d03207418411f5fd2e4c09a1f2f61a8da77f069", "class_name": "RelatedNodeInfo"}}, "text": "However, the city is known for intermittent, abrupt, heavy showers. The highest recorded temperature was 42.6 \u00b0C (108.7 \u00b0F) on 25 July 2019, and the lowest was \u221223.9 \u00b0C (\u221211.0 \u00b0F) on 10 December 1879.\r\n\r\n\r\n== Administration ==\r\n\r\n\r\n=== City government ===\r\n\r\nFor almost all of its long history, except for a few brief periods, Paris was governed directly by representatives of the king, emperor, or president of France. The city was not granted municipal autonomy by the National Assembly until 1974. The first modern elected mayor of Paris was Jacques Chirac, elected 20 March 1977, becoming the city's first mayor since 1871 and only the fourth since 1794. The current mayor is Anne Hidalgo, a socialist, first elected 5 April 2014 and re-elected 28 June 2020.\r\nThe mayor of Paris is elected indirectly by Paris voters; the voters of each of the city's 20 arrondissements elect members to the Conseil de Paris (Council of Paris), which subsequently elects the mayor. The council is composed of 163 members, with each arrondissement allocated a number of seats dependent upon its population, from 10 members for each of the least-populated arrondissements to 34 members for the most populated. The council is elected using closed list proportional representation in a two-round system. Party lists winning an absolute majority in the first round \u2013 or at least a plurality in the second round \u2013 automatically win half the seats of an arrondissement. The remaining half of seats are distributed proportionally to all lists which win at least 5% of the vote using the highest averages method. This ensures that the winning party or coalition always wins a majority of the seats, even if they do not win an absolute majority of the vote.Prior to the 2020 Paris municipal election, each of Paris's 20 arrondissements had its own town hall and a directly elected council (conseil d'arrondissement), which, in turn, elects an arrondissement mayor. The council of each arrondissement is composed of members of the Conseil de Paris and also members who serve only on the council of the arrondissement. The number of deputy mayors in each arrondissement varies depending upon its population. As of 1996, there were a total of 20 arrondissement mayors and 120 deputy mayors. The creation of Paris Centre, a unified administrative division with a single mayor covering the first four arrondissements, took effect with the said 2020 election; the other 16 arrondissements continue to have their own mayors.\r\n\r\n\r\n=== M\u00e9tropole du Grand Paris ===\r\nThe M\u00e9tropole du Grand Paris, or simply Grand Paris, formally came into existence on 1 January 2016. It is an administrative structure for co-operation between the City of Paris and its nearest suburbs. It includes the City of Paris, plus the communes of the three departments of the inner suburbs (Hauts-de-Seine, Seine-Saint-Denis and Val-de-Marne), plus seven communes in the outer suburbs, including Argenteuil in Val d'Oise and Paray-Vieille-Poste in Essonne, which were added to include the major airports of Paris. The Metropole covers 814 km2 (314 sq mi) and has a population of 6.945 million persons.The new structure is administered by a Metropolitan Council of 210 members, not directly elected, but chosen by the councils of the member Communes. By 2020 its basic competencies will include urban planning, housing and protection of the environment. The first president of the metropolitan council, Patrick Ollier, was elected on 22 January 2016. Though the Metropole has a population of nearly seven million people and accounts for 25 percent of the GDP of France, it has a very small budget: just 65 million Euros, compared with eight billion Euros for the City of Paris.\r\n\r\n\r\n=== Regional government ===\r\nThe Region of \u00cele de France, including Paris and its surrounding communities, is governed by the Regional Council, composed of 209 members representing its different communes. On 15 December 2015, a list of candidates of the Union of the Right, a coalition of centrist and right-wing parties, led by Val\u00e9rie P\u00e9cresse, narrowly won the regional election, defeating a coalition of Socialists and ecologists. The Socialists had governed the region for seventeen years. The regional council has 121 members from the Union of the Right, 66 from the Union of the Left and 22 from the extreme right National Front.", "start_char_idx": 23938, "end_char_idx": 28298, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "9835a82e-859b-4c5d-bb35-c7455eefa54a": {"__data__": {"id_": "9835a82e-859b-4c5d-bb35-c7455eefa54a", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f00361a1-f9b9-44e3-bf5e-f2e1ac10ff51", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "80258c14b9e65c3e44571f54f5ab01ae57204002eba1a82cd603e2a414e09a86", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c34fbc23-9e4a-44ba-b4d8-6cde0e0ae363", "node_type": "1", "metadata": {}, "hash": "aeceb7f836a3fca228e149031c97de97fb4077b3655615869bbe56fda7c2fb63", "class_name": "RelatedNodeInfo"}}, "text": "Though the Metropole has a population of nearly seven million people and accounts for 25 percent of the GDP of France, it has a very small budget: just 65 million Euros, compared with eight billion Euros for the City of Paris.\r\n\r\n\r\n=== Regional government ===\r\nThe Region of \u00cele de France, including Paris and its surrounding communities, is governed by the Regional Council, composed of 209 members representing its different communes. On 15 December 2015, a list of candidates of the Union of the Right, a coalition of centrist and right-wing parties, led by Val\u00e9rie P\u00e9cresse, narrowly won the regional election, defeating a coalition of Socialists and ecologists. The Socialists had governed the region for seventeen years. The regional council has 121 members from the Union of the Right, 66 from the Union of the Left and 22 from the extreme right National Front.\r\n\r\n\r\n=== National government ===\r\nAs the capital of France, Paris is the seat of France's national government. For the executive, the two chief officers each have their own official residences, which also serve as their offices. The President of the French Republic resides at the \u00c9lys\u00e9e Palace, while the Prime Minister's seat is at the H\u00f4tel Matignon. Government ministries are located in various parts of the city, many near the H\u00f4tel Matignon.Both houses of the French Parliament are located on the Rive Gauche. The upper house, the Senate, meets in the Palais du Luxembourg, while the more important lower house, the National Assembly, meets in the Palais Bourbon. The President of the Senate, the second-highest public official in France (the President of the Republic being the sole superior), resides in the Petit Luxembourg, a smaller palace annexe to the Palais du Luxembourg.\r\nFrance's highest courts are located in Paris. The Court of Cassation, the highest court in the judicial order, which reviews criminal and civil cases, is located in the Palais de Justice on the \u00cele de la Cit\u00e9, while the Conseil d'\u00c9tat, which provides legal advice to the executive and acts as the highest court in the administrative order, judging litigation against public bodies, is located in the Palais-Royal in the 1st arrondissement. The Constitutional Council, an advisory body with ultimate authority on the constitutionality of laws and government decrees, also meets in the Montpensier wing of the Palais Royal.Paris and its region host the headquarters of several international organisations including UNESCO, the Organisation for Economic Co-operation and Development, the International Chamber of Commerce, the Paris Club, the European Space Agency, the International Energy Agency, the Organisation internationale de la Francophonie, the European Union Institute for Security Studies, the International Bureau of Weights and Measures, the International Exhibition Bureau, and the International Federation for Human Rights.\r\n\r\n\r\n=== Police force ===\r\nThe security of Paris is mainly the responsibility of the Prefecture of Police of Paris, a subdivision of the Ministry of the Interior. It supervises the units of the National Police who patrol the city and the three neighbouring departments. It is also responsible for providing emergency services, including the Paris Fire Brigade. Its headquarters is on Place Louis L\u00e9pine on the \u00cele de la Cit\u00e9.There are 43,800 officers under the prefecture, and a fleet of more than 6,000 vehicles, including police cars, motorcycles, fire trucks, boats and helicopters. The national police has its own special unit for riot control and crowd control and security of public buildings, called the Compagnies R\u00e9publicaines de S\u00e9curit\u00e9 (CRS). Vans of CRS agents are frequently seen in the centre of the city when there are demonstrations and public events. The police are supported by the National Gendarmerie, a branch of the French Armed Forces, though their police operations now are supervised by the Ministry of the Interior.Crime in Paris is similar to that in most large cities. Violent crime is relatively rare in the city centre. Political violence is uncommon, though very large demonstrations may occur in Paris and other French cities simultaneously. These demonstrations, usually managed by a strong police presence, can turn confrontational and escalate into violence.\r\n\r\n\r\n== Cityscape ==\r\n\r\n\r\n=== Urbanism and architecture ===\r\n\r\nParis is one of the few world capitals that has rarely seen destruction by catastrophe or war. For this, even its earliest history is still visible in its streetmap, and centuries of rulers adding their respective architectural marks on the capital has resulted in an accumulated wealth of history-rich monuments and buildings whose beauty played a large part in giving the city the reputation it has today. At its origin, before the Middle Ages, the city was composed of several islands and sandbanks in a bend of the Seine; of those, two remain today: \u00cele Saint-Louis and the \u00cele de la Cit\u00e9.", "start_char_idx": 27430, "end_char_idx": 32375, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c34fbc23-9e4a-44ba-b4d8-6cde0e0ae363": {"__data__": {"id_": "c34fbc23-9e4a-44ba-b4d8-6cde0e0ae363", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "9835a82e-859b-4c5d-bb35-c7455eefa54a", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "4442667d0eb3fa7266f5f117f60f0e2ad7dcac5c7e36b0785c21de0167a3e6f9", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "92669772-45d9-4ba2-b2f2-9ab0ea3fd196", "node_type": "1", "metadata": {}, "hash": "e4bf78c0a5875bd86f727998d5a4079ca661cdb9330c6c45727af85fd46e452e", "class_name": "RelatedNodeInfo"}}, "text": "Violent crime is relatively rare in the city centre. Political violence is uncommon, though very large demonstrations may occur in Paris and other French cities simultaneously. These demonstrations, usually managed by a strong police presence, can turn confrontational and escalate into violence.\r\n\r\n\r\n== Cityscape ==\r\n\r\n\r\n=== Urbanism and architecture ===\r\n\r\nParis is one of the few world capitals that has rarely seen destruction by catastrophe or war. For this, even its earliest history is still visible in its streetmap, and centuries of rulers adding their respective architectural marks on the capital has resulted in an accumulated wealth of history-rich monuments and buildings whose beauty played a large part in giving the city the reputation it has today. At its origin, before the Middle Ages, the city was composed of several islands and sandbanks in a bend of the Seine; of those, two remain today: \u00cele Saint-Louis and the \u00cele de la Cit\u00e9. A third one is the 1827 artificially created \u00cele aux Cygnes.\r\nModern Paris owes much of its downtown plan and architectural harmony to Napoleon III and his Prefect of the Seine, Baron Haussmann. Between 1853 and 1870 they rebuilt the city centre, created the wide downtown boulevards and squares where the boulevards intersected, imposed standard facades along the boulevards, and required that the facades be built of the distinctive cream-grey \"Paris stone\". They also built the major parks around the city centre. The high residential population of its city centre also makes it much different from most other western major cities.Paris's urbanism laws have been under strict control since the early 17th century, particularly where street-front alignment, building height and building distribution is concerned. The 210 m (690 ft) Tour Montparnasse was both Paris's and France's tallest building since 1973, but this record has been held by the La D\u00e9fense quarter Tour First tower in Courbevoie since its 2011 construction.\r\n\r\n\r\n=== Housing ===\r\nThe most expensive residential street in Paris in 2018 by average price per square metre was Avenue Montaigne, at 22,372 euros per square metre. The total number of residences in the City of Paris in 2011 was 1,356,074, up from a former high of 1,334,815 in 2006. Among these, 1,165,541 (85.9 percent) were main residences, 91,835 (6.8 percent) were secondary residences, and the remaining 7.3 percent were empty (down from 9.2 percent in 2006).Sixty-two percent of its buildings date from 1949 and before, 20 percent were built between 1949 and 1974, and only 18 percent of the buildings remaining were built after that date. Two-thirds of the city's 1.3 million residences are studio and two-room apartments. Paris averages 1.9 people per residence, a number that has remained constant since the 1980s, but it is much less than \u00cele-de-France's 2.33 person-per-residence average. Only 33 percent of principal residence Parisians own their habitation (against 47 percent for the entire \u00cele-de-France): the major part of the city's population is a rent-paying one. Social or public housing represented 19.9 percent of the city's total residences in 2017. Its distribution varies widely throughout the city, from 2.6 percent of the housing in the wealthy 7th arrondissement, to 39.9 percent in the 19th arrondissement.In February 2019, a Paris NGO conducted its annual citywide count of homeless persons. They counted 3,641 homeless persons in Paris, of whom twelve percent were women. More than half had been homeless for more than a year. 2,885 were living in the streets or parks, 298 in train and metro stations, and 756 in other forms of temporary shelter. This was an increase of 588 persons since 2018.\r\n\r\n\r\n=== Suburbs ===\r\nAside from the 20th-century addition of the Bois de Boulogne, the Bois de Vincennes and the Paris heliport, Paris's administrative limits have remained unchanged since 1860. A greater administrative Seine department had been governing Paris and its suburbs since its creation in 1790, but the rising suburban population had made it difficult to maintain as a unique entity. To address this problem, the parent \"District de la r\u00e9gion parisienne\" ('district of the Paris region') was reorganised into several new departments from 1968: Paris became a department in itself, and the administration of its suburbs was divided between the three new departments surrounding it.", "start_char_idx": 31422, "end_char_idx": 35826, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "92669772-45d9-4ba2-b2f2-9ab0ea3fd196": {"__data__": {"id_": "92669772-45d9-4ba2-b2f2-9ab0ea3fd196", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c34fbc23-9e4a-44ba-b4d8-6cde0e0ae363", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "a18dafbc57ac9ef9bb329bfb6b4ee10454c34e270bb08b8ea36686de80570b7d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f7d92c2d-7985-4cac-a8ce-7392614e270b", "node_type": "1", "metadata": {}, "hash": "ed2ce77e677e33ea6a1a2659dea3357c05c1a47ea4d386eabe1ae08b346a5a44", "class_name": "RelatedNodeInfo"}}, "text": "2,885 were living in the streets or parks, 298 in train and metro stations, and 756 in other forms of temporary shelter. This was an increase of 588 persons since 2018.\r\n\r\n\r\n=== Suburbs ===\r\nAside from the 20th-century addition of the Bois de Boulogne, the Bois de Vincennes and the Paris heliport, Paris's administrative limits have remained unchanged since 1860. A greater administrative Seine department had been governing Paris and its suburbs since its creation in 1790, but the rising suburban population had made it difficult to maintain as a unique entity. To address this problem, the parent \"District de la r\u00e9gion parisienne\" ('district of the Paris region') was reorganised into several new departments from 1968: Paris became a department in itself, and the administration of its suburbs was divided between the three new departments surrounding it. The district of the Paris region was renamed \"\u00cele-de-France\" in 1977, but this abbreviated \"Paris region\" name is still commonly used today to describe the \u00cele-de-France, and as a vague reference to the entire Paris agglomeration. Long-intended measures to unite Paris with its suburbs began on 1 January 2016, when the M\u00e9tropole du Grand Paris came into existence.Paris's disconnect with its suburbs, its lack of suburban transportation, in particular, became all too apparent with the Paris agglomeration's growth. Paul Delouvrier promised to resolve the Paris-suburbs m\u00e9sentente when he became head of the Paris region in 1961: two of his most ambitious projects for the Region were the construction of five suburban \"villes nouvelles\" (\"new cities\") and the RER commuter train network. Many other suburban residential districts (grands ensembles) were built between the 1960s and 1970s to provide a low-cost solution for a rapidly expanding population: These districts were socially mixed at first, but few residents actually owned their homes (the growing economy made these accessible to the middle classes only from the 1970s). Their poor construction quality and their haphazard insertion into existing urban growth contributed to their desertion by those able to move elsewhere and their repopulation by those with more limited possibilities.These areas, quartiers sensibles (\"sensitive quarters\"), are in northern and eastern Paris, namely around its Goutte d'Or and Belleville neighbourhoods. To the north of the city, they are grouped mainly in the Seine-Saint-Denis department, and to a lesser extreme to the east in the Val-d'Oise department. Other difficult areas are located in the Seine valley, in \u00c9vry et Corbeil-Essonnes (Essonne), in Mureaux, Mantes-la-Jolie (Yvelines), and scattered among social housing districts created by Delouvrier's 1961 \"ville nouvelle\" political initiative.The Paris agglomeration's urban sociology is basically that of 19th-century Paris: the wealthy live in the west and southwest, and the middle-to-working classes are in the north and east. The remaining areas are mostly middle-class dotted with wealthy islands located there due to reasons of historical importance, namely Saint-Maur-des-Foss\u00e9s to the east and Enghien-les-Bains to the north of Paris.\r\n\r\n\r\n== Demographics ==\r\n\r\nThe official estimated population of the City of Paris on 1 January 1, 2023 was 2,102,650, down from 2,165,423 on 1 January 2022, according to the INSEE, the official French statistical agency. According to INSEE, the population has dropped by 122,919, or about five percent, over the past decade. The Mayor of Paris, Anne Hidalgo, declared that this illustrated the \"de-densification\" of the city, creating more green space and less crowding. Despite the drop, Paris remains the most densely-populated city in Europe, with 252 residents per hectare, not counting parks. This drop was attributed partly to a lower birth rate, the departure of middle-class residents and the possible loss of housing in the city due to short-term rentals for tourism.Paris is the fourth largest municipality in the European Union, following Berlin, Madrid and Rome. Eurostat places Paris (6.5 million people) behind London (8 million) and ahead of Berlin (3.5 million), based on the 2012 populations of what Eurostat calls \"urban audit core cities\".\r\nThe population of Paris today is lower than its historical peak of 2.9 million in 1921. The principal reasons were a significant decline in household size, and a dramatic migration of residents to the suburbs between 1962 and 1975.", "start_char_idx": 34965, "end_char_idx": 39422, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f7d92c2d-7985-4cac-a8ce-7392614e270b": {"__data__": {"id_": "f7d92c2d-7985-4cac-a8ce-7392614e270b", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "92669772-45d9-4ba2-b2f2-9ab0ea3fd196", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "d89c3312162f717d54ca38145a75decea82cb7d5e5590013b38466c95082d268", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "26bf0289-82d7-4638-b56b-810e7806acec", "node_type": "1", "metadata": {}, "hash": "1bf31d74965f6c3b58e46da990b087f891dc549aea2ef8ff724e47391bdb4ff6", "class_name": "RelatedNodeInfo"}}, "text": "Despite the drop, Paris remains the most densely-populated city in Europe, with 252 residents per hectare, not counting parks. This drop was attributed partly to a lower birth rate, the departure of middle-class residents and the possible loss of housing in the city due to short-term rentals for tourism.Paris is the fourth largest municipality in the European Union, following Berlin, Madrid and Rome. Eurostat places Paris (6.5 million people) behind London (8 million) and ahead of Berlin (3.5 million), based on the 2012 populations of what Eurostat calls \"urban audit core cities\".\r\nThe population of Paris today is lower than its historical peak of 2.9 million in 1921. The principal reasons were a significant decline in household size, and a dramatic migration of residents to the suburbs between 1962 and 1975. Factors in the migration included de-industrialisation, high rent, the gentrification of many inner quarters, the transformation of living space into offices, and greater affluence among working families. The city's population loss came to a temporary halt at the beginning of the 21st century; the population increased from 2,125,246 in 1999 to 2,240,621 in 2012, before declining again slightly in 2017, 2018, and again in 2021.Paris is the core of a built-up area that extends well beyond its limits: commonly referred to as the agglom\u00e9ration Parisienne, and statistically as a unit\u00e9 urbaine (a measure of urban area), the Paris agglomeration's population of 10,785,092 in 2017 made it the largest urban area in the European Union. City-influenced commuter activity reaches well beyond even this in a statistical aire d'attraction de Paris (\"functional area\", a statistical method comparable to a metropolitan area), that had a population of 13,024,518 in 2017, 19.6% of the population of France, and the largest metropolitan area in the Eurozone.According to Eurostat, the EU statistical agency, in 2012 the Commune of Paris was the most densely populated city in the European Union, with 21,616 people per square kilometre within the city limits (the NUTS-3 statistical area), ahead of Inner London West, which had 10,374 people per square kilometre. According to the same census, three departments bordering Paris, Hauts-de-Seine, Seine-Saint-Denis and Val-de-Marne, had population densities of over 10,000 people per square kilometre, ranking among the 10 most densely populated areas of the EU.\r\n\r\n\r\n=== Migration ===\r\nUnder French law, people born in foreign countries with no French citizenship at birth are defined as immigrants. According to the 2012 census, 135,853 residents of the City of Paris were immigrants from Europe, 112,369 were immigrants from the Maghreb, 70,852 from sub-Saharan Africa and Egypt, 5,059 from Turkey, 91,297 from Asia (outside Turkey), 38,858 from the Americas, and 1,365 from the South Pacific.In the Paris Region, 590,504 residents were immigrants from Europe, 627,078 were immigrants from the Maghreb, 435,339 from sub-Saharan Africa and Egypt, 69,338 from Turkey, 322,330 from Asia (outside Turkey), 113,363 from the Americas, and 2,261 from the South Pacific.In 2012, there were 8,810 British citizens and 10,019 United States citizens living in the City of Paris (Ville de Paris) and 20,466 British citizens and 16,408 United States citizens living in the entire Paris Region (\u00cele-de-France).In 2020\u20132021, about 6 million people, or 41% of the population of the Paris Region, were either immigrants (21%) or had at least one immigrant parent (20%); these figures do not include French people born in Overseas France and their direct descendants.\r\n\r\n\r\n=== Religion ===\r\n\r\nAt the beginning of the twentieth century, Paris was the largest Catholic city in the world. French census data does not contain information about religious affiliation. According to a 2011 survey by the Institut fran\u00e7ais d'opinion publique (IFOP), a French public opinion research organisation, 61 percent of residents of the Paris Region (\u00cele-de-France) identified themselves as Roman Catholic. In the same survey, 7 percent of residents identified themselves as Muslims, 4 percent as Protestants, 2 percent as Jewish and 25 percent as without religion.", "start_char_idx": 38602, "end_char_idx": 42796, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "26bf0289-82d7-4638-b56b-810e7806acec": {"__data__": {"id_": "26bf0289-82d7-4638-b56b-810e7806acec", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f7d92c2d-7985-4cac-a8ce-7392614e270b", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "c995c86266158094cb225e07fd56cd901c141602ad890bbc333c62b7a6723aa8", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "3a6ef142-83ff-4b12-a30d-534296a3eea7", "node_type": "1", "metadata": {}, "hash": "9a9a5b29774b8039badc7373f656dfd7bd5d9b7d62c57f788df56600aa29ba3a", "class_name": "RelatedNodeInfo"}}, "text": "=== Religion ===\r\n\r\nAt the beginning of the twentieth century, Paris was the largest Catholic city in the world. French census data does not contain information about religious affiliation. According to a 2011 survey by the Institut fran\u00e7ais d'opinion publique (IFOP), a French public opinion research organisation, 61 percent of residents of the Paris Region (\u00cele-de-France) identified themselves as Roman Catholic. In the same survey, 7 percent of residents identified themselves as Muslims, 4 percent as Protestants, 2 percent as Jewish and 25 percent as without religion.\r\nAccording to the INSEE, between 4 and 5 million French residents were born or had at least one parent born in a predominantly Muslim country, particularly Algeria, Morocco and Tunisia. An IFOP survey in 2008 reported that, of immigrants from these predominantly Muslim countries, 25 percent went to the mosque regularly; 41 percent practised the religion, and 34 percent were believers but did not practice the religion. In 2012 and 2013, it was estimated that there were almost 500,000 Muslims in the City of Paris, 1.5 million Muslims in the \u00cele-de-France region and 4 to 5 million Muslims in France.The Jewish population of the Paris Region was estimated in 2014 to be 282,000, the largest concentration of Jews in the world outside of Israel and the United States.\r\n\r\n\r\n== Economy ==\r\n\r\nThe economy of the City of Paris is based largely on services and commerce; of the 390,480 enterprises in the city, 80.6 percent are engaged in commerce, transportation, and diverse services, 6.5 percent in construction, and just 3.8 percent in industry. The story is similar in the Paris Region (\u00cele-de-France): 76.7 percent of enterprises are engaged in commerce and services, and 3.4 percent in industry.At the 2012 census, 59.5% of jobs in the Paris Region were in market services (12.0% in wholesale and retail trade, 9.7% in professional, scientific, and technical services, 6.5% in information and communication, 6.5% in transportation and warehousing, 5.9% in finance and insurance, 5.8% in administrative and support services, 4.6% in accommodation and food services, and 8.5% in various other market services), 26.9% in non-market services (10.4% in human health and social work activities, 9.6% in public administration and defence, and 6.9% in education), 8.2% in manufacturing and utilities (6.6% in manufacturing and 1.5% in utilities), 5.2% in construction, and 0.2% in agriculture.The Paris Region had 5.4 million salaried employees in 2010, of whom 2.2 million were concentrated in 39 p\u00f4les d'emplois or business districts. The largest of these, in terms of number of employees, is known in French as the QCA, or quartier central des affaires; in 2010, it was the workplace of 500,000 salaried employees, about 30 percent of the salaried employees in Paris and 10 percent of those in the \u00cele-de-France. The largest sectors of activity in the central business district were finance and insurance (16 percent of employees in the district) and business services (15 percent). The district also includes a large concentration of department stores, shopping areas, hotels and restaurants, as well a government offices and ministries. The second-largest business district in terms of employment is La D\u00e9fense, just west of the city. In 2010, it was the workplace of 144,600 employees, of whom 38 percent worked in finance and insurance, 16 percent in business support services. Two other important districts, Neuilly-sur-Seine and Levallois-Perret, are extensions of the Paris business district and of La D\u00e9fense. Another district, including Boulogne-Billancourt, Issy-les-Moulineaux and the southern part of the 15th arrondissement, is a centre of activity for the media and information technology.The top French companies listed in the Fortune Global 500 for 2021 all have their headquarters in the Paris Region; six in the central business district of the City of Paris; and four close to the city in the Hauts-de-Seine Department, three in La D\u00e9fense and one in Boulogne-Billancourt. Some companies, like Soci\u00e9t\u00e9 G\u00e9n\u00e9rale, have offices in both Paris and La D\u00e9fense.", "start_char_idx": 42221, "end_char_idx": 46369, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "3a6ef142-83ff-4b12-a30d-534296a3eea7": {"__data__": {"id_": "3a6ef142-83ff-4b12-a30d-534296a3eea7", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "26bf0289-82d7-4638-b56b-810e7806acec", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "8e964dc731fa624742bc89866a86e6d4797e87d02f500d79f942cd06933df64a", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d7dcc4f5-bad7-4fb8-a150-9ca77ea35684", "node_type": "1", "metadata": {}, "hash": "276e1969248937420b10b4576a6b442926e9087d2c8b43bff98259b935663d18", "class_name": "RelatedNodeInfo"}}, "text": "Two other important districts, Neuilly-sur-Seine and Levallois-Perret, are extensions of the Paris business district and of La D\u00e9fense. Another district, including Boulogne-Billancourt, Issy-les-Moulineaux and the southern part of the 15th arrondissement, is a centre of activity for the media and information technology.The top French companies listed in the Fortune Global 500 for 2021 all have their headquarters in the Paris Region; six in the central business district of the City of Paris; and four close to the city in the Hauts-de-Seine Department, three in La D\u00e9fense and one in Boulogne-Billancourt. Some companies, like Soci\u00e9t\u00e9 G\u00e9n\u00e9rale, have offices in both Paris and La D\u00e9fense. The Paris Region is France's leading region for economic activity, with a GDP of \u20ac765 billion (of which \u20ac253 billion was Paris city). In 2021, its GDP ranked first among the metropolitan regions of the EU and its per-capita GDP PPP was the 8th highest. While the Paris region's population accounted for 18.8 percent of metropolitan France in 2019, the Paris region's GDP accounted for 32 percent of metropolitan France's GDP.The Paris Region economy has gradually shifted from industry to high-value-added service industries (finance, IT services) and high-tech manufacturing (electronics, optics, aerospace, etc.). The Paris region's most intense economic activity through the central Hauts-de-Seine department and suburban La D\u00e9fense business district places Paris's economic centre to the west of the city, in a triangle between the Op\u00e9ra Garnier, La D\u00e9fense and the Val de Seine. While the Paris economy is dominated by services, and employment in manufacturing sector has declined sharply, the region remains an important manufacturing centre, particularly for aeronautics, automobiles, and \"eco\" industries.In the 2017 worldwide cost of living survey by the Economist Intelligence Unit, based on a survey made in September 2016, Paris ranked as the seventh most expensive city in the world, and the second most expensive in Europe, after Z\u00fcrich. In 2018, Paris was the most expensive city in the world with Singapore and Hong Kong. Station F is a business incubator for startups, noted as the world's largest startup facility.\r\n\r\n\r\n=== Employment and income ===\r\nThe majority of Paris's salaried employees fill 370,000 businesses services jobs, concentrated in the north-western 8th, 16th and 17th arrondissements. Paris's financial service companies are concentrated in the central-western 8th and 9th arrondissement banking and insurance district. Paris's department store district in the 1st, 6th, 8th and 9th arrondissements employ ten percent of mostly female Paris workers, with 100,000 of these registered in the retail trade. Fourteen percent of Parisians work in hotels and restaurants and other services to individuals. Nineteen percent of Paris employees work for the State in either administration or education. The majority of Paris's healthcare and social workers work at the hospitals and social housing concentrated in the peripheral 13th, 14th, 18th, 19th and 20th arrondissements. Outside Paris, the western Hauts-de-Seine department La D\u00e9fense district specialising in finance, insurance and scientific research district, employs 144,600, and the north-eastern Seine-Saint-Denis audiovisual sector has 200 media firms and 10 major film studios.Paris's manufacturing is mostly focused in its suburbs, and the city itself has only around 75,000 manufacturing workers, most of which are in the textile, clothing, leather goods, and shoe trades. The Paris region's 800 aerospace companies employed 100,000. Four hundred automobile industry companies employ another 100,000 workers: many of these are centred in the Yvelines department around the Renault and PSA-Citro\u00ebn plants (this department alone employs 33,000), but the industry as a whole suffered a major loss with the 2014 closing of a major Aulnay-sous-Bois Citro\u00ebn assembly plant. The southern Essonne department specialises in science and technology, and the south-eastern Val-de-Marne, with its wholesale Rungis food market, specialises in food processing and beverages. The Paris region's manufacturing decline is quickly being replaced by eco-industries: these employ about 100,000 workers.Incomes are higher in the Western part of the city and in the western suburbs than in the northern and eastern parts of the urban area.", "start_char_idx": 45678, "end_char_idx": 50080, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d7dcc4f5-bad7-4fb8-a150-9ca77ea35684": {"__data__": {"id_": "d7dcc4f5-bad7-4fb8-a150-9ca77ea35684", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "3a6ef142-83ff-4b12-a30d-534296a3eea7", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0aca0aface550be4fc05240d96d211e7051de0aa3321c045d9625240c50c2361", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c27ef4fb-86bd-4e74-aa62-160bea44efdd", "node_type": "1", "metadata": {}, "hash": "f7f72ac87d361ef0090ecfa0592357002d61b7ed3d5033ded87e3bb666e711d8", "class_name": "RelatedNodeInfo"}}, "text": "The Paris region's 800 aerospace companies employed 100,000. Four hundred automobile industry companies employ another 100,000 workers: many of these are centred in the Yvelines department around the Renault and PSA-Citro\u00ebn plants (this department alone employs 33,000), but the industry as a whole suffered a major loss with the 2014 closing of a major Aulnay-sous-Bois Citro\u00ebn assembly plant. The southern Essonne department specialises in science and technology, and the south-eastern Val-de-Marne, with its wholesale Rungis food market, specialises in food processing and beverages. The Paris region's manufacturing decline is quickly being replaced by eco-industries: these employ about 100,000 workers.Incomes are higher in the Western part of the city and in the western suburbs than in the northern and eastern parts of the urban area. While Paris has some of the richest neighbourhoods in France, it also has some of the poorest, mostly on the eastern side of the city. In 2012, 14 percent of households in the city earned less than \u20ac977 per month, the official poverty line. Twenty-five percent of residents in the 19th arrondissement lived below the poverty line; in the city's wealthiest neighbourhood, the 7th arrondissement, 7 percent lived below the poverty line. The unemployment rate in Paris in the 4th trimester of 2021 was six percent, compared with 7.4 percent in the whole of France. This was the lowest rate in thirteen years.\r\n\r\n\r\n=== Tourism ===\r\n\r\nTourism continued to recover in the Paris region in 2022, increasing to 44 million visitors, an increase of 95 percent over 2021, but still 13 percent lower than in 2019.Greater Paris, comprising Paris and its three surrounding departments, received a record 38 million visitors in 2019, measured by hotel arrivals. These included 12.2 million French visitors. Of the foreign visitors, the greatest number came from the United States (2.6 million), United Kingdom (1.2 million), Germany (981 thousand) and China (711 thousand).In 2018, measured by the Euromonitor Global Cities Destination Index, Paris was the second-busiest airline destination in the world, with 19.10 million visitors, behind Bangkok (22.78 million) but ahead of London (19.09 million). According to the Paris Convention and Visitors Bureau, 393,008 workers in Greater Paris, or 12.4 percent of the total workforce, are engaged in tourism-related sectors such as hotels, catering, transport and leisure.The city's top cultural attractions in 2022 were the Louvre Museum (7.7 million visitors), the Eiffel Tower (5.8 million visitors), the Mus\u00e9e d'Orsay (3.27 million visitors) and the Centre Pompidou (3 million visitors).In 2019, Greater Paris had 2,056 hotels, including 94 five-star hotels, with a total of 121,646 rooms. Also in 2019, in addition to the hotels, Greater Paris had 60,000 homes registered with Airbnb. Under French law, renters of these units must pay the Paris tourism tax. The company paid the city government 7.3 million euros in 2016.A minuscule fraction of foreign visitors suffer from Paris syndrome when their experiences do not meet expectations.\r\n\r\n\r\n== Culture ==\r\n\r\n\r\n=== Painting and sculpture ===\r\n\r\nFor centuries, Paris has attracted artists from around the world. As a result, Paris has acquired a reputation as the \"City of Art\". Italian artists were a profound influence on the development of art in Paris in the 16th and 17th centuries, particularly in sculpture and reliefs. Painting and sculpture became the pride of the French monarchy and the French royal family commissioned many Parisian artists to adorn their palaces during the French Baroque and Classicism era. Sculptors such as Girardon, Coysevox and Coustou acquired reputations as the finest artists in the royal court in 17th-century France. Pierre Mignard became the first painter to King Louis XIV during this period. In 1648, the Acad\u00e9mie royale de peinture et de sculpture (Royal Academy of Painting and Sculpture) was established to accommodate for the dramatic interest in art in the capital.", "start_char_idx": 49237, "end_char_idx": 53280, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c27ef4fb-86bd-4e74-aa62-160bea44efdd": {"__data__": {"id_": "c27ef4fb-86bd-4e74-aa62-160bea44efdd", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d7dcc4f5-bad7-4fb8-a150-9ca77ea35684", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e8fb4ff75bba7581aa6a9ad051984ea70141b4ec9ff3abf631792da5e400d54b", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "9b1f9546-5d00-471e-80e3-fff211e80d61", "node_type": "1", "metadata": {}, "hash": "2a3a6097666348f465ba3afdd2468fb696825e6488f9da54b4ff54a906ab7b2f", "class_name": "RelatedNodeInfo"}}, "text": "As a result, Paris has acquired a reputation as the \"City of Art\". Italian artists were a profound influence on the development of art in Paris in the 16th and 17th centuries, particularly in sculpture and reliefs. Painting and sculpture became the pride of the French monarchy and the French royal family commissioned many Parisian artists to adorn their palaces during the French Baroque and Classicism era. Sculptors such as Girardon, Coysevox and Coustou acquired reputations as the finest artists in the royal court in 17th-century France. Pierre Mignard became the first painter to King Louis XIV during this period. In 1648, the Acad\u00e9mie royale de peinture et de sculpture (Royal Academy of Painting and Sculpture) was established to accommodate for the dramatic interest in art in the capital. This served as France's top art school until 1793.Paris was in its artistic prime in the 19th century and early 20th century, when it had a colony of artists established in the city and in art schools associated with some of the finest painters of the times: Henri de Toulouse-Lautrec, \u00c9douard Manet, Claude Monet, Berthe Morisot, Paul Gauguin, Pierre-Auguste Renoir and others. Paris was central to the development of Romanticism in art, with painters such as G\u00e9ricault. Impressionism, Art Nouveau, Symbolism, Fauvism, Cubism and Art Deco movements all evolved in Paris. In the late 19th century, many artists in the French provinces and worldwide flocked to Paris to exhibit their works in the numerous salons and expositions and make a name for themselves. Artists such as Pablo Picasso, Henri Matisse, Vincent van Gogh, Paul C\u00e9zanne, Jean Metzinger, Albert Gleizes, Henri Rousseau, Marc Chagall, Amedeo Modigliani and many others became associated with Paris.\r\nThe most prestigious sculptors who made their reputation in Paris in the modern era are Fr\u00e9d\u00e9ric Auguste Bartholdi (Statue of Liberty), Auguste Rodin, Camille Claudel, Antoine Bourdelle, Paul Landowski (statue of Christ the Redeemer in Rio de Janeiro) and Aristide Maillol. The Golden Age of the School of Paris ended between the two world wars.\r\n\r\n\r\n=== Museums ===\r\n\r\nThe Louvre received 2,8 million visitors in 2021, up from 2.7 million in 2020, holding its position as first among the most-visited museums. Its treasures include the Mona Lisa (La Joconde), the Venus de Milo statue, and Liberty Leading the People. The second-most visited museum in the city in 2021, with 1.5 million visitors, was the Centre Georges Pompidou, also known as Beaubourg, which houses the Mus\u00e9e National d'Art Moderne The third most visited Paris museum in 2021 was the National Museum of Natural History with 1,4 million visitors. It is famous for its dinosaur artefacts, mineral collections and its Gallery of Evolution. It was followed by the Mus\u00e9e d'Orsay, featuring 19th century art and the French Impressionists, which had one million visitors. Paris hosts one of the largest science museums in Europe, the Cit\u00e9 des sciences et de l'industrie, (984,000 visitors in 2020). The other most-visited Paris museums in 2021 were the Fondation Louis Vuitton (691,000), the Mus\u00e9e du Quai Branly \u2013 Jacques Chirac, featuring the indigenous art and cultures of Africa, Asia, Oceania, and the Americas. (616,000); the Mus\u00e9e Carnavalet (History of Paris) (606,000), and the Petit Palais, the art museum of the City of Paris (518,000).\r\nThe Mus\u00e9e de l'Orangerie, near both the Louvre and the Orsay, also exhibits Impressionists and Post-Impressionists, including most of Claude Monet's large Water Lilies murals. The Mus\u00e9e national du Moyen \u00c2ge, or Cluny Museum, presents Medieval art. The Guimet Museum, or Mus\u00e9e national des arts asiatiques, has one of the largest collections of Asian art in Europe. There are also notable museums devoted to individual artists, including the Mus\u00e9e Picasso, the Mus\u00e9e Rodin and the Mus\u00e9e national Eug\u00e8ne Delacroix.\r\nThe military history of France is presented by displays at the Mus\u00e9e de l'Arm\u00e9e at Les Invalides.", "start_char_idx": 52479, "end_char_idx": 56470, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "9b1f9546-5d00-471e-80e3-fff211e80d61": {"__data__": {"id_": "9b1f9546-5d00-471e-80e3-fff211e80d61", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c27ef4fb-86bd-4e74-aa62-160bea44efdd", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "721462b6abed7d70302f125e27564be85348e9562c8d8345e5ec5c2247afc089", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "97e39ef4-0ca0-4461-bb3d-afab1ea38f78", "node_type": "1", "metadata": {}, "hash": "e247ce26ddfc0dc2fe68e5fe22f51a24fab0fe5f202c59bbf21073cf398fdf8f", "class_name": "RelatedNodeInfo"}}, "text": "(616,000); the Mus\u00e9e Carnavalet (History of Paris) (606,000), and the Petit Palais, the art museum of the City of Paris (518,000).\r\nThe Mus\u00e9e de l'Orangerie, near both the Louvre and the Orsay, also exhibits Impressionists and Post-Impressionists, including most of Claude Monet's large Water Lilies murals. The Mus\u00e9e national du Moyen \u00c2ge, or Cluny Museum, presents Medieval art. The Guimet Museum, or Mus\u00e9e national des arts asiatiques, has one of the largest collections of Asian art in Europe. There are also notable museums devoted to individual artists, including the Mus\u00e9e Picasso, the Mus\u00e9e Rodin and the Mus\u00e9e national Eug\u00e8ne Delacroix.\r\nThe military history of France is presented by displays at the Mus\u00e9e de l'Arm\u00e9e at Les Invalides. In addition to the national museums, run by the Ministry of Culture, the City of Paris operates 14 museums, including the Carnavalet Museum on the history of Paris, Mus\u00e9e d'Art Moderne de la Ville de Paris, Palais de Tokyo, the House of Victor Hugo, the House of Balzac and the Catacombs of Paris. There are also notable private museums. The Contemporary Art museum of the Louis Vuitton Foundation, designed by architect Frank Gehry, opened in October 2014 in the Bois de Boulogne.\r\n\r\n\r\n=== Theatre ===\r\nThe largest opera houses of Paris are the 19th-century Op\u00e9ra Garnier (historical Paris Op\u00e9ra) and modern Op\u00e9ra Bastille; the former tends toward the more classic ballets and operas, and the latter provides a mixed repertoire of classic and modern. In the middle of the 19th century, there were three other active and competing opera houses: the Op\u00e9ra-Comique (which still exists), Th\u00e9\u00e2tre-Italien and Th\u00e9\u00e2tre Lyrique (which in modern times changed its profile and name to Th\u00e9\u00e2tre de la Ville). Philharmonie de Paris, the modern symphonic concert hall of Paris, opened in January 2015. Another musical landmark is the Th\u00e9\u00e2tre des Champs-\u00c9lys\u00e9es, where the first performances of Diaghilev's Ballets Russes took place in 1913.\r\n\r\nTheatre traditionally has occupied a large place in Parisian culture, and many of its most popular actors today are also stars of French television. The oldest and most famous Paris theatre is the Com\u00e9die-Fran\u00e7aise, founded in 1680. Run by the Government of France, it performs mostly French classics at the Salle Richelieu in the Palais-Royal. Other famous theatres include the Od\u00e9on-Th\u00e9\u00e2tre de l'Europe, also a state institution and theatrical landmark; the Th\u00e9\u00e2tre Mogador; and the Th\u00e9\u00e2tre de la Ga\u00eet\u00e9-Montparnasse.The music hall and cabaret are famous Paris institutions. The Moulin Rouge was opened in 1889 and became the birthplace of the dance known as the French Cancan. It helped make famous the singers Mistinguett and \u00c9dith Piaf and the painter Toulouse-Lautrec, who made posters for the venue. In 1911, the dance hall Olympia Paris invented the grand staircase as a settling for its shows, competing with its great rival, the Folies Berg\u00e8re. Its stars in the 1920s included the American singer and dancer Josephine Baker. Later, Olympia Paris presented Dalida, Edith Piaf, Marlene Dietrich, Miles Davis, Judy Garland and the Grateful Dead.\r\nThe Casino de Paris presented many famous French singers, including Mistinguett, Maurice Chevalier and Tino Rossi. Other famous Paris music halls include Le Lido, on the Champs-\u00c9lys\u00e9es, opened in 1946; and the Crazy Horse Saloon, featuring strip-tease, dance and magic, opened in 1951. A half dozen music halls exist today in Paris, attended mostly by visitors to the city.\r\n\r\n\r\n=== Literature ===\r\n\r\nThe first book printed in France, Epistolae (\"Letters\"), by Gasparinus de Bergamo (Gasparino da Barzizza), was published in Paris in 1470 by the press established by Johann Heynlin. Since then, Paris has been the centre of the French publishing industry, the home of some of the world's best-known writers and poets, and the setting for many classic works of French literature.", "start_char_idx": 55726, "end_char_idx": 59633, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "97e39ef4-0ca0-4461-bb3d-afab1ea38f78": {"__data__": {"id_": "97e39ef4-0ca0-4461-bb3d-afab1ea38f78", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "9b1f9546-5d00-471e-80e3-fff211e80d61", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "7314b828ef497de4f6a7804091ebe1565d0ad5f90a5381b5270fe09e4434e992", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "0318b242-e9a9-4f0e-aee7-994843f65222", "node_type": "1", "metadata": {}, "hash": "d284dce7da5f8c70646279ab4708e3e7b62ade53da1a051f2e970b62f8e3e0b4", "class_name": "RelatedNodeInfo"}}, "text": "The Casino de Paris presented many famous French singers, including Mistinguett, Maurice Chevalier and Tino Rossi. Other famous Paris music halls include Le Lido, on the Champs-\u00c9lys\u00e9es, opened in 1946; and the Crazy Horse Saloon, featuring strip-tease, dance and magic, opened in 1951. A half dozen music halls exist today in Paris, attended mostly by visitors to the city.\r\n\r\n\r\n=== Literature ===\r\n\r\nThe first book printed in France, Epistolae (\"Letters\"), by Gasparinus de Bergamo (Gasparino da Barzizza), was published in Paris in 1470 by the press established by Johann Heynlin. Since then, Paris has been the centre of the French publishing industry, the home of some of the world's best-known writers and poets, and the setting for many classic works of French literature. Paris did not become the acknowledged capital of French literature until the 17th century, with authors such as Boileau, Corneille, La Fontaine, Moli\u00e8re, Racine, Charles Perrault, several coming from the provinces, as well as the foundation of the Acad\u00e9mie fran\u00e7aise. In the 18th century, the literary life of Paris revolved around the caf\u00e9s and salons; it was dominated by Voltaire, Jean-Jacques Rousseau, Pierre de Marivaux and Pierre Beaumarchais.\r\nDuring the 19th century, Paris was the home and subject for some of France's greatest writers, including Charles Baudelaire, St\u00e9phane Mallarm\u00e9, M\u00e9rim\u00e9e, Alfred de Musset, Marcel Proust, \u00c9mile Zola, Alexandre Dumas, Gustave Flaubert, Guy de Maupassant and Honor\u00e9 de Balzac. Victor Hugo's The Hunchback of Notre Dame inspired the renovation of its setting, the Notre-Dame de Paris. Another of Victor Hugo's works, Les Mis\u00e9rables, described the social change and political turmoil in Paris in the early 1830s. One of the most popular of all French writers, Jules Verne, worked at the Theatre Lyrique and the Paris stock exchange, while he did research for his stories at the National Library.In the 20th century, the Paris literary community was dominated by figures such as Colette, Andr\u00e9 Gide, Fran\u00e7ois Mauriac, Andr\u00e9 Malraux, Albert Camus, and, after World War II, by Simone de Beauvoir and Jean-Paul Sartre. Between the wars it was the home of many important expatriate writers, including Ernest Hemingway, Samuel Beckett, Miguel \u00c1ngel Asturias, Alejo Carpentier and, Arturo Uslar Pietri. The winner of the 2014 Nobel Prize in Literature, Patrick Modiano, based most of his literary work on the depiction of the city during World War II and the 1960s\u20131970s.Paris is a city of books and bookstores. In the 1970s, 80 percent of French-language publishing houses were found in Paris. It is also a city of small bookstores. There are about 150 bookstores in the 5th arrondissement alone, plus another 250 book stalls along the Seine. Small Paris bookstores are protected against competition from discount booksellers by French law; books, even e-books, cannot be discounted more than five percent below their publisher's cover price.\r\n\r\n\r\n=== Music ===\r\n\r\nIn the late 12th century, a school of polyphony was established at Notre-Dame. Among the Trouv\u00e8res of northern France, a group of Parisian aristocrats became known for their poetry and songs. Troubadours, from the south of France, were also popular. During the reign of Fran\u00e7ois I, in the Renaissance era, the lute became popular in the French court. The French royal family and courtiers \"disported themselves in masques, ballets, allegorical dances, recitals, and opera and comedy\", and a national musical printing house was established. In the Baroque-era, noted composers included Jean-Baptiste Lully, Jean-Philippe Rameau, and Fran\u00e7ois Couperin. The Conservatoire de Musique de Paris was founded in 1795. By 1870, Paris had become an important centre for symphony, ballet and operatic music.\r\nRomantic-era composers (in Paris) include Hector Berlioz, Charles Gounod, Camille Saint-Sa\u00ebns, L\u00e9o Delibes and Jules Massenet, among others. Georges Bizet's Carmen premiered 3 March 1875. Carmen has since become one of the most popular and frequently-performed operas in the classical canon.", "start_char_idx": 58855, "end_char_idx": 62928, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "0318b242-e9a9-4f0e-aee7-994843f65222": {"__data__": {"id_": "0318b242-e9a9-4f0e-aee7-994843f65222", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "97e39ef4-0ca0-4461-bb3d-afab1ea38f78", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "44ea1b494f6b52360868b35664774401729dd9f356e1c94a74c19d490bfb282d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "dce61674-00ce-4da3-97fc-2ad99b3e1e39", "node_type": "1", "metadata": {}, "hash": "18d9a93484b7683670fdc6507d76bb38d641812174c895bfc715bd7f74f80cb6", "class_name": "RelatedNodeInfo"}}, "text": "The French royal family and courtiers \"disported themselves in masques, ballets, allegorical dances, recitals, and opera and comedy\", and a national musical printing house was established. In the Baroque-era, noted composers included Jean-Baptiste Lully, Jean-Philippe Rameau, and Fran\u00e7ois Couperin. The Conservatoire de Musique de Paris was founded in 1795. By 1870, Paris had become an important centre for symphony, ballet and operatic music.\r\nRomantic-era composers (in Paris) include Hector Berlioz, Charles Gounod, Camille Saint-Sa\u00ebns, L\u00e9o Delibes and Jules Massenet, among others. Georges Bizet's Carmen premiered 3 March 1875. Carmen has since become one of the most popular and frequently-performed operas in the classical canon. Among the Impressionist composers who created new works for piano, orchestra, opera, chamber music and other musical forms, stand in particular, Claude Debussy, Erik Satie and Maurice Ravel . Several foreign-born composers, such as Fr\u00e9d\u00e9ric Chopin, Franz Liszt, Jacques Offenbach, Niccol\u00f2 Paganini, and Igor Stravinsky, established themselves or made significant contributions both with their works and their influence in Paris.\r\nBal-musette is a style of French music and dance that first became popular in Paris in the 1870s and 1880s; by 1880 Paris had some 150 dance halls. Patrons danced the bourr\u00e9e to the accompaniment of the cabrette (a bellows-blown bagpipe locally called a \"musette\") and often the vielle \u00e0 roue (hurdy-gurdy) in the caf\u00e9s and bars of the city. Parisian and Italian musicians who played the accordion adopted the style and established themselves in Auvergnat bars, anParis became a major centre for jazz and still attracts jazz musicians from all around the world to its clubs and caf\u00e9s.Paris is the spiritual home of gypsy jazz in particular, and many of the Parisian jazzmen who developed in the first half of the 20th century began by playing Bal-musette in the city. Django Reinhardt rose to fame in Paris, having moved to the 18th arrondissement in a caravan as a young boy, and performed with violinist St\u00e9phane Grappelli and their Quintette du Hot Club de France in the 1930s and 1940s.Immediately after the War the Saint-Germain-des-Pres quarter and the nearby Saint-Michel quarter became home to many small jazz clubs, including the Caveau des Lorientais, the Club Saint-Germain, the Rose Rouge, the Vieux-Colombier, and the most famous, Le Tabou. They introduced Parisians to the music of Claude Luter, Boris Vian, Sydney Bechet, Mezz Mezzrow, and Henri Salvador. Most of the clubs closed by the early 1960s, as musical tastes shifted toward rock and roll.Some of the finest manouche musicians in the world are found here playing the caf\u00e9s of the city at night. Some of the more notable jazz venues include the New Morning, Le Sunset, La Chope des Puces and Bouquet du Nord. Several yearly festivals take place in Paris, including the Paris Jazz Festival and the rock festival Rock en Seine. The Orchestre de Paris was established in 1967. December 2015 was the 100th anniversary of the birth of Edith Piaf\u2014widely regarded as France's national chanteuse, as well as being one of France's greatest international stars.Paris has a big hip hop scene. This music became popular during the 1980s. The presence of a large African and Caribbean community helped to its development, giving political and social status for many minorities.\r\n\r\n\r\n=== Cinema ===\r\n\r\nThe movie industry was born in Paris when Auguste and Louis Lumi\u00e8re projected the first motion picture for a paying audience at the Grand Caf\u00e9 on 28 December 1895. Many of Paris's concert/dance halls were transformed into cinemas when the media became popular beginning in the 1930s. Paris's largest cinema room today is in the Grand Rex theatre with 2,700 seats.Big multiplex cinemas have been built since the 1990s. UGC Cin\u00e9 Cit\u00e9 Les Halles with 27 screens, MK2 Biblioth\u00e8que with 20 screens and UGC Cin\u00e9 Cit\u00e9 Bercy with 18 screens are among the largest.Parisians tend to share the same movie-going trends as many of the world's global cities, with cinemas primarily dominated by Hollywood-generated film entertainment.", "start_char_idx": 62190, "end_char_idx": 66340, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "dce61674-00ce-4da3-97fc-2ad99b3e1e39": {"__data__": {"id_": "dce61674-00ce-4da3-97fc-2ad99b3e1e39", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "0318b242-e9a9-4f0e-aee7-994843f65222", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "2c23da961695262e7266a9a5cc40807fa0a1cea127d443954eb119884f31d71f", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "bd3ed08d-c8c2-4c4f-82ed-ff7787baddf5", "node_type": "1", "metadata": {}, "hash": "2a61c243f3fe797ef5134ab195798752d521b4fd6c513712f6c7729fd6d87568", "class_name": "RelatedNodeInfo"}}, "text": "The presence of a large African and Caribbean community helped to its development, giving political and social status for many minorities.\r\n\r\n\r\n=== Cinema ===\r\n\r\nThe movie industry was born in Paris when Auguste and Louis Lumi\u00e8re projected the first motion picture for a paying audience at the Grand Caf\u00e9 on 28 December 1895. Many of Paris's concert/dance halls were transformed into cinemas when the media became popular beginning in the 1930s. Paris's largest cinema room today is in the Grand Rex theatre with 2,700 seats.Big multiplex cinemas have been built since the 1990s. UGC Cin\u00e9 Cit\u00e9 Les Halles with 27 screens, MK2 Biblioth\u00e8que with 20 screens and UGC Cin\u00e9 Cit\u00e9 Bercy with 18 screens are among the largest.Parisians tend to share the same movie-going trends as many of the world's global cities, with cinemas primarily dominated by Hollywood-generated film entertainment. French cinema comes a close second, with major directors (r\u00e9alisateurs) such as Claude Lelouch, Jean-Luc Godard, and Luc Besson, and the more slapstick/popular genre with director Claude Zidi as an example. European and Asian films are also widely shown and appreciated.\r\n\r\n\r\n=== Restaurants and cuisine ===\r\n\r\nSince the late 18th century, Paris has been famous for its restaurants and haute cuisine, food meticulously prepared and artfully presented. A luxury restaurant, La Taverne Anglaise, opened in 1786 in the arcades of the Palais-Royal by Antoine Beauvilliers; it became a model for future Paris restaurants. The restaurant Le Grand V\u00e9four in the Palais-Royal dates from the same period. The famous Paris restaurants of the 19th century, including the Caf\u00e9 de Paris, the Rocher de Cancale, the Caf\u00e9 Anglais, Maison Dor\u00e9e and the Caf\u00e9 Riche, were mostly located near the theatres on the Boulevard des Italiens. Several of the best-known restaurants in Paris today appeared during the Belle \u00c9poque, including Maxim's on Rue Royale, Ledoyen in the gardens of the Champs-\u00c9lys\u00e9es, and the Tour d'Argent on the Quai de la Tournelle.Today, owing to Paris's cosmopolitan population, every French regional cuisine and almost every national cuisine in the world can be found there; the city has more than 9,000 restaurants. The Michelin Guide has been a standard guide to French restaurants since 1900, awarding its highest award, three stars, to the best restaurants in France. In 2018, of the 27 Michelin three-star restaurants in France, ten are located in Paris. These include both restaurants which serve classical French cuisine, such as L'Ambroisie in the Place des Vosges, and those which serve non-traditional menus, such as L'Astrance, which combines French and Asian cuisines. Several of France's most famous chefs, including Pierre Gagnaire, Alain Ducasse, Yannick All\u00e9no and Alain Passard, have three-star restaurants in Paris.\r\nParis has several other kinds of traditional eating places. The caf\u00e9 arrived in Paris in the 17th century, and by the 18th century Parisian caf\u00e9s were centres of the city's political and cultural life. The Caf\u00e9 Procope on the Left Bank dates from this period. In the 20th century, the caf\u00e9s of the Left Bank, especially Caf\u00e9 de la Rotonde and Le D\u00f4me Caf\u00e9 in Montparnasse and Caf\u00e9 de Flore and Les Deux Magots on Boulevard Saint Germain, all still in business, were important meeting places for painters, writers and philosophers. A bistro is a type of eating place loosely defined as a neighbourhood restaurant with a modest decor and prices and a regular clientele and a congenial atmosphere. Real bistros are increasingly rare in Paris, due to rising costs, competition, and different eating habits of Parisian diners. A brasserie originally was a tavern located next to a brewery, which served beer and food at any hour. Beginning with the Paris Exposition of 1867, it became a popular kind of restaurant which featured beer and other beverages served by young women in the national costume associated with the beverage. Now brasseries, like caf\u00e9s, serve food and drinks throughout the day.\r\n\r\n\r\n=== Fashion ===\r\n\r\nSince the 19th century, Paris has been an international fashion capital, particularly in the domain of haute couture (clothing hand-made to order for private clients). It is home to some of the largest fashion houses in the world, including Dior and Chanel, as well as many other well-known and more contemporary fashion designers, such as Karl Lagerfeld, Jean-Paul Gaultier, Yves Saint Laurent, Givenchy, and Christian Lacroix.", "start_char_idx": 65458, "end_char_idx": 69928, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "bd3ed08d-c8c2-4c4f-82ed-ff7787baddf5": {"__data__": {"id_": "bd3ed08d-c8c2-4c4f-82ed-ff7787baddf5", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "dce61674-00ce-4da3-97fc-2ad99b3e1e39", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "13deeeed0d68b07c313420436f672b6b07f699b47f170494ae4a08c13397b5c8", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "312f40e8-6476-40c8-8294-988bf40f1025", "node_type": "1", "metadata": {}, "hash": "60cee6e469e81815041e656fecddc030cf7733bba9bcc92ef868a3bbefbe3935", "class_name": "RelatedNodeInfo"}}, "text": "A brasserie originally was a tavern located next to a brewery, which served beer and food at any hour. Beginning with the Paris Exposition of 1867, it became a popular kind of restaurant which featured beer and other beverages served by young women in the national costume associated with the beverage. Now brasseries, like caf\u00e9s, serve food and drinks throughout the day.\r\n\r\n\r\n=== Fashion ===\r\n\r\nSince the 19th century, Paris has been an international fashion capital, particularly in the domain of haute couture (clothing hand-made to order for private clients). It is home to some of the largest fashion houses in the world, including Dior and Chanel, as well as many other well-known and more contemporary fashion designers, such as Karl Lagerfeld, Jean-Paul Gaultier, Yves Saint Laurent, Givenchy, and Christian Lacroix. Paris Fashion Week, held in January and July in the Carrousel du Louvre among other renowned city locations, is one of the top four events on the international fashion calendar. Moreover, Paris is also the home of the world's largest cosmetics company: L'Or\u00e9al as well as three of the top five global makers of luxury fashion accessories: Louis Vuitton, Herm\u00e9s, and Cartier. Most of the major fashion designers have their showrooms along the Avenue Montaigne, between the Champs-\u00c9lys\u00e9es and the Seine.\r\n\r\n\r\n=== Photography ===\r\nThe inventor Nic\u00e9phore Ni\u00e9pce produced the first permanent photograph on a polished pewter plate in Paris in 1825. In 1839, after the death of Ni\u00e9pce, Louis Daguerre patented the Daguerrotype, which became the most common form of photography until the 1860s. The work of \u00c9tienne-Jules Marey in the 1880s contributed considerably to the development of modern photography. Photography came to occupy a central role in Parisian Surrealist activity, in the works of Man Ray and Maurice Tabard. Numerous photographers achieved renown for their photography of Paris, including Eug\u00e8ne Atget, noted for his depictions of street scenes, Robert Doisneau, noted for his playful pictures of people and market scenes (among which Le baiser de l'h\u00f4tel de ville has become iconic of the romantic vision of Paris), Marcel Bovis, noted for his night scenes, as well as others such as Jacques-Henri Lartigue and Henri Cartier-Bresson. Poster art also became an important art form in Paris in the late nineteenth century, through the work of Henri de Toulouse-Lautrec, Jules Ch\u00e9ret, Eug\u00e8ne Grasset, Adolphe Willette, Pierre Bonnard, Georges de Feure, Henri-Gabriel Ibels, Paul Gavarni and Alphonse Mucha.\r\n\r\n\r\n=== Media ===\r\nParis and its close suburbs are home to numerous newspapers, magazines and publications including Le Monde, Le Figaro, Lib\u00e9ration, Le Nouvel Observateur, Le Canard encha\u00een\u00e9, La Croix, Le Parisien (in Saint-Ouen), Les \u00c9chos, Paris Match (Neuilly-sur-Seine), R\u00e9seaux & T\u00e9l\u00e9coms, Reuters France, l'\u00c9quipe (Boulogne-Billancourt) and L'Officiel des Spectacles. France's two most prestigious newspapers, Le Monde and Le Figaro, are the centrepieces of the Parisian publishing industry. Agence France-Presse is France's oldest, and one of the world's oldest, continually operating news agencies. AFP, as it is colloquially abbreviated, maintains its headquarters in Paris, as it has since 1835. France 24 is a television news channel owned and operated by the French government, and is based in Paris. Another news agency is France Diplomatie, owned and operated by the Ministry of Foreign and European Affairs, and pertains solely to diplomatic news and occurrences.The most-viewed network in France, TF1, is in nearby Boulogne-Billancourt. France 2, France 3, Canal+, France 5, M6 (Neuilly-sur-Seine), Arte, D8, W9, NT1, NRJ 12, La Cha\u00eene parlementaire, France 4, BFM TV, and Gulli are other stations located in and around the capital. Radio France, France's public radio broadcaster, and its various channels, is headquartered in Paris's 16th arrondissement. Radio France Internationale, another public broadcaster is also based in the city. Paris also holds the headquarters of the La Poste, France's national postal carrier.", "start_char_idx": 69103, "end_char_idx": 73185, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "312f40e8-6476-40c8-8294-988bf40f1025": {"__data__": {"id_": "312f40e8-6476-40c8-8294-988bf40f1025", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "bd3ed08d-c8c2-4c4f-82ed-ff7787baddf5", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "867cb59265fde1fff06046e8595b5728fc82b278d94841d879d650a51782cfc3", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "5ae230a3-fab7-4ca4-b697-30a30f0fcaff", "node_type": "1", "metadata": {}, "hash": "7ec20f4fd72029dae26369461a1cadcea118e48d7bde000b23dcdc04cd480596", "class_name": "RelatedNodeInfo"}}, "text": "Another news agency is France Diplomatie, owned and operated by the Ministry of Foreign and European Affairs, and pertains solely to diplomatic news and occurrences.The most-viewed network in France, TF1, is in nearby Boulogne-Billancourt. France 2, France 3, Canal+, France 5, M6 (Neuilly-sur-Seine), Arte, D8, W9, NT1, NRJ 12, La Cha\u00eene parlementaire, France 4, BFM TV, and Gulli are other stations located in and around the capital. Radio France, France's public radio broadcaster, and its various channels, is headquartered in Paris's 16th arrondissement. Radio France Internationale, another public broadcaster is also based in the city. Paris also holds the headquarters of the La Poste, France's national postal carrier.\r\n\r\n\r\n=== Holidays and festivals ===\r\nBastille Day, a celebration of the storming of the Bastille in 1789, the biggest festival in the city, is a military parade taking place every year on 14 July on the Champs-\u00c9lys\u00e9es, from the Arc de Triomphe to Place de la Concorde. It includes a flypast over the Champs \u00c9lys\u00e9es by the Patrouille de France, a parade of military units and equipment, and a display of fireworks in the evening, the most spectacular being the one at the Eiffel Tower.Some other yearly festivals are Paris-Plages, a festive summertime event when the Right Bank of the Seine is converted into a temporary beach; Journ\u00e9es du Patrimoine, F\u00eate de la Musique, Techno Parade, Nuit Blanche, Cin\u00e9ma au clair de lune, Printemps des rues, Festival d'automne, and F\u00eate des jardins. The Carnaval de Paris, one of the oldest festivals in Paris, dates back to the Middle Ages.\r\n\r\n\r\n=== Libraries ===\r\n\r\nThe Biblioth\u00e8que nationale de France (BnF) operates public libraries in Paris, among them the Fran\u00e7ois Mitterrand Library, Richelieu Library, Louvois, Op\u00e9ra Library, and Arsenal Library.\r\nThe Biblioth\u00e8que Forney, in the Marais district, is dedicated to the decorative arts; the Arsenal Library occupies a former military building, and has a large collection on French literature; and the Biblioth\u00e8que historique de la ville de Paris, also in Le Marais, contains the Paris historical research service. The Sainte-Genevi\u00e8ve Library, designed by Henri Labrouste and built in the mid-1800s, contains a rare book and manuscript division. Biblioth\u00e8que Mazarine is the oldest public library in France. The M\u00e9diath\u00e8que Musicale Mahler opened in 1986 and contains collections related to music. The Fran\u00e7ois Mitterrand Library (nicknamed Tr\u00e8s Grande Biblioth\u00e8que) was completed in 1994 to a design of Dominique Perrault and contains four glass towers.There are several academic libraries and archives in Paris. The Sorbonne Library is the largest university library in Paris. In addition to the Sorbonne location, there are branches in Malesherbes, Clignancourt-Championnet, Michelet-Institut d'Art et d'Arch\u00e9ologie, Serpente-Maison de la Recherche, and Institut des Etudes Ib\u00e9riques. Other academic libraries include Interuniversity Pharmaceutical Library, Leonardo da Vinci University Library, Paris School of Mines Library, and the Ren\u00e9 Descartes University Library.\r\n\r\n\r\n=== Sports ===\r\n\r\nParis's most popular sport clubs are the association football club Paris Saint-Germain F.C. and the rugby union clubs Stade Fran\u00e7ais and Racing 92, the last of which is based just outside the city proper. The 80,000-seat Stade de France, built for the 1998 FIFA World Cup, is located just north of Paris in the commune of Saint-Denis. It is used for football, rugby union and track and field athletics. It hosts the France national football team for friendlies and major tournaments qualifiers, annually hosts the French national rugby team's home matches of the Six Nations Championship, and hosts several important matches of the Stade Fran\u00e7ais rugby team. In addition to Paris Saint-Germain F.C., the city has a number of other professional and amateur football clubs: Paris FC, Red Star, RCF Paris and Stade Fran\u00e7ais Paris.\r\nParis hosted the 1900 and 1924 Summer Olympics and will host the 2024 Summer Olympics and Paralympic Games.", "start_char_idx": 72458, "end_char_idx": 76510, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "5ae230a3-fab7-4ca4-b697-30a30f0fcaff": {"__data__": {"id_": "5ae230a3-fab7-4ca4-b697-30a30f0fcaff", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "312f40e8-6476-40c8-8294-988bf40f1025", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "da23f1bce5ee5ed75f6faf33338995dc0ab687be5cb84833517cab91fa51902f", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "4f39f9e7-2697-4de8-8af9-82d2d65b4802", "node_type": "1", "metadata": {}, "hash": "72e2970efbb4c095849dd3be841b532d5ebb01f39bfc86011e1b2b0592941fc7", "class_name": "RelatedNodeInfo"}}, "text": "and the rugby union clubs Stade Fran\u00e7ais and Racing 92, the last of which is based just outside the city proper. The 80,000-seat Stade de France, built for the 1998 FIFA World Cup, is located just north of Paris in the commune of Saint-Denis. It is used for football, rugby union and track and field athletics. It hosts the France national football team for friendlies and major tournaments qualifiers, annually hosts the French national rugby team's home matches of the Six Nations Championship, and hosts several important matches of the Stade Fran\u00e7ais rugby team. In addition to Paris Saint-Germain F.C., the city has a number of other professional and amateur football clubs: Paris FC, Red Star, RCF Paris and Stade Fran\u00e7ais Paris.\r\nParis hosted the 1900 and 1924 Summer Olympics and will host the 2024 Summer Olympics and Paralympic Games.\r\nThe city also hosted the finals of the 1938 FIFA World Cup (at the Stade Olympique de Colombes), as well as the 1998 FIFA World Cup and the 2007 Rugby World Cup Final (both at the Stade de France). Three UEFA Champions League Finals in the current century have also been played in the Stade de France: the 2000, 2006 and 2022. Paris hosted UEFA Euro 2016.\r\nThe final stage of the most famous bicycle racing in the world, Tour de France, always finishes in Paris. Since 1975, the race has finished on the Champs-Elys\u00e9es.Tennis is another popular sport in Paris and throughout France; the French Open, held every year on the red clay of the Roland Garros National Tennis Centre, is one of the four Grand Slam events of the world professional tennis tour. The 17,000-seat Bercy Arena (officially named AccorHotels Arena and formerly known as the Palais Omnisports de Paris-Bercy) is the venue for the annual Paris Masters ATP Tour tennis tournament. The Bercy Arena also hosted the 2017 IIHF World Ice Hockey Championship, together with Cologne, Germany. The final stages of the FIBA EuroBasket 1951 and EuroBasket 1999 were also played in Paris, the latter at the Palais Omnisports de Paris-Bercy.\r\nThe basketball team Levallois Metropolitans plays some of its games at the 4,000 capacity Stade Pierre de Coubertin. Another top-level professional team, Nanterre 92, plays in Nanterre.\r\nIn 2023, a professional American football team, the Paris Musketeers, were formed in the city joining the European League of Football.\r\n\r\n\r\n== Infrastructure ==\r\n\r\n\r\n=== Transport ===\r\n\r\nParis is a major rail, highway, and air transport hub. \u00cele-de-France Mobilit\u00e9s (IDFM), formerly the Syndicat des transports d'\u00cele-de-France (STIF) and before that the Syndicat des transports parisiens (STP), oversees the transit network in the region. The syndicate coordinates public transport and contracts it out to the RATP (operating 347 bus lines, the M\u00e9tro, eight tramway lines, and sections of the RER), the SNCF (operating suburban rails, one tramway line and the other sections of the RER) and the Optile consortium of private operators managing 1,176 bus lines.Paris has one of the most sustainable transportation systems in the world and is one of only two cities that received the Sustainable Transport Award twice (in 2008, 2023). The second is Bogota. According to a 2018 INSEE survey, a majority of Parisians (64.3 percent) use public transport to get to work. Only 10.6 percent commuted to work by automobile. 10.5 percent walked or used roller skates; 5.5 percent commuted by bicycle; and 4.4 percent commuted by motorbike. Bike lanes are being doubled, while electric car incentives are being created. The French capital is banning the most polluting automobiles from key districts.\r\n\r\n\r\n==== Railways ====\r\n\r\nA central hub of the national rail network, Paris's six major railway stations (Gare du Nord, Gare de l'Est, Gare de Lyon, Gare d'Austerlitz, Gare Montparnasse, Gare Saint-Lazare) and a minor one (Gare de Bercy) are connected to three networks: high-speed rail lines (TGV, Eurostar, Intercity Express, Frecciarossa), normal speed trains (Intercit\u00e9s, Intercit\u00e9s de nuit, Nightjet, TER), and the suburban rails (Transilien).", "start_char_idx": 75666, "end_char_idx": 79734, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "4f39f9e7-2697-4de8-8af9-82d2d65b4802": {"__data__": {"id_": "4f39f9e7-2697-4de8-8af9-82d2d65b4802", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "5ae230a3-fab7-4ca4-b697-30a30f0fcaff", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "014694a8000170e68ef276c2c6ac0dcc5e7a34953b2e3cb2098772f76c17fa6d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "351ee519-002f-43a7-b994-1d6ce82e0596", "node_type": "1", "metadata": {}, "hash": "01d9845075474da9e2a2f4ef628d4bfbd30fb3ed106b0bf8cbd705398fdccf85", "class_name": "RelatedNodeInfo"}}, "text": "10.5 percent walked or used roller skates; 5.5 percent commuted by bicycle; and 4.4 percent commuted by motorbike. Bike lanes are being doubled, while electric car incentives are being created. The French capital is banning the most polluting automobiles from key districts.\r\n\r\n\r\n==== Railways ====\r\n\r\nA central hub of the national rail network, Paris's six major railway stations (Gare du Nord, Gare de l'Est, Gare de Lyon, Gare d'Austerlitz, Gare Montparnasse, Gare Saint-Lazare) and a minor one (Gare de Bercy) are connected to three networks: high-speed rail lines (TGV, Eurostar, Intercity Express, Frecciarossa), normal speed trains (Intercit\u00e9s, Intercit\u00e9s de nuit, Nightjet, TER), and the suburban rails (Transilien). The Transilien is the commuter rail network serving Paris region through 8 lines, 392 stations and 1,294 km (804.1 mi) of rails.\r\nSince the inauguration of its first line in 1900, Paris's M\u00e9tro network has grown to become the city's most widely used local transport system; today it carries about 5.23 million passengers daily through 16 lines, 308 stations (391 stops) and 226.9 km (141.0 mi) of rails. Superimposed on this is a 'regional express network', the RER, whose five lines, 257 stops and 587 km (365 mi) of rails connect Paris to more distant parts of the urban area. With over 1.4 million passengers per day RER A is the busiest metro line in Europe. In addition, the Paris region is served by a light rail network, the tramway. Opened since 1992 for its first line, fourteen lines are currently operational. The network is 183.4 kilometres (114.0 mi) long with 271 stations.\r\n\r\n\r\n==== Air ====\r\nParis is a major international air transport hub with the 5th busiest airport system in the world. The city is served by three commercial international airports: Charles de Gaulle Airport, Orly Airport and Beauvais\u2013Till\u00e9 Airport. Together these three airports recorded traffic of 112 million passengers in 2019. There is also one general aviation airport, Paris\u2013Le Bourget Airport, historically the oldest Parisian airport and closest to the city centre, which is now used only for private business flights and air shows. Charles de Gaulle Airport, located on the edge of the northern suburbs of Paris, opened to commercial traffic in 1974 and became the busiest Parisian airport in 1993. For 2017 it was the 5th busiest airport in the world by international traffic and it is the hub for the nation's flag carrier Air France. Beauvais-Till\u00e9 Airport, located 69 km (43 mi) north of Paris's city centre, is used by charter airlines and low-cost carriers.\r\n\r\n\r\n==== Motorways ====\r\nThe city is also the most important hub of France's motorway network, and is surrounded by three orbital freeways: the P\u00e9riph\u00e9rique, which follows the approximate path of 19th-century fortifications around Paris, the A86 motorway in the inner suburbs, and finally the Francilienne motorway in the outer suburbs. Paris has an extensive road network with over 2,000 km (1,243 mi) of highways and motorways.\r\n\r\n\r\n==== Waterways ====\r\nThe Paris region is the most active water transport area in France, with most of the cargo handled by Ports of Paris in facilities located around Paris. The rivers Loire, Rhine, Rh\u00f4ne, Meuse, and Scheldt can be reached by canals connecting with the Seine, which include the Canal Saint-Martin, Canal Saint-Denis, and the Canal de l'Ourcq.\r\n\r\n\r\n==== Cycling ====\r\nThere are 440 km (270 mi) of cycle paths and routes in Paris. These include piste cyclable (bike lanes separated from other traffic by physical barriers) and bande cyclable (a bicycle lane denoted by a painted path on the road). Some 29 km (18 mi) of specially marked bus lanes are free to be used by cyclists, with a protective barrier protecting against encroachments from vehicles. Cyclists have also been given the right to ride in both directions on certain one-way streets. Paris offers a bike sharing system called V\u00e9lib' with more than 20,000 public bicycles distributed at 1,800 parking stations.\r\n\r\n\r\n=== Electricity ===\r\nElectricity is provided to Paris through a peripheral grid fed by multiple sources.", "start_char_idx": 79010, "end_char_idx": 83132, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "351ee519-002f-43a7-b994-1d6ce82e0596": {"__data__": {"id_": "351ee519-002f-43a7-b994-1d6ce82e0596", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "4f39f9e7-2697-4de8-8af9-82d2d65b4802", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0ae3b8b9c9f998e197c4958897a453b110f6271b0f5c0265a71b4099ccfa6fd9", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "3eca7c30-f561-4b84-b724-8ddc50ac1b25", "node_type": "1", "metadata": {}, "hash": "7934751fd021b0e73a846c33a68f79504432ffecefad6577956710f55f3f50e6", "class_name": "RelatedNodeInfo"}}, "text": "==== Cycling ====\r\nThere are 440 km (270 mi) of cycle paths and routes in Paris. These include piste cyclable (bike lanes separated from other traffic by physical barriers) and bande cyclable (a bicycle lane denoted by a painted path on the road). Some 29 km (18 mi) of specially marked bus lanes are free to be used by cyclists, with a protective barrier protecting against encroachments from vehicles. Cyclists have also been given the right to ride in both directions on certain one-way streets. Paris offers a bike sharing system called V\u00e9lib' with more than 20,000 public bicycles distributed at 1,800 parking stations.\r\n\r\n\r\n=== Electricity ===\r\nElectricity is provided to Paris through a peripheral grid fed by multiple sources. In 2012, around 50% of electricity generated in the \u00cele-de-France came from cogeneration energy plants; other energy sources included thermal power (35%), waste incineration (9% \u2013 with cogeneration plants, these provide the city in heat as well), methane gas (5%), hydraulics (1%), solar power (0.1%) and a negligible amount of wind power. A quarter of the city's district heating is to come from a plant in Saint-Ouen-sur-Seine, burning a 50/50-mix of coal and wood pellets.\r\n\r\n\r\n=== Water and sanitation ===\r\nParis in its early history had only the rivers Seine and Bi\u00e8vre for water. From 1809, the Canal de l'Ourcq provided Paris with water from less-polluted rivers to the north-east of the capital. From 1857, the civil engineer Eug\u00e8ne Belgrand, under Napoleon III, oversaw the construction of a series of new aqueducts that brought water from locations all around the city to several reservoirs. From then on, the new reservoir system became Paris's principal source of drinking water, and the remains of the old system, pumped into lower levels of the same reservoirs, were from then on used for the cleaning of Paris's streets. This system is still a major part of Paris's water-supply network. Today Paris has more than 2,400 km (1,491 mi) of underground sewers.Air pollution in Paris, from the point of view of particulate matter (PM10), is the highest in France with 38 \u03bcg/m3. From the point of view of nitrogen dioxide pollution, Paris has one of the highest levels in the EU.\r\n\r\n\r\n=== Parks and gardens ===\r\n\r\nParis today has more than 421 municipal parks and gardens, covering more than 3,000 hectares and containing more than 250,000 trees. Two of Paris's oldest and most famous gardens are the Tuileries Garden (created in 1564 for the Tuileries Palace and redone by Andr\u00e9 Le N\u00f4tre between 1664 and 1672) and the Luxembourg Garden, for the Luxembourg Palace, built for Marie de' Medici in 1612, which today houses the Senate. The Jardin des plantes was the first botanical garden in Paris, created in 1626.Between 1853 and 1870, Emperor Napoleon III and the city's first director of parks and gardens, Jean-Charles Adolphe Alphand, created the Bois de Boulogne, Bois de Vincennes, Parc Montsouris and Parc des Buttes-Chaumont, located at the four points of the compass around the city, as well as many smaller parks, squares and gardens in the Paris's quarters. Since 1977, the city has created 166 new parks, most notably the Parc de la Villette (1987), Parc Andr\u00e9 Citro\u00ebn (1992), Parc de Bercy (1997) and Parc Clichy-Batignolles (2007). One of the newest parks, the Promenade des Berges de la Seine (2013), built on a former highway on the left bank of the Seine between the Pont de l'Alma and the Mus\u00e9e d'Orsay, has floating gardens.\r\n\r\n\r\n=== Cemeteries ===\r\nDuring the Roman era, the city's main cemetery was located to the outskirts of the left bank settlement, but this changed with the rise of Catholic Christianity, where most every inner-city church had adjoining burial grounds for use by their parishes. With Paris's growth many of these, particularly the city's largest cemetery, the Holy Innocents' Cemetery, were filled to overflowing.", "start_char_idx": 82398, "end_char_idx": 86298, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "3eca7c30-f561-4b84-b724-8ddc50ac1b25": {"__data__": {"id_": "3eca7c30-f561-4b84-b724-8ddc50ac1b25", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "351ee519-002f-43a7-b994-1d6ce82e0596", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "304625a04f13c4f74c28be15acfb58a6b8af4245f049b359008c4f769464cc41", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "48c9b32f-c536-4c06-b835-2429d4c001bd", "node_type": "1", "metadata": {}, "hash": "fe2c70e2671c515a816e2c778d64fb5fd01a492a9bb71e40cc02ea4ff3cf6d15", "class_name": "RelatedNodeInfo"}}, "text": "One of the newest parks, the Promenade des Berges de la Seine (2013), built on a former highway on the left bank of the Seine between the Pont de l'Alma and the Mus\u00e9e d'Orsay, has floating gardens.\r\n\r\n\r\n=== Cemeteries ===\r\nDuring the Roman era, the city's main cemetery was located to the outskirts of the left bank settlement, but this changed with the rise of Catholic Christianity, where most every inner-city church had adjoining burial grounds for use by their parishes. With Paris's growth many of these, particularly the city's largest cemetery, the Holy Innocents' Cemetery, were filled to overflowing. When inner-city burials were condemned from 1786, the contents of all Paris's parish cemeteries were transferred to a renovated section of Paris's stone mines, today place Denfert-Rochereau in the 14th arrondissement.After a tentative creation of several smaller suburban cemeteries, the Prefect Nicholas Frochot under Napoleon Bonaparte provided a more definitive solution in the creation of three massive Parisian cemeteries outside the city limits. Open from 1804, these were the cemeteries of P\u00e8re Lachaise, Montmartre, Montparnasse, and later Passy. New suburban cemeteries were created in the early 20th century: The largest of these are the Cimeti\u00e8re parisien de Saint-Ouen, the Cimeti\u00e8re parisien de Pantin (also known as Cimeti\u00e8re parisien de Pantin-Bobigny), the Cimeti\u00e8re parisien d'Ivry, and the Cimeti\u00e8re parisien de Bagneux. Famous people buried in Parisian cemeteries include Oscar Wilde, Fr\u00e9d\u00e9ric Chopin, Jim Morrison, \u00c9dith Piaf and Serge Gainsbourg.\r\n\r\n\r\n=== Education ===\r\n\r\nParis is the d\u00e9partement with the highest proportion of highly educated people. In 2009, around 40 percent of Parisians held a licence-level diploma or higher, the highest proportion in France, while 13 percent have no diploma, the third-lowest percentage in France. Education in Paris and the \u00cele-de-France region employs approximately 330,000 people, 170,000 of whom are teachers and professors teaching approximately 2.9 million students in around 9,000 primary, secondary, and higher education schools and institutions.The University of Paris, founded in the 12th century, is often called the Sorbonne after one of its original medieval colleges. It was broken up into thirteen autonomous universities in 1970, following the student demonstrations in 1968. Most of the campuses today are in the Latin Quarter where the old university was located, while others are scattered around the city and the suburbs.The Paris region hosts France's highest concentration of the grandes \u00e9coles \u2013 55 specialised centres of higher-education outside or inside the public university structure. The prestigious public universities are usually considered grands \u00e9tablissements. Most of the grandes \u00e9coles were relocated to the suburbs of Paris in the 1960s and 1970s, in new campuses much larger than the old campuses within the crowded City of Paris, though the \u00c9cole Normale Sup\u00e9rieure, PSL University has remained on rue d'Ulm in the 5th arrondissement.\r\n\r\n\r\n=== Healthcare ===\r\nHealth care and emergency medical service in the City of Paris and its suburbs are provided by the Assistance publique \u2013 H\u00f4pitaux de Paris (AP-HP), a public hospital system that employs more than 90,000 people (including practitioners, support personnel, and administrators) in 44 hospitals. It is the largest hospital system in Europe. It provides health care, teaching, research, prevention, education and emergency medical service in 52 branches of medicine. The hospitals receive more than 5.8 million annual patient visits.One of the most notable hospitals is the H\u00f4tel-Dieu, founded in 651, the oldest hospital in the city and the oldest worldwide still operating, although the current building is the product of a reconstruction of 1877. Other hospitals include Piti\u00e9-Salp\u00eatri\u00e8re Hospital (one of the largest in Europe), H\u00f4pital Cochin, Bichat\u2013Claude Bernard Hospital, H\u00f4pital Europ\u00e9en Georges-Pompidou, Bic\u00eatre Hospital, Beaujon Hospital, the Curie Institute, Lariboisi\u00e8re Hospital, Necker\u2013Enfants Malades Hospital, H\u00f4pital Saint-Louis, H\u00f4pital de la Charit\u00e9 and the American Hospital of Paris.\r\n\r\n\r\n== International relations ==\r\n\r\n\r\n=== International organisations ===\r\nThe United Nations Educational, Scientific and Cultural Organization (UNESCO) has had its headquarters in Paris since November 1958.", "start_char_idx": 85688, "end_char_idx": 90073, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "48c9b32f-c536-4c06-b835-2429d4c001bd": {"__data__": {"id_": "48c9b32f-c536-4c06-b835-2429d4c001bd", "embedding": null, "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "274f4413-5ce1-4904-9d14-aa3ab2c33c8c", "node_type": "4", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd0c0133c994bf9a24c078a669e7a175f85ef9c77294406196f8e3e6c2eb2298", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "3eca7c30-f561-4b84-b724-8ddc50ac1b25", "node_type": "1", "metadata": {"file_path": "data\\Paris.txt", "file_name": "Paris.txt", "file_type": "text/plain", "file_size": 91603, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "30c7c7ef2fa78753102e6fe17855378ce82b49249f5c1881058c1e2c99fc1e35", "class_name": "RelatedNodeInfo"}}, "text": "Other hospitals include Piti\u00e9-Salp\u00eatri\u00e8re Hospital (one of the largest in Europe), H\u00f4pital Cochin, Bichat\u2013Claude Bernard Hospital, H\u00f4pital Europ\u00e9en Georges-Pompidou, Bic\u00eatre Hospital, Beaujon Hospital, the Curie Institute, Lariboisi\u00e8re Hospital, Necker\u2013Enfants Malades Hospital, H\u00f4pital Saint-Louis, H\u00f4pital de la Charit\u00e9 and the American Hospital of Paris.\r\n\r\n\r\n== International relations ==\r\n\r\n\r\n=== International organisations ===\r\nThe United Nations Educational, Scientific and Cultural Organization (UNESCO) has had its headquarters in Paris since November 1958. Paris is also the home of the Organisation for Economic Co-operation and Development (OECD). Paris hosts the headquarters of the European Space Agency, the International Energy Agency, European Securities and Markets Authority and the European Banking Authority.\r\n\r\n\r\n=== Twin towns \u2013 sister cities ===\r\n\r\nSince 9 April 1956, Paris is exclusively and reciprocally twinned with:\r\n Rome, 1956Seule Paris est digne de Rome; seule Rome est digne de Paris. (in French)\r\nSolo Parigi \u00e8 degna di Roma; solo Roma \u00e8 degna di Parigi. (in Italian)\r\n\"Only Paris is worthy of Rome; only Rome is worthy of Paris.\"\r\n\r\n\r\n=== Other relationships ===\r\nParis has agreements of friendship and co-operation with:\r\n\r\n\r\n== See also ==\r\nArt Nouveau in Paris\r\nArt Deco in Paris\r\nC40 Cities Climate Leadership Group\r\nInternational Exposition of Modern Industrial and Decorative Arts held in Paris in 1925\r\nMegacity\r\nOutline of France\r\nOutline of Paris\r\nParis syndrome\r\n\r\n\r\n== Notes ==\r\n\r\n\r\n== References ==\r\n\r\n\r\n=== Citations ===\r\n\r\n\r\n=== Sources ===\r\n\r\n\r\n== Further reading ==\r\n\r\n\r\n== External links ==\r\n\r\nOfficial website  (in French)", "start_char_idx": 89506, "end_char_idx": 91183, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}}, "docstore/metadata": {"221a2687-b40c-4b96-9484-3d3b5a45b59e": {"doc_hash": 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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Seattle.txt" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Seattle.txt"
new file mode 100755
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+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Seattle.txt"	
@@ -0,0 +1,169 @@
+Seattle (  see-AT-əl) is a seaport city on the West Coast of the United States. It is the seat of King County, Washington. With a 2022 population of 749,256 it is the most populous city in both the state of Washington and the Pacific Northwest region of North America, and the 18th-most populous city in the United States. The Seattle metropolitan area's population is 4.02 million, making it the 15th-largest in the United States. Its growth rate of 21.1% between 2010 and 2020 made it one of the country's fastest-growing large cities.Seattle is situated on an isthmus between Puget Sound, an inlet of the Pacific Ocean, and Lake Washington. It is the northernmost major city in the United States, located about 100 miles (160 km) south of the Canadian border. A gateway for trade with East Asia, the Port of Seattle is the fourth-largest port in North America in terms of container handling as of 2021.The Seattle area has been inhabited by Native Americans (such as the Duwamish, who had at least 17 villages around Elliot Bay) for at least 4,000 years before the first permanent European settlers. Arthur A. Denny and his group of travelers, subsequently known as the Denny Party, arrived from Illinois via Portland, Oregon, on the schooner Exact at Alki Point on November 13, 1851. The settlement was moved to the eastern shore of Elliott Bay in 1852 and named "Seattle" in honor of Chief Seattle, a prominent 19th-century leader of the local Duwamish and Suquamish tribes. Seattle currently has high populations of Native Americans alongside Americans with strong Asian, African, European, and Scandinavian ancestry, and, as of 2015, hosts the fifth-largest LGBT community in the U.S.Logging was Seattle's first major industry, but by the late 19th century the city had become a commercial and shipbuilding center as a gateway to Alaska during the Klondike Gold Rush. The city grew after World War II, partly due to the local Boeing company, which established Seattle as a center for its manufacturing of aircraft.  
+Beginning in the 1980s, the Seattle area developed into a technology center; Microsoft established its headquarters in the region. In 1994, Internet retailer Amazon was founded in Seattle, and Alaska Airlines is based in SeaTac, Washington, serving Seattle–Tacoma International Airport, Seattle's international airport. The stream of new software, biotechnology, and Internet companies led to an economic revival, which increased the city's population by almost 50,000 in the decade between 1990 and 2000.
+The culture of Seattle is heavily defined by its significant musical history. Between 1918 and 1951, nearly 24 jazz nightclubs existed along Jackson Street, from the current Chinatown/International District to the Central District. The jazz scene nurtured the early careers of Ernestine Anderson, Ray Charles, Quincy Jones, and others. In the late 20th and early 21st century, the city also was the origin of several rock bands, including Foo Fighters, Heart, and Jimi Hendrix, and the subgenre of grunge and its pioneering bands, including Alice in Chains, Nirvana, Pearl Jam, Soundgarden, and others.
+
+
+== History ==
+
+Archaeological excavations suggest that Native Americans have inhabited the Seattle area for at least 4,000 years. By the time the first European settlers arrived, the Duwamish people occupied at least 17 villages in the areas around Elliott Bay. The name for the modern city of Seattle in Lushootseed, dᶻidᶻəlal̓ič, meaning "little crossing-over place", comes from one of these villages, which located at the present-day King Street Station.In May 1792, George Vancouver was the first European to visit the Seattle area during his 1791–1795 expedition for the Royal Navy, which sought to chart the Pacific Northwest for the British.
+
+
+=== 19th century ===
+In 1851, a large party of American pioneers led by Luther Collins made a location on land at the mouth of the Duwamish River; they formally claimed it on September 14, 1851. Thirteen days later, members of the Collins Party on the way to their claim passed three scouts of the Denny Party. Members of the Denny Party claimed land on Alki Point on September 28, 1851. The rest of the Denny Party set sail on the schooner Exact from Portland, Oregon, stopping in Astoria, and landed at Alki Point during a rainstorm on November 13, 1851. After a difficult winter, most of the Denny Party relocated across Elliott Bay and claimed land a second time at the site of present-day Pioneer Square, naming this new settlement Duwamps.Charles Terry and John Low remained at the original landing location, reestablished their old land claim and called it "New York", but renamed "New York Alki" in April 1853, from a Chinook word meaning, roughly, "by and by" or "someday". For the next few years, New York Alki and Duwamps competed for dominance, but in time Alki was abandoned and its residents moved across the bay to join the rest of the settlers.David Swinson "Doc" Maynard, one of the founders of Duwamps, was the primary advocate to name the settlement Seattle after Chief Seattle (Lushootseed: siʔaɫ, anglicized as "Seattle"), chief of the Duwamish and Suquamish tribes.The name "Seattle" appears on official Washington Territory papers dated May 23, 1853, when the first plats for the village were filed. In 1855, nominal land settlements were established. On January 14, 1865, the Legislature of Territorial Washington incorporated the Town of Seattle with a board of trustees managing the city. The Town of Seattle was disincorporated on January 18, 1867, and remained a mere precinct of King County until late 1869, when a new petition was filed and the city was re-incorporated December 2, 1869, with a mayor–council government. The corporate seal of the City of Seattle carries the date "1869" and a likeness of Chief Seattle in left profile. That same year, Seattle acquired the epithet of the "Queen City", a designation officially changed in 1982 to the "Emerald City".Seattle has a history of boom-and-bust cycles, like many other cities near areas of extensive natural and mineral resources. Seattle has risen several times economically, then gone into precipitous decline, but it has typically used those periods to rebuild solid infrastructure.The first such boom, covering the early years of the city, rode on the lumber industry. During this period the road now known as Yesler Way won the nickname "Skid Road", supposedly after the timber skidding down the hill to Henry Yesler's sawmill. The later dereliction of the area may be a possible origin for the term which later entered the wider American lexicon as Skid Row. Like much of the U.S. West, Seattle experienced onflicts between labor and management and ethnic tensions that culminated in the anti-Chinese riots of 1885–1886. This violence originated with unemployed whites who were determined to drive the Chinese from Seattle; anti-Chinese riots also occurred in Tacoma. 
+Seattle had achieved sufficient economic success when the Great Seattle Fire of 1889 destroyed the central business district. However, a far grander city center rapidly emerged in its place. Finance company Washington Mutual, for example, was founded in the immediate wake of the fire. The Panic of 1893 hit Seattle hard.The second and most dramatic boom resulted from the Klondike Gold Rush, which ended the depression that had begun with the Panic of 1893. In a short time, Seattle became a major transportation center. On July 14, 1897, the S.S. Portland docked with its famed "ton of gold", and Seattle became the main transport and supply point for the miners in Alaska and the Yukon. Few of those working men found lasting wealth. However, it was Seattle's business of clothing the miners and feeding them salmon that panned out in the long run. Along with Seattle, other cities like Everett, Tacoma, Port Townsend, Bremerton, and Olympia, all in the Puget Sound region, became competitors for exchange, rather than mother lodes for extraction, of precious metals.
+
+
+=== 20th century ===
+The boom lasted into the early part of the 20th century, and funded many new Seattle companies and products. In 1907, 19-year-old James E. Casey borrowed $100 from a friend and founded the American Messenger Company (later UPS). Other Seattle companies founded during this period include Nordstrom and Eddie Bauer. Seattle brought in the Olmsted Brothers landscape architecture firm to design a system of parks and boulevards.The Gold Rush era culminated in the Alaska–Yukon–Pacific Exposition of 1909, which is largely responsible for the layout of today's University of Washington campus.A shipbuilding boom in the early part of the 20th century became massive during World War I, making Seattle somewhat of a company town. The subsequent retrenchment led to the Seattle General Strike of 1919, an early general strike in the country. A 1912 city development plan by Virgil Bogue went largely unused. Seattle was mildly prosperous in the 1920s but was particularly hard hit in the Great Depression, experiencing some of the country's harshest labor strife in that era. Violence during the Maritime Strike of 1934 cost Seattle much of its maritime traffic, which was rerouted to the Port of Los Angeles.The Great Depression in Seattle affected many minority groups, one being the Asian Pacific Americans; they were subject to racism, loss of property, and failed claims of unemployment due to citizenship status.Seattle was one of the major cities that benefited from programs such as the Works Progress Administration, CCC, Public Works Administration, and others. The workers, mostly men, built roads, parks, dams, schools, railroads, bridges, docks, and even historical and archival record sites and buildings. Seattle faced significant unemployment, loss of lumber and construction industries as Los Angeles prevailed as the bigger West Coast city. Seattle had building contracts that rivaled New York City and Chicago, but also lost to Los Angeles. Seattle's eastern farm land faded due to Oregon's and the Midwest's, forcing people into town.Hooverville arose during the Depression, leading to Seattle's growing homeless population. Stationed outside Seattle, the Hooverville housed thousands of men but very few children and no women. With work projects close to the city, Hooverville grew and the WPA settled into the city.A movement of women arose from Seattle during the Great Depression, fueled in part by Eleanor Roosevelt's 1933 book It's Up to the Women; women pushed for recognition, not just as housewives, but as the backbone to family. Using newspapers and journals Working Woman and The Woman Today, women pushed to be seen as equal and receive some recognition.The Great Depression did not impact the University of Washington negatively. As schools across Washington lost funding and attendance, the university actually prospered during the time period as they focused on growing their student enrollment. While Seattle public schools were influenced by Washington's superintendent Worth McClure, they still struggled to pay teachers and maintain attendance.Seattle was the home base of impresario Alexander Pantages who, starting in 1902, opened a number of theaters in the city exhibiting vaudeville acts and silent movies. He went on to become one of America's greatest theater and movie tycoons. Scottish-born architect B. Marcus Priteca designed several theaters for Pantages in Seattle, which were later demolished or converted to other uses. Seattle's surviving Paramount Theatre, on which he collaborated, was not a Pantages theater.War work again brought local prosperity during World War II, centered on the production of Boeing aircraft. The war dispersed the city's numerous Japanese-American businessmen due to the Japanese American internment. After the World War II, however, the local economy dipped. It rose again with Boeing's growing dominance in the commercial airliner market. Seattle celebrated its restored prosperity and made a bid for world recognition with the Century 21 Exposition, the 1962 World's Fair, for which the Space Needle was built.Another major local economic downturn was in the late 1960s and early 1970s, at a time when Boeing was heavily affected by the oil crises, loss of government contracts, and costs and delays associated with the Boeing 747. Many people left the area to look for work elsewhere, and two local real estate agents put up a billboard reading "Will the last person leaving Seattle – Turn out the lights."Seattle remained the corporate headquarters of Boeing until 2001, when the company separated its headquarters from its major production facilities; the headquarters were moved to Chicago. The Seattle area is still home to Boeing's Renton narrow-body plant and Everett wide-body plant. The company's credit union for employees, BECU, remains based in the Seattle area and has been open to all residents of Washington since 2002.On March 20, 1970, twenty-eight people were killed when the Ozark Hotel was burned by an unknown arsonist. The Wah Mee massacre in 1983 resulted in the killing of 13 people in an illegal gambling club in the Seattle Chinatown-International District.Prosperity began to return in the 1980s beginning with Microsoft's 1979 move from Albuquerque, New Mexico, to nearby Bellevue, Washington.Seattle and its suburbs became home to a number of technology companies, including Amazon, F5 Networks, RealNetworks, Nintendo of America, and T-Mobile. This success brought an influx of new residents with a population increase within city limits of almost 50,000 between 1990 and 2000, and saw Seattle's real estate become some of the most expensive in the country.Seattle in this period attracted attention as home to the companies opened operations in or around the city. In 1990, the Goodwill Games were held in the city. Three years later, in 1993, the APEC leaders was hosted in Seattle. The 1990s also witnessed a growing popularity in grunge music, a sound that was largely developed in Seattle's independent music scene.In 1993, the movie Sleepless in Seattle brought the city further national attention, as did the television sitcom Frasier. The dot-com boom caused a great frenzy among the technology companies in Seattle but the bubble ended in early 2001.In 1999, the World Trade Organization held its conference in Seattle, which was met with protest activity. The protests and police reactions to them largely overshadowed the conference itself.
+
+
+=== 21st century ===
+In 2001, the city was impacted by the Mardi Gras Riots and then by the Nisqually earthquake the following day.Another boom began as the city emerged from the Great Recession which commenced when Amazon.com moved its headquarters from North Beacon Hill to South Lake Union. This initiated a historic construction boom which resulted in the completion of almost 10,000 apartments in Seattle in 2017, which is more than any previous year and nearly twice as many as were built in 2016.Beginning in 2010, and for the next five years, Seattle gained an average of 14,511 residents per year, with the growth strongly skewed toward the center of the city, as unemployment dropped from roughly 9 percent to 3.6 percent. The city has found itself "bursting at the seams", with over 45,000 households spending more than half their income on housing and at least 2,800 people homeless, and with the country's sixth-worst rush hour traffic.
+
+
+== Geography ==
+
+
+=== Topography ===
+
+Seattle is located between the saltwater Puget Sound (an arm of the Pacific Ocean) to the west and Lake Washington to the east. The city's chief harbor, Elliott Bay, is part of Puget Sound, which makes the city an oceanic port. To the west, beyond Puget Sound, are the Kitsap Peninsula and Olympic Mountains on the Olympic Peninsula; to the east, beyond Lake Washington and the Eastside suburbs, are Lake Sammamish and the Cascade Range. Lake Washington's waters flow to Puget Sound through the Lake Washington Ship Canal (consisting of two man-made canals, Lake Union, and the Hiram M. Chittenden Locks at Salmon Bay, ending in Shilshole Bay on Puget Sound).The sea, rivers, forests, lakes, and fields surrounding Seattle were once rich enough to support one of the world's few sedentary hunter-gatherer societies. The surrounding area lends itself well to sailing, skiing, bicycling, camping, and hiking year-round.The city is hilly in some places. Like Rome, the city is said to lie on seven hills; the lists vary but typically include Capitol Hill, First Hill, West Seattle, Beacon Hill, Queen Anne, Magnolia, and the former Denny Hill. The Wallingford, Delridge, Mount Baker, Seward Park, Washington Park, Broadmoor, Madrona, Phinney Ridge, Sunset Hill, Blue Ridge, Broadview, Laurelhurst, Hawthorne Hills, Maple Leaf, and Crown Hill neighborhoods are all located on hills. Many of the hilliest areas are near the city center, with Capitol Hill, First Hill, and Beacon Hill collectively constituting something of a ridge along an isthmus between Elliott Bay and Lake Washington. The break in the ridge between First Hill and Beacon Hill is man-made, the result of two of the many regrading projects that reshaped the topography of the city center. The topography of the city center was also changed by the construction of a seawall and the artificial Harbor Island (completed 1909) at the mouth of the city's industrial Duwamish Waterway, the terminus of the Green River. The highest point within city limits is at High Point in West Seattle, which is roughly located near 35th Ave SW and SW Myrtle St.
+North of the city center, Lake Washington Ship Canal connects Puget Sound to Lake Washington. It incorporates four natural bodies of water: Lake Union, Salmon Bay, Portage Bay, and Union Bay.Due to its location in the Pacific Ring of Fire, Seattle is in a major earthquake zone. On February 28, 2001, the magnitude 6.8 Nisqually earthquake did significant architectural damage, especially in the Pioneer Square area (built on reclaimed land, as are the Industrial District and part of the city center), and caused one fatality. Other strong earthquakes occurred on January 26, 1700 (estimated at 9 magnitude), December 14, 1872 (7.3 or 7.4), April 13, 1949 (7.1), and April 29, 1965 (6.5). The 1965 quake caused three deaths in Seattle directly and one more by heart failure. Although the Seattle Fault passes just south of the city center, neither it nor the Cascadia subduction zone has caused an earthquake since the city's founding. The Cascadia subduction zone poses the threat of an earthquake of magnitude 9.0 or greater, capable of seriously damaging the city and collapsing many buildings, especially in zones built on fill.According to the U.S. Census Bureau, the city has a total area of 142.5 square miles (369 km2), 84 square miles (220 km2) of which is land and 58.1 square miles (150 km2), water (41% of the total area).
+
+
+=== Cityscape ===
+
+
+=== Climate ===
+
+According to the Köppen climate classification system, Seattle has a warm-summer Mediterranean climate (Csb), while under the Trewartha system, it is labeled as an oceanic climate (Do). It has cool, wet winters and mild, relatively dry summers, covering characteristics of both. The climate is sometimes characterized as a "modified Mediterranean" climate because it is cooler and wetter than a "true" Mediterranean climate, but shares the characteristic dry summer (which has a strong influence on the region's vegetation).Temperature extremes are moderated by the adjacent Puget Sound, greater Pacific Ocean, and Lake Washington. Thus extreme heat waves are rare in the Seattle area, as are very cold temperatures (below about 15 °F; −9 °C). The Seattle area is the cloudiest region of the United States, due in part to frequent storms and lows moving in from the adjacent Pacific Ocean. With many more "rain days" than other major American cities, Seattle has a well-earned reputation for frequent rain. In an average year, at least 0.01 inches (0.25 mm) of precipitation falls on 150 days, more than nearly all U.S. cities east of the Rocky Mountains. However, because it often has merely a light drizzle falling from the sky for many days, Seattle actually receives significantly less rainfall (or other precipitation) overall than many other U.S. cities like New York City, Miami, or Houston. Seattle is cloudy 201 days out of the year and partly cloudy 93 days.
+
+
+== Demographics ==
+
+According to the 2012–2016 American Community Survey (ACS), the racial makeup of the city was 65.7% White Non-Hispanic, 16.9% Asian, 6.8% Black or African American, 6.6% Hispanic or Latino of any race, 0.4% Native American, 0.9% Pacific Islander, 0.2% other races, and 5.6% two or more races.
+Seattle's population historically has been predominantly white. The 2010 census showed that Seattle was one of the whitest big cities in the country, although its proportion of white residents has been gradually declining. In 1960, whites constituted 91.6% of the city's population, while in 2010 they constituted 69.5%. According to the 2006–2008 American Community Survey, approximately 78.9% of residents over the age of five spoke only English at home. Those who spoke Asian languages other than Indo-European languages made up 10.2% of the population, Spanish was spoken by 4.5% of the population, speakers of other Indo-European languages made up 3.9%, and speakers of other languages made up 2.5%.
+Seattle's foreign-born population grew 40% between the 1990 and 2000 censuses. The Chinese population in the Seattle area has origins in mainland China, Hong Kong, Southeast Asia, and Taiwan. The earliest Chinese-Americans that came in the late 19th and early 20th centuries were almost entirely from Guangdong Province. The Seattle area is also home to a large Vietnamese population of more than 55,000 residents, as well as over 30,000 Somali immigrants. The Seattle-Tacoma area is also home to one of the largest Cambodian communities in the United States, numbering about 19,000 Cambodian Americans, and one of the largest Samoan communities in the mainland U.S., with over 15,000 people having Samoan ancestry. Additionally, the Seattle area had the highest percentage of self-identified mixed-race people of any large metropolitan area in the United States, according to the 2000 United States Census Bureau. According to a 2012 HistoryLink study, Seattle's 98118 ZIP code (in the Columbia City neighborhood) was one of the most diverse ZIP Code Tabulation Areas in the United States.According to the ACS 1-year estimates, in 2018, the median income of a city household was $93,481, and the median income for a family was $130,656. 11.0% of the population and 6.6% of families were below the poverty line. Of people living in poverty, 11.4% were under the age of 18 and 10.9% were 65 or older.It is estimated that King County has 8,000 homeless people on any given night, and many of those live in Seattle. In September 2005, King County adopted a "Ten-Year Plan to End Homelessness", one of the near-term results of which is a shift of funding from homeless shelter beds to permanent housing.In recent years, the city has experienced steady population growth, and has been faced with the issue of accommodating more residents. In 2006, after growing by 4,000 citizens per year for the previous 16 years, regional planners expected the population of Seattle to grow by 200,000 people by 2040. However, former mayor Greg Nickels supported plans that would increase the population by 60%, or 350,000 people, by 2040 and worked on ways to accommodate this growth while keeping Seattle's single-family housing zoning laws. The Seattle City Council later voted to relax height limits on buildings in the greater part of Downtown, partly with the aim to increase residential density in the city center. As a sign of increasing downtown core growth, the Downtown population crested to over 60,000 in 2009, up 77% since 1990.In 2021 Seattle experienced its first population decline in 50 years.Seattle has a relatively high number of adults living alone. According to the 2000 U.S. Census interim measurements of 2004, Seattle has the fifth highest proportion of single-person households nationwide among cities of 100,000 or more residents, at 40.8%.
+
+
+=== Sexual orientation and gender identity ===
+
+Seattle has a notably large lesbian, gay, bisexual, and transgender community. According to a 2006 study by UCLA, 12.9% of city residents polled identified as gay, lesbian, or bisexual. This was the second-highest proportion of any major U.S. city, behind San Francisco. Greater Seattle also ranked second among major U.S. metropolitan areas, with 6.5% of the population identifying as gay, lesbian, or bisexual. According to 2012 estimates from the United States Census Bureau, Seattle has the highest percentage of same-sex households in the United States, at 2.6 percent, surpassing San Francisco (2.5 percent). The Capitol Hill district has historically been the center of LGBT culture in Seattle.
+
+
+== Economy ==
+
+Seattle's economy is driven by a mix of older industrial companies and new economy internet and technology companies, as well as service, design, and clean technology companies. The city's gross metropolitan product (GMP) was $231 billion in 2010, making it the 11th largest metropolitan economy in the United States. The Port of Seattle, which also operates Seattle–Tacoma International Airport, is a major gateway for trade with Asia and cruises to Alaska. It also is the 8th largest port in the United States when measured by container capacity. Its maritime cargo operations merged with the Port of Tacoma in 2015 to form the Northwest Seaport Alliance.Although it was impacted by the Great Recession, Seattle has retained a comparatively strong economy, and is noted for start-up businesses, especially in green building and clean technologies. In February 2010, the city government committed Seattle to become North America's first "climate neutral" city, with a goal of reaching zero net per capita greenhouse gas emissions by 2030.Large companies continue to dominate the business landscape. Seven companies on Fortune 500's 2022 list of the United States' largest companies (based on total revenue) are headquartered in Seattle: Internet retailer Amazon (#2), coffee chain Starbucks (#120), freight forwarder Expeditors International of Washington (#225), department store Nordstrom (#245), forest products company Weyerhaeuser (#354), online travel company Expedia Group (#404) and real-estate tech company Zillow (#424) . Other Fortune 500 companies commonly associated with Seattle are based in nearby Puget Sound cities. Warehouse club chain Costco (#11), the largest retail company in Washington, is based in Issaquah. Microsoft (#14) is located in Redmond. Furthermore, Bellevue is home to truck manufacturer Paccar (#151). Other major companies headquartered in the area include Nintendo of America in Redmond, T-Mobile US in Bellevue, and Providence Health & Services (the state's largest health care system and fifth largest employer) in Renton. The city has a reputation for heavy coffee consumption; coffee companies founded or based in Seattle include Starbucks, Seattle's Best Coffee, and Tully's. There are also many successful independent artisanal espresso roasters and cafés.Before moving its headquarters to Chicago and then ultimately Arlington County, Virginia, aerospace manufacturer Boeing (#60) was the largest company based in Seattle. Its largest division, Boeing Commercial Airplanes, is still headquartered within the Puget Sound region. The company also has large aircraft manufacturing plants in Everett and Renton; it remains the largest private employer in the Seattle metropolitan area. In 2006 former Seattle Mayor Greg Nickels announced a desire to spark a new economic boom driven by the biotechnology industry. Major redevelopment of the South Lake Union neighborhood is underway in an effort to attract new and established biotech companies to the city, joining biotech companies Corixa (acquired by GlaxoSmithKline), Immunex (now part of Amgen), Trubion, and ZymoGenetics. Vulcan Inc., the holding company of billionaire Paul Allen, is behind most of the development projects in the region. While some see the new development as an economic boon, others have criticized Nickels and the Seattle City Council for pandering to Allen's interests at taxpayers' expense. In 2005, Forbes ranked Seattle as the most expensive American city for buying a house based on the local income levels. Owing largely to the rapidly increasing cost of living, Seattle and Washington State have some of the highest minimum wages in the country, at $15 per hour for smaller businesses and $16 for the city's largest employers.Operating a hub at Seattle–Tacoma International Airport, Alaska Airlines maintains its headquarters in the city of SeaTac, next to the airport. Seattle is a hub for global health with the headquarters of the Bill & Melinda Gates Foundation, PATH (global health organization), Infectious Disease Research Institute, Fred Hutchinson Cancer Center, and the Institute for Health Metrics and Evaluation. In 2015, the Washington Global Health Alliance counted 168 global health organizations in Washington state. Many are headquartered in Seattle.
+
+
+== Culture ==
+Many of Seattle's neighborhoods host one or more street fairs or parades.
+
+
+=== Performing arts ===
+
+Seattle has been a regional center for the performing arts for many years. The century-old Seattle Symphony Orchestra has won many awards and performs primarily at Benaroya Hall. The Seattle Opera and Pacific Northwest Ballet, which perform at McCaw Hall (opened in 2003 on the site of the former Seattle Opera House at Seattle Center), are comparably distinguished, with the Opera being particularly known for its performances of the works of Richard Wagner and the PNB School (founded in 1974) ranking as one of the top three ballet training institutions in the United States. The Seattle Youth Symphony Orchestras (SYSO) is the largest symphonic youth organization in the United States. The city also boasts lauded summer and winter chamber music festivals organized by the Seattle Chamber Music Society.The 5th Avenue Theatre, built in 1926, stages Broadway-style musical shows featuring both local talent and international stars. Seattle has "around 100" theatrical production companies and over two dozen live theatre venues, many of them associated with fringe theatre; Seattle is probably second only to New York for number of equity theaters (28 Seattle theater companies have some sort of Actors' Equity contract).
+In addition, the 900-seat Romanesque Revival Town Hall on First Hill hosts numerous cultural events, especially lectures and recitals.Between 1918 and 1951, there were nearly two dozen jazz nightclubs along Jackson Street, running from the current Chinatown/International District to the Central District. The jazz scene developed the early careers of Ray Charles, Quincy Jones, Bumps Blackwell, Ernestine Anderson, and others.Early popular musical acts from the Seattle/Puget Sound area include the collegiate folk group The Brothers Four, vocal group The Fleetwoods, 1960s garage rockers The Wailers and The Sonics, and instrumental surf group The Ventures, some of whom are still active.Seattle is considered the home of grunge music, having produced artists such as Nirvana, Soundgarden, Alice in Chains, Pearl Jam, and Mudhoney, all of whom reached international audiences in the early 1990s. The city is also home to such varied artists as avant-garde jazz musicians Bill Frisell and Wayne Horvitz, hot jazz musician Glenn Crytzer, hip hop artists Sir Mix-a-Lot, Macklemore, Blue Scholars, and Shabazz Palaces, smooth jazz saxophonist Kenny G, classic rock staples Heart and Queensrÿche, and alternative rock bands such as Foo Fighters, Harvey Danger, The Presidents of the United States of America, The Posies, Modest Mouse, Band of Horses, Death Cab for Cutie, and Fleet Foxes. Rock musicians such as Jimi Hendrix, Duff McKagan, and Nikki Sixx spent their formative years in Seattle.
+The Seattle-based Sub Pop record company continues to be one of the world's best-known independent/alternative music labels. Over the years, a number of songs have been written about Seattle.
+Seattle annually sends a team of spoken word slammers to the National Poetry Slam and considers itself home to such performance poets as Buddy Wakefield, two-time Individual World Poetry Slam Champ; Anis Mojgani, two-time National Poetry Slam Champ; and Danny Sherrard, 2007 National Poetry Slam Champ and 2008 Individual World Poetry Slam Champ. Seattle also hosted the 2001 national Poetry Slam Tournament. The Seattle Poetry Festival is a biennial poetry festival that (launched first as the Poetry Circus in 1997) has featured local, regional, national, and international names in poetry.The city also has movie houses showing both Hollywood productions and works by independent filmmakers. Among these, the Seattle Cinerama stands out as one of only three movie theaters in the world still capable of showing three-panel Cinerama films.
+
+
+=== Tourism ===
+
+Among Seattle's prominent annual fairs and festivals are the 24-day Seattle International Film Festival, Northwest Folklife over the Memorial Day weekend, numerous Seafair events throughout July and August (ranging from a Bon Odori celebration to the Seafair Cup hydroplane races), the Bite of Seattle, one of the largest Gay Pride festivals in the United States, and the art and music festival Bumbershoot, which programs music as well as other art and entertainment over the Labor Day weekend. All are typically attended by 100,000 people annually, as are the Seattle Hempfest and two separate Independence Day celebrations.Other significant events include numerous Native American pow-wows, a Greek Festival hosted by St. Demetrios Greek Orthodox Church in Montlake, and numerous ethnic festivals (many associated with Festál at Seattle Center).There are other annual events, ranging from the Seattle Antiquarian Book Fair & Book Arts Show; an anime convention, Sakura-Con; Penny Arcade Expo, a gaming convention; a two-day, 9,000-rider Seattle to Portland Bicycle Classic; and specialized film festivals, such as the Maelstrom International Fantastic Film Festival, the Seattle Asian American Film Festival, Children's Film Festival Seattle, Translation: the Seattle Transgender Film Festival, the Seattle Queer Film Festival, Seattle Latino Film Festival, and the Seattle Polish Film Festival.The Henry Art Gallery opened in 1927, the first public art museum in Washington. The Seattle Art Museum (SAM) opened in 1933 and moved to their current downtown location in 1991 (expanded and reopened in 2007); since 1991, the 1933 building has been SAM's Seattle Asian Art Museum (SAAM). SAM also operates the Olympic Sculpture Park (opened in 2007) on the waterfront north of the downtown piers. The Frye Art Museum is a free museum on First Hill.Regional history collections are at the Log House Museum in Alki, Klondike Gold Rush National Historical Park, the Museum of History and Industry, and the Burke Museum of Natural History and Culture. Industry collections are at the Center for Wooden Boats and the adjacent Northwest Seaport, and the Museum of Flight. Regional ethnic collections include the National Nordic Museum, the Wing Luke Asian Museum, and the Northwest African American Museum. Seattle has artist-run galleries, including ten-year veteran Soil Art Gallery, and the newer Crawl Space Gallery.The Seattle Great Wheel, one of the largest Ferris wheels in the US, opened in June 2012 as a new, permanent attraction on the city's waterfront, at Pier 57, next to Downtown Seattle. The city also has many community centers for recreation, including Rainier Beach, Van Asselt, Rainier, and Jefferson south of the Ship Canal and Green Lake, Laurelhurst, Loyal Heights north of the Canal, and Meadowbrook.Woodland Park Zoo opened as a private menagerie in 1889 but was sold to the city in 1899. The Seattle Aquarium has been open on the downtown waterfront since 1977 (undergoing a renovation in 2006). The Seattle Underground Tour is an exhibit of places that existed before the Great Fire.Since the middle 1990s, Seattle has experienced significant growth in the cruise industry, especially as a departure point for Alaska cruises. In 2008, a record total of 886,039 cruise passengers passed through the city, surpassing the number for Vancouver, BC, the other major departure point for Alaska cruises.
+
+
+== Religion ==
+
+A 2024 Household Pulse Survey from the United States Census Bureau estimated that 64 percent of adults in the Seattle area never attend religious services or attend less than once a year, the highest percentage among large U.S. metropolitan areas.According to a 2014 study by the Pew Research Center, the largest religious groupings are Christians (52%), followed by those of no religion (37%), Hindus (2%), Buddhists (2%), Jews (1%), Muslims (1%) and a variety of other religions have smaller followings. According to the same study by the Pew Research Center, about 34% of Seattleites are Protestant, and 15% are Roman Catholic. Meanwhile, 6% of the residents in Seattle call themselves agnostics, while 10% call themselves atheists.
+
+
+== Sports ==
+
+Notes
+A Originally founded in 1974, the MLS version of the Sounders franchise was legally re-incorporated in 2007 and entered the league for the 2009 season.Seattle has four major men's professional sports teams: the National Football League (NFL)'s Seattle Seahawks, Major League Baseball (MLB)'s Seattle Mariners, the National Hockey League (NHL)'s Seattle Kraken, and Major League Soccer (MLS)'s Seattle Sounders FC. Other professional sports teams include the Women's National Basketball Association (WNBA)'s Seattle Storm, the National Women's Soccer League's Seattle Reign FC; and Major League Rugby (MLR)'s Seattle Seawolves.
+Seattle's professional sports history began at the start of the 20th century with the PCHA's Seattle Metropolitans, which in 1917 became the first American hockey team to win the Stanley Cup.
+In 1969, Seattle was awarded a Major League Baseball franchise, the Seattle Pilots. Based at Sick's Stadium in Mount Baker, home to Seattle's former minor-league teams, the Pilots played in Seattle for one season before relocating to Milwaukee and becoming the Milwaukee Brewers. The city, alongside the county and state governments, sued the league and was offered a second expansion team, later named the Seattle Mariners, as settlement.The Mariners began play in 1977 at the multi-purpose Kingdome, where the team struggled for most of its time. Relative success in the mid-to-late 1990s saved the team from being relocated and allowed them to move to a purpose-built baseball stadium, T-Mobile Park (formerly Safeco Field), in 1999. The Mariners have never reached a World Series and only appeared in the MLB playoffs five times, mostly between 1995 and 2001, but had Hall of Fame players and candidates like Ken Griffey Jr., Randy Johnson, Ichiro Suzuki, and Alex Rodriguez. The team tied the all-time MLB single regular season wins record in 2001 with 116 wins. From 2001 to 2022, the Mariners failed to qualify for the playoffs—the longest active postseason drought in major North American sports, at 20 seasons.The Seattle Seahawks entered the National Football League in 1976 as an expansion team and have advanced to the Super Bowl three times: 2005, 2013 and 2014. The team played in the Kingdome until it was imploded in 2000 and moved into Qwest Field (now Lumen Field) at the same site in 2003. The Seahawks lost Super Bowl XL in 2005 to the Pittsburgh Steelers in Detroit, but won Super Bowl XLVIII in 2013 by defeating the Denver Broncos 43–8 at MetLife Stadium. The team advanced to the Super Bowl the following year, but lost to the New England Patriots in Super Bowl XLIX on a last-minute play. Seahawks fans have set stadium noise records on several occasions and are collectively known as the "12th Man".Seattle Sounders FC has played in Major League Soccer since 2009, as the latest continuation of the original 1974 Sounders team of the North American Soccer League after an incarnation in the lower divisions of American soccer. Sharing Lumen Field with the Seahawks, the team set various attendance records in its first few MLS seasons, averaging over 43,000 per match and placing themselves among the top 30 teams internationally. The Sounders have won the MLS Supporters' Shield in 2014 and the U.S. Open Cup on four occasions: 2009, 2010, 2011, and 2014. The Sounders won the first of their two MLS Cup titles in 2016, defeating Toronto FC 5–4 in a penalty shootout in Toronto, before finishing as runners-up in a rematch against Toronto in MLS Cup 2017.
+In 2019 the Sounders made their first-ever home-field appearance in MLS Cup, once again against Toronto FC, and won the game 3–1 to earn their second MLS Cup title in front of a club-record attendance of 69,274. The stadium also hosted the second leg of the 2022 CONCACAF Champions League Final, played in front of 68,741 to break the tournament attendance record. The Sounders became the first MLS team to win a continental title since 2000 and the first to win the modern Champions League.Seattle's Major League Rugby team, the Seattle Seawolves, play in nearby Tukwila at Starfire Sports Complex, a small stadium that is also used by the Sounders for their U.S. Open Cup matches. The team began play in 2018 and won the league's inaugural championship. They successfully defended their title in the 2019 season and finished as runners-up in the 2022 championship game.From 1967 to 2008, Seattle was home to the Seattle SuperSonics of the National Basketball Association (NBA). A frequent playoff participant, the Sonics were the 1978–79 NBA champions, and also contended for the championship in 1978 and 1996. Following a team sale in 2006, a failed effort to replace the aging KeyArena, and settlement of a lawsuit to hold the team to the final two years of its lease with the city, the SuperSonics relocated to Oklahoma City and became the Oklahoma City Thunder ahead of the 2008–09 season. An effort in 2013 to purchase the Sacramento Kings franchise and relocate it to Seattle as a resurrected Sonics squad was denied by the NBA board of governors.The Seattle Storm of the Women's National Basketball Association have also played their games at KeyArena (now Climate Pledge Arena) since their foundation in 2000. The WNBA granted Seattle their expansion side following the popularity of the recently folded Seattle Reign, a women's professional basketball team that played from 1996 to 1998 in the rival American Basketball League. The Storm began as a sister team to the now-defunct Sonics of the NBA, but sold to separate Seattle-based ownership in 2006. Tied for the league record, the Storm have claimed the WNBA championship on four occasions, winning in 2004, 2010, 2018, and 2020. The team also won the first-ever WNBA Commissioner's Cup in 2021.
+The Seattle Thunderbirds hockey team has represented Seattle in the Canadian major-junior Western Hockey League since 1977. Originally playing in Mercer Arena and the Seattle Center Coliseum (which had hosted previous minor-league hockey teams), the Thunderbirds have been based at the ShoWare Center in the suburb of Kent since 2007, and have won one WHL championship in 2017. In 1974, Seattle was awarded a conditional expansion franchise in the National Hockey League; however, this opportunity did not come to fruition. In 2018, a new Seattle-based group successfully applied for an expansion team in the NHL, which was named the Seattle Kraken and began play in 2021. The SuperSonics' former home arena, KeyArena (now Climate Pledge Arena), underwent major renovations from 2018 to 2021 to accommodate the new NHL team. The NHL ownership group reached its goal of 10,000 deposits within 12 minutes of opening a ticket drive, which later increased to 25,000 in 75 minutes.Seattle Reign FC, a founding member of the National Women's Soccer League, was founded in 2012, holding their home games in Seattle from 2014 to 2018 and again since 2022. The team name was chosen to honor the defunct women's basketball team of the same name. The club played at Starfire Sports Complex in nearby Tukwila for the league's inaugural 2013 season before moving to Seattle Center's Memorial Stadium in 2014. Under new management, the team moved to Tacoma's Cheney Stadium in 2019, before moving to Seattle's Lumen Field in 2022. In 2020, OL Groupe, the parent company of French clubs Olympique Lyonnais and Olympique Lyonnais Féminin, became the team's majority owner and rebranded the club as OL Reign. The Seattle Reign name was restored in 2024.Seattle has also been home to various minor-league professional teams, of which currently Ballard FC and West Seattle Junction FC of USL League 2 in soccer remain. Representing the Seattle neighborhood of Ballard, Ballard FC was founded in 2022 as an independent, semi-professional soccer team in the fourth-division USL League 2. The team is owned by a group led by former Sounders player Lamar Neagle and won its first national title in 2023. Ballard FC's primary home is the 1,000-seat Interbay Soccer Stadium (also home to Seattle Pacific University's and Ballard High School's soccer teams), but during that field's renovations in the 2024 season, Ballard will play out of Memorial Stadium at the Seattle Center. Starting in 2024, Ballard FC's division will be joined by a new cross-town rival, West Seattle Junction FC representing the neighborhood of West Seattle.The short-lived Seattle Sea Dragons, originally the Dragons, of the XFL played at Lumen Field in the league's inaugural season in 2020 prior to its suspension due to the COVID-19 pandemic. The Sea Dragons returned alongside the XFL in 2023 after the league's re-launch under new ownership. The team folded prior to the 2024 season during the XFL's merger with the United States Football League to form the United Football League.Seattle also boasts two collegiate sports teams based at the University of Washington and Seattle University, both competing in NCAA Division I for various sports. The University of Washington's athletic program, nicknamed the Huskies, competes in the Pac-12 Conference, and Seattle University's athletic program, nicknamed the Redhawks, mostly competes in the Western Athletic Conference. The Huskies teams use several facilities, including the 70,000-seat Husky Stadium for football and the Hec Edmundson Pavilion for basketball and volleyball. The two schools have basketball and soccer teams that compete against each other in non-conference games and have formed a local rivalry due to their sporting success.The Major League Baseball All-Star Game has been held in Seattle three times, once at the Kingdome in 1979, and twice at T-Mobile Field in 2001 and 2023. The NBA All-Star Game was also held in Seattle twice: the first in 1974 at the Seattle Center Coliseum and the second in 1987 at the Kingdome. Lumen Field hosted MLS Cup 2009, played between Real Salt Lake and the Los Angeles Galaxy, as a neutral site in front of 46,011 spectators. Seattle will be one of eleven US host cities for the 2026 FIFA World Cup, with matches played at Lumen Field and training facilities at Longacres in Renton, Washington.
+
+
+== Parks and recreation ==
+
+Seattle's mild, temperate, marine climate allows year-round outdoor recreation, including walking, cycling, hiking, skiing, snowboarding, kayaking, rock climbing, motor boating, sailing, team sports, and swimming. In town, many people walk around Green Lake, through the forests and along the bluffs and beaches of 535-acre (2.2 km2) Discovery Park (the largest park in the city) in Magnolia, along the shores of Myrtle Edwards Park on the Downtown waterfront, along the shoreline of Lake Washington at Seward Park, along Alki Beach in West Seattle, or along the Burke-Gilman Trail. Gas Works Park features the preserved superstructure of a coal gasification plant closed in 1956. Located across Lake Union from downtown, the park provides panoramic views of the Seattle skyline. Also popular are hikes and skiing in the nearby Cascade or Olympic Mountains and kayaking and sailing in the waters of Puget Sound, the Strait of Juan de Fuca, and the Strait of Georgia.
+
+
+== Government and politics ==
+
+Seattle is a charter city, with a mayor–council form of government. From 1911 to 2013, Seattle's nine city councillors were elected at large, rather than by geographic subdivisions. For the 2015 election, this changed to a hybrid system of seven district members and two at-large members as a result of a ballot measure passed on November 5, 2013. The only other elected offices are the city attorney and Municipal Court judges. All city offices are officially non-partisan. Like some other parts of the United States, government and laws are also run by a series of ballot initiatives (allowing citizens to pass or reject laws), referendums (allowing citizens to approve or reject legislation already passed), and propositions (allowing specific government agencies to propose new laws or tax increases directly to the people).Seattle is widely considered one of the most socially liberal cities in the United States. In the 2012 U.S. general election, a majority of Seattleites voted to approve Referendum 74 and legalize gay marriage in Washington state. In the same election, an overwhelming majority of Seattleites also voted to approve the legalization of the recreational use of cannabis in the state. Like much of the Pacific Northwest (which has the lowest rate of church attendance in the United States and consistently reports the highest percentage of atheism), church attendance, religious belief, and political influence of religious leaders are much lower than in other parts of America. Seattle's political culture is very liberal and progressive for the United States, with over 80% of the population voting for the Democratic Party. All precincts in Seattle voted for Democratic Party candidate Barack Obama in the 2012 presidential election. In partisan elections for the Washington State Legislature and United States Congress, nearly all elections are won by Democrats. Although local elections are nonpartisan, most of the city's elected officials are known to be Democrats, the most notable exception being Seattle City Attorney Ann Davison.In 1926, Seattle became the first major American city to elect a female mayor, Bertha Knight Landes. It has also elected an openly gay mayor, Ed Murray, and a third-party socialist councillor, Kshama Sawant. For the first time in United States history, an openly gay black woman was elected to public office when Sherry Harris was elected as a Seattle city councilor in 1991. In 2015, the majority of the city council was female.Bruce Harrell was elected as mayor in the 2021 mayoral election, succeeding Jenny Durkan, and took office on January 1, 2022. The mayor's office also includes three deputy mayors, appointed to advise the mayor on policies.
+In 2023, the city council voted to ban caste discrimination as part of the city's anti-discrimination laws. The ban is the first in the United States.Seattle lies within four districts on the King County Council: the 1st district includes the northeastern corner of the city; the 2nd district generally covers areas east of Interstate 5 and south of Northeast 65th Street; the 4th district consists of the northwestern neighborhoods of Ballard, Fremont, Magnolia, and Queen Anne; and the 8th district includes Downtown Seattle, First Hill, SODO, and West Seattle. At the state level, Seattle is divided into six districts that each have one state senator and two state representatives.Federally, Seattle is split between two congressional districts. Most of the city is in 7th congressional district, represented by Democrat Pramila Jayapal, the first Indian-American woman elected to Congress. She succeeded 28-year incumbent and fellow Democrat Jim McDermott. Part of southeastern Seattle is in the 9th congressional district, represented by Democrat Adam Smith since 1997. The border between the two districts follows the Tukwila city limits around Boeing Field, Interstate 5, South Dearborn Street, 4th Avenue South, James Street, Madison Street, East Union Street, Martin Luther King Jr. Way, and East Yesler Way.
+
+
+== Education ==
+
+Of the city's population over the age of 25, 53.8% (vs. a national average of 27.4%) hold a bachelor's degree or higher, and 91.9% (vs. 84.5% nationally) have a high school diploma or equivalent. A 2008 United States Census Bureau survey showed that Seattle had the highest percentage of college and university graduates of any major U.S. city. The city was listed as the most literate of the country's 69 largest cities in 2005 and 2006, the second most literate in 2007 and the most literate in 2008 in studies conducted by Central Connecticut State University.Seattle Public Schools is the school district for the vast majority of the city. That school district desegregated without a court order but continue to struggle to achieve racial balance in a somewhat ethnically divided city (the south part of town having more ethnic minorities than the north). In 2007, Seattle's racial tie-breaking system was struck down by the United States Supreme Court, but the ruling left the door open for desegregation formulae based on other indicators (e.g., income or socioeconomic class). A very small portion of the city is within the Highline School District.The public school system is supplemented by a moderate number of private schools: Five of the private high schools are Catholic, one is Lutheran, and six are secular.
+Seattle is home to the University of Washington and its professional and continuing education unit, the University of Washington Educational Outreach. In 2017, U.S. News & World Report ranked the University of Washington eleventh in the world. The UW receives more federal research and development funding than any public institution. Over the last 10 years, it has also produced more Peace Corps volunteers than any other U.S. university.Seattle also has a number of smaller private universities, including Seattle University and Seattle Pacific University, the former a Jesuit Catholic institution, the latter a Free Methodist institution. The Seattle Colleges District operates three colleges: North Seattle College, Seattle Central College, and South Seattle College. Universities aimed at the working adult are the City University and Antioch University. Seminaries include Western Seminary and a number of arts colleges, such as Cornish College of the Arts, Pratt Fine Arts Center. In 2001, Time magazine selected Seattle Central Community College as community college of the year, saying that the school "pushes diverse students to work together in small teams."
+
+
+== Media ==
+
+As of 2019, Seattle has one major daily newspaper, The Seattle Times. The Seattle Post-Intelligencer, known as the P-I, published a daily newspaper from 1863 to March 17, 2009, before switching to a strictly on-line publication. There is also the Seattle Daily Journal of Commerce, and the University of Washington publishes The Daily, a student-run publication, when school is in session. The most prominent weeklies are the Seattle Weekly and The Stranger; both consider themselves "alternative" papers. The weekly LGBT newspaper is the Seattle Gay News. Real Change is a weekly street newspaper that is sold mainly by homeless persons as an alternative to panhandling. There are also several ethnic newspapers, including The Facts, Northwest Asian Weekly and the International Examiner as well as numerous neighborhood newspapers.Seattle is also well served by television and radio, with all major U.S. networks represented, along with at least five other English-language stations and two Spanish-language stations. Seattle cable viewers also receive CBUT 2 (CBC) from Vancouver, British Columbia.Non-commercial radio stations include NPR affiliates KUOW-FM 94.9 and KNKX 88.5 (Tacoma), as well as classical music station KING-FM 98.1. Other non-commercial stations include KEXP-FM 90.3 (affiliated with the UW), community radio KBCS-FM 91.3 (affiliated with Bellevue College), and high school radio KNHC-FM 89.5, which broadcasts an electronic dance music radio format, is owned by the public school system and operated by students of Nathan Hale High School. Many Seattle radio stations are available through Internet radio, with KEXP in particular being a pioneer of Internet radio. Seattle also has numerous commercial radio stations. In a March 2012 report by the consumer research firm Arbitron, the top FM stations were KRWM (adult contemporary format), KIRO-FM (news/talk), and KISW (active rock) while the top AM stations were KOMO (all news), KJR (AM) (all sports), KIRO (AM) (all sports).
+
+
+== Infrastructure ==
+
+
+=== Health systems ===
+
+The University of Washington is consistently ranked among the country's leading institutions in medical research, earning special merits for programs in neurology and neurosurgery. Seattle has seen local developments of modern paramedic services with the establishment of Medic One in 1970.In 1974, a 60 Minutes story on the success of the then four-year-old Medic One paramedic system called Seattle "the best place in the world to have a heart attack." Three of Seattle's largest medical centers are located on First Hill. Harborview Medical Center, the public county hospital, is the only Level I trauma hospital in a region that includes Washington, Alaska, Montana, and Idaho. Virginia Mason Medical Center and Swedish Medical Center's two largest campuses are also located in this part of Seattle, including the Virginia Mason Hospital. This concentration of hospitals resulted in the neighborhood's nickname "Pill Hill". Located in the Laurelhurst neighborhood, Seattle Children's, formerly Children's Hospital and Regional Medical Center, is the pediatric referral center for Washington, Alaska, Montana, and Idaho. The Fred Hutchinson Cancer Research Center has a campus in the Eastlake neighborhood. The University District is home to the University of Washington Medical Center which, along with Harborview, is operated by the University of Washington. Seattle is also served by a Veterans Affairs hospital on Beacon Hill, a third campus of Swedish in Ballard, and UW Medical Center - Northwest near Northgate Station.
+
+
+=== Transportation ===
+
+The first streetcars appeared in 1889 and were instrumental in the creation of a relatively well-defined downtown and strong neighborhoods at the end of their lines. The advent of the automobile began the dismantling of rail in Seattle. Tacoma–Seattle railway service ended in 1929 and the Everett–Seattle service came to an end in 1939, replaced by automobiles running on the recently developed highway system. Rails on city streets were paved over or removed, and the opening of the Seattle trolleybus system brought the end of streetcars in Seattle in 1941. This left an extensive network of privately owned buses (later public) as the only mass transit within the city and throughout the region.King County Metro provides regular bus service in the city and county, and the South Lake Union Streetcar line and the First Hill Streetcar line. Seattle is one of the few cities in North America whose bus fleet includes electric trolleybuses. Sound Transit provides an express bus service within the metropolitan area, two Sounder commuter rail lines between the suburbs and downtown, and its 1 Line light rail line between Northgate and Angle Lake. Washington State Ferries, which manages the largest network of ferries in the United States and third largest in the world, connects Seattle to Bainbridge and Vashon Islands in Puget Sound and to Bremerton and Southworth on the Kitsap Peninsula. King Street Station in Pioneer Square serves Amtrak intercity trains and Sounder commuter trains, and is located adjacent to the International District/Chinatown light rail station.According to the 2007 American Community Survey, 18.6% of Seattle residents used one of the three public transit systems that serve the city, giving it the highest transit ridership of all major cities without heavy or light rail prior to the completion of Sound Transit's 1 Line. The city has also been described by Bert Sperling as the fourth most walkable U.S. city and by Walk Score as the sixth most walkable of the fifty largest U.S. cities.Seattle–Tacoma International Airport, locally known as Sea-Tac Airport and located just south in the neighboring city of SeaTac, is operated by the Port of Seattle and provides commercial air service to destinations throughout the world. Closer to downtown, Boeing Field is used for general aviation, cargo flights, and testing/delivery of Boeing airliners. A secondary passenger airport, Paine Field, opened in 2019 and is located in Everett, 25 miles (40 km) north of Seattle. It is predominantly used by Boeing and their large assembly plant located nearby.The main mode of transportation, however, is the street system, which is laid out in a cardinal directions grid pattern, except in the central business district where early city leaders Arthur Denny and Carson Boren insisted on orienting the plats relative to the shoreline rather than to true North. Only two roads, Interstate 5 and State Route 99 (both limited-access highways) run uninterrupted through the city from north to south. From 1953 to 2019, State Route 99 ran through downtown Seattle on the Alaskan Way Viaduct, an elevated freeway on the waterfront. However, due to damage sustained during the 2001 Nisqually earthquake the viaduct was replaced by a tunnel. The 2-mile (3.2 km) Alaskan Way Viaduct replacement tunnel was originally scheduled to be completed in December 2015 at a cost of US$4.25 billion. The world's largest tunnel boring machine, named "Bertha", was commissioned for the project, measuring 57 feet (17 m) in diameter. The tunnel's opening was delayed to February 2019 due to issues with the tunnel boring machine, which included a two-year halt in excavation. Seattle has the 8th worst traffic congestion of all American cities, and is 10th among all North American cities according to Inrix.The city has started moving away from the automobile and towards mass transit. From 2004 to 2009, the annual number of unlinked public transportation trips increased by approximately 21%. In 2006, voters in King County passed the Transit Now proposition, which increased bus service hours on high ridership routes and paid for five limited-stop bus lines called RapidRide. After rejecting a roads and transit measure in 2007, Seattle-area voters passed a transit only measure in 2008 to increase ST Express bus service, extend the Link light rail system, and expand and improve Sounder commuter rail service.A light rail line (now the 1 Line) from downtown heading south to Sea-Tac Airport began service in 2009, giving the city its first rapid transit line with intermediate stations within the city limits. An extension north to the University of Washington opened on March 19, 2016, followed by the Northgate extension in October 2021. Further extensions are planned to reach Lynnwood to the north, Federal Way to the south, and Bellevue and Redmond to the east by 2026. Voters in the Puget Sound region approved an additional tax increase, part of the Sound Transit 3 package, in November 2016 to expand light rail to West Seattle and Ballard as well as Tacoma, Everett, and Issaquah.
+
+
+=== Utilities ===
+
+Water and electric power are municipal services, provided by Seattle Public Utilities and Seattle City Light, respectively. Other utility companies serving Seattle include Puget Sound Energy (natural gas, electricity), Seattle Steam Company (steam), Waste Management, Inc and Recology CleanScapes (curbside recycling, composting, and solid waste removal), CenturyLink, Frontier Communications, Wave Broadband, and Comcast (telecommunications and television). About 90% of Seattle's electricity is produced using hydropower. Less than 2% of electricity is produced using fossil fuels.Seattle Public Utilities manages two tap water supply systems on the Cedar River and Tolt River. These systems are fed by melted snowpack in the Cascade Mountains over the autumn and winter that fill reservoirs as they melt. The city's wastewater system includes 1,422 miles (2,288 km) of sewers that reach treatment plants that discharge into Puget Sound; a 485-mile (781 km) network of separate tunnels for stormwater serve other treatment facilities. Older areas of the city have a combined sewer system that dumps stormwater and untreated wastewater into Puget Sound during overflow events.
+
+
+== International relations ==
+Seattle has the following sister cities:
+
+
+== See also ==
+List of people from Seattle
+List of television shows set in Seattle
+USS Seattle—two ships
+
+
+== Notes ==
+
+
+== References ==
+
+
+== Bibliography ==
+Jones, Nard (1972). Seattle. New York: Doubleday. ISBN 978-0-385-01875-3.
+Morgan, Murray (1982) [1951]. Skid Road: an Informal Portrait of Seattle (revised and updated, first illustrated ed.). Seattle and London: University of Washington Press. ISBN 978-0-295-95846-0.
+Ochsner, Jeffrey Karl, ed. (1998) [1994]. Shaping Seattle Architecture: A Historical Guide to the Architects. Seattle and London: University of Washington Press. ISBN 978-0-295-97366-1.
+Sale, Roger (1976). Seattle: Past to Present. Seattle and London: University of Washington Press. ISBN 978-0-295-95615-2.
+Speidel, William C. (1978). Doc Maynard: The Man Who Invented Seattle. Seattle: Nettle Creek Publishing Company. pp. 196–197, 200. ISBN 978-0-914890-02-7.
+Speidel, William C. (1967). Sons of the profits; or, There's no business like grow business: the Seattle story, 1851–1901. Seattle: Nettle Creek Publishing Company. pp. 196–197, 200. ISBN 978-0-914890-00-3.
+
+
+== Further reading ==
+Klingle, Matthew (2007). Emerald City: An Environmental History of Seattle. New Haven: Yale University Press. ISBN 978-0-300-11641-0.
+MacGibbon, Elma (1904). "Seattle, the city of destiny" (DJVU). Leaves of knowledge. Washington State Library's Classics in Washington History collection. Shaw & Borden. OCLC 61326250.
+Pierce, J. Kingston (2003). Eccentric Seattle: Pillars and Pariahs Who Made the City Not Such a Boring Place After All. Pullman, Washington: Washington State University Press. ISBN 978-0-87422-269-2.
+Sanders, Jeffrey Craig. Seattle and the Roots of Urban Sustainability: Inventing Ecotopia (University of Pittsburgh Press; 2010) 288 pages; the rise of environmental activism
+
+
+== External links ==
+
+Official website 
+Historylink.org, history of Seattle and Washington
+Seattle Photographs from the University of Washington Digital Collections
+Seattle Historic Photograph Collection from the Seattle Public Library Archived October 23, 2013, at the Wayback Machine
+Seattle Civil Rights and Labor History Project
+Seattle, a National Park Service Discover Our Shared Heritage Travel Itinerary
\ No newline at end of file
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@@ -0,0 +1 @@
+{"docstore/data": {"d03be7dc-3eeb-4147-a214-da048c7cc4bf": {"__data__": {"id_": "d03be7dc-3eeb-4147-a214-da048c7cc4bf", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "2b2c6fac-d007-4a8c-bf30-3840d6990496", "node_type": "1", "metadata": {}, "hash": "8378197a40222140313394dfcda670ddb984af2d2467ead6c217a7a2b00f7fd5", "class_name": "RelatedNodeInfo"}}, "text": "Seattle (  see-AT-\u0259l) is a seaport city on the West Coast of the United States. It is the seat of King County, Washington. With a 2022 population of 749,256 it is the most populous city in both the state of Washington and the Pacific Northwest region of North America, and the 18th-most populous city in the United States. The Seattle metropolitan area's population is 4.02 million, making it the 15th-largest in the United States. Its growth rate of 21.1% between 2010 and 2020 made it one of the country's fastest-growing large cities.Seattle is situated on an isthmus between Puget Sound, an inlet of the Pacific Ocean, and Lake Washington. It is the northernmost major city in the United States, located about 100 miles (160 km) south of the Canadian border. A gateway for trade with East Asia, the Port of Seattle is the fourth-largest port in North America in terms of container handling as of 2021.The Seattle area has been inhabited by Native Americans (such as the Duwamish, who had at least 17 villages around Elliot Bay) for at least 4,000 years before the first permanent European settlers. Arthur A. Denny and his group of travelers, subsequently known as the Denny Party, arrived from Illinois via Portland, Oregon, on the schooner Exact at Alki Point on November 13, 1851. The settlement was moved to the eastern shore of Elliott Bay in 1852 and named \"Seattle\" in honor of Chief Seattle, a prominent 19th-century leader of the local Duwamish and Suquamish tribes. Seattle currently has high populations of Native Americans alongside Americans with strong Asian, African, European, and Scandinavian ancestry, and, as of 2015, hosts the fifth-largest LGBT community in the U.S.Logging was Seattle's first major industry, but by the late 19th century the city had become a commercial and shipbuilding center as a gateway to Alaska during the Klondike Gold Rush. The city grew after World War II, partly due to the local Boeing company, which established Seattle as a center for its manufacturing of aircraft.  \r\nBeginning in the 1980s, the Seattle area developed into a technology center; Microsoft established its headquarters in the region. In 1994, Internet retailer Amazon was founded in Seattle, and Alaska Airlines is based in SeaTac, Washington, serving Seattle\u2013Tacoma International Airport, Seattle's international airport. The stream of new software, biotechnology, and Internet companies led to an economic revival, which increased the city's population by almost 50,000 in the decade between 1990 and 2000.\r\nThe culture of Seattle is heavily defined by its significant musical history. Between 1918 and 1951, nearly 24 jazz nightclubs existed along Jackson Street, from the current Chinatown/International District to the Central District. The jazz scene nurtured the early careers of Ernestine Anderson, Ray Charles, Quincy Jones, and others. In the late 20th and early 21st century, the city also was the origin of several rock bands, including Foo Fighters, Heart, and Jimi Hendrix, and the subgenre of grunge and its pioneering bands, including Alice in Chains, Nirvana, Pearl Jam, Soundgarden, and others.\r\n\r\n\r\n== History ==\r\n\r\nArchaeological excavations suggest that Native Americans have inhabited the Seattle area for at least 4,000 years. By the time the first European settlers arrived, the Duwamish people occupied at least 17 villages in the areas around Elliott Bay. The name for the modern city of Seattle in Lushootseed, d\u1dbbid\u1dbb\u0259lal\u0313i\u010d, meaning \"little crossing-over place\", comes from one of these villages, which located at the present-day King Street Station.In May 1792, George Vancouver was the first European to visit the Seattle area during his 1791\u20131795 expedition for the Royal Navy, which sought to chart the Pacific Northwest for the British.\r\n\r\n\r\n=== 19th century ===\r\nIn 1851, a large party of American pioneers led by Luther Collins made a location on land at the mouth of the Duwamish River; they formally claimed it on September 14, 1851. Thirteen days later, members of the Collins Party on the way to their claim passed three scouts of the Denny Party. Members of the Denny Party claimed land on Alki Point on September 28, 1851. The rest of the Denny Party set sail on the schooner Exact from Portland, Oregon, stopping in Astoria, and landed at Alki Point during a rainstorm on November 13, 1851.", "start_char_idx": 0, "end_char_idx": 4353, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "2b2c6fac-d007-4a8c-bf30-3840d6990496": {"__data__": {"id_": "2b2c6fac-d007-4a8c-bf30-3840d6990496", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d03be7dc-3eeb-4147-a214-da048c7cc4bf", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5697a1c34fe8f067ba8837336ebfcfc7812a1631e68ecc3fc0e700a30bbf4133", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "b663e896-b990-4f7b-9995-b1d6815da6b3", "node_type": "1", "metadata": {}, "hash": "62bad970020da98a116ac9223b93d5d8952c7edc4c13fecd6ebb2a433c4bc20b", "class_name": "RelatedNodeInfo"}}, "text": "=== 19th century ===\r\nIn 1851, a large party of American pioneers led by Luther Collins made a location on land at the mouth of the Duwamish River; they formally claimed it on September 14, 1851. Thirteen days later, members of the Collins Party on the way to their claim passed three scouts of the Denny Party. Members of the Denny Party claimed land on Alki Point on September 28, 1851. The rest of the Denny Party set sail on the schooner Exact from Portland, Oregon, stopping in Astoria, and landed at Alki Point during a rainstorm on November 13, 1851. After a difficult winter, most of the Denny Party relocated across Elliott Bay and claimed land a second time at the site of present-day Pioneer Square, naming this new settlement Duwamps.Charles Terry and John Low remained at the original landing location, reestablished their old land claim and called it \"New York\", but renamed \"New York Alki\" in April 1853, from a Chinook word meaning, roughly, \"by and by\" or \"someday\". For the next few years, New York Alki and Duwamps competed for dominance, but in time Alki was abandoned and its residents moved across the bay to join the rest of the settlers.David Swinson \"Doc\" Maynard, one of the founders of Duwamps, was the primary advocate to name the settlement Seattle after Chief Seattle (Lushootseed: si\u0294a\u026b, anglicized as \"Seattle\"), chief of the Duwamish and Suquamish tribes.The name \"Seattle\" appears on official Washington Territory papers dated May 23, 1853, when the first plats for the village were filed. In 1855, nominal land settlements were established. On January 14, 1865, the Legislature of Territorial Washington incorporated the Town of Seattle with a board of trustees managing the city. The Town of Seattle was disincorporated on January 18, 1867, and remained a mere precinct of King County until late 1869, when a new petition was filed and the city was re-incorporated December 2, 1869, with a mayor\u2013council government. The corporate seal of the City of Seattle carries the date \"1869\" and a likeness of Chief Seattle in left profile. That same year, Seattle acquired the epithet of the \"Queen City\", a designation officially changed in 1982 to the \"Emerald City\".Seattle has a history of boom-and-bust cycles, like many other cities near areas of extensive natural and mineral resources. Seattle has risen several times economically, then gone into precipitous decline, but it has typically used those periods to rebuild solid infrastructure.The first such boom, covering the early years of the city, rode on the lumber industry. During this period the road now known as Yesler Way won the nickname \"Skid Road\", supposedly after the timber skidding down the hill to Henry Yesler's sawmill. The later dereliction of the area may be a possible origin for the term which later entered the wider American lexicon as Skid Row. Like much of the U.S. West, Seattle experienced onflicts between labor and management and ethnic tensions that culminated in the anti-Chinese riots of 1885\u20131886. This violence originated with unemployed whites who were determined to drive the Chinese from Seattle; anti-Chinese riots also occurred in Tacoma. \r\nSeattle had achieved sufficient economic success when the Great Seattle Fire of 1889 destroyed the central business district. However, a far grander city center rapidly emerged in its place. Finance company Washington Mutual, for example, was founded in the immediate wake of the fire. The Panic of 1893 hit Seattle hard.The second and most dramatic boom resulted from the Klondike Gold Rush, which ended the depression that had begun with the Panic of 1893. In a short time, Seattle became a major transportation center. On July 14, 1897, the S.S. Portland docked with its famed \"ton of gold\", and Seattle became the main transport and supply point for the miners in Alaska and the Yukon. Few of those working men found lasting wealth. However, it was Seattle's business of clothing the miners and feeding them salmon that panned out in the long run. Along with Seattle, other cities like Everett, Tacoma, Port Townsend, Bremerton, and Olympia, all in the Puget Sound region, became competitors for exchange, rather than mother lodes for extraction, of precious metals.\r\n\r\n\r\n=== 20th century ===\r\nThe boom lasted into the early part of the 20th century, and funded many new Seattle companies and products.", "start_char_idx": 3796, "end_char_idx": 8168, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "b663e896-b990-4f7b-9995-b1d6815da6b3": {"__data__": {"id_": "b663e896-b990-4f7b-9995-b1d6815da6b3", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "2b2c6fac-d007-4a8c-bf30-3840d6990496", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "8e892dc24dbfc1a644434f049023fbc21b19726c7e01708a4cbd0b8f290e17cf", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "2462da6d-8944-4d0c-b3e4-7889f251c84d", "node_type": "1", "metadata": {}, "hash": "58e740b3e70ff100505f456db0f1476d0bdffb5bf5e1a60a8b0a29aeab2edcf6", "class_name": "RelatedNodeInfo"}}, "text": "In a short time, Seattle became a major transportation center. On July 14, 1897, the S.S. Portland docked with its famed \"ton of gold\", and Seattle became the main transport and supply point for the miners in Alaska and the Yukon. Few of those working men found lasting wealth. However, it was Seattle's business of clothing the miners and feeding them salmon that panned out in the long run. Along with Seattle, other cities like Everett, Tacoma, Port Townsend, Bremerton, and Olympia, all in the Puget Sound region, became competitors for exchange, rather than mother lodes for extraction, of precious metals.\r\n\r\n\r\n=== 20th century ===\r\nThe boom lasted into the early part of the 20th century, and funded many new Seattle companies and products. In 1907, 19-year-old James E. Casey borrowed $100 from a friend and founded the American Messenger Company (later UPS). Other Seattle companies founded during this period include Nordstrom and Eddie Bauer. Seattle brought in the Olmsted Brothers landscape architecture firm to design a system of parks and boulevards.The Gold Rush era culminated in the Alaska\u2013Yukon\u2013Pacific Exposition of 1909, which is largely responsible for the layout of today's University of Washington campus.A shipbuilding boom in the early part of the 20th century became massive during World War I, making Seattle somewhat of a company town. The subsequent retrenchment led to the Seattle General Strike of 1919, an early general strike in the country. A 1912 city development plan by Virgil Bogue went largely unused. Seattle was mildly prosperous in the 1920s but was particularly hard hit in the Great Depression, experiencing some of the country's harshest labor strife in that era. Violence during the Maritime Strike of 1934 cost Seattle much of its maritime traffic, which was rerouted to the Port of Los Angeles.The Great Depression in Seattle affected many minority groups, one being the Asian Pacific Americans; they were subject to racism, loss of property, and failed claims of unemployment due to citizenship status.Seattle was one of the major cities that benefited from programs such as the Works Progress Administration, CCC, Public Works Administration, and others. The workers, mostly men, built roads, parks, dams, schools, railroads, bridges, docks, and even historical and archival record sites and buildings. Seattle faced significant unemployment, loss of lumber and construction industries as Los Angeles prevailed as the bigger West Coast city. Seattle had building contracts that rivaled New York City and Chicago, but also lost to Los Angeles. Seattle's eastern farm land faded due to Oregon's and the Midwest's, forcing people into town.Hooverville arose during the Depression, leading to Seattle's growing homeless population. Stationed outside Seattle, the Hooverville housed thousands of men but very few children and no women. With work projects close to the city, Hooverville grew and the WPA settled into the city.A movement of women arose from Seattle during the Great Depression, fueled in part by Eleanor Roosevelt's 1933 book It's Up to the Women; women pushed for recognition, not just as housewives, but as the backbone to family. Using newspapers and journals Working Woman and The Woman Today, women pushed to be seen as equal and receive some recognition.The Great Depression did not impact the University of Washington negatively. As schools across Washington lost funding and attendance, the university actually prospered during the time period as they focused on growing their student enrollment. While Seattle public schools were influenced by Washington's superintendent Worth McClure, they still struggled to pay teachers and maintain attendance.Seattle was the home base of impresario Alexander Pantages who, starting in 1902, opened a number of theaters in the city exhibiting vaudeville acts and silent movies. He went on to become one of America's greatest theater and movie tycoons. Scottish-born architect B. Marcus Priteca designed several theaters for Pantages in Seattle, which were later demolished or converted to other uses. Seattle's surviving Paramount Theatre, on which he collaborated, was not a Pantages theater.War work again brought local prosperity during World War II, centered on the production of Boeing aircraft. The war dispersed the city's numerous Japanese-American businessmen due to the Japanese American internment. After the World War II, however, the local economy dipped. It rose again with Boeing's growing dominance in the commercial airliner market.", "start_char_idx": 7421, "end_char_idx": 11978, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "2462da6d-8944-4d0c-b3e4-7889f251c84d": {"__data__": {"id_": "2462da6d-8944-4d0c-b3e4-7889f251c84d", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "b663e896-b990-4f7b-9995-b1d6815da6b3", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5416a1f1fa630d598a33f6635462a94269e2c0e26ecf39284c2f04837ba220b0", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "24753dce-d2be-44a4-8f3e-1f38a74b7b81", "node_type": "1", "metadata": {}, "hash": "d68d1e1e639cfb682530877c8cf0d3084c61fc8b8bdbf35b66ff456c481ac8a6", "class_name": "RelatedNodeInfo"}}, "text": "While Seattle public schools were influenced by Washington's superintendent Worth McClure, they still struggled to pay teachers and maintain attendance.Seattle was the home base of impresario Alexander Pantages who, starting in 1902, opened a number of theaters in the city exhibiting vaudeville acts and silent movies. He went on to become one of America's greatest theater and movie tycoons. Scottish-born architect B. Marcus Priteca designed several theaters for Pantages in Seattle, which were later demolished or converted to other uses. Seattle's surviving Paramount Theatre, on which he collaborated, was not a Pantages theater.War work again brought local prosperity during World War II, centered on the production of Boeing aircraft. The war dispersed the city's numerous Japanese-American businessmen due to the Japanese American internment. After the World War II, however, the local economy dipped. It rose again with Boeing's growing dominance in the commercial airliner market. Seattle celebrated its restored prosperity and made a bid for world recognition with the Century 21 Exposition, the 1962 World's Fair, for which the Space Needle was built.Another major local economic downturn was in the late 1960s and early 1970s, at a time when Boeing was heavily affected by the oil crises, loss of government contracts, and costs and delays associated with the Boeing 747. Many people left the area to look for work elsewhere, and two local real estate agents put up a billboard reading \"Will the last person leaving Seattle \u2013 Turn out the lights.\"Seattle remained the corporate headquarters of Boeing until 2001, when the company separated its headquarters from its major production facilities; the headquarters were moved to Chicago. The Seattle area is still home to Boeing's Renton narrow-body plant and Everett wide-body plant. The company's credit union for employees, BECU, remains based in the Seattle area and has been open to all residents of Washington since 2002.On March 20, 1970, twenty-eight people were killed when the Ozark Hotel was burned by an unknown arsonist. The Wah Mee massacre in 1983 resulted in the killing of 13 people in an illegal gambling club in the Seattle Chinatown-International District.Prosperity began to return in the 1980s beginning with Microsoft's 1979 move from Albuquerque, New Mexico, to nearby Bellevue, Washington.Seattle and its suburbs became home to a number of technology companies, including Amazon, F5 Networks, RealNetworks, Nintendo of America, and T-Mobile. This success brought an influx of new residents with a population increase within city limits of almost 50,000 between 1990 and 2000, and saw Seattle's real estate become some of the most expensive in the country.Seattle in this period attracted attention as home to the companies opened operations in or around the city. In 1990, the Goodwill Games were held in the city. Three years later, in 1993, the APEC leaders was hosted in Seattle. The 1990s also witnessed a growing popularity in grunge music, a sound that was largely developed in Seattle's independent music scene.In 1993, the movie Sleepless in Seattle brought the city further national attention, as did the television sitcom Frasier. The dot-com boom caused a great frenzy among the technology companies in Seattle but the bubble ended in early 2001.In 1999, the World Trade Organization held its conference in Seattle, which was met with protest activity. The protests and police reactions to them largely overshadowed the conference itself.\r\n\r\n\r\n=== 21st century ===\r\nIn 2001, the city was impacted by the Mardi Gras Riots and then by the Nisqually earthquake the following day.Another boom began as the city emerged from the Great Recession which commenced when Amazon.com moved its headquarters from North Beacon Hill to South Lake Union. This initiated a historic construction boom which resulted in the completion of almost 10,000 apartments in Seattle in 2017, which is more than any previous year and nearly twice as many as were built in 2016.Beginning in 2010, and for the next five years, Seattle gained an average of 14,511 residents per year, with the growth strongly skewed toward the center of the city, as unemployment dropped from roughly 9 percent to 3.6 percent. The city has found itself \"bursting at the seams\", with over 45,000 households spending more than half their income on housing and at least 2,800 people homeless, and with the country's sixth-worst rush hour traffic.\r\n\r\n\r\n== Geography ==\r\n\r\n\r\n=== Topography ===\r\n\r\nSeattle is located between the saltwater Puget Sound (an arm of the Pacific Ocean) to the west and Lake Washington to the east.", "start_char_idx": 10987, "end_char_idx": 15654, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "24753dce-d2be-44a4-8f3e-1f38a74b7b81": {"__data__": {"id_": "24753dce-d2be-44a4-8f3e-1f38a74b7b81", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "2462da6d-8944-4d0c-b3e4-7889f251c84d", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "da4af23d86362b70e9f4dd369551728621b07b09dfb98dffae6f7105fe09bf4a", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "eaad7287-1273-427b-a750-5000e2177c45", "node_type": "1", "metadata": {}, "hash": "de3b3cb532a14a9611fb65ebff09eabe8d5d5deb5404f4e9c5e7fcd508ca028b", "class_name": "RelatedNodeInfo"}}, "text": "This initiated a historic construction boom which resulted in the completion of almost 10,000 apartments in Seattle in 2017, which is more than any previous year and nearly twice as many as were built in 2016.Beginning in 2010, and for the next five years, Seattle gained an average of 14,511 residents per year, with the growth strongly skewed toward the center of the city, as unemployment dropped from roughly 9 percent to 3.6 percent. The city has found itself \"bursting at the seams\", with over 45,000 households spending more than half their income on housing and at least 2,800 people homeless, and with the country's sixth-worst rush hour traffic.\r\n\r\n\r\n== Geography ==\r\n\r\n\r\n=== Topography ===\r\n\r\nSeattle is located between the saltwater Puget Sound (an arm of the Pacific Ocean) to the west and Lake Washington to the east. The city's chief harbor, Elliott Bay, is part of Puget Sound, which makes the city an oceanic port. To the west, beyond Puget Sound, are the Kitsap Peninsula and Olympic Mountains on the Olympic Peninsula; to the east, beyond Lake Washington and the Eastside suburbs, are Lake Sammamish and the Cascade Range. Lake Washington's waters flow to Puget Sound through the Lake Washington Ship Canal (consisting of two man-made canals, Lake Union, and the Hiram M. Chittenden Locks at Salmon Bay, ending in Shilshole Bay on Puget Sound).The sea, rivers, forests, lakes, and fields surrounding Seattle were once rich enough to support one of the world's few sedentary hunter-gatherer societies. The surrounding area lends itself well to sailing, skiing, bicycling, camping, and hiking year-round.The city is hilly in some places. Like Rome, the city is said to lie on seven hills; the lists vary but typically include Capitol Hill, First Hill, West Seattle, Beacon Hill, Queen Anne, Magnolia, and the former Denny Hill. The Wallingford, Delridge, Mount Baker, Seward Park, Washington Park, Broadmoor, Madrona, Phinney Ridge, Sunset Hill, Blue Ridge, Broadview, Laurelhurst, Hawthorne Hills, Maple Leaf, and Crown Hill neighborhoods are all located on hills. Many of the hilliest areas are near the city center, with Capitol Hill, First Hill, and Beacon Hill collectively constituting something of a ridge along an isthmus between Elliott Bay and Lake Washington. The break in the ridge between First Hill and Beacon Hill is man-made, the result of two of the many regrading projects that reshaped the topography of the city center. The topography of the city center was also changed by the construction of a seawall and the artificial Harbor Island (completed 1909) at the mouth of the city's industrial Duwamish Waterway, the terminus of the Green River. The highest point within city limits is at High Point in West Seattle, which is roughly located near 35th Ave SW and SW Myrtle St.\r\nNorth of the city center, Lake Washington Ship Canal connects Puget Sound to Lake Washington. It incorporates four natural bodies of water: Lake Union, Salmon Bay, Portage Bay, and Union Bay.Due to its location in the Pacific Ring of Fire, Seattle is in a major earthquake zone. On February 28, 2001, the magnitude 6.8 Nisqually earthquake did significant architectural damage, especially in the Pioneer Square area (built on reclaimed land, as are the Industrial District and part of the city center), and caused one fatality. Other strong earthquakes occurred on January 26, 1700 (estimated at 9 magnitude), December 14, 1872 (7.3 or 7.4), April 13, 1949 (7.1), and April 29, 1965 (6.5). The 1965 quake caused three deaths in Seattle directly and one more by heart failure. Although the Seattle Fault passes just south of the city center, neither it nor the Cascadia subduction zone has caused an earthquake since the city's founding. The Cascadia subduction zone poses the threat of an earthquake of magnitude 9.0 or greater, capable of seriously damaging the city and collapsing many buildings, especially in zones built on fill.According to the U.S. Census Bureau, the city has a total area of 142.5 square miles (369 km2), 84 square miles (220 km2) of which is land and 58.1 square miles (150 km2), water (41% of the total area).", "start_char_idx": 14823, "end_char_idx": 18971, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "eaad7287-1273-427b-a750-5000e2177c45": {"__data__": {"id_": "eaad7287-1273-427b-a750-5000e2177c45", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "24753dce-d2be-44a4-8f3e-1f38a74b7b81", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "fecdff453e89ddc054fb6a539dcc573444e8ccfed0f49490d8c8fdb818f57b96", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "40e15657-e773-437b-8d07-6ffac2868558", "node_type": "1", "metadata": {}, "hash": "7ad4d09cf0d8000e9ce0912cb40e63480fb57dc544402dc0413c5879b35253bd", "class_name": "RelatedNodeInfo"}}, "text": "The 1965 quake caused three deaths in Seattle directly and one more by heart failure. Although the Seattle Fault passes just south of the city center, neither it nor the Cascadia subduction zone has caused an earthquake since the city's founding. The Cascadia subduction zone poses the threat of an earthquake of magnitude 9.0 or greater, capable of seriously damaging the city and collapsing many buildings, especially in zones built on fill.According to the U.S. Census Bureau, the city has a total area of 142.5 square miles (369 km2), 84 square miles (220 km2) of which is land and 58.1 square miles (150 km2), water (41% of the total area).\r\n\r\n\r\n=== Cityscape ===\r\n\r\n\r\n=== Climate ===\r\n\r\nAccording to the K\u00f6ppen climate classification system, Seattle has a warm-summer Mediterranean climate (Csb), while under the Trewartha system, it is labeled as an oceanic climate (Do). It has cool, wet winters and mild, relatively dry summers, covering characteristics of both. The climate is sometimes characterized as a \"modified Mediterranean\" climate because it is cooler and wetter than a \"true\" Mediterranean climate, but shares the characteristic dry summer (which has a strong influence on the region's vegetation).Temperature extremes are moderated by the adjacent Puget Sound, greater Pacific Ocean, and Lake Washington. Thus extreme heat waves are rare in the Seattle area, as are very cold temperatures (below about 15 \u00b0F; \u22129 \u00b0C). The Seattle area is the cloudiest region of the United States, due in part to frequent storms and lows moving in from the adjacent Pacific Ocean. With many more \"rain days\" than other major American cities, Seattle has a well-earned reputation for frequent rain. In an average year, at least 0.01 inches (0.25 mm) of precipitation falls on 150 days, more than nearly all U.S. cities east of the Rocky Mountains. However, because it often has merely a light drizzle falling from the sky for many days, Seattle actually receives significantly less rainfall (or other precipitation) overall than many other U.S. cities like New York City, Miami, or Houston. Seattle is cloudy 201 days out of the year and partly cloudy 93 days.\r\n\r\n\r\n== Demographics ==\r\n\r\nAccording to the 2012\u20132016 American Community Survey (ACS), the racial makeup of the city was 65.7% White Non-Hispanic, 16.9% Asian, 6.8% Black or African American, 6.6% Hispanic or Latino of any race, 0.4% Native American, 0.9% Pacific Islander, 0.2% other races, and 5.6% two or more races.\r\nSeattle's population historically has been predominantly white. The 2010 census showed that Seattle was one of the whitest big cities in the country, although its proportion of white residents has been gradually declining. In 1960, whites constituted 91.6% of the city's population, while in 2010 they constituted 69.5%. According to the 2006\u20132008 American Community Survey, approximately 78.9% of residents over the age of five spoke only English at home. Those who spoke Asian languages other than Indo-European languages made up 10.2% of the population, Spanish was spoken by 4.5% of the population, speakers of other Indo-European languages made up 3.9%, and speakers of other languages made up 2.5%.\r\nSeattle's foreign-born population grew 40% between the 1990 and 2000 censuses. The Chinese population in the Seattle area has origins in mainland China, Hong Kong, Southeast Asia, and Taiwan. The earliest Chinese-Americans that came in the late 19th and early 20th centuries were almost entirely from Guangdong Province. The Seattle area is also home to a large Vietnamese population of more than 55,000 residents, as well as over 30,000 Somali immigrants. The Seattle-Tacoma area is also home to one of the largest Cambodian communities in the United States, numbering about 19,000 Cambodian Americans, and one of the largest Samoan communities in the mainland U.S., with over 15,000 people having Samoan ancestry. Additionally, the Seattle area had the highest percentage of self-identified mixed-race people of any large metropolitan area in the United States, according to the 2000 United States Census Bureau.", "start_char_idx": 18326, "end_char_idx": 22429, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "40e15657-e773-437b-8d07-6ffac2868558": {"__data__": {"id_": "40e15657-e773-437b-8d07-6ffac2868558", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "eaad7287-1273-427b-a750-5000e2177c45", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5c23d2475d4a33ecb16b1e083c1ce1ad8d6910668e8d69b4a865beeb42b6afc6", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "2c61c2eb-9369-4e4f-9cbb-e1ada55b8c9e", "node_type": "1", "metadata": {}, "hash": "170d8e4677e96c8acc31df3363b09e3ce51ea595efc7ac3b2780677b8098b733", "class_name": "RelatedNodeInfo"}}, "text": "The Chinese population in the Seattle area has origins in mainland China, Hong Kong, Southeast Asia, and Taiwan. The earliest Chinese-Americans that came in the late 19th and early 20th centuries were almost entirely from Guangdong Province. The Seattle area is also home to a large Vietnamese population of more than 55,000 residents, as well as over 30,000 Somali immigrants. The Seattle-Tacoma area is also home to one of the largest Cambodian communities in the United States, numbering about 19,000 Cambodian Americans, and one of the largest Samoan communities in the mainland U.S., with over 15,000 people having Samoan ancestry. Additionally, the Seattle area had the highest percentage of self-identified mixed-race people of any large metropolitan area in the United States, according to the 2000 United States Census Bureau. According to a 2012 HistoryLink study, Seattle's 98118 ZIP code (in the Columbia City neighborhood) was one of the most diverse ZIP Code Tabulation Areas in the United States.According to the ACS 1-year estimates, in 2018, the median income of a city household was $93,481, and the median income for a family was $130,656. 11.0% of the population and 6.6% of families were below the poverty line. Of people living in poverty, 11.4% were under the age of 18 and 10.9% were 65 or older.It is estimated that King County has 8,000 homeless people on any given night, and many of those live in Seattle. In September 2005, King County adopted a \"Ten-Year Plan to End Homelessness\", one of the near-term results of which is a shift of funding from homeless shelter beds to permanent housing.In recent years, the city has experienced steady population growth, and has been faced with the issue of accommodating more residents. In 2006, after growing by 4,000 citizens per year for the previous 16 years, regional planners expected the population of Seattle to grow by 200,000 people by 2040. However, former mayor Greg Nickels supported plans that would increase the population by 60%, or 350,000 people, by 2040 and worked on ways to accommodate this growth while keeping Seattle's single-family housing zoning laws. The Seattle City Council later voted to relax height limits on buildings in the greater part of Downtown, partly with the aim to increase residential density in the city center. As a sign of increasing downtown core growth, the Downtown population crested to over 60,000 in 2009, up 77% since 1990.In 2021 Seattle experienced its first population decline in 50 years.Seattle has a relatively high number of adults living alone. According to the 2000 U.S. Census interim measurements of 2004, Seattle has the fifth highest proportion of single-person households nationwide among cities of 100,000 or more residents, at 40.8%.\r\n\r\n\r\n=== Sexual orientation and gender identity ===\r\n\r\nSeattle has a notably large lesbian, gay, bisexual, and transgender community. According to a 2006 study by UCLA, 12.9% of city residents polled identified as gay, lesbian, or bisexual. This was the second-highest proportion of any major U.S. city, behind San Francisco. Greater Seattle also ranked second among major U.S. metropolitan areas, with 6.5% of the population identifying as gay, lesbian, or bisexual. According to 2012 estimates from the United States Census Bureau, Seattle has the highest percentage of same-sex households in the United States, at 2.6 percent, surpassing San Francisco (2.5 percent). The Capitol Hill district has historically been the center of LGBT culture in Seattle.\r\n\r\n\r\n== Economy ==\r\n\r\nSeattle's economy is driven by a mix of older industrial companies and new economy internet and technology companies, as well as service, design, and clean technology companies. The city's gross metropolitan product (GMP) was $231 billion in 2010, making it the 11th largest metropolitan economy in the United States. The Port of Seattle, which also operates Seattle\u2013Tacoma International Airport, is a major gateway for trade with Asia and cruises to Alaska. It also is the 8th largest port in the United States when measured by container capacity. Its maritime cargo operations merged with the Port of Tacoma in 2015 to form the Northwest Seaport Alliance.Although it was impacted by the Great Recession, Seattle has retained a comparatively strong economy, and is noted for start-up businesses, especially in green building and clean technologies.", "start_char_idx": 21594, "end_char_idx": 25993, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "2c61c2eb-9369-4e4f-9cbb-e1ada55b8c9e": {"__data__": {"id_": "2c61c2eb-9369-4e4f-9cbb-e1ada55b8c9e", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "40e15657-e773-437b-8d07-6ffac2868558", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6a9d97bc6587331d87e416c95fb17ef132e9965e1228a558f58a4701a35e280e", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "809451f3-ba56-4c64-9e91-d576b281d902", "node_type": "1", "metadata": {}, "hash": "7beadf3bc8c5aba8514d1903fee86915d4f847cfdf0ef9227cf4148f7fc11d1c", "class_name": "RelatedNodeInfo"}}, "text": "The Capitol Hill district has historically been the center of LGBT culture in Seattle.\r\n\r\n\r\n== Economy ==\r\n\r\nSeattle's economy is driven by a mix of older industrial companies and new economy internet and technology companies, as well as service, design, and clean technology companies. The city's gross metropolitan product (GMP) was $231 billion in 2010, making it the 11th largest metropolitan economy in the United States. The Port of Seattle, which also operates Seattle\u2013Tacoma International Airport, is a major gateway for trade with Asia and cruises to Alaska. It also is the 8th largest port in the United States when measured by container capacity. Its maritime cargo operations merged with the Port of Tacoma in 2015 to form the Northwest Seaport Alliance.Although it was impacted by the Great Recession, Seattle has retained a comparatively strong economy, and is noted for start-up businesses, especially in green building and clean technologies. In February 2010, the city government committed Seattle to become North America's first \"climate neutral\" city, with a goal of reaching zero net per capita greenhouse gas emissions by 2030.Large companies continue to dominate the business landscape. Seven companies on Fortune 500's 2022 list of the United States' largest companies (based on total revenue) are headquartered in Seattle: Internet retailer Amazon (#2), coffee chain Starbucks (#120), freight forwarder Expeditors International of Washington (#225), department store Nordstrom (#245), forest products company Weyerhaeuser (#354), online travel company Expedia Group (#404) and real-estate tech company Zillow (#424) . Other Fortune 500 companies commonly associated with Seattle are based in nearby Puget Sound cities. Warehouse club chain Costco (#11), the largest retail company in Washington, is based in Issaquah. Microsoft (#14) is located in Redmond. Furthermore, Bellevue is home to truck manufacturer Paccar (#151). Other major companies headquartered in the area include Nintendo of America in Redmond, T-Mobile US in Bellevue, and Providence Health & Services (the state's largest health care system and fifth largest employer) in Renton. The city has a reputation for heavy coffee consumption; coffee companies founded or based in Seattle include Starbucks, Seattle's Best Coffee, and Tully's. There are also many successful independent artisanal espresso roasters and caf\u00e9s.Before moving its headquarters to Chicago and then ultimately Arlington County, Virginia, aerospace manufacturer Boeing (#60) was the largest company based in Seattle. Its largest division, Boeing Commercial Airplanes, is still headquartered within the Puget Sound region. The company also has large aircraft manufacturing plants in Everett and Renton; it remains the largest private employer in the Seattle metropolitan area. In 2006 former Seattle Mayor Greg Nickels announced a desire to spark a new economic boom driven by the biotechnology industry. Major redevelopment of the South Lake Union neighborhood is underway in an effort to attract new and established biotech companies to the city, joining biotech companies Corixa (acquired by GlaxoSmithKline), Immunex (now part of Amgen), Trubion, and ZymoGenetics. Vulcan Inc., the holding company of billionaire Paul Allen, is behind most of the development projects in the region. While some see the new development as an economic boon, others have criticized Nickels and the Seattle City Council for pandering to Allen's interests at taxpayers' expense. In 2005, Forbes ranked Seattle as the most expensive American city for buying a house based on the local income levels. Owing largely to the rapidly increasing cost of living, Seattle and Washington State have some of the highest minimum wages in the country, at $15 per hour for smaller businesses and $16 for the city's largest employers.Operating a hub at Seattle\u2013Tacoma International Airport, Alaska Airlines maintains its headquarters in the city of SeaTac, next to the airport. Seattle is a hub for global health with the headquarters of the Bill & Melinda Gates Foundation, PATH (global health organization), Infectious Disease Research Institute, Fred Hutchinson Cancer Center, and the Institute for Health Metrics and Evaluation. In 2015, the Washington Global Health Alliance counted 168 global health organizations in Washington state. Many are headquartered in Seattle.\r\n\r\n\r\n== Culture ==\r\nMany of Seattle's neighborhoods host one or more street fairs or parades.\r\n\r\n\r\n=== Performing arts ===\r\n\r\nSeattle has been a regional center for the performing arts for many years. The century-old Seattle Symphony Orchestra has won many awards and performs primarily at Benaroya Hall.", "start_char_idx": 25035, "end_char_idx": 29742, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "809451f3-ba56-4c64-9e91-d576b281d902": {"__data__": {"id_": "809451f3-ba56-4c64-9e91-d576b281d902", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "2c61c2eb-9369-4e4f-9cbb-e1ada55b8c9e", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "d0de19bb4997eab6cb7d64b5c5116194b632392d2c31b6ad97cb7be4b6411785", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "a2d68948-1687-43c9-9ded-59be3686aacc", "node_type": "1", "metadata": {}, "hash": "6fb49318db8eaa66d3d0f760d6401bba7f89861ac1c8cb557e2f3c16e139ce31", "class_name": "RelatedNodeInfo"}}, "text": "Seattle is a hub for global health with the headquarters of the Bill & Melinda Gates Foundation, PATH (global health organization), Infectious Disease Research Institute, Fred Hutchinson Cancer Center, and the Institute for Health Metrics and Evaluation. In 2015, the Washington Global Health Alliance counted 168 global health organizations in Washington state. Many are headquartered in Seattle.\r\n\r\n\r\n== Culture ==\r\nMany of Seattle's neighborhoods host one or more street fairs or parades.\r\n\r\n\r\n=== Performing arts ===\r\n\r\nSeattle has been a regional center for the performing arts for many years. The century-old Seattle Symphony Orchestra has won many awards and performs primarily at Benaroya Hall. The Seattle Opera and Pacific Northwest Ballet, which perform at McCaw Hall (opened in 2003 on the site of the former Seattle Opera House at Seattle Center), are comparably distinguished, with the Opera being particularly known for its performances of the works of Richard Wagner and the PNB School (founded in 1974) ranking as one of the top three ballet training institutions in the United States. The Seattle Youth Symphony Orchestras (SYSO) is the largest symphonic youth organization in the United States. The city also boasts lauded summer and winter chamber music festivals organized by the Seattle Chamber Music Society.The 5th Avenue Theatre, built in 1926, stages Broadway-style musical shows featuring both local talent and international stars. Seattle has \"around 100\" theatrical production companies and over two dozen live theatre venues, many of them associated with fringe theatre; Seattle is probably second only to New York for number of equity theaters (28 Seattle theater companies have some sort of Actors' Equity contract).\r\nIn addition, the 900-seat Romanesque Revival Town Hall on First Hill hosts numerous cultural events, especially lectures and recitals.Between 1918 and 1951, there were nearly two dozen jazz nightclubs along Jackson Street, running from the current Chinatown/International District to the Central District. The jazz scene developed the early careers of Ray Charles, Quincy Jones, Bumps Blackwell, Ernestine Anderson, and others.Early popular musical acts from the Seattle/Puget Sound area include the collegiate folk group The Brothers Four, vocal group The Fleetwoods, 1960s garage rockers The Wailers and The Sonics, and instrumental surf group The Ventures, some of whom are still active.Seattle is considered the home of grunge music, having produced artists such as Nirvana, Soundgarden, Alice in Chains, Pearl Jam, and Mudhoney, all of whom reached international audiences in the early 1990s. The city is also home to such varied artists as avant-garde jazz musicians Bill Frisell and Wayne Horvitz, hot jazz musician Glenn Crytzer, hip hop artists Sir Mix-a-Lot, Macklemore, Blue Scholars, and Shabazz Palaces, smooth jazz saxophonist Kenny G, classic rock staples Heart and Queensr\u00ffche, and alternative rock bands such as Foo Fighters, Harvey Danger, The Presidents of the United States of America, The Posies, Modest Mouse, Band of Horses, Death Cab for Cutie, and Fleet Foxes. Rock musicians such as Jimi Hendrix, Duff McKagan, and Nikki Sixx spent their formative years in Seattle.\r\nThe Seattle-based Sub Pop record company continues to be one of the world's best-known independent/alternative music labels. Over the years, a number of songs have been written about Seattle.\r\nSeattle annually sends a team of spoken word slammers to the National Poetry Slam and considers itself home to such performance poets as Buddy Wakefield, two-time Individual World Poetry Slam Champ; Anis Mojgani, two-time National Poetry Slam Champ; and Danny Sherrard, 2007 National Poetry Slam Champ and 2008 Individual World Poetry Slam Champ. Seattle also hosted the 2001 national Poetry Slam Tournament. The Seattle Poetry Festival is a biennial poetry festival that (launched first as the Poetry Circus in 1997) has featured local, regional, national, and international names in poetry.The city also has movie houses showing both Hollywood productions and works by independent filmmakers. Among these, the Seattle Cinerama stands out as one of only three movie theaters in the world still capable of showing three-panel Cinerama films.\r\n\r\n\r\n=== Tourism ===\r\n\r\nAmong Seattle's prominent annual fairs and festivals are the 24-day Seattle International Film Festival, Northwest Folklife over the Memorial Day weekend, numerous Seafair events throughout July and August (ranging from a Bon Odori celebration to the Seafair Cup hydroplane races), the Bite of Seattle, one of the largest Gay Pride festivals in the United States, and the art and music festival Bumbershoot, which programs music as well as other art and entertainment over the Labor Day weekend.", "start_char_idx": 29040, "end_char_idx": 33837, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "a2d68948-1687-43c9-9ded-59be3686aacc": {"__data__": {"id_": "a2d68948-1687-43c9-9ded-59be3686aacc", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "809451f3-ba56-4c64-9e91-d576b281d902", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "2d89fce1cec3a7aba0957a30d6db6b82eea3d32f1f8e5b4ef3fdcfbc335b47a5", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "6ff22965-7316-4a4e-b774-9bd00e5f29c7", "node_type": "1", "metadata": {}, "hash": "5443d789900a96e360071a289f9d4ee4c6b7aa59b99d69bf9c897341f9b623b1", "class_name": "RelatedNodeInfo"}}, "text": "The Seattle Poetry Festival is a biennial poetry festival that (launched first as the Poetry Circus in 1997) has featured local, regional, national, and international names in poetry.The city also has movie houses showing both Hollywood productions and works by independent filmmakers. Among these, the Seattle Cinerama stands out as one of only three movie theaters in the world still capable of showing three-panel Cinerama films.\r\n\r\n\r\n=== Tourism ===\r\n\r\nAmong Seattle's prominent annual fairs and festivals are the 24-day Seattle International Film Festival, Northwest Folklife over the Memorial Day weekend, numerous Seafair events throughout July and August (ranging from a Bon Odori celebration to the Seafair Cup hydroplane races), the Bite of Seattle, one of the largest Gay Pride festivals in the United States, and the art and music festival Bumbershoot, which programs music as well as other art and entertainment over the Labor Day weekend. All are typically attended by 100,000 people annually, as are the Seattle Hempfest and two separate Independence Day celebrations.Other significant events include numerous Native American pow-wows, a Greek Festival hosted by St. Demetrios Greek Orthodox Church in Montlake, and numerous ethnic festivals (many associated with Fest\u00e1l at Seattle Center).There are other annual events, ranging from the Seattle Antiquarian Book Fair & Book Arts Show; an anime convention, Sakura-Con; Penny Arcade Expo, a gaming convention; a two-day, 9,000-rider Seattle to Portland Bicycle Classic; and specialized film festivals, such as the Maelstrom International Fantastic Film Festival, the Seattle Asian American Film Festival, Children's Film Festival Seattle, Translation: the Seattle Transgender Film Festival, the Seattle Queer Film Festival, Seattle Latino Film Festival, and the Seattle Polish Film Festival.The Henry Art Gallery opened in 1927, the first public art museum in Washington. The Seattle Art Museum (SAM) opened in 1933 and moved to their current downtown location in 1991 (expanded and reopened in 2007); since 1991, the 1933 building has been SAM's Seattle Asian Art Museum (SAAM). SAM also operates the Olympic Sculpture Park (opened in 2007) on the waterfront north of the downtown piers. The Frye Art Museum is a free museum on First Hill.Regional history collections are at the Log House Museum in Alki, Klondike Gold Rush National Historical Park, the Museum of History and Industry, and the Burke Museum of Natural History and Culture. Industry collections are at the Center for Wooden Boats and the adjacent Northwest Seaport, and the Museum of Flight. Regional ethnic collections include the National Nordic Museum, the Wing Luke Asian Museum, and the Northwest African American Museum. Seattle has artist-run galleries, including ten-year veteran Soil Art Gallery, and the newer Crawl Space Gallery.The Seattle Great Wheel, one of the largest Ferris wheels in the US, opened in June 2012 as a new, permanent attraction on the city's waterfront, at Pier 57, next to Downtown Seattle. The city also has many community centers for recreation, including Rainier Beach, Van Asselt, Rainier, and Jefferson south of the Ship Canal and Green Lake, Laurelhurst, Loyal Heights north of the Canal, and Meadowbrook.Woodland Park Zoo opened as a private menagerie in 1889 but was sold to the city in 1899. The Seattle Aquarium has been open on the downtown waterfront since 1977 (undergoing a renovation in 2006). The Seattle Underground Tour is an exhibit of places that existed before the Great Fire.Since the middle 1990s, Seattle has experienced significant growth in the cruise industry, especially as a departure point for Alaska cruises. In 2008, a record total of 886,039 cruise passengers passed through the city, surpassing the number for Vancouver, BC, the other major departure point for Alaska cruises.\r\n\r\n\r\n== Religion ==\r\n\r\nA 2024 Household Pulse Survey from the United States Census Bureau estimated that 64 percent of adults in the Seattle area never attend religious services or attend less than once a year, the highest percentage among large U.S. metropolitan areas.According to a 2014 study by the Pew Research Center, the largest religious groupings are Christians (52%), followed by those of no religion (37%), Hindus (2%), Buddhists (2%), Jews (1%), Muslims (1%) and a variety of other religions have smaller followings. According to the same study by the Pew Research Center, about 34% of Seattleites are Protestant, and 15% are Roman Catholic. Meanwhile, 6% of the residents in Seattle call themselves agnostics, while 10% call themselves atheists.", "start_char_idx": 32885, "end_char_idx": 37517, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "6ff22965-7316-4a4e-b774-9bd00e5f29c7": {"__data__": {"id_": "6ff22965-7316-4a4e-b774-9bd00e5f29c7", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "a2d68948-1687-43c9-9ded-59be3686aacc", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6e8120a860738ef0f646ea44b5040b6d3582a9b0c1fb9d7e71c27300f6c8d607", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "bc4f5635-08f0-44e7-bbee-6e1be77f8884", "node_type": "1", "metadata": {}, "hash": "913437c06140577e1042ea511c061dddf695687c30bb74facbde189d1ef4fe15", "class_name": "RelatedNodeInfo"}}, "text": "== Religion ==\r\n\r\nA 2024 Household Pulse Survey from the United States Census Bureau estimated that 64 percent of adults in the Seattle area never attend religious services or attend less than once a year, the highest percentage among large U.S. metropolitan areas.According to a 2014 study by the Pew Research Center, the largest religious groupings are Christians (52%), followed by those of no religion (37%), Hindus (2%), Buddhists (2%), Jews (1%), Muslims (1%) and a variety of other religions have smaller followings. According to the same study by the Pew Research Center, about 34% of Seattleites are Protestant, and 15% are Roman Catholic. Meanwhile, 6% of the residents in Seattle call themselves agnostics, while 10% call themselves atheists.\r\n\r\n\r\n== Sports ==\r\n\r\nNotes\r\nA Originally founded in 1974, the MLS version of the Sounders franchise was legally re-incorporated in 2007 and entered the league for the 2009 season.Seattle has four major men's professional sports teams: the National Football League (NFL)'s Seattle Seahawks, Major League Baseball (MLB)'s Seattle Mariners, the National Hockey League (NHL)'s Seattle Kraken, and Major League Soccer (MLS)'s Seattle Sounders FC. Other professional sports teams include the Women's National Basketball Association (WNBA)'s Seattle Storm, the National Women's Soccer League's Seattle Reign FC; and Major League Rugby (MLR)'s Seattle Seawolves.\r\nSeattle's professional sports history began at the start of the 20th century with the PCHA's Seattle Metropolitans, which in 1917 became the first American hockey team to win the Stanley Cup.\r\nIn 1969, Seattle was awarded a Major League Baseball franchise, the Seattle Pilots. Based at Sick's Stadium in Mount Baker, home to Seattle's former minor-league teams, the Pilots played in Seattle for one season before relocating to Milwaukee and becoming the Milwaukee Brewers. The city, alongside the county and state governments, sued the league and was offered a second expansion team, later named the Seattle Mariners, as settlement.The Mariners began play in 1977 at the multi-purpose Kingdome, where the team struggled for most of its time. Relative success in the mid-to-late 1990s saved the team from being relocated and allowed them to move to a purpose-built baseball stadium, T-Mobile Park (formerly Safeco Field), in 1999. The Mariners have never reached a World Series and only appeared in the MLB playoffs five times, mostly between 1995 and 2001, but had Hall of Fame players and candidates like Ken Griffey Jr., Randy Johnson, Ichiro Suzuki, and Alex Rodriguez. The team tied the all-time MLB single regular season wins record in 2001 with 116 wins. From 2001 to 2022, the Mariners failed to qualify for the playoffs\u2014the longest active postseason drought in major North American sports, at 20 seasons.The Seattle Seahawks entered the National Football League in 1976 as an expansion team and have advanced to the Super Bowl three times: 2005, 2013 and 2014. The team played in the Kingdome until it was imploded in 2000 and moved into Qwest Field (now Lumen Field) at the same site in 2003. The Seahawks lost Super Bowl XL in 2005 to the Pittsburgh Steelers in Detroit, but won Super Bowl XLVIII in 2013 by defeating the Denver Broncos 43\u20138 at MetLife Stadium. The team advanced to the Super Bowl the following year, but lost to the New England Patriots in Super Bowl XLIX on a last-minute play. Seahawks fans have set stadium noise records on several occasions and are collectively known as the \"12th Man\".Seattle Sounders FC has played in Major League Soccer since 2009, as the latest continuation of the original 1974 Sounders team of the North American Soccer League after an incarnation in the lower divisions of American soccer. Sharing Lumen Field with the Seahawks, the team set various attendance records in its first few MLS seasons, averaging over 43,000 per match and placing themselves among the top 30 teams internationally. The Sounders have won the MLS Supporters' Shield in 2014 and the U.S. Open Cup on four occasions: 2009, 2010, 2011, and 2014. The Sounders won the first of their two MLS Cup titles in 2016, defeating Toronto FC 5\u20134 in a penalty shootout in Toronto, before finishing as runners-up in a rematch against Toronto in MLS Cup 2017.", "start_char_idx": 36764, "end_char_idx": 41049, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "bc4f5635-08f0-44e7-bbee-6e1be77f8884": {"__data__": {"id_": "bc4f5635-08f0-44e7-bbee-6e1be77f8884", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "6ff22965-7316-4a4e-b774-9bd00e5f29c7", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "d02db506e65c50ced7a73da69c7a9b1061eada0a08769819969b78e1f349e06a", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "06845e29-f4e8-4dc6-bf45-c29c936e45ff", "node_type": "1", "metadata": {}, "hash": "9008fc1d70be3d948cb17b9356bd7bfdb3caf3f0e37e02e87bc6cc4210f4ce0e", "class_name": "RelatedNodeInfo"}}, "text": "Sharing Lumen Field with the Seahawks, the team set various attendance records in its first few MLS seasons, averaging over 43,000 per match and placing themselves among the top 30 teams internationally. The Sounders have won the MLS Supporters' Shield in 2014 and the U.S. Open Cup on four occasions: 2009, 2010, 2011, and 2014. The Sounders won the first of their two MLS Cup titles in 2016, defeating Toronto FC 5\u20134 in a penalty shootout in Toronto, before finishing as runners-up in a rematch against Toronto in MLS Cup 2017.\r\nIn 2019 the Sounders made their first-ever home-field appearance in MLS Cup, once again against Toronto FC, and won the game 3\u20131 to earn their second MLS Cup title in front of a club-record attendance of 69,274. The stadium also hosted the second leg of the 2022 CONCACAF Champions League Final, played in front of 68,741 to break the tournament attendance record. The Sounders became the first MLS team to win a continental title since 2000 and the first to win the modern Champions League.Seattle's Major League Rugby team, the Seattle Seawolves, play in nearby Tukwila at Starfire Sports Complex, a small stadium that is also used by the Sounders for their U.S. Open Cup matches. The team began play in 2018 and won the league's inaugural championship. They successfully defended their title in the 2019 season and finished as runners-up in the 2022 championship game.From 1967 to 2008, Seattle was home to the Seattle SuperSonics of the National Basketball Association (NBA). A frequent playoff participant, the Sonics were the 1978\u201379 NBA champions, and also contended for the championship in 1978 and 1996. Following a team sale in 2006, a failed effort to replace the aging KeyArena, and settlement of a lawsuit to hold the team to the final two years of its lease with the city, the SuperSonics relocated to Oklahoma City and became the Oklahoma City Thunder ahead of the 2008\u201309 season. An effort in 2013 to purchase the Sacramento Kings franchise and relocate it to Seattle as a resurrected Sonics squad was denied by the NBA board of governors.The Seattle Storm of the Women's National Basketball Association have also played their games at KeyArena (now Climate Pledge Arena) since their foundation in 2000. The WNBA granted Seattle their expansion side following the popularity of the recently folded Seattle Reign, a women's professional basketball team that played from 1996 to 1998 in the rival American Basketball League. The Storm began as a sister team to the now-defunct Sonics of the NBA, but sold to separate Seattle-based ownership in 2006. Tied for the league record, the Storm have claimed the WNBA championship on four occasions, winning in 2004, 2010, 2018, and 2020. The team also won the first-ever WNBA Commissioner's Cup in 2021.\r\nThe Seattle Thunderbirds hockey team has represented Seattle in the Canadian major-junior Western Hockey League since 1977. Originally playing in Mercer Arena and the Seattle Center Coliseum (which had hosted previous minor-league hockey teams), the Thunderbirds have been based at the ShoWare Center in the suburb of Kent since 2007, and have won one WHL championship in 2017. In 1974, Seattle was awarded a conditional expansion franchise in the National Hockey League; however, this opportunity did not come to fruition. In 2018, a new Seattle-based group successfully applied for an expansion team in the NHL, which was named the Seattle Kraken and began play in 2021. The SuperSonics' former home arena, KeyArena (now Climate Pledge Arena), underwent major renovations from 2018 to 2021 to accommodate the new NHL team. The NHL ownership group reached its goal of 10,000 deposits within 12 minutes of opening a ticket drive, which later increased to 25,000 in 75 minutes.Seattle Reign FC, a founding member of the National Women's Soccer League, was founded in 2012, holding their home games in Seattle from 2014 to 2018 and again since 2022. The team name was chosen to honor the defunct women's basketball team of the same name. The club played at Starfire Sports Complex in nearby Tukwila for the league's inaugural 2013 season before moving to Seattle Center's Memorial Stadium in 2014. Under new management, the team moved to Tacoma's Cheney Stadium in 2019, before moving to Seattle's Lumen Field in 2022.", "start_char_idx": 40520, "end_char_idx": 44829, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "06845e29-f4e8-4dc6-bf45-c29c936e45ff": {"__data__": {"id_": "06845e29-f4e8-4dc6-bf45-c29c936e45ff", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "bc4f5635-08f0-44e7-bbee-6e1be77f8884", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "92b2aadc30ca379c863e8793c0605006a2767361f005899f796356a25239c439", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "04f6b3c1-4e85-40e9-a136-3804b1a31a70", "node_type": "1", "metadata": {}, "hash": "307e656d2879767cf578a3aa3329ad5782bf8bf9faf96290f37af91ba66452e9", "class_name": "RelatedNodeInfo"}}, "text": "The NHL ownership group reached its goal of 10,000 deposits within 12 minutes of opening a ticket drive, which later increased to 25,000 in 75 minutes.Seattle Reign FC, a founding member of the National Women's Soccer League, was founded in 2012, holding their home games in Seattle from 2014 to 2018 and again since 2022. The team name was chosen to honor the defunct women's basketball team of the same name. The club played at Starfire Sports Complex in nearby Tukwila for the league's inaugural 2013 season before moving to Seattle Center's Memorial Stadium in 2014. Under new management, the team moved to Tacoma's Cheney Stadium in 2019, before moving to Seattle's Lumen Field in 2022. In 2020, OL Groupe, the parent company of French clubs Olympique Lyonnais and Olympique Lyonnais F\u00e9minin, became the team's majority owner and rebranded the club as OL Reign. The Seattle Reign name was restored in 2024.Seattle has also been home to various minor-league professional teams, of which currently Ballard FC and West Seattle Junction FC of USL League 2 in soccer remain. Representing the Seattle neighborhood of Ballard, Ballard FC was founded in 2022 as an independent, semi-professional soccer team in the fourth-division USL League 2. The team is owned by a group led by former Sounders player Lamar Neagle and won its first national title in 2023. Ballard FC's primary home is the 1,000-seat Interbay Soccer Stadium (also home to Seattle Pacific University's and Ballard High School's soccer teams), but during that field's renovations in the 2024 season, Ballard will play out of Memorial Stadium at the Seattle Center. Starting in 2024, Ballard FC's division will be joined by a new cross-town rival, West Seattle Junction FC representing the neighborhood of West Seattle.The short-lived Seattle Sea Dragons, originally the Dragons, of the XFL played at Lumen Field in the league's inaugural season in 2020 prior to its suspension due to the COVID-19 pandemic. The Sea Dragons returned alongside the XFL in 2023 after the league's re-launch under new ownership. The team folded prior to the 2024 season during the XFL's merger with the United States Football League to form the United Football League.Seattle also boasts two collegiate sports teams based at the University of Washington and Seattle University, both competing in NCAA Division I for various sports. The University of Washington's athletic program, nicknamed the Huskies, competes in the Pac-12 Conference, and Seattle University's athletic program, nicknamed the Redhawks, mostly competes in the Western Athletic Conference. The Huskies teams use several facilities, including the 70,000-seat Husky Stadium for football and the Hec Edmundson Pavilion for basketball and volleyball. The two schools have basketball and soccer teams that compete against each other in non-conference games and have formed a local rivalry due to their sporting success.The Major League Baseball All-Star Game has been held in Seattle three times, once at the Kingdome in 1979, and twice at T-Mobile Field in 2001 and 2023. The NBA All-Star Game was also held in Seattle twice: the first in 1974 at the Seattle Center Coliseum and the second in 1987 at the Kingdome. Lumen Field hosted MLS Cup 2009, played between Real Salt Lake and the Los Angeles Galaxy, as a neutral site in front of 46,011 spectators. Seattle will be one of eleven US host cities for the 2026 FIFA World Cup, with matches played at Lumen Field and training facilities at Longacres in Renton, Washington.\r\n\r\n\r\n== Parks and recreation ==\r\n\r\nSeattle's mild, temperate, marine climate allows year-round outdoor recreation, including walking, cycling, hiking, skiing, snowboarding, kayaking, rock climbing, motor boating, sailing, team sports, and swimming. In town, many people walk around Green Lake, through the forests and along the bluffs and beaches of 535-acre (2.2 km2) Discovery Park (the largest park in the city) in Magnolia, along the shores of Myrtle Edwards Park on the Downtown waterfront, along the shoreline of Lake Washington at Seward Park, along Alki Beach in West Seattle, or along the Burke-Gilman Trail. Gas Works Park features the preserved superstructure of a coal gasification plant closed in 1956. Located across Lake Union from downtown, the park provides panoramic views of the Seattle skyline. Also popular are hikes and skiing in the nearby Cascade or Olympic Mountains and kayaking and sailing in the waters of Puget Sound, the Strait of Juan de Fuca, and the Strait of Georgia.", "start_char_idx": 44138, "end_char_idx": 48670, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "04f6b3c1-4e85-40e9-a136-3804b1a31a70": {"__data__": {"id_": "04f6b3c1-4e85-40e9-a136-3804b1a31a70", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "06845e29-f4e8-4dc6-bf45-c29c936e45ff", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9e1ff1d461432b42f90be3d321ad48bd9917b80fcdc256c94b08f35555771dc0", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "3b47f18f-fa1e-4fad-b422-1c4acdeef3bf", "node_type": "1", "metadata": {}, "hash": "ab619e970873791af740d87fd08ab80e2ceb12856ba646e8ac0859c90cecedc8", "class_name": "RelatedNodeInfo"}}, "text": "In town, many people walk around Green Lake, through the forests and along the bluffs and beaches of 535-acre (2.2 km2) Discovery Park (the largest park in the city) in Magnolia, along the shores of Myrtle Edwards Park on the Downtown waterfront, along the shoreline of Lake Washington at Seward Park, along Alki Beach in West Seattle, or along the Burke-Gilman Trail. Gas Works Park features the preserved superstructure of a coal gasification plant closed in 1956. Located across Lake Union from downtown, the park provides panoramic views of the Seattle skyline. Also popular are hikes and skiing in the nearby Cascade or Olympic Mountains and kayaking and sailing in the waters of Puget Sound, the Strait of Juan de Fuca, and the Strait of Georgia.\r\n\r\n\r\n== Government and politics ==\r\n\r\nSeattle is a charter city, with a mayor\u2013council form of government. From 1911 to 2013, Seattle's nine city councillors were elected at large, rather than by geographic subdivisions. For the 2015 election, this changed to a hybrid system of seven district members and two at-large members as a result of a ballot measure passed on November 5, 2013. The only other elected offices are the city attorney and Municipal Court judges. All city offices are officially non-partisan. Like some other parts of the United States, government and laws are also run by a series of ballot initiatives (allowing citizens to pass or reject laws), referendums (allowing citizens to approve or reject legislation already passed), and propositions (allowing specific government agencies to propose new laws or tax increases directly to the people).Seattle is widely considered one of the most socially liberal cities in the United States. In the 2012 U.S. general election, a majority of Seattleites voted to approve Referendum 74 and legalize gay marriage in Washington state. In the same election, an overwhelming majority of Seattleites also voted to approve the legalization of the recreational use of cannabis in the state. Like much of the Pacific Northwest (which has the lowest rate of church attendance in the United States and consistently reports the highest percentage of atheism), church attendance, religious belief, and political influence of religious leaders are much lower than in other parts of America. Seattle's political culture is very liberal and progressive for the United States, with over 80% of the population voting for the Democratic Party. All precincts in Seattle voted for Democratic Party candidate Barack Obama in the 2012 presidential election. In partisan elections for the Washington State Legislature and United States Congress, nearly all elections are won by Democrats. Although local elections are nonpartisan, most of the city's elected officials are known to be Democrats, the most notable exception being Seattle City Attorney Ann Davison.In 1926, Seattle became the first major American city to elect a female mayor, Bertha Knight Landes. It has also elected an openly gay mayor, Ed Murray, and a third-party socialist councillor, Kshama Sawant. For the first time in United States history, an openly gay black woman was elected to public office when Sherry Harris was elected as a Seattle city councilor in 1991. In 2015, the majority of the city council was female.Bruce Harrell was elected as mayor in the 2021 mayoral election, succeeding Jenny Durkan, and took office on January 1, 2022. The mayor's office also includes three deputy mayors, appointed to advise the mayor on policies.\r\nIn 2023, the city council voted to ban caste discrimination as part of the city's anti-discrimination laws. The ban is the first in the United States.Seattle lies within four districts on the King County Council: the 1st district includes the northeastern corner of the city; the 2nd district generally covers areas east of Interstate 5 and south of Northeast 65th Street; the 4th district consists of the northwestern neighborhoods of Ballard, Fremont, Magnolia, and Queen Anne; and the 8th district includes Downtown Seattle, First Hill, SODO, and West Seattle. At the state level, Seattle is divided into six districts that each have one state senator and two state representatives.Federally, Seattle is split between two congressional districts. Most of the city is in 7th congressional district, represented by Democrat Pramila Jayapal, the first Indian-American woman elected to Congress. She succeeded 28-year incumbent and fellow Democrat Jim McDermott. Part of southeastern Seattle is in the 9th congressional district, represented by Democrat Adam Smith since 1997. The border between the two districts follows the Tukwila city limits around Boeing Field, Interstate 5, South Dearborn Street, 4th Avenue South, James Street, Madison Street, East Union Street, Martin Luther King Jr.", "start_char_idx": 47918, "end_char_idx": 52718, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "3b47f18f-fa1e-4fad-b422-1c4acdeef3bf": {"__data__": {"id_": "3b47f18f-fa1e-4fad-b422-1c4acdeef3bf", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "04f6b3c1-4e85-40e9-a136-3804b1a31a70", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "4f3068f398739929c0ef97c78c6833362c846afe072e851e8e7b2a52abf14f57", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e9f00073-9300-4c87-b72c-952b7305c5f5", "node_type": "1", "metadata": {}, "hash": "57ea6bb69b8c71915984a8e87e4cf9334004958ddbf4ecf9cb7a5f11d38d4369", "class_name": "RelatedNodeInfo"}}, "text": "At the state level, Seattle is divided into six districts that each have one state senator and two state representatives.Federally, Seattle is split between two congressional districts. Most of the city is in 7th congressional district, represented by Democrat Pramila Jayapal, the first Indian-American woman elected to Congress. She succeeded 28-year incumbent and fellow Democrat Jim McDermott. Part of southeastern Seattle is in the 9th congressional district, represented by Democrat Adam Smith since 1997. The border between the two districts follows the Tukwila city limits around Boeing Field, Interstate 5, South Dearborn Street, 4th Avenue South, James Street, Madison Street, East Union Street, Martin Luther King Jr. Way, and East Yesler Way.\r\n\r\n\r\n== Education ==\r\n\r\nOf the city's population over the age of 25, 53.8% (vs. a national average of 27.4%) hold a bachelor's degree or higher, and 91.9% (vs. 84.5% nationally) have a high school diploma or equivalent. A 2008 United States Census Bureau survey showed that Seattle had the highest percentage of college and university graduates of any major U.S. city. The city was listed as the most literate of the country's 69 largest cities in 2005 and 2006, the second most literate in 2007 and the most literate in 2008 in studies conducted by Central Connecticut State University.Seattle Public Schools is the school district for the vast majority of the city. That school district desegregated without a court order but continue to struggle to achieve racial balance in a somewhat ethnically divided city (the south part of town having more ethnic minorities than the north). In 2007, Seattle's racial tie-breaking system was struck down by the United States Supreme Court, but the ruling left the door open for desegregation formulae based on other indicators (e.g., income or socioeconomic class). A very small portion of the city is within the Highline School District.The public school system is supplemented by a moderate number of private schools: Five of the private high schools are Catholic, one is Lutheran, and six are secular.\r\nSeattle is home to the University of Washington and its professional and continuing education unit, the University of Washington Educational Outreach. In 2017, U.S. News & World Report ranked the University of Washington eleventh in the world. The UW receives more federal research and development funding than any public institution. Over the last 10 years, it has also produced more Peace Corps volunteers than any other U.S. university.Seattle also has a number of smaller private universities, including Seattle University and Seattle Pacific University, the former a Jesuit Catholic institution, the latter a Free Methodist institution. The Seattle Colleges District operates three colleges: North Seattle College, Seattle Central College, and South Seattle College. Universities aimed at the working adult are the City University and Antioch University. Seminaries include Western Seminary and a number of arts colleges, such as Cornish College of the Arts, Pratt Fine Arts Center. In 2001, Time magazine selected Seattle Central Community College as community college of the year, saying that the school \"pushes diverse students to work together in small teams.\"\r\n\r\n\r\n== Media ==\r\n\r\nAs of 2019, Seattle has one major daily newspaper, The Seattle Times. The Seattle Post-Intelligencer, known as the P-I, published a daily newspaper from 1863 to March 17, 2009, before switching to a strictly on-line publication. There is also the Seattle Daily Journal of Commerce, and the University of Washington publishes The Daily, a student-run publication, when school is in session. The most prominent weeklies are the Seattle Weekly and The Stranger; both consider themselves \"alternative\" papers. The weekly LGBT newspaper is the Seattle Gay News. Real Change is a weekly street newspaper that is sold mainly by homeless persons as an alternative to panhandling. There are also several ethnic newspapers, including The Facts, Northwest Asian Weekly and the International Examiner as well as numerous neighborhood newspapers.Seattle is also well served by television and radio, with all major U.S. networks represented, along with at least five other English-language stations and two Spanish-language stations. Seattle cable viewers also receive CBUT 2 (CBC) from Vancouver, British Columbia.Non-commercial radio stations include NPR affiliates KUOW-FM 94.9 and KNKX 88.5 (Tacoma), as well as classical music station KING-FM 98.1.", "start_char_idx": 51990, "end_char_idx": 56522, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e9f00073-9300-4c87-b72c-952b7305c5f5": {"__data__": {"id_": "e9f00073-9300-4c87-b72c-952b7305c5f5", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "3b47f18f-fa1e-4fad-b422-1c4acdeef3bf", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0a23fa0614231b793147dbcb0a5b8519ade65eb12de906a38d70165a8042288e", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "fb6a9782-f98e-4341-b3c1-847f35cbe57f", "node_type": "1", "metadata": {}, "hash": "0e06edb75d7ac5cc3dbdc7ca41b894e18f49195e77308fd171715616644a6661", "class_name": "RelatedNodeInfo"}}, "text": "The most prominent weeklies are the Seattle Weekly and The Stranger; both consider themselves \"alternative\" papers. The weekly LGBT newspaper is the Seattle Gay News. Real Change is a weekly street newspaper that is sold mainly by homeless persons as an alternative to panhandling. There are also several ethnic newspapers, including The Facts, Northwest Asian Weekly and the International Examiner as well as numerous neighborhood newspapers.Seattle is also well served by television and radio, with all major U.S. networks represented, along with at least five other English-language stations and two Spanish-language stations. Seattle cable viewers also receive CBUT 2 (CBC) from Vancouver, British Columbia.Non-commercial radio stations include NPR affiliates KUOW-FM 94.9 and KNKX 88.5 (Tacoma), as well as classical music station KING-FM 98.1. Other non-commercial stations include KEXP-FM 90.3 (affiliated with the UW), community radio KBCS-FM 91.3 (affiliated with Bellevue College), and high school radio KNHC-FM 89.5, which broadcasts an electronic dance music radio format, is owned by the public school system and operated by students of Nathan Hale High School. Many Seattle radio stations are available through Internet radio, with KEXP in particular being a pioneer of Internet radio. Seattle also has numerous commercial radio stations. In a March 2012 report by the consumer research firm Arbitron, the top FM stations were KRWM (adult contemporary format), KIRO-FM (news/talk), and KISW (active rock) while the top AM stations were KOMO (all news), KJR (AM) (all sports), KIRO (AM) (all sports).\r\n\r\n\r\n== Infrastructure ==\r\n\r\n\r\n=== Health systems ===\r\n\r\nThe University of Washington is consistently ranked among the country's leading institutions in medical research, earning special merits for programs in neurology and neurosurgery. Seattle has seen local developments of modern paramedic services with the establishment of Medic One in 1970.In 1974, a 60 Minutes story on the success of the then four-year-old Medic One paramedic system called Seattle \"the best place in the world to have a heart attack.\" Three of Seattle's largest medical centers are located on First Hill. Harborview Medical Center, the public county hospital, is the only Level I trauma hospital in a region that includes Washington, Alaska, Montana, and Idaho. Virginia Mason Medical Center and Swedish Medical Center's two largest campuses are also located in this part of Seattle, including the Virginia Mason Hospital. This concentration of hospitals resulted in the neighborhood's nickname \"Pill Hill\". Located in the Laurelhurst neighborhood, Seattle Children's, formerly Children's Hospital and Regional Medical Center, is the pediatric referral center for Washington, Alaska, Montana, and Idaho. The Fred Hutchinson Cancer Research Center has a campus in the Eastlake neighborhood. The University District is home to the University of Washington Medical Center which, along with Harborview, is operated by the University of Washington. Seattle is also served by a Veterans Affairs hospital on Beacon Hill, a third campus of Swedish in Ballard, and UW Medical Center - Northwest near Northgate Station.\r\n\r\n\r\n=== Transportation ===\r\n\r\nThe first streetcars appeared in 1889 and were instrumental in the creation of a relatively well-defined downtown and strong neighborhoods at the end of their lines. The advent of the automobile began the dismantling of rail in Seattle. Tacoma\u2013Seattle railway service ended in 1929 and the Everett\u2013Seattle service came to an end in 1939, replaced by automobiles running on the recently developed highway system. Rails on city streets were paved over or removed, and the opening of the Seattle trolleybus system brought the end of streetcars in Seattle in 1941. This left an extensive network of privately owned buses (later public) as the only mass transit within the city and throughout the region.King County Metro provides regular bus service in the city and county, and the South Lake Union Streetcar line and the First Hill Streetcar line. Seattle is one of the few cities in North America whose bus fleet includes electric trolleybuses. Sound Transit provides an express bus service within the metropolitan area, two Sounder commuter rail lines between the suburbs and downtown, and its 1 Line light rail line between Northgate and Angle Lake. Washington State Ferries, which manages the largest network of ferries in the United States and third largest in the world, connects Seattle to Bainbridge and Vashon Islands in Puget Sound and to Bremerton and Southworth on the Kitsap Peninsula.", "start_char_idx": 55673, "end_char_idx": 60300, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "fb6a9782-f98e-4341-b3c1-847f35cbe57f": {"__data__": {"id_": "fb6a9782-f98e-4341-b3c1-847f35cbe57f", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "e9f00073-9300-4c87-b72c-952b7305c5f5", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "211228cdd3f83f94fba3290f1c5de756aecedc1ed5f32f7934b3ca4e13282b97", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "7ccdf18f-a71d-4154-8e3e-bda3390e7b06", "node_type": "1", "metadata": {}, "hash": "dbb4ebd20dede7e47cc5fe5bf3be3d74e7956e227e8d00c163e0826924dfb335", "class_name": "RelatedNodeInfo"}}, "text": "This left an extensive network of privately owned buses (later public) as the only mass transit within the city and throughout the region.King County Metro provides regular bus service in the city and county, and the South Lake Union Streetcar line and the First Hill Streetcar line. Seattle is one of the few cities in North America whose bus fleet includes electric trolleybuses. Sound Transit provides an express bus service within the metropolitan area, two Sounder commuter rail lines between the suburbs and downtown, and its 1 Line light rail line between Northgate and Angle Lake. Washington State Ferries, which manages the largest network of ferries in the United States and third largest in the world, connects Seattle to Bainbridge and Vashon Islands in Puget Sound and to Bremerton and Southworth on the Kitsap Peninsula. King Street Station in Pioneer Square serves Amtrak intercity trains and Sounder commuter trains, and is located adjacent to the International District/Chinatown light rail station.According to the 2007 American Community Survey, 18.6% of Seattle residents used one of the three public transit systems that serve the city, giving it the highest transit ridership of all major cities without heavy or light rail prior to the completion of Sound Transit's 1 Line. The city has also been described by Bert Sperling as the fourth most walkable U.S. city and by Walk Score as the sixth most walkable of the fifty largest U.S. cities.Seattle\u2013Tacoma International Airport, locally known as Sea-Tac Airport and located just south in the neighboring city of SeaTac, is operated by the Port of Seattle and provides commercial air service to destinations throughout the world. Closer to downtown, Boeing Field is used for general aviation, cargo flights, and testing/delivery of Boeing airliners. A secondary passenger airport, Paine Field, opened in 2019 and is located in Everett, 25 miles (40 km) north of Seattle. It is predominantly used by Boeing and their large assembly plant located nearby.The main mode of transportation, however, is the street system, which is laid out in a cardinal directions grid pattern, except in the central business district where early city leaders Arthur Denny and Carson Boren insisted on orienting the plats relative to the shoreline rather than to true North. Only two roads, Interstate 5 and State Route 99 (both limited-access highways) run uninterrupted through the city from north to south. From 1953 to 2019, State Route 99 ran through downtown Seattle on the Alaskan Way Viaduct, an elevated freeway on the waterfront. However, due to damage sustained during the 2001 Nisqually earthquake the viaduct was replaced by a tunnel. The 2-mile (3.2 km) Alaskan Way Viaduct replacement tunnel was originally scheduled to be completed in December 2015 at a cost of US$4.25 billion. The world's largest tunnel boring machine, named \"Bertha\", was commissioned for the project, measuring 57 feet (17 m) in diameter. The tunnel's opening was delayed to February 2019 due to issues with the tunnel boring machine, which included a two-year halt in excavation. Seattle has the 8th worst traffic congestion of all American cities, and is 10th among all North American cities according to Inrix.The city has started moving away from the automobile and towards mass transit. From 2004 to 2009, the annual number of unlinked public transportation trips increased by approximately 21%. In 2006, voters in King County passed the Transit Now proposition, which increased bus service hours on high ridership routes and paid for five limited-stop bus lines called RapidRide. After rejecting a roads and transit measure in 2007, Seattle-area voters passed a transit only measure in 2008 to increase ST Express bus service, extend the Link light rail system, and expand and improve Sounder commuter rail service.A light rail line (now the 1 Line) from downtown heading south to Sea-Tac Airport began service in 2009, giving the city its first rapid transit line with intermediate stations within the city limits. An extension north to the University of Washington opened on March 19, 2016, followed by the Northgate extension in October 2021. Further extensions are planned to reach Lynnwood to the north, Federal Way to the south, and Bellevue and Redmond to the east by 2026. Voters in the Puget Sound region approved an additional tax increase, part of the Sound Transit 3 package, in November 2016 to expand light rail to West Seattle and Ballard as well as Tacoma, Everett, and Issaquah.\r\n\r\n\r\n=== Utilities ===\r\n\r\nWater and electric power are municipal services, provided by Seattle Public Utilities and Seattle City Light, respectively.", "start_char_idx": 59466, "end_char_idx": 64153, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "7ccdf18f-a71d-4154-8e3e-bda3390e7b06": {"__data__": {"id_": "7ccdf18f-a71d-4154-8e3e-bda3390e7b06", "embedding": null, "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df", "node_type": "4", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "46fb18a7c4c9c72d987b88f53c08ed8e0a35b0ee7cf92bb78389aa562840700f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "fb6a9782-f98e-4341-b3c1-847f35cbe57f", "node_type": "1", "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e45fa11ae5ece064bdc15c0db4572b9b1dafb0e1569b7976cf7242ba306b1823", "class_name": "RelatedNodeInfo"}}, "text": "An extension north to the University of Washington opened on March 19, 2016, followed by the Northgate extension in October 2021. Further extensions are planned to reach Lynnwood to the north, Federal Way to the south, and Bellevue and Redmond to the east by 2026. Voters in the Puget Sound region approved an additional tax increase, part of the Sound Transit 3 package, in November 2016 to expand light rail to West Seattle and Ballard as well as Tacoma, Everett, and Issaquah.\r\n\r\n\r\n=== Utilities ===\r\n\r\nWater and electric power are municipal services, provided by Seattle Public Utilities and Seattle City Light, respectively. Other utility companies serving Seattle include Puget Sound Energy (natural gas, electricity), Seattle Steam Company (steam), Waste Management, Inc and Recology CleanScapes (curbside recycling, composting, and solid waste removal), CenturyLink, Frontier Communications, Wave Broadband, and Comcast (telecommunications and television). About 90% of Seattle's electricity is produced using hydropower. Less than 2% of electricity is produced using fossil fuels.Seattle Public Utilities manages two tap water supply systems on the Cedar River and Tolt River. These systems are fed by melted snowpack in the Cascade Mountains over the autumn and winter that fill reservoirs as they melt. The city's wastewater system includes 1,422 miles (2,288 km) of sewers that reach treatment plants that discharge into Puget Sound; a 485-mile (781 km) network of separate tunnels for stormwater serve other treatment facilities. Older areas of the city have a combined sewer system that dumps stormwater and untreated wastewater into Puget Sound during overflow events.\r\n\r\n\r\n== International relations ==\r\nSeattle has the following sister cities:\r\n\r\n\r\n== See also ==\r\nList of people from Seattle\r\nList of television shows set in Seattle\r\nUSS Seattle\u2014two ships\r\n\r\n\r\n== Notes ==\r\n\r\n\r\n== References ==\r\n\r\n\r\n== Bibliography ==\r\nJones, Nard (1972). Seattle. New York: Doubleday. ISBN 978-0-385-01875-3.\r\nMorgan, Murray (1982) [1951]. Skid Road: an Informal Portrait of Seattle (revised and updated, first illustrated ed.). Seattle and London: University of Washington Press. ISBN 978-0-295-95846-0.\r\nOchsner, Jeffrey Karl, ed. (1998) [1994]. Shaping Seattle Architecture: A Historical Guide to the Architects. Seattle and London: University of Washington Press. ISBN 978-0-295-97366-1.\r\nSale, Roger (1976). Seattle: Past to Present. Seattle and London: University of Washington Press. ISBN 978-0-295-95615-2.\r\nSpeidel, William C. (1978). Doc Maynard: The Man Who Invented Seattle. Seattle: Nettle Creek Publishing Company. pp. 196\u2013197, 200. ISBN 978-0-914890-02-7.\r\nSpeidel, William C. (1967). Sons of the profits; or, There's no business like grow business: the Seattle story, 1851\u20131901. Seattle: Nettle Creek Publishing Company. pp. 196\u2013197, 200. ISBN 978-0-914890-00-3.\r\n\r\n\r\n== Further reading ==\r\nKlingle, Matthew (2007). Emerald City: An Environmental History of Seattle. New Haven: Yale University Press. ISBN 978-0-300-11641-0.\r\nMacGibbon, Elma (1904). \"Seattle, the city of destiny\" (DJVU). Leaves of knowledge. Washington State Library's Classics in Washington History collection. Shaw & Borden. OCLC 61326250.\r\nPierce, J. Kingston (2003). Eccentric Seattle: Pillars and Pariahs Who Made the City Not Such a Boring Place After All. Pullman, Washington: Washington State University Press. ISBN 978-0-87422-269-2.\r\nSanders, Jeffrey Craig. Seattle and the Roots of Urban Sustainability: Inventing Ecotopia (University of Pittsburgh Press; 2010) 288 pages; the rise of environmental activism\r\n\r\n\r\n== External links ==\r\n\r\nOfficial website \r\nHistorylink.org, history of Seattle and Washington\r\nSeattle Photographs from the University of Washington Digital Collections\r\nSeattle Historic Photograph Collection from the Seattle Public Library Archived October 23, 2013, at the Wayback Machine\r\nSeattle Civil Rights and Labor History Project\r\nSeattle, a National Park Service Discover Our Shared Heritage Travel Itinerary", "start_char_idx": 63524, "end_char_idx": 67553, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}}, "docstore/metadata": {"d03be7dc-3eeb-4147-a214-da048c7cc4bf": {"doc_hash": "5697a1c34fe8f067ba8837336ebfcfc7812a1631e68ecc3fc0e700a30bbf4133", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "2b2c6fac-d007-4a8c-bf30-3840d6990496": {"doc_hash": "8e892dc24dbfc1a644434f049023fbc21b19726c7e01708a4cbd0b8f290e17cf", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "b663e896-b990-4f7b-9995-b1d6815da6b3": {"doc_hash": "5416a1f1fa630d598a33f6635462a94269e2c0e26ecf39284c2f04837ba220b0", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "2462da6d-8944-4d0c-b3e4-7889f251c84d": {"doc_hash": "da4af23d86362b70e9f4dd369551728621b07b09dfb98dffae6f7105fe09bf4a", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "24753dce-d2be-44a4-8f3e-1f38a74b7b81": {"doc_hash": "fecdff453e89ddc054fb6a539dcc573444e8ccfed0f49490d8c8fdb818f57b96", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "eaad7287-1273-427b-a750-5000e2177c45": {"doc_hash": "5c23d2475d4a33ecb16b1e083c1ce1ad8d6910668e8d69b4a865beeb42b6afc6", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "40e15657-e773-437b-8d07-6ffac2868558": {"doc_hash": "6a9d97bc6587331d87e416c95fb17ef132e9965e1228a558f58a4701a35e280e", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "2c61c2eb-9369-4e4f-9cbb-e1ada55b8c9e": {"doc_hash": "d0de19bb4997eab6cb7d64b5c5116194b632392d2c31b6ad97cb7be4b6411785", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "809451f3-ba56-4c64-9e91-d576b281d902": {"doc_hash": "2d89fce1cec3a7aba0957a30d6db6b82eea3d32f1f8e5b4ef3fdcfbc335b47a5", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "a2d68948-1687-43c9-9ded-59be3686aacc": {"doc_hash": "6e8120a860738ef0f646ea44b5040b6d3582a9b0c1fb9d7e71c27300f6c8d607", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "6ff22965-7316-4a4e-b774-9bd00e5f29c7": {"doc_hash": "d02db506e65c50ced7a73da69c7a9b1061eada0a08769819969b78e1f349e06a", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "bc4f5635-08f0-44e7-bbee-6e1be77f8884": {"doc_hash": "92b2aadc30ca379c863e8793c0605006a2767361f005899f796356a25239c439", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "06845e29-f4e8-4dc6-bf45-c29c936e45ff": {"doc_hash": "9e1ff1d461432b42f90be3d321ad48bd9917b80fcdc256c94b08f35555771dc0", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "04f6b3c1-4e85-40e9-a136-3804b1a31a70": {"doc_hash": "4f3068f398739929c0ef97c78c6833362c846afe072e851e8e7b2a52abf14f57", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "3b47f18f-fa1e-4fad-b422-1c4acdeef3bf": {"doc_hash": "0a23fa0614231b793147dbcb0a5b8519ade65eb12de906a38d70165a8042288e", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "e9f00073-9300-4c87-b72c-952b7305c5f5": {"doc_hash": "211228cdd3f83f94fba3290f1c5de756aecedc1ed5f32f7934b3ca4e13282b97", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "fb6a9782-f98e-4341-b3c1-847f35cbe57f": {"doc_hash": "e45fa11ae5ece064bdc15c0db4572b9b1dafb0e1569b7976cf7242ba306b1823", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}, "7ccdf18f-a71d-4154-8e3e-bda3390e7b06": {"doc_hash": "39b578180ef634d57e40d0c96699814744a632928bda4f1737c6561ce47fe782", "ref_doc_id": "aa14f909-8b14-4eaf-99c7-c40136c5a2df"}}, "docstore/ref_doc_info": {"aa14f909-8b14-4eaf-99c7-c40136c5a2df": {"node_ids": ["d03be7dc-3eeb-4147-a214-da048c7cc4bf", "2b2c6fac-d007-4a8c-bf30-3840d6990496", "b663e896-b990-4f7b-9995-b1d6815da6b3", "2462da6d-8944-4d0c-b3e4-7889f251c84d", "24753dce-d2be-44a4-8f3e-1f38a74b7b81", "eaad7287-1273-427b-a750-5000e2177c45", "40e15657-e773-437b-8d07-6ffac2868558", "2c61c2eb-9369-4e4f-9cbb-e1ada55b8c9e", "809451f3-ba56-4c64-9e91-d576b281d902", "a2d68948-1687-43c9-9ded-59be3686aacc", "6ff22965-7316-4a4e-b774-9bd00e5f29c7", "bc4f5635-08f0-44e7-bbee-6e1be77f8884", "06845e29-f4e8-4dc6-bf45-c29c936e45ff", "04f6b3c1-4e85-40e9-a136-3804b1a31a70", "3b47f18f-fa1e-4fad-b422-1c4acdeef3bf", "e9f00073-9300-4c87-b72c-952b7305c5f5", "fb6a9782-f98e-4341-b3c1-847f35cbe57f", "7ccdf18f-a71d-4154-8e3e-bda3390e7b06"], "metadata": {"file_path": "data\\Seattle.txt", "file_name": "Seattle.txt", "file_type": "text/plain", "file_size": 67622, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}}}}
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+{"graph_dict": {}}
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+{"index_store/data": {"99cc7160-4187-455d-a397-dd034ba16446": {"__type__": "vector_store", "__data__": "{\"index_id\": \"99cc7160-4187-455d-a397-dd034ba16446\", \"summary\": null, \"nodes_dict\": {\"d03be7dc-3eeb-4147-a214-da048c7cc4bf\": \"d03be7dc-3eeb-4147-a214-da048c7cc4bf\", \"2b2c6fac-d007-4a8c-bf30-3840d6990496\": \"2b2c6fac-d007-4a8c-bf30-3840d6990496\", \"b663e896-b990-4f7b-9995-b1d6815da6b3\": \"b663e896-b990-4f7b-9995-b1d6815da6b3\", \"2462da6d-8944-4d0c-b3e4-7889f251c84d\": \"2462da6d-8944-4d0c-b3e4-7889f251c84d\", \"24753dce-d2be-44a4-8f3e-1f38a74b7b81\": \"24753dce-d2be-44a4-8f3e-1f38a74b7b81\", \"eaad7287-1273-427b-a750-5000e2177c45\": \"eaad7287-1273-427b-a750-5000e2177c45\", \"40e15657-e773-437b-8d07-6ffac2868558\": \"40e15657-e773-437b-8d07-6ffac2868558\", \"2c61c2eb-9369-4e4f-9cbb-e1ada55b8c9e\": \"2c61c2eb-9369-4e4f-9cbb-e1ada55b8c9e\", \"809451f3-ba56-4c64-9e91-d576b281d902\": \"809451f3-ba56-4c64-9e91-d576b281d902\", \"a2d68948-1687-43c9-9ded-59be3686aacc\": \"a2d68948-1687-43c9-9ded-59be3686aacc\", \"6ff22965-7316-4a4e-b774-9bd00e5f29c7\": \"6ff22965-7316-4a4e-b774-9bd00e5f29c7\", \"bc4f5635-08f0-44e7-bbee-6e1be77f8884\": \"bc4f5635-08f0-44e7-bbee-6e1be77f8884\", \"06845e29-f4e8-4dc6-bf45-c29c936e45ff\": \"06845e29-f4e8-4dc6-bf45-c29c936e45ff\", \"04f6b3c1-4e85-40e9-a136-3804b1a31a70\": \"04f6b3c1-4e85-40e9-a136-3804b1a31a70\", \"3b47f18f-fa1e-4fad-b422-1c4acdeef3bf\": \"3b47f18f-fa1e-4fad-b422-1c4acdeef3bf\", \"e9f00073-9300-4c87-b72c-952b7305c5f5\": \"e9f00073-9300-4c87-b72c-952b7305c5f5\", \"fb6a9782-f98e-4341-b3c1-847f35cbe57f\": \"fb6a9782-f98e-4341-b3c1-847f35cbe57f\", \"7ccdf18f-a71d-4154-8e3e-bda3390e7b06\": \"7ccdf18f-a71d-4154-8e3e-bda3390e7b06\"}, \"doc_id_dict\": {}, \"embeddings_dict\": {}}"}}}
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Shanghai.txt" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Shanghai.txt"
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+Shanghai is one of the four direct-administered municipalities of China. The city is located on the southern estuary of the Yangtze River, with the Huangpu River flowing through it. The population of the city proper is the third largest in the world, with 24.89 million inhabitants in 2021, while the urban area is the most populous in China, with 39.3 million residents. As of 2018, the Greater Shanghai metropolitan area was estimated to produce a gross metropolitan product (nominal) of nearly 9.1 trillion RMB ($1.33 trillion). Shanghai is one of the world's major centers for finance, business and economics, research, science and technology, manufacturing, transportation, tourism, and culture. The Port of Shanghai is the world's busiest container port.
+Originally a fishing village and market town, Shanghai grew in importance in the 19th century due to both domestic and foreign trade and its favorable port location. The city was one of five treaty ports forced to open to European trade after the First Opium War which ceded Hong Kong to the United Kingdom, following the Second Battle of Chuenpi in 1841, more than 60 km (37 mi) east of the Portuguese colony of Macau that was also controlled by Portugal of the Luso-Chinese agreement of 1554. The Shanghai International Settlement and the French Concession were subsequently established. The city then flourished, becoming a primary commercial and financial hub of Asia in the 1930s. During the Second Sino-Japanese War, the city was the site of the major Battle of Shanghai. After the war, the Chinese Civil War soon resumed between the Kuomintang (KMT) and the Chinese Communist Party (CCP), with the latter eventually taking over the city and most of the mainland. From the 1950s to the 1970s, trade was mostly limited to other socialist countries in the Eastern Bloc, consequently causing the city's global influence to decline during the Cold War.
+Major changes of fortune for the city would occur when economic reforms led by the country's paramount leader Deng Xiaoping during the 1980s resulted in an intense redevelopment and revitalization of the city by the 1990s, especially the Pudong New Area, aiding the return of finance and foreign investment. The city has since re-emerged as a hub for international trade and finance, and consequently,   Shanghai has become known as the "New York of China". It is the home of the Shanghai Stock Exchange, one of the largest stock exchanges in the world by market capitalization and the Shanghai Free-Trade Zone, the first free-trade zone in mainland China. Shanghai has been classified as an Alpha+ (global first-tier) city by the Globalization and World Cities Research Network. As of 2022, it is home to 12 companies of the Fortune Global 500 and is ranked 4th on the Global Financial Centres Index. The city is also a global major center for research and development and home to numerous Double First-Class Universities. The Shanghai Metro, first opened in 1993, is the largest metro network in the world by route length. In 2023, it ranks the 10th of the Global Innovation Hubs Index.Shanghai has been described as the "showpiece" of the economy of China. Featuring several architectural styles such as Art Deco and shikumen, the city is renowned for its Lujiazui skyline, museums and historic buildings including the City God Temple, Yu Garden, the China Pavilion and buildings along the Bund, which includes Oriental Pearl Tower. Shanghai is also known for its sugary cuisine, distinctive local language, and international flair. Shanghai ranks sixth in the list of cities with the most skyscrapers and it is one of the biggest economic hubs in the world.
+
+
+== Etymology ==
+The two Chinese characters in the city's name are 上 (shàng/zaon, "upon") and 海 (hǎi/hé, "sea"), together meaning "On the Sea." The earliest occurrence of this name dates from the 11th-century Song dynasty, when there was already a river confluence and a town with this name in the area. How the name should be understood has been disputed, but Chinese historians have concluded that during the Tang dynasty, the area of modern-day Shanghai was under sea level, so the land appeared to be literally "on the sea."Shanghai is officially abbreviated 沪 (Hù/wu) in Chinese, a contraction of 沪渎 (Hù Dú/wu-doq, "Harpoon Ditch"), a 4th- or 5th-century Jin name for the mouth of Suzhou Creek when it was the main conduit into the ocean. This character appears on all motor vehicle license plates issued in the municipality today.
+
+
+=== Alternative names ===
+申 (Shēn/sén) or 申城 (Shēnchéng/sén-zen, "Shen City") was an early name originating from Lord Chunshen, a 3rd-century BC nobleman and prime minister of the state of Chu, whose fief included modern Shanghai. Shanghai-based sports teams and newspapers often use Shen in their names, such as Shanghai Shenhua and Shen Bao.
+华亭 (Huátíng/gho-din) was another early name for Shanghai. In AD 751 during the mid-Tang dynasty, Huating County was established by Zhao Juzhen, the governor of Wu Commandery, at modern-day Songjiang, the first county-level administration within modern-day Shanghai. The first five-star hotel in the city was named after Huating.魔都 (Módū/mó-tu, "Magical City"), a contemporary nickname for Shanghai, is widely known among the youth. The name was first mentioned in Shōfu Muramatsu's 1924 novel Mato, which portrayed Shanghai as a dichotomic city where both light and darkness existed.The city has various nicknames in English, including "Pearl of the Orient" and "Paris of the East." This is similar to Ho Chi Minh City (also known as Saigon), in Vietnam, which has also been nicknamed as "Paris of the Orient," due to Vietnam's historical French status.
+
+
+== History ==
+
+
+=== Antiquity ===
+The western part of modern-day Shanghai was inhabited 6,000 years ago. During the Spring and Autumn period (approximately 771 to 476 BC), it belonged to the Kingdom of Wu, which was conquered by the Kingdom of Yue, which in turn was conquered by the Kingdom of Chu. During the Warring States period (475 BC), Shanghai was part of the fief of Lord Chunshen of Chu, one of the Four Lords of the Warring States. He ordered the excavation of the Huangpu River. Its former or poetic name, the Chunshen River, gave Shanghai its nickname of "Shēn." Fishermen living in the Shanghai area then created a fish tool called the hù, which lent its name to the outlet of Suzhou Creek north of the Old City and became a common nickname and abbreviation for the city.
+
+
+=== Imperial era ===
+During the Tang and Song dynasties, Qinglong Town (青龙镇) in modern Qingpu District was a major trading port. Established in 746 (the fifth year of the Tang Tianbao era), it developed into what was historically called a "giant town of the Southeast," with thirteen temples and seven pagodas. Mi Fu, a scholar and artist of the Song dynasty, served as its mayor. The port experienced thriving trade with provinces along the Yangtze and the Chinese coast, as well as with foreign countries such as Japan and Silla. By the end of the Song dynasty, the center of trading had moved downstream of the Wusong River to Shanghai. It was upgraded in status from a village to a market town in 1074, and in 1172, a second sea wall was built to stabilize the ocean coastline, supplementing an earlier dike. From the Yuan dynasty in 1292 until Shanghai officially became a municipality in 1927, central Shanghai was administered as a county under Songjiang Prefecture, which had its seat in the present-day Songjiang District.
+Two important events helped promote Shanghai's developments in the Ming dynasty. A city wall was built for the first time in 1554 to protect the town from raids by Japanese pirates. It measured 10 m (33 ft) high and 5 km (3 mi) in circumference. A City God Temple was built in 1602 during the Wanli reign. This honor was usually reserved for prefectural capitals and not normally given to a mere county seat such as Shanghai. Scholars have theorized that this likely reflected the town's economic importance, as opposed to its low political status.During the Qing dynasty, Shanghai became one of the most important seaports in the Yangtze Delta region as a result of two important central government policy changes: in 1684, the Kangxi Emperor reversed the Ming dynasty prohibition on oceangoing vessels—a ban that had been in force since 1525; and in 1732, the Qianlong Emperor moved the customs office for Jiangsu province (江海关; see Customs House, Shanghai) from the prefectural capital of Songjiang to Shanghai, and gave Shanghai exclusive control over customs collections for Jiangsu's foreign trade. As a result of these two critical decisions, Shanghai became the major trade port for all of the lower Yangtze region by 1735, despite still being at the lowest administrative level in the political hierarchy.
+
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+			
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+
+
+=== Rise and golden age ===
+In the 19th century, international attention to Shanghai grew due to European recognition of its economic and trade potential at the Yangtze. During the First Opium War (1839–1842), British forces occupied the city. The war ended in 1842 with the Treaty of Nanking, which opened Shanghai as one of the five treaty ports for international trade. The Treaty of the Bogue, the Treaty of Wanghia, and the Treaty of Whampoa (signed in 1843, 1844, and 1844, respectively) forced Chinese concession to European and American desires for visitation and trade on Chinese soil. Britain, France, and the United States all established a presence outside the walled city of Shanghai, which remained under the direct administration of the Chinese.The Chinese-held Old City of Shanghai fell to rebels from the Small Swords Society in 1853, but control of the city was regained by the Qing government in February 1855. In 1854, the Shanghai Municipal Council was created to manage the foreign settlements. Between 1860 and 1862, the Taiping rebels twice attacked Shanghai and destroyed the city's eastern and southern suburbs, but failed to take the city. In 1863, the British settlement to the south of Suzhou Creek (northern Huangpu District) and the American settlement to the north (southern Hongkou District) joined in order to form the Shanghai International Settlement. The French opted out of the Shanghai Municipal Council and maintained its own concession to the south and southwest.
+The First Sino-Japanese War concluded with the 1895 Treaty of Shimonoseki, which elevated Japan to become another foreign power in Shanghai. Japan built the first factories in Shanghai, which was soon copied by other foreign powers. All this international activity gave Shanghai the nickname "the Great Athens of China." In 1914, the Old City walls were dismantled because they blocked the city's expansion. In July 1921, the Chinese Communist Party was founded in the French Concession. On 30 May 1925, the May Thirtieth Movement broke out when a worker in a Japanese-owned cotton mill was shot and killed by a Japanese foreman. Workers in the city then launched general strikes against imperialism, which became nationwide protests that gave rise to Chinese nationalism.The golden age of Shanghai began with its elevation to municipality after it was separated from Jiangsu on 7 July 1927. This new Chinese municipality covered an area of 494.69 km2 (191.0 sq mi), including the modern-day districts of Baoshan, Yangpu, Zhabei, Nanshi, and Pudong, but excluded the foreign concessions territories. Headed by a Chinese mayor and municipal council, the new city government's first task—the Greater Shanghai Plan—was to create a new city center in Jiangwan town of Yangpu district, outside the boundaries of the foreign concessions. The plan included a public museum, library, sports stadium, and city hall, which were partially constructed before being interrupted by the Japanese invasion. In the 1920s, shidaiqu became a new form of entertainment and was popularised in Shanghai.The city flourished, becoming a primary commercial and financial hub of the Asia-Pacific region in the 1930s. During the ensuing decades, citizens of many countries and all continents came to Shanghai to live and work; those who stayed for long periods⁠⁠—some for generations⁠—called themselves "Shanghailanders." In the 1920s and 1930s, almost 20,000 White Russians fled the newly established Soviet Union to reside in Shanghai. These Shanghai Russians constituted the second-largest foreign community. By 1932, Shanghai had become the world's fifth largest city and home to 70,000 foreigners. In the 1930s, some 30,000 Jewish refugees from Europe arrived in the city.
+
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+=== Japanese invasion ===
+On 28 January 1932, Japanese forces invaded Shanghai while the Chinese resisted. More than 10,000 shops and hundreds of factories and public buildings were destroyed, leaving Zhabei district ruined. About 18,000 civilians were either killed, injured, or declared missing. A ceasefire was brokered on 5 May. In 1937, the Battle of Shanghai resulted in the occupation of the Chinese-administered parts of Shanghai outside of the International Settlement and the French Concession. People who stayed in the occupied city suffered on a daily basis, experiencing hunger, oppression, or death. The foreign concessions were ultimately occupied by the Japanese on 8 December 1941 and remained occupied until Japan's surrender in 1945; multiple war crimes were committed during that time.A side-effect of the Japanese invasion of Shanghai was the Shanghai Ghetto. Japanese consul to Kaunas, Lithuania, Chiune Sugihara issued thousands of visas to Jewish refugees who were escaping the Nazi's Final Solution to the Jewish Question. They traveled from Keidan, Lithuania across Russia by railroad to the Vladivostok from where they traveled by ship to Kobe, Japan. Their stay in Kobe was short as the Japanese government transferred them to Shanghai by November 1941. Other Jewish refugees found haven in Shanghai, not through Sugihara, but came on ships from Italy. The refugees from Europe were interned into a cramped ghetto in the Hongkou District, and after the Japanese attack on Pearl Harbor, even the Iraqi Jews who had been living in Shanghai from before the outbreak of WWII were interned. Among the refugees in the Shanghai Ghetto was the Mirrer Yeshiva, including its students and faculty. On 3 September 1945, the Chinese Army liberated the Ghetto and most of the Jews left over the next few years.On 27 May 1949, the People's Liberation Army took control of Shanghai through the Shanghai Campaign. Under the new People's Republic of China (PRC), Shanghai was one of only three municipalities not merged into neighboring provinces (the others being Beijing and Tianjin). Most foreign firms moved their offices from Shanghai to Hong Kong, as part of a foreign divestment due to the PRC's victory.
+
+
+=== Modernity ===
+After the war, Shanghai's economy was restored—from 1949 to 1952, the city's agricultural and industrial output increased by 51.5% and 94.2%, respectively. There were 20 urban districts and 10 suburbs at the time. On 17 January 1958, Jiading, Baoshan, and Shanghai County in Jiangsu became part of Shanghai Municipality, which expanded to 863 km2 (333.2 sq mi). The following December, the land area of Shanghai was further expanded to 5,910 km2 (2,281.9 sq mi) after more surrounding suburban areas in Jiangsu were added: Chongming, Jinshan, Qingpu, Fengxian, Chuansha, and Nanhui. In 1964, the city's administrative divisions were rearranged to 10 urban districts and 10 counties.As the industrial center of China with the most skilled industrial workers, Shanghai became a center for radical leftism during the 1950s and 1960s. The radical leftist Jiang Qing and her three allies, together the Gang of Four, were based in the city. During the Cultural Revolution (1966–1976), Shanghai's society was severely damaged. The majority of the workers in the Shanghai branch of the People's Bank of China were Red Guards and they formed a group called the Anti-Economy Liaison Headquarters within the branch.: 38  The Anti-Economy Liaison Headquarters dismantled economic organizations in Shanghai, investigated bank withdrawals, and disrupted regular bank service in the city.: 38 The Shanghai People's Commune was established in the city during the January Storm of 1967. Despite the disruptions of the Cultural Revolutions, Shanghai maintained economic production with a positive annual growth rate.During the Third Front campaign to develop basic industry and heavy industry in China's hinterlands in case of invasion by the Soviet Union or the United States, 354,900 Shanghainese were sent to work on Third Front projects.: xvi  The centerpiece of Shanghai's Small Third Front project was the "rear base" in Anhui rear base which served as "a multi-function manufacturing base for anti-aircraft and anti-tank weaponry.: xvi Since 1949, Shanghai has been a comparatively heavy contributor of tax revenue to the central government; in 1983, the city's contribution in tax revenue was greater than investment received in the past 33 years combined. Its importance to the fiscal well-being of the central government also denied it from economic liberalizations begun in 1978. 
+In 1990, Deng Xiaoping permitted Shanghai to initiate economic reforms, which reintroduced foreign capital to the city and developed the Pudong district, resulting in the birth of Lujiazui. That year, the China's central government designated Shanghai as the "Dragon Head" of economic reform. As of 2020, Shanghai is classified as an Alpha+ city by the Globalization and World Cities Research Network, making it one of the world's Top 10 major cities.In early 2022, Shanghai experienced a large outbreak of COVID-19 cases. After localized lockdowns failed to stem the rise in cases, the Chinese government locked down the entire city on 5 April. This resulted in widespread food shortages across the city emerged as food-supply chains were severely disrupted by the government's lockdown measures, which was not lifted until 1 June.
+
+
+== Geography ==
+
+Shanghai is located on the Yangtze Estuary of China's east coast, with the Yangtze River to the north and Hangzhou Bay to the south, with the East China Sea to the east. The land is formed by the Yangtze's natural deposition and modern land reclamation projects. As such, it has sandy soil, and skyscrapers have to be built with deep concrete piles to avoid sinking into the soft ground. The provincial-level Municipality of Shanghai administers both the estuary and many of its surrounding islands. It borders the provinces of Zhejiang to the south and Jiangsu to the west and north. The municipality's northernmost point is on Chongming Island, which is the second-largest island in mainland China after its expansion during the 20th century. It does not administratively include an exclave of Jiangsu on northern Chongming or the two islands forming Shanghai's Yangshan Port, which are parts of Zhejiang's Shengsi County.
+Shanghai is located on an alluvial plain. As such, the vast majority of its 6,340.5 km2 (2,448.1 sq mi) land area is flat, with an average elevation of 4 m (13 ft). Tidal flat ecosystems exist around the estuary, however, they have long been reclaimed for agricultural purposes. The city's few hills, such as She Shan, lie to the southwest, and its highest point is the peak of Dajinshan Island (103 m or 338 ft) in Hangzhou Bay. Shanghai has many rivers, canals, streams, and lakes, and it is known for its rich water resources as part of the Lake Tai drainage basin.
+Downtown Shanghai is bisected by the Huangpu River, a man-made tributary of the Yangtze created by order of Lord Chunshen during the Warring States period. The historic center of the city was located on the west bank of the Huangpu (Puxi), near the mouth of Suzhou Creek, connecting it with Lake Tai and the Grand Canal. The central financial district, Lujiazui, has been established on the east bank of the Huangpu (Pudong). Along Shanghai's eastern shore, the destruction of local wetlands due to the construction of Pudong International Airport has been partially offset by the protection and expansion of a nearby shoal, Jiuduansha, as a nature preserve.
+
+
+=== Climate ===
+Shanghai has a humid subtropical climate (Köppen: Cfa), with an average annual temperature of 17.5 °C (63.5 °F) for downtown area and 16.2–17.2 °C (61.2–63.0 °F) for suburbs. The city experiences four distinct seasons. Winters are temperate to cold and damp—northwesterly winds from Siberia can cause nighttime temperatures to drop below freezing. Each year, there are an average of 4.7 days with snowfall and 1.6 days with snow cover. Summers are hot and humid, and occasional downpours or freak thunderstorms can be expected. On average, 14.5 days exceed 35 °C (95 °F) annually. In summer and the beginning of autumn, the city is susceptible to typhoons.The most pleasant seasons are generally spring, although changeable and often rainy, and autumn, which is usually sunny and dry. With monthly percent possible sunshine ranging from 31% in June to 50% in August, the city receives 1,754 hours of bright sunshine annually.（All the mean values mentioned in this paragraph are data observed in Baoshan District） Extremes since 1951 have ranged from −10.1 °C (14 °F) on 31 January 1977 (unofficial record of −12.1 °C (10 °F) was set on 19 January 1893) to 40.9 °C (106 °F) on 13 July 2022 at a weather station in Xujiahui.
+
+
+== Cityscape ==
+
+The Bund, located by the bank of the Huangpu River, is home to a row of early 20th-century architecture, ranging in style from the neoclassical HSBC Building to the Art Deco Sassoon House (now part of the Peace Hotel). Many areas in the former foreign concessions are also well-preserved, the most notable being the French Concession. Shanghai is also home to many architecturally distinctive and even eccentric buildings, including the Shanghai Museum, the Shanghai Grand Theatre, the Oriental Art Center, and the Oriental Pearl Tower. Despite rampant redevelopment, the Old City still retains some traditional architecture and designs, such as the Yu Garden, an elaborate Jiangnan style garden.As a result of its construction boom during the 1920s and 1930s, Shanghai has among the most Art Deco buildings in the world. One of the most famous architects working in Shanghai was László Hudec, a Hungarian-Slovak who lived in the city between 1918 and 1947. His most notable Art Deco buildings include the Park Hotel, the Grand Cinema, and the Paramount. Other prominent architects who contributed to the Art Deco style are Clement Palmer and Arthur Turner, who together designed the Peace Hotel, the Metropole Hotel, and the Broadway Mansions; and Austrian architect C.H. Gonda, who designed the Capitol Theatre. The Bund has been revitalized several times. The first was in 1986, with a new promenade by the Dutch architect Paulus Snoeren. The second was before the 2010 Expo, which includes restoration of the century-old Waibaidu Bridge and reconfiguration of traffic flow.
+One distinctive cultural element is the shikumen (石库门, "stone storage door") residence, typically two- or three-story gray brick houses with the front yard protected by a heavy wooden door in a stylistic stone arch. Each residence is connected and arranged in straight alleys, known as longtang (弄堂). The house is similar to western-style terrace houses or townhouses, but distinguished by the tall, heavy brick wall and archway in front of each house.The shikumen is a cultural blend of elements found in Western architecture with traditional Jiangnan Chinese architecture and social behavior. Like almost all traditional Chinese dwellings, it has a courtyard, which reduces outside noise. Vegetation can be grown in the courtyard, and it can also allow for sunlight and ventilation to the rooms.
+Some of Shanghai's buildings feature Soviet neoclassical architecture or Stalinist architecture, though the city has fewer such structures than Beijing. These buildings were mostly erected between the founding of the People's Republic in 1949 and the Sino-Soviet Split in the late 1960s. During this time period, large numbers of Soviet experts, including architects, poured into China to aid the country in the construction of a communist state. An example of Soviet neoclassical architecture in Shanghai is the modern-day Shanghai Exhibition Center.Shanghai—Lujiazui in particular—has numerous skyscrapers, making it the fifth city in the world with the most skyscrapers. Among the most prominent examples are the 421 m (1,381 ft) high Jin Mao Tower, the 492 m (1,614 ft) high Shanghai World Financial Center, and the 632 m (2,073 ft) high Shanghai Tower, which is the tallest building in China and the third tallest in the world. Completed in 2015, the tower takes the form of nine twisted sections stacked atop each other, totaling 128 floors. It is featured in its double-skin facade design, which eliminates the need for either layer to be opaqued for reflectivity as the double-layer structure has already reduced the heat absorption. The futuristic-looking Oriental Pearl Tower, at 468 m (1,535 ft), is located nearby at the northern tip of Lujiazui. Skyscrapers outside of Lujiazui include the White Magnolia Plaza in Hongkou, the Shimao International Plaza in Huangpu, and the Shanghai Wheelock Square in Jing'an.
+
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+== Politics ==
+
+
+=== Structure ===
+Like all governing institutions in mainland China, Shanghai has a parallel party-government system, in which the CCP Committee Secretary, officially termed the Chinese Communist Party Shanghai Municipal Committee Secretary, outranks the Mayor. The CCP committee acts as the top policy-formulation body, and is typically composed of 12 members (including the secretary), and has control over the Shanghai Municipal People's Government.Political power in Shanghai has frequently been a stepping stone to higher positions in the central government. Since Jiang Zemin became the General Secretary of the Chinese Communist Party in June 1989, all former Shanghai party secretaries but one were elevated to the Politburo Standing Committee, the de facto highest decision-making body in China, including Jiang himself (Party General Secretary), Zhu Rongji (Premier), Wu Bangguo (NPC Chairman), Huang Ju (Vice Premier), Xi Jinping (current General Secretary), Yu Zhengsheng (CPPCC Chairman), Han Zheng (Vice Premier and Vice President), and Li Qiang (Premier). Zeng Qinghong, a former deputy party secretary of Shanghai, also rose to the Politburo Standing Committee and became the Vice President and an influential power broker. Li Xi, another former deputy party secretary of Shanghai, has become the Politburo Standing Committee and Secretary of CCDI member in 2022. The only exception is Chen Liangyu, who was fired in 2006 and later convicted of corruption.Officials with ties to the Shanghai administration collectively form a powerful faction in the central government known as the Shanghai Clique, which has often been viewed to compete against the rival Youth League Faction over personnel appointments and policy decisions. However, Xi Jinping, successor to Hu Jintao as General Secretary and President, was largely an independent leader and took anti-corruption campaigns on both factions.
+
+
+=== Administrative divisions ===
+
+Shanghai is one of the four municipalities under the direct administration of the Central People's Government, and is divided into 16 county-level districts.
+
+Although every district has its own urban core, the city hall and major administrative units are located in Huangpu District, which also serves as a commercial area, including the famous Nanjing Road. Other major commercial areas include Xintiandi and Huaihai Road in Huangpu District, and Xujiahui in Xuhui District. Many universities in Shanghai are located in residential areas in Yangpu District and Putuo District.
+
+Seven of the districts govern Puxi (lit. "The West Bank," or "West of the River Pu"), the older part of urban Shanghai on the west bank of the Huangpu River. These seven districts are collectively referred to as Shanghai Proper (上海市区) or the core city (市中心), which comprise Huangpu, Xuhui, Changning, Jing'an, Putuo, Hongkou, and Yangpu.
+Pudong (lit. "The East Bank," or "East of the River Pu"), the newer part of urban and suburban Shanghai on the east bank of the Huangpu River, is governed by Pudong New Area (浦东新区).Seven of the districts govern suburbs, satellite towns, and rural areas farther away from the urban core: Baoshan, Minhang, Jiading, Jinshan, Songjiang, Qingpu, and Fengxian.Chongming District comprises the islands of Changxing and Hengsha and most—but not all—of Chongming Island.
+The former district of Nanhui was absorbed into Pudong District in 2009. In 2011, Luwan District merged with Huangpu District. As of 2015, these county-level divisions are further divided into the following 210 township-level divisions: 109 towns, 2 townships, and 99 subdistricts. Those are in turn divided into the following village-level divisions: 3,661 neighborhood committees and 1,704 village committees.There is a sizable Korean community of Shanghai and Japanese community of Shanghai largely in the Minhang District.
+
+
+== Economy ==
+
+Shanghai has been described as the "showpiece" of the booming economy of China. The city is a global center for finance and innovation, and a national center for commerce, trade, and transportation, with the world's busiest container port—the Port of Shanghai. As of 2018, the Greater Shanghai metropolitan area, which includes Suzhou, Wuxi, Nantong, Ningbo, Jiaxing, Zhoushan, and Huzhou, was estimated to produce a gross metropolitan product of nearly 9.1 trillion RMB ($1.33 trillion in nominal or $2.08 trillion in PPP), exceeding that of Mexico with GDP (nominal) of $1.22 trillion, the 15th largest in the world. As of 2020, the economy of Shanghai was estimated to be $1 trillion (PPP), ranking the most productive metro area of China and among the top ten largest metropolitan economies in the world. Shanghai's six largest industries—retail, finance, IT, real estate, machine manufacturing, and automotive manufacturing—comprise about half the city's GDP. As of 2022, Shanghai had a GDP of CN¥4.46 trillion ($663.87 billion in nominal) that makes up 3.69% of China's GDP, and a GDP per capita of CN¥179,907 (US$26,747 in nominal or US$44,576 in PPP) In 2022, the average annual disposable income of Shanghai's residents was CN¥79,610 (US$11,836) per capita, while the average annual salary of people employed in urban units in Shanghai was CN¥212,476 (US$31,589), making it one of the wealthiest cities in China, but also the most expensive city in mainland China to live in according to a 2023 study by the Economist Intelligence Unit. Since 2018, Shanghai has been hosting the China International Import Expo (CIIE) annually, the world's first import-themed national-level expo.
+In 2021, Shanghai was the most expensive city in the world. Shanghai was the 5th wealthiest city in the world, with a total wealth amounts to $1.8 trillion, and Shanghai was ranked fifth-highest in the number of billionaires by Forbes. Shanghai's nominal GDP was projected to reach US$1.3 trillion in 2035 (ranking first in China), making it one of the world's Top 5 major cities in terms of GRP according to a study by Oxford Economics. As of August 2022, Shanghai ranked 5th in the world and 2nd in China (after Beijing) by the largest number of the Fortune Global 500 companies in the world.
+Shanghai was the largest and most prosperous city in East Asia during the 1930s, and its rapid redevelopment began in the 1990s. In the last two decades, Shanghai has been one of the fastest-developing cities in the world; it has recorded double-digit GDP growth in almost every year between 1992 and 2008, before the 2007–2008 financial crisis.
+
+
+=== Finance ===
+Shanghai is a global financial center, ranking first in the whole of Asia & Oceania region and third globally (after New York and London) in the 28th edition of the Global Financial Centres Index, published in September 2020 by Z/Yen and China Development Institute. Shanghai is also a large hub of the Chinese and global technology industry and home to a large startup ecosystem. As of 2021, the city was ranked as the 2nd Fintech powerhouse in the world after New York City.As of 2019, the Shanghai Stock Exchange had a market capitalization of US$4.02 trillion, making it the largest stock exchange in China and the fourth-largest stock exchange in the world. In 2009, the trading volume of six key commodities—including rubber, copper, and zinc—on the Shanghai Futures Exchange all ranked first globally. By the end of 2017, Shanghai had 1,491 financial institutions, of which 251 were foreign-invested.In September 2013 with the backing of Chinese Premier Li Keqiang, the city launched the Shanghai Free-Trade Zone—the first free-trade zone in mainland China. The zone introduced a number of pilot reforms designed to incentivize foreign investment. In April 2014, The Banker reported that Shanghai "has attracted the highest volumes of financial sector foreign direct investment in the Asia-Pacific region in the 12 months to the end of January 2014." In August 2014, fDi magazine named Shanghai the "Chinese Province of the Future 2014/15" due to "particularly impressive performances in the Business Friendliness and Connectivity categories, as well as placing second in the Economic Potential and Human Capital and Lifestyle categories."
+
+
+=== Manufacturing ===
+As one of the main industrial centers of China, Shanghai plays a key role in domestic manufacturing and heavy industry. Several industrial zones—including Shanghai Hongqiao Economic and Technological Development Zone, Jinqiao Export Economic Processing Zone, Minhang Economic and Technological Development Zone, and Shanghai Caohejing High-Tech Development Zone—are backbones of Shanghai's secondary sector. Shanghai is home to China's largest steelmaker Baosteel Group, China's largest shipbuilding base Hudong–Zhonghua Shipbuilding Group, and one of China's oldest shipbuilders, the Jiangnan Shipyard. Auto manufacturing is another important industry. The Shanghai-based SAIC Motor is one of the three largest automotive corporations in China, and has strategic partnerships with Volkswagen and General Motors.
+
+
+=== Tourism ===
+
+Tourism is a major industry of Shanghai. In 2017, the number of domestic tourists increased by 7.5% to 318 million, while the number of overseas tourists increased by 2.2% to 8.73 million. In 2017, Shanghai was the highest earning tourist city in the world. As of 2022, Shanghai had 61 five-star hotels, 55 four star hotels, 1,885 travel agencies, 134 rated tourist attractions, and 34 red tourist attractions.The conference and meeting sector is also growing. According to the International Congress and Convention Association, Shanghai hosted 82 international meetings in 2018, a 34% increase from 61 in 2017.
+
+
+=== Free-trade zone ===
+
+Shanghai is home to China (Shanghai) Pilot Free-Trade Zone, the first free-trade zone in mainland China. As of October 2019, it is also the second largest free-trade zone in mainland China in terms of land area (behind Hainan Free Trade Zone, which covers the whole Hainan province) by covering an area of 240.22 km2 (92.75 sq mi) and integrating four existing bonded zones—Waigaoqiao Free Trade Zone, Waigaoqiao Free Trade Logistics Park, Yangshan Free Trade Port Area, and Pudong Airport Comprehensive Free Trade Zone. The industrial chain of port logistics has shaped the future development direction of the free-trade zone in Shanghai. Currently, two port chain centers have been approved for construction in Waigaoqiao and Yangshan. Several preferential policies have been implemented to attract foreign investment in various industries to the zone. Because the zone is not technically considered Chinese territory for tax purposes, commodities entering the zone are exempt from duty and customs clearance.
+
+
+== Demographics ==
+
+As of 2022, Shanghai had a total population of 24,758,900, including 14,693,630 (59.3%) hukou holders (registered locally). As of 2022, 89.3% of Shanghai's population live in urban areas, and 10.7% live in rural areas. Based on the population of its total administrative area, Shanghai is the second largest of the four municipalities of China, behind Chongqing, but is generally considered the largest Chinese city because the urban population of Chongqing is much smaller. According to the OECD, Shanghai's metropolitan area has an estimated population of 34 million.According to the Shanghai Municipal Statistics Bureau, about 157,900 residents in Shanghai are foreigners, including 28,900 Japanese, 21,900 Americans and 20,800 Koreans. The actual number of foreign citizens in the city is probably much higher. Shanghai is also a domestic immigration city—40.3% (9.8 million) of the city's residents are from other regions of China.Shanghai has a life expectancy of 83.18 years for the city's registered population, the highest life expectancy of all cities in mainland China. This has also caused the city to experience population aging—in 2021, 17.4% (4.3 million) of the city's registered population was aged 65 or above. In 2017, the Chinese government implemented population controls for Shanghai, resulting in a population decline of 10,000 people by the end of the year.
+
+
+=== Religion ===
+
+Due to its cosmopolitan history, Shanghai has a blend of religious heritage; religious buildings and institutions are scattered around the city. According to a 2012 survey, only 13.1% of the city's population belongs to organized religions, including Buddhists with 10.4%, Protestants with 1.9%, Catholics with 0.7%, and other faiths with 0.1% while the remaining 86.9% of the population could be either atheists or involved in worship of nature deities and ancestors or folk religious sects.
+
+Buddhism, in its Chinese varieties, has had a presence in Shanghai since the Three Kingdoms period, during which the Longhua Temple—the largest temple in Shanghai—and the Jing'an Temple were founded. Another significant temple is the Jade Buddha Temple, which was named after a large statue of Buddha carved out of jade in the temple. As of 2014, Buddhism in Shanghai had 114 temples, 1,182 clergical staff, and 453,300 registered followers. The religion also has its own college, the Shanghai Buddhist College, and its own press, Shanghai Buddhological Press.
+Catholicism was brought into Shanghai in 1608 by Italian missionary Lazzaro Cattaneo. The Apostolic Vicariate of Shanghai was erected in 1933, and was further elevated to the Diocese of Shanghai in 1946. Notable Catholic sites include the St. Ignatius Cathedral in Xujiahui—the largest Catholic church in the city, the St. Francis Xavier Church, and the She Shan Basilica. Other forms of Christianity in Shanghai include Eastern Orthodox minorities and, since 1996, registered Christian Protestant churches. The Protestant All Saints Church in Huangpu was built in 1925 and features a Neo-Romanesque tower.
+Although currently making up a fraction of the religious population in Shanghai, Jewish people have played an influential role in the city's history. After the Treaty of Nanking ended the First Opium War in 1842, the city was opened up to western populations and merchants traveled to Shanghai for its rich business potential, including many prominent Jewish families. The Sassoons amassed great wealth in the opium and textile trades, cementing their status by funding many of the buildings that have become iconic in Shanghai's skyline, such as the Cathay Hotel in 1929. The Hardoons were another prominent Baghdadi Jewish family that used their business success to define Shanghai in the 20th century. The head of the family, Silas Hardoon, one of the richest people in the world during the 1800s, financed Nanjing Road, which then housed departmental stores in the International Settlement, that is now one of the busiest shopping centers in the world.During World War II, thousands of Jews emigrated to Shanghai in an effort to flee Nazi Germany. They lived in a designated area called the Shanghai Ghetto and formed a community centered on the Ohel Moishe Synagogue, which is now the Shanghai Jewish Refugees Museum. In 1939, Horace Kadoorie, the head of the powerful philanthropic Sephardic Jewish family in Shanghai, founded the Shanghai Jewish Youth Association to support Jewish refugees through English education so they would be prepared to emigrate from Shanghai when the time came.Islam came into Shanghai during the Yuan dynasty. The city's first mosque, Songjiang Mosque, was built during the Zhizheng (至正) era under Emperor Huizong (reigned 1333 – 1368). Shanghai's Muslim population increased in the 19th and early 20th centuries (when the city was a treaty port), during which time many mosques—including the Xiaotaoyuan Mosque, the Huxi Mosque, and the Pudong Mosque—were built. The Shanghai Islamic Association is located in the Xiaotaoyuan Mosque in Huangpu.Shanghai has several folk religious temples, including the City God Temple at the heart of the Old City, the Dajing Ge Pavilion dedicated to the Three Kingdoms general Guan Yu, the Confucian Temple of Shanghai, and a major Taoist center Shanghai White Cloud Temple where the Shanghai Taoist Association locates.
+
+
+=== Language ===
+
+The vernacular language spoken in the city is Shanghainese, part of the Taihu Wu subgroup of the Wu Chinese language family. This is different from the national language, Mandarin, which is mutually unintelligible with Wu Chinese. Modern Shanghainese derives from the indigenous Wu spoken in the former Songjiang prefecture but has been influenced by other dialects of Taihu Wu, most notably Suzhounese, and NingbonesePrior to its expansion, the language spoken in Shanghai was not as prominent as those spoken around Jiaxing and later Suzhou, and was known as "the local tongue" (本地閑話), a name which is now used in suburbs only. In the late 19th century, downtown Shanghainese (市區閑話 or simply 上海閑話) appeared, undergoing rapid changes and quickly replacing Suzhounese as the prestige dialect of the Yangtze River Delta region. At the time, most of the immigration into the city came from the two adjacent provinces, Jiangsu and Zhejiang, the local dialects of which had the greatest influence on Shanghainese. After 1949, Putonghua (Standard Mandarin) has also had a great impact on Shanghainese as a result of being rigorously promoted by the government. Since the 1990s, many migrants outside of the Wu-speaking region have come to Shanghai for education and jobs. They often cannot speak the local language and therefore use Putonghua (Mandarin) as a lingua franca. Because Putonghua and English were more favored, Shanghainese began to decline, and fluency among young speakers weakened. In recent years, there have been movements within the city to promote the local language and protect it from fading out.
+
+
+== Education and research ==
+
+Shanghai is an international center of research and development and as of 2022, it was ranked third globally and second in the whole Asia & Oceania region (after Beijing) by scientific research outputs, as tracked by the Nature Index. It is also a major center of higher education in China. As of 2023, Shanghai had 68 universities and colleges, ranking first in East China region as a city with most higher education institutions.Shanghai has many highly ranked educational institutions, with 15 universities listed in 147 Double First-Class Universities ranking second nationwide among all cities in China (after Beijing). A number of China's most prestigious universities appearing in the global university rankings are based in Shanghai, including Fudan University, Shanghai Jiao Tong University, Tongji University, East China Normal University, Shanghai University, East China University of Science and Technology, Donghua University, Shanghai University of Finance and Economics, ShanghaiTech University, Shanghai International Studies University, University of Shanghai for Science and Technology, Shanghai University of Electric Power, Shanghai Normal University, Shanghai Maritime University, Second Military Medical University, Shanghai University of Traditional Chinese Medicine, Shanghai Ocean University, Shanghai University of Engineering Science, Shanghai Institute of Technology, Shanghai Conservatory of Music, and Shanghai University of Sport. Some of these universities were selected as "985 universities" or "211 universities" since the 90s by the Chinese government in order to build world-class universities.
+Shanghai is a seat of two members (Fudan University and Shanghai Jiao Tong University) of the C9 League, an alliance of elite Chinese universities offering comprehensive and leading education, and these two universities are ranked consistently in the Asia top 10,  and in the global top 100 research comprehensive universities according to the most influential university rankings in the world such as QS Rankings, Shanghai Rankings, Times Higher Education Rankings and U.S. News & World Report Best Global Universities Ranking. Fudan University established a joint EMBA program with Washington University in St. Louis in 2002 which has since consistently been ranked as one of the best in the world.The other two members of the "Project 985," Tongji University and East China Normal University, are also based in Shanghai and internationally; they are regarded as one of the most reputable Chinese universities by the Times Higher Education World Reputation Rankings where they ranked 150–175th globally. The city is also home to the Shanghai University of Sport, which consistently ranks the best in China among universities specialized in sports. As of 2023, Shanghai University of Sport ranks #1 in Asia and #36 globally according to the "Global Ranking of Sport Science Schools and Departments 2023" released by Shanghai Ranking.The city has many Chinese–foreign joint education institutes, such as the Shanghai University–University of Technology Sydney Business School since 1994, the University of Michigan–Shanghai Jiao Tong University Joint Institute since 2006, and New York University Shanghai—the first China–U.S. joint venture university—since 2012. In 2013, the Shanghai Municipality and the Chinese Academy of Sciences founded the ShanghaiTech University in the Zhangjiang Hi-Tech Park in Pudong. Shanghai is also home to the cadre school China Executive Leadership Academy in Pudong and the China Europe International Business School. The city government's education agency is the Shanghai Municipal Education Commission.
+The city is also a seat of the Shanghai Academy of Social Sciences, China's oldest think tank for the humanities and social sciences. It is the largest one outside the capital of Beijing after the Chinese Academy of Social Sciences (CASS).By the end of 2019, the city also had 929 secondary schools, 698 primary schools, and 31 special schools. In Shanghai, the nine years of compulsory education—including five years of primary education and four years of junior secondary education—are free, with a gross enrollment ratio of over 99.9%. The city's compulsory education system is among the best in the world: in 2009 and 2012, 15-year-old students from Shanghai ranked first in every subject (math, reading, and science) in the Program for International Student Assessment, a worldwide study of academic performance conducted by the OECD. The consecutive three-year senior secondary education is priced and uses the Senior High School Entrance Examination (Zhongkao) as a selection process, with a gross enrollment ratio of 98%. Among all senior high schools, the four with the best teaching quality—Shanghai High School, No. 2 High School Attached to East China Normal University, High School Affiliated to Fudan University, and High School Affiliated to Shanghai Jiao Tong University—are termed "The Four Schools" (“四校”) of Shanghai. As of October 2019, the city's National College Entrance Examination (Gaokao) is structured under the "3+3" system, in which all general senior high school students study three compulsory subjects (Chinese, English, and math) and three subjects chosen from six options (physics, chemistry, biology, history, geography, and politics).
+
+
+== Transport ==
+
+
+=== Public ===
+Shanghai has an extensive public transportation system comprising metros, buses, ferries, and taxis, all of which can be accessed using a Shanghai Public Transport Card.Shanghai's rapid transit system, the Shanghai Metro, incorporates both subway and light metro lines and extends to every core urban district as well as neighboring suburban districts. As of 2021, there are 19 metro lines (excluding the Shanghai maglev train and Jinshan railway), 515 stations, and 803 km (499 mi) of lines in operation, making it the longest network in the world. On 8 March 2019, it set the city's daily metro ridership record with 13.3 million. The average fare ranges from CN¥3 (US$0.48) to CN¥9 (US$1.28), depending on the travel distance.
+Opened in 2004, the Shanghai maglev train is the first and the fastest commercial high-speed maglev in the world, with a maximum operation speed of 430 km/h (267 mph). The train can complete the 30-kilometer (19 mi) journey between Longyang Road station and Pudong International Airport in 7 minutes 20 seconds, comparing to 32 minutes by Metro Line 2 and 30 minutes by car. A one-way ticket costs CN¥50 (US$8), or CN¥40 (US$6.40) for those with airline tickets or public transportation cards. A round-trip ticket costs CN¥80 (US$12.80), and VIP tickets cost double the standard fare.With the first tram line been in service in 1908, trams were once popular in Shanghai in the early 20th century. By 1925, there were 328 tramcars and 14 routes operated by Chinese, French, and British companies collaboratively, all of which were nationalized after the PRC's victory in 1949. Since the 1960s, many tram lines were either dismantled or replaced by trolleybus or motorbus lines; the last tram line was demolished in 1975. Shanghai reintroduced trams in 2010, as a modern rubber-tire Translohr system in Zhangjiang area of East Shanghai as Zhangjiang Tram. In 2018, the steel wheeled Songjiang Tram started operating in Songjiang District. Additional tram lines are under planning in Hongqiao Subdistrict and Jiading District as of 2019.
+Shanghai also has the world's most extensive bus network, including the world's oldest continuously operating trolleybus system, with 1,575 lines covering a total length of 8,997 km (5,590 mi) by 2019. The system is operated by multiple companies. Bus fares generally cost CN¥2 (US$0.32). Shanghai also has three bus rapid transit systems, namely the Yan'an Road Medium Capacity Bus Transit System, Fengpu Express and Nantuan Express.
+As of 2019, a total of 40,000 taxis were in operation in Shanghai. The base fare for taxis is CN¥14 (US$2.24), which covers the first 3 km (2 mi) and includes a CN¥1 (US$0.14) fuel surcharge. The base fare is CN¥18 (US$2.55) between 11:00 pm and 5:00 am. Each additional kilometer costs CN¥2.7 (US$0.45), or CN¥4.05 (US$0.67) between 11:00 pm and 5:00 am. Taxicabs and DiDi play major roles in urban transportation and DiDi is often cheaper than taxis.As of January 2021, Shanghai Metro has 459 stations and 772 km. The scale of operation is the first in the world. in 2017, the average daily passenger traffic of the Shanghai metro was 9.693 million, and the total passenger traffic reached 3.538 billion. It is one of the busiest metro cities in the world. The metro lines cover the central city densely and connect most districts and counties.
+
+
+=== Roads and expressways ===
+
+Shanghai is a major hub of China's expressway network. Many national expressways (prefixed with the letter G) pass through or end in Shanghai, including Jinghu Expressway (overlaps with Hurong Expressway), Shenhai Expressway, Hushaan Expressway, Huyu Expressway, Hukun Expressway (overlaps with Hangzhou Bay Ring Expressway), and Shanghai Ring Expressway. There are also numerous municipal expressways prefixed with the letter S. As of 2019, Shanghai has a total of 12 bridges and 14 tunnels crossing the Huangpu River. The Shanghai Yangtze River Bridge is the city's only bridge–tunnel complex across Yangtze River.
+The expressway network within the city center consists of North–South Elevated Road, Yan'an Elevated Road, and Inner Ring Road. Other ring roads in Shanghai include Middle Ring Road, Outer Ring Expressway, and Shanghai Ring Expressway.
+
+Bicycle lanes are common in Shanghai, separating non-motorized traffic from car traffic on most surface streets. However, on some main roads, including all expressways, bicycles and motorcycles are banned. In recent years, cycling has seen a resurgence in popularity due to the emergence of a large number of dockless app-based bicycle-sharing systems, such as Mobike, Bluegogo, and ofo. As of December 2018, bicycle-sharing systems had an average of 1.15 million daily riders within the city.Private car ownership in Shanghai is rapidly increasing: in 2019, there were 3.40 million private cars in the city, a 12.5% increase from 2018. New private cars cannot be driven without a license plate, which are sold in monthly license plate auctions. Around 9,500 license plates are auctioned each month, and the average price is about CN¥89,600 (US$12,739) in 2019. According to the city's vehicle regulations introduced in June 2016, only locally registered residents and those who have paid social insurance or individual income taxes for over three years are eligible to be in the auction. The purpose of this policy is to limit the growth of automobile traffic and alleviate congestion.License plates for fully electric cars or plug-in hybrid vehicles are free.: 168 
+
+
+=== Railways ===
+Shanghai has four major railway stations: Shanghai railway station, Shanghai South railway station, Shanghai West railway station, and Shanghai Hongqiao railway station. All are connected to the metro network and serve as hubs in the railway network of China. And now Shanghai has around twenty railway lines running under this city, which largely facilitate people's life in Shanghai.
+Built in 1876, the Woosung railway was the first railway in Shanghai and the first railway in operation in China By 1909, Shanghai–Nanjing railway and Shanghai–Hangzhou railway were in service. As of October 2019, the two railways have been integrated into two main railways in China: Beijing–Shanghai railway and Shanghai–Kunming railway, respectively.Shanghai has four high-speed railways (HSRs): Beijing–Shanghai HSR (overlaps with Shanghai–Wuhan–Chengdu passenger railway), Shanghai–Nanjing intercity railway, Shanghai–Kunming HSR, and Shanghai–Nantong railway. One HSR is under construction: Shanghai–Suzhou–Huzhou HSR.Shanghai also has four commuter railways: Pudong railway (passenger service is currently suspended) and Jinshan railway operated by China Railway, and Line 16 and Line 17 operated by Shanghai Metro. As of January 2022, four additional lines—Chongming line, Jiamin line, Airport link line and Lianggang Express line—are under construction.
+
+
+=== Air and sea ===
+
+Shanghai is one of the largest air transportation hubs in Asia. The city has two commercial airports: Shanghai Pudong International Airport and Shanghai Hongqiao International Airport. Pudong International Airport is the primary international airport, while Hongqiao International Airport mainly operates domestic flights with limited short-haul international flights. In 2018, Pudong International Airport served 74.0 million passengers and handled 3.8 million tons of cargo, making it the ninth-busiest airport by passenger volume and third-busiest airport by cargo volume. The same year, Hongqiao International Airport served 43.6 million passengers, making it the 19th-busiest airport by passenger volume.Since its opening, the Port of Shanghai has rapidly grown to become the largest port in China. Yangshan Port was built in 2005 because the river was unsuitable for docking large container ships. The port is connected with the mainland through the 32-kilometer (20 mi) long Donghai Bridge. Although the port is run by the Shanghai International Port Group under the government of Shanghai, it administratively belongs to Shengsi County, Zhejiang.Overtaking the Port of Singapore in 2010, the Port of Shanghai has become world's busiest container port with an annual TEU transportation of 42 million in 2018. Besides cargo, the Port of Shanghai handled 259 cruises and 1.89 million passengers in 2019.Shanghai is part of the 21st Century Maritime Silk Road that runs from the Chinese coast to the south via the southern tip of India to Mombasa, from there to the Mediterranean, there to the Upper Adriatic region to the northern Italian hub of Trieste with its rail connections to Central and the Eastern Europe.
+
+
+== Culture ==
+
+The culture of Shanghai was formed by a combination of the nearby Wuyue culture and the "East Meets West" Haipai culture. Wuyue culture's influence is manifested in Shanghainese language—which comprises dialectal elements from nearby Jiaxing, Suzhou, and Ningbo—and Shanghai cuisine, which was influenced by Jiangsu cuisine and Zhejiang cuisine. Haipai culture emerged after Shanghai became a prosperous port in the early 20th century, with numerous foreigners from Europe, America, Japan, and India moving into the city. The culture fuses elements of Western cultures with the local Wuyue culture, and its influence extends to the city's literature, fashion, architecture, music, and cuisine. The term Haipai—originally referring to a painting school in Shanghai—was coined by a group of Beijing writers in 1920 to criticize some Shanghai scholars for admiring capitalism and Western culture. In the early 21st century, Shanghai has been recognized as a new influence and inspiration for cyberpunk culture.
+
+
+=== Museums ===
+
+Cultural curation in Shanghai has seen significant growth since 2013, with several new museums having been opened in the city. This is in part due to the city's 2018 development plans, which aim to make Shanghai "an excellent global city." As such, Shanghai has several museums of regional and national importance. The Shanghai Museum has one of the largest collections of Chinese artifacts in the world, including a large collection of ancient Chinese bronzes and ceramics. The China Art Museum, located in the former China pavilion at Expo 2010, is one of the largest museums in Asia and displays an animated replica of the 12th century painting Along the River During the Qingming Festival. The Shanghai Natural History Museum and the Shanghai Science and Technology Museum are notable natural history and science museums. In addition, there are numerous smaller, specialist museums housed in important archeological and historical sites, such as the Songze Museum, the Site of the First National Congress of the Chinese Communist Party, the site of the former Provisional Government of the Republic of Korea, the Shanghai Jewish Refugees Museum, and the Shanghai Post Office Museum (located in the General Post Office Building).
+
+
+=== Cuisine ===
+
+Benbang cuisine (本帮菜) is cooking style that originated in the 1600s, with influences from surrounding provinces. It emphasizes the use of condiments while retaining the original flavors of the raw ingredients. Sugar is an important ingredient in Benbang cuisine, especially when used in combination with soy sauce. Signature dishes of Benbang cuisine include Xiaolongbao, Red braised pork belly, and Shanghai hairy crab. Haipai cuisine, on the other hand, is a Western-influenced cooking style that originated in Shanghai. It absorbed elements from French, British, Russian, German, and Italian cuisines and adapted them to suit the local taste according to the features of local ingredients. Famous dishes of Haipai cuisine include Shanghai-style borscht (罗宋汤, "Russian soup"), crispy pork cutlets, and Shanghai salad derived from Olivier salad. Both Benbang and Haipai cuisine make use of a variety of seafood, including freshwater fish, shrimps, and crabs.
+
+
+=== Arts ===
+
+The Songjiang School (淞江派), containing the Huating School (华亭派) founded by Gu Zhengyi, was a small painting school in Shanghai during the Ming and Qing Dynasties. It was represented by Dong Qichang. The school was considered an expansion of the Wu School in Suzhou, the cultural center of the Jiangnan region at the time. In the mid 19th century, the Shanghai School movement commenced, focusing less on the symbolism emphasized by the Literati style but more on the visual content of painting through the use of bright colors. Secular objects like flowers and birds were often selected as themes. Western art was introduced to Shanghai in 1847 by Spanish missionary Joannes Ferrer (范廷佐), and the city's first Western atelier was established in 1864 inside the Tushanwan orphanage. During the Republic of China, many famous artists including Zhang Daqian, Liu Haisu, Xu Beihong, Feng Zikai, and Yan Wenliang settled in Shanghai, allowing it to gradually become the art center of China. Various art forms—including photography, wood carving, sculpture, comics (Manhua), and Lianhuanhua—thrived. Sanmao was created to dramatize the chaos created by the Second Sino-Japanese War. Today, the most comprehensive art and cultural facility in Shanghai is the China Art Museum. In addition, the Chinese Painting Academy features traditional Chinese painting, while the Power Station of Art displays contemporary art. The city also has many art galleries, many of which are located in the M50 Art District and Tianzifang. First held in 1996, the Shanghai Biennale has become an important place for Chinese and foreign arts to interact.Traditional Chinese opera (Xiqu) became a popular source of public entertainment in the late 19th century. In the early 20th century, monologue and burlesque in Shanghainese appeared, absorbing elements from traditional dramas. The Great World opened in 1912 and was a significant stage at the time. In the 1920s, Pingtan expanded from Suzhou to Shanghai. Pingtan art developed rapidly to 103 programs every day by the 1930s because of the abundant commercial radio stations in the city. Around the same time, a Shanghai-style Beijing Opera was formed. Led by Zhou Xinfang and Gai Jiaotian, it attracted many Xiqu masters, like Mei Lanfang, to the city. A small troupe from Shengxian (now Shengzhou) also began to promote Yue opera on the Shanghainese stage. A unique style of opera, Shanghai opera, was formed when local folksongs were fused with modern operas. As of 2012, prominent troupes in Shanghai include Shanghai Jingju Theatre Company, Shanghai Kunqu Opera Troupe, Shanghai Yue Opera House, and Shanghai Huju Opera House.Drama appeared in missionary schools in Shanghai in the late 19th century. At the time, it was mainly performed in English. Scandals in Officialdom (官场丑史), staged in 1899, was one of the earliest-recorded plays. In 1907, Uncle Tom's Cabin; or, Life Among the Lowly (黑奴吁天录) was performed at the Lyceum Theatre. After the New Culture Movement, drama became a popular way for students and intellectuals to express their views. The city has several major institutes of theater training, including the Shanghai Conservatory of Music, the Shanghai Dramatic Arts Centre, the Shanghai Opera House, and the Shanghai Theatre Academy. Notable theaters in Shanghai include the Shanghai Grand Theatre, the Oriental Art Center, and the People's Theatre.
+
+Shanghai is considered to be the birthplace of Chinese cinema. China's first short film, The Difficult Couple (1913), and the country's first fictional feature film, An Orphan Rescues His Grandfather (孤儿救祖记, 1923) were both produced in Shanghai. Shanghai's film industry grew during the early 1930s, generating stars such as Hu Die, Ruan Lingyu, Zhou Xuan, Jin Yan, and Zhao Dan. Another film star, Jiang Qing, went on to become Madame Mao Zedong. The exile of Shanghainese filmmakers and actors as a result of the Second Sino-Japanese War and the Communist revolution contributed enormously to the development of the Hong Kong film industry. The movie In the Mood for Love directed by Wong Kar-wai, a Shanghai native, depicts a slice of the displaced Shanghainese community in Hong Kong and the nostalgia for that era, featuring 1940s music by Zhou Xuan.Shanghai's cultural festivals include Shanghai International Television Festival, Shanghai International Film Festival, Shanghai International Art Festival, Shanghai International Tourism Festival, Shanghai Spring International Music Festival, etc. Shanghai TV Festival is the earliest international TV festival founded in China. It was founded in 1986. The Shanghai International Film Festival was founded in 1993 and is one of the nine major international film festivals in the A category. The highest award is the "Golden Goblet Award"
+
+
+=== Fashion ===
+Since 2001, Shanghai has held its own fashion week called Shanghai Fashion Week twice every year in April and October. The main venue is in Fuxing Park, and the opening and closing ceremonies are held in the Shanghai Fashion Center. The April session is also part of the one-month Shanghai International Fashion Culture Festival. Shanghai Fashion Week is considered to be an event of national significance featuring both international and Chinese designers. The international presence has included many promising young British fashion designers. The event is hosted by the Shanghai Municipal Government and supported by the People's Republic Ministry of Commerce.
+
+
+== Sports ==
+Shanghai is home to several football teams, including two in the Chinese Super League: Shanghai Shenhua and Shanghai Port. China's top-tier basketball team, the Shanghai Sharks of the Chinese Basketball Association, developed Yao Ming before he entered the NBA. Shanghai's baseball team, the Shanghai Golden Eagles, plays in the China Baseball League.The Shanghai Cricket Club dates back to 1858 when the first recorded cricket match was played between a team of British Naval officers and a Shanghai 11. Following a 45-year dormancy after the founding of the PRC in 1949, the club was re-established in 1994 by expatriates living in the city and has since grown to over 300 members. The Shanghai cricket team played various international matches between 1866 and 1948. With cricket in the rest of China almost non-existent, for that period they were the de facto China national cricket team.
+Shanghai is home to many prominent Chinese professional athletes, such as basketball player Yao Ming, 110 metres hurdles Liu Xiang, table tennis player Wang Liqin, and badminton player Wang Yihan.
+Shanghai is the host of several international sports events. Since 2004, it has hosted the Chinese Grand Prix, a round of the Formula One World Championship. The race is staged annually at the Shanghai International Circuit. It hosted the 1000th Formula One race on 14 April 2019. In 2010, Shanghai became the host city of Deutsche Tourenwagen Masters, which raced in a street circuit in Pudong. In 2012, Shanghai began hosting 4 Hours of Shanghai as one round from the inaugural season of the FIA World Endurance Championship. The city also hosts the Shanghai Masters tennis tournament, which is part of ATP World Tour Masters 1000, as well as golf tournaments including the BMW Masters and WGC-HSBC Champions.On 21 September 2017, Shanghai hosted a National Hockey League (NHL) ice hockey exhibition game in an effort to increase fan interest for the 2017–18 NHL season.
+
+
+== Environment ==
+
+
+=== Parks and resorts ===
+Shanghai has an extensive public park system; by 2018, the city had 300 parks, of which 281 had free admission, and the per capita park area was 8.2 m2 (88 sq ft). Some of the parks also have become popular tourist attractions due to their unique location, history, or architecture.
+
+The People's Square park, located in the heart of downtown Shanghai, is especially well known for its proximity to other major landmarks in the city. Fuxing Park, located in the former French Concession, features formal French-style gardens and is surrounded by high-end bars and cafes.Zhongshan Park, in western central Shanghai, is famous for its monument of Chopin, the tallest statue dedicated to the composer in the world. Built in 1914 as Jessfield Park, it once contained the campus of St. John's University, Shanghai's first international college; today, the park features sakura and peony gardens and a 150-year-old platanus, and it also serves as an interchange hub in the metro system.One of Shanghai's newer parks is the Xujiahui Park, which was built in 1999, on the former grounds of the Great Chinese Rubber Works Factory and the EMI Recording Studio (now La Villa Rouge restaurant). The park has an artificial lake with a sky bridge running across the park. Shanghai Botanical Garden is located 12 km (7 mi) southwest of the city center and was established in 1978. In 2011, the largest botanical garden in Shanghai—Shanghai Chen Shan Botanical Garden—opened in Songjiang District.
+Other notable parks in Shanghai include Lu Xun Park, Century Park, Gucun Park, Gongqing Forest Park, and Jing'an Park.
+The Shanghai Disney Resort Project was approved by the government on 4 November 2009 and opened in 2016.
+The $4.4 billion theme park and resort in Pudong features a castle that is the biggest among Disney's resorts. More than 11 million people visited the resort in its first year of operation.
+
+
+=== Air pollution ===
+
+Air pollution in Shanghai is not as severe as in many other Chinese cities, but is still considered substantial by world standards. During the December 2013 Eastern China smog, air pollution rates reached between 23 and 31 times the international standard. On 6 December 2013, levels of PM2.5 particulate matter in Shanghai rose above 600 micrograms per cubic meter and in the surrounding area, above 700 micrograms per cubic meter. Levels of PM2.5 in Putuo District reached 726 micrograms per cubic meter. As a result, the Shanghai Municipal Education Commission received orders to suspend students' outdoor activities. Authorities pulled nearly one-third of government vehicles from the roads, while much construction work was halted. Most inbound flights were canceled, and more than 50 flights at Pudong International Airport were diverted.On 23 January 2014, Yang Xiong, the mayor of Shanghai, announced that three main measures would be taken to manage the air pollution in Shanghai, along with surrounding Anhui, Jiangsu, and Zhejiang provinces. The measures involved implementing the 2013 air-cleaning program, establishing a linkage mechanism with the three surrounding provinces, and improving the city's early-warning systems. On 12 February 2014, China's cabinet announced that a CN¥10 billion (US$1.7 billion) fund will be set up to help companies meet the new environmental standards. The effect of the policy was significant. From 2013 to 2018, more than 3,000 treatment facilities for industrial waste gases were installed, and the city's annual smoke, nitrogen oxide, and sulfur dioxide emission decreased by 65%, 54%, and 95%, respectively.
+
+
+=== Environmental protection ===
+Public awareness of the environment is growing, and the city is investing in a number of environmental protection projects. A 16-year rehabilitation of Suzhou Creek, which runs through the city, was finished in 2012, clearing the creek of barges and factories and removing 1.3 million cubic meters of sludge. Additionally, the government has moved almost all the factories within the city center to either the outskirts or other provinces, and provided incentives for transportation companies to invest in LPG buses and taxis.
+On 1 July 2019, Shanghai adopted a new garbage-classification system that sorts out waste into residual waste, kitchen waste, recyclable waste, and hazardous waste. The wastes are collected by separate vehicles and sent to incineration plants, landfills, recycling centers, and hazardous-waste-disposal facilities, respectively.
+
+
+== Media ==
+Media in Shanghai covers newspapers, publisher, broadcast, television, and Internet, with some media having influence over the country. In regard to foreign publications in Shanghai, Hartmut Walravens of the IFLA Newspapers Section said that when the Japanese controlled Shanghai in the 1940s "it was very difficult to publish good papers – one either had to concentrate on emigration problems, or cooperate like the Chronicle."As of March 2020, newspapers publishing in Shanghai include:
+
+Newspapers formerly published in Shanghai include:
+
+The city's main broadcaster is Shanghai Media Group.
+
+
+== International relations ==
+The city is the seat of the New Development Bank, a multilateral development bank established by the BRICS states. 
+
+
+=== Twin towns – sister cities ===
+
+Shanghai is twinned with:
+
+
+=== Consulates and consulates general ===
+As of September 2020, Shanghai hosts 71 consulates general and 5 consulates, excluding Hong Kong and Macao trade office.
+
+
+== See also ==
+List of economic and technological development zones in Shanghai
+List of administrative divisions of Shanghai
+List of fiction set in Shanghai
+List of films set in Shanghai
+List of people from Shanghai
+Shanghai Detention Center
+Shanghai International Football Tournament
+Shanghai Scientific and Technical Publishers
+Shuping Scholarship
+Urban planning in Shanghai
+
+
+== Notes ==
+
+
+== References ==
+
+
+== Further reading ==
+Danielson, Eric N. (2010). Discover Shanghai. Singapore: Marshall Cavendish.
+Danielson, Eric N. (2004). Shanghai and the Yangzi Delta. Singapore: Marshall Cavendish/Times Editions. ISBN 978-981-232-597-6.
+Elvin, Mark (1977). "Market Towns and Waterways: The County of Shang-hai from 1480 to 1910". In Skinner, G. William (ed.). The City in Late Imperial China. Stanford, Cal.: Stanford University Press. pp. 441–474. ISBN 978-0-8047-0892-0. OCLC 2883862.
+Erh, Deke; Johnston, Tess (2007). Shanghai Art Deco. Hong Kong: Old China Hand Press.
+Haarmann, Anke. Shanghai (Urban Public) Space (Berlin: Jovis, 2009). 192 pp. online review
+Horesh, Niv (2009). Shanghai's Bund and Beyond. New Haven: Yale University Press.
+Johnson, Linda Cooke (1995). Shanghai: From Market Town to Treaty Port. Stanford: Stanford University Press.
+Johnson, Linda Cooke (1993). Cities of Jiangnan in Late Imperial China. Albany, NY: State University of New York (SUNY). ISBN 978-0-7914-1424-8.
+Scheen, Lena (2015). Shanghai Literary Imaginings: A City in Transformation. Amsterdam: Amsterdam University Press. ISBN 978-90-8964-587-6.
+Scheen, Lena (2022). "History of Shanghai." Oxford Research Encyclopedia of Asian History 18 online
+Yan Jin. "Shanghai Studies: An evolving academic field" History Compass (October 2018) e12496 Historiography of recent scholarship. online
+
+
+== External links ==
+
+ Media related to Shanghai at Wikimedia Commons
+Official website (Archived 25 June 2008 at the Wayback Machine)
+ShanghaiEye – English news website of SMG
+Shanghai at Curlie
+WikiSatellite view of Shanghai at WikiMapia
+ Geographic data related to Shanghai at OpenStreetMap
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Shanghai/docstore.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Shanghai/docstore.json"
new file mode 100755
index 0000000..3fff719
--- /dev/null
+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Shanghai/docstore.json"	
@@ -0,0 +1 @@
+{"docstore/data": {"8083cd2a-02df-4286-a102-fc9d217a5dbb": {"__data__": {"id_": "8083cd2a-02df-4286-a102-fc9d217a5dbb", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "974c18c6-9a9a-4503-adaa-813cd080d79e", "node_type": "1", "metadata": {}, "hash": "ab6ce898477b7d4e02c0a7f2fd3401f458e2c3a5c9c59c9eafffcdcf8ad55a65", "class_name": "RelatedNodeInfo"}}, "text": "Shanghai is one of the four direct-administered municipalities of China. The city is located on the southern estuary of the Yangtze River, with the Huangpu River flowing through it. The population of the city proper is the third largest in the world, with 24.89 million inhabitants in 2021, while the urban area is the most populous in China, with 39.3 million residents. As of 2018, the Greater Shanghai metropolitan area was estimated to produce a gross metropolitan product (nominal) of nearly 9.1 trillion RMB ($1.33 trillion). Shanghai is one of the world's major centers for finance, business and economics, research, science and technology, manufacturing, transportation, tourism, and culture. The Port of Shanghai is the world's busiest container port.\r\nOriginally a fishing village and market town, Shanghai grew in importance in the 19th century due to both domestic and foreign trade and its favorable port location. The city was one of five treaty ports forced to open to European trade after the First Opium War which ceded Hong Kong to the United Kingdom, following the Second Battle of Chuenpi in 1841, more than 60 km (37 mi) east of the Portuguese colony of Macau that was also controlled by Portugal of the Luso-Chinese agreement of 1554. The Shanghai International Settlement and the French Concession were subsequently established. The city then flourished, becoming a primary commercial and financial hub of Asia in the 1930s. During the Second Sino-Japanese War, the city was the site of the major Battle of Shanghai. After the war, the Chinese Civil War soon resumed between the Kuomintang (KMT) and the Chinese Communist Party (CCP), with the latter eventually taking over the city and most of the mainland. From the 1950s to the 1970s, trade was mostly limited to other socialist countries in the Eastern Bloc, consequently causing the city's global influence to decline during the Cold War.\r\nMajor changes of fortune for the city would occur when economic reforms led by the country's paramount leader Deng Xiaoping during the 1980s resulted in an intense redevelopment and revitalization of the city by the 1990s, especially the Pudong New Area, aiding the return of finance and foreign investment. The city has since re-emerged as a hub for international trade and finance, and consequently,   Shanghai has become known as the \"New York of China\". It is the home of the Shanghai Stock Exchange, one of the largest stock exchanges in the world by market capitalization and the Shanghai Free-Trade Zone, the first free-trade zone in mainland China. Shanghai has been classified as an Alpha+ (global first-tier) city by the Globalization and World Cities Research Network. As of 2022, it is home to 12 companies of the Fortune Global 500 and is ranked 4th on the Global Financial Centres Index. The city is also a global major center for research and development and home to numerous Double First-Class Universities. The Shanghai Metro, first opened in 1993, is the largest metro network in the world by route length. In 2023, it ranks the 10th of the Global Innovation Hubs Index.Shanghai has been described as the \"showpiece\" of the economy of China. Featuring several architectural styles such as Art Deco and shikumen, the city is renowned for its Lujiazui skyline, museums and historic buildings including the City God Temple, Yu Garden, the China Pavilion and buildings along the Bund, which includes Oriental Pearl Tower. Shanghai is also known for its sugary cuisine, distinctive local language, and international flair. Shanghai ranks sixth in the list of cities with the most skyscrapers and it is one of the biggest economic hubs in the world.\r\n\r\n\r\n== Etymology ==\r\nThe two Chinese characters in the city's name are \u4e0a (sh\u00e0ng/zaon, \"upon\") and \u6d77 (h\u01cei/h\u00e9, \"sea\"), together meaning \"On the Sea.\" The earliest occurrence of this name dates from the 11th-century Song dynasty, when there was already a river confluence and a town with this name in the area. How the name should be understood has been disputed, but Chinese historians have concluded that during the Tang dynasty, the area of modern-day Shanghai was under sea level, so the land appeared to be literally \"on the sea.\"Shanghai is officially abbreviated \u6caa (H\u00f9/wu) in Chinese, a contraction of \u6caa\u6e0e (H\u00f9 D\u00fa/wu-doq, \"Harpoon Ditch\"), a 4th- or 5th-century Jin name for the mouth of Suzhou Creek when it was the main conduit into the ocean.", "start_char_idx": 0, "end_char_idx": 4428, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "974c18c6-9a9a-4503-adaa-813cd080d79e": {"__data__": {"id_": "974c18c6-9a9a-4503-adaa-813cd080d79e", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "8083cd2a-02df-4286-a102-fc9d217a5dbb", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e9e065aa4610f9c20e12975f3f218b8d08011f677d5e7477058126f68a2b5bcd", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "590a6cb5-293a-4e92-a8a1-afcc7a1d6333", "node_type": "1", "metadata": {}, "hash": "59890947571da33ac38d509cea2cb5014ec888db68360b5fb5c88f6a53071069", "class_name": "RelatedNodeInfo"}}, "text": "== Etymology ==\r\nThe two Chinese characters in the city's name are \u4e0a (sh\u00e0ng/zaon, \"upon\") and \u6d77 (h\u01cei/h\u00e9, \"sea\"), together meaning \"On the Sea.\" The earliest occurrence of this name dates from the 11th-century Song dynasty, when there was already a river confluence and a town with this name in the area. How the name should be understood has been disputed, but Chinese historians have concluded that during the Tang dynasty, the area of modern-day Shanghai was under sea level, so the land appeared to be literally \"on the sea.\"Shanghai is officially abbreviated \u6caa (H\u00f9/wu) in Chinese, a contraction of \u6caa\u6e0e (H\u00f9 D\u00fa/wu-doq, \"Harpoon Ditch\"), a 4th- or 5th-century Jin name for the mouth of Suzhou Creek when it was the main conduit into the ocean. This character appears on all motor vehicle license plates issued in the municipality today.\r\n\r\n\r\n=== Alternative names ===\r\n\u7533 (Sh\u0113n/s\u00e9n) or \u7533\u57ce (Sh\u0113nch\u00e9ng/s\u00e9n-zen, \"Shen City\") was an early name originating from Lord Chunshen, a 3rd-century BC nobleman and prime minister of the state of Chu, whose fief included modern Shanghai. Shanghai-based sports teams and newspapers often use Shen in their names, such as Shanghai Shenhua and Shen Bao.\r\n\u534e\u4ead (Hu\u00e1t\u00edng/gho-din) was another early name for Shanghai. In AD 751 during the mid-Tang dynasty, Huating County was established by Zhao Juzhen, the governor of Wu Commandery, at modern-day Songjiang, the first county-level administration within modern-day Shanghai. The first five-star hotel in the city was named after Huating.\u9b54\u90fd (M\u00f3d\u016b/m\u00f3-tu, \"Magical City\"), a contemporary nickname for Shanghai, is widely known among the youth. The name was first mentioned in Sh\u014dfu Muramatsu's 1924 novel Mato, which portrayed Shanghai as a dichotomic city where both light and darkness existed.The city has various nicknames in English, including \"Pearl of the Orient\" and \"Paris of the East.\" This is similar to Ho Chi Minh City (also known as Saigon), in Vietnam, which has also been nicknamed as \"Paris of the Orient,\" due to Vietnam's historical French status.\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Antiquity ===\r\nThe western part of modern-day Shanghai was inhabited 6,000 years ago. During the Spring and Autumn period (approximately 771 to 476 BC), it belonged to the Kingdom of Wu, which was conquered by the Kingdom of Yue, which in turn was conquered by the Kingdom of Chu. During the Warring States period (475 BC), Shanghai was part of the fief of Lord Chunshen of Chu, one of the Four Lords of the Warring States. He ordered the excavation of the Huangpu River. Its former or poetic name, the Chunshen River, gave Shanghai its nickname of \"Sh\u0113n.\" Fishermen living in the Shanghai area then created a fish tool called the h\u00f9, which lent its name to the outlet of Suzhou Creek north of the Old City and became a common nickname and abbreviation for the city.\r\n\r\n\r\n=== Imperial era ===\r\nDuring the Tang and Song dynasties, Qinglong Town (\u9752\u9f99\u9547) in modern Qingpu District was a major trading port. Established in 746 (the fifth year of the Tang Tianbao era), it developed into what was historically called a \"giant town of the Southeast,\" with thirteen temples and seven pagodas. Mi Fu, a scholar and artist of the Song dynasty, served as its mayor. The port experienced thriving trade with provinces along the Yangtze and the Chinese coast, as well as with foreign countries such as Japan and Silla. By the end of the Song dynasty, the center of trading had moved downstream of the Wusong River to Shanghai. It was upgraded in status from a village to a market town in 1074, and in 1172, a second sea wall was built to stabilize the ocean coastline, supplementing an earlier dike. From the Yuan dynasty in 1292 until Shanghai officially became a municipality in 1927, central Shanghai was administered as a county under Songjiang Prefecture, which had its seat in the present-day Songjiang District.\r\nTwo important events helped promote Shanghai's developments in the Ming dynasty. A city wall was built for the first time in 1554 to protect the town from raids by Japanese pirates. It measured 10 m (33 ft) high and 5 km (3 mi) in circumference.", "start_char_idx": 3685, "end_char_idx": 7806, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "590a6cb5-293a-4e92-a8a1-afcc7a1d6333": {"__data__": {"id_": "590a6cb5-293a-4e92-a8a1-afcc7a1d6333", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "974c18c6-9a9a-4503-adaa-813cd080d79e", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "d0f963177892417c4eb551ffd75a630fd395216726ab75e791f997c2b3e02081", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "459b8726-740b-4f4d-9aa0-0e7104271210", "node_type": "1", "metadata": {}, "hash": "27a21db4d2112042deae8237998df53e491fd737b5960dded55c06f41ec6d4ad", "class_name": "RelatedNodeInfo"}}, "text": "By the end of the Song dynasty, the center of trading had moved downstream of the Wusong River to Shanghai. It was upgraded in status from a village to a market town in 1074, and in 1172, a second sea wall was built to stabilize the ocean coastline, supplementing an earlier dike. From the Yuan dynasty in 1292 until Shanghai officially became a municipality in 1927, central Shanghai was administered as a county under Songjiang Prefecture, which had its seat in the present-day Songjiang District.\r\nTwo important events helped promote Shanghai's developments in the Ming dynasty. A city wall was built for the first time in 1554 to protect the town from raids by Japanese pirates. It measured 10 m (33 ft) high and 5 km (3 mi) in circumference. A City God Temple was built in 1602 during the Wanli reign. This honor was usually reserved for prefectural capitals and not normally given to a mere county seat such as Shanghai. Scholars have theorized that this likely reflected the town's economic importance, as opposed to its low political status.During the Qing dynasty, Shanghai became one of the most important seaports in the Yangtze Delta region as a result of two important central government policy changes: in 1684, the Kangxi Emperor reversed the Ming dynasty prohibition on oceangoing vessels\u2014a ban that had been in force since 1525; and in 1732, the Qianlong Emperor moved the customs office for Jiangsu province (\u6c5f\u6d77\u5173; see Customs House, Shanghai) from the prefectural capital of Songjiang to Shanghai, and gave Shanghai exclusive control over customs collections for Jiangsu's foreign trade. As a result of these two critical decisions, Shanghai became the major trade port for all of the lower Yangtze region by 1735, despite still being at the lowest administrative level in the political hierarchy.\r\n\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\r\n\r\n=== Rise and golden age ===\r\nIn the 19th century, international attention to Shanghai grew due to European recognition of its economic and trade potential at the Yangtze. During the First Opium War (1839\u20131842), British forces occupied the city. The war ended in 1842 with the Treaty of Nanking, which opened Shanghai as one of the five treaty ports for international trade. The Treaty of the Bogue, the Treaty of Wanghia, and the Treaty of Whampoa (signed in 1843, 1844, and 1844, respectively) forced Chinese concession to European and American desires for visitation and trade on Chinese soil. Britain, France, and the United States all established a presence outside the walled city of Shanghai, which remained under the direct administration of the Chinese.The Chinese-held Old City of Shanghai fell to rebels from the Small Swords Society in 1853, but control of the city was regained by the Qing government in February 1855. In 1854, the Shanghai Municipal Council was created to manage the foreign settlements. Between 1860 and 1862, the Taiping rebels twice attacked Shanghai and destroyed the city's eastern and southern suburbs, but failed to take the city. In 1863, the British settlement to the south of Suzhou Creek (northern Huangpu District) and the American settlement to the north (southern Hongkou District) joined in order to form the Shanghai International Settlement. The French opted out of the Shanghai Municipal Council and maintained its own concession to the south and southwest.\r\nThe First Sino-Japanese War concluded with the 1895 Treaty of Shimonoseki, which elevated Japan to become another foreign power in Shanghai. Japan built the first factories in Shanghai, which was soon copied by other foreign powers. All this international activity gave Shanghai the nickname \"the Great Athens of China.\" In 1914, the Old City walls were dismantled because they blocked the city's expansion. In July 1921, the Chinese Communist Party was founded in the French Concession. On 30 May 1925, the May Thirtieth Movement broke out when a worker in a Japanese-owned cotton mill was shot and killed by a Japanese foreman. Workers in the city then launched general strikes against imperialism, which became nationwide protests that gave rise to Chinese nationalism.The golden age of Shanghai began with its elevation to municipality after it was separated from Jiangsu on 7 July 1927. This new Chinese municipality covered an area of 494.69 km2 (191.0 sq mi), including the modern-day districts of Baoshan, Yangpu, Zhabei, Nanshi, and Pudong, but excluded the foreign concessions territories.", "start_char_idx": 7060, "end_char_idx": 11539, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "459b8726-740b-4f4d-9aa0-0e7104271210": {"__data__": {"id_": "459b8726-740b-4f4d-9aa0-0e7104271210", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "590a6cb5-293a-4e92-a8a1-afcc7a1d6333", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "aebd913d6e2d82c7178a40be3960e53c05bcb441fec00fbccbde91222232d2d9", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "81cc3a8c-6769-4193-a2c5-2fe8f6b0efe9", "node_type": "1", "metadata": {}, "hash": "2d9fab3aaa669ae070ec7e33eb57a519ea37514b7cc1b6b9bf4aaa5709daef4d", "class_name": "RelatedNodeInfo"}}, "text": "All this international activity gave Shanghai the nickname \"the Great Athens of China.\" In 1914, the Old City walls were dismantled because they blocked the city's expansion. In July 1921, the Chinese Communist Party was founded in the French Concession. On 30 May 1925, the May Thirtieth Movement broke out when a worker in a Japanese-owned cotton mill was shot and killed by a Japanese foreman. Workers in the city then launched general strikes against imperialism, which became nationwide protests that gave rise to Chinese nationalism.The golden age of Shanghai began with its elevation to municipality after it was separated from Jiangsu on 7 July 1927. This new Chinese municipality covered an area of 494.69 km2 (191.0 sq mi), including the modern-day districts of Baoshan, Yangpu, Zhabei, Nanshi, and Pudong, but excluded the foreign concessions territories. Headed by a Chinese mayor and municipal council, the new city government's first task\u2014the Greater Shanghai Plan\u2014was to create a new city center in Jiangwan town of Yangpu district, outside the boundaries of the foreign concessions. The plan included a public museum, library, sports stadium, and city hall, which were partially constructed before being interrupted by the Japanese invasion. In the 1920s, shidaiqu became a new form of entertainment and was popularised in Shanghai.The city flourished, becoming a primary commercial and financial hub of the Asia-Pacific region in the 1930s. During the ensuing decades, citizens of many countries and all continents came to Shanghai to live and work; those who stayed for long periods\u2060\u2060\u2014some for generations\u2060\u2014called themselves \"Shanghailanders.\" In the 1920s and 1930s, almost 20,000 White Russians fled the newly established Soviet Union to reside in Shanghai. These Shanghai Russians constituted the second-largest foreign community. By 1932, Shanghai had become the world's fifth largest city and home to 70,000 foreigners. In the 1930s, some 30,000 Jewish refugees from Europe arrived in the city.\r\n\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\r\n\r\n=== Japanese invasion ===\r\nOn 28 January 1932, Japanese forces invaded Shanghai while the Chinese resisted. More than 10,000 shops and hundreds of factories and public buildings were destroyed, leaving Zhabei district ruined. About 18,000 civilians were either killed, injured, or declared missing. A ceasefire was brokered on 5 May. In 1937, the Battle of Shanghai resulted in the occupation of the Chinese-administered parts of Shanghai outside of the International Settlement and the French Concession. People who stayed in the occupied city suffered on a daily basis, experiencing hunger, oppression, or death. The foreign concessions were ultimately occupied by the Japanese on 8 December 1941 and remained occupied until Japan's surrender in 1945; multiple war crimes were committed during that time.A side-effect of the Japanese invasion of Shanghai was the Shanghai Ghetto. Japanese consul to Kaunas, Lithuania, Chiune Sugihara issued thousands of visas to Jewish refugees who were escaping the Nazi's Final Solution to the Jewish Question. They traveled from Keidan, Lithuania across Russia by railroad to the Vladivostok from where they traveled by ship to Kobe, Japan. Their stay in Kobe was short as the Japanese government transferred them to Shanghai by November 1941. Other Jewish refugees found haven in Shanghai, not through Sugihara, but came on ships from Italy. The refugees from Europe were interned into a cramped ghetto in the Hongkou District, and after the Japanese attack on Pearl Harbor, even the Iraqi Jews who had been living in Shanghai from before the outbreak of WWII were interned. Among the refugees in the Shanghai Ghetto was the Mirrer Yeshiva, including its students and faculty. On 3 September 1945, the Chinese Army liberated the Ghetto and most of the Jews left over the next few years.On 27 May 1949, the People's Liberation Army took control of Shanghai through the Shanghai Campaign. Under the new People's Republic of China (PRC), Shanghai was one of only three municipalities not merged into neighboring provinces (the others being Beijing and Tianjin). Most foreign firms moved their offices from Shanghai to Hong Kong, as part of a foreign divestment due to the PRC's victory.\r\n\r\n\r\n=== Modernity ===\r\nAfter the war, Shanghai's economy was restored\u2014from 1949 to 1952, the city's agricultural and industrial output increased by 51.5% and 94.2%, respectively. There were 20 urban districts and 10 suburbs at the time.", "start_char_idx": 10673, "end_char_idx": 15281, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "81cc3a8c-6769-4193-a2c5-2fe8f6b0efe9": {"__data__": {"id_": "81cc3a8c-6769-4193-a2c5-2fe8f6b0efe9", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "459b8726-740b-4f4d-9aa0-0e7104271210", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cbf9fe6ea32a2a42567331b5ed65466465b1680f6a05f713ccbb807f7002b896", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "9e565cb9-4131-456a-94d5-b849c438bada", "node_type": "1", "metadata": {}, "hash": "303268ba67a13d362e106b946b5326521e8f435040792b8e6ea2459822274e2a", "class_name": "RelatedNodeInfo"}}, "text": "Among the refugees in the Shanghai Ghetto was the Mirrer Yeshiva, including its students and faculty. On 3 September 1945, the Chinese Army liberated the Ghetto and most of the Jews left over the next few years.On 27 May 1949, the People's Liberation Army took control of Shanghai through the Shanghai Campaign. Under the new People's Republic of China (PRC), Shanghai was one of only three municipalities not merged into neighboring provinces (the others being Beijing and Tianjin). Most foreign firms moved their offices from Shanghai to Hong Kong, as part of a foreign divestment due to the PRC's victory.\r\n\r\n\r\n=== Modernity ===\r\nAfter the war, Shanghai's economy was restored\u2014from 1949 to 1952, the city's agricultural and industrial output increased by 51.5% and 94.2%, respectively. There were 20 urban districts and 10 suburbs at the time. On 17 January 1958, Jiading, Baoshan, and Shanghai County in Jiangsu became part of Shanghai Municipality, which expanded to 863 km2 (333.2 sq mi). The following December, the land area of Shanghai was further expanded to 5,910 km2 (2,281.9 sq mi) after more surrounding suburban areas in Jiangsu were added: Chongming, Jinshan, Qingpu, Fengxian, Chuansha, and Nanhui. In 1964, the city's administrative divisions were rearranged to 10 urban districts and 10 counties.As the industrial center of China with the most skilled industrial workers, Shanghai became a center for radical leftism during the 1950s and 1960s. The radical leftist Jiang Qing and her three allies, together the Gang of Four, were based in the city. During the Cultural Revolution (1966\u20131976), Shanghai's society was severely damaged. The majority of the workers in the Shanghai branch of the People's Bank of China were Red Guards and they formed a group called the Anti-Economy Liaison Headquarters within the branch.:\u200a38\u200a The Anti-Economy Liaison Headquarters dismantled economic organizations in Shanghai, investigated bank withdrawals, and disrupted regular bank service in the city.:\u200a38\u200aThe Shanghai People's Commune was established in the city during the January Storm of 1967. Despite the disruptions of the Cultural Revolutions, Shanghai maintained economic production with a positive annual growth rate.During the Third Front campaign to develop basic industry and heavy industry in China's hinterlands in case of invasion by the Soviet Union or the United States, 354,900 Shanghainese were sent to work on Third Front projects.:\u200axvi\u200a The centerpiece of Shanghai's Small Third Front project was the \"rear base\" in Anhui rear base which served as \"a multi-function manufacturing base for anti-aircraft and anti-tank weaponry.:\u200axvi\u200aSince 1949, Shanghai has been a comparatively heavy contributor of tax revenue to the central government; in 1983, the city's contribution in tax revenue was greater than investment received in the past 33 years combined. Its importance to the fiscal well-being of the central government also denied it from economic liberalizations begun in 1978. \r\nIn 1990, Deng Xiaoping permitted Shanghai to initiate economic reforms, which reintroduced foreign capital to the city and developed the Pudong district, resulting in the birth of Lujiazui. That year, the China's central government designated Shanghai as the \"Dragon Head\" of economic reform. As of 2020, Shanghai is classified as an Alpha+ city by the Globalization and World Cities Research Network, making it one of the world's Top 10 major cities.In early 2022, Shanghai experienced a large outbreak of COVID-19 cases. After localized lockdowns failed to stem the rise in cases, the Chinese government locked down the entire city on 5 April. This resulted in widespread food shortages across the city emerged as food-supply chains were severely disrupted by the government's lockdown measures, which was not lifted until 1 June.\r\n\r\n\r\n== Geography ==\r\n\r\nShanghai is located on the Yangtze Estuary of China's east coast, with the Yangtze River to the north and Hangzhou Bay to the south, with the East China Sea to the east. The land is formed by the Yangtze's natural deposition and modern land reclamation projects. As such, it has sandy soil, and skyscrapers have to be built with deep concrete piles to avoid sinking into the soft ground. The provincial-level Municipality of Shanghai administers both the estuary and many of its surrounding islands. It borders the provinces of Zhejiang to the south and Jiangsu to the west and north.", "start_char_idx": 14435, "end_char_idx": 18884, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "9e565cb9-4131-456a-94d5-b849c438bada": {"__data__": {"id_": "9e565cb9-4131-456a-94d5-b849c438bada", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "81cc3a8c-6769-4193-a2c5-2fe8f6b0efe9", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e3f3a9abfe3b357339bf59c198026ca60fbf8f3e38e4fb327c9a57d3793b2cd5", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "7e50eb87-1918-48a2-b11c-8d9a6b878d88", "node_type": "1", "metadata": {}, "hash": "e079cd6f248c1ec20d47af6e77e5868c66ad19dc526771b66ee5692d8a343398", "class_name": "RelatedNodeInfo"}}, "text": "After localized lockdowns failed to stem the rise in cases, the Chinese government locked down the entire city on 5 April. This resulted in widespread food shortages across the city emerged as food-supply chains were severely disrupted by the government's lockdown measures, which was not lifted until 1 June.\r\n\r\n\r\n== Geography ==\r\n\r\nShanghai is located on the Yangtze Estuary of China's east coast, with the Yangtze River to the north and Hangzhou Bay to the south, with the East China Sea to the east. The land is formed by the Yangtze's natural deposition and modern land reclamation projects. As such, it has sandy soil, and skyscrapers have to be built with deep concrete piles to avoid sinking into the soft ground. The provincial-level Municipality of Shanghai administers both the estuary and many of its surrounding islands. It borders the provinces of Zhejiang to the south and Jiangsu to the west and north. The municipality's northernmost point is on Chongming Island, which is the second-largest island in mainland China after its expansion during the 20th century. It does not administratively include an exclave of Jiangsu on northern Chongming or the two islands forming Shanghai's Yangshan Port, which are parts of Zhejiang's Shengsi County.\r\nShanghai is located on an alluvial plain. As such, the vast majority of its 6,340.5 km2 (2,448.1 sq mi) land area is flat, with an average elevation of 4 m (13 ft). Tidal flat ecosystems exist around the estuary, however, they have long been reclaimed for agricultural purposes. The city's few hills, such as She Shan, lie to the southwest, and its highest point is the peak of Dajinshan Island (103 m or 338 ft) in Hangzhou Bay. Shanghai has many rivers, canals, streams, and lakes, and it is known for its rich water resources as part of the Lake Tai drainage basin.\r\nDowntown Shanghai is bisected by the Huangpu River, a man-made tributary of the Yangtze created by order of Lord Chunshen during the Warring States period. The historic center of the city was located on the west bank of the Huangpu (Puxi), near the mouth of Suzhou Creek, connecting it with Lake Tai and the Grand Canal. The central financial district, Lujiazui, has been established on the east bank of the Huangpu (Pudong). Along Shanghai's eastern shore, the destruction of local wetlands due to the construction of Pudong International Airport has been partially offset by the protection and expansion of a nearby shoal, Jiuduansha, as a nature preserve.\r\n\r\n\r\n=== Climate ===\r\nShanghai has a humid subtropical climate (K\u00f6ppen: Cfa), with an average annual temperature of 17.5 \u00b0C (63.5 \u00b0F) for downtown area and 16.2\u201317.2 \u00b0C (61.2\u201363.0 \u00b0F) for suburbs. The city experiences four distinct seasons. Winters are temperate to cold and damp\u2014northwesterly winds from Siberia can cause nighttime temperatures to drop below freezing. Each year, there are an average of 4.7 days with snowfall and 1.6 days with snow cover. Summers are hot and humid, and occasional downpours or freak thunderstorms can be expected. On average, 14.5 days exceed 35 \u00b0C (95 \u00b0F) annually. In summer and the beginning of autumn, the city is susceptible to typhoons.The most pleasant seasons are generally spring, although changeable and often rainy, and autumn, which is usually sunny and dry. With monthly percent possible sunshine ranging from 31% in June to 50% in August, the city receives 1,754 hours of bright sunshine annually.\uff08All the mean values mentioned in this paragraph are data observed in Baoshan District\uff09 Extremes since 1951 have ranged from \u221210.1 \u00b0C (14 \u00b0F) on 31 January 1977 (unofficial record of \u221212.1 \u00b0C (10 \u00b0F) was set on 19 January 1893) to 40.9 \u00b0C (106 \u00b0F) on 13 July 2022 at a weather station in Xujiahui.\r\n\r\n\r\n== Cityscape ==\r\n\r\nThe Bund, located by the bank of the Huangpu River, is home to a row of early 20th-century architecture, ranging in style from the neoclassical HSBC Building to the Art Deco Sassoon House (now part of the Peace Hotel). Many areas in the former foreign concessions are also well-preserved, the most notable being the French Concession.", "start_char_idx": 17966, "end_char_idx": 22058, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "7e50eb87-1918-48a2-b11c-8d9a6b878d88": {"__data__": {"id_": "7e50eb87-1918-48a2-b11c-8d9a6b878d88", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "9e565cb9-4131-456a-94d5-b849c438bada", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "277c3099cf22d4c401940ad9fbfb07117275321f01ed3c8a3b4eab07f851fe6d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c9494b56-def2-4c96-adc4-8cbd02ac7d2e", "node_type": "1", "metadata": {}, "hash": "e31c6fcc96285043dbd05e19cc98fddcef99e30132daf6096cd3fac0cb590b60", "class_name": "RelatedNodeInfo"}}, "text": "== Cityscape ==\r\n\r\nThe Bund, located by the bank of the Huangpu River, is home to a row of early 20th-century architecture, ranging in style from the neoclassical HSBC Building to the Art Deco Sassoon House (now part of the Peace Hotel). Many areas in the former foreign concessions are also well-preserved, the most notable being the French Concession. Shanghai is also home to many architecturally distinctive and even eccentric buildings, including the Shanghai Museum, the Shanghai Grand Theatre, the Oriental Art Center, and the Oriental Pearl Tower. Despite rampant redevelopment, the Old City still retains some traditional architecture and designs, such as the Yu Garden, an elaborate Jiangnan style garden.As a result of its construction boom during the 1920s and 1930s, Shanghai has among the most Art Deco buildings in the world. One of the most famous architects working in Shanghai was L\u00e1szl\u00f3 Hudec, a Hungarian-Slovak who lived in the city between 1918 and 1947. His most notable Art Deco buildings include the Park Hotel, the Grand Cinema, and the Paramount. Other prominent architects who contributed to the Art Deco style are Clement Palmer and Arthur Turner, who together designed the Peace Hotel, the Metropole Hotel, and the Broadway Mansions; and Austrian architect C.H. Gonda, who designed the Capitol Theatre. The Bund has been revitalized several times. The first was in 1986, with a new promenade by the Dutch architect Paulus Snoeren. The second was before the 2010 Expo, which includes restoration of the century-old Waibaidu Bridge and reconfiguration of traffic flow.\r\nOne distinctive cultural element is the shikumen (\u77f3\u5e93\u95e8, \"stone storage door\") residence, typically two- or three-story gray brick houses with the front yard protected by a heavy wooden door in a stylistic stone arch. Each residence is connected and arranged in straight alleys, known as longtang (\u5f04\u5802). The house is similar to western-style terrace houses or townhouses, but distinguished by the tall, heavy brick wall and archway in front of each house.The shikumen is a cultural blend of elements found in Western architecture with traditional Jiangnan Chinese architecture and social behavior. Like almost all traditional Chinese dwellings, it has a courtyard, which reduces outside noise. Vegetation can be grown in the courtyard, and it can also allow for sunlight and ventilation to the rooms.\r\nSome of Shanghai's buildings feature Soviet neoclassical architecture or Stalinist architecture, though the city has fewer such structures than Beijing. These buildings were mostly erected between the founding of the People's Republic in 1949 and the Sino-Soviet Split in the late 1960s. During this time period, large numbers of Soviet experts, including architects, poured into China to aid the country in the construction of a communist state. An example of Soviet neoclassical architecture in Shanghai is the modern-day Shanghai Exhibition Center.Shanghai\u2014Lujiazui in particular\u2014has numerous skyscrapers, making it the fifth city in the world with the most skyscrapers. Among the most prominent examples are the 421 m (1,381 ft) high Jin Mao Tower, the 492 m (1,614 ft) high Shanghai World Financial Center, and the 632 m (2,073 ft) high Shanghai Tower, which is the tallest building in China and the third tallest in the world. Completed in 2015, the tower takes the form of nine twisted sections stacked atop each other, totaling 128 floors. It is featured in its double-skin facade design, which eliminates the need for either layer to be opaqued for reflectivity as the double-layer structure has already reduced the heat absorption. The futuristic-looking Oriental Pearl Tower, at 468 m (1,535 ft), is located nearby at the northern tip of Lujiazui. Skyscrapers outside of Lujiazui include the White Magnolia Plaza in Hongkou, the Shimao International Plaza in Huangpu, and the Shanghai Wheelock Square in Jing'an.\r\n\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\r\n\r\n== Politics ==\r\n\r\n\r\n=== Structure ===\r\nLike all governing institutions in mainland China, Shanghai has a parallel party-government system, in which the CCP Committee Secretary, officially termed the Chinese Communist Party Shanghai Municipal Committee Secretary, outranks the Mayor. The CCP committee acts as the top policy-formulation body, and is typically composed of 12 members (including the secretary), and has control over the Shanghai Municipal People's Government.Political power in Shanghai has frequently been a stepping stone to higher positions in the central government.", "start_char_idx": 21705, "end_char_idx": 26321, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c9494b56-def2-4c96-adc4-8cbd02ac7d2e": {"__data__": {"id_": "c9494b56-def2-4c96-adc4-8cbd02ac7d2e", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "7e50eb87-1918-48a2-b11c-8d9a6b878d88", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "80af2e0f6fb30ca288a047db361703b17d7bb7ac8f548281c074d284409d6a76", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "15fde52d-0577-4f85-814e-7b36ea03aef7", "node_type": "1", "metadata": {}, "hash": "3c31f12cfb014169541199a584bbd09ef6e2d64b2166a397ecc3fdab3fff5e1f", "class_name": "RelatedNodeInfo"}}, "text": "The futuristic-looking Oriental Pearl Tower, at 468 m (1,535 ft), is located nearby at the northern tip of Lujiazui. Skyscrapers outside of Lujiazui include the White Magnolia Plaza in Hongkou, the Shimao International Plaza in Huangpu, and the Shanghai Wheelock Square in Jing'an.\r\n\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\r\n\r\n== Politics ==\r\n\r\n\r\n=== Structure ===\r\nLike all governing institutions in mainland China, Shanghai has a parallel party-government system, in which the CCP Committee Secretary, officially termed the Chinese Communist Party Shanghai Municipal Committee Secretary, outranks the Mayor. The CCP committee acts as the top policy-formulation body, and is typically composed of 12 members (including the secretary), and has control over the Shanghai Municipal People's Government.Political power in Shanghai has frequently been a stepping stone to higher positions in the central government. Since Jiang Zemin became the General Secretary of the Chinese Communist Party in June 1989, all former Shanghai party secretaries but one were elevated to the Politburo Standing Committee, the de facto highest decision-making body in China, including Jiang himself (Party General Secretary), Zhu Rongji (Premier), Wu Bangguo (NPC Chairman), Huang Ju (Vice Premier), Xi Jinping (current General Secretary), Yu Zhengsheng (CPPCC Chairman), Han Zheng (Vice Premier and Vice President), and Li Qiang (Premier). Zeng Qinghong, a former deputy party secretary of Shanghai, also rose to the Politburo Standing Committee and became the Vice President and an influential power broker. Li Xi, another former deputy party secretary of Shanghai, has become the Politburo Standing Committee and Secretary of CCDI member in 2022. The only exception is Chen Liangyu, who was fired in 2006 and later convicted of corruption.Officials with ties to the Shanghai administration collectively form a powerful faction in the central government known as the Shanghai Clique, which has often been viewed to compete against the rival Youth League Faction over personnel appointments and policy decisions. However, Xi Jinping, successor to Hu Jintao as General Secretary and President, was largely an independent leader and took anti-corruption campaigns on both factions.\r\n\r\n\r\n=== Administrative divisions ===\r\n\r\nShanghai is one of the four municipalities under the direct administration of the Central People's Government, and is divided into 16 county-level districts.\r\n\r\nAlthough every district has its own urban core, the city hall and major administrative units are located in Huangpu District, which also serves as a commercial area, including the famous Nanjing Road. Other major commercial areas include Xintiandi and Huaihai Road in Huangpu District, and Xujiahui in Xuhui District. Many universities in Shanghai are located in residential areas in Yangpu District and Putuo District.\r\n\r\nSeven of the districts govern Puxi (lit. \"The West Bank,\" or \"West of the River Pu\"), the older part of urban Shanghai on the west bank of the Huangpu River. These seven districts are collectively referred to as Shanghai Proper (\u4e0a\u6d77\u5e02\u533a) or the core city (\u5e02\u4e2d\u5fc3), which comprise Huangpu, Xuhui, Changning, Jing'an, Putuo, Hongkou, and Yangpu.\r\nPudong (lit. \"The East Bank,\" or \"East of the River Pu\"), the newer part of urban and suburban Shanghai on the east bank of the Huangpu River, is governed by Pudong New Area (\u6d66\u4e1c\u65b0\u533a).Seven of the districts govern suburbs, satellite towns, and rural areas farther away from the urban core: Baoshan, Minhang, Jiading, Jinshan, Songjiang, Qingpu, and Fengxian.Chongming District comprises the islands of Changxing and Hengsha and most\u2014but not all\u2014of Chongming Island.\r\nThe former district of Nanhui was absorbed into Pudong District in 2009. In 2011, Luwan District merged with Huangpu District. As of 2015, these county-level divisions are further divided into the following 210 township-level divisions: 109 towns, 2 townships, and 99 subdistricts. Those are in turn divided into the following village-level divisions: 3,661 neighborhood committees and 1,704 village committees.There is a sizable Korean community of Shanghai and Japanese community of Shanghai largely in the Minhang District.\r\n\r\n\r\n== Economy ==\r\n\r\nShanghai has been described as the \"showpiece\" of the booming economy of China. The city is a global center for finance and innovation, and a national center for commerce, trade, and transportation, with the world's busiest container port\u2014the Port of Shanghai.", "start_char_idx": 25344, "end_char_idx": 29906, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "15fde52d-0577-4f85-814e-7b36ea03aef7": {"__data__": {"id_": "15fde52d-0577-4f85-814e-7b36ea03aef7", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c9494b56-def2-4c96-adc4-8cbd02ac7d2e", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ffb5519c09eb82b0c60f64e2089e4065b4bf3b760855b84b1ba94ae127110e7b", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d4591b80-e1df-4e62-8fab-b24853e0df90", "node_type": "1", "metadata": {}, "hash": "5bfdb5cc786805cd80d199ec3f71ce9360f9904f70a4385d7b3df47261f1f97f", "class_name": "RelatedNodeInfo"}}, "text": "The former district of Nanhui was absorbed into Pudong District in 2009. In 2011, Luwan District merged with Huangpu District. As of 2015, these county-level divisions are further divided into the following 210 township-level divisions: 109 towns, 2 townships, and 99 subdistricts. Those are in turn divided into the following village-level divisions: 3,661 neighborhood committees and 1,704 village committees.There is a sizable Korean community of Shanghai and Japanese community of Shanghai largely in the Minhang District.\r\n\r\n\r\n== Economy ==\r\n\r\nShanghai has been described as the \"showpiece\" of the booming economy of China. The city is a global center for finance and innovation, and a national center for commerce, trade, and transportation, with the world's busiest container port\u2014the Port of Shanghai. As of 2018, the Greater Shanghai metropolitan area, which includes Suzhou, Wuxi, Nantong, Ningbo, Jiaxing, Zhoushan, and Huzhou, was estimated to produce a gross metropolitan product of nearly 9.1 trillion RMB ($1.33 trillion in nominal or $2.08 trillion in PPP), exceeding that of Mexico with GDP (nominal) of $1.22 trillion, the 15th largest in the world. As of 2020, the economy of Shanghai was estimated to be $1 trillion (PPP), ranking the most productive metro area of China and among the top ten largest metropolitan economies in the world. Shanghai's six largest industries\u2014retail, finance, IT, real estate, machine manufacturing, and automotive manufacturing\u2014comprise about half the city's GDP. As of 2022, Shanghai had a GDP of CN\u00a54.46 trillion ($663.87 billion in nominal) that makes up 3.69% of China's GDP, and a GDP per capita of CN\u00a5179,907 (US$26,747 in nominal or US$44,576 in PPP) In 2022, the average annual disposable income of Shanghai's residents was CN\u00a579,610 (US$11,836) per capita, while the average annual salary of people employed in urban units in Shanghai was CN\u00a5212,476 (US$31,589), making it one of the wealthiest cities in China, but also the most expensive city in mainland China to live in according to a 2023 study by the Economist Intelligence Unit. Since 2018, Shanghai has been hosting the China International Import Expo (CIIE) annually, the world's first import-themed national-level expo.\r\nIn 2021, Shanghai was the most expensive city in the world. Shanghai was the 5th wealthiest city in the world, with a total wealth amounts to $1.8 trillion, and Shanghai was ranked fifth-highest in the number of billionaires by Forbes. Shanghai's nominal GDP was projected to reach US$1.3 trillion in 2035 (ranking first in China), making it one of the world's Top 5 major cities in terms of GRP according to a study by Oxford Economics. As of August 2022, Shanghai ranked 5th in the world and 2nd in China (after Beijing) by the largest number of the Fortune Global 500 companies in the world.\r\nShanghai was the largest and most prosperous city in East Asia during the 1930s, and its rapid redevelopment began in the 1990s. In the last two decades, Shanghai has been one of the fastest-developing cities in the world; it has recorded double-digit GDP growth in almost every year between 1992 and 2008, before the 2007\u20132008 financial crisis.\r\n\r\n\r\n=== Finance ===\r\nShanghai is a global financial center, ranking first in the whole of Asia & Oceania region and third globally (after New York and London) in the 28th edition of the Global Financial Centres Index, published in September 2020 by Z/Yen and China Development Institute. Shanghai is also a large hub of the Chinese and global technology industry and home to a large startup ecosystem. As of 2021, the city was ranked as the 2nd Fintech powerhouse in the world after New York City.As of 2019, the Shanghai Stock Exchange had a market capitalization of US$4.02 trillion, making it the largest stock exchange in China and the fourth-largest stock exchange in the world. In 2009, the trading volume of six key commodities\u2014including rubber, copper, and zinc\u2014on the Shanghai Futures Exchange all ranked first globally.", "start_char_idx": 29097, "end_char_idx": 33109, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d4591b80-e1df-4e62-8fab-b24853e0df90": {"__data__": {"id_": "d4591b80-e1df-4e62-8fab-b24853e0df90", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "15fde52d-0577-4f85-814e-7b36ea03aef7", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0eadc5de50b30dff0cee299eb649b74033ffc3c751e0798ad7d7213a814aa560", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "61a1d031-e293-4a01-be45-0221cd4d4cf1", "node_type": "1", "metadata": {}, "hash": "c73909a398a35a19bafd3ed225472ab0e9ff41d4336b3f407a7f142294650500", "class_name": "RelatedNodeInfo"}}, "text": "=== Finance ===\r\nShanghai is a global financial center, ranking first in the whole of Asia & Oceania region and third globally (after New York and London) in the 28th edition of the Global Financial Centres Index, published in September 2020 by Z/Yen and China Development Institute. Shanghai is also a large hub of the Chinese and global technology industry and home to a large startup ecosystem. As of 2021, the city was ranked as the 2nd Fintech powerhouse in the world after New York City.As of 2019, the Shanghai Stock Exchange had a market capitalization of US$4.02 trillion, making it the largest stock exchange in China and the fourth-largest stock exchange in the world. In 2009, the trading volume of six key commodities\u2014including rubber, copper, and zinc\u2014on the Shanghai Futures Exchange all ranked first globally. By the end of 2017, Shanghai had 1,491 financial institutions, of which 251 were foreign-invested.In September 2013 with the backing of Chinese Premier Li Keqiang, the city launched the Shanghai Free-Trade Zone\u2014the first free-trade zone in mainland China. The zone introduced a number of pilot reforms designed to incentivize foreign investment. In April 2014, The Banker reported that Shanghai \"has attracted the highest volumes of financial sector foreign direct investment in the Asia-Pacific region in the 12 months to the end of January 2014.\" In August 2014, fDi magazine named Shanghai the \"Chinese Province of the Future 2014/15\" due to \"particularly impressive performances in the Business Friendliness and Connectivity categories, as well as placing second in the Economic Potential and Human Capital and Lifestyle categories.\"\r\n\r\n\r\n=== Manufacturing ===\r\nAs one of the main industrial centers of China, Shanghai plays a key role in domestic manufacturing and heavy industry. Several industrial zones\u2014including Shanghai Hongqiao Economic and Technological Development Zone, Jinqiao Export Economic Processing Zone, Minhang Economic and Technological Development Zone, and Shanghai Caohejing High-Tech Development Zone\u2014are backbones of Shanghai's secondary sector. Shanghai is home to China's largest steelmaker Baosteel Group, China's largest shipbuilding base Hudong\u2013Zhonghua Shipbuilding Group, and one of China's oldest shipbuilders, the Jiangnan Shipyard. Auto manufacturing is another important industry. The Shanghai-based SAIC Motor is one of the three largest automotive corporations in China, and has strategic partnerships with Volkswagen and General Motors.\r\n\r\n\r\n=== Tourism ===\r\n\r\nTourism is a major industry of Shanghai. In 2017, the number of domestic tourists increased by 7.5% to 318 million, while the number of overseas tourists increased by 2.2% to 8.73 million. In 2017, Shanghai was the highest earning tourist city in the world. As of 2022, Shanghai had 61 five-star hotels, 55 four star hotels, 1,885 travel agencies, 134 rated tourist attractions, and 34 red tourist attractions.The conference and meeting sector is also growing. According to the International Congress and Convention Association, Shanghai hosted 82 international meetings in 2018, a 34% increase from 61 in 2017.\r\n\r\n\r\n=== Free-trade zone ===\r\n\r\nShanghai is home to China (Shanghai) Pilot Free-Trade Zone, the first free-trade zone in mainland China. As of October 2019, it is also the second largest free-trade zone in mainland China in terms of land area (behind Hainan Free Trade Zone, which covers the whole Hainan province) by covering an area of 240.22 km2 (92.75 sq mi) and integrating four existing bonded zones\u2014Waigaoqiao Free Trade Zone, Waigaoqiao Free Trade Logistics Park, Yangshan Free Trade Port Area, and Pudong Airport Comprehensive Free Trade Zone. The industrial chain of port logistics has shaped the future development direction of the free-trade zone in Shanghai. Currently, two port chain centers have been approved for construction in Waigaoqiao and Yangshan. Several preferential policies have been implemented to attract foreign investment in various industries to the zone. Because the zone is not technically considered Chinese territory for tax purposes, commodities entering the zone are exempt from duty and customs clearance.\r\n\r\n\r\n== Demographics ==\r\n\r\nAs of 2022, Shanghai had a total population of 24,758,900, including 14,693,630 (59.3%) hukou holders (registered locally). As of 2022, 89.3% of Shanghai's population live in urban areas, and 10.7% live in rural areas.", "start_char_idx": 32284, "end_char_idx": 36714, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "61a1d031-e293-4a01-be45-0221cd4d4cf1": {"__data__": {"id_": "61a1d031-e293-4a01-be45-0221cd4d4cf1", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d4591b80-e1df-4e62-8fab-b24853e0df90", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "99fa3a108febaf47ec18ffe8ac725b4e44f12c2629f97afbf360d2591692177d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f3df3457-ac78-45f1-b7b5-050c73aeacd1", "node_type": "1", "metadata": {}, "hash": "50403a5ee6653085784f65d20ae05ae0dd8dacc726f641b1e7b94660755c5199", "class_name": "RelatedNodeInfo"}}, "text": "The industrial chain of port logistics has shaped the future development direction of the free-trade zone in Shanghai. Currently, two port chain centers have been approved for construction in Waigaoqiao and Yangshan. Several preferential policies have been implemented to attract foreign investment in various industries to the zone. Because the zone is not technically considered Chinese territory for tax purposes, commodities entering the zone are exempt from duty and customs clearance.\r\n\r\n\r\n== Demographics ==\r\n\r\nAs of 2022, Shanghai had a total population of 24,758,900, including 14,693,630 (59.3%) hukou holders (registered locally). As of 2022, 89.3% of Shanghai's population live in urban areas, and 10.7% live in rural areas. Based on the population of its total administrative area, Shanghai is the second largest of the four municipalities of China, behind Chongqing, but is generally considered the largest Chinese city because the urban population of Chongqing is much smaller. According to the OECD, Shanghai's metropolitan area has an estimated population of 34 million.According to the Shanghai Municipal Statistics Bureau, about 157,900 residents in Shanghai are foreigners, including 28,900 Japanese, 21,900 Americans and 20,800 Koreans. The actual number of foreign citizens in the city is probably much higher. Shanghai is also a domestic immigration city\u201440.3% (9.8 million) of the city's residents are from other regions of China.Shanghai has a life expectancy of 83.18 years for the city's registered population, the highest life expectancy of all cities in mainland China. This has also caused the city to experience population aging\u2014in 2021, 17.4% (4.3 million) of the city's registered population was aged 65 or above. In 2017, the Chinese government implemented population controls for Shanghai, resulting in a population decline of 10,000 people by the end of the year.\r\n\r\n\r\n=== Religion ===\r\n\r\nDue to its cosmopolitan history, Shanghai has a blend of religious heritage; religious buildings and institutions are scattered around the city. According to a 2012 survey, only 13.1% of the city's population belongs to organized religions, including Buddhists with 10.4%, Protestants with 1.9%, Catholics with 0.7%, and other faiths with 0.1% while the remaining 86.9% of the population could be either atheists or involved in worship of nature deities and ancestors or folk religious sects.\r\n\r\nBuddhism, in its Chinese varieties, has had a presence in Shanghai since the Three Kingdoms period, during which the Longhua Temple\u2014the largest temple in Shanghai\u2014and the Jing'an Temple were founded. Another significant temple is the Jade Buddha Temple, which was named after a large statue of Buddha carved out of jade in the temple. As of 2014, Buddhism in Shanghai had 114 temples, 1,182 clergical staff, and 453,300 registered followers. The religion also has its own college, the Shanghai Buddhist College, and its own press, Shanghai Buddhological Press.\r\nCatholicism was brought into Shanghai in 1608 by Italian missionary Lazzaro Cattaneo. The Apostolic Vicariate of Shanghai was erected in 1933, and was further elevated to the Diocese of Shanghai in 1946. Notable Catholic sites include the St. Ignatius Cathedral in Xujiahui\u2014the largest Catholic church in the city, the St. Francis Xavier Church, and the She Shan Basilica. Other forms of Christianity in Shanghai include Eastern Orthodox minorities and, since 1996, registered Christian Protestant churches. The Protestant All Saints Church in Huangpu was built in 1925 and features a Neo-Romanesque tower.\r\nAlthough currently making up a fraction of the religious population in Shanghai, Jewish people have played an influential role in the city's history. After the Treaty of Nanking ended the First Opium War in 1842, the city was opened up to western populations and merchants traveled to Shanghai for its rich business potential, including many prominent Jewish families. The Sassoons amassed great wealth in the opium and textile trades, cementing their status by funding many of the buildings that have become iconic in Shanghai's skyline, such as the Cathay Hotel in 1929. The Hardoons were another prominent Baghdadi Jewish family that used their business success to define Shanghai in the 20th century.", "start_char_idx": 35978, "end_char_idx": 40273, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f3df3457-ac78-45f1-b7b5-050c73aeacd1": {"__data__": {"id_": "f3df3457-ac78-45f1-b7b5-050c73aeacd1", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "61a1d031-e293-4a01-be45-0221cd4d4cf1", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "7f4033a3e3e58e606465def142f65016ddf2fe0c6b7d208323a91e9efce85c55", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "481560c1-eede-4029-a14c-fcabaf356ff3", "node_type": "1", "metadata": {}, "hash": "62b87375052d0a614af18d79921dcd45913969467beed6a2074b0b85c9d96716", "class_name": "RelatedNodeInfo"}}, "text": "Other forms of Christianity in Shanghai include Eastern Orthodox minorities and, since 1996, registered Christian Protestant churches. The Protestant All Saints Church in Huangpu was built in 1925 and features a Neo-Romanesque tower.\r\nAlthough currently making up a fraction of the religious population in Shanghai, Jewish people have played an influential role in the city's history. After the Treaty of Nanking ended the First Opium War in 1842, the city was opened up to western populations and merchants traveled to Shanghai for its rich business potential, including many prominent Jewish families. The Sassoons amassed great wealth in the opium and textile trades, cementing their status by funding many of the buildings that have become iconic in Shanghai's skyline, such as the Cathay Hotel in 1929. The Hardoons were another prominent Baghdadi Jewish family that used their business success to define Shanghai in the 20th century. The head of the family, Silas Hardoon, one of the richest people in the world during the 1800s, financed Nanjing Road, which then housed departmental stores in the International Settlement, that is now one of the busiest shopping centers in the world.During World War II, thousands of Jews emigrated to Shanghai in an effort to flee Nazi Germany. They lived in a designated area called the Shanghai Ghetto and formed a community centered on the Ohel Moishe Synagogue, which is now the Shanghai Jewish Refugees Museum. In 1939, Horace Kadoorie, the head of the powerful philanthropic Sephardic Jewish family in Shanghai, founded the Shanghai Jewish Youth Association to support Jewish refugees through English education so they would be prepared to emigrate from Shanghai when the time came.Islam came into Shanghai during the Yuan dynasty. The city's first mosque, Songjiang Mosque, was built during the Zhizheng (\u81f3\u6b63) era under Emperor Huizong (reigned 1333 \u2013 1368). Shanghai's Muslim population increased in the 19th and early 20th centuries (when the city was a treaty port), during which time many mosques\u2014including the Xiaotaoyuan Mosque, the Huxi Mosque, and the Pudong Mosque\u2014were built. The Shanghai Islamic Association is located in the Xiaotaoyuan Mosque in Huangpu.Shanghai has several folk religious temples, including the City God Temple at the heart of the Old City, the Dajing Ge Pavilion dedicated to the Three Kingdoms general Guan Yu, the Confucian Temple of Shanghai, and a major Taoist center Shanghai White Cloud Temple where the Shanghai Taoist Association locates.\r\n\r\n\r\n=== Language ===\r\n\r\nThe vernacular language spoken in the city is Shanghainese, part of the Taihu Wu subgroup of the Wu Chinese language family. This is different from the national language, Mandarin, which is mutually unintelligible with Wu Chinese. Modern Shanghainese derives from the indigenous Wu spoken in the former Songjiang prefecture but has been influenced by other dialects of Taihu Wu, most notably Suzhounese, and NingbonesePrior to its expansion, the language spoken in Shanghai was not as prominent as those spoken around Jiaxing and later Suzhou, and was known as \"the local tongue\" (\u672c\u5730\u9591\u8a71), a name which is now used in suburbs only. In the late 19th century, downtown Shanghainese (\u5e02\u5340\u9591\u8a71 or simply \u4e0a\u6d77\u9591\u8a71) appeared, undergoing rapid changes and quickly replacing Suzhounese as the prestige dialect of the Yangtze River Delta region. At the time, most of the immigration into the city came from the two adjacent provinces, Jiangsu and Zhejiang, the local dialects of which had the greatest influence on Shanghainese. After 1949, Putonghua (Standard Mandarin) has also had a great impact on Shanghainese as a result of being rigorously promoted by the government. Since the 1990s, many migrants outside of the Wu-speaking region have come to Shanghai for education and jobs. They often cannot speak the local language and therefore use Putonghua (Mandarin) as a lingua franca. Because Putonghua and English were more favored, Shanghainese began to decline, and fluency among young speakers weakened. In recent years, there have been movements within the city to promote the local language and protect it from fading out.\r\n\r\n\r\n== Education and research ==\r\n\r\nShanghai is an international center of research and development and as of 2022, it was ranked third globally and second in the whole Asia & Oceania region (after Beijing) by scientific research outputs, as tracked by the Nature Index. It is also a major center of higher education in China.", "start_char_idx": 39334, "end_char_idx": 43826, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "481560c1-eede-4029-a14c-fcabaf356ff3": {"__data__": {"id_": "481560c1-eede-4029-a14c-fcabaf356ff3", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f3df3457-ac78-45f1-b7b5-050c73aeacd1", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "a74f247e9702dfc5de6b251b5bdfe229c636dd57668b01b993a3d29b5ff9e5a8", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c0dfe511-2eba-4126-8b29-fdf3c25a68c2", "node_type": "1", "metadata": {}, "hash": "b0c7cd2d875159e7c1495f7ce54be91ab34e92114f38c739d99c00e3840af9b8", "class_name": "RelatedNodeInfo"}}, "text": "Since the 1990s, many migrants outside of the Wu-speaking region have come to Shanghai for education and jobs. They often cannot speak the local language and therefore use Putonghua (Mandarin) as a lingua franca. Because Putonghua and English were more favored, Shanghainese began to decline, and fluency among young speakers weakened. In recent years, there have been movements within the city to promote the local language and protect it from fading out.\r\n\r\n\r\n== Education and research ==\r\n\r\nShanghai is an international center of research and development and as of 2022, it was ranked third globally and second in the whole Asia & Oceania region (after Beijing) by scientific research outputs, as tracked by the Nature Index. It is also a major center of higher education in China. As of 2023, Shanghai had 68 universities and colleges, ranking first in East China region as a city with most higher education institutions.Shanghai has many highly ranked educational institutions, with 15 universities listed in 147 Double First-Class Universities ranking second nationwide among all cities in China (after Beijing). A number of China's most prestigious universities appearing in the global university rankings are based in Shanghai, including Fudan University, Shanghai Jiao Tong University, Tongji University, East China Normal University, Shanghai University, East China University of Science and Technology, Donghua University, Shanghai University of Finance and Economics, ShanghaiTech University, Shanghai International Studies University, University of Shanghai for Science and Technology, Shanghai University of Electric Power, Shanghai Normal University, Shanghai Maritime University, Second Military Medical University, Shanghai University of Traditional Chinese Medicine, Shanghai Ocean University, Shanghai University of Engineering Science, Shanghai Institute of Technology, Shanghai Conservatory of Music, and Shanghai University of Sport. Some of these universities were selected as \"985 universities\" or \"211 universities\" since the 90s by the Chinese government in order to build world-class universities.\r\nShanghai is a seat of two members (Fudan University and Shanghai Jiao Tong University) of the C9 League, an alliance of elite Chinese universities offering comprehensive and leading education, and these two universities are ranked consistently in the Asia top 10,  and in the global top 100 research comprehensive universities according to the most influential university rankings in the world such as QS Rankings, Shanghai Rankings, Times Higher Education Rankings and U.S. News & World Report Best Global Universities Ranking. Fudan University established a joint EMBA program with Washington University in St. Louis in 2002 which has since consistently been ranked as one of the best in the world.The other two members of the \"Project 985,\" Tongji University and East China Normal University, are also based in Shanghai and internationally; they are regarded as one of the most reputable Chinese universities by the Times Higher Education World Reputation Rankings where they ranked 150\u2013175th globally. The city is also home to the Shanghai University of Sport, which consistently ranks the best in China among universities specialized in sports. As of 2023, Shanghai University of Sport ranks #1 in Asia and #36 globally according to the \"Global Ranking of Sport Science Schools and Departments 2023\" released by Shanghai Ranking.The city has many Chinese\u2013foreign joint education institutes, such as the Shanghai University\u2013University of Technology Sydney Business School since 1994, the University of Michigan\u2013Shanghai Jiao Tong University Joint Institute since 2006, and New York University Shanghai\u2014the first China\u2013U.S. joint venture university\u2014since 2012. In 2013, the Shanghai Municipality and the Chinese Academy of Sciences founded the ShanghaiTech University in the Zhangjiang Hi-Tech Park in Pudong. Shanghai is also home to the cadre school China Executive Leadership Academy in Pudong and the China Europe International Business School. The city government's education agency is the Shanghai Municipal Education Commission.\r\nThe city is also a seat of the Shanghai Academy of Social Sciences, China's oldest think tank for the humanities and social sciences. It is the largest one outside the capital of Beijing after the Chinese Academy of Social Sciences (CASS).By the end of 2019, the city also had 929 secondary schools, 698 primary schools, and 31 special schools. In Shanghai, the nine years of compulsory education\u2014including five years of primary education and four years of junior secondary education\u2014are free, with a gross enrollment ratio of over 99.9%. The city's compulsory education system is among the best in the world: in 2009 and 2012, 15-year-old students from Shanghai ranked first in every subject (math, reading, and science) in the Program for International Student Assessment, a worldwide study of academic performance conducted by the OECD. The consecutive three-year senior secondary education is priced and uses the Senior High School Entrance Examination (Zhongkao) as a selection process, with a gross enrollment ratio of 98%.", "start_char_idx": 43042, "end_char_idx": 48237, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c0dfe511-2eba-4126-8b29-fdf3c25a68c2": {"__data__": {"id_": "c0dfe511-2eba-4126-8b29-fdf3c25a68c2", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "481560c1-eede-4029-a14c-fcabaf356ff3", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "bb2013f792932c16767e6a04e7e6ae172d98d0007120d2e862d0f56ef7d756ce", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "865c6549-ca5c-4ba8-85b8-3133e6a15894", "node_type": "1", "metadata": {}, "hash": "053b32756966d75476c986aeda6d97ac11cd0d60212106e031b9a17f6f76458e", "class_name": "RelatedNodeInfo"}}, "text": "It is the largest one outside the capital of Beijing after the Chinese Academy of Social Sciences (CASS).By the end of 2019, the city also had 929 secondary schools, 698 primary schools, and 31 special schools. In Shanghai, the nine years of compulsory education\u2014including five years of primary education and four years of junior secondary education\u2014are free, with a gross enrollment ratio of over 99.9%. The city's compulsory education system is among the best in the world: in 2009 and 2012, 15-year-old students from Shanghai ranked first in every subject (math, reading, and science) in the Program for International Student Assessment, a worldwide study of academic performance conducted by the OECD. The consecutive three-year senior secondary education is priced and uses the Senior High School Entrance Examination (Zhongkao) as a selection process, with a gross enrollment ratio of 98%. Among all senior high schools, the four with the best teaching quality\u2014Shanghai High School, No. 2 High School Attached to East China Normal University, High School Affiliated to Fudan University, and High School Affiliated to Shanghai Jiao Tong University\u2014are termed \"The Four Schools\" (\u201c\u56db\u6821\u201d) of Shanghai. As of October 2019, the city's National College Entrance Examination (Gaokao) is structured under the \"3+3\" system, in which all general senior high school students study three compulsory subjects (Chinese, English, and math) and three subjects chosen from six options (physics, chemistry, biology, history, geography, and politics).\r\n\r\n\r\n== Transport ==\r\n\r\n\r\n=== Public ===\r\nShanghai has an extensive public transportation system comprising metros, buses, ferries, and taxis, all of which can be accessed using a Shanghai Public Transport Card.Shanghai's rapid transit system, the Shanghai Metro, incorporates both subway and light metro lines and extends to every core urban district as well as neighboring suburban districts. As of 2021, there are 19 metro lines (excluding the Shanghai maglev train and Jinshan railway), 515 stations, and 803 km (499 mi) of lines in operation, making it the longest network in the world. On 8 March 2019, it set the city's daily metro ridership record with 13.3 million. The average fare ranges from CN\u00a53 (US$0.48) to CN\u00a59 (US$1.28), depending on the travel distance.\r\nOpened in 2004, the Shanghai maglev train is the first and the fastest commercial high-speed maglev in the world, with a maximum operation speed of 430 km/h (267 mph). The train can complete the 30-kilometer (19 mi) journey between Longyang Road station and Pudong International Airport in 7 minutes 20 seconds, comparing to 32 minutes by Metro Line 2 and 30 minutes by car. A one-way ticket costs CN\u00a550 (US$8), or CN\u00a540 (US$6.40) for those with airline tickets or public transportation cards. A round-trip ticket costs CN\u00a580 (US$12.80), and VIP tickets cost double the standard fare.With the first tram line been in service in 1908, trams were once popular in Shanghai in the early 20th century. By 1925, there were 328 tramcars and 14 routes operated by Chinese, French, and British companies collaboratively, all of which were nationalized after the PRC's victory in 1949. Since the 1960s, many tram lines were either dismantled or replaced by trolleybus or motorbus lines; the last tram line was demolished in 1975. Shanghai reintroduced trams in 2010, as a modern rubber-tire Translohr system in Zhangjiang area of East Shanghai as Zhangjiang Tram. In 2018, the steel wheeled Songjiang Tram started operating in Songjiang District. Additional tram lines are under planning in Hongqiao Subdistrict and Jiading District as of 2019.\r\nShanghai also has the world's most extensive bus network, including the world's oldest continuously operating trolleybus system, with 1,575 lines covering a total length of 8,997 km (5,590 mi) by 2019. The system is operated by multiple companies. Bus fares generally cost CN\u00a52 (US$0.32). Shanghai also has three bus rapid transit systems, namely the Yan'an Road Medium Capacity Bus Transit System, Fengpu Express and Nantuan Express.\r\nAs of 2019, a total of 40,000 taxis were in operation in Shanghai.", "start_char_idx": 47342, "end_char_idx": 51490, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "865c6549-ca5c-4ba8-85b8-3133e6a15894": {"__data__": {"id_": "865c6549-ca5c-4ba8-85b8-3133e6a15894", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c0dfe511-2eba-4126-8b29-fdf3c25a68c2", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "20d1f05cab9fe5b2b0821f51332d1fdff4f2acc59a159ca9db89f773d60ceea1", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "3b299141-81b7-495d-9694-7772189b3910", "node_type": "1", "metadata": {}, "hash": "ceb83b8e812e33726c9ebf3d77d7465e9cc8310929ccd2aa6dfd5f9d4f6ad781", "class_name": "RelatedNodeInfo"}}, "text": "In 2018, the steel wheeled Songjiang Tram started operating in Songjiang District. Additional tram lines are under planning in Hongqiao Subdistrict and Jiading District as of 2019.\r\nShanghai also has the world's most extensive bus network, including the world's oldest continuously operating trolleybus system, with 1,575 lines covering a total length of 8,997 km (5,590 mi) by 2019. The system is operated by multiple companies. Bus fares generally cost CN\u00a52 (US$0.32). Shanghai also has three bus rapid transit systems, namely the Yan'an Road Medium Capacity Bus Transit System, Fengpu Express and Nantuan Express.\r\nAs of 2019, a total of 40,000 taxis were in operation in Shanghai. The base fare for taxis is CN\u00a514 (US$2.24), which covers the first 3 km (2 mi) and includes a CN\u00a51 (US$0.14) fuel surcharge. The base fare is CN\u00a518 (US$2.55) between 11:00 pm and 5:00 am. Each additional kilometer costs CN\u00a52.7 (US$0.45), or CN\u00a54.05 (US$0.67) between 11:00 pm and 5:00 am. Taxicabs and DiDi play major roles in urban transportation and DiDi is often cheaper than taxis.As of January 2021, Shanghai Metro has 459 stations and 772 km. The scale of operation is the first in the world. in 2017, the average daily passenger traffic of the Shanghai metro was 9.693 million, and the total passenger traffic reached 3.538 billion. It is one of the busiest metro cities in the world. The metro lines cover the central city densely and connect most districts and counties.\r\n\r\n\r\n=== Roads and expressways ===\r\n\r\nShanghai is a major hub of China's expressway network. Many national expressways (prefixed with the letter G) pass through or end in Shanghai, including Jinghu Expressway (overlaps with Hurong Expressway), Shenhai Expressway, Hushaan Expressway, Huyu Expressway, Hukun Expressway (overlaps with Hangzhou Bay Ring Expressway), and Shanghai Ring Expressway. There are also numerous municipal expressways prefixed with the letter S. As of 2019, Shanghai has a total of 12 bridges and 14 tunnels crossing the Huangpu River. The Shanghai Yangtze River Bridge is the city's only bridge\u2013tunnel complex across Yangtze River.\r\nThe expressway network within the city center consists of North\u2013South Elevated Road, Yan'an Elevated Road, and Inner Ring Road. Other ring roads in Shanghai include Middle Ring Road, Outer Ring Expressway, and Shanghai Ring Expressway.\r\n\r\nBicycle lanes are common in Shanghai, separating non-motorized traffic from car traffic on most surface streets. However, on some main roads, including all expressways, bicycles and motorcycles are banned. In recent years, cycling has seen a resurgence in popularity due to the emergence of a large number of dockless app-based bicycle-sharing systems, such as Mobike, Bluegogo, and ofo. As of December 2018, bicycle-sharing systems had an average of 1.15 million daily riders within the city.Private car ownership in Shanghai is rapidly increasing: in 2019, there were 3.40 million private cars in the city, a 12.5% increase from 2018. New private cars cannot be driven without a license plate, which are sold in monthly license plate auctions. Around 9,500 license plates are auctioned each month, and the average price is about CN\u00a589,600 (US$12,739) in 2019. According to the city's vehicle regulations introduced in June 2016, only locally registered residents and those who have paid social insurance or individual income taxes for over three years are eligible to be in the auction. The purpose of this policy is to limit the growth of automobile traffic and alleviate congestion.License plates for fully electric cars or plug-in hybrid vehicles are free.:\u200a168\u200a\r\n\r\n\r\n=== Railways ===\r\nShanghai has four major railway stations: Shanghai railway station, Shanghai South railway station, Shanghai West railway station, and Shanghai Hongqiao railway station. All are connected to the metro network and serve as hubs in the railway network of China. And now Shanghai has around twenty railway lines running under this city, which largely facilitate people's life in Shanghai.\r\nBuilt in 1876, the Woosung railway was the first railway in Shanghai and the first railway in operation in China By 1909, Shanghai\u2013Nanjing railway and Shanghai\u2013Hangzhou railway were in service.", "start_char_idx": 50806, "end_char_idx": 55037, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "3b299141-81b7-495d-9694-7772189b3910": {"__data__": {"id_": "3b299141-81b7-495d-9694-7772189b3910", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "865c6549-ca5c-4ba8-85b8-3133e6a15894", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "b4bc592a38771b43099a2bfbd4f9d79263580d28476f33727c9669a9ee0224c3", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "de93d130-7797-4640-abf2-df6ce2d00778", "node_type": "1", "metadata": {}, "hash": "23ca9847e11113113e63fbf492d01d906b51a32f88b5550dbb268daa7c0f7970", "class_name": "RelatedNodeInfo"}}, "text": "The purpose of this policy is to limit the growth of automobile traffic and alleviate congestion.License plates for fully electric cars or plug-in hybrid vehicles are free.:\u200a168\u200a\r\n\r\n\r\n=== Railways ===\r\nShanghai has four major railway stations: Shanghai railway station, Shanghai South railway station, Shanghai West railway station, and Shanghai Hongqiao railway station. All are connected to the metro network and serve as hubs in the railway network of China. And now Shanghai has around twenty railway lines running under this city, which largely facilitate people's life in Shanghai.\r\nBuilt in 1876, the Woosung railway was the first railway in Shanghai and the first railway in operation in China By 1909, Shanghai\u2013Nanjing railway and Shanghai\u2013Hangzhou railway were in service. As of October 2019, the two railways have been integrated into two main railways in China: Beijing\u2013Shanghai railway and Shanghai\u2013Kunming railway, respectively.Shanghai has four high-speed railways (HSRs): Beijing\u2013Shanghai HSR (overlaps with Shanghai\u2013Wuhan\u2013Chengdu passenger railway), Shanghai\u2013Nanjing intercity railway, Shanghai\u2013Kunming HSR, and Shanghai\u2013Nantong railway. One HSR is under construction: Shanghai\u2013Suzhou\u2013Huzhou HSR.Shanghai also has four commuter railways: Pudong railway (passenger service is currently suspended) and Jinshan railway operated by China Railway, and Line 16 and Line 17 operated by Shanghai Metro. As of January 2022, four additional lines\u2014Chongming line, Jiamin line, Airport link line and Lianggang Express line\u2014are under construction.\r\n\r\n\r\n=== Air and sea ===\r\n\r\nShanghai is one of the largest air transportation hubs in Asia. The city has two commercial airports: Shanghai Pudong International Airport and Shanghai Hongqiao International Airport. Pudong International Airport is the primary international airport, while Hongqiao International Airport mainly operates domestic flights with limited short-haul international flights. In 2018, Pudong International Airport served 74.0 million passengers and handled 3.8 million tons of cargo, making it the ninth-busiest airport by passenger volume and third-busiest airport by cargo volume. The same year, Hongqiao International Airport served 43.6 million passengers, making it the 19th-busiest airport by passenger volume.Since its opening, the Port of Shanghai has rapidly grown to become the largest port in China. Yangshan Port was built in 2005 because the river was unsuitable for docking large container ships. The port is connected with the mainland through the 32-kilometer (20 mi) long Donghai Bridge. Although the port is run by the Shanghai International Port Group under the government of Shanghai, it administratively belongs to Shengsi County, Zhejiang.Overtaking the Port of Singapore in 2010, the Port of Shanghai has become world's busiest container port with an annual TEU transportation of 42 million in 2018. Besides cargo, the Port of Shanghai handled 259 cruises and 1.89 million passengers in 2019.Shanghai is part of the 21st Century Maritime Silk Road that runs from the Chinese coast to the south via the southern tip of India to Mombasa, from there to the Mediterranean, there to the Upper Adriatic region to the northern Italian hub of Trieste with its rail connections to Central and the Eastern Europe.\r\n\r\n\r\n== Culture ==\r\n\r\nThe culture of Shanghai was formed by a combination of the nearby Wuyue culture and the \"East Meets West\" Haipai culture. Wuyue culture's influence is manifested in Shanghainese language\u2014which comprises dialectal elements from nearby Jiaxing, Suzhou, and Ningbo\u2014and Shanghai cuisine, which was influenced by Jiangsu cuisine and Zhejiang cuisine. Haipai culture emerged after Shanghai became a prosperous port in the early 20th century, with numerous foreigners from Europe, America, Japan, and India moving into the city. The culture fuses elements of Western cultures with the local Wuyue culture, and its influence extends to the city's literature, fashion, architecture, music, and cuisine. The term Haipai\u2014originally referring to a painting school in Shanghai\u2014was coined by a group of Beijing writers in 1920 to criticize some Shanghai scholars for admiring capitalism and Western culture. In the early 21st century, Shanghai has been recognized as a new influence and inspiration for cyberpunk culture.\r\n\r\n\r\n=== Museums ===\r\n\r\nCultural curation in Shanghai has seen significant growth since 2013, with several new museums having been opened in the city. This is in part due to the city's 2018 development plans, which aim to make Shanghai \"an excellent global city.\"", "start_char_idx": 54255, "end_char_idx": 58848, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "de93d130-7797-4640-abf2-df6ce2d00778": {"__data__": {"id_": "de93d130-7797-4640-abf2-df6ce2d00778", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "3b299141-81b7-495d-9694-7772189b3910", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "8eca02baf39669893ec3012c4abba38a7e1f020e1e99a61738777a0dfbf69db7", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e46d412c-dcd4-469e-b8a4-a5fe72f134b4", "node_type": "1", "metadata": {}, "hash": "a0914133027743b890ae4d6b4213926c4a059e4242ab9f11c3377d3ee5e3c407", "class_name": "RelatedNodeInfo"}}, "text": "Haipai culture emerged after Shanghai became a prosperous port in the early 20th century, with numerous foreigners from Europe, America, Japan, and India moving into the city. The culture fuses elements of Western cultures with the local Wuyue culture, and its influence extends to the city's literature, fashion, architecture, music, and cuisine. The term Haipai\u2014originally referring to a painting school in Shanghai\u2014was coined by a group of Beijing writers in 1920 to criticize some Shanghai scholars for admiring capitalism and Western culture. In the early 21st century, Shanghai has been recognized as a new influence and inspiration for cyberpunk culture.\r\n\r\n\r\n=== Museums ===\r\n\r\nCultural curation in Shanghai has seen significant growth since 2013, with several new museums having been opened in the city. This is in part due to the city's 2018 development plans, which aim to make Shanghai \"an excellent global city.\" As such, Shanghai has several museums of regional and national importance. The Shanghai Museum has one of the largest collections of Chinese artifacts in the world, including a large collection of ancient Chinese bronzes and ceramics. The China Art Museum, located in the former China pavilion at Expo 2010, is one of the largest museums in Asia and displays an animated replica of the 12th century painting Along the River During the Qingming Festival. The Shanghai Natural History Museum and the Shanghai Science and Technology Museum are notable natural history and science museums. In addition, there are numerous smaller, specialist museums housed in important archeological and historical sites, such as the Songze Museum, the Site of the First National Congress of the Chinese Communist Party, the site of the former Provisional Government of the Republic of Korea, the Shanghai Jewish Refugees Museum, and the Shanghai Post Office Museum (located in the General Post Office Building).\r\n\r\n\r\n=== Cuisine ===\r\n\r\nBenbang cuisine (\u672c\u5e2e\u83dc) is cooking style that originated in the 1600s, with influences from surrounding provinces. It emphasizes the use of condiments while retaining the original flavors of the raw ingredients. Sugar is an important ingredient in Benbang cuisine, especially when used in combination with soy sauce. Signature dishes of Benbang cuisine include Xiaolongbao, Red braised pork belly, and Shanghai hairy crab. Haipai cuisine, on the other hand, is a Western-influenced cooking style that originated in Shanghai. It absorbed elements from French, British, Russian, German, and Italian cuisines and adapted them to suit the local taste according to the features of local ingredients. Famous dishes of Haipai cuisine include Shanghai-style borscht (\u7f57\u5b8b\u6c64, \"Russian soup\"), crispy pork cutlets, and Shanghai salad derived from Olivier salad. Both Benbang and Haipai cuisine make use of a variety of seafood, including freshwater fish, shrimps, and crabs.\r\n\r\n\r\n=== Arts ===\r\n\r\nThe Songjiang School (\u6dde\u6c5f\u6d3e), containing the Huating School (\u534e\u4ead\u6d3e) founded by Gu Zhengyi, was a small painting school in Shanghai during the Ming and Qing Dynasties. It was represented by Dong Qichang. The school was considered an expansion of the Wu School in Suzhou, the cultural center of the Jiangnan region at the time. In the mid 19th century, the Shanghai School movement commenced, focusing less on the symbolism emphasized by the Literati style but more on the visual content of painting through the use of bright colors. Secular objects like flowers and birds were often selected as themes. Western art was introduced to Shanghai in 1847 by Spanish missionary Joannes Ferrer (\u8303\u5ef7\u4f50), and the city's first Western atelier was established in 1864 inside the Tushanwan orphanage. During the Republic of China, many famous artists including Zhang Daqian, Liu Haisu, Xu Beihong, Feng Zikai, and Yan Wenliang settled in Shanghai, allowing it to gradually become the art center of China. Various art forms\u2014including photography, wood carving, sculpture, comics (Manhua), and Lianhuanhua\u2014thrived. Sanmao was created to dramatize the chaos created by the Second Sino-Japanese War. Today, the most comprehensive art and cultural facility in Shanghai is the China Art Museum. In addition, the Chinese Painting Academy features traditional Chinese painting, while the Power Station of Art displays contemporary art. The city also has many art galleries, many of which are located in the M50 Art District and Tianzifang. First held in 1996, the Shanghai Biennale has become an important place for Chinese and foreign arts to interact.Traditional Chinese opera (Xiqu) became a popular source of public entertainment in the late 19th century.", "start_char_idx": 57923, "end_char_idx": 62579, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e46d412c-dcd4-469e-b8a4-a5fe72f134b4": {"__data__": {"id_": "e46d412c-dcd4-469e-b8a4-a5fe72f134b4", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "de93d130-7797-4640-abf2-df6ce2d00778", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "b72f6c0f39e94d10a157dda00cddba27f55a47bd5fec8cd7dc6e34b73b227601", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e56be033-cad0-48af-9059-8fe1b41c5e54", "node_type": "1", "metadata": {}, "hash": "5aa190a37166fa63184519fc8298db87f10760f2f532800b859d8fe47577592d", "class_name": "RelatedNodeInfo"}}, "text": "Various art forms\u2014including photography, wood carving, sculpture, comics (Manhua), and Lianhuanhua\u2014thrived. Sanmao was created to dramatize the chaos created by the Second Sino-Japanese War. Today, the most comprehensive art and cultural facility in Shanghai is the China Art Museum. In addition, the Chinese Painting Academy features traditional Chinese painting, while the Power Station of Art displays contemporary art. The city also has many art galleries, many of which are located in the M50 Art District and Tianzifang. First held in 1996, the Shanghai Biennale has become an important place for Chinese and foreign arts to interact.Traditional Chinese opera (Xiqu) became a popular source of public entertainment in the late 19th century. In the early 20th century, monologue and burlesque in Shanghainese appeared, absorbing elements from traditional dramas. The Great World opened in 1912 and was a significant stage at the time. In the 1920s, Pingtan expanded from Suzhou to Shanghai. Pingtan art developed rapidly to 103 programs every day by the 1930s because of the abundant commercial radio stations in the city. Around the same time, a Shanghai-style Beijing Opera was formed. Led by Zhou Xinfang and Gai Jiaotian, it attracted many Xiqu masters, like Mei Lanfang, to the city. A small troupe from Shengxian (now Shengzhou) also began to promote Yue opera on the Shanghainese stage. A unique style of opera, Shanghai opera, was formed when local folksongs were fused with modern operas. As of 2012, prominent troupes in Shanghai include Shanghai Jingju Theatre Company, Shanghai Kunqu Opera Troupe, Shanghai Yue Opera House, and Shanghai Huju Opera House.Drama appeared in missionary schools in Shanghai in the late 19th century. At the time, it was mainly performed in English. Scandals in Officialdom (\u5b98\u573a\u4e11\u53f2), staged in 1899, was one of the earliest-recorded plays. In 1907, Uncle Tom's Cabin; or, Life Among the Lowly (\u9ed1\u5974\u5401\u5929\u5f55) was performed at the Lyceum Theatre. After the New Culture Movement, drama became a popular way for students and intellectuals to express their views. The city has several major institutes of theater training, including the Shanghai Conservatory of Music, the Shanghai Dramatic Arts Centre, the Shanghai Opera House, and the Shanghai Theatre Academy. Notable theaters in Shanghai include the Shanghai Grand Theatre, the Oriental Art Center, and the People's Theatre.\r\n\r\nShanghai is considered to be the birthplace of Chinese cinema. China's first short film, The Difficult Couple (1913), and the country's first fictional feature film, An Orphan Rescues His Grandfather (\u5b64\u513f\u6551\u7956\u8bb0, 1923) were both produced in Shanghai. Shanghai's film industry grew during the early 1930s, generating stars such as Hu Die, Ruan Lingyu, Zhou Xuan, Jin Yan, and Zhao Dan. Another film star, Jiang Qing, went on to become Madame Mao Zedong. The exile of Shanghainese filmmakers and actors as a result of the Second Sino-Japanese War and the Communist revolution contributed enormously to the development of the Hong Kong film industry. The movie In the Mood for Love directed by Wong Kar-wai, a Shanghai native, depicts a slice of the displaced Shanghainese community in Hong Kong and the nostalgia for that era, featuring 1940s music by Zhou Xuan.Shanghai's cultural festivals include Shanghai International Television Festival, Shanghai International Film Festival, Shanghai International Art Festival, Shanghai International Tourism Festival, Shanghai Spring International Music Festival, etc. Shanghai TV Festival is the earliest international TV festival founded in China. It was founded in 1986. The Shanghai International Film Festival was founded in 1993 and is one of the nine major international film festivals in the A category. The highest award is the \"Golden Goblet Award\"\r\n\r\n\r\n=== Fashion ===\r\nSince 2001, Shanghai has held its own fashion week called Shanghai Fashion Week twice every year in April and October. The main venue is in Fuxing Park, and the opening and closing ceremonies are held in the Shanghai Fashion Center. The April session is also part of the one-month Shanghai International Fashion Culture Festival. Shanghai Fashion Week is considered to be an event of national significance featuring both international and Chinese designers. The international presence has included many promising young British fashion designers. The event is hosted by the Shanghai Municipal Government and supported by the People's Republic Ministry of Commerce.", "start_char_idx": 61833, "end_char_idx": 66326, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e56be033-cad0-48af-9059-8fe1b41c5e54": {"__data__": {"id_": "e56be033-cad0-48af-9059-8fe1b41c5e54", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "e46d412c-dcd4-469e-b8a4-a5fe72f134b4", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "7676ed40d200a007cacd83ce9572e228485aea8e97f28a64b9ca9618b8384b1c", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "85391b07-d4f1-4f26-8843-7604ca1b5bab", "node_type": "1", "metadata": {}, "hash": "51791b18d00888ee304d46d3b67ca120e1dec29a6591c52da808585b168a3024", "class_name": "RelatedNodeInfo"}}, "text": "Shanghai TV Festival is the earliest international TV festival founded in China. It was founded in 1986. The Shanghai International Film Festival was founded in 1993 and is one of the nine major international film festivals in the A category. The highest award is the \"Golden Goblet Award\"\r\n\r\n\r\n=== Fashion ===\r\nSince 2001, Shanghai has held its own fashion week called Shanghai Fashion Week twice every year in April and October. The main venue is in Fuxing Park, and the opening and closing ceremonies are held in the Shanghai Fashion Center. The April session is also part of the one-month Shanghai International Fashion Culture Festival. Shanghai Fashion Week is considered to be an event of national significance featuring both international and Chinese designers. The international presence has included many promising young British fashion designers. The event is hosted by the Shanghai Municipal Government and supported by the People's Republic Ministry of Commerce.\r\n\r\n\r\n== Sports ==\r\nShanghai is home to several football teams, including two in the Chinese Super League: Shanghai Shenhua and Shanghai Port. China's top-tier basketball team, the Shanghai Sharks of the Chinese Basketball Association, developed Yao Ming before he entered the NBA. Shanghai's baseball team, the Shanghai Golden Eagles, plays in the China Baseball League.The Shanghai Cricket Club dates back to 1858 when the first recorded cricket match was played between a team of British Naval officers and a Shanghai 11. Following a 45-year dormancy after the founding of the PRC in 1949, the club was re-established in 1994 by expatriates living in the city and has since grown to over 300 members. The Shanghai cricket team played various international matches between 1866 and 1948. With cricket in the rest of China almost non-existent, for that period they were the de facto China national cricket team.\r\nShanghai is home to many prominent Chinese professional athletes, such as basketball player Yao Ming, 110 metres hurdles Liu Xiang, table tennis player Wang Liqin, and badminton player Wang Yihan.\r\nShanghai is the host of several international sports events. Since 2004, it has hosted the Chinese Grand Prix, a round of the Formula One World Championship. The race is staged annually at the Shanghai International Circuit. It hosted the 1000th Formula One race on 14 April 2019. In 2010, Shanghai became the host city of Deutsche Tourenwagen Masters, which raced in a street circuit in Pudong. In 2012, Shanghai began hosting 4 Hours of Shanghai as one round from the inaugural season of the FIA World Endurance Championship. The city also hosts the Shanghai Masters tennis tournament, which is part of ATP World Tour Masters 1000, as well as golf tournaments including the BMW Masters and WGC-HSBC Champions.On 21 September 2017, Shanghai hosted a National Hockey League (NHL) ice hockey exhibition game in an effort to increase fan interest for the 2017\u201318 NHL season.\r\n\r\n\r\n== Environment ==\r\n\r\n\r\n=== Parks and resorts ===\r\nShanghai has an extensive public park system; by 2018, the city had 300 parks, of which 281 had free admission, and the per capita park area was 8.2 m2 (88 sq ft). Some of the parks also have become popular tourist attractions due to their unique location, history, or architecture.\r\n\r\nThe People's Square park, located in the heart of downtown Shanghai, is especially well known for its proximity to other major landmarks in the city. Fuxing Park, located in the former French Concession, features formal French-style gardens and is surrounded by high-end bars and cafes.Zhongshan Park, in western central Shanghai, is famous for its monument of Chopin, the tallest statue dedicated to the composer in the world. Built in 1914 as Jessfield Park, it once contained the campus of St. John's University, Shanghai's first international college; today, the park features sakura and peony gardens and a 150-year-old platanus, and it also serves as an interchange hub in the metro system.One of Shanghai's newer parks is the Xujiahui Park, which was built in 1999, on the former grounds of the Great Chinese Rubber Works Factory and the EMI Recording Studio (now La Villa Rouge restaurant). The park has an artificial lake with a sky bridge running across the park. Shanghai Botanical Garden is located 12 km (7 mi) southwest of the city center and was established in 1978. In 2011, the largest botanical garden in Shanghai\u2014Shanghai Chen Shan Botanical Garden\u2014opened in Songjiang District.\r\nOther notable parks in Shanghai include Lu Xun Park, Century Park, Gucun Park, Gongqing Forest Park, and Jing'an Park.", "start_char_idx": 65351, "end_char_idx": 69969, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "85391b07-d4f1-4f26-8843-7604ca1b5bab": {"__data__": {"id_": "85391b07-d4f1-4f26-8843-7604ca1b5bab", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "e56be033-cad0-48af-9059-8fe1b41c5e54", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "28e66cf89adc3c502cb69acbb076f8e8e5ba0339e4efd87de7f8e0a434ad0a66", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "8f4a449b-fb03-4b3e-b650-b7a9ceed8a1f", "node_type": "1", "metadata": {}, "hash": "88d845d67e236b9dc689c3d47875f3e63104cc776db42ebfe1bed48ce258adc0", "class_name": "RelatedNodeInfo"}}, "text": "John's University, Shanghai's first international college; today, the park features sakura and peony gardens and a 150-year-old platanus, and it also serves as an interchange hub in the metro system.One of Shanghai's newer parks is the Xujiahui Park, which was built in 1999, on the former grounds of the Great Chinese Rubber Works Factory and the EMI Recording Studio (now La Villa Rouge restaurant). The park has an artificial lake with a sky bridge running across the park. Shanghai Botanical Garden is located 12 km (7 mi) southwest of the city center and was established in 1978. In 2011, the largest botanical garden in Shanghai\u2014Shanghai Chen Shan Botanical Garden\u2014opened in Songjiang District.\r\nOther notable parks in Shanghai include Lu Xun Park, Century Park, Gucun Park, Gongqing Forest Park, and Jing'an Park.\r\nThe Shanghai Disney Resort Project was approved by the government on 4 November 2009 and opened in 2016.\r\nThe $4.4 billion theme park and resort in Pudong features a castle that is the biggest among Disney's resorts. More than 11 million people visited the resort in its first year of operation.\r\n\r\n\r\n=== Air pollution ===\r\n\r\nAir pollution in Shanghai is not as severe as in many other Chinese cities, but is still considered substantial by world standards. During the December 2013 Eastern China smog, air pollution rates reached between 23 and 31 times the international standard. On 6 December 2013, levels of PM2.5 particulate matter in Shanghai rose above 600 micrograms per cubic meter and in the surrounding area, above 700 micrograms per cubic meter. Levels of PM2.5 in Putuo District reached 726 micrograms per cubic meter. As a result, the Shanghai Municipal Education Commission received orders to suspend students' outdoor activities. Authorities pulled nearly one-third of government vehicles from the roads, while much construction work was halted. Most inbound flights were canceled, and more than 50 flights at Pudong International Airport were diverted.On 23 January 2014, Yang Xiong, the mayor of Shanghai, announced that three main measures would be taken to manage the air pollution in Shanghai, along with surrounding Anhui, Jiangsu, and Zhejiang provinces. The measures involved implementing the 2013 air-cleaning program, establishing a linkage mechanism with the three surrounding provinces, and improving the city's early-warning systems. On 12 February 2014, China's cabinet announced that a CN\u00a510 billion (US$1.7 billion) fund will be set up to help companies meet the new environmental standards. The effect of the policy was significant. From 2013 to 2018, more than 3,000 treatment facilities for industrial waste gases were installed, and the city's annual smoke, nitrogen oxide, and sulfur dioxide emission decreased by 65%, 54%, and 95%, respectively.\r\n\r\n\r\n=== Environmental protection ===\r\nPublic awareness of the environment is growing, and the city is investing in a number of environmental protection projects. A 16-year rehabilitation of Suzhou Creek, which runs through the city, was finished in 2012, clearing the creek of barges and factories and removing 1.3 million cubic meters of sludge. Additionally, the government has moved almost all the factories within the city center to either the outskirts or other provinces, and provided incentives for transportation companies to invest in LPG buses and taxis.\r\nOn 1 July 2019, Shanghai adopted a new garbage-classification system that sorts out waste into residual waste, kitchen waste, recyclable waste, and hazardous waste. The wastes are collected by separate vehicles and sent to incineration plants, landfills, recycling centers, and hazardous-waste-disposal facilities, respectively.\r\n\r\n\r\n== Media ==\r\nMedia in Shanghai covers newspapers, publisher, broadcast, television, and Internet, with some media having influence over the country. In regard to foreign publications in Shanghai, Hartmut Walravens of the IFLA Newspapers Section said that when the Japanese controlled Shanghai in the 1940s \"it was very difficult to publish good papers \u2013 one either had to concentrate on emigration problems, or cooperate like the Chronicle.\"As of March 2020, newspapers publishing in Shanghai include:\r\n\r\nNewspapers formerly published in Shanghai include:\r\n\r\nThe city's main broadcaster is Shanghai Media Group.\r\n\r\n\r\n== International relations ==\r\nThe city is the seat of the New Development Bank, a multilateral development bank established by the BRICS states. \r\n\r\n\r\n=== Twin towns \u2013 sister cities ===\r\n\r\nShanghai is twinned with:\r\n\r\n\r\n=== Consulates and consulates general ===\r\nAs of September 2020, Shanghai hosts 71 consulates general and 5 consulates, excluding Hong Kong and Macao trade office.", "start_char_idx": 69149, "end_char_idx": 73858, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "8f4a449b-fb03-4b3e-b650-b7a9ceed8a1f": {"__data__": {"id_": "8f4a449b-fb03-4b3e-b650-b7a9ceed8a1f", "embedding": null, "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "5c728ef4-89f4-49a4-a071-64d753a53f21", "node_type": "4", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e80cba1453ada4ab6c515434cf1c9d4722b7e1c53a30e853595ea3ac137da355", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "85391b07-d4f1-4f26-8843-7604ca1b5bab", "node_type": "1", "metadata": {"file_path": "data\\Shanghai.txt", "file_name": "Shanghai.txt", "file_type": "text/plain", "file_size": 76374, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "6ba1dddc63e73acbe072abbf9430cb6bc32f2270f24143d29fc849255a9c60f3", "class_name": "RelatedNodeInfo"}}, "text": "In regard to foreign publications in Shanghai, Hartmut Walravens of the IFLA Newspapers Section said that when the Japanese controlled Shanghai in the 1940s \"it was very difficult to publish good papers \u2013 one either had to concentrate on emigration problems, or cooperate like the Chronicle.\"As of March 2020, newspapers publishing in Shanghai include:\r\n\r\nNewspapers formerly published in Shanghai include:\r\n\r\nThe city's main broadcaster is Shanghai Media Group.\r\n\r\n\r\n== International relations ==\r\nThe city is the seat of the New Development Bank, a multilateral development bank established by the BRICS states. \r\n\r\n\r\n=== Twin towns \u2013 sister cities ===\r\n\r\nShanghai is twinned with:\r\n\r\n\r\n=== Consulates and consulates general ===\r\nAs of September 2020, Shanghai hosts 71 consulates general and 5 consulates, excluding Hong Kong and Macao trade office.\r\n\r\n\r\n== See also ==\r\nList of economic and technological development zones in Shanghai\r\nList of administrative divisions of Shanghai\r\nList of fiction set in Shanghai\r\nList of films set in Shanghai\r\nList of people from Shanghai\r\nShanghai Detention Center\r\nShanghai International Football Tournament\r\nShanghai Scientific and Technical Publishers\r\nShuping Scholarship\r\nUrban planning in Shanghai\r\n\r\n\r\n== Notes ==\r\n\r\n\r\n== References ==\r\n\r\n\r\n== Further reading ==\r\nDanielson, Eric N. (2010). Discover Shanghai. Singapore: Marshall Cavendish.\r\nDanielson, Eric N. (2004). Shanghai and the Yangzi Delta. Singapore: Marshall Cavendish/Times Editions. ISBN 978-981-232-597-6.\r\nElvin, Mark (1977). \"Market Towns and Waterways: The County of Shang-hai from 1480 to 1910\". In Skinner, G. William (ed.). The City in Late Imperial China. Stanford, Cal.: Stanford University Press. pp. 441\u2013474. ISBN 978-0-8047-0892-0. OCLC 2883862.\r\nErh, Deke; Johnston, Tess (2007). Shanghai Art Deco. Hong Kong: Old China Hand Press.\r\nHaarmann, Anke. Shanghai (Urban Public) Space (Berlin: Jovis, 2009). 192 pp. online review\r\nHoresh, Niv (2009). Shanghai's Bund and Beyond. New Haven: Yale University Press.\r\nJohnson, Linda Cooke (1995). Shanghai: From Market Town to Treaty Port. Stanford: Stanford University Press.\r\nJohnson, Linda Cooke (1993). Cities of Jiangnan in Late Imperial China. Albany, NY: State University of New York (SUNY). ISBN 978-0-7914-1424-8.\r\nScheen, Lena (2015). Shanghai Literary Imaginings: A City in Transformation. Amsterdam: Amsterdam University Press. ISBN 978-90-8964-587-6.\r\nScheen, Lena (2022). \"History of Shanghai.\" Oxford Research Encyclopedia of Asian History 18 online\r\nYan Jin. \"Shanghai Studies: An evolving academic field\" History Compass (October 2018) e12496 Historiography of recent scholarship. online\r\n\r\n\r\n== External links ==\r\n\r\n Media related to Shanghai at Wikimedia Commons\r\nOfficial website (Archived 25 June 2008 at the Wayback Machine)\r\nShanghaiEye \u2013 English news website of SMG\r\nShanghai at Curlie\r\nWikiSatellite view of Shanghai at WikiMapia\r\n Geographic data related to Shanghai at OpenStreetMap", "start_char_idx": 73006, "end_char_idx": 75979, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}}, "docstore/metadata": {"8083cd2a-02df-4286-a102-fc9d217a5dbb": {"doc_hash": "e9e065aa4610f9c20e12975f3f218b8d08011f677d5e7477058126f68a2b5bcd", "ref_doc_id": 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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Shanghai/graph_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Shanghai/graph_store.json"
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Shanghai/image__vector_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Shanghai/image__vector_store.json"
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+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Shanghai/image__vector_store.json"	
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Shanghai/index_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Shanghai/index_store.json"
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Tokyo.txt" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Tokyo.txt"
new file mode 100755
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+Tokyo (; Japanese: 東京, Tōkyō, [toːkʲoː] ), officially the Tokyo Metropolis (東京都, Tōkyō-to), is the capital of Japan and one of the most populous cities in the world with a population of over 14 million residents as of 2023. The Tokyo metropolitan area, which includes Tokyo and nearby prefectures, is the world's most-populous metropolitan area with 40.8 million residents as of 2023, and is the second-largest metropolitan economy in the world after New York, with a 2022 gross metropolitan product estimated at US$2.08 trillion (US$51,124 per capita).Located at the head of Tokyo Bay, Tokyo is part of the Kantō region on the central coast of Honshu, Japan's largest island. Tokyo serves as Japan's economic center and the seat of both the Japanese government and the Emperor of Japan. The Tokyo Metropolitan Government administers Tokyo's central 23 special wards (which formerly made up Tokyo City), various commuter towns and suburbs in its western area, and two outlying island chains known as the Tokyo Islands. Despite most of the world knowing Tokyo as a city, since 1943 its governing structure has been more akin to a prefecture, with an accompanying Governor and Assembly taking precedence over the smaller municipal governments which make up the metropolis.
+Prior to the 17th century, Tokyo was predominantly a fishing village and was named Edo. In 1603, however, the city ascended to political prominence after being named the seat of the Tokugawa shogunate. By the mid-18th century, Edo emerged as one of the world's most-populous cities with a population of over one million people. Following the Meiji Restoration in 1868, the imperial capital in Kyoto was moved to Edo, and the city was renamed Tokyo (lit. 'Eastern Capital'). In 1923, Tokyo was damaged substantially by the Great Kantō earthquake, and the city was later badly damaged by allied bombing raids during World War II in retaliation for Japan's attack on Pearl Harbor. Beginning in the mid-20th century, Tokyo underwent rapid reconstruction and expansion that contributed to the era's so-called Japanese economic miracle in which Japan's economy propelled to the second-largest in the world behind that of the United States.  Tokyo is also part of an industrial region that spans from Yokohama and Kawasaki to Chiba. As of 2023, the city is home to 29 of the world's largest 500 companies listed in the annual Fortune Global 500.Tokyo is categorized as an Alpha+ city by the Globalization and World Cities Research Network. While Tokyo has dropped out as one of the top three financial centers in the world in the 1980s, the city continues to be considered a large financial hub and remains Japan's financial capital. The city is home to the world's tallest tower, Tokyo Skytree, and the world's largest underground floodwater diversion facility, the Metropolitan Area Outer Underground Discharge Channel in Kasukabe, Saitama, a Tokyo suburb. The Tokyo Metro Ginza Line, which opened in 1927, is the oldest underground metro line in East Asia. Tokyo is recognized as one of the world's most livable cities; it was ranked fourth in the world in Global Livability Ranking, published in 2021.In the 20th and 21st centuries, Tokyo has hosted several major international events, including the 1964 Summer Olympics and Paralympics, the 2020 Summer Olympics and Paralympics, and three G7 summits in 1979, 1986, and 1993. Tokyo is an international research and development hub and an academic center with several major universities, including the University of Tokyo, the top-ranking university in the country. Tokyo Station is the central hub for the Shinkansen, Japan's high-speed railway network, and Shinjuku Station in Tokyo is the world's busiest train station. Notable special wards in Tokyo include Chiyoda, the site of the National Diet Building and the Tokyo Imperial Palace, Shinjuku, the city's administrative center, and Shibuya, a commercial, cultural, and business hub in the city.
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+== Etymology ==
+ Tokyo was originally known as Edo (江戸), a kanji compound of 江 (e, "cove, inlet") and 戸 (to, "entrance, gate, door"). The name, which can be translated as "estuary", is a reference to the original settlement's location at the meeting of the Sumida River and Tokyo Bay. During the Meiji Restoration in 1868, the name of the city was changed to Tokyo (東京, from 東 tō "east", and 京 kyō "capital"), when it became the new imperial capital, in line with the East Asian tradition of including the word capital (京) in the name of the capital city (for example, Kyoto (京都), Keijō (京城), Beijing (北京), Nanjing (南京), and Xijing (西京)). During the early Meiji period, the city was sometimes called "Tōkei", an alternative pronunciation for the same characters representing "Tokyo", making it a kanji homograph. Some surviving official English documents use the spelling "Tokei"; however, this pronunciation is now obsolete.
+
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+== History ==
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+=== Pre-1869 (Edo period) ===
+
+Tokyo was originally a village called Edo, in what was formerly part of the old Musashi Province. Edo was first fortified by the Edo clan, in the late twelfth century. In 1457, Ōta Dōkan built Edo Castle. In 1590, Tokugawa Ieyasu moved from Mikawa Province (his lifelong base) to the Kantō region. When he became shōgun in 1603, Edo became the center of his ruling. During the subsequent Edo period, Edo grew into one of the largest cities in the world with a population topping one million by the 18th century.Edo was still the home of the Tokugawa shogunate and was not yet the capital of Japan (the Emperor himself lived in Kyoto almost continuously from 794 to 1868). During the Edo era, the city enjoyed a prolonged period of peace known as the Pax Tokugawa, and in the presence of such peace, the shogunate adopted a stringent policy of seclusion, which helped to perpetuate the lack of any serious military threat to the city. The absence of war-inflicted devastation allowed Edo to devote the majority of its resources to rebuilding in the wake of the consistent fires, earthquakes, and other devastating natural disasters that plagued the city.
+This prolonged period of seclusion however came to an end with the arrival of American Commodore Matthew C. Perry in 1853. Commodore Perry forced the opening of the ports of Shimoda and Hakodate, leading to an increase in the demand for new foreign goods and subsequently a severe rise in inflation. Social unrest mounted in the wake of these higher prices and culminated in widespread rebellions and demonstrations, especially in the form of the "smashing" of rice establishments. Meanwhile, supporters of the Emperor leveraged the disruption that these widespread rebellious demonstrations were causing to further consolidate power by overthrowing the last Tokugawa shōgun, Yoshinobu, in 1867. After 265 years, the Pax Tokugawa came to an end.
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+=== 1869–1943 ===
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+Edo was renamed Tokyo (Eastern Capital) on September 3, 1868, as the new government was consolidating its power after the fall of the Edo shogunate. The young Emperor Meiji visited once at the end of that year and eventually moved in in 1869. Tokyo was already the nation's political center, and the emperor's residence made it a de facto imperial capital as well, with the former Edo Castle becoming the Imperial Palace. The city of Tokyo was officially established on May 1, 1889.
+The Tokyo Metro Ginza Line portion between Ueno and Asakusa was the first subway line built in Japan and East Asia completed on December 30, 1927. Central Tokyo, like Osaka, has been designed since about 1900 to be centered on major railway stations in a high-density fashion, so suburban railways were built relatively cheaply at street level and with their own right-of-way. Though expressways have been built in Tokyo, the basic design has not changed.Tokyo went on to suffer two major catastrophes in the 20th century: the 1923 Great Kantō earthquake, which left 140,000 dead or missing; and World War II.
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+=== 1943–1945 ===
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+In 1943, the city of Tokyo merged with the prefecture of Tokyo to form the "Metropolitan Prefecture" of Tokyo. Since then, the Tokyo Metropolitan Government served as both the prefecture government for Tokyo, as well as administering the special wards of Tokyo, for what had previously been Tokyo City. World War II wrought widespread destruction of most of the city due to the persistent Allied air raids on Japan and the use of incendiary bombs. The bombing of Tokyo in 1944 and 1945 is estimated to have killed between 75,000 and 200,000 civilians and left more than half of the city destroyed.The deadliest night of the war came on March 9–10, 1945, the night of the American "Operation Meetinghouse" raid; as nearly 700,000 incendiary bombs rained on the eastern half of the city, mainly in heavily residential wards. Two-fifths of the city were completely burned, more than 276,000 buildings were demolished, 100,000 civilians were killed, and 110,000 more were injured. Between 1940 and 1945, the population of Japan's capital city dwindled from 6,700,000 to less than 2,800,000, with the majority of those who lost their homes living in "ramshackle, makeshift huts".
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+=== 1945–present ===
+After the war, Tokyo became the base from which the United States under Douglas MacArthur administered Japan for six years. Tokyo struggled to rebuild as occupation authorities stepped in and drastically cut back on Japanese government rebuilding programs, focusing instead on simply improving roads and transportation. Tokyo did not experience fast economic growth until the 1950s.After the occupation of Japan ended in 1952, Tokyo was completely rebuilt and was showcased to the world during the 1964 Summer Olympics, such as the Yoyogi National Gymnasium and the 0 Series Shinkansen, the first bullet train of its class in the world. The 1970s and the 1980s brought new high-rise developments. In 1978, Sunshine 60 – the tallest skyscraper in Asia until 1985, and in Japan until 1991 – and Narita International Airport were constructed, and the population increased to about 11 million in the metropolitan area. The Edo-Tokyo Open Air Architectural Museum has historic Japanese buildings that existed in the urban landscape of pre-war Tokyo.
+Tokyo's subway and commuter rail network became one of the busiest in the world as more and more people moved to the area. In the 1980s, real estate prices skyrocketed during a real estate and debt bubble. The bubble burst in the early 1990s, and many companies, banks, and individuals were caught with mortgage-backed debts while real estate was shrinking in value. A major recession followed, making the 1990s Japan's "Lost Decade", from which it is now slowly recovering.
+Tokyo still sees new urban developments on large lots of less profitable land. Recent projects include Ebisu Garden Place, Tennōzu Isle, Shiodome, Roppongi Hills, Shinagawa (Shinagawa Station, a major hub for Shinkansen), and the Marunouchi side of Tokyo Station. Buildings of significance have been demolished for more up-to-date shopping facilities such as Omotesando Hills.Land reclamation projects in Tokyo have also been going on for centuries. The most prominent is the Odaiba area, now a major shopping and entertainment center. Various plans have been proposed for transferring national government functions from Tokyo to secondary capitals in other regions of Japan, to slow down rapid development in Tokyo and revitalize economically lagging areas of the country. These plans have been controversial within Japan and have yet to be realized.
+The 2011 Tōhoku earthquake and tsunami that devastated much of the northeastern coast of Honshu was felt in Tokyo. However, due to Tokyo's earthquake-resistant infrastructure, damage in Tokyo was very minor compared to areas directly hit by the tsunami, although activity in the city was largely halted. The subsequent nuclear crisis caused by the tsunami has also largely left Tokyo unaffected, despite occasional spikes in radiation levels.On September 7, 2013, the IOC selected Tokyo to host the 2020 Summer Olympics. Tokyo thus became the first Asian city to host the Olympic Games twice. However, as a result of the COVID-19 pandemic, the 2020 Olympic Games took place from July 23, 2021, to August 8, 2021. It is also unclear how the city will deal with an increasing number of issues, urging scholars to offer possible alternatives approaches to tackle the most urgent problems. Although, the COVID-19 pandemic in Tokyo has impeded the growth of many industries, the real estate market in Japan is yet to be negatively impacted. Japanese real estate has become one of the safest investments for foreign investors around the world.
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+== Geography and government ==
+
+The mainland portion of Tokyo lies northwest of Tokyo Bay and measures about 90 km (56 mi) east to west and 25 km (16 mi) north to south. The average elevation in Tokyo is 40 m (131 ft). Chiba Prefecture borders it to the east, Yamanashi to the west, Kanagawa to the south, and Saitama to the north. Mainland Tokyo is further subdivided into the special wards (occupying the eastern half) and the Tama area (多摩地域) stretching westwards. Tokyo has a latitude of 35.65 (near the 36th parallel north), which makes it more southern than Rome (41.90), Madrid (40.41), New York City (40.71) and Beijing (39.91).Within the administrative boundaries of Tokyo Metropolis are two island chains in the Pacific Ocean directly south: the Izu Islands, and the Ogasawara Islands, which stretch more than 1,000 km (620 mi) away from the mainland. Because of these islands and the mountainous regions to the west, Tokyo's overall population density figures far under-represent the real figures for the urban and suburban regions of Tokyo.Under Japanese law, the prefecture of Tokyo is designated as a to (都), translated as metropolis. Tokyo Prefecture is the most populous prefecture and the densest, with 6,100 inhabitants per square kilometer (16,000/sq mi); by geographic area it is the third-smallest, above only Osaka and Kagawa. Its administrative structure is similar to that of Japan's other prefectures. The 23 special wards (特別区, tokubetsu-ku), which until 1943 constituted the city of Tokyo, are self-governing municipalities, each having a mayor, a council, and the status of a city.
+In addition to these 23 special wards, Tokyo also includes 26 more cities (市 -shi), five towns (町 -chō or machi), and eight villages (村 -son or -mura), each of which has a local government. The Tokyo Metropolitan Government administers the whole metropolis including the 23 special wards and the cities and towns that constitute the prefecture. It is headed by a publicly elected governor and metropolitan assembly. Its headquarters is in Shinjuku Ward.
+
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+=== Municipalities ===
+
+Since 2001, Tokyo consists of 62 municipalities: 23 special wards, 26 cities, 5 towns and 8 villages. Any municipality of Japan has a directly elected mayor and a directly elected assembly, each elected on independent four-year cycles. 23 of Tokyo's municipalities cover the area that had been Tokyo City until WWII, 30 remain today in the Tama area (former North Tama, West Tama and South Tama districts), 9 on Tokyo's outlying islands.
+
+The special wards (特別区, tokubetsu-ku) of Tokyo comprise the area formerly incorporated as Tokyo City. The special wards use the word "city" in their official English name (e.g. Chiyoda City). The wards differ from other cities in having a unique administrative relationship with the prefectural government. Certain municipal functions, such as waterworks, sewerage, and fire-fighting, are handled by the Tokyo Metropolitan Government. To pay for the added administrative costs, the prefecture collects municipal taxes, which would usually be levied by the city. The "three central wards" of Tokyo – Chiyoda, Chūō and Minato – are the business core of the city, with a daytime population more than seven times higher than their nighttime population. Chiyoda Ward is unique in that it is in the very heart of the former Tokyo City, yet is one of the least populated wards. It is occupied by many major Japanese companies and is also the seat of the national government, and the Japanese emperor. It is often called the "political center" of the country. Akihabara, known for being an otaku cultural center and a shopping district for computer goods, is also in Chiyoda.
+To the west of the special wards, Tokyo Metropolis consists of cities, towns, and villages that enjoy the same legal status as those elsewhere in Japan. While serving as "bed towns" for those working in central Tokyo, some of them also have a local commercial and industrial base, such as Tachikawa. Collectively, these are often known as the Tama area or Western Tokyo. The far west of the Tama area is occupied by the district (gun) of Nishi-Tama. Much of this area is mountainous and unsuitable for urbanization. The highest mountain in Tokyo, Mount Kumotori, is 2,017 m (6,617 ft) high; other mountains in Tokyo include Takanosu (1,737 m (5,699 ft)), Odake (1,266 m (4,154 ft)), and Mitake (929 m (3,048 ft)). Lake Okutama, on the Tama River near Yamanashi Prefecture, is Tokyo's largest lake. The district is composed of three towns (Hinode, Mizuho and Okutama) and one village (Hinohara). The Tokyo Metropolitan Government has designated Hachiōji, Tachikawa, Machida, Ōme and Tama New Town as regional centers of the Tama area, as part of its plans to relocate urban functions away from central Tokyo.
+Tokyo has numerous outlying islands, which extend as far as 1,850 km (1,150 mi) from central Tokyo. Because of the islands' distance from the administrative headquarters of the Tokyo Metropolitan Government in Shinjuku, local subprefectural branch offices administer them. The Izu Islands are a group of volcanic islands and form part of the Fuji-Hakone-Izu National Park. The islands in order from closest to Tokyo are Izu Ōshima, Toshima, Nii-jima, Shikine-jima, Kōzu-shima, Miyake-jima, Mikurajima, Hachijō-jima, and Aogashima. The Izu Islands are grouped into three subprefectures. Izu Ōshima and Hachijojima are towns. The remaining islands are six villages, with Niijima and Shikinejima forming one village. The Ogasawara Islands include, from north to south, Chichi-jima, Nishinoshima, Haha-jima, Kita Iwo Jima, Iwo Jima, and Minami Iwo Jima. Ogasawara also administers two tiny outlying islands: Minami Torishima, the easternmost point in Japan and at 1,850 km (1,150 mi) the most distant island from central Tokyo, and Okinotorishima, the southernmost point in Japan. Japan's claim on an exclusive economic zone (EEZ) surrounding Okinotorishima is contested by China and South Korea as they regard Okinotorishima as uninhabitable rocks which have no EEZ. The Iwo chain and the outlying islands have no permanent population, but hosts Japan Self-Defense Forces personnel. Local populations are only found on Chichi-Jima and Haha-Jima. The islands form both Ogasawara Subprefecture and the village of Ogasawara, Tokyo.
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+==== Municipal mergers ====
+
+When Tokyo reached its current extent except for smaller border changes in 1893, it consisted of over 170 municipalities, 1 (by definition: district-independent) city, nine districts with their towns and villages, plus the island communities that had never part of ritsuryō districts. By 1953, the number of municipalities had dropped to 97. The current total of 62 was reached in 2001.
+
+
+=== National parks ===
+As of March 31, 2008, 36% of the total land area of the prefecture was designated as Natural Parks (second only to Shiga Prefecture), namely the Chichibu Tama Kai, Fuji-Hakone-Izu, and Ogasawara National Parks (the last a UNESCO World Heritage Site); Meiji no Mori Takao Quasi-National Park; and Akikawa Kyūryō, Hamura Kusabana Kyūryō, Sayama, Takao Jinba, Takiyama, and Tama Kyūryō Prefectural Natural Parks.A number of museums are located in Ueno Park: Tokyo National Museum, National Museum of Nature and Science, Shitamachi Museum and National Museum for Western Art, among others. There are also artworks and statues at several places in the park. There is also a zoo in the park, and the park is a popular destination to view cherry blossoms.
+
+
+=== Earthquakes ===
+
+
+==== Minor quakes ====
+Tokyo is near the boundary of three plates, making it an extremely active region for smaller quakes and slippage which frequently affect the urban area with swaying as if in a boat, although epicenters within mainland Tokyo (excluding Tokyo's 2,000 km (1,243 mi)–long island jurisdiction) are quite rare. It is not uncommon in the metro area to have hundreds of these minor quakes (magnitudes 4–6) that can be felt in a single year, something local residents merely brush off but can be a source of anxiety not only for foreign visitors but for Japanese from elsewhere as well. They rarely cause much damage (sometimes a few injuries) as they are either too small or far away as quakes tend to dance around the region. Particularly active are offshore regions and to a lesser extent Chiba and Ibaraki.
+
+
+==== Infrequent powerful quakes ====
+Tokyo has been hit by powerful megathrust earthquakes in 1703, 1782, 1812, 1855, 1923, and much more indirectly (with some liquefaction in landfill zones) in 2011; the frequency of direct and large quakes is a relative rarity. The 1923 earthquake, with an estimated magnitude of 8.3, killed 142,000 people, the last time the urban area was directly hit.
+
+
+=== Volcanic eruptions ===
+Mount Fuji is about 100 km (62 mi) southwest of Tokyo. There is a low risk of eruption. The last recorded was the Hōei eruption which started on December 16, 1707, and ended about January 1, 1708 (16 days). During the Hōei eruption, the ash amount was 4 cm in southern Tokyo (bay area) and 2 cm to 0.5 cm in central Tokyo. Kanagawa had 16 cm to 8 cm ash and Saitama 0.5 to 0 cm. If the wind blows north-east it could send volcanic ash to Tokyo metropolis. According to the government, less than a millimeter of the volcanic ash from a Mount Fuji eruption could cause power grid problems such as blackouts and stop trains in the Tokyo metropolitan area. A mixture of ash with rain could stick to cellphone antennas, power lines and cause temporary power outages. The affected areas would need to be evacuated.
+
+
+=== Water management ===
+Tokyo is located on the Kantō Plain with five river systems and dozens of rivers that expand during each season. Important rivers are Edogawa, Nakagawa, Arakawa, Kandagawa, Megurogawa and Tamagawa. In 1947, Typhoon Kathleen struck Tokyo, destroying 31,000 homes and killing 1,100 people. In 1958, Typhoon Ida dropped 400 mm (16 in) of rain in a single week, causing streets to flood. In the 1950s and 1960s, the government invested 6–7% of the national budget on disaster and risk reduction. A huge system of dams, levees and tunnels was constructed. The purpose is to manage heavy rain, typhonic rain, and river floods.Tokyo has currently the world's largest underground floodwater diversion facility called the Metropolitan Area Outer Underground Discharge Channel (MAOUDC). It took 13 years to build and was completed in 2006. The MAOUDC is a 6.3 km (3.9 mi) long system of tunnels, 22 meters (72 ft) underground, with 70-meter (230 ft) tall cylindrical tanks, each tank being large enough to fit a space shuttle or the Statue of Liberty. During floods, excess water is collected from rivers and drained to the Edo River. Low-lying areas of Kōtō, Edogawa, Sumida, Katsushika, Taitō and Arakawa near the Arakawa River are most at risk of flooding.
+
+
+=== Climate ===
+The former city of Tokyo and the majority of Tokyo prefecture lie in the humid subtropical climate zone (Köppen climate classification: Cfa), with hot, humid summers and mild to cool winters with occasional cold spells. The region, like much of Japan, experiences a one-month seasonal lag. The warmest month is August, which averages 26.9 °C (80.4 °F). The coolest month is January, averaging 5.4 °C (41.7 °F). The record low temperature was −9.2 °C (15.4 °F) on January 13, 1876. The record high was 39.5 °C (103.1 °F) on July 20, 2004.
+The record highest low temperature is 30.3 °C (86.5 °F), on August 12, 2013, making Tokyo one of only seven observation sites in Japan that have recorded a low temperature over 30 °C (86.0 °F).Annual rainfall averages nearly 1,600 millimeters (63.0 in), with a wetter summer and a drier winter. The growing season in Tokyo lasts for about 322 days from around mid-February to early January. Snowfall is sporadic, and occurs almost annually. Tokyo often sees typhoons every year, though few are strong. The wettest month since records began in 1876 was October 2004, with 780 millimeters (30 in) of rain, including 270.5 mm (10.65 in) on the ninth of that month. The most recent of four months on record to observe no precipitation is December 1995. Annual precipitation has ranged from 879.5 mm (34.63 in) in 1984 to 2,229.6 mm (87.78 in) in 1938.
+
+See or edit raw graph data.
+Tokyo's climate has warmed significantly since temperature records began in 1876.
+
+The western mountainous area of mainland Tokyo, Okutama also lies in the humid subtropical climate (Köppen classification: Cfa).
+
+The climates of Tokyo's offshore territories vary significantly from those of the city. The climate of Chichijima in Ogasawara village is on the boundary between the tropical savanna climate (Köppen classification: Aw) and the tropical rainforest climate (Köppen classification: Af). It is approximately 1,000 km (621 mi) south of the Greater Tokyo Area, resulting in much different climatic conditions.
+
+Tokyo's easternmost territory, the island of Minamitorishima in Ogasawara village, is in the tropical savanna climate zone (Köppen classification: Aw). Tokyo's Izu and Ogasawara islands are affected by an average of 5.4 typhoons a year, compared to 3.1 in mainland Kantō.
+
+
+== Cityscape ==
+Architecture in Tokyo has largely been shaped by Tokyo's history. Twice in recent history has the metropolis been left in ruins: first in the 1923 Great Kantō earthquake and later after extensive firebombing in World War II. Because of this, Tokyo's urban landscape consists mainly of modern and contemporary architecture, and older buildings are scarce. Tokyo features many internationally famous forms of modern architecture including Tokyo International Forum, Asahi Beer Hall, Mode Gakuen Cocoon Tower, NTT Docomo Yoyogi Building and Rainbow Bridge. Tokyo features two distinctive towers: Tokyo Tower and Tokyo Skytree, the latter of which is the tallest tower in both Japan and the world, and the second tallest structure in the world after the Burj Khalifa in Dubai. Mori Building Co started work on Tokyo's new tallest building which was set to be finished in March 2023. The project will cost 580 billion yen ($5.5 billion).Tokyo contains numerous parks and gardens. There are four national parks in Tokyo Prefecture, including the Fuji-Hakone-Izu National Park, which includes all of the Izu Islands.
+
+
+== Environment ==
+Tokyo has enacted a measure to cut greenhouse gases. Governor Shintaro Ishihara created Japan's first emissions cap system, aiming to reduce greenhouse gas emission by a total of 25% by 2020 from the 2000 level. Tokyo is an example of an urban heat island, and the phenomenon is especially serious in its special wards. According to the Tokyo Metropolitan Government, the annual mean temperature has increased by about 3 °C (5.4 °F) over the past 100 years. Tokyo has been cited as a "convincing example of the relationship between urban growth and climate".In 2006, Tokyo enacted the "10 Year Project for Green Tokyo" to be realized by 2016. It set a goal of increasing roadside trees in Tokyo to 1 million (from 480,000), and adding 1,000 ha (2,500 acres) of green space, 88 ha (220 acres) of which will be a new park named "Umi no Mori" (Sea Forest) which will be on a reclaimed island in Tokyo Bay which used to be a landfill. From 2007 to 2010, 436 ha (1,080 acres) of the planned 1,000 ha of green space was created and 220,000 trees were planted, bringing the total to 700,000. As of 2014, roadside trees in Tokyo have increased to 950,000, and a further 300 ha (740 acres) of green space has been added.
+
+
+== Demographics ==
+As of October 2012, the official intercensal estimate showed 13.506 million people in Tokyo, with 9.214 million living within Tokyo's 23 wards. During the daytime, the population swells by over 2.5 million as workers and students commute from adjacent areas. This effect is even more pronounced in the three central wards of Chiyoda, Chūō, and Minato, whose collective population as of the 2005 National Census was 326,000 at night, but 2.4 million during the day.In 1889, the Home Ministry recorded 1,375,937 people in Tokyo City and a total of 1,694,292 people in Tokyo-fu. In the same year, a total of 779 foreign nationals were recorded as residing in Tokyo. The most common nationality was English (209 residents), followed by American (182) and Chinese nationals (137).
+
+
+== Economy ==
+Tokyo has the second-largest metropolitan economy in the world, after New York City, with a gross metropolitan product estimated at US$2 trillion.
+Tokyo is a major international finance center; it houses the headquarters of several of the world's largest investment banks and insurance companies, and serves as a hub for Japan's transportation, publishing, electronics and broadcasting industries. During the centralized growth of Japan's economy following World War II, many large firms moved their headquarters from cities such as Osaka (the historical commercial capital) to Tokyo, in an attempt to take advantage of better access to the government. This trend has begun to slow due to ongoing population growth in Tokyo and the high cost of living there.
+Tokyo was rated by the Economist Intelligence Unit as the most expensive (highest cost-of-living) city in the world for 14 years in a row ending in 2006, when it was replaced by Oslo, and later Paris.Tokyo emerged as a leading international financial center (IFC) in the 1960s and has been described as one of the three "command centers" for the world economy, along with New York City and London. In the 2020 Global Financial Centers Index, Tokyo was ranked as having the fourth most competitive financial center in the world (alongside cities such as New York City, London, Shanghai, Hong Kong, Singapore, Beijing, San Francisco, Shenzhen and Zürich in the top 10), and second most competitive in Asia (after Shanghai). The Japanese financial market opened up slowly in 1984 and accelerated its internationalization with the "Japanese Big Bang" in 1998. Despite the emergence of Singapore and Hong Kong as competing financial centers, the Tokyo IFC manages to keep a prominent position in Asia. The Tokyo Stock Exchange is Japan's largest stock exchange, and third largest in the world by market capitalization and fourth largest by share turnover. In 1990 at the end of the Japanese asset price bubble, it accounted for more than 60% of the world stock market value. Tokyo had 8,460 hectares (20,900 acres) of agricultural land as of 2003, according to the Ministry of Agriculture, Forestry and Fisheries, placing it last among the nation's prefectures. The farmland is concentrated in Western Tokyo. Perishables such as vegetables, fruits, and flowers can be conveniently shipped to the markets in the eastern part of the prefecture. Komatsuna and spinach are the most important vegetables; as of 2000, Tokyo supplied 32.5% of the komatsuna sold at its central produce market.With 36% of its area covered by forest, Tokyo has extensive growths of cryptomeria and Japanese cypress, especially in the mountainous western communities of Akiruno, Ōme, Okutama, Hachiōji, Hinode, and Hinohara. Decreases in the price of timber, increases in the cost of production, and advancing old age among the forestry population have resulted in a decline in Tokyo's output. In addition, pollen, especially from cryptomeria, is a major allergen for the nearby population centers. Tokyo Bay was once a major source of fish. Most of Tokyo's fish production comes from the outer islands, such as Izu Ōshima and Hachijō-Jima. Skipjack tuna, nori, and aji are among the ocean products.Tourism in Tokyo is also a large contributor to its economy. In 2006, 4.81 million foreigners and 420 million Japanese visits to Tokyo were made; the economic value of these visits totaled 9.4 trillion yen according to the Tokyo Metropolitan Government. Many tourists visit the various downtowns, stores, and entertainment districts throughout the neighborhoods of the special wards of Tokyo. Cultural offerings include both omnipresent Japanese pop culture and associated districts such as Shibuya and Harajuku, subcultural attractions such as Studio Ghibli anime center, as well as museums like the Tokyo National Museum, which houses 37% of the country's artwork national treasures (87/233).
+The Toyosu Market in Tokyo is the largest wholesale fish and seafood market in the world since it opened on October 11, 2018. It is also one of the largest wholesale food markets of any kind. It is located in the Toyosu area of Kōtō ward. The Toyosu Market holds strong to the traditions of its predecessor, the Tsukiji Fish Market and Nihonbashi fish market, and serves some 50,000 buyers and sellers every day. Retailers, whole-sellers, auctioneers, and public citizens alike frequent the market, creating a unique microcosm of organized chaos that still continues to fuel the city and its food supply after over four centuries.
+
+
+== Transportation ==
+
+Tokyo, which is the center of the Greater Tokyo Area, is Japan's largest domestic and international hub for rail and ground transportation. Public transportation within Tokyo is dominated by an extensive network of "clean and efficient" trains and subways run by a variety of operators, with buses, monorails and trams playing a secondary feeder role. There are up to 62 electric train lines and more than 900 train stations in Tokyo. Shibuya Crossing is the "world's busiest pedestrian crossing", with around 3,000 people crossing at a time.Narita International Airport in Chiba Prefecture is the major gateway for international travelers to Japan. Japan's flag carrier Japan Airlines, as well as All Nippon Airways, have a hub at this airport. Haneda Airport on the reclaimed land at Ōta, offers domestic and international flights.
+Various islands governed by Tokyo have their own airports. Hachijō-jima (Hachijojima Airport), Miyakejima (Miyakejima Airport), and Izu Ōshima (Oshima Airport) have services to Tokyo International and other airports.
+Rail is the primary mode of transportation in Tokyo, which has the most extensive urban railway network in the world and an equally extensive network of surface lines. JR East operates Tokyo's largest railway network, including the Yamanote Line loop that circles the center of downtown Tokyo. It operates rail lines in the entire metropolitan area of Tokyo and in the rest of the northeastern part of Honshu. JR East is also responsible for Shinkansen high-speed rail lines.
+Two different organizations operate the subway network: the private Tokyo Metro and the governmental Tokyo Metropolitan Bureau of Transportation. The Metropolitan Government and private carriers operate bus routes and one tram route. Local, regional, and national services are available, with major terminals at the giant railroad stations, including Tokyo, Shinagawa, and Shinjuku.
+Expressways link the capital to other points in the Greater Tokyo Area, the Kantō region, and the islands of Kyushu and Shikoku. To build them quickly before the 1964 Summer Olympics, most were constructed above existing roads. Other transportation includes taxis operating in the special wards and the cities and towns. Also, long-distance ferries serve the islands of Tokyo and carry passengers and cargo to domestic and foreign ports.
+
+
+== Education ==
+
+Tokyo is the educational, academic and cultural hub of the country. From primary to tertiary levels, a number of educational institutions that cater to the needs of various pupils operate in the city. 
+Most notably, Tokyo is the heartland of tertiary education in the country, home to 143 authorised universities in 2020. This number includes the nation's most prestigious and selective universities, such as, University of Tokyo, Tokyo Institute of Technology, Hitotsubashi University, Waseda University, and Keio University.  Apart from those aforementioned top-ranking universities, other notable universities in Tokyo include:
+
+The United Nations University, which is the academic arm of the United Nations, is headquartered in Shibuya, Tokyo.
+At the secondary level, 429 senior high schools are located in Tokyo, six of which are national, 186 are public, and 237 are private. Some senior high schools, often prestigious national or private ones, run jointly with their affiliated junior high schools, providing six-year educational programmes (Chūkō Ikkan Kyōiku). The Kaisei Academy, Komaba Junior & Senior High School, University of Tsukuba, Azabu High School, and Oin Junior and Senior High School, the largest sources of successful applicants to the nation's top university, the University of Tokyo, are some examples of such. 
+
+At the primary level, there are 1332 elementary schools in Tokyo. Six of them are national, 1261 are public, and 53 are private.Early-modern-established academies such as Gakushuin and Keio provide all-through educational programmes from primary schools to universities, originally to cater to the needs of traditionally affluent and powerful families.There are international and ethnic schools that abide by the national curricula of their respective countries or international curricula rather than the Japanese one as well, such as the British School in Tokyo, Tokyo Chinese School, the American School in Japan, and the Tokyo International School.
+
+
+== Culture ==
+Tokyo has many museums. In Ueno Park, there is the Tokyo National Museum, the country's largest museum and specializing in traditional Japanese art; the National Museum of Western Art and Ueno Zoo. Other museums include the Artizon Museum in Chūō; the National Museum of Emerging Science and Innovation in Odaiba; the Edo-Tokyo Museum in Sumida, across the Sumida River from the center of Tokyo; the Nezu Museum in Aoyama; and the National Diet Library, National Archives, and the National Museum of Modern Art, which are near the Imperial Palace.
+Tokyo has many theaters for performing arts. These include national and private theaters for traditional forms of Japanese drama. Noteworthy are the National Noh Theatre for noh and the Kabuki-za for Kabuki. Symphony orchestras and other musical organizations perform modern and traditional music. The New National Theater Tokyo in Shibuya is the national center for the performing arts, including opera, ballet, contemporary dance and drama. Tokyo also hosts modern Japanese and international pop, and rock music at venues ranging in size from intimate clubs to internationally known areas such as the Nippon Budokan.
+
+Many different festivals occur throughout Tokyo. Major events include the Sannō at Hie Shrine, the Sanja at Asakusa Shrine, and the biennial Kanda Festivals. The last features a parade with elaborately decorated floats and thousands of people. Annually on the last Saturday of July, an enormous fireworks display over the Sumida River attracts over a million viewers. Once cherry blossoms bloom in spring, many residents gather in Ueno Park, Inokashira Park, and the Shinjuku Gyoen National Garden for picnics under the blossoms.
+Harajuku, a neighborhood in Shibuya, is known internationally for its youth style, fashion and cosplay.
+In November 2007, Michelin released their first guide for fine dining in Tokyo, awarding 191 stars in total, or about twice as many as Tokyo's nearest competitor, Paris. As of 2017, 227 restaurants in Tokyo have been awarded (92 in Paris). Twelve establishments were awarded the maximum of three stars (Paris has 10), 54 received two stars, and 161 earned one star.
+
+
+== Sports ==
+
+Tokyo, with a diverse array of sports, is home to two professional baseball clubs, the Yomiuri Giants who play at the Tokyo Dome and Tokyo Yakult Swallows at Meiji-Jingu Stadium. The Japan Sumo Association is also headquartered in Tokyo at the Ryōgoku Kokugikan sumo arena where three official sumo tournaments are held annually (in January, May, and September). Soccer clubs in Tokyo include F.C. Tokyo and Tokyo Verdy 1969, both of which play at Ajinomoto Stadium in Chōfu, and FC Machida Zelvia at Nozuta Stadium in Machida. Rugby Union is also played in Tokyo, with multiple Japan Rugby League One clubs based in the city including: Black Rams Tokyo (Setagaya), Tokyo Sungoliath (Fuchū) and Toshiba Brave Lupus Tokyo (Fuchū).
+Basketball clubs include the Hitachi SunRockers, Toyota Alvark Tokyo and Tokyo Excellence.
+Tokyo hosted the 1964 Summer Olympics, thus becoming the first Asian city to host the Summer Games. The National Stadium, also known as the Olympic Stadium, was host to a number of international sporting events. In 2016, it was to be replaced by the New National Stadium. With a number of world-class sports venues, Tokyo often hosts national and international sporting events such as basketball tournaments, women's volleyball tournaments, tennis tournaments, swim meets, marathons, rugby union and sevens rugby games, soccer exhibition games, judo, and karate. Tokyo Metropolitan Gymnasium, in Sendagaya, Shibuya, is a large sports complex that includes swimming pools, training rooms, and a large indoor arena. According to Around the Rings, the gymnasium has played host to the October 2011 artistic gymnastics world championships, despite the International Gymnastics Federation's initial doubt in Tokyo's ability to host the championships following the March 11 tsunami. Tokyo was also selected to host a number of games for the 2019 Rugby World Cup, and to host the 2020 Summer Olympics and the Paralympics which had to be rescheduled to the summer of 2021 due to the COVID-19 pandemic in Japan.
+
+
+== In popular culture ==
+As the largest population center in Japan and the site of the country's largest broadcasters and studios, Tokyo is frequently the setting for many Japanese movies, television shows, animated series' (anime), web comics, light novels, video games, and comic books (manga). In the kaiju (monster movie) genre, landmarks of Tokyo are usually destroyed by giant monsters such as Godzilla and Gamera.
+Tokyo is also a popular foreign setting for non-Japanese media. Some Hollywood directors have turned to Tokyo as a backdrop for movies set in Japan. Postwar examples include Tokyo Joe, My Geisha, Tokyo Story and the James Bond film You Only Live Twice; recent examples include Kill Bill, The Fast and the Furious: Tokyo Drift, Lost in Translation, Babel, Inception, The Wolverine and Avengers: Endgame.
+Japanese author Haruki Murakami has based some of his novels in Tokyo (including Norwegian Wood), and David Mitchell's first two novels (number9dream and Ghostwritten) featured the city. Contemporary British painter Carl Randall spent 10 years living in Tokyo as an artist, creating a body of work depicting the city's crowded streets and public spaces.
+
+
+== International relations ==
+Tokyo is the founding member of the Asian Network of Major Cities 21 and is a member of the Council of Local Authorities for International Relations. Tokyo was also a founding member of the C40 Cities Climate Leadership Group.
+
+
+=== Sister cities and states ===
+
+As of 2022, Tokyo has twinning or friendship agreements with the following twelve cities and states:
+
+
+=== Friendship and cooperation agreements ===
+Tomsk Oblast, Russia (since May 2015)
+Brussels, Belgium (since October 2016)
+Mumbai, India (since November 2016)
+Los Angeles County, United States (since August 2021)
+
+
+=== International academic and scientific research ===
+Research and development in Japan and the Japanese space program are globally represented by several of Tokyo's medical and scientific facilities, including the University of Tokyo and other universities in Tokyo, which work in collaboration with many international institutions. Especially with the United States, including NASA and the many private spaceflight companies, Tokyo universities have working relationships with all of the Ivy League institutions (including Harvard and Yale University), along with other research universities and development laboratories, such as Stanford, MIT, and the UC campuses throughout California, as well as UNM and Sandia National Laboratories in Albuquerque, New Mexico. Other partners worldwide include Oxford University in the United Kingdom, the National University of Singapore in Singapore, the University of Toronto in Canada, and Tsinghua University in China.
+
+
+== See also ==
+
+
+== References ==
+
+
+== Bibliography ==
+
+
+== Further reading ==
+
+
+=== Guides ===
+Bender, Andrew, and Timothy N. Hornyak. Tokyo (City Travel Guide) (2010)
+Mansfield, Stephen. Dk Eyewitness Top 10 Travel Guide: Tokyo (2013)
+Waley, Paul. Tokyo Now and Then: An Explorer's Guide. (1984). 592 pp
+Yanagihara, Wendy. Lonely Planet Tokyo Encounter
+
+
+=== Contemporary ===
+Allinson, Gary D. Suburban Tokyo: A Comparative Study in Politics and Social Change. (1979). 258 pp.
+Bestor, Theodore. Neighborhood Tokyo (1989). online edition
+Bestor, Theodore. Tsukiji: The Fish Market at the Centre of the World. (2004) online edition
+Fowler, Edward. San'ya Blues: Labouring Life in Contemporary Tokyo. (1996) ISBN 0-8014-8570-3.
+Friedman, Mildred, ed. Tokyo, Form and Spirit. (1986). 256 pp.
+Jinnai, Hidenobu. Tokyo: A Spatial Anthropology. (1995). 236 pp.
+Jones, Sumie et al. eds. A Tokyo Anthology: Literature from Japan's Modern Metropolis, 1850–1920 (2017); primary sources excerpt
+Perez, Louis G. Tokyo: Geography, History, and Culture (ABC-CLIO, 2019).
+Reynolds, Jonathan M. "Japan's Imperial Diet Building: Debate over Construction of a National Identity". Art Journal. 55#3 (1996) pp. 38+.
+Sassen, Saskia. The Global City: New York, London, Tokyo. (1991). 397 pp.
+Sorensen, A. Land Readjustment and Metropolitan Growth: An Examination of Suburban Land Development and Urban Sprawl in the Tokyo Metropolitan Area (2000)
+Taira, J. [re]TOKYO. (2018). San Francisco: ORO Editions. ISBN 978-1-940743-66-0
+Waley, Paul. "Tokyo-as-world-city: Reassessing the Role of Capital and the State in Urban Restructuring". Urban Studies 2007 44(8): 1465–1490. ISSN 0042-0980 Fulltext: Ebsco
+
+
+== External links ==
+
+Official website (in Japanese)
+Official website (in English)
+Go Tokyo travel guide
+Tokyo Convention & Visitors Bureau
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\ No newline at end of file
diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Tokyo/docstore.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Tokyo/docstore.json"
new file mode 100755
index 0000000..40c17a9
--- /dev/null
+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Tokyo/docstore.json"	
@@ -0,0 +1 @@
+{"docstore/data": {"85768b0f-ef0f-42d7-8000-e45b8c1bcb73": {"__data__": {"id_": "85768b0f-ef0f-42d7-8000-e45b8c1bcb73", "embedding": null, "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0", "node_type": "4", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5877c46e045e7c4a57b3ebcf321dda1c6c48733ce8694ce78a4a0ee52a7a901f", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "2d18f1a2-b88c-4a7b-a2ae-dd37bdba90df", "node_type": "1", "metadata": {}, "hash": "516ebae742963da0e6fc5af798f90577d26e4750170ff2142ceb976b49d7063d", "class_name": "RelatedNodeInfo"}}, "text": "Tokyo (; Japanese: \u6771\u4eac, T\u014dky\u014d, [to\u02d0k\u02b2o\u02d0] ), officially the Tokyo Metropolis (\u6771\u4eac\u90fd, T\u014dky\u014d-to), is the capital of Japan and one of the most populous cities in the world with a population of over 14 million residents as of 2023. The Tokyo metropolitan area, which includes Tokyo and nearby prefectures, is the world's most-populous metropolitan area with 40.8 million residents as of 2023, and is the second-largest metropolitan economy in the world after New York, with a 2022 gross metropolitan product estimated at US$2.08 trillion (US$51,124 per capita).Located at the head of Tokyo Bay, Tokyo is part of the Kant\u014d region on the central coast of Honshu, Japan's largest island. Tokyo serves as Japan's economic center and the seat of both the Japanese government and the Emperor of Japan. The Tokyo Metropolitan Government administers Tokyo's central 23 special wards (which formerly made up Tokyo City), various commuter towns and suburbs in its western area, and two outlying island chains known as the Tokyo Islands. Despite most of the world knowing Tokyo as a city, since 1943 its governing structure has been more akin to a prefecture, with an accompanying Governor and Assembly taking precedence over the smaller municipal governments which make up the metropolis.\r\nPrior to the 17th century, Tokyo was predominantly a fishing village and was named Edo. In 1603, however, the city ascended to political prominence after being named the seat of the Tokugawa shogunate. By the mid-18th century, Edo emerged as one of the world's most-populous cities with a population of over one million people. Following the Meiji Restoration in 1868, the imperial capital in Kyoto was moved to Edo, and the city was renamed Tokyo (lit.\u2009'Eastern Capital'). In 1923, Tokyo was damaged substantially by the Great Kant\u014d earthquake, and the city was later badly damaged by allied bombing raids during World War II in retaliation for Japan's attack on Pearl Harbor. Beginning in the mid-20th century, Tokyo underwent rapid reconstruction and expansion that contributed to the era's so-called Japanese economic miracle in which Japan's economy propelled to the second-largest in the world behind that of the United States.  Tokyo is also part of an industrial region that spans from Yokohama and Kawasaki to Chiba. As of 2023, the city is home to 29 of the world's largest 500 companies listed in the annual Fortune Global 500.Tokyo is categorized as an Alpha+ city by the Globalization and World Cities Research Network. While Tokyo has dropped out as one of the top three financial centers in the world in the 1980s, the city continues to be considered a large financial hub and remains Japan's financial capital. The city is home to the world's tallest tower, Tokyo Skytree, and the world's largest underground floodwater diversion facility, the Metropolitan Area Outer Underground Discharge Channel in Kasukabe, Saitama, a Tokyo suburb. The Tokyo Metro Ginza Line, which opened in 1927, is the oldest underground metro line in East Asia. Tokyo is recognized as one of the world's most livable cities; it was ranked fourth in the world in Global Livability Ranking, published in 2021.In the 20th and 21st centuries, Tokyo has hosted several major international events, including the 1964 Summer Olympics and Paralympics, the 2020 Summer Olympics and Paralympics, and three G7 summits in 1979, 1986, and 1993. Tokyo is an international research and development hub and an academic center with several major universities, including the University of Tokyo, the top-ranking university in the country. Tokyo Station is the central hub for the Shinkansen, Japan's high-speed railway network, and Shinjuku Station in Tokyo is the world's busiest train station. Notable special wards in Tokyo include Chiyoda, the site of the National Diet Building and the Tokyo Imperial Palace, Shinjuku, the city's administrative center, and Shibuya, a commercial, cultural, and business hub in the city.\r\n\r\n\r\n== Etymology ==\r\n Tokyo was originally known as Edo (\u6c5f\u6238), a kanji compound of \u6c5f (e, \"cove, inlet\") and \u6238 (to, \"entrance, gate, door\"). The name, which can be translated as \"estuary\", is a reference to the original settlement's location at the meeting of the Sumida River and Tokyo Bay.", "start_char_idx": 0, "end_char_idx": 4260, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "2d18f1a2-b88c-4a7b-a2ae-dd37bdba90df": {"__data__": {"id_": "2d18f1a2-b88c-4a7b-a2ae-dd37bdba90df", "embedding": null, "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0", "node_type": "4", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5877c46e045e7c4a57b3ebcf321dda1c6c48733ce8694ce78a4a0ee52a7a901f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "85768b0f-ef0f-42d7-8000-e45b8c1bcb73", "node_type": "1", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "58072025da0d713936da648a87718d544f6343e4ec95f4977bbf259887fa8ef6", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d510b7b9-4c33-4324-b2ce-1ba1913459cb", "node_type": "1", "metadata": {}, "hash": "898f2d2af54eeda37d2ce4c45ed2e976ca27828dc184ea14627e83e4eab07538", "class_name": "RelatedNodeInfo"}}, "text": "Tokyo Station is the central hub for the Shinkansen, Japan's high-speed railway network, and Shinjuku Station in Tokyo is the world's busiest train station. Notable special wards in Tokyo include Chiyoda, the site of the National Diet Building and the Tokyo Imperial Palace, Shinjuku, the city's administrative center, and Shibuya, a commercial, cultural, and business hub in the city.\r\n\r\n\r\n== Etymology ==\r\n Tokyo was originally known as Edo (\u6c5f\u6238), a kanji compound of \u6c5f (e, \"cove, inlet\") and \u6238 (to, \"entrance, gate, door\"). The name, which can be translated as \"estuary\", is a reference to the original settlement's location at the meeting of the Sumida River and Tokyo Bay. During the Meiji Restoration in 1868, the name of the city was changed to Tokyo (\u6771\u4eac, from \u6771 t\u014d \"east\", and \u4eac ky\u014d \"capital\"), when it became the new imperial capital, in line with the East Asian tradition of including the word capital (\u4eac) in the name of the capital city (for example, Kyoto (\u4eac\u90fd), Keij\u014d (\u4eac\u57ce), Beijing (\u5317\u4eac), Nanjing (\u5357\u4eac), and Xijing (\u897f\u4eac)). During the early Meiji period, the city was sometimes called \"T\u014dkei\", an alternative pronunciation for the same characters representing \"Tokyo\", making it a kanji homograph. Some surviving official English documents use the spelling \"Tokei\"; however, this pronunciation is now obsolete.\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Pre-1869 (Edo period) ===\r\n\r\nTokyo was originally a village called Edo, in what was formerly part of the old Musashi Province. Edo was first fortified by the Edo clan, in the late twelfth century. In 1457, \u014cta D\u014dkan built Edo Castle. In 1590, Tokugawa Ieyasu moved from Mikawa Province (his lifelong base) to the Kant\u014d region. When he became sh\u014dgun in 1603, Edo became the center of his ruling. During the subsequent Edo period, Edo grew into one of the largest cities in the world with a population topping one million by the 18th century.Edo was still the home of the Tokugawa shogunate and was not yet the capital of Japan (the Emperor himself lived in Kyoto almost continuously from 794 to 1868). During the Edo era, the city enjoyed a prolonged period of peace known as the Pax Tokugawa, and in the presence of such peace, the shogunate adopted a stringent policy of seclusion, which helped to perpetuate the lack of any serious military threat to the city. The absence of war-inflicted devastation allowed Edo to devote the majority of its resources to rebuilding in the wake of the consistent fires, earthquakes, and other devastating natural disasters that plagued the city.\r\nThis prolonged period of seclusion however came to an end with the arrival of American Commodore Matthew C. Perry in 1853. Commodore Perry forced the opening of the ports of Shimoda and Hakodate, leading to an increase in the demand for new foreign goods and subsequently a severe rise in inflation. Social unrest mounted in the wake of these higher prices and culminated in widespread rebellions and demonstrations, especially in the form of the \"smashing\" of rice establishments. Meanwhile, supporters of the Emperor leveraged the disruption that these widespread rebellious demonstrations were causing to further consolidate power by overthrowing the last Tokugawa sh\u014dgun, Yoshinobu, in 1867. After 265 years, the Pax Tokugawa came to an end.\r\n\r\nGallery\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\r\n\r\n=== 1869\u20131943 ===\r\n\r\nEdo was renamed Tokyo (Eastern Capital) on September 3, 1868, as the new government was consolidating its power after the fall of the Edo shogunate. The young Emperor Meiji visited once at the end of that year and eventually moved in in 1869. Tokyo was already the nation's political center, and the emperor's residence made it a de facto imperial capital as well, with the former Edo Castle becoming the Imperial Palace. The city of Tokyo was officially established on May 1, 1889.\r\nThe Tokyo Metro Ginza Line portion between Ueno and Asakusa was the first subway line built in Japan and East Asia completed on December 30, 1927. Central Tokyo, like Osaka, has been designed since about 1900 to be centered on major railway stations in a high-density fashion, so suburban railways were built relatively cheaply at street level and with their own right-of-way.", "start_char_idx": 3584, "end_char_idx": 7829, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d510b7b9-4c33-4324-b2ce-1ba1913459cb": {"__data__": {"id_": "d510b7b9-4c33-4324-b2ce-1ba1913459cb", "embedding": null, "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0", "node_type": "4", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5877c46e045e7c4a57b3ebcf321dda1c6c48733ce8694ce78a4a0ee52a7a901f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "2d18f1a2-b88c-4a7b-a2ae-dd37bdba90df", "node_type": "1", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e0484ca948c03e98c4a1337625ecbd2bcaa2998812e553bbd720ad74cadc153e", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "8aee6d90-a02f-4fc4-aad6-f10a6210772e", "node_type": "1", "metadata": {}, "hash": "bcc1f62dd51112e5dc01b9c15001acf0dad6d1383d48e6f2dcb24f4724088265", "class_name": "RelatedNodeInfo"}}, "text": "The young Emperor Meiji visited once at the end of that year and eventually moved in in 1869. Tokyo was already the nation's political center, and the emperor's residence made it a de facto imperial capital as well, with the former Edo Castle becoming the Imperial Palace. The city of Tokyo was officially established on May 1, 1889.\r\nThe Tokyo Metro Ginza Line portion between Ueno and Asakusa was the first subway line built in Japan and East Asia completed on December 30, 1927. Central Tokyo, like Osaka, has been designed since about 1900 to be centered on major railway stations in a high-density fashion, so suburban railways were built relatively cheaply at street level and with their own right-of-way. Though expressways have been built in Tokyo, the basic design has not changed.Tokyo went on to suffer two major catastrophes in the 20th century: the 1923 Great Kant\u014d earthquake, which left 140,000 dead or missing; and World War II.\r\nGallery\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\r\n\r\n=== 1943\u20131945 ===\r\n\r\nIn 1943, the city of Tokyo merged with the prefecture of Tokyo to form the \"Metropolitan Prefecture\" of Tokyo. Since then, the Tokyo Metropolitan Government served as both the prefecture government for Tokyo, as well as administering the special wards of Tokyo, for what had previously been Tokyo City. World War II wrought widespread destruction of most of the city due to the persistent Allied air raids on Japan and the use of incendiary bombs. The bombing of Tokyo in 1944 and 1945 is estimated to have killed between 75,000 and 200,000 civilians and left more than half of the city destroyed.The deadliest night of the war came on March 9\u201310, 1945, the night of the American \"Operation Meetinghouse\" raid; as nearly 700,000 incendiary bombs rained on the eastern half of the city, mainly in heavily residential wards. Two-fifths of the city were completely burned, more than 276,000 buildings were demolished, 100,000 civilians were killed, and 110,000 more were injured. Between 1940 and 1945, the population of Japan's capital city dwindled from 6,700,000 to less than 2,800,000, with the majority of those who lost their homes living in \"ramshackle, makeshift huts\".\r\nGallery\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\r\n\r\n=== 1945\u2013present ===\r\nAfter the war, Tokyo became the base from which the United States under Douglas MacArthur administered Japan for six years. Tokyo struggled to rebuild as occupation authorities stepped in and drastically cut back on Japanese government rebuilding programs, focusing instead on simply improving roads and transportation. Tokyo did not experience fast economic growth until the 1950s.After the occupation of Japan ended in 1952, Tokyo was completely rebuilt and was showcased to the world during the 1964 Summer Olympics, such as the Yoyogi National Gymnasium and the 0 Series Shinkansen, the first bullet train of its class in the world. The 1970s and the 1980s brought new high-rise developments. In 1978, Sunshine 60 \u2013 the tallest skyscraper in Asia until 1985, and in Japan until 1991 \u2013 and Narita International Airport were constructed, and the population increased to about 11 million in the metropolitan area. The Edo-Tokyo Open Air Architectural Museum has historic Japanese buildings that existed in the urban landscape of pre-war Tokyo.\r\nTokyo's subway and commuter rail network became one of the busiest in the world as more and more people moved to the area. In the 1980s, real estate prices skyrocketed during a real estate and debt bubble. The bubble burst in the early 1990s, and many companies, banks, and individuals were caught with mortgage-backed debts while real estate was shrinking in value. A major recession followed, making the 1990s Japan's \"Lost Decade\", from which it is now slowly recovering.\r\nTokyo still sees new urban developments on large lots of less profitable land. Recent projects include Ebisu Garden Place, Tenn\u014dzu Isle, Shiodome, Roppongi Hills, Shinagawa (Shinagawa Station, a major hub for Shinkansen), and the Marunouchi side of Tokyo Station. Buildings of significance have been demolished for more up-to-date shopping facilities such as Omotesando Hills.Land reclamation projects in Tokyo have also been going on for centuries. The most prominent is the Odaiba area, now a major shopping and entertainment center.", "start_char_idx": 7118, "end_char_idx": 11492, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "8aee6d90-a02f-4fc4-aad6-f10a6210772e": {"__data__": {"id_": "8aee6d90-a02f-4fc4-aad6-f10a6210772e", "embedding": null, "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0", "node_type": "4", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5877c46e045e7c4a57b3ebcf321dda1c6c48733ce8694ce78a4a0ee52a7a901f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d510b7b9-4c33-4324-b2ce-1ba1913459cb", "node_type": "1", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "00f5160d84429c58051297159ecaa741592625a98c0604829fcaae191f16cd74", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "d70ea3b4-f444-4941-93da-70acee29f34e", "node_type": "1", "metadata": {}, "hash": "33276fb07f1efc46397935fd1745aa1d870dc75f6447c69a5716f3a003531940", "class_name": "RelatedNodeInfo"}}, "text": "The bubble burst in the early 1990s, and many companies, banks, and individuals were caught with mortgage-backed debts while real estate was shrinking in value. A major recession followed, making the 1990s Japan's \"Lost Decade\", from which it is now slowly recovering.\r\nTokyo still sees new urban developments on large lots of less profitable land. Recent projects include Ebisu Garden Place, Tenn\u014dzu Isle, Shiodome, Roppongi Hills, Shinagawa (Shinagawa Station, a major hub for Shinkansen), and the Marunouchi side of Tokyo Station. Buildings of significance have been demolished for more up-to-date shopping facilities such as Omotesando Hills.Land reclamation projects in Tokyo have also been going on for centuries. The most prominent is the Odaiba area, now a major shopping and entertainment center. Various plans have been proposed for transferring national government functions from Tokyo to secondary capitals in other regions of Japan, to slow down rapid development in Tokyo and revitalize economically lagging areas of the country. These plans have been controversial within Japan and have yet to be realized.\r\nThe 2011 T\u014dhoku earthquake and tsunami that devastated much of the northeastern coast of Honshu was felt in Tokyo. However, due to Tokyo's earthquake-resistant infrastructure, damage in Tokyo was very minor compared to areas directly hit by the tsunami, although activity in the city was largely halted. The subsequent nuclear crisis caused by the tsunami has also largely left Tokyo unaffected, despite occasional spikes in radiation levels.On September 7, 2013, the IOC selected Tokyo to host the 2020 Summer Olympics. Tokyo thus became the first Asian city to host the Olympic Games twice. However, as a result of the COVID-19 pandemic, the 2020 Olympic Games took place from July 23, 2021, to August 8, 2021. It is also unclear how the city will deal with an increasing number of issues, urging scholars to offer possible alternatives approaches to tackle the most urgent problems. Although, the COVID-19 pandemic in Tokyo has impeded the growth of many industries, the real estate market in Japan is yet to be negatively impacted. Japanese real estate has become one of the safest investments for foreign investors around the world.\r\nGallery\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\r\n\r\n== Geography and government ==\r\n\r\nThe mainland portion of Tokyo lies northwest of Tokyo Bay and measures about 90 km (56 mi) east to west and 25 km (16 mi) north to south. The average elevation in Tokyo is 40 m (131 ft). Chiba Prefecture borders it to the east, Yamanashi to the west, Kanagawa to the south, and Saitama to the north. Mainland Tokyo is further subdivided into the special wards (occupying the eastern half) and the Tama area (\u591a\u6469\u5730\u57df) stretching westwards. Tokyo has a latitude of 35.65 (near the 36th parallel north), which makes it more southern than Rome (41.90), Madrid (40.41), New York City (40.71) and Beijing (39.91).Within the administrative boundaries of Tokyo Metropolis are two island chains in the Pacific Ocean directly south: the Izu Islands, and the Ogasawara Islands, which stretch more than 1,000 km (620 mi) away from the mainland. Because of these islands and the mountainous regions to the west, Tokyo's overall population density figures far under-represent the real figures for the urban and suburban regions of Tokyo.Under Japanese law, the prefecture of Tokyo is designated as a to (\u90fd), translated as metropolis. Tokyo Prefecture is the most populous prefecture and the densest, with 6,100 inhabitants per square kilometer (16,000/sq mi); by geographic area it is the third-smallest, above only Osaka and Kagawa. Its administrative structure is similar to that of Japan's other prefectures. The 23 special wards (\u7279\u5225\u533a, tokubetsu-ku), which until 1943 constituted the city of Tokyo, are self-governing municipalities, each having a mayor, a council, and the status of a city.\r\nIn addition to these 23 special wards, Tokyo also includes 26 more cities (\u5e02 -shi), five towns (\u753a -ch\u014d or machi), and eight villages (\u6751 -son or -mura), each of which has a local government. The Tokyo Metropolitan Government administers the whole metropolis including the 23 special wards and the cities and towns that constitute the prefecture. It is headed by a publicly elected governor and metropolitan assembly. Its headquarters is in Shinjuku Ward.", "start_char_idx": 10687, "end_char_idx": 15118, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "d70ea3b4-f444-4941-93da-70acee29f34e": {"__data__": {"id_": "d70ea3b4-f444-4941-93da-70acee29f34e", "embedding": null, "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0", "node_type": "4", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5877c46e045e7c4a57b3ebcf321dda1c6c48733ce8694ce78a4a0ee52a7a901f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "8aee6d90-a02f-4fc4-aad6-f10a6210772e", "node_type": "1", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "b505ab5f50afa405494609f323e8586eab56e3c5d813c1672829a29be3a1aa86", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "cfc20684-e49e-4215-9b38-5e751883a9bb", "node_type": "1", "metadata": {}, "hash": "26924704b57a8d7e44fe3289de34058b3d3a73295fd66c9f019450069505bc82", "class_name": "RelatedNodeInfo"}}, "text": "Its administrative structure is similar to that of Japan's other prefectures. The 23 special wards (\u7279\u5225\u533a, tokubetsu-ku), which until 1943 constituted the city of Tokyo, are self-governing municipalities, each having a mayor, a council, and the status of a city.\r\nIn addition to these 23 special wards, Tokyo also includes 26 more cities (\u5e02 -shi), five towns (\u753a -ch\u014d or machi), and eight villages (\u6751 -son or -mura), each of which has a local government. The Tokyo Metropolitan Government administers the whole metropolis including the 23 special wards and the cities and towns that constitute the prefecture. It is headed by a publicly elected governor and metropolitan assembly. Its headquarters is in Shinjuku Ward.\r\n\r\n\r\n=== Municipalities ===\r\n\r\nSince 2001, Tokyo consists of 62 municipalities: 23 special wards, 26 cities, 5 towns and 8 villages. Any municipality of Japan has a directly elected mayor and a directly elected assembly, each elected on independent four-year cycles. 23 of Tokyo's municipalities cover the area that had been Tokyo City until WWII, 30 remain today in the Tama area (former North Tama, West Tama and South Tama districts), 9 on Tokyo's outlying islands.\r\n\r\nThe special wards (\u7279\u5225\u533a, tokubetsu-ku) of Tokyo comprise the area formerly incorporated as Tokyo City. The special wards use the word \"city\" in their official English name (e.g. Chiyoda City). The wards differ from other cities in having a unique administrative relationship with the prefectural government. Certain municipal functions, such as waterworks, sewerage, and fire-fighting, are handled by the Tokyo Metropolitan Government. To pay for the added administrative costs, the prefecture collects municipal taxes, which would usually be levied by the city. The \"three central wards\" of Tokyo \u2013 Chiyoda, Ch\u016b\u014d and Minato \u2013 are the business core of the city, with a daytime population more than seven times higher than their nighttime population. Chiyoda Ward is unique in that it is in the very heart of the former Tokyo City, yet is one of the least populated wards. It is occupied by many major Japanese companies and is also the seat of the national government, and the Japanese emperor. It is often called the \"political center\" of the country. Akihabara, known for being an otaku cultural center and a shopping district for computer goods, is also in Chiyoda.\r\nTo the west of the special wards, Tokyo Metropolis consists of cities, towns, and villages that enjoy the same legal status as those elsewhere in Japan. While serving as \"bed towns\" for those working in central Tokyo, some of them also have a local commercial and industrial base, such as Tachikawa. Collectively, these are often known as the Tama area or Western Tokyo. The far west of the Tama area is occupied by the district (gun) of Nishi-Tama. Much of this area is mountainous and unsuitable for urbanization. The highest mountain in Tokyo, Mount Kumotori, is 2,017 m (6,617 ft) high; other mountains in Tokyo include Takanosu (1,737 m (5,699 ft)), Odake (1,266 m (4,154 ft)), and Mitake (929 m (3,048 ft)). Lake Okutama, on the Tama River near Yamanashi Prefecture, is Tokyo's largest lake. The district is composed of three towns (Hinode, Mizuho and Okutama) and one village (Hinohara). The Tokyo Metropolitan Government has designated Hachi\u014dji, Tachikawa, Machida, \u014cme and Tama New Town as regional centers of the Tama area, as part of its plans to relocate urban functions away from central Tokyo.\r\nTokyo has numerous outlying islands, which extend as far as 1,850 km (1,150 mi) from central Tokyo. Because of the islands' distance from the administrative headquarters of the Tokyo Metropolitan Government in Shinjuku, local subprefectural branch offices administer them. The Izu Islands are a group of volcanic islands and form part of the Fuji-Hakone-Izu National Park. The islands in order from closest to Tokyo are Izu \u014cshima, Toshima, Nii-jima, Shikine-jima, K\u014dzu-shima, Miyake-jima, Mikurajima, Hachij\u014d-jima, and Aogashima. The Izu Islands are grouped into three subprefectures. Izu \u014cshima and Hachijojima are towns.", "start_char_idx": 14403, "end_char_idx": 18492, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "cfc20684-e49e-4215-9b38-5e751883a9bb": {"__data__": {"id_": "cfc20684-e49e-4215-9b38-5e751883a9bb", "embedding": null, "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0", "node_type": "4", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5877c46e045e7c4a57b3ebcf321dda1c6c48733ce8694ce78a4a0ee52a7a901f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "d70ea3b4-f444-4941-93da-70acee29f34e", "node_type": "1", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "bbfb63ca93be9e164667fefc822d65a4ae17e507e845816a2b2829c55e1bd155", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c646f297-4be8-4ec6-80c7-b13c35db4805", "node_type": "1", "metadata": {}, "hash": "f7d7825adf51cdd91fc653894290cc18c69e597da856045cc35760c61f0c9ac7", "class_name": "RelatedNodeInfo"}}, "text": "Tokyo has numerous outlying islands, which extend as far as 1,850 km (1,150 mi) from central Tokyo. Because of the islands' distance from the administrative headquarters of the Tokyo Metropolitan Government in Shinjuku, local subprefectural branch offices administer them. The Izu Islands are a group of volcanic islands and form part of the Fuji-Hakone-Izu National Park. The islands in order from closest to Tokyo are Izu \u014cshima, Toshima, Nii-jima, Shikine-jima, K\u014dzu-shima, Miyake-jima, Mikurajima, Hachij\u014d-jima, and Aogashima. The Izu Islands are grouped into three subprefectures. Izu \u014cshima and Hachijojima are towns. The remaining islands are six villages, with Niijima and Shikinejima forming one village. The Ogasawara Islands include, from north to south, Chichi-jima, Nishinoshima, Haha-jima, Kita Iwo Jima, Iwo Jima, and Minami Iwo Jima. Ogasawara also administers two tiny outlying islands: Minami Torishima, the easternmost point in Japan and at 1,850 km (1,150 mi) the most distant island from central Tokyo, and Okinotorishima, the southernmost point in Japan. Japan's claim on an exclusive economic zone (EEZ) surrounding Okinotorishima is contested by China and South Korea as they regard Okinotorishima as uninhabitable rocks which have no EEZ. The Iwo chain and the outlying islands have no permanent population, but hosts Japan Self-Defense Forces personnel. Local populations are only found on Chichi-Jima and Haha-Jima. The islands form both Ogasawara Subprefecture and the village of Ogasawara, Tokyo.\r\n\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\r\n\r\n\r\n==== Municipal mergers ====\r\n\r\nWhen Tokyo reached its current extent except for smaller border changes in 1893, it consisted of over 170 municipalities, 1 (by definition: district-independent) city, nine districts with their towns and villages, plus the island communities that had never part of ritsury\u014d districts. By 1953, the number of municipalities had dropped to 97. The current total of 62 was reached in 2001.\r\n\r\n\r\n=== National parks ===\r\nAs of March 31, 2008, 36% of the total land area of the prefecture was designated as Natural Parks (second only to Shiga Prefecture), namely the Chichibu Tama Kai, Fuji-Hakone-Izu, and Ogasawara National Parks (the last a UNESCO World Heritage Site); Meiji no Mori Takao Quasi-National Park; and Akikawa Ky\u016bry\u014d, Hamura Kusabana Ky\u016bry\u014d, Sayama, Takao Jinba, Takiyama, and Tama Ky\u016bry\u014d Prefectural Natural Parks.A number of museums are located in Ueno Park: Tokyo National Museum, National Museum of Nature and Science, Shitamachi Museum and National Museum for Western Art, among others. There are also artworks and statues at several places in the park. There is also a zoo in the park, and the park is a popular destination to view cherry blossoms.\r\n\r\n\r\n=== Earthquakes ===\r\n\r\n\r\n==== Minor quakes ====\r\nTokyo is near the boundary of three plates, making it an extremely active region for smaller quakes and slippage which frequently affect the urban area with swaying as if in a boat, although epicenters within mainland Tokyo (excluding Tokyo's 2,000 km (1,243 mi)\u2013long island jurisdiction) are quite rare. It is not uncommon in the metro area to have hundreds of these minor quakes (magnitudes 4\u20136) that can be felt in a single year, something local residents merely brush off but can be a source of anxiety not only for foreign visitors but for Japanese from elsewhere as well. They rarely cause much damage (sometimes a few injuries) as they are either too small or far away as quakes tend to dance around the region. Particularly active are offshore regions and to a lesser extent Chiba and Ibaraki.\r\n\r\n\r\n==== Infrequent powerful quakes ====\r\nTokyo has been hit by powerful megathrust earthquakes in 1703, 1782, 1812, 1855, 1923, and much more indirectly (with some liquefaction in landfill zones) in 2011; the frequency of direct and large quakes is a relative rarity.", "start_char_idx": 17869, "end_char_idx": 21773, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c646f297-4be8-4ec6-80c7-b13c35db4805": {"__data__": {"id_": "c646f297-4be8-4ec6-80c7-b13c35db4805", "embedding": null, "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0", "node_type": "4", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5877c46e045e7c4a57b3ebcf321dda1c6c48733ce8694ce78a4a0ee52a7a901f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "cfc20684-e49e-4215-9b38-5e751883a9bb", "node_type": "1", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "88e7e3b32287eae4c0a24640fc7709d54b49e653ab9c31fb81d0c1b7a0443a16", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "1fbf4451-4c27-4c67-92ec-72c1a3509645", "node_type": "1", "metadata": {}, "hash": "54da564357b173dbb7f9134a680cf6a7719bfb7b1b4f9360b08acf2e9610403a", "class_name": "RelatedNodeInfo"}}, "text": "It is not uncommon in the metro area to have hundreds of these minor quakes (magnitudes 4\u20136) that can be felt in a single year, something local residents merely brush off but can be a source of anxiety not only for foreign visitors but for Japanese from elsewhere as well. They rarely cause much damage (sometimes a few injuries) as they are either too small or far away as quakes tend to dance around the region. Particularly active are offshore regions and to a lesser extent Chiba and Ibaraki.\r\n\r\n\r\n==== Infrequent powerful quakes ====\r\nTokyo has been hit by powerful megathrust earthquakes in 1703, 1782, 1812, 1855, 1923, and much more indirectly (with some liquefaction in landfill zones) in 2011; the frequency of direct and large quakes is a relative rarity. The 1923 earthquake, with an estimated magnitude of 8.3, killed 142,000 people, the last time the urban area was directly hit.\r\n\r\n\r\n=== Volcanic eruptions ===\r\nMount Fuji is about 100 km (62 mi) southwest of Tokyo. There is a low risk of eruption. The last recorded was the H\u014dei eruption which started on December 16, 1707, and ended about January 1, 1708 (16 days). During the H\u014dei eruption, the ash amount was 4 cm in southern Tokyo (bay area) and 2 cm to 0.5 cm in central Tokyo. Kanagawa had 16 cm to 8 cm ash and Saitama 0.5 to 0 cm. If the wind blows north-east it could send volcanic ash to Tokyo metropolis. According to the government, less than a millimeter of the volcanic ash from a Mount Fuji eruption could cause power grid problems such as blackouts and stop trains in the Tokyo metropolitan area. A mixture of ash with rain could stick to cellphone antennas, power lines and cause temporary power outages. The affected areas would need to be evacuated.\r\n\r\n\r\n=== Water management ===\r\nTokyo is located on the Kant\u014d Plain with five river systems and dozens of rivers that expand during each season. Important rivers are Edogawa, Nakagawa, Arakawa, Kandagawa, Megurogawa and Tamagawa. In 1947, Typhoon Kathleen struck Tokyo, destroying 31,000 homes and killing 1,100 people. In 1958, Typhoon Ida dropped 400 mm (16 in) of rain in a single week, causing streets to flood. In the 1950s and 1960s, the government invested 6\u20137% of the national budget on disaster and risk reduction. A huge system of dams, levees and tunnels was constructed. The purpose is to manage heavy rain, typhonic rain, and river floods.Tokyo has currently the world's largest underground floodwater diversion facility called the Metropolitan Area Outer Underground Discharge Channel (MAOUDC). It took 13 years to build and was completed in 2006. The MAOUDC is a 6.3 km (3.9 mi) long system of tunnels, 22 meters (72 ft) underground, with 70-meter (230 ft) tall cylindrical tanks, each tank being large enough to fit a space shuttle or the Statue of Liberty. During floods, excess water is collected from rivers and drained to the Edo River. Low-lying areas of K\u014dt\u014d, Edogawa, Sumida, Katsushika, Tait\u014d and Arakawa near the Arakawa River are most at risk of flooding.\r\n\r\n\r\n=== Climate ===\r\nThe former city of Tokyo and the majority of Tokyo prefecture lie in the humid subtropical climate zone (K\u00f6ppen climate classification: Cfa), with hot, humid summers and mild to cool winters with occasional cold spells. The region, like much of Japan, experiences a one-month seasonal lag. The warmest month is August, which averages 26.9 \u00b0C (80.4 \u00b0F). The coolest month is January, averaging 5.4 \u00b0C (41.7 \u00b0F). The record low temperature was \u22129.2 \u00b0C (15.4 \u00b0F) on January 13, 1876. The record high was 39.5 \u00b0C (103.1 \u00b0F) on July 20, 2004.", "start_char_idx": 21007, "end_char_idx": 24583, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "1fbf4451-4c27-4c67-92ec-72c1a3509645": {"__data__": {"id_": "1fbf4451-4c27-4c67-92ec-72c1a3509645", "embedding": null, "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0", "node_type": "4", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5877c46e045e7c4a57b3ebcf321dda1c6c48733ce8694ce78a4a0ee52a7a901f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c646f297-4be8-4ec6-80c7-b13c35db4805", "node_type": "1", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "c0d95d7c4ec4ab6e59a905107a9f059805351e3db06e260e7dfb31613d0371b3", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "3d7fb116-7462-470e-8547-1e142f8d7c4a", "node_type": "1", "metadata": {}, "hash": "f7d8fce10c7c8ff57dac6975a3acfc0642e7dbba17cc6c08cfa3b4586bf7a3ba", "class_name": "RelatedNodeInfo"}}, "text": "=== Climate ===\r\nThe former city of Tokyo and the majority of Tokyo prefecture lie in the humid subtropical climate zone (K\u00f6ppen climate classification: Cfa), with hot, humid summers and mild to cool winters with occasional cold spells. The region, like much of Japan, experiences a one-month seasonal lag. The warmest month is August, which averages 26.9 \u00b0C (80.4 \u00b0F). The coolest month is January, averaging 5.4 \u00b0C (41.7 \u00b0F). The record low temperature was \u22129.2 \u00b0C (15.4 \u00b0F) on January 13, 1876. The record high was 39.5 \u00b0C (103.1 \u00b0F) on July 20, 2004.\r\nThe record highest low temperature is 30.3 \u00b0C (86.5 \u00b0F), on August 12, 2013, making Tokyo one of only seven observation sites in Japan that have recorded a low temperature over 30 \u00b0C (86.0 \u00b0F).Annual rainfall averages nearly 1,600 millimeters (63.0 in), with a wetter summer and a drier winter. The growing season in Tokyo lasts for about 322 days from around mid-February to early January. Snowfall is sporadic, and occurs almost annually. Tokyo often sees typhoons every year, though few are strong. The wettest month since records began in 1876 was October 2004, with 780 millimeters (30 in) of rain, including 270.5 mm (10.65 in) on the ninth of that month. The most recent of four months on record to observe no precipitation is December 1995. Annual precipitation has ranged from 879.5 mm (34.63 in) in 1984 to 2,229.6 mm (87.78 in) in 1938.\r\n\r\nSee or edit raw graph data.\r\nTokyo's climate has warmed significantly since temperature records began in 1876.\r\n\r\nThe western mountainous area of mainland Tokyo, Okutama also lies in the humid subtropical climate (K\u00f6ppen classification: Cfa).\r\n\r\nThe climates of Tokyo's offshore territories vary significantly from those of the city. The climate of Chichijima in Ogasawara village is on the boundary between the tropical savanna climate (K\u00f6ppen classification: Aw) and the tropical rainforest climate (K\u00f6ppen classification: Af). It is approximately 1,000 km (621 mi) south of the Greater Tokyo Area, resulting in much different climatic conditions.\r\n\r\nTokyo's easternmost territory, the island of Minamitorishima in Ogasawara village, is in the tropical savanna climate zone (K\u00f6ppen classification: Aw). Tokyo's Izu and Ogasawara islands are affected by an average of 5.4 typhoons a year, compared to 3.1 in mainland Kant\u014d.\r\n\r\n\r\n== Cityscape ==\r\nArchitecture in Tokyo has largely been shaped by Tokyo's history. Twice in recent history has the metropolis been left in ruins: first in the 1923 Great Kant\u014d earthquake and later after extensive firebombing in World War II. Because of this, Tokyo's urban landscape consists mainly of modern and contemporary architecture, and older buildings are scarce. Tokyo features many internationally famous forms of modern architecture including Tokyo International Forum, Asahi Beer Hall, Mode Gakuen Cocoon Tower, NTT Docomo Yoyogi Building and Rainbow Bridge. Tokyo features two distinctive towers: Tokyo Tower and Tokyo Skytree, the latter of which is the tallest tower in both Japan and the world, and the second tallest structure in the world after the Burj Khalifa in Dubai. Mori Building Co started work on Tokyo's new tallest building which was set to be finished in March 2023. The project will cost 580 billion yen ($5.5 billion).Tokyo contains numerous parks and gardens. There are four national parks in Tokyo Prefecture, including the Fuji-Hakone-Izu National Park, which includes all of the Izu Islands.\r\n\r\n\r\n== Environment ==\r\nTokyo has enacted a measure to cut greenhouse gases. Governor Shintaro Ishihara created Japan's first emissions cap system, aiming to reduce greenhouse gas emission by a total of 25% by 2020 from the 2000 level. Tokyo is an example of an urban heat island, and the phenomenon is especially serious in its special wards. According to the Tokyo Metropolitan Government, the annual mean temperature has increased by about 3 \u00b0C (5.4 \u00b0F) over the past 100 years.", "start_char_idx": 24029, "end_char_idx": 27974, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "3d7fb116-7462-470e-8547-1e142f8d7c4a": {"__data__": {"id_": "3d7fb116-7462-470e-8547-1e142f8d7c4a", "embedding": null, "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0", "node_type": "4", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5877c46e045e7c4a57b3ebcf321dda1c6c48733ce8694ce78a4a0ee52a7a901f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "1fbf4451-4c27-4c67-92ec-72c1a3509645", "node_type": "1", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "7e41d9d87c417ce46e839a0a6178c8183a1c91c93294066f670fe054cb29d331", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "9e048b66-cede-4579-9f6b-2fc66d53cb22", "node_type": "1", "metadata": {}, "hash": "dae30656ff87b215fc0fa6203e318eeeb8bd1a7ab97e36d9bbc63ed05b26f98f", "class_name": "RelatedNodeInfo"}}, "text": "Mori Building Co started work on Tokyo's new tallest building which was set to be finished in March 2023. The project will cost 580 billion yen ($5.5 billion).Tokyo contains numerous parks and gardens. There are four national parks in Tokyo Prefecture, including the Fuji-Hakone-Izu National Park, which includes all of the Izu Islands.\r\n\r\n\r\n== Environment ==\r\nTokyo has enacted a measure to cut greenhouse gases. Governor Shintaro Ishihara created Japan's first emissions cap system, aiming to reduce greenhouse gas emission by a total of 25% by 2020 from the 2000 level. Tokyo is an example of an urban heat island, and the phenomenon is especially serious in its special wards. According to the Tokyo Metropolitan Government, the annual mean temperature has increased by about 3 \u00b0C (5.4 \u00b0F) over the past 100 years. Tokyo has been cited as a \"convincing example of the relationship between urban growth and climate\".In 2006, Tokyo enacted the \"10 Year Project for Green Tokyo\" to be realized by 2016. It set a goal of increasing roadside trees in Tokyo to 1 million (from 480,000), and adding 1,000 ha (2,500 acres) of green space, 88 ha (220 acres) of which will be a new park named \"Umi no Mori\" (Sea Forest) which will be on a reclaimed island in Tokyo Bay which used to be a landfill. From 2007 to 2010, 436 ha (1,080 acres) of the planned 1,000 ha of green space was created and 220,000 trees were planted, bringing the total to 700,000. As of 2014, roadside trees in Tokyo have increased to 950,000, and a further 300 ha (740 acres) of green space has been added.\r\n\r\n\r\n== Demographics ==\r\nAs of October 2012, the official intercensal estimate showed 13.506 million people in Tokyo, with 9.214 million living within Tokyo's 23 wards. During the daytime, the population swells by over 2.5 million as workers and students commute from adjacent areas. This effect is even more pronounced in the three central wards of Chiyoda, Ch\u016b\u014d, and Minato, whose collective population as of the 2005 National Census was 326,000 at night, but 2.4 million during the day.In 1889, the Home Ministry recorded 1,375,937 people in Tokyo City and a total of 1,694,292 people in Tokyo-fu. In the same year, a total of 779 foreign nationals were recorded as residing in Tokyo. The most common nationality was English (209 residents), followed by American (182) and Chinese nationals (137).\r\n\r\n\r\n== Economy ==\r\nTokyo has the second-largest metropolitan economy in the world, after New York City, with a gross metropolitan product estimated at US$2 trillion.\r\nTokyo is a major international finance center; it houses the headquarters of several of the world's largest investment banks and insurance companies, and serves as a hub for Japan's transportation, publishing, electronics and broadcasting industries. During the centralized growth of Japan's economy following World War II, many large firms moved their headquarters from cities such as Osaka (the historical commercial capital) to Tokyo, in an attempt to take advantage of better access to the government. This trend has begun to slow due to ongoing population growth in Tokyo and the high cost of living there.\r\nTokyo was rated by the Economist Intelligence Unit as the most expensive (highest cost-of-living) city in the world for 14 years in a row ending in 2006, when it was replaced by Oslo, and later Paris.Tokyo emerged as a leading international financial center (IFC) in the 1960s and has been described as one of the three \"command centers\" for the world economy, along with New York City and London. In the 2020 Global Financial Centers Index, Tokyo was ranked as having the fourth most competitive financial center in the world (alongside cities such as New York City, London, Shanghai, Hong Kong, Singapore, Beijing, San Francisco, Shenzhen and Z\u00fcrich in the top 10), and second most competitive in Asia (after Shanghai). The Japanese financial market opened up slowly in 1984 and accelerated its internationalization with the \"Japanese Big Bang\" in 1998. Despite the emergence of Singapore and Hong Kong as competing financial centers, the Tokyo IFC manages to keep a prominent position in Asia. The Tokyo Stock Exchange is Japan's largest stock exchange, and third largest in the world by market capitalization and fourth largest by share turnover.", "start_char_idx": 27156, "end_char_idx": 31461, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "9e048b66-cede-4579-9f6b-2fc66d53cb22": {"__data__": {"id_": "9e048b66-cede-4579-9f6b-2fc66d53cb22", "embedding": null, "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0", "node_type": "4", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5877c46e045e7c4a57b3ebcf321dda1c6c48733ce8694ce78a4a0ee52a7a901f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "3d7fb116-7462-470e-8547-1e142f8d7c4a", "node_type": "1", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "dec7252fb7ca5940f695b1ae97befd22334e452a915f7b4c9868daa27c438821", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "a687d8b0-3754-4aeb-b0c8-f3de12e8a133", "node_type": "1", "metadata": {}, "hash": "8eab77f57209b915c5f2c6d5f61071e801eec3bfccd9a08c62f7591577ffa64e", "class_name": "RelatedNodeInfo"}}, "text": "In the 2020 Global Financial Centers Index, Tokyo was ranked as having the fourth most competitive financial center in the world (alongside cities such as New York City, London, Shanghai, Hong Kong, Singapore, Beijing, San Francisco, Shenzhen and Z\u00fcrich in the top 10), and second most competitive in Asia (after Shanghai). The Japanese financial market opened up slowly in 1984 and accelerated its internationalization with the \"Japanese Big Bang\" in 1998. Despite the emergence of Singapore and Hong Kong as competing financial centers, the Tokyo IFC manages to keep a prominent position in Asia. The Tokyo Stock Exchange is Japan's largest stock exchange, and third largest in the world by market capitalization and fourth largest by share turnover. In 1990 at the end of the Japanese asset price bubble, it accounted for more than 60% of the world stock market value. Tokyo had 8,460 hectares (20,900 acres) of agricultural land as of 2003, according to the Ministry of Agriculture, Forestry and Fisheries, placing it last among the nation's prefectures. The farmland is concentrated in Western Tokyo. Perishables such as vegetables, fruits, and flowers can be conveniently shipped to the markets in the eastern part of the prefecture. Komatsuna and spinach are the most important vegetables; as of 2000, Tokyo supplied 32.5% of the komatsuna sold at its central produce market.With 36% of its area covered by forest, Tokyo has extensive growths of cryptomeria and Japanese cypress, especially in the mountainous western communities of Akiruno, \u014cme, Okutama, Hachi\u014dji, Hinode, and Hinohara. Decreases in the price of timber, increases in the cost of production, and advancing old age among the forestry population have resulted in a decline in Tokyo's output. In addition, pollen, especially from cryptomeria, is a major allergen for the nearby population centers. Tokyo Bay was once a major source of fish. Most of Tokyo's fish production comes from the outer islands, such as Izu \u014cshima and Hachij\u014d-Jima. Skipjack tuna, nori, and aji are among the ocean products.Tourism in Tokyo is also a large contributor to its economy. In 2006, 4.81 million foreigners and 420 million Japanese visits to Tokyo were made; the economic value of these visits totaled 9.4 trillion yen according to the Tokyo Metropolitan Government. Many tourists visit the various downtowns, stores, and entertainment districts throughout the neighborhoods of the special wards of Tokyo. Cultural offerings include both omnipresent Japanese pop culture and associated districts such as Shibuya and Harajuku, subcultural attractions such as Studio Ghibli anime center, as well as museums like the Tokyo National Museum, which houses 37% of the country's artwork national treasures (87/233).\r\nThe Toyosu Market in Tokyo is the largest wholesale fish and seafood market in the world since it opened on October 11, 2018. It is also one of the largest wholesale food markets of any kind. It is located in the Toyosu area of K\u014dt\u014d ward. The Toyosu Market holds strong to the traditions of its predecessor, the Tsukiji Fish Market and Nihonbashi fish market, and serves some 50,000 buyers and sellers every day. Retailers, whole-sellers, auctioneers, and public citizens alike frequent the market, creating a unique microcosm of organized chaos that still continues to fuel the city and its food supply after over four centuries.\r\n\r\n\r\n== Transportation ==\r\n\r\nTokyo, which is the center of the Greater Tokyo Area, is Japan's largest domestic and international hub for rail and ground transportation. Public transportation within Tokyo is dominated by an extensive network of \"clean and efficient\" trains and subways run by a variety of operators, with buses, monorails and trams playing a secondary feeder role. There are up to 62 electric train lines and more than 900 train stations in Tokyo. Shibuya Crossing is the \"world's busiest pedestrian crossing\", with around 3,000 people crossing at a time.Narita International Airport in Chiba Prefecture is the major gateway for international travelers to Japan. Japan's flag carrier Japan Airlines, as well as All Nippon Airways, have a hub at this airport. Haneda Airport on the reclaimed land at \u014cta, offers domestic and international flights.\r\nVarious islands governed by Tokyo have their own airports. Hachij\u014d-jima (Hachijojima Airport), Miyakejima (Miyakejima Airport), and Izu \u014cshima (Oshima Airport) have services to Tokyo International and other airports.", "start_char_idx": 30709, "end_char_idx": 35185, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "a687d8b0-3754-4aeb-b0c8-f3de12e8a133": {"__data__": {"id_": "a687d8b0-3754-4aeb-b0c8-f3de12e8a133", "embedding": null, "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0", "node_type": "4", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5877c46e045e7c4a57b3ebcf321dda1c6c48733ce8694ce78a4a0ee52a7a901f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "9e048b66-cede-4579-9f6b-2fc66d53cb22", "node_type": "1", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ef2df761094b177aaeed7c71cf1998915006edfaecd08a8ab5970a0e3a93050e", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "92a1ea77-a7f7-4333-87ee-8396808bd765", "node_type": "1", "metadata": {}, "hash": "92660d853151c25d95378413c2ab985daa1bb0a845126c0c301f3fce7af904e3", "class_name": "RelatedNodeInfo"}}, "text": "There are up to 62 electric train lines and more than 900 train stations in Tokyo. Shibuya Crossing is the \"world's busiest pedestrian crossing\", with around 3,000 people crossing at a time.Narita International Airport in Chiba Prefecture is the major gateway for international travelers to Japan. Japan's flag carrier Japan Airlines, as well as All Nippon Airways, have a hub at this airport. Haneda Airport on the reclaimed land at \u014cta, offers domestic and international flights.\r\nVarious islands governed by Tokyo have their own airports. Hachij\u014d-jima (Hachijojima Airport), Miyakejima (Miyakejima Airport), and Izu \u014cshima (Oshima Airport) have services to Tokyo International and other airports.\r\nRail is the primary mode of transportation in Tokyo, which has the most extensive urban railway network in the world and an equally extensive network of surface lines. JR East operates Tokyo's largest railway network, including the Yamanote Line loop that circles the center of downtown Tokyo. It operates rail lines in the entire metropolitan area of Tokyo and in the rest of the northeastern part of Honshu. JR East is also responsible for Shinkansen high-speed rail lines.\r\nTwo different organizations operate the subway network: the private Tokyo Metro and the governmental Tokyo Metropolitan Bureau of Transportation. The Metropolitan Government and private carriers operate bus routes and one tram route. Local, regional, and national services are available, with major terminals at the giant railroad stations, including Tokyo, Shinagawa, and Shinjuku.\r\nExpressways link the capital to other points in the Greater Tokyo Area, the Kant\u014d region, and the islands of Kyushu and Shikoku. To build them quickly before the 1964 Summer Olympics, most were constructed above existing roads. Other transportation includes taxis operating in the special wards and the cities and towns. Also, long-distance ferries serve the islands of Tokyo and carry passengers and cargo to domestic and foreign ports.\r\n\r\n\r\n== Education ==\r\n\r\nTokyo is the educational, academic and cultural hub of the country. From primary to tertiary levels, a number of educational institutions that cater to the needs of various pupils operate in the city. \r\nMost notably, Tokyo is the heartland of tertiary education in the country, home to 143 authorised universities in 2020. This number includes the nation's most prestigious and selective universities, such as, University of Tokyo, Tokyo Institute of Technology, Hitotsubashi University, Waseda University, and Keio University.  Apart from those aforementioned top-ranking universities, other notable universities in Tokyo include:\r\n\r\nThe United Nations University, which is the academic arm of the United Nations, is headquartered in Shibuya, Tokyo.\r\nAt the secondary level, 429 senior high schools are located in Tokyo, six of which are national, 186 are public, and 237 are private. Some senior high schools, often prestigious national or private ones, run jointly with their affiliated junior high schools, providing six-year educational programmes (Ch\u016bk\u014d Ikkan Ky\u014diku). The Kaisei Academy, Komaba Junior & Senior High School, University of Tsukuba, Azabu High School, and Oin Junior and Senior High School, the largest sources of successful applicants to the nation's top university, the University of Tokyo, are some examples of such. \r\n\r\nAt the primary level, there are 1332 elementary schools in Tokyo. Six of them are national, 1261 are public, and 53 are private.Early-modern-established academies such as Gakushuin and Keio provide all-through educational programmes from primary schools to universities, originally to cater to the needs of traditionally affluent and powerful families.There are international and ethnic schools that abide by the national curricula of their respective countries or international curricula rather than the Japanese one as well, such as the British School in Tokyo, Tokyo Chinese School, the American School in Japan, and the Tokyo International School.\r\n\r\n\r\n== Culture ==\r\nTokyo has many museums. In Ueno Park, there is the Tokyo National Museum, the country's largest museum and specializing in traditional Japanese art; the National Museum of Western Art and Ueno Zoo. Other museums include the Artizon Museum in Ch\u016b\u014d; the National Museum of Emerging Science and Innovation in Odaiba; the Edo-Tokyo Museum in Sumida, across the Sumida River from the center of Tokyo; the Nezu Museum in Aoyama; and the National Diet Library, National Archives, and the National Museum of Modern Art, which are near the Imperial Palace.\r\nTokyo has many theaters for performing arts. These include national and private theaters for traditional forms of Japanese drama. Noteworthy are the National Noh Theatre for noh and the Kabuki-za for Kabuki. Symphony orchestras and other musical organizations perform modern and traditional music.", "start_char_idx": 34486, "end_char_idx": 39373, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "92a1ea77-a7f7-4333-87ee-8396808bd765": {"__data__": {"id_": "92a1ea77-a7f7-4333-87ee-8396808bd765", "embedding": null, "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0", "node_type": "4", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5877c46e045e7c4a57b3ebcf321dda1c6c48733ce8694ce78a4a0ee52a7a901f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "a687d8b0-3754-4aeb-b0c8-f3de12e8a133", "node_type": "1", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "015b7bb488fee655d64f67371f7e74a56d4fc3ed69f5598f066ce08ba7922cbf", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "debb68da-7108-4fe6-8ad1-75850f5f6309", "node_type": "1", "metadata": {}, "hash": "5afefc65f54980a7a0460059773a42eecaf894ed11aa94754e175c4a2f9eea25", "class_name": "RelatedNodeInfo"}}, "text": "== Culture ==\r\nTokyo has many museums. In Ueno Park, there is the Tokyo National Museum, the country's largest museum and specializing in traditional Japanese art; the National Museum of Western Art and Ueno Zoo. Other museums include the Artizon Museum in Ch\u016b\u014d; the National Museum of Emerging Science and Innovation in Odaiba; the Edo-Tokyo Museum in Sumida, across the Sumida River from the center of Tokyo; the Nezu Museum in Aoyama; and the National Diet Library, National Archives, and the National Museum of Modern Art, which are near the Imperial Palace.\r\nTokyo has many theaters for performing arts. These include national and private theaters for traditional forms of Japanese drama. Noteworthy are the National Noh Theatre for noh and the Kabuki-za for Kabuki. Symphony orchestras and other musical organizations perform modern and traditional music. The New National Theater Tokyo in Shibuya is the national center for the performing arts, including opera, ballet, contemporary dance and drama. Tokyo also hosts modern Japanese and international pop, and rock music at venues ranging in size from intimate clubs to internationally known areas such as the Nippon Budokan.\r\n\r\nMany different festivals occur throughout Tokyo. Major events include the Sann\u014d at Hie Shrine, the Sanja at Asakusa Shrine, and the biennial Kanda Festivals. The last features a parade with elaborately decorated floats and thousands of people. Annually on the last Saturday of July, an enormous fireworks display over the Sumida River attracts over a million viewers. Once cherry blossoms bloom in spring, many residents gather in Ueno Park, Inokashira Park, and the Shinjuku Gyoen National Garden for picnics under the blossoms.\r\nHarajuku, a neighborhood in Shibuya, is known internationally for its youth style, fashion and cosplay.\r\nIn November 2007, Michelin released their first guide for fine dining in Tokyo, awarding 191 stars in total, or about twice as many as Tokyo's nearest competitor, Paris. As of 2017, 227 restaurants in Tokyo have been awarded (92 in Paris). Twelve establishments were awarded the maximum of three stars (Paris has 10), 54 received two stars, and 161 earned one star.\r\n\r\n\r\n== Sports ==\r\n\r\nTokyo, with a diverse array of sports, is home to two professional baseball clubs, the Yomiuri Giants who play at the Tokyo Dome and Tokyo Yakult Swallows at Meiji-Jingu Stadium. The Japan Sumo Association is also headquartered in Tokyo at the Ry\u014dgoku Kokugikan sumo arena where three official sumo tournaments are held annually (in January, May, and September). Soccer clubs in Tokyo include F.C. Tokyo and Tokyo Verdy 1969, both of which play at Ajinomoto Stadium in Ch\u014dfu, and FC Machida Zelvia at Nozuta Stadium in Machida. Rugby Union is also played in Tokyo, with multiple Japan Rugby League One clubs based in the city including: Black Rams Tokyo (Setagaya), Tokyo Sungoliath (Fuch\u016b) and Toshiba Brave Lupus Tokyo (Fuch\u016b).\r\nBasketball clubs include the Hitachi SunRockers, Toyota Alvark Tokyo and Tokyo Excellence.\r\nTokyo hosted the 1964 Summer Olympics, thus becoming the first Asian city to host the Summer Games. The National Stadium, also known as the Olympic Stadium, was host to a number of international sporting events. In 2016, it was to be replaced by the New National Stadium. With a number of world-class sports venues, Tokyo often hosts national and international sporting events such as basketball tournaments, women's volleyball tournaments, tennis tournaments, swim meets, marathons, rugby union and sevens rugby games, soccer exhibition games, judo, and karate. Tokyo Metropolitan Gymnasium, in Sendagaya, Shibuya, is a large sports complex that includes swimming pools, training rooms, and a large indoor arena. According to Around the Rings, the gymnasium has played host to the October 2011 artistic gymnastics world championships, despite the International Gymnastics Federation's initial doubt in Tokyo's ability to host the championships following the March 11 tsunami. Tokyo was also selected to host a number of games for the 2019 Rugby World Cup, and to host the 2020 Summer Olympics and the Paralympics which had to be rescheduled to the summer of 2021 due to the COVID-19 pandemic in Japan.", "start_char_idx": 38512, "end_char_idx": 42746, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "debb68da-7108-4fe6-8ad1-75850f5f6309": {"__data__": {"id_": "debb68da-7108-4fe6-8ad1-75850f5f6309", "embedding": null, "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0", "node_type": "4", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5877c46e045e7c4a57b3ebcf321dda1c6c48733ce8694ce78a4a0ee52a7a901f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "92a1ea77-a7f7-4333-87ee-8396808bd765", "node_type": "1", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "edfe6d631b381a491fa15fa3c9c419a53f090dd534e3038480ae1aae7aa968d8", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "6f756e95-fccd-45e0-b3e1-311076bb58fa", "node_type": "1", "metadata": {}, "hash": "14cf9f2af205559a069412dba0bfafc1cbde969ca34995d5eb08cb41fc3b98c9", "class_name": "RelatedNodeInfo"}}, "text": "Tokyo Metropolitan Gymnasium, in Sendagaya, Shibuya, is a large sports complex that includes swimming pools, training rooms, and a large indoor arena. According to Around the Rings, the gymnasium has played host to the October 2011 artistic gymnastics world championships, despite the International Gymnastics Federation's initial doubt in Tokyo's ability to host the championships following the March 11 tsunami. Tokyo was also selected to host a number of games for the 2019 Rugby World Cup, and to host the 2020 Summer Olympics and the Paralympics which had to be rescheduled to the summer of 2021 due to the COVID-19 pandemic in Japan.\r\n\r\n\r\n== In popular culture ==\r\nAs the largest population center in Japan and the site of the country's largest broadcasters and studios, Tokyo is frequently the setting for many Japanese movies, television shows, animated series' (anime), web comics, light novels, video games, and comic books (manga). In the kaiju (monster movie) genre, landmarks of Tokyo are usually destroyed by giant monsters such as Godzilla and Gamera.\r\nTokyo is also a popular foreign setting for non-Japanese media. Some Hollywood directors have turned to Tokyo as a backdrop for movies set in Japan. Postwar examples include Tokyo Joe, My Geisha, Tokyo Story and the James Bond film You Only Live Twice; recent examples include Kill Bill, The Fast and the Furious: Tokyo Drift, Lost in Translation, Babel, Inception, The Wolverine and Avengers: Endgame.\r\nJapanese author Haruki Murakami has based some of his novels in Tokyo (including Norwegian Wood), and David Mitchell's first two novels (number9dream and Ghostwritten) featured the city. Contemporary British painter Carl Randall spent 10 years living in Tokyo as an artist, creating a body of work depicting the city's crowded streets and public spaces.\r\n\r\n\r\n== International relations ==\r\nTokyo is the founding member of the Asian Network of Major Cities 21 and is a member of the Council of Local Authorities for International Relations. Tokyo was also a founding member of the C40 Cities Climate Leadership Group.\r\n\r\n\r\n=== Sister cities and states ===\r\n\r\nAs of 2022, Tokyo has twinning or friendship agreements with the following twelve cities and states:\r\n\r\n\r\n=== Friendship and cooperation agreements ===\r\nTomsk Oblast, Russia (since May 2015)\r\nBrussels, Belgium (since October 2016)\r\nMumbai, India (since November 2016)\r\nLos Angeles County, United States (since August 2021)\r\n\r\n\r\n=== International academic and scientific research ===\r\nResearch and development in Japan and the Japanese space program are globally represented by several of Tokyo's medical and scientific facilities, including the University of Tokyo and other universities in Tokyo, which work in collaboration with many international institutions. Especially with the United States, including NASA and the many private spaceflight companies, Tokyo universities have working relationships with all of the Ivy League institutions (including Harvard and Yale University), along with other research universities and development laboratories, such as Stanford, MIT, and the UC campuses throughout California, as well as UNM and Sandia National Laboratories in Albuquerque, New Mexico. Other partners worldwide include Oxford University in the United Kingdom, the National University of Singapore in Singapore, the University of Toronto in Canada, and Tsinghua University in China.\r\n\r\n\r\n== See also ==\r\n\r\n\r\n== References ==\r\n\r\n\r\n== Bibliography ==\r\n\r\n\r\n== Further reading ==\r\n\r\n\r\n=== Guides ===\r\nBender, Andrew, and Timothy N. Hornyak. Tokyo (City Travel Guide) (2010)\r\nMansfield, Stephen. Dk Eyewitness Top 10 Travel Guide: Tokyo (2013)\r\nWaley, Paul. Tokyo Now and Then: An Explorer's Guide. (1984). 592 pp\r\nYanagihara, Wendy. Lonely Planet Tokyo Encounter\r\n\r\n\r\n=== Contemporary ===\r\nAllinson, Gary D. Suburban Tokyo: A Comparative Study in Politics and Social Change. (1979). 258 pp.\r\nBestor, Theodore. Neighborhood Tokyo (1989). online edition\r\nBestor, Theodore. Tsukiji: The Fish Market at the Centre of the World. (2004) online edition\r\nFowler, Edward. San'ya Blues: Labouring Life in Contemporary Tokyo. (1996) ISBN 0-8014-8570-3.\r\nFriedman, Mildred, ed. Tokyo, Form and Spirit. (1986). 256 pp.\r\nJinnai, Hidenobu. Tokyo: A Spatial Anthropology. (1995). 236 pp.\r\nJones, Sumie et al. eds.", "start_char_idx": 42107, "end_char_idx": 46439, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "6f756e95-fccd-45e0-b3e1-311076bb58fa": {"__data__": {"id_": "6f756e95-fccd-45e0-b3e1-311076bb58fa", "embedding": null, "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0", "node_type": "4", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "5877c46e045e7c4a57b3ebcf321dda1c6c48733ce8694ce78a4a0ee52a7a901f", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "debb68da-7108-4fe6-8ad1-75850f5f6309", "node_type": "1", "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "ddc2d6040d3fa6d0d5f68095dcdba51907f4c0c820cc19e89dbfc1534bafbbff", "class_name": "RelatedNodeInfo"}}, "text": "(1984). 592 pp\r\nYanagihara, Wendy. Lonely Planet Tokyo Encounter\r\n\r\n\r\n=== Contemporary ===\r\nAllinson, Gary D. Suburban Tokyo: A Comparative Study in Politics and Social Change. (1979). 258 pp.\r\nBestor, Theodore. Neighborhood Tokyo (1989). online edition\r\nBestor, Theodore. Tsukiji: The Fish Market at the Centre of the World. (2004) online edition\r\nFowler, Edward. San'ya Blues: Labouring Life in Contemporary Tokyo. (1996) ISBN 0-8014-8570-3.\r\nFriedman, Mildred, ed. Tokyo, Form and Spirit. (1986). 256 pp.\r\nJinnai, Hidenobu. Tokyo: A Spatial Anthropology. (1995). 236 pp.\r\nJones, Sumie et al. eds. A Tokyo Anthology: Literature from Japan's Modern Metropolis, 1850\u20131920 (2017); primary sources excerpt\r\nPerez, Louis G. Tokyo: Geography, History, and Culture (ABC-CLIO, 2019).\r\nReynolds, Jonathan M. \"Japan's Imperial Diet Building: Debate over Construction of a National Identity\". Art Journal. 55#3 (1996) pp. 38+.\r\nSassen, Saskia. The Global City: New York, London, Tokyo. (1991). 397 pp.\r\nSorensen, A. Land Readjustment and Metropolitan Growth: An Examination of Suburban Land Development and Urban Sprawl in the Tokyo Metropolitan Area (2000)\r\nTaira, J. [re]TOKYO. (2018). San Francisco: ORO Editions. ISBN 978-1-940743-66-0\r\nWaley, Paul. \"Tokyo-as-world-city: Reassessing the Role of Capital and the State in Urban Restructuring\". Urban Studies 2007 44(8): 1465\u20131490. ISSN 0042-0980 Fulltext: Ebsco\r\n\r\n\r\n== External links ==\r\n\r\nOfficial website (in Japanese)\r\nOfficial website (in English)\r\nGo Tokyo travel guide\r\nTokyo Convention & Visitors Bureau", "start_char_idx": 45840, "end_char_idx": 47395, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}}, "docstore/metadata": {"85768b0f-ef0f-42d7-8000-e45b8c1bcb73": {"doc_hash": "58072025da0d713936da648a87718d544f6343e4ec95f4977bbf259887fa8ef6", "ref_doc_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0"}, "2d18f1a2-b88c-4a7b-a2ae-dd37bdba90df": {"doc_hash": "e0484ca948c03e98c4a1337625ecbd2bcaa2998812e553bbd720ad74cadc153e", "ref_doc_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0"}, "d510b7b9-4c33-4324-b2ce-1ba1913459cb": {"doc_hash": "00f5160d84429c58051297159ecaa741592625a98c0604829fcaae191f16cd74", "ref_doc_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0"}, "8aee6d90-a02f-4fc4-aad6-f10a6210772e": {"doc_hash": "b505ab5f50afa405494609f323e8586eab56e3c5d813c1672829a29be3a1aa86", "ref_doc_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0"}, "d70ea3b4-f444-4941-93da-70acee29f34e": {"doc_hash": "bbfb63ca93be9e164667fefc822d65a4ae17e507e845816a2b2829c55e1bd155", "ref_doc_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0"}, "cfc20684-e49e-4215-9b38-5e751883a9bb": {"doc_hash": "88e7e3b32287eae4c0a24640fc7709d54b49e653ab9c31fb81d0c1b7a0443a16", "ref_doc_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0"}, "c646f297-4be8-4ec6-80c7-b13c35db4805": {"doc_hash": "c0d95d7c4ec4ab6e59a905107a9f059805351e3db06e260e7dfb31613d0371b3", "ref_doc_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0"}, "1fbf4451-4c27-4c67-92ec-72c1a3509645": {"doc_hash": "7e41d9d87c417ce46e839a0a6178c8183a1c91c93294066f670fe054cb29d331", "ref_doc_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0"}, "3d7fb116-7462-470e-8547-1e142f8d7c4a": {"doc_hash": "dec7252fb7ca5940f695b1ae97befd22334e452a915f7b4c9868daa27c438821", "ref_doc_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0"}, "9e048b66-cede-4579-9f6b-2fc66d53cb22": {"doc_hash": "ef2df761094b177aaeed7c71cf1998915006edfaecd08a8ab5970a0e3a93050e", "ref_doc_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0"}, "a687d8b0-3754-4aeb-b0c8-f3de12e8a133": {"doc_hash": "015b7bb488fee655d64f67371f7e74a56d4fc3ed69f5598f066ce08ba7922cbf", "ref_doc_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0"}, "92a1ea77-a7f7-4333-87ee-8396808bd765": {"doc_hash": "edfe6d631b381a491fa15fa3c9c419a53f090dd534e3038480ae1aae7aa968d8", "ref_doc_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0"}, "debb68da-7108-4fe6-8ad1-75850f5f6309": {"doc_hash": "ddc2d6040d3fa6d0d5f68095dcdba51907f4c0c820cc19e89dbfc1534bafbbff", "ref_doc_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0"}, "6f756e95-fccd-45e0-b3e1-311076bb58fa": {"doc_hash": "8b33d9895d3fb4450bf94b0045da555c71f5b1163bb6d23dc4427449f1b600f3", "ref_doc_id": "3018eea3-9497-4b2f-9e13-b2cd37c2b1d0"}}, "docstore/ref_doc_info": {"3018eea3-9497-4b2f-9e13-b2cd37c2b1d0": {"node_ids": ["85768b0f-ef0f-42d7-8000-e45b8c1bcb73", "2d18f1a2-b88c-4a7b-a2ae-dd37bdba90df", "d510b7b9-4c33-4324-b2ce-1ba1913459cb", "8aee6d90-a02f-4fc4-aad6-f10a6210772e", "d70ea3b4-f444-4941-93da-70acee29f34e", "cfc20684-e49e-4215-9b38-5e751883a9bb", "c646f297-4be8-4ec6-80c7-b13c35db4805", "1fbf4451-4c27-4c67-92ec-72c1a3509645", "3d7fb116-7462-470e-8547-1e142f8d7c4a", "9e048b66-cede-4579-9f6b-2fc66d53cb22", "a687d8b0-3754-4aeb-b0c8-f3de12e8a133", "92a1ea77-a7f7-4333-87ee-8396808bd765", "debb68da-7108-4fe6-8ad1-75850f5f6309", "6f756e95-fccd-45e0-b3e1-311076bb58fa"], "metadata": {"file_path": "data\\Tokyo.txt", "file_name": "Tokyo.txt", "file_type": "text/plain", "file_size": 47588, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}}}}
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+{"graph_dict": {}}
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+{"embedding_dict": {}, "text_id_to_ref_doc_id": {}, "metadata_dict": {}}
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Tokyo/index_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Tokyo/index_store.json"
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@@ -0,0 +1 @@
+{"index_store/data": {"57705edd-627b-4beb-a106-5ddb11042faa": {"__type__": "vector_store", "__data__": "{\"index_id\": \"57705edd-627b-4beb-a106-5ddb11042faa\", \"summary\": null, \"nodes_dict\": {\"85768b0f-ef0f-42d7-8000-e45b8c1bcb73\": \"85768b0f-ef0f-42d7-8000-e45b8c1bcb73\", \"2d18f1a2-b88c-4a7b-a2ae-dd37bdba90df\": \"2d18f1a2-b88c-4a7b-a2ae-dd37bdba90df\", \"d510b7b9-4c33-4324-b2ce-1ba1913459cb\": \"d510b7b9-4c33-4324-b2ce-1ba1913459cb\", \"8aee6d90-a02f-4fc4-aad6-f10a6210772e\": \"8aee6d90-a02f-4fc4-aad6-f10a6210772e\", \"d70ea3b4-f444-4941-93da-70acee29f34e\": \"d70ea3b4-f444-4941-93da-70acee29f34e\", \"cfc20684-e49e-4215-9b38-5e751883a9bb\": \"cfc20684-e49e-4215-9b38-5e751883a9bb\", \"c646f297-4be8-4ec6-80c7-b13c35db4805\": \"c646f297-4be8-4ec6-80c7-b13c35db4805\", \"1fbf4451-4c27-4c67-92ec-72c1a3509645\": \"1fbf4451-4c27-4c67-92ec-72c1a3509645\", \"3d7fb116-7462-470e-8547-1e142f8d7c4a\": \"3d7fb116-7462-470e-8547-1e142f8d7c4a\", \"9e048b66-cede-4579-9f6b-2fc66d53cb22\": \"9e048b66-cede-4579-9f6b-2fc66d53cb22\", \"a687d8b0-3754-4aeb-b0c8-f3de12e8a133\": \"a687d8b0-3754-4aeb-b0c8-f3de12e8a133\", \"92a1ea77-a7f7-4333-87ee-8396808bd765\": \"92a1ea77-a7f7-4333-87ee-8396808bd765\", \"debb68da-7108-4fe6-8ad1-75850f5f6309\": \"debb68da-7108-4fe6-8ad1-75850f5f6309\", \"6f756e95-fccd-45e0-b3e1-311076bb58fa\": \"6f756e95-fccd-45e0-b3e1-311076bb58fa\"}, \"doc_id_dict\": {}, \"embeddings_dict\": {}}"}}}
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Toronto.txt" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Toronto.txt"
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+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Toronto.txt"	
@@ -0,0 +1,325 @@
+Toronto is the most populous city in Canada and the capital city of the Canadian province of Ontario. With a population of 2,794,356 in 2021, it is the fourth-most populous city in North America. The city is the anchor of the Golden Horseshoe, an urban agglomeration of 9,765,188 people (as of 2021) surrounding the western end of Lake Ontario, while the Greater Toronto Area proper had a 2021 population of 6,712,341. Toronto is an international centre of business, finance, arts, sports and culture and is one of the most multicultural and cosmopolitan cities in the world.Indigenous peoples have travelled through and inhabited the Toronto area, located on a broad sloping plateau interspersed with rivers, deep ravines, and urban forest, for more than 10,000 years. After the broadly disputed Toronto Purchase, when the Mississauga surrendered the area to the British Crown, the British established the town of York in 1793 and later designated it as the capital of Upper Canada. During the War of 1812, the town was the site of the Battle of York and suffered heavy damage by American troops. York was renamed and incorporated in 1834 as the city of Toronto. It was designated as the capital of the province of Ontario in 1867 during Canadian Confederation. The city proper has since expanded past its original limits through both annexation and amalgamation to its current area of 630.2 km2 (243.3 sq mi).
+The diverse population of Toronto reflects its current and historical role as an important destination for immigrants to Canada. About half of its residents were born outside of Canada and over 200 ethnic origins are represented among its inhabitants. While the majority of Torontonians speak English as their primary language, over 160 languages are spoken in the city. The mayor of Toronto is elected by direct popular vote to serve as the chief executive of the city. The Toronto City Council is a unicameral legislative body, comprising 25 councillors since the 2018 municipal election, representing geographical wards throughout the city.Toronto is a prominent centre for music, theatre, motion picture production, and television production, and is home to the headquarters of Canada's major national broadcast networks and media outlets . Its varied cultural institutions, which include numerous museums and galleries, festivals and public events, entertainment districts, national historic sites, and sports activities, attract over 43 million tourists each year. Toronto is known for its many skyscrapers and high-rise buildings, in particular the tallest free-standing structure on land outside of Asia, the CN Tower.The city is home to the Toronto Stock Exchange, the headquarters of Canada's five largest banks, and the headquarters of many large Canadian and multinational corporations. Its economy is highly diversified with strengths in technology, design, financial services, life sciences, education, arts, fashion, aerospace, environmental innovation, food services, and tourism. Toronto is the third-largest tech hub in North America after Silicon Valley and New York City, and the fastest growing hub.
+
+
+== Toponymy ==
+
+The word Toronto has been recorded with various spellings in French and English, including Tarento, Tarontha, Taronto, Toranto, Torento, Toronto, and Toronton. Taronto referred to "The Narrows", a channel of water through which Lake Simcoe discharges into Lake Couchiching where the Huron had planted tree saplings to corral fish. This narrows was called tkaronto by the Mohawk, meaning "where there are trees standing in the water", and was recorded as early as 1615 by Samuel de Champlain. The word "Toronto", meaning "plenty", also appears in a 1632 French lexicon of the Huron language, which is also an Iroquoian language. It also appears on French maps referring to various locations, including Georgian Bay, Lake Simcoe, and several rivers. A portage route from Lake Ontario to Lake Huron running through this point, known as the Toronto Carrying-Place Trail, led to widespread use of the name.
+The pronunciation of the city is broadly   tə-RON-toh, which locals realize as [təˈɹɒno] or [ˈtʃɹɒno], leaving the second 't' silent.
+
+
+== History ==
+
+
+=== Early history ===
+
+The site of Toronto lay at the entrance to one of the oldest routes to the northwest, a route known and used by the Huron, Iroquois, and Ojibwe. Archaeological sites show evidence of human occupation dating back thousands of years. The site was of strategic importance from the beginning of Ontario's recorded history.In the 1660s, the Iroquois established two villages within what is today Toronto, Ganatsekwyagon (Bead Hill) on the banks of the Rouge River and Teiaiagon on the banks of the Humber River. By 1701, the Mississaugas had displaced the Iroquois, who abandoned the Toronto area at the end of the Beaver Wars, with most returning to their homeland in present-day New York state.French traders founded Fort Rouillé in 1750 (the current Exhibition grounds were later developed there), but abandoned it in 1759 during the Seven Years' War. The British defeated the French and their indigenous allies in the war, and the area became part of the British colony of Quebec in 1763.
+During the American Revolutionary War, an influx of British settlers arrived there as United Empire Loyalists fled for the British-controlled lands north of Lake Ontario. The Crown granted them land to compensate for their losses in the Thirteen Colonies. The new province of Upper Canada was being created and needed a capital. In 1787, the British Lord Dorchester arranged for the Toronto Purchase with the Mississaugas of the New Credit First Nation, thereby securing more than a quarter of a million acres (1000 km2) of land in the Toronto area. Dorchester intended the location to be named Toronto. The first 25 years after the Toronto purchase were quiet, although "there were occasional independent fur traders" present in the area, with the usual complaints of debauchery and drunkenness.In 1793, Governor John Graves Simcoe established the town of York on the Toronto Purchase lands, naming it after Prince Frederick, Duke of York and Albany. Simcoe decided to move the Upper Canada capital from Newark (Niagara-on-the-Lake) to York, believing the new site would be less vulnerable to attack by the United States. The York garrison was built at the entrance of the town's natural harbour, sheltered by a long sand-bar peninsula. The town's settlement formed at the harbour's eastern end behind the peninsula, near the present-day intersection of Parliament Street and Front Street (in the "Old Town" area).
+
+
+=== 19th century ===
+In 1813, as part of the War of 1812, the Battle of York ended in the town's capture and plunder by United States forces. John Strachan negotiated the town's surrender. American soldiers destroyed much of the garrison and set fire to the parliament buildings during their five-day occupation. Because of the sacking of York, British troops retaliated later in the war with the burning of Washington, D.C.
+York was incorporated as the City of Toronto on March 6, 1834, adopting the Indigenous name. Reformist politician William Lyon Mackenzie became the first mayor of Toronto. Mackenzie would later lead the unsuccessful Upper Canada Rebellion of 1837 against the British colonial government.
+Toronto's population of 9,000 included some African-American slaves, some of whom had been brought by the Loyalists, and Black Loyalists, whom the Crown had freed (most of the latter were resettled in Nova Scotia). By 1834, refugee slaves from America's South were also immigrating to Toronto to gain freedom. Slavery was banned outright in Upper Canada (and throughout the British Empire) in 1834. Torontonians integrated people of colour into their society. In the 1840s, an eating house at Frederick and King Streets, a place of mercantile prosperity in the early city, was operated by a black man named Bloxom.
+As a major destination for immigrants to Canada, the city grew rapidly through the remainder of the 19th century. The first significant wave of immigrants were Irish, fleeing the Great Irish Famine; most of them were Catholic. By 1851, the Irish-born population had become the largest single ethnic group in the city. The Scottish and English population welcomed smaller numbers of Protestant Irish immigrants, some from what is now Northern Ireland, which gave the Orange Order significant and long-lasting influence over Toronto society. Almost every mayor of Toronto was a member of the Orange Order between 1850 and 1950, and the city was sometimes referred to as the "Belfast of Canada" because of Orange influence in municipal politics and administration.For brief periods, Toronto was twice the capital of the united Province of Canada: first from 1849 to 1851, following unrest in Montreal, and later from 1855 to 1859. After this date, Quebec was designated as the capital until 1865 (two years before Canadian Confederation). Since then, the capital of Canada has remained Ottawa, Ontario.
+Toronto became the capital of the province of Ontario after its official creation in 1867. The seat of government of the Ontario briefly returned to the same building that hosted the Third Parliament Building of Upper Canada, before moving to the Ontario Legislative Building at Queen's Park in 1893. Because of its provincial capital status, the city was also the location of Government House, the residence of the viceregal representative of the Crown in right of Ontario.
+Long before the Royal Military College of Canada was established in 1876, supporters of the concept proposed military colleges in Canada. Staffed by British Regulars, adult male students underwent a three-month-long military course at the School of Military Instruction in Toronto. Established by Militia General Order in 1864, the school enabled officers of militia or candidates for commission or promotion in the Militia to learn military duties, drill and discipline, to command a company at Battalion Drill, to drill a company at Company Drill, the internal economy of a company, and the duties of a company's officer. The school was retained at Confederation, in 1867. In 1868, Schools of cavalry and artillery instruction were formed in Toronto.
+In the 19th century, the city built an extensive sewage system to improve sanitation, and streets were illuminated with gas lighting as a regular service. Long-distance railway lines were constructed, including a route completed in 1854 linking Toronto with the Upper Great Lakes. The Grand Trunk Railway and the Northern Railway of Canada joined in the building of the first Union Station in downtown. The advent of the railway dramatically increased the numbers of immigrants arriving, commerce and industry, as had the Lake Ontario steamers and schooners entering port before. These enabled Toronto to become a major gateway linking the world to the interior of the North American continent. Expanding port and rail facilities brought in northern timber for export and imported Pennsylvania coal. Industry dominated the waterfront for the next 100 years.
+During the late 19th century, Toronto became the largest alcohol distillation (in particular, spirits) centre in North America. By the 1860s, the Gooderham and Worts Distillery operations became the world's largest whisky factory. A preserved section of this once dominant local industry remains in the Distillery District. The harbour allowed access to grain and sugar imports used in processing.
+
+Horse-drawn streetcars gave way to electric streetcars in 1891 when the city granted the operation of the transit franchise to the Toronto Railway Company. The public transit system passed into public ownership in 1921 as the Toronto Transportation Commission, later renamed the Toronto Transit Commission. The system now has the third-highest ridership of any city public transportation system in North America.
+
+
+=== 20th century ===
+The Great Toronto Fire of 1904 destroyed a large section of downtown Toronto. The fire destroyed more than 100 buildings. The fire claimed one victim, John Croft, who was an explosive expert clearing the ruins from the fire. It caused CA$10,387,000 in damage (roughly CA$277,600,000 in 2020 terms).The city received new European immigrant groups from the late 19th century into the early 20th century, particularly Germans, French, Italians, and Jews. They were soon followed by Russians, Poles, and other Eastern European nations, in addition to the Chinese entering from the West. Like the Irish before them, many of these migrants lived in overcrowded shanty-type slums, such as "the Ward", which was centred on Bay Street, now the heart of the country's Financial District.
+As new migrants began to prosper, they moved to better housing in other areas, in what is now understood to be succession waves of settlement. Despite its fast-paced growth, by the 1920s, Toronto's population and economic importance in Canada remained second to the much longer established Montreal, Quebec. However, by 1934, the Toronto Stock Exchange had become the largest in the country.
+
+In 1954, the City of Toronto and 12 surrounding municipalities were federated into a regional government known as Metropolitan Toronto. The postwar boom had resulted in rapid suburban development. It was believed a coordinated land-use strategy and shared services would provide greater efficiency for the region. The metropolitan government began to manage services that crossed municipal boundaries, including highways, police services, water and public transit. In that year, a half-century after the Great Fire of 1904, disaster struck the city again when Hurricane Hazel brought intense winds and flash flooding. In the Toronto area, 81 people were killed, nearly 1,900 families were left homeless, and the hurricane caused more than CA$25 million in damage.In 1967, the seven smallest municipalities of Metropolitan Toronto were merged with larger neighbours, resulting in a six-municipality configuration that included the former city of Toronto and the surrounding municipalities of East York, Etobicoke, North York, Scarborough, and York.In the decades after World War II, refugees from war-torn Europe and Chinese job-seekers arrived, as well as construction labourers, particularly from Italy and Portugal. Toronto's population grew to more than one million in 1951 when large-scale suburbanization began and doubled to two million by 1971. Following the elimination of racially based immigration policies by the late 1960s, Toronto became a destination for immigrants from all over the world. By the 1980s, Toronto had surpassed Montreal as Canada's most populous city and chief economic hub. During this time, in part owing to the political uncertainty raised by the resurgence of the Quebec sovereignty movement, many national and multinational corporations moved their head offices from Montreal to Toronto and Western Canadian cities.
+On January 1, 1998, Toronto was greatly enlarged, not through traditional annexations, but as an amalgamation of the Municipality of Metropolitan Toronto and its six lower-tier constituent municipalities: East York, Etobicoke, North York, Scarborough, York, and the original city itself. They were dissolved by an act of the Government of Ontario and formed into a single-tier City of Toronto (colloquially dubbed the "megacity"), replacing all six governments.
+The merger was proposed as a cost-saving measure by the Progressive Conservative provincial government under premier Mike Harris. The announcement touched off vociferous public objections. In March 1997, a referendum in all six municipalities produced a vote of more than 3:1 against amalgamation. However, municipal governments in Canada are creatures of the provincial governments, and referendums have little to no legal effect. The Harris government could thus legally ignore the referendum results and did so in April when it tabled the City of Toronto Act. Both opposition parties held a filibuster in the provincial legislature, proposing more than 12,000 amendments that allowed residents on streets of the proposed megacity to take part in public hearings on the merger and adding historical designations to the streets. This only delayed the bill's inevitable passage, given the Progressive Conservatives' majority.
+North York mayor Mel Lastman became the first "megacity" mayor, and the 62nd mayor of Toronto, with his electoral victory. Lastman gained national attention after multiple snowstorms, including the January Blizzard of 1999, dumped 118 centimetres (46 in) of snow and effectively immobilized the city. He called in the Canadian Army to aid snow removal by use of their equipment to augment police and emergency services. The move was ridiculed by some in other parts of the country, fuelled in part by what was perceived as a frivolous use of resources.
+
+
+=== 21st century ===
+The city attracted international attention in 2003 when it became the centre of a major SARS (severe acute respiratory syndrome) outbreak. Public health attempts to prevent the disease from spreading elsewhere temporarily dampened the local economy. From August 14 to 17, 2003, the city was hit by a massive blackout which affected millions of Torontonians (it also affected most of Southern Ontario and parts of the United States), stranding some hundreds of people in tall buildings, knocking out traffic lights and suspending subway and streetcar service across the city during those aforementioned days.On March 6, 2009, the city celebrated the 175th anniversary of its inception as the City of Toronto in 1834. Toronto hosted the 4th G20 summit during June 26–27, 2010. This included the largest security operation in Canadian history. Following large-scale protests and rioting, law enforcement arrested more than 1,000 people, the largest mass arrest in Canadian history.
+On July 8, 2013, severe flash flooding hit Toronto after an afternoon of slow-moving, intense thunderstorms. Toronto Hydro estimated 450,000 people were without power after the storm and Toronto Pearson International Airport reported 126 mm (5 in) of rain had fallen over five hours, more than during Hurricane Hazel. Within six months, from December 20 to 22, 2013, Toronto was brought to a near halt by the worst ice storm in the city's history, rivalling the severity of the 1998 Ice Storm (which mainly affected southeastern Ontario, and Quebec). At the height of the storm, over 300,000 Toronto Hydro customers had no electricity or heating. Toronto hosted WorldPride in June 2014, and the Pan and Parapan American Games in 2015.The city continues to grow and attract immigrants. A 2019 study by Toronto Metropolitan University (then known as Ryerson University) showed that Toronto was the fastest-growing city in North America. The city added 77,435 people between July 2017 and July 2018. The Toronto metropolitan area was the second-fastest-growing metropolitan area in North America, adding 125,298 persons, compared with 131,767 in the Dallas–Fort Worth–Arlington metroplex in Texas. The large growth in the Toronto metropolitan area is attributed to international migration to Toronto.The COVID-19 pandemic in Canada first occurred in Toronto and was among the hotspots in the country.Toronto was named as one of 16 cities in North America (and one of two Canadian cities) to host matches for the 2026 FIFA World Cup.
+
+
+== Geography ==
+
+Toronto covers an area of 630 square kilometres (243 sq mi), with a maximum north–south distance of 21 kilometres (13 mi). It has a maximum east–west distance of 43 km (27 mi), and it has a 46-kilometre (29 mi) long waterfront shoreline, on the northwestern shore of Lake Ontario. The Toronto Islands and Port Lands extend out into the lake, allowing for a somewhat sheltered Toronto Harbour south of the downtown core. An Outer Harbour was constructed southeast of downtown during the 1950s and 1960s, and it is now used for recreation. The city's limits are formed by Lake Ontario to the south, the western boundary of Marie Curtis Park, Etobicoke Creek, Eglinton Avenue and Highway 427 to the west, Steeles Avenue to the north and the Rouge River and the Scarborough–Pickering Townline to the east.
+
+
+=== Topography ===
+
+The city is mostly flat or gentle hills, and the land gently slopes upward away from the lake. The flat land is interrupted by the Toronto ravine system, which is cut by numerous creeks and rivers of the Toronto waterway system, most notably the Humber River in the west end, the Don River east of downtown (these two rivers flanking and defining the Toronto Harbour), and the Rouge River at the city's eastern limits. Most of the ravines and valley lands in Toronto today are parklands and recreational trails are laid out along the ravines and valleys. The original town was laid out in a grid plan on the flat plain north of the harbour, and this plan was extended outwards as the city grew. The width and depth of several of the ravines and valleys are such that several grid streets, such as Finch Avenue, Leslie Street, Lawrence Avenue, and St. Clair Avenue, terminate on one side of a ravine or valley and continue on the other side. Toronto has many bridges spanning the ravines. Large bridges such as the Prince Edward Viaduct were built to span broad river valleys.
+Despite its deep ravines, Toronto is not remarkably hilly, but its elevation does increase steadily away from the lake. Elevation differences range from 76.5 metres (251 ft) above sea level at the Lake Ontario shore to 209 m (686 ft) above sea level near the York University grounds in the city's north end at the intersection of Keele Street and Steeles Avenue. There are occasional hilly areas; in particular, midtown Toronto has several sharply sloping hills. Lake Ontario remains occasionally visible from the peaks of these ridges as far north as Eglinton Avenue, 7 to 8 kilometres (4.3 to 5.0 mi) inland.
+
+The other major geographical feature of Toronto is its escarpments. During the last ice age, the lower part of Toronto was beneath Glacial Lake Iroquois. Today, a series of escarpments mark the lake's former boundary, known as the "Iroquois Shoreline". The escarpments are most prominent from Victoria Park Avenue to the mouth of Highland Creek, where they form the Scarborough Bluffs. Other observable sections include the area near St. Clair Avenue West between Bathurst Street and the Don River, and north of Davenport Road from Caledonia to Spadina Road; the Casa Loma grounds sit above this escarpment.The geography of the lakeshore has dramatically changed since the first settlement of Toronto. Much of the land on the harbour's north shore is landfill, filled in during the late 19th century. Until then, the lakefront docks (then known as wharves) were set back farther inland than today. Much of the adjacent Port Lands on the harbour's east side was a wetland filled in early in the 20th century. The shoreline from the harbour west to the Humber River has been extended into the lake. Further west, landfill has been used to create extensions of land such as Humber Bay Park.
+
+The Toronto Islands were a natural peninsula until a storm in 1858 severed their connection to the mainland, creating a channel to the harbour. The peninsula was formed by longshore drift taking the sediments deposited along the Scarborough Bluffs shore and transporting them to the Islands area.
+The other source of sediment for the Port Lands wetland and the peninsula was the deposition of the Don River, which carved a wide valley through the sedimentary land of Toronto and deposited it in the shallow harbour. The harbour and the channel of the Don River have been dredged numerous times for shipping. The lower section of the Don River was straightened and channelled in the 19th century. The former mouth drained into a wetland; today, the Don River drains into the harbour through a concrete waterway, the Keating Channel. To mitigate flooding in the area, as well as to create parkland, a second more natural mouth is being built to the south during the first half of the 2020s, thereby creating Villiers Island.
+
+
+=== Neighbourhoods and former municipalities ===
+
+Toronto encompasses an area formerly administered by several separate municipalities that were amalgamated over the years. Each developed a distinct history and identity over the years, and their names remain in common use among Torontonians. Former municipalities include East York, Etobicoke, Forest Hill, Mimico, North York, Parkdale, Scarborough, Swansea, Weston and York. Throughout the city, there exist hundreds of small neighbourhoods and some larger neighbourhoods covering a few square kilometres.The many residential communities of Toronto express a character distinct from the skyscrapers in the commercial core. Victorian and Edwardian-era residential buildings can be found in enclaves such as Rosedale, Cabbagetown, The Annex, and Yorkville. The Wychwood Park neighbourhood, historically significant for the architecture of its homes, and for being one of Toronto's earliest planned communities, was designated as an Ontario Heritage Conservation district in 1985. The Casa Loma neighbourhood is named after "Casa Loma", a castle built in 1911 by Sir Henry Pellat, complete with gardens, turrets, stables, an elevator, secret passages, and a bowling alley. Spadina House is a 19th-century manor that is now a museum.
+
+
+==== Old Toronto ====
+The pre-amalgamation City of Toronto covers the downtown core and older neighbourhoods to the east, west, and north. It is the most densely populated part of the city. The Financial District contains the First Canadian Place, Toronto-Dominion Centre, Scotia Plaza, Royal Bank Plaza, Commerce Court and Brookfield Place. This area includes, among others, the neighbourhoods of St. James Town, Garden District, St. Lawrence, Corktown, and Church and Wellesley. From that point, the Toronto skyline extends northward along Yonge Street.Old Toronto is also home to many historically wealthy residential enclaves, such as Yorkville, Rosedale, The Annex, Forest Hill, Lawrence Park, Lytton Park, Deer Park, Moore Park, and Casa Loma, most stretching away from downtown to the north.
+East and west of downtown, neighbourhoods such as Kensington Market, Chinatown, Leslieville, Cabbagetown and Riverdale are home to bustling commercial and cultural areas as well as communities of artists with studio lofts, with many middle- and upper-class professionals.
+Other neighbourhoods in the central city retain an ethnic identity, including two smaller Chinatowns, the Greektown area, Little Italy, Portugal Village, and Little India, among others.
+
+
+==== Suburbs ====
+The inner suburbs are contained within the former municipalities of York and East York. These are mature and traditionally working-class areas, consisting primarily of post–World War I small, single-family homes and small apartment blocks. Neighbourhoods such as Crescent Town, Thorncliffe Park, Flemingdon Park, Weston, and Oakwood Village consist mainly of high-rise apartments, which are home to many new immigrant families. During the 2000s, many neighbourhoods became ethnically diverse and underwent gentrification due to increasing population and a housing boom during the late 1990s and the early 21st century. The first neighbourhoods affected were Leaside and North Toronto, gradually progressing into the western neighbourhoods in York.
+The outer suburbs comprising the former municipalities of Etobicoke (west), Scarborough (east) and North York (north) largely retain the grid plan laid before post-war development. Sections were long established and quickly growing towns before the suburban housing boom began and the emergence of metropolitan government, existing towns or villages such as Mimico, Islington and New Toronto in Etobicoke; Willowdale, Newtonbrook and Downsview in North York; Agincourt, Wexford and West Hill in Scarborough where suburban development boomed around or between these and other towns beginning in the late 1940s. Upscale neighbourhoods were built, such as the Bridle Path in North York, the area surrounding the Scarborough Bluffs in Guildwood, and most of central Etobicoke, such as Humber Valley Village, and The Kingsway. One of the largest and earliest "planned communities" was Don Mills, parts of which were first built in the 1950s. Phased development, mixing single-detached housing with higher-density apartment blocks, became more popular as a suburban model of development. Over the late 20th century and early 21st century, North York City Centre, Etobicoke City Centre and Scarborough City Centre have emerged as secondary business districts outside Downtown Toronto. High-rise development in these areas has given the former municipalities distinguishable skylines of their own, with high-density transit corridors serving them.
+
+
+==== Industrial ====
+In the 1800s, a thriving industrial area developed around Toronto Harbour and the lower Don River mouth, linked by rail and water to Canada and the United States. Examples included the Gooderham and Worts Distillery, Canadian Malting Company, the Toronto Rolling Mills, the Union Stockyards and the Davies pork processing facility (the inspiration for the "Hogtown" nickname). This industrial area expanded west along the harbour and rail lines and was supplemented by the infilling of the marshlands on the east side of the harbour to create the Port Lands. A garment industry developed along lower Spadina Avenue, the "Fashion District". Beginning in the late 19th century, industrial areas were set up on the outskirts, such as West Toronto/The Junction, where the Stockyards relocated in 1903. The Great Fire of 1904 destroyed a large amount of industry in the downtown. Some companies moved west along King Street, and some moved as far west as Dufferin Street, where the large Massey-Harris farm equipment manufacturing complex was located. Over time, pockets of industrial land mostly followed rail lines and later highway corridors as the city grew outwards. This trend continues to this day; the largest factories and distribution warehouses are in the suburban environs of Peel and York Regions, but also within the current city: Etobicoke (concentrated around Pearson Airport), North York, and Scarborough.
+Many of Toronto's former industrial sites close to (or in) downtown have been redeveloped, including parts of the Toronto waterfront, the rail yards west of downtown, and Liberty Village, the Massey-Harris district and large-scale development is underway in the West Don Lands.
+The Gooderham & Worts Distillery produced spirits until 1990 and is preserved today as the "Distillery District", the largest and best-preserved collection of Victorian industrial architecture in North America. Some industry remains in the area, including the Redpath Sugar Refinery. Similar areas that retain their industrial character but are now largely residential are the Fashion District, Corktown, and parts of South Riverdale and Leslieville. Toronto still has some active older industrial areas, such as Brockton Village, Mimico and New Toronto. In the west end of Old Toronto and York, the Weston/Mount Dennis and The Junction areas still contain factories, meat-packing facilities and rail yards close to medium-density residential. However, the Junction's Union Stockyards moved out of Toronto in 1994.The brownfield industrial area of the Port Lands, on the east side of the harbour, is one area planned for redevelopment. Formerly a marsh that was filled in to create industrial space, it was never intensely developed — its land unsuitable for large-scale development — because of flooding and unstable soil.
+It still contains numerous industrial uses, such as the Portlands Energy Centre power plant, port facilities, movie and TV production studios, concrete processing facilities, and low-density industrial facilities. The Waterfront Toronto agency has developed plans for a naturalized mouth to the Don River and to create a flood barrier around the Don, making more of the land on the harbour suitable for higher-value residential and commercial development.
+A former chemicals plant site along the Don River is slated to become a large commercial complex and transportation hub.
+
+
+=== Architecture ===
+
+Toronto's buildings vary in design and age, with many structures dating back to the early 19th century, while other prominent buildings were just newly built in the first decade of the 21st century. Lawrence Richards, a member of the Faculty of Architecture at the University of Toronto, has said, "Toronto is a new, brash, rag-tag place—a big mix of periods and styles." Bay-and-gable houses, mainly found in Old Toronto, are a distinct architectural feature of the city. Defining the Toronto skyline is the CN Tower, a telecommunications and tourism hub. Completed in 1976 at a height of 553.33 metres (1,815 ft 5 in), it was the world's tallest freestanding structure until 2007 when it was surpassed by Burj Khalifa in Dubai.Toronto is a city of high-rises and had 1,875 buildings over 30 metres (98 ft) as of 2011.Through the 1960s and 1970s, significant pieces of Toronto's architectural heritage were demolished to make way for redevelopment or parking. In contrast, since 2000, amid the Canadian property bubble, Toronto has experienced a condo construction boom and architectural revival, with several buildings opened by world-renowned architects. Daniel Libeskind's Royal Ontario Museum addition, Frank Gehry's remake of the Art Gallery of Ontario, and Will Alsop's distinctive OCAD University expansion are among the city's new showpieces. The mid-1800s Distillery District, on the eastern edge of downtown, has been redeveloped into a pedestrian-oriented arts, culture and entertainment neighbourhood. This construction boom has some observers call the phenomenon the Manhattanization of Toronto after the densely built island borough of New York City.
+
+
+=== Climate ===
+The city of Toronto has a hot summer humid continental climate (Köppen: Dfa), though was on the threshold of a warm summer humid continental climate (Dfb) until the 20th century due to the urban heat island but still found in the metropolitan region, with warm, humid summers and cold winters. According to the classification applied by Natural Resources Canada, the city of Toronto is in plant hardiness zone 7a. Some suburbs and nearby towns have lower zone ratings.The city experiences four distinct seasons, with considerable variance in length. As a result of the rapid passage of weather systems (such as high- and low-pressure systems), the weather is variable from day to day in all seasons. Owing to urbanization and its proximity to water, Toronto has a fairly low diurnal temperature range. The denser urbanscape makes for warmer nights year-round; the average nighttime temperature is about 3.0 °C (5.40 °F) warmer in the city than in rural areas in all months. However, it can be noticeably cooler on many spring and early summer afternoons under the influence of a lake breeze, since Lake Ontario is cool relative to the air during these seasons. These lake breezes mostly occur in summer, bringing relief on hot days. Other low-scale maritime effects on the climate include lake-effect snow, fog, and delaying of spring- and fall-like conditions, known as seasonal lag.Winters are cold, with frequent snow. During the winter months, temperatures are usually below 0 °C (32 °F). Toronto winters sometimes feature cold snaps when maximum temperatures remain below −10 °C (14 °F), often made to feel colder by wind chill. Occasionally, they can drop below −25 °C (−13 °F). Snowstorms, sometimes mixed with ice and rain, can disrupt work and travel schedules while accumulating snow can fall anytime from November until mid-April. However, mild stretches also occur in most winters, melting accumulated snow. The summer months are characterized by very warm temperatures. Daytime temperatures are usually above 20 °C (68 °F), and often rise above 30 °C (86 °F). However, they can occasionally surpass 35 °C (95 °F) accompanied by high humidity. Spring and autumn are transitional seasons with generally mild or cool temperatures with alternating dry and wet periods. Daytime temperatures average around 10 to 12 °C (50 to 54 °F) during these seasons.
+Precipitation is fairly evenly distributed throughout the year, but summer is usually the wettest season, the bulk falling during thunderstorms. The average yearly precipitation is about 831 mm (32.7 in), with an average annual snowfall of about 1,220 mm (48 in). Toronto experiences an average of 2,066 sunshine hours or 45 percent of daylight hours, varying between a low of 28 percent in December to 60 percent in July.Climate change has affected Toronto, and as a consequence, the Toronto City Council declared a climate emergency, setting a net-zero carbon emissions target by 2040 through the TransformTO climate action plan.
+
+
+=== Parks ===
+
+Toronto has diverse public spaces, from city squares to public parks overlooking ravines. Nathan Phillips Square is the city's main square in downtown, contains the Toronto Sign, and forms the entrance to City Hall. Yonge–Dundas Square, near City Hall, has also gained attention in recent years as one of the busiest gathering spots in the city. Other squares include Harbourfront Square, on the Toronto waterfront, and the civic squares at the former city halls of the defunct Metropolitan Toronto, most notably Mel Lastman Square in North York. The Toronto Public Space Committee is an advocacy group concerned with the city's public spaces. In recent years, Nathan Phillips Square has been refurbished with new facilities, and the central waterfront along Queen's Quay West has been updated recently with a new street architecture and a new square next to Harbourfront Centre.
+
+In the winter, Nathan Phillips Square, Harbourfront Centre, and Mel Lastman Square feature popular rinks for public ice skating. Etobicoke's Colonel Sam Smith Trail opened in 2011 and is Toronto's first skating trail. Earl Bales Park offers outdoor skiing and snowboarding slopes with a chairlift, rental facilities, and lessons. Several parks have marked cross-country skiing trails.
+There are many large downtown parks, which include Allan Gardens, Christie Pits, Grange Park, Little Norway Park, Moss Park, Queen's Park, Riverdale Park and Trinity Bellwoods Park. An almost hidden park is the compact Cloud Gardens, which has both open areas and a glassed-in greenhouse, near Queen Street and Yonge. South of downtown are two large parks on the waterfront: Tommy Thompson Park on the Leslie Street Spit, which has a nature preserve and is open on weekends, and the Toronto Islands, accessible from downtown by ferry.
+
+Large parks in the outer areas managed by the city include High Park, Humber Bay Park, Centennial Park, Downsview Park, Guild Park and Gardens, Sunnybrook Park and Morningside Park. Toronto also operates several public golf courses. Most ravine lands and river bank floodplains in Toronto are public parklands. After Hurricane Hazel in 1954, construction of buildings on floodplains was outlawed, and private lands were bought for conservation. In 1999, Downsview Park, a former military base in North York, initiated an international design competition to realize its vision of creating Canada's first urban park. The winner, "Tree City", was announced in May 2000. Approximately 8,000 hectares (20,000 acres), or 12.5 percent of Toronto's land base, is maintained parkland. Morningside Park is the largest park managed by the city, which is 241.46 hectares (596.7 acres) in size.In addition to public parks managed by the municipal government, parts of Rouge National Urban Park, the largest urban park in North America, is in the eastern portion of Toronto. Managed by Parks Canada, the national park is centred around the Rouge River and encompasses several municipalities in the Greater Toronto Area.
+
+
+== Demographics ==
+
+In the 2021 Census of Population conducted by Statistics Canada, Toronto had a population of 2,794,356 living in 1,160,892 of its 1,253,238 total private dwellings, a change of 2.3 percent from its 2016 population of 2,731,571. With a land area of 631.1 km2 (243.7 sq mi), it had a population density of 4,427.8/km2 (11,467.8/sq mi) in 2021.At the census metropolitan area (CMA) level in the 2021 census, the Toronto CMA had a population of 6,202,225 living in 2,262,473 of its 2,394,205 total private dwellings, a change of 4.6 percent from its 2016 population of 5,928,040. With a land area of 5,902.75 km2 (2,279.06 sq mi), it had a population density of 1,050.7/km2 (2,721.4/sq mi) in 2021.In 2016, persons aged 14 years and under made up 14.5 percent of the population, and those aged 65 and over made up 15.6 percent. The median age was 39.3 years. The city's gender population is 48 percent male and 52 percent female. Women outnumber men in all age groups 15 and older.The 2021 census reported that immigrants (individuals born outside Canada) comprise 1,286,145 persons or 46.6 percent of the total population of Toronto. Of the total immigrant population, the top countries of origin were Philippines (132,980 persons or 10.3%), China (129,750 persons or 10.1%), India (102,155 persons or 7.9%), Sri Lanka (47,895 persons or 3.7%), Jamaica (42,655 persons or 3.3%), Italy (37,705 persons or 2.9%), Iran (37,185 persons or 2.9%), Hong Kong (36,855 persons or 2.9%), United Kingdom (35,585 persons or 2.8%), and Portugal (34,360 persons or 2.7%).The city's foreign-born persons comprised 47 percent of the population, compared to 49.9 percent in 2006. According to the United Nations Development Programme, Toronto has the second-highest percentage of constant foreign-born population among world cities, after Miami, Florida. While Miami's foreign-born population has traditionally consisted primarily of Cubans and other Latin Americans, no single nationality or culture dominates Toronto's immigrant population, placing it among the most diverse cities in the world. In 2010, it was estimated over 100,000 immigrants arrived in the Greater Toronto Area each year.
+
+
+=== Race and ethnicity ===
+In 2016, the three most commonly reported ethnic origins overall were Chinese (332,830 or 12.5 percent), English (331,890 or 12.3 percent) and Canadian (323,175 or 12.0 percent). Common regions of ethnic origin were European (47.9 per cent), Asian (including Middle-Eastern – 40.1 per cent), African (5.5 per cent), Latin/Central/South American (4.2 per cent), and North American aboriginal (1.2 per cent).
+In 2016, 51.5 per cent of the residents of the city proper belonged to a visible minority group, compared to 49.1 per cent in 2011, and 13.6 per cent in 1981. The largest visible minority groups were South Asian (Indian, Pakistani, Sri Lankan at 338,960 or 12.6 percent), East Asian (Chinese at 332,830 or 12.5 percent), and Black (239,850 or 8.9 percent). Visible minorities are projected to increase to 63 percent of the city's population by 2031.This diversity is reflected in Toronto's ethnic neighbourhoods, which include Chinatown, Corso Italia, Greektown, Kensington Market, Koreatown, Little India, Little Italy, Little Jamaica, Little Portugal and Roncesvalles (Polish community).
+
+
+=== Religion ===
+According to the 2021 census, religious groups in Toronto included:
+Christianity (1,274,450 persons or 46.2%)
+No religion and secular perspectives (845,615 persons or 30.6%)
+Islam (264,155 persons or 9.6%)
+Hinduism (171,980 persons or 6.2%)
+Judaism (99,390 persons or 3.6%)
+Buddhism (62,475 persons or 2.3%)
+Sikhism (21,545 persons or 0.8%)
+Indigenous Spirituality (935 persons or <0.1%)
+Other (20,730 persons or 0.8%)
+
+
+=== Language ===
+English is the predominant language spoken by Torontonians, with approximately 95 percent of residents having proficiency in it, although only 54.7 percent of Torontonians reported English as their mother tongue. Greater Toronto English, or simply Toronto slang, is a dialect found primarily in Toronto, primarily spoken by youths. English is one of two official languages of Canada, with the other being French. Approximately 1.6 percent of Torontonians reported French as their mother tongue, although 9.1 percent reported being bilingual in both official languages. In addition to services provided by the federal government, provincial services in Toronto are available in both official languages as a result of the French Language Services Act. Approximately 4.9 percent of Torontonians reported having no knowledge in either of the official languages of the country.Because the city is also home to many other languages, municipal services, most notably its 9-1-1 emergency telephone service, is equipped to respond in over 150 languages. In the 2001 Canadian census, the collective varieties of Chinese and Italian are the most widely spoken languages at work after English. Approximately 55 percent of respondents who reported proficiency in a Chinese language reported knowledge of Mandarin in the 2016 census.
+
+
+== Economy ==
+
+Toronto is an international centre for business and finance. Generally considered the financial and industrial capital of Canada, Toronto has a high concentration of banks and brokerage firms on Bay Street in the Financial District. The Toronto Stock Exchange is the world's seventh-largest stock exchange by market capitalization. The five largest financial institutions of Canada, collectively known as the Big Five, all have their global corporate headquarters in Toronto, alongside Canada's major insurance giants.
+The city is an important centre for the media, publishing, telecommunication, information technology and film production industries; it is home to Bell Media, Rogers Communications, and Torstar. Other prominent Canadian corporations in the Greater Toronto Area include Magna International, Pizza Pizza, Mr. Sub, Celestica, Manulife, Sun Life Financial, Toyota Canada Inc. the Hudson's Bay Company, and major hotel companies and operators, such as Four Seasons Hotels and Fairmont Hotels and Resorts.Although much of the region's manufacturing activities occur outside the city limits, Toronto continues to be a wholesale and distribution point for the industrial sector. The city's strategic position along the Quebec City–Windsor Corridor within the Great Lakes megalopolis and its road and rail connections help support the nearby production of motor vehicles, iron, steel, food, machinery, chemicals and paper. The completion of the St. Lawrence Seaway in 1959 gave ships access to the Great Lakes from the Atlantic Ocean.
+Toronto's unemployment rate was 6.7 percent as of July 2016. According to the website Numbeo, Toronto's cost of living plus rent index was second highest in Canada (of 31 cities). The local purchasing power was the sixth lowest in Canada, mid-2017. The average monthly social assistance caseload for January to October 2014 was 92,771. The number of impoverished seniors increased from 10.5 percent in 2011 to 12.1 percent in 2014. Toronto's 2013 child poverty rate was 28.6 percent, the highest among large Canadian cities of 500,000 or more residents.
+
+
+=== Bay Street ===
+The Financial District in Toronto centres on Bay Street, the equivalent to Wall Street in New York. The city hosts the headquarters of all five of Canada's largest banks, Royal Bank of Canada, Toronto-Dominion Bank, Scotiabank, Bank of Montreal and Canadian Imperial Bank of Commerce, and was ranked as the safest banking system in the world between 2007 and 2014 according to the World Economic Forum. Toronto's economy has seen a steady growth boom thanks to many corporations relocating their Canadian headquarters into the city and Canada's growing cultural significance, resulting in several companies setting up shop in Toronto.
+
+
+=== Media and entertainment ===
+
+Toronto is Canada's largest media market, and has four conventional dailies, two alt-weeklies, and three free commuter papers in a greater metropolitan area of about 6 million inhabitants. The Toronto Star and the Toronto Sun are the prominent daily city newspapers, while national dailies The Globe and Mail and the National Post are also headquartered in the city. The Toronto Star, The Globe and Mail, and National Post are broadsheet newspapers. StarMetro is distributed as free commuter newspapers. Several magazines and local newspapers cover Toronto, including Now and Toronto Life, while numerous magazines are produced in Toronto, such as Canadian Business, Chatelaine, Flare and Maclean's. Daily Hive, Western Canada's largest online-only publication, opened its Toronto office in 2016. Toronto contains the headquarters of the major English-language Canadian television networks CBC, CTV, Citytv, Global, The Sports Network (TSN) and Sportsnet. Much (formerly MuchMusic), M3 (formerly MuchMore) and MTV Canada are the main music television channels based in the city. However, they no longer primarily show music videos as a result of channel drift.
+
+
+==== Film production ====
+
+Toronto is one of the centres of Canada's film and television industry due in part to the lower cost of production in Canada. The city's streets and landmarks are seen in a variety of films, mimicking the scenes of American cities such as Chicago and New York. The city provides diverse settings and neighbourhoods to shoot films, with production facilitated by Toronto's Film and Television Office. Toronto's film industry has extended beyond the Toronto CMA into adjoining cities such as Hamilton and Oshawa.
+
+
+=== Real estate ===
+Real estate is a major force in the city's economy; Toronto is home to some of the nation's—and the world's—most expensive real estate. The Toronto Regional Real Estate Board (TRREB), formerly the Toronto Real Estate Board, is a non-profit professional association of registered real estate brokers and salespeople in Toronto, and parts of the Greater Toronto Area. TRREB was formed in 1920. Many large real estate investment trusts are based in Toronto.
+
+
+=== Technology and biotech ===
+Toronto is a large hub of the Canadian and global technology industry, generating $52 billion in revenues annually. In 2017, Toronto tech firms offered almost 30,000 jobs which is higher than the combination of San Francisco Bay area, Seattle and Washington, D.C. The area bound between the Greater Toronto Area, the region of Waterloo and the city of Hamilton was termed a "digital corridor" by the Branham Group, a region highly concentrated with technology companies and jobs similar to Silicon Valley in California. Toronto is home to a large startup ecosystem and is the third largest center for information and communications technology in North America, behind New York City and the Silicon Valley. In 2023, the city was ranked as the 17th best startup scene in the world.
+
+
+=== Tourism ===
+
+In 2018, 27.5 million tourists visited Toronto, generating $10.3 billion (~$12.3 billion in 2023) in economic activity. The Toronto Eaton Centre receives over 47 million visitors per year. Other commercial areas popular with tourists include the Path network, which is the world's largest underground shopping complex, as well as Kensington Market and St. Lawrence Market. The Toronto Islands are close to downtown Toronto and do not permit private motor vehicles beyond the airport.  Other tourist attractions include the CN Tower, Casa Loma, Toronto's theatres and musicals, Yonge–Dundas Square, and Ripley's Aquarium of Canada.
+The Royal Ontario Museum is a museum of world culture and natural history. The Toronto Zoo is home to over 5,000 animals representing over 460 distinct species. The Art Gallery of Ontario contains an extensive collection of Canadian, European, African and contemporary artwork. Also, it hosts exhibits from museums and galleries from all over the world. The Gardiner Museum of ceramic art is the only museum in Canada entirely devoted to ceramics, and the Museum's collection contains more than 2,900 ceramic works from Asia, the Americas, and Europe. The city also hosts the Ontario Science Centre, the Bata Shoe Museum, and Textile Museum of Canada.
+
+Other prominent art galleries and museums include the Design Exchange, the TIFF Lightbox, the Museum of Contemporary Art Toronto Canada, the Institute for Contemporary Culture, the Toronto Sculpture Garden, the CBC Museum, the Redpath Sugar Museum, the University of Toronto Art Centre, Hart House, the TD Gallery of Inuit Art, Little Canada and the Aga Khan Museum. The city also runs its own museums, which include the Spadina House. The Don Valley Brick Works is a former industrial site that opened in 1889 and was partly restored as a park and heritage site in 1996, with further restoration being completed in stages since then. The Canadian National Exhibition ("The Ex") is held annually at Exhibition Place and is the oldest annual fair in the world. The Ex has an average attendance of 1.25 million.City shopping areas include the Yorkville neighbourhood, Queen West, Harbourfront, the Entertainment District, the Financial District, and the St. Lawrence Market neighbourhood. The Eaton Centre is Toronto's most popular tourist attraction with over 52 million visitors annually.
+Greektown on the Danforth is home to the annual "Taste of the Danforth" festival, which attracts over one million people in 2+1⁄2 days. Toronto is also home to Casa Loma, the former estate of Sir Henry Pellatt, a prominent Toronto financier, industrialist and military man. Other notable neighbourhoods and attractions in Toronto include The Beaches, the Toronto Islands, Kensington Market, Fort York, and the Hockey Hall of Fame.
+
+
+== Education ==
+
+
+=== Primary and secondary education ===
+
+There are four public school boards that provide elementary and secondary education in Toronto, the Conseil scolaire catholique MonAvenir, the Conseil scolaire Viamonde (CSV), the Toronto Catholic District School Board (TCDSB), and the Toronto District School Board (TDSB). CSV and TDSB are secular public school boards, whereas MonAvenir and TCDSB are separate public school boards. CSV and MonAvenir are French first language school boards, whereas TCDSB and TDSB are English first language school boards.
+TDSB operates the most schools among the four Toronto-based school boards, with 451 elementary schools, 105 secondary schools, and five adult learning centres. TCDSB operates 163 elementary schools, 29 secondary schools, three combined institutions, and one adult learning centre. CSV operates 11 elementary schools, and three secondary schools in the city. MonAvenir operates nine elementary schools, and three secondary schools in Toronto.
+
+
+=== Postsecondary education ===
+There are several public universities and colleges based in Toronto. The city is also home to several supplementary schools, seminaries, and vocational schools. Examples of such institutions include The Royal Conservatory of Music, which includes the Glenn Gould School; the Canadian Film Centre, a media training institute founded by filmmaker Norman Jewison; and Tyndale University, a Christian post-secondary institution and Canada's largest seminary.
+
+
+==== Universities ====
+Five public universities are based in Toronto. Four of these universities are based in downtown Toronto: OCAD University, Toronto Metropolitan University, the Université de l'Ontario français, and the University of Toronto. The University of Toronto also operates two satellite campuses, one of which is in the city's eastern district of Scarborough, while the other is in the neighbouring city of Mississauga. York University is the only Toronto-based university not situated in downtown Toronto, maintaining a primary campus in the northwestern portion of North York and a secondary campus in midtown Toronto.Several other public universities based elsewhere in Ontario also operate satellite campuses or facilities in Toronto, including Queen's University at Kingston, the University of Ottawa, the University of Western Ontario, Wilfrid Laurier University, and the University of Guelph. The latter operates a satellite campus in northwestern Etobicoke together with Humber College, called the University of Guelph-Humber. In addition to public universities, Toronto also holds the satellite campus for Northeastern University, a private university based in Boston.
+
+
+==== Colleges ====
+There are four public colleges based in Toronto, Centennial College, George Brown College, Humber College, and Seneca Polytechnic (formerly Seneca College). The four institutions operate several campuses throughout the city. Several public colleges based elsewhere in Ontario also operate satellite facilities and campuses in Toronto, including Cambrian College, Canadore College, Collège Boréal, Collège La Cité, Fleming College, Georgian College, Lambton College, Loyalist College, St. Clair College, and Sault College.
+
+
+== Human resources ==
+
+
+=== Public health ===
+
+Toronto is home to twenty public hospitals, including the Hospital for Sick Children, Mount Sinai Hospital, St. Michael's Hospital, North York General Hospital,Toronto General Hospital, Toronto Western Hospital, Etobicoke General Hospital, St. Joseph's Health Centre, Scarborough General Hospital, Birchmount Hospital, Centenary Hospital, Sunnybrook Health Sciences Centre, Centre for Addiction and Mental Health (CAMH), and Princess Margaret Cancer Centre, many of which are affiliated with the University of Toronto Faculty of Medicine.
+Specialized hospitals are also outside of the downtown core. These hospitals include the Baycrest Health Sciences geriatric hospital and the Holland Bloorview Kids Rehabilitation Hospital for children with disabilities.
+Toronto's Discovery District is a centre of research in biomedicine. It is on a 2.5-square-kilometre (620-acre) research park that is integrated into Toronto's downtown core. It is also home to the MaRS Discovery District, which was created in 2000 to capitalize on the research and innovation strength of the province of Ontario. Another institute is the McLaughlin Centre for Molecular Medicine (MCMM).
+Toronto is also host to a wide variety of health-focused non-profit organizations that work to address specific illnesses for Toronto, Ontario and Canadian residents. Organizations include Crohn's and Colitis Canada, the Heart and Stroke Foundation of Canada, the Canadian Cancer Society, the Alzheimer Society of Canada, and Alzheimer Society of Ontario, all located in the same office at Yonge–Eglinton, the Leukemia & Lymphoma Society of Canada, the Canadian Breast Cancer Foundation, the Canadian Foundation for AIDS Research, Cystic Fibrosis Canada, the Canadian Mental Health Association, and the ALS Society of Canada.
+In 2022, 187 homeless people died in Toronto, with 47 percent dying of drug toxicity, the leading cause.  Toronto Public Health described it as an "urgent public health issue", and has responded by opening supervised drug consumption sites, and by advocating for the allowance of personal drug possession.
+
+
+=== Public library ===
+
+Toronto Public Library is the largest public library system in Canada. In 2008, it averaged a higher circulation per capita than any other public library system internationally, making it the largest neighbourhood-based library system in the world. Within North America, it also had the highest circulation and visitors when compared to other large urban systems.Established as the library of the Mechanics' Institute in 1830, the Toronto Public Library now consists of 100 branch libraries and has over 12 million items in its collection.
+
+
+== Culture and contemporary life ==
+
+Toronto's theatre and performing arts scene has more than fifty ballet and dance companies, six opera companies, two symphony orchestras and a host of theatres. The city is home to the National Ballet of Canada, the Canadian Opera Company, the Toronto Symphony Orchestra, the Canadian Electronic Ensemble, and the Canadian Stage Company. Notable performance venues include the Four Seasons Centre for the Performing Arts, Roy Thomson Hall, the Princess of Wales Theatre, the Royal Alexandra Theatre, Massey Hall, the Meridian Arts Centre (formerly the Toronto Centre for the Arts), the Elgin and Winter Garden Theatres, and the Meridian Hall (originally the "O'Keefe Centre" and formerly the "Hummingbird Centre" and the "Sony Centre for the Performing Arts").
+Ontario Place features the world's first permanent IMAX movie theatre, the Cinesphere, as well as the Budweiser Stage (formerly Molson Amphitheatre), an open-air venue for music concerts. In the spring of 2012, Ontario Place closed after declining attendance. Although the Budweiser Stage and harbour still operate, the park and Cinesphere are no longer in use. There are ongoing plans to revitalise Ontario Place.
+Each summer, the Canadian Stage Company presents an outdoor Shakespeare production in Toronto's High Park called "Dream in High Park". Canada's Walk of Fame acknowledges the achievements of successful Canadians with a series of stars on designated blocks of sidewalks along King Street and Simcoe Street.
+The production of domestic and foreign film and television is a major local industry. As of 2011, Toronto ranks as the third largest production centre for film and television after Los Angeles and New York City, sharing the nickname "Hollywood North" with Vancouver. The Toronto International Film Festival is an annual event celebrating the international film industry. Another film festival is the Take 21 (formerly the Toronto Student Film Festival), which screens the works of students 12–18 years of age from many different countries across the globe.
+
+Toronto's Caribana (formerly known as Scotiabank Caribbean Carnival) takes place from mid-July to early August of every summer. Primarily based on the Trinidad and Tobago Carnival, the first Caribana took place in 1967 when the city's Caribbean community celebrated Canada's Centennial. More than forty years later, it has grown to attract one million people to Toronto's Lake Shore Boulevard annually. Tourism for the festival is in the hundreds of thousands, and each year, the event generates over $400 million in revenue for Ontario's economy.One of the most significant events in the city, Pride Week, takes place in late June and is one of the largest LGBT festivals in the world.
+
+
+== Sports ==
+
+Toronto is represented in five major league sports, with teams in the National Hockey League (NHL), Major League Baseball (MLB), National Basketball Association (NBA), Canadian Football League (CFL), and Major League Soccer (MLS). It was formerly represented in a sixth and seventh; the USL W-League that announced on November 6, 2015, that it would cease operation ahead of the 2016 season and the Canadian Women's Hockey League ceased operations in May 2019. The city's major sports venues include the Scotiabank Arena (formerly Air Canada Centre), Rogers Centre (formerly SkyDome), Coca-Cola Coliseum (formerly Ricoh Coliseum), and BMO Field. Toronto is one of six North American cities (alongside Dallas, Chicago, Los Angeles, Washington, D.C., and the New York Tri-state area) to have won titles in its five major leagues (MLB, NHL, NBA, MLS and either NFL or CFL), and the only one to have done so in the Canadian Football League.
+Historic sports clubs of Toronto include the Granite Club (established in 1836), the Royal Canadian Yacht Club (established in 1852), the Toronto Cricket Skating and Curling Club (established before 1827), the Argonaut Rowing Club (established in 1872), the Toronto Lawn Tennis Club (established in 1881), and the Badminton and Racquet Club (established in 1924).
+
+
+=== Professional sports ===
+Toronto is home to the Toronto Maple Leafs, one of the NHL's Original Six clubs, and has also served as home to the Hockey Hall of Fame since 1958. The city had a rich history of hockey championships. Along with the Maple Leafs' 13 Stanley Cup titles, the Toronto Marlboros and St. Michael's College School-based Ontario Hockey League teams, combined, have won a record 12 Memorial Cup titles. The Toronto Marlies of the American Hockey League also play in Toronto at Coca-Cola Coliseum and are the farm team for the Maple Leafs. The Toronto Six, the first Canadian franchise in the National Women's Hockey League, began play with the 2020–21 season.The city is home to the Toronto Blue Jays MLB baseball team. The team has won two World Series titles (1992, 1993). The Blue Jays play their home games at the Rogers Centre in the downtown core. Toronto has a long history of minor-league professional baseball dating back to the 1800s, culminating in the Toronto Maple Leafs baseball team, whose owner first proposed an MLB team for Toronto.The Toronto Raptors basketball team entered the NBA in 1995 and has since earned eleven playoff spots and five Atlantic Division titles in 24 seasons. They won their first NBA title in 2019. The Raptors are the only NBA team with their own television channel, NBA TV Canada. They play their home games at Scotiabank Arena, which is shared with the Maple Leafs. In 2016, Toronto hosted the 65th NBA All-Star game, the first to be held outside the United States.
+The city is represented in Canadian football by the CFL's Toronto Argonauts, which was founded in 1873. The club has won 18 Grey Cup Canadian championship titles. The club's home games are played at BMO Field.
+
+Toronto is represented in soccer by the Toronto FC MLS team, who have won seven Canadian Championship titles, as well as the MLS Cup in 2017 and the Supporters' Shield for best regular season record, also in 2017. They share BMO Field with the Toronto Argonauts. Toronto has a high level of participation in soccer across the city at several smaller stadiums and fields. Toronto FC entered the league as an expansion team in 2007.The Toronto Rock is the city's National Lacrosse League team. They won five National Lacrosse League Cup titles in seven years in the late 1990s and the first decade of the 21st century, appearing in an NLL-record five straight championship games from 1999 to 2003, and are first all-time in the number of Champion's Cups won. The Rock formerly shared the Scotiabank Arena with the Maple Leafs and the Raptors. However, the Toronto Rock moved to the nearby city of Hamilton while retaining its Toronto name.
+The Toronto Wolfpack became Canada's first professional rugby league team and the world's first transatlantic professional sports team when they began play in the Rugby Football League's League One competition in 2017. Due to COVID-19 restrictions on international travel the team withdrew from the Super League in 2020 with its future uncertain. The rugby club's ownership changed in 2021, now 'Team Wolfpack' will play in the newly formed North American Rugby League tournament.Toronto is home to the Toronto Rush, a semi-professional ultimate team that competes in the American Ultimate Disc League (AUDL). Ultimate (disc), in Canada, has its beginning roots in Toronto, with 3300 players competing annually in the Toronto Ultimate Club (League).Toronto has hosted several National Football League (NFL) exhibition games at the Rogers Centre. Ted Rogers leased the Buffalo Bills from Ralph Wilson for the purposes of having the Bills play eight home games in the city between 2008 and 2013.
+
+
+=== Collegiate sports ===
+The University of Toronto in downtown Toronto was where the first recorded college football game was held in November 1861. Many post-secondary institutions in Toronto are members of U Sports or the Canadian Collegiate Athletic Association, the former for universities and the latter for colleges.
+Toronto was home to the International Bowl, an NCAA sanctioned post-season college football game that pitted a Mid-American Conference team against a Big East Conference team. From 2007 to 2010, the game was played at Rogers Centre annually in January.
+
+
+=== Events ===
+Toronto, along with Montreal, hosts an annual tennis tournament called the Canadian Open (not to be confused with the identically named golf tournament) between the months of July and August. In odd-numbered years, the men's tournament is held in Montreal, while the women's tournament is held in Toronto, and vice versa in even-numbered years.
+The city hosts the Toronto Waterfront Marathon annually, one of the World Athletics Label Road Races. Toronto also hosts the annual Grand Prix of Toronto car race (officially named Honda Indy Toronto), part of the IndyCar Series schedule, held on a street circuit at Exhibition Place. It was known previously as the Champ Car's Molson Indy Toronto from 1986 to 2007. Both thoroughbred and standardbred horse racing events are conducted at Woodbine Racetrack in Rexdale.
+
+Toronto hosted the 2015 Pan American Games in July 2015 and the 2015 Parapan American Games in August 2015. It beat the cities of Lima, Peru, and Bogotá, Colombia, to win the rights to stage the games. The games were the largest multi-sport event ever to be held in Canada (in terms of athletes competing), double the size of the 2010 Winter Olympics in Vancouver, British Columbia.Toronto was a candidate city for the 1996 and 2008 Summer Olympics, which were awarded to Atlanta and Beijing respectively.Toronto was named as one of 16 cities in North America (and one of two Canadian cities) to host matches for the 2026 FIFA World Cup.
+
+
+== Government and politics ==
+
+
+=== Government ===
+Toronto is a single-tier municipality governed by a mayor–council system. The structure of the municipal government is stipulated by the City of Toronto Act. The mayor of Toronto is elected by direct popular vote to serve as the chief executive of the city. The Toronto City Council is a unicameral legislative body, comprising 25 councillors, since the 2018 municipal election, representing geographical wards throughout the city. The mayor and members of the city council serve four-year terms without term limits. (Until the 2006 municipal election, the mayor and city councillors served three-year terms.)
+
+As of 2016, the city council has twelve standing committees, each consisting of a chair (some have a vice-chair) and several councillors. The mayor names the committee chairs and the remaining members of the committees are appointed by city council. An executive committee is formed by the chairs of each standing committee, the mayor, the deputy mayor and four other councillors. Councillors are also appointed to oversee the Toronto Transit Commission and the Toronto Police Services Board.
+The city has four community councils that consider local matters. The City council has delegated final decision-making authority on local, routine matters, while others—like planning and zoning issues—are recommended to the city council. Each city councillor serves as a member of a community council.There are about 40 subcommittees and advisory committees appointed by the city council. These bodies are made up of city councillors and private citizen volunteers. Examples include the Pedestrian Committee, Waste Diversion Task Force 2010, and the Task Force to Bring Back the Don.The City of Toronto had an approved operating budget of CA$13.53 billion in 2020 and a ten-year capital budget and plan of CA$43.5 billion. The city's revenues include subsidies from the Government of Canada and the Government of Ontario (for programs mandated by those governments), 33 per cent from property tax, 6 per cent from the land transfer tax and the rest from other tax revenues and user fees. The city's largest operating expenditures are the Toronto Transit Commission at CA$2.14 billion, and the Toronto Police Service, CA$1.22 billion.
+
+
+=== Crime ===
+
+The historically low crime rate in Toronto has resulted in the city having a reputation as one of the safest major cities in North America. For instance, in 2007, the homicide rate for Toronto was 3.43 per 100,000 people, compared with Atlanta (19.7), Boston (10.3), Los Angeles (10.0), New York City (6.3), Vancouver (3.1), and Montreal (2.6). Toronto's robbery rate also ranks low, with 207.1 robberies per 100,000 people, compared with Los Angeles (348.5), Vancouver (266.2), New York City (265.9), and Montreal (235.3). Toronto has a comparable rate of car theft to various U.S. cities, although it is not among the highest in Canada.In 2005, Toronto media coined the term "Year of the Gun" because of a record number of gun-related homicides, 52 out of 80 homicides in total. The total number of homicides dropped to 70 in 2006; that year, nearly 2,000 people in Toronto were victims of a violent gun-related crime, about one-quarter of the national total. 86 homicides were committed in 2007, roughly half of which involved guns. Gang-related incidents have also been on the rise; between the years 1997 and 2005, over 300 gang-related homicides have occurred. As a result, the Ontario government developed an anti-gun strategy. In 2011, Toronto's murder rate plummeted to 51 murders—nearly a 26% drop from the previous year. The 51 homicides were the lowest number the city has recorded since 1999 when there were 47. While subsequent years did see a return to higher rates, it remained nearly flat line of 57–59 homicides in from 2012 to 2015. 2016 went to 75 for the first time in over eight years. 2017 had a drop off of 10 murders to close the year at 65, with a homicide rate of 2.4 per 100,000 population.The total number of homicides in Toronto reached a record 98 in 2018; the number included fatalities from the Toronto van attack and the Danforth shooting, which gave the city a homicide rate of around 3.6 per 100,000 people. The record year for murders was previously 1991, with 89, at a rate of 3.9 murders per 100,000 people. The 2018 homicide rate was higher than in Winnipeg, Calgary, Edmonton, Vancouver, Ottawa, Montreal, Hamilton, New York City, San Diego, and Austin. Homicides in 2019 dropped to 80 (a rate of 2.9 per 100,000 people) below the rate of most US cities, but still higher than the Canadian average of 1.8. Shooting incidents also increased to an all-time high of 492 in 2019, even outpacing gun incidents that occurred in 2018. 2020 saw another decrease in homicides with the city having a total of 71 murders for the year (a rate of around 2.6 per 100,000 people). However, in 2021, the city saw an increase in homicides, with the city murders increasing to 85, giving Toronto a homicide rate of 3.04 per 100,000 people. A decrease in murders happened the following year with 71 being reported in 2022 (a murder rate of 2.5 per 100,000), which was then followed by a slight increase in homicides with 73 being reported in 2023, giving the city a murder rate of 2.6 per 100,000 people, along with a record 12,143 reports of auto theft in the year.
+
+
+== Transportation ==
+
+Toronto is a central transportation hub for road, rail, and air networks in Southern Ontario. The city has many forms of transport, including highways and public transit. Toronto also has an extensive network of bicycle lanes and multi-use trails and paths.
+
+
+=== Public transportation ===
+
+Toronto's primary public transportation system is operated by the Toronto Transit Commission (TTC). The backbone of its public transport network is the Toronto subway system, which includes three heavy-rail rapid transit lines spanning the city, including the U-shaped Line 1, east–west Line 2, and the short east–west Line 4 with Line 1 extending as far beyond city limits as Vaughan Metropolitan Centre.
+
+The TTC also operates an extensive network of buses and streetcars, with the latter serving the downtown core and buses serving many parts of the city not served by the sparse subway network. TTC buses and streetcars use the same fare system as the subway, and many subway stations offer a fare-paid area for transfers between rail and surface vehicles.
+
+There have been numerous plans to extend the subway and implement light-rail lines, but budgetary concerns have thwarted many efforts. By November 2011, construction on Line 5 Eglinton began. Line 5 is scheduled to finish construction by 2024. In 2015, the Ontario government promised to fund Line 6 Finch West, which is to be completed by 2024. In 2019, the Government of Ontario released a transit plan for the Greater Toronto Area which includes a new 16-kilometre (9.9 mi) Ontario Line, Line 1 extension to Richmond Hill Centre, a Line 2 extension to Sheppard Avenue / McCowan Road to replace Line 3, and an extension for Line 5 Eglinton to Toronto Pearson Airport.Toronto's century-old Union Station is also getting a major renovation and upgrade which would be able to accommodate more rail traffic from GO Transit, Via Rail, UP Express and Amtrak. Construction on a new Union Station Bus Terminal is also in the works with an expected completion in 2020. Toronto's public transit network also connects to other municipal networks such as York Region Transit, Viva, Durham Region Transit, Brampton Transit, and MiWay.
+The Government of Ontario operates a regional rail and bus transit system called GO Transit in the Greater Toronto Area. GO Transit carries over 250,000 passengers every weekday (2013) and 57 million annually, with a majority of them travelling to or from Union Station. Metrolinx is currently implementing Regional Express Rail into its GO Transit network and plans to electrify many of its rail lines by 2030.
+
+
+=== Intercity transportation ===
+Toronto Union Station serves as a hub for VIA Rail's intercity services in Central Canada and includes services to various parts of Ontario, Corridor services to Montreal and national capital Ottawa, and long-distance services to Vancouver and New York City.GO Transit provides intercity bus services from the Union Station Bus Terminal and other bus terminals in the city to destinations within the Golden Horseshoe. Long-distance intercity coach services by multiple companies also operated from the Union Station Bus Terminal and provide a network of services to further cities in Ontario, neighbouring provinces, and the United States. The Toronto Coach Terminal formerly served as the city's intercity coach hub from 1931 to 2021, when the terminal was decommissioned.
+
+
+=== Airports ===
+Canada's busiest airport, Toronto Pearson International Airport (IATA: YYZ), straddles the city's western boundary with the suburban city of Mississauga. The Union Pearson Express (UP Express) train service provides a direct link between Pearson International and Union Station. It began carrying passengers in June 2015.Limited commercial and passenger service to nearby destinations in Canada and the United States is offered from the Billy Bishop Toronto City Airport (IATA: YTZ) on the Toronto Islands, southwest of downtown. Buttonville Municipal Airport (IATA: YKZ) in Markham provides general aviation facilities. Downsview Airport (IATA: YZD), near the city's north end, is owned by de Havilland Canada and serves the Bombardier Aviation aircraft factory.
+Within a few hours' drive, Hamilton's John C. Munro International Airport (IATA: YHM) and Buffalo's Buffalo Niagara International Airport (IATA: BUF) serve as alternate airports for the Toronto area in addition to serving their respective cities. A secondary international airport, to be located northeast of Toronto in Pickering, has been planned by the Government of Canada.
+
+
+=== Streets and highways ===
+The grid of major city streets was laid out by a concession road system, in which major arterial roads are 6,600 ft (2.0 km) apart (with some exceptions, particularly in Scarborough and Etobicoke, as they used a different survey). Major east-west arterial roads are generally parallel with the Lake Ontario shoreline, and major north–south arterial roads are roughly perpendicular to the shoreline, though slightly angled north of Eglinton Avenue. This arrangement is sometimes broken by geographical accidents, most notably the Don River ravines. Toronto's grid north is approximately 18.5° to the west of true north. Many arterials, particularly north–south ones, due to the city originally being within the former York County, continue beyond the city into the 905 suburbs and further into the rural countryside.
+There are several municipal expressways and provincial highways that serve Toronto and the Greater Toronto Area. In particular, Highway 401 bisects the city from west to east, bypassing the downtown core. It is the busiest road in North America,
+and one of the busiest highways in the world. Other provincial highways include Highway 400, which connects the city with Northern Ontario and beyond and Highway 404, an extension of the Don Valley Parkway into the northern suburbs. The Queen Elizabeth Way (QEW), North America's first divided intercity highway, terminates at Toronto's western boundary and connects Toronto to Niagara Falls and Buffalo. The main municipal expressways in Toronto include the Gardiner Expressway, the Don Valley Parkway, and, to some extent, Allen Road. Toronto's traffic congestion is one of the highest in North America, and is the second highest in Canada after Vancouver.
+
+
+== Sister cities ==
+
+
+=== Partnership cities ===
+
+
+=== Friendship cities ===
+
+
+== Notable people ==
+
+
+== See also ==
+Outline of Toronto (extensive topic list)
+Great Lakes megalopolis
+Largest cities in the Americas
+List of metropolitan areas in the Americas
+
+
+== Notes ==
+
+
+== References ==
+
+
+=== Bibliography ===
+
+
+== Further reading ==
+
+
+== External links ==
+
+Official website
\ No newline at end of file
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@@ -0,0 +1 @@
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@@ -0,0 +1 @@
+{"docstore/data": {"44dea206-2f47-48dc-9500-cb4029ff6f49": {"__data__": {"id_": "44dea206-2f47-48dc-9500-cb4029ff6f49", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "1d35dc7e-3f46-4999-a1e3-127de4f7e9f7", "node_type": "1", "metadata": {}, "hash": "f19a30605e1d04a87601e71261cfb94b2d499881ccf3db88c4c2c1c1ef9993c0", "class_name": "RelatedNodeInfo"}}, "text": "Toronto is the most populous city in Canada and the capital city of the Canadian province of Ontario. With a population of 2,794,356 in 2021, it is the fourth-most populous city in North America. The city is the anchor of the Golden Horseshoe, an urban agglomeration of 9,765,188 people (as of 2021) surrounding the western end of Lake Ontario, while the Greater Toronto Area proper had a 2021 population of 6,712,341. Toronto is an international centre of business, finance, arts, sports and culture and is one of the most multicultural and cosmopolitan cities in the world.Indigenous peoples have travelled through and inhabited the Toronto area, located on a broad sloping plateau interspersed with rivers, deep ravines, and urban forest, for more than 10,000 years. After the broadly disputed Toronto Purchase, when the Mississauga surrendered the area to the British Crown, the British established the town of York in 1793 and later designated it as the capital of Upper Canada. During the War of 1812, the town was the site of the Battle of York and suffered heavy damage by American troops. York was renamed and incorporated in 1834 as the city of Toronto. It was designated as the capital of the province of Ontario in 1867 during Canadian Confederation. The city proper has since expanded past its original limits through both annexation and amalgamation to its current area of 630.2 km2 (243.3 sq mi).\r\nThe diverse population of Toronto reflects its current and historical role as an important destination for immigrants to Canada. About half of its residents were born outside of Canada and over 200 ethnic origins are represented among its inhabitants. While the majority of Torontonians speak English as their primary language, over 160 languages are spoken in the city. The mayor of Toronto is elected by direct popular vote to serve as the chief executive of the city. The Toronto City Council is a unicameral legislative body, comprising 25 councillors since the 2018 municipal election, representing geographical wards throughout the city.Toronto is a prominent centre for music, theatre, motion picture production, and television production, and is home to the headquarters of Canada's major national broadcast networks and media outlets . Its varied cultural institutions, which include numerous museums and galleries, festivals and public events, entertainment districts, national historic sites, and sports activities, attract over 43 million tourists each year. Toronto is known for its many skyscrapers and high-rise buildings, in particular the tallest free-standing structure on land outside of Asia, the CN Tower.The city is home to the Toronto Stock Exchange, the headquarters of Canada's five largest banks, and the headquarters of many large Canadian and multinational corporations. Its economy is highly diversified with strengths in technology, design, financial services, life sciences, education, arts, fashion, aerospace, environmental innovation, food services, and tourism. Toronto is the third-largest tech hub in North America after Silicon Valley and New York City, and the fastest growing hub.\r\n\r\n\r\n== Toponymy ==\r\n\r\nThe word Toronto has been recorded with various spellings in French and English, including Tarento, Tarontha, Taronto, Toranto, Torento, Toronto, and Toronton. Taronto referred to \"The Narrows\", a channel of water through which Lake Simcoe discharges into Lake Couchiching where the Huron had planted tree saplings to corral fish. This narrows was called tkaronto by the Mohawk, meaning \"where there are trees standing in the water\", and was recorded as early as 1615 by Samuel de Champlain. The word \"Toronto\", meaning \"plenty\", also appears in a 1632 French lexicon of the Huron language, which is also an Iroquoian language. It also appears on French maps referring to various locations, including Georgian Bay, Lake Simcoe, and several rivers. A portage route from Lake Ontario to Lake Huron running through this point, known as the Toronto Carrying-Place Trail, led to widespread use of the name.\r\nThe pronunciation of the city is broadly   t\u0259-RON-toh, which locals realize as [t\u0259\u02c8\u0279\u0252no] or [\u02c8t\u0283\u0279\u0252no], leaving the second 't' silent.\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Early history ===\r\n\r\nThe site of Toronto lay at the entrance to one of the oldest routes to the northwest, a route known and used by the Huron, Iroquois, and Ojibwe. Archaeological sites show evidence of human occupation dating back thousands of years.", "start_char_idx": 0, "end_char_idx": 4474, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "1d35dc7e-3f46-4999-a1e3-127de4f7e9f7": {"__data__": {"id_": "1d35dc7e-3f46-4999-a1e3-127de4f7e9f7", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "44dea206-2f47-48dc-9500-cb4029ff6f49", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "e9cad33bf614012c2459a82d3c1cab33abbf3959a8d2f2da651b817440ff0fd7", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "326b0e0c-58a9-4324-8103-6ea44fbc626f", "node_type": "1", "metadata": {}, "hash": "84596af38a0b4a1047bc144c3fa7109e9373bc71115713cbf1396ddee623f61e", "class_name": "RelatedNodeInfo"}}, "text": "It also appears on French maps referring to various locations, including Georgian Bay, Lake Simcoe, and several rivers. A portage route from Lake Ontario to Lake Huron running through this point, known as the Toronto Carrying-Place Trail, led to widespread use of the name.\r\nThe pronunciation of the city is broadly   t\u0259-RON-toh, which locals realize as [t\u0259\u02c8\u0279\u0252no] or [\u02c8t\u0283\u0279\u0252no], leaving the second 't' silent.\r\n\r\n\r\n== History ==\r\n\r\n\r\n=== Early history ===\r\n\r\nThe site of Toronto lay at the entrance to one of the oldest routes to the northwest, a route known and used by the Huron, Iroquois, and Ojibwe. Archaeological sites show evidence of human occupation dating back thousands of years. The site was of strategic importance from the beginning of Ontario's recorded history.In the 1660s, the Iroquois established two villages within what is today Toronto, Ganatsekwyagon (Bead Hill) on the banks of the Rouge River and Teiaiagon on the banks of the Humber River. By 1701, the Mississaugas had displaced the Iroquois, who abandoned the Toronto area at the end of the Beaver Wars, with most returning to their homeland in present-day New York state.French traders founded Fort Rouill\u00e9 in 1750 (the current Exhibition grounds were later developed there), but abandoned it in 1759 during the Seven Years' War. The British defeated the French and their indigenous allies in the war, and the area became part of the British colony of Quebec in 1763.\r\nDuring the American Revolutionary War, an influx of British settlers arrived there as United Empire Loyalists fled for the British-controlled lands north of Lake Ontario. The Crown granted them land to compensate for their losses in the Thirteen Colonies. The new province of Upper Canada was being created and needed a capital. In 1787, the British Lord Dorchester arranged for the Toronto Purchase with the Mississaugas of the New Credit First Nation, thereby securing more than a quarter of a million acres (1000 km2) of land in the Toronto area. Dorchester intended the location to be named Toronto. The first 25 years after the Toronto purchase were quiet, although \"there were occasional independent fur traders\" present in the area, with the usual complaints of debauchery and drunkenness.In 1793, Governor John Graves Simcoe established the town of York on the Toronto Purchase lands, naming it after Prince Frederick, Duke of York and Albany. Simcoe decided to move the Upper Canada capital from Newark (Niagara-on-the-Lake) to York, believing the new site would be less vulnerable to attack by the United States. The York garrison was built at the entrance of the town's natural harbour, sheltered by a long sand-bar peninsula. The town's settlement formed at the harbour's eastern end behind the peninsula, near the present-day intersection of Parliament Street and Front Street (in the \"Old Town\" area).\r\n\r\n\r\n=== 19th century ===\r\nIn 1813, as part of the War of 1812, the Battle of York ended in the town's capture and plunder by United States forces. John Strachan negotiated the town's surrender. American soldiers destroyed much of the garrison and set fire to the parliament buildings during their five-day occupation. Because of the sacking of York, British troops retaliated later in the war with the burning of Washington, D.C.\r\nYork was incorporated as the City of Toronto on March 6, 1834, adopting the Indigenous name. Reformist politician William Lyon Mackenzie became the first mayor of Toronto. Mackenzie would later lead the unsuccessful Upper Canada Rebellion of 1837 against the British colonial government.\r\nToronto's population of 9,000 included some African-American slaves, some of whom had been brought by the Loyalists, and Black Loyalists, whom the Crown had freed (most of the latter were resettled in Nova Scotia). By 1834, refugee slaves from America's South were also immigrating to Toronto to gain freedom. Slavery was banned outright in Upper Canada (and throughout the British Empire) in 1834. Torontonians integrated people of colour into their society. In the 1840s, an eating house at Frederick and King Streets, a place of mercantile prosperity in the early city, was operated by a black man named Bloxom.\r\nAs a major destination for immigrants to Canada, the city grew rapidly through the remainder of the 19th century. The first significant wave of immigrants were Irish, fleeing the Great Irish Famine; most of them were Catholic.", "start_char_idx": 3785, "end_char_idx": 8211, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "326b0e0c-58a9-4324-8103-6ea44fbc626f": {"__data__": {"id_": "326b0e0c-58a9-4324-8103-6ea44fbc626f", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "1d35dc7e-3f46-4999-a1e3-127de4f7e9f7", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "228aaf44ec4819b647c9ec4a067555ce1fb9cf91baa53cf067fa195e142d49b0", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f01ab520-3bbf-4bce-b715-2290a7c6ed83", "node_type": "1", "metadata": {}, "hash": "9745d34a631b1f1faa807c4d2b9e646c19cd3f6839825b82604e7ae907181489", "class_name": "RelatedNodeInfo"}}, "text": "Toronto's population of 9,000 included some African-American slaves, some of whom had been brought by the Loyalists, and Black Loyalists, whom the Crown had freed (most of the latter were resettled in Nova Scotia). By 1834, refugee slaves from America's South were also immigrating to Toronto to gain freedom. Slavery was banned outright in Upper Canada (and throughout the British Empire) in 1834. Torontonians integrated people of colour into their society. In the 1840s, an eating house at Frederick and King Streets, a place of mercantile prosperity in the early city, was operated by a black man named Bloxom.\r\nAs a major destination for immigrants to Canada, the city grew rapidly through the remainder of the 19th century. The first significant wave of immigrants were Irish, fleeing the Great Irish Famine; most of them were Catholic. By 1851, the Irish-born population had become the largest single ethnic group in the city. The Scottish and English population welcomed smaller numbers of Protestant Irish immigrants, some from what is now Northern Ireland, which gave the Orange Order significant and long-lasting influence over Toronto society. Almost every mayor of Toronto was a member of the Orange Order between 1850 and 1950, and the city was sometimes referred to as the \"Belfast of Canada\" because of Orange influence in municipal politics and administration.For brief periods, Toronto was twice the capital of the united Province of Canada: first from 1849 to 1851, following unrest in Montreal, and later from 1855 to 1859. After this date, Quebec was designated as the capital until 1865 (two years before Canadian Confederation). Since then, the capital of Canada has remained Ottawa, Ontario.\r\nToronto became the capital of the province of Ontario after its official creation in 1867. The seat of government of the Ontario briefly returned to the same building that hosted the Third Parliament Building of Upper Canada, before moving to the Ontario Legislative Building at Queen's Park in 1893. Because of its provincial capital status, the city was also the location of Government House, the residence of the viceregal representative of the Crown in right of Ontario.\r\nLong before the Royal Military College of Canada was established in 1876, supporters of the concept proposed military colleges in Canada. Staffed by British Regulars, adult male students underwent a three-month-long military course at the School of Military Instruction in Toronto. Established by Militia General Order in 1864, the school enabled officers of militia or candidates for commission or promotion in the Militia to learn military duties, drill and discipline, to command a company at Battalion Drill, to drill a company at Company Drill, the internal economy of a company, and the duties of a company's officer. The school was retained at Confederation, in 1867. In 1868, Schools of cavalry and artillery instruction were formed in Toronto.\r\nIn the 19th century, the city built an extensive sewage system to improve sanitation, and streets were illuminated with gas lighting as a regular service. Long-distance railway lines were constructed, including a route completed in 1854 linking Toronto with the Upper Great Lakes. The Grand Trunk Railway and the Northern Railway of Canada joined in the building of the first Union Station in downtown. The advent of the railway dramatically increased the numbers of immigrants arriving, commerce and industry, as had the Lake Ontario steamers and schooners entering port before. These enabled Toronto to become a major gateway linking the world to the interior of the North American continent. Expanding port and rail facilities brought in northern timber for export and imported Pennsylvania coal. Industry dominated the waterfront for the next 100 years.\r\nDuring the late 19th century, Toronto became the largest alcohol distillation (in particular, spirits) centre in North America. By the 1860s, the Gooderham and Worts Distillery operations became the world's largest whisky factory. A preserved section of this once dominant local industry remains in the Distillery District. The harbour allowed access to grain and sugar imports used in processing.\r\n\r\nHorse-drawn streetcars gave way to electric streetcars in 1891 when the city granted the operation of the transit franchise to the Toronto Railway Company. The public transit system passed into public ownership in 1921 as the Toronto Transportation Commission, later renamed the Toronto Transit Commission. The system now has the third-highest ridership of any city public transportation system in North America.\r\n\r\n\r\n=== 20th century ===\r\nThe Great Toronto Fire of 1904 destroyed a large section of downtown Toronto. The fire destroyed more than 100 buildings. The fire claimed one victim, John Croft, who was an explosive expert clearing the ruins from the fire.", "start_char_idx": 7369, "end_char_idx": 12240, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f01ab520-3bbf-4bce-b715-2290a7c6ed83": {"__data__": {"id_": "f01ab520-3bbf-4bce-b715-2290a7c6ed83", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "326b0e0c-58a9-4324-8103-6ea44fbc626f", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "732bdffb82f3c3b6108c43ce95d75aec38c4a0b1659ad4bf27fe7e857fc9b380", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e852bb21-a9e8-4dd4-9418-cc08cfaee1d9", "node_type": "1", "metadata": {}, "hash": "2a8baedaf54cc5c3ac4bfff8b53876662dd5616b18273fb016dac8c253172156", "class_name": "RelatedNodeInfo"}}, "text": "By the 1860s, the Gooderham and Worts Distillery operations became the world's largest whisky factory. A preserved section of this once dominant local industry remains in the Distillery District. The harbour allowed access to grain and sugar imports used in processing.\r\n\r\nHorse-drawn streetcars gave way to electric streetcars in 1891 when the city granted the operation of the transit franchise to the Toronto Railway Company. The public transit system passed into public ownership in 1921 as the Toronto Transportation Commission, later renamed the Toronto Transit Commission. The system now has the third-highest ridership of any city public transportation system in North America.\r\n\r\n\r\n=== 20th century ===\r\nThe Great Toronto Fire of 1904 destroyed a large section of downtown Toronto. The fire destroyed more than 100 buildings. The fire claimed one victim, John Croft, who was an explosive expert clearing the ruins from the fire. It caused CA$10,387,000 in damage (roughly CA$277,600,000 in 2020 terms).The city received new European immigrant groups from the late 19th century into the early 20th century, particularly Germans, French, Italians, and Jews. They were soon followed by Russians, Poles, and other Eastern European nations, in addition to the Chinese entering from the West. Like the Irish before them, many of these migrants lived in overcrowded shanty-type slums, such as \"the Ward\", which was centred on Bay Street, now the heart of the country's Financial District.\r\nAs new migrants began to prosper, they moved to better housing in other areas, in what is now understood to be succession waves of settlement. Despite its fast-paced growth, by the 1920s, Toronto's population and economic importance in Canada remained second to the much longer established Montreal, Quebec. However, by 1934, the Toronto Stock Exchange had become the largest in the country.\r\n\r\nIn 1954, the City of Toronto and 12 surrounding municipalities were federated into a regional government known as Metropolitan Toronto. The postwar boom had resulted in rapid suburban development. It was believed a coordinated land-use strategy and shared services would provide greater efficiency for the region. The metropolitan government began to manage services that crossed municipal boundaries, including highways, police services, water and public transit. In that year, a half-century after the Great Fire of 1904, disaster struck the city again when Hurricane Hazel brought intense winds and flash flooding. In the Toronto area, 81 people were killed, nearly 1,900 families were left homeless, and the hurricane caused more than CA$25 million in damage.In 1967, the seven smallest municipalities of Metropolitan Toronto were merged with larger neighbours, resulting in a six-municipality configuration that included the former city of Toronto and the surrounding municipalities of East York, Etobicoke, North York, Scarborough, and York.In the decades after World War II, refugees from war-torn Europe and Chinese job-seekers arrived, as well as construction labourers, particularly from Italy and Portugal. Toronto's population grew to more than one million in 1951 when large-scale suburbanization began and doubled to two million by 1971. Following the elimination of racially based immigration policies by the late 1960s, Toronto became a destination for immigrants from all over the world. By the 1980s, Toronto had surpassed Montreal as Canada's most populous city and chief economic hub. During this time, in part owing to the political uncertainty raised by the resurgence of the Quebec sovereignty movement, many national and multinational corporations moved their head offices from Montreal to Toronto and Western Canadian cities.\r\nOn January 1, 1998, Toronto was greatly enlarged, not through traditional annexations, but as an amalgamation of the Municipality of Metropolitan Toronto and its six lower-tier constituent municipalities: East York, Etobicoke, North York, Scarborough, York, and the original city itself. They were dissolved by an act of the Government of Ontario and formed into a single-tier City of Toronto (colloquially dubbed the \"megacity\"), replacing all six governments.\r\nThe merger was proposed as a cost-saving measure by the Progressive Conservative provincial government under premier Mike Harris. The announcement touched off vociferous public objections. In March 1997, a referendum in all six municipalities produced a vote of more than 3:1 against amalgamation. However, municipal governments in Canada are creatures of the provincial governments, and referendums have little to no legal effect. The Harris government could thus legally ignore the referendum results and did so in April when it tabled the City of Toronto Act.", "start_char_idx": 11303, "end_char_idx": 16067, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e852bb21-a9e8-4dd4-9418-cc08cfaee1d9": {"__data__": {"id_": "e852bb21-a9e8-4dd4-9418-cc08cfaee1d9", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f01ab520-3bbf-4bce-b715-2290a7c6ed83", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "2882062ba64f6eb432c09e7fab88adda2b7948ea66570eba485f8da4bcc458e0", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "90419b4e-9d7a-4e53-abc5-d1beeb360857", "node_type": "1", "metadata": {}, "hash": "510632e3ff9d9fabd80721afe8d56c3c141cf93db98fb6ecd6cdb2b67fd5fcd6", "class_name": "RelatedNodeInfo"}}, "text": "They were dissolved by an act of the Government of Ontario and formed into a single-tier City of Toronto (colloquially dubbed the \"megacity\"), replacing all six governments.\r\nThe merger was proposed as a cost-saving measure by the Progressive Conservative provincial government under premier Mike Harris. The announcement touched off vociferous public objections. In March 1997, a referendum in all six municipalities produced a vote of more than 3:1 against amalgamation. However, municipal governments in Canada are creatures of the provincial governments, and referendums have little to no legal effect. The Harris government could thus legally ignore the referendum results and did so in April when it tabled the City of Toronto Act. Both opposition parties held a filibuster in the provincial legislature, proposing more than 12,000 amendments that allowed residents on streets of the proposed megacity to take part in public hearings on the merger and adding historical designations to the streets. This only delayed the bill's inevitable passage, given the Progressive Conservatives' majority.\r\nNorth York mayor Mel Lastman became the first \"megacity\" mayor, and the 62nd mayor of Toronto, with his electoral victory. Lastman gained national attention after multiple snowstorms, including the January Blizzard of 1999, dumped 118 centimetres (46 in) of snow and effectively immobilized the city. He called in the Canadian Army to aid snow removal by use of their equipment to augment police and emergency services. The move was ridiculed by some in other parts of the country, fuelled in part by what was perceived as a frivolous use of resources.\r\n\r\n\r\n=== 21st century ===\r\nThe city attracted international attention in 2003 when it became the centre of a major SARS (severe acute respiratory syndrome) outbreak. Public health attempts to prevent the disease from spreading elsewhere temporarily dampened the local economy. From August 14 to 17, 2003, the city was hit by a massive blackout which affected millions of Torontonians (it also affected most of Southern Ontario and parts of the United States), stranding some hundreds of people in tall buildings, knocking out traffic lights and suspending subway and streetcar service across the city during those aforementioned days.On March 6, 2009, the city celebrated the 175th anniversary of its inception as the City of Toronto in 1834. Toronto hosted the 4th G20 summit during June 26\u201327, 2010. This included the largest security operation in Canadian history. Following large-scale protests and rioting, law enforcement arrested more than 1,000 people, the largest mass arrest in Canadian history.\r\nOn July 8, 2013, severe flash flooding hit Toronto after an afternoon of slow-moving, intense thunderstorms. Toronto Hydro estimated 450,000 people were without power after the storm and Toronto Pearson International Airport reported 126 mm (5 in) of rain had fallen over five hours, more than during Hurricane Hazel. Within six months, from December 20 to 22, 2013, Toronto was brought to a near halt by the worst ice storm in the city's history, rivalling the severity of the 1998 Ice Storm (which mainly affected southeastern Ontario, and Quebec). At the height of the storm, over 300,000 Toronto Hydro customers had no electricity or heating. Toronto hosted WorldPride in June 2014, and the Pan and Parapan American Games in 2015.The city continues to grow and attract immigrants. A 2019 study by Toronto Metropolitan University (then known as Ryerson University) showed that Toronto was the fastest-growing city in North America. The city added 77,435 people between July 2017 and July 2018. The Toronto metropolitan area was the second-fastest-growing metropolitan area in North America, adding 125,298 persons, compared with 131,767 in the Dallas\u2013Fort Worth\u2013Arlington metroplex in Texas. The large growth in the Toronto metropolitan area is attributed to international migration to Toronto.The COVID-19 pandemic in Canada first occurred in Toronto and was among the hotspots in the country.Toronto was named as one of 16 cities in North America (and one of two Canadian cities) to host matches for the 2026 FIFA World Cup.\r\n\r\n\r\n== Geography ==\r\n\r\nToronto covers an area of 630 square kilometres (243 sq mi), with a maximum north\u2013south distance of 21 kilometres (13 mi). It has a maximum east\u2013west distance of 43 km (27 mi), and it has a 46-kilometre (29 mi) long waterfront shoreline, on the northwestern shore of Lake Ontario. The Toronto Islands and Port Lands extend out into the lake, allowing for a somewhat sheltered Toronto Harbour south of the downtown core.", "start_char_idx": 15330, "end_char_idx": 19965, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "90419b4e-9d7a-4e53-abc5-d1beeb360857": {"__data__": {"id_": "90419b4e-9d7a-4e53-abc5-d1beeb360857", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "e852bb21-a9e8-4dd4-9418-cc08cfaee1d9", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "fc1bfbe547724abc7c883202d3ff8e554783d31abf7b2cd58d8a4041a9de2e93", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "09df7ec5-8274-4779-acff-fc80407fda60", "node_type": "1", "metadata": {}, "hash": "511e4501241b594ea574aacb2efd4ea5106f457d8d3fab5d6e41323600af3537", "class_name": "RelatedNodeInfo"}}, "text": "The large growth in the Toronto metropolitan area is attributed to international migration to Toronto.The COVID-19 pandemic in Canada first occurred in Toronto and was among the hotspots in the country.Toronto was named as one of 16 cities in North America (and one of two Canadian cities) to host matches for the 2026 FIFA World Cup.\r\n\r\n\r\n== Geography ==\r\n\r\nToronto covers an area of 630 square kilometres (243 sq mi), with a maximum north\u2013south distance of 21 kilometres (13 mi). It has a maximum east\u2013west distance of 43 km (27 mi), and it has a 46-kilometre (29 mi) long waterfront shoreline, on the northwestern shore of Lake Ontario. The Toronto Islands and Port Lands extend out into the lake, allowing for a somewhat sheltered Toronto Harbour south of the downtown core. An Outer Harbour was constructed southeast of downtown during the 1950s and 1960s, and it is now used for recreation. The city's limits are formed by Lake Ontario to the south, the western boundary of Marie Curtis Park, Etobicoke Creek, Eglinton Avenue and Highway 427 to the west, Steeles Avenue to the north and the Rouge River and the Scarborough\u2013Pickering Townline to the east.\r\n\r\n\r\n=== Topography ===\r\n\r\nThe city is mostly flat or gentle hills, and the land gently slopes upward away from the lake. The flat land is interrupted by the Toronto ravine system, which is cut by numerous creeks and rivers of the Toronto waterway system, most notably the Humber River in the west end, the Don River east of downtown (these two rivers flanking and defining the Toronto Harbour), and the Rouge River at the city's eastern limits. Most of the ravines and valley lands in Toronto today are parklands and recreational trails are laid out along the ravines and valleys. The original town was laid out in a grid plan on the flat plain north of the harbour, and this plan was extended outwards as the city grew. The width and depth of several of the ravines and valleys are such that several grid streets, such as Finch Avenue, Leslie Street, Lawrence Avenue, and St. Clair Avenue, terminate on one side of a ravine or valley and continue on the other side. Toronto has many bridges spanning the ravines. Large bridges such as the Prince Edward Viaduct were built to span broad river valleys.\r\nDespite its deep ravines, Toronto is not remarkably hilly, but its elevation does increase steadily away from the lake. Elevation differences range from 76.5 metres (251 ft) above sea level at the Lake Ontario shore to 209 m (686 ft) above sea level near the York University grounds in the city's north end at the intersection of Keele Street and Steeles Avenue. There are occasional hilly areas; in particular, midtown Toronto has several sharply sloping hills. Lake Ontario remains occasionally visible from the peaks of these ridges as far north as Eglinton Avenue, 7 to 8 kilometres (4.3 to 5.0 mi) inland.\r\n\r\nThe other major geographical feature of Toronto is its escarpments. During the last ice age, the lower part of Toronto was beneath Glacial Lake Iroquois. Today, a series of escarpments mark the lake's former boundary, known as the \"Iroquois Shoreline\". The escarpments are most prominent from Victoria Park Avenue to the mouth of Highland Creek, where they form the Scarborough Bluffs. Other observable sections include the area near St. Clair Avenue West between Bathurst Street and the Don River, and north of Davenport Road from Caledonia to Spadina Road; the Casa Loma grounds sit above this escarpment.The geography of the lakeshore has dramatically changed since the first settlement of Toronto. Much of the land on the harbour's north shore is landfill, filled in during the late 19th century. Until then, the lakefront docks (then known as wharves) were set back farther inland than today. Much of the adjacent Port Lands on the harbour's east side was a wetland filled in early in the 20th century. The shoreline from the harbour west to the Humber River has been extended into the lake. Further west, landfill has been used to create extensions of land such as Humber Bay Park.\r\n\r\nThe Toronto Islands were a natural peninsula until a storm in 1858 severed their connection to the mainland, creating a channel to the harbour. The peninsula was formed by longshore drift taking the sediments deposited along the Scarborough Bluffs shore and transporting them to the Islands area.", "start_char_idx": 19187, "end_char_idx": 23553, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "09df7ec5-8274-4779-acff-fc80407fda60": {"__data__": {"id_": "09df7ec5-8274-4779-acff-fc80407fda60", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "90419b4e-9d7a-4e53-abc5-d1beeb360857", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "dbc09f37697e90234d6cfb239e5a4e0b80a0ce1d2b91b5692372f319fdd1e7b3", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "f6499ebe-f56c-4261-97ac-e43d2d84d9e5", "node_type": "1", "metadata": {}, "hash": "624c7f6fa45f5d85fba8a98af5ef52674136748e2865a466b7778eda4cf07c73", "class_name": "RelatedNodeInfo"}}, "text": "Much of the land on the harbour's north shore is landfill, filled in during the late 19th century. Until then, the lakefront docks (then known as wharves) were set back farther inland than today. Much of the adjacent Port Lands on the harbour's east side was a wetland filled in early in the 20th century. The shoreline from the harbour west to the Humber River has been extended into the lake. Further west, landfill has been used to create extensions of land such as Humber Bay Park.\r\n\r\nThe Toronto Islands were a natural peninsula until a storm in 1858 severed their connection to the mainland, creating a channel to the harbour. The peninsula was formed by longshore drift taking the sediments deposited along the Scarborough Bluffs shore and transporting them to the Islands area.\r\nThe other source of sediment for the Port Lands wetland and the peninsula was the deposition of the Don River, which carved a wide valley through the sedimentary land of Toronto and deposited it in the shallow harbour. The harbour and the channel of the Don River have been dredged numerous times for shipping. The lower section of the Don River was straightened and channelled in the 19th century. The former mouth drained into a wetland; today, the Don River drains into the harbour through a concrete waterway, the Keating Channel. To mitigate flooding in the area, as well as to create parkland, a second more natural mouth is being built to the south during the first half of the 2020s, thereby creating Villiers Island.\r\n\r\n\r\n=== Neighbourhoods and former municipalities ===\r\n\r\nToronto encompasses an area formerly administered by several separate municipalities that were amalgamated over the years. Each developed a distinct history and identity over the years, and their names remain in common use among Torontonians. Former municipalities include East York, Etobicoke, Forest Hill, Mimico, North York, Parkdale, Scarborough, Swansea, Weston and York. Throughout the city, there exist hundreds of small neighbourhoods and some larger neighbourhoods covering a few square kilometres.The many residential communities of Toronto express a character distinct from the skyscrapers in the commercial core. Victorian and Edwardian-era residential buildings can be found in enclaves such as Rosedale, Cabbagetown, The Annex, and Yorkville. The Wychwood Park neighbourhood, historically significant for the architecture of its homes, and for being one of Toronto's earliest planned communities, was designated as an Ontario Heritage Conservation district in 1985. The Casa Loma neighbourhood is named after \"Casa Loma\", a castle built in 1911 by Sir Henry Pellat, complete with gardens, turrets, stables, an elevator, secret passages, and a bowling alley. Spadina House is a 19th-century manor that is now a museum.\r\n\r\n\r\n==== Old Toronto ====\r\nThe pre-amalgamation City of Toronto covers the downtown core and older neighbourhoods to the east, west, and north. It is the most densely populated part of the city. The Financial District contains the First Canadian Place, Toronto-Dominion Centre, Scotia Plaza, Royal Bank Plaza, Commerce Court and Brookfield Place. This area includes, among others, the neighbourhoods of St. James Town, Garden District, St. Lawrence, Corktown, and Church and Wellesley. From that point, the Toronto skyline extends northward along Yonge Street.Old Toronto is also home to many historically wealthy residential enclaves, such as Yorkville, Rosedale, The Annex, Forest Hill, Lawrence Park, Lytton Park, Deer Park, Moore Park, and Casa Loma, most stretching away from downtown to the north.\r\nEast and west of downtown, neighbourhoods such as Kensington Market, Chinatown, Leslieville, Cabbagetown and Riverdale are home to bustling commercial and cultural areas as well as communities of artists with studio lofts, with many middle- and upper-class professionals.\r\nOther neighbourhoods in the central city retain an ethnic identity, including two smaller Chinatowns, the Greektown area, Little Italy, Portugal Village, and Little India, among others.\r\n\r\n\r\n==== Suburbs ====\r\nThe inner suburbs are contained within the former municipalities of York and East York. These are mature and traditionally working-class areas, consisting primarily of post\u2013World War I small, single-family homes and small apartment blocks. Neighbourhoods such as Crescent Town, Thorncliffe Park, Flemingdon Park, Weston, and Oakwood Village consist mainly of high-rise apartments, which are home to many new immigrant families. During the 2000s, many neighbourhoods became ethnically diverse and underwent gentrification due to increasing population and a housing boom during the late 1990s and the early 21st century.", "start_char_idx": 22768, "end_char_idx": 27477, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "f6499ebe-f56c-4261-97ac-e43d2d84d9e5": {"__data__": {"id_": "f6499ebe-f56c-4261-97ac-e43d2d84d9e5", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "09df7ec5-8274-4779-acff-fc80407fda60", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "a109b0a151619486a8fcd065284e6d8f56ec8d9ea618179960dd262aa9199b7f", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "896e5684-2e68-4f99-af8d-44044fd77f62", "node_type": "1", "metadata": {}, "hash": "bc6cd6e09ab92b60c457d3d58e5a51b289acb20354d5e9e7bd284cf810a22972", "class_name": "RelatedNodeInfo"}}, "text": "Other neighbourhoods in the central city retain an ethnic identity, including two smaller Chinatowns, the Greektown area, Little Italy, Portugal Village, and Little India, among others.\r\n\r\n\r\n==== Suburbs ====\r\nThe inner suburbs are contained within the former municipalities of York and East York. These are mature and traditionally working-class areas, consisting primarily of post\u2013World War I small, single-family homes and small apartment blocks. Neighbourhoods such as Crescent Town, Thorncliffe Park, Flemingdon Park, Weston, and Oakwood Village consist mainly of high-rise apartments, which are home to many new immigrant families. During the 2000s, many neighbourhoods became ethnically diverse and underwent gentrification due to increasing population and a housing boom during the late 1990s and the early 21st century. The first neighbourhoods affected were Leaside and North Toronto, gradually progressing into the western neighbourhoods in York.\r\nThe outer suburbs comprising the former municipalities of Etobicoke (west), Scarborough (east) and North York (north) largely retain the grid plan laid before post-war development. Sections were long established and quickly growing towns before the suburban housing boom began and the emergence of metropolitan government, existing towns or villages such as Mimico, Islington and New Toronto in Etobicoke; Willowdale, Newtonbrook and Downsview in North York; Agincourt, Wexford and West Hill in Scarborough where suburban development boomed around or between these and other towns beginning in the late 1940s. Upscale neighbourhoods were built, such as the Bridle Path in North York, the area surrounding the Scarborough Bluffs in Guildwood, and most of central Etobicoke, such as Humber Valley Village, and The Kingsway. One of the largest and earliest \"planned communities\" was Don Mills, parts of which were first built in the 1950s. Phased development, mixing single-detached housing with higher-density apartment blocks, became more popular as a suburban model of development. Over the late 20th century and early 21st century, North York City Centre, Etobicoke City Centre and Scarborough City Centre have emerged as secondary business districts outside Downtown Toronto. High-rise development in these areas has given the former municipalities distinguishable skylines of their own, with high-density transit corridors serving them.\r\n\r\n\r\n==== Industrial ====\r\nIn the 1800s, a thriving industrial area developed around Toronto Harbour and the lower Don River mouth, linked by rail and water to Canada and the United States. Examples included the Gooderham and Worts Distillery, Canadian Malting Company, the Toronto Rolling Mills, the Union Stockyards and the Davies pork processing facility (the inspiration for the \"Hogtown\" nickname). This industrial area expanded west along the harbour and rail lines and was supplemented by the infilling of the marshlands on the east side of the harbour to create the Port Lands. A garment industry developed along lower Spadina Avenue, the \"Fashion District\". Beginning in the late 19th century, industrial areas were set up on the outskirts, such as West Toronto/The Junction, where the Stockyards relocated in 1903. The Great Fire of 1904 destroyed a large amount of industry in the downtown. Some companies moved west along King Street, and some moved as far west as Dufferin Street, where the large Massey-Harris farm equipment manufacturing complex was located. Over time, pockets of industrial land mostly followed rail lines and later highway corridors as the city grew outwards. This trend continues to this day; the largest factories and distribution warehouses are in the suburban environs of Peel and York Regions, but also within the current city: Etobicoke (concentrated around Pearson Airport), North York, and Scarborough.\r\nMany of Toronto's former industrial sites close to (or in) downtown have been redeveloped, including parts of the Toronto waterfront, the rail yards west of downtown, and Liberty Village, the Massey-Harris district and large-scale development is underway in the West Don Lands.\r\nThe Gooderham & Worts Distillery produced spirits until 1990 and is preserved today as the \"Distillery District\", the largest and best-preserved collection of Victorian industrial architecture in North America. Some industry remains in the area, including the Redpath Sugar Refinery. Similar areas that retain their industrial character but are now largely residential are the Fashion District, Corktown, and parts of South Riverdale and Leslieville. Toronto still has some active older industrial areas, such as Brockton Village, Mimico and New Toronto. In the west end of Old Toronto and York, the Weston/Mount Dennis and The Junction areas still contain factories, meat-packing facilities and rail yards close to medium-density residential.", "start_char_idx": 26649, "end_char_idx": 31516, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "896e5684-2e68-4f99-af8d-44044fd77f62": {"__data__": {"id_": "896e5684-2e68-4f99-af8d-44044fd77f62", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "f6499ebe-f56c-4261-97ac-e43d2d84d9e5", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "267cc6ddf711e22d426f51eccb3b9016191eef981aff1339a0bbea1fdcbb0553", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "3b1146f7-2bda-4172-89d7-35a5c9251a9a", "node_type": "1", "metadata": {}, "hash": "bc994a055c3818ef23a014be9f21f2cd5f571dd1fc7a87f8da964ea60a8ddccf", "class_name": "RelatedNodeInfo"}}, "text": "The Gooderham & Worts Distillery produced spirits until 1990 and is preserved today as the \"Distillery District\", the largest and best-preserved collection of Victorian industrial architecture in North America. Some industry remains in the area, including the Redpath Sugar Refinery. Similar areas that retain their industrial character but are now largely residential are the Fashion District, Corktown, and parts of South Riverdale and Leslieville. Toronto still has some active older industrial areas, such as Brockton Village, Mimico and New Toronto. In the west end of Old Toronto and York, the Weston/Mount Dennis and The Junction areas still contain factories, meat-packing facilities and rail yards close to medium-density residential. However, the Junction's Union Stockyards moved out of Toronto in 1994.The brownfield industrial area of the Port Lands, on the east side of the harbour, is one area planned for redevelopment. Formerly a marsh that was filled in to create industrial space, it was never intensely developed \u2014 its land unsuitable for large-scale development \u2014 because of flooding and unstable soil.\r\nIt still contains numerous industrial uses, such as the Portlands Energy Centre power plant, port facilities, movie and TV production studios, concrete processing facilities, and low-density industrial facilities. The Waterfront Toronto agency has developed plans for a naturalized mouth to the Don River and to create a flood barrier around the Don, making more of the land on the harbour suitable for higher-value residential and commercial development.\r\nA former chemicals plant site along the Don River is slated to become a large commercial complex and transportation hub.\r\n\r\n\r\n=== Architecture ===\r\n\r\nToronto's buildings vary in design and age, with many structures dating back to the early 19th century, while other prominent buildings were just newly built in the first decade of the 21st century. Lawrence Richards, a member of the Faculty of Architecture at the University of Toronto, has said, \"Toronto is a new, brash, rag-tag place\u2014a big mix of periods and styles.\" Bay-and-gable houses, mainly found in Old Toronto, are a distinct architectural feature of the city. Defining the Toronto skyline is the CN Tower, a telecommunications and tourism hub. Completed in 1976 at a height of 553.33 metres (1,815 ft 5 in), it was the world's tallest freestanding structure until 2007 when it was surpassed by Burj Khalifa in Dubai.Toronto is a city of high-rises and had 1,875 buildings over 30 metres (98 ft) as of 2011.Through the 1960s and 1970s, significant pieces of Toronto's architectural heritage were demolished to make way for redevelopment or parking. In contrast, since 2000, amid the Canadian property bubble, Toronto has experienced a condo construction boom and architectural revival, with several buildings opened by world-renowned architects. Daniel Libeskind's Royal Ontario Museum addition, Frank Gehry's remake of the Art Gallery of Ontario, and Will Alsop's distinctive OCAD University expansion are among the city's new showpieces. The mid-1800s Distillery District, on the eastern edge of downtown, has been redeveloped into a pedestrian-oriented arts, culture and entertainment neighbourhood. This construction boom has some observers call the phenomenon the Manhattanization of Toronto after the densely built island borough of New York City.\r\n\r\n\r\n=== Climate ===\r\nThe city of Toronto has a hot summer humid continental climate (K\u00f6ppen: Dfa), though was on the threshold of a warm summer humid continental climate (Dfb) until the 20th century due to the urban heat island but still found in the metropolitan region, with warm, humid summers and cold winters. According to the classification applied by Natural Resources Canada, the city of Toronto is in plant hardiness zone 7a. Some suburbs and nearby towns have lower zone ratings.The city experiences four distinct seasons, with considerable variance in length. As a result of the rapid passage of weather systems (such as high- and low-pressure systems), the weather is variable from day to day in all seasons. Owing to urbanization and its proximity to water, Toronto has a fairly low diurnal temperature range. The denser urbanscape makes for warmer nights year-round; the average nighttime temperature is about 3.0 \u00b0C (5.40 \u00b0F) warmer in the city than in rural areas in all months. However, it can be noticeably cooler on many spring and early summer afternoons under the influence of a lake breeze, since Lake Ontario is cool relative to the air during these seasons. These lake breezes mostly occur in summer, bringing relief on hot days. Other low-scale maritime effects on the climate include lake-effect snow, fog, and delaying of spring- and fall-like conditions, known as seasonal lag.Winters are cold, with frequent snow.", "start_char_idx": 30773, "end_char_idx": 35614, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "3b1146f7-2bda-4172-89d7-35a5c9251a9a": {"__data__": {"id_": "3b1146f7-2bda-4172-89d7-35a5c9251a9a", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "896e5684-2e68-4f99-af8d-44044fd77f62", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "1b4ac50fc28751d5091a583eaa586d87b7bcbf79553a6af6e1356374984d9b48", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "8ccaa85c-b1ef-4feb-888c-fc05354e6c11", "node_type": "1", "metadata": {}, "hash": "d2974133f228bcdb38b6ffdb7162775a6e71462c570f0d5b267f9de8ae05f4a3", "class_name": "RelatedNodeInfo"}}, "text": "As a result of the rapid passage of weather systems (such as high- and low-pressure systems), the weather is variable from day to day in all seasons. Owing to urbanization and its proximity to water, Toronto has a fairly low diurnal temperature range. The denser urbanscape makes for warmer nights year-round; the average nighttime temperature is about 3.0 \u00b0C (5.40 \u00b0F) warmer in the city than in rural areas in all months. However, it can be noticeably cooler on many spring and early summer afternoons under the influence of a lake breeze, since Lake Ontario is cool relative to the air during these seasons. These lake breezes mostly occur in summer, bringing relief on hot days. Other low-scale maritime effects on the climate include lake-effect snow, fog, and delaying of spring- and fall-like conditions, known as seasonal lag.Winters are cold, with frequent snow. During the winter months, temperatures are usually below 0 \u00b0C (32 \u00b0F). Toronto winters sometimes feature cold snaps when maximum temperatures remain below \u221210 \u00b0C (14 \u00b0F), often made to feel colder by wind chill. Occasionally, they can drop below \u221225 \u00b0C (\u221213 \u00b0F). Snowstorms, sometimes mixed with ice and rain, can disrupt work and travel schedules while accumulating snow can fall anytime from November until mid-April. However, mild stretches also occur in most winters, melting accumulated snow. The summer months are characterized by very warm temperatures. Daytime temperatures are usually above 20 \u00b0C (68 \u00b0F), and often rise above 30 \u00b0C (86 \u00b0F). However, they can occasionally surpass 35 \u00b0C (95 \u00b0F) accompanied by high humidity. Spring and autumn are transitional seasons with generally mild or cool temperatures with alternating dry and wet periods. Daytime temperatures average around 10 to 12 \u00b0C (50 to 54 \u00b0F) during these seasons.\r\nPrecipitation is fairly evenly distributed throughout the year, but summer is usually the wettest season, the bulk falling during thunderstorms. The average yearly precipitation is about 831 mm (32.7 in), with an average annual snowfall of about 1,220 mm (48 in). Toronto experiences an average of 2,066 sunshine hours or 45 percent of daylight hours, varying between a low of 28 percent in December to 60 percent in July.Climate change has affected Toronto, and as a consequence, the Toronto City Council declared a climate emergency, setting a net-zero carbon emissions target by 2040 through the TransformTO climate action plan.\r\n\r\n\r\n=== Parks ===\r\n\r\nToronto has diverse public spaces, from city squares to public parks overlooking ravines. Nathan Phillips Square is the city's main square in downtown, contains the Toronto Sign, and forms the entrance to City Hall. Yonge\u2013Dundas Square, near City Hall, has also gained attention in recent years as one of the busiest gathering spots in the city. Other squares include Harbourfront Square, on the Toronto waterfront, and the civic squares at the former city halls of the defunct Metropolitan Toronto, most notably Mel Lastman Square in North York. The Toronto Public Space Committee is an advocacy group concerned with the city's public spaces. In recent years, Nathan Phillips Square has been refurbished with new facilities, and the central waterfront along Queen's Quay West has been updated recently with a new street architecture and a new square next to Harbourfront Centre.\r\n\r\nIn the winter, Nathan Phillips Square, Harbourfront Centre, and Mel Lastman Square feature popular rinks for public ice skating. Etobicoke's Colonel Sam Smith Trail opened in 2011 and is Toronto's first skating trail. Earl Bales Park offers outdoor skiing and snowboarding slopes with a chairlift, rental facilities, and lessons. Several parks have marked cross-country skiing trails.\r\nThere are many large downtown parks, which include Allan Gardens, Christie Pits, Grange Park, Little Norway Park, Moss Park, Queen's Park, Riverdale Park and Trinity Bellwoods Park. An almost hidden park is the compact Cloud Gardens, which has both open areas and a glassed-in greenhouse, near Queen Street and Yonge. South of downtown are two large parks on the waterfront: Tommy Thompson Park on the Leslie Street Spit, which has a nature preserve and is open on weekends, and the Toronto Islands, accessible from downtown by ferry.\r\n\r\nLarge parks in the outer areas managed by the city include High Park, Humber Bay Park, Centennial Park, Downsview Park, Guild Park and Gardens, Sunnybrook Park and Morningside Park. Toronto also operates several public golf courses. Most ravine lands and river bank floodplains in Toronto are public parklands.", "start_char_idx": 34743, "end_char_idx": 39327, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "8ccaa85c-b1ef-4feb-888c-fc05354e6c11": {"__data__": {"id_": "8ccaa85c-b1ef-4feb-888c-fc05354e6c11", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "3b1146f7-2bda-4172-89d7-35a5c9251a9a", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "68b50e390ef8090ed2abda1c2b33eaa7b61e7255d51b0adeab7e80261fbc56a7", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "17f943df-b5f6-429e-86c7-33168950591e", "node_type": "1", "metadata": {}, "hash": "34b7383763f0f2c6868533902f25a2bbc4bde2f50a74da861563ebbd79b3508b", "class_name": "RelatedNodeInfo"}}, "text": "Several parks have marked cross-country skiing trails.\r\nThere are many large downtown parks, which include Allan Gardens, Christie Pits, Grange Park, Little Norway Park, Moss Park, Queen's Park, Riverdale Park and Trinity Bellwoods Park. An almost hidden park is the compact Cloud Gardens, which has both open areas and a glassed-in greenhouse, near Queen Street and Yonge. South of downtown are two large parks on the waterfront: Tommy Thompson Park on the Leslie Street Spit, which has a nature preserve and is open on weekends, and the Toronto Islands, accessible from downtown by ferry.\r\n\r\nLarge parks in the outer areas managed by the city include High Park, Humber Bay Park, Centennial Park, Downsview Park, Guild Park and Gardens, Sunnybrook Park and Morningside Park. Toronto also operates several public golf courses. Most ravine lands and river bank floodplains in Toronto are public parklands. After Hurricane Hazel in 1954, construction of buildings on floodplains was outlawed, and private lands were bought for conservation. In 1999, Downsview Park, a former military base in North York, initiated an international design competition to realize its vision of creating Canada's first urban park. The winner, \"Tree City\", was announced in May 2000. Approximately 8,000 hectares (20,000 acres), or 12.5 percent of Toronto's land base, is maintained parkland. Morningside Park is the largest park managed by the city, which is 241.46 hectares (596.7 acres) in size.In addition to public parks managed by the municipal government, parts of Rouge National Urban Park, the largest urban park in North America, is in the eastern portion of Toronto. Managed by Parks Canada, the national park is centred around the Rouge River and encompasses several municipalities in the Greater Toronto Area.\r\n\r\n\r\n== Demographics ==\r\n\r\nIn the 2021 Census of Population conducted by Statistics Canada, Toronto had a population of 2,794,356 living in 1,160,892 of its 1,253,238 total private dwellings, a change of 2.3 percent from its 2016 population of 2,731,571. With a land area of 631.1 km2 (243.7 sq mi), it had a population density of 4,427.8/km2 (11,467.8/sq mi) in 2021.At the census metropolitan area (CMA) level in the 2021 census, the Toronto CMA had a population of 6,202,225 living in 2,262,473 of its 2,394,205 total private dwellings, a change of 4.6 percent from its 2016 population of 5,928,040. With a land area of 5,902.75 km2 (2,279.06 sq mi), it had a population density of 1,050.7/km2 (2,721.4/sq mi) in 2021.In 2016, persons aged 14 years and under made up 14.5 percent of the population, and those aged 65 and over made up 15.6 percent. The median age was 39.3 years. The city's gender population is 48 percent male and 52 percent female. Women outnumber men in all age groups 15 and older.The 2021 census reported that immigrants (individuals born outside Canada) comprise 1,286,145 persons or 46.6 percent of the total population of Toronto. Of the total immigrant population, the top countries of origin were Philippines (132,980 persons or 10.3%), China (129,750 persons or 10.1%), India (102,155 persons or 7.9%), Sri Lanka (47,895 persons or 3.7%), Jamaica (42,655 persons or 3.3%), Italy (37,705 persons or 2.9%), Iran (37,185 persons or 2.9%), Hong Kong (36,855 persons or 2.9%), United Kingdom (35,585 persons or 2.8%), and Portugal (34,360 persons or 2.7%).The city's foreign-born persons comprised 47 percent of the population, compared to 49.9 percent in 2006. According to the United Nations Development Programme, Toronto has the second-highest percentage of constant foreign-born population among world cities, after Miami, Florida. While Miami's foreign-born population has traditionally consisted primarily of Cubans and other Latin Americans, no single nationality or culture dominates Toronto's immigrant population, placing it among the most diverse cities in the world. In 2010, it was estimated over 100,000 immigrants arrived in the Greater Toronto Area each year.", "start_char_idx": 38423, "end_char_idx": 42424, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "17f943df-b5f6-429e-86c7-33168950591e": {"__data__": {"id_": "17f943df-b5f6-429e-86c7-33168950591e", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "8ccaa85c-b1ef-4feb-888c-fc05354e6c11", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "a3b130157950fa1e4dff9b2feb0d1f560c2e25927cd46fbf20b0dcd21aebaf47", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "fcf79fc6-f493-46ad-bdea-1b3f6b61ea00", "node_type": "1", "metadata": {}, "hash": "e0e46a8461a768532e5787a47b4f6dc0e2b53d5cbb38b2e39f24a96d1ef80fa5", "class_name": "RelatedNodeInfo"}}, "text": "According to the United Nations Development Programme, Toronto has the second-highest percentage of constant foreign-born population among world cities, after Miami, Florida. While Miami's foreign-born population has traditionally consisted primarily of Cubans and other Latin Americans, no single nationality or culture dominates Toronto's immigrant population, placing it among the most diverse cities in the world. In 2010, it was estimated over 100,000 immigrants arrived in the Greater Toronto Area each year.\r\n\r\n\r\n=== Race and ethnicity ===\r\nIn 2016, the three most commonly reported ethnic origins overall were Chinese (332,830 or 12.5 percent), English (331,890 or 12.3 percent) and Canadian (323,175 or 12.0 percent). Common regions of ethnic origin were European (47.9 per cent), Asian (including Middle-Eastern \u2013 40.1 per cent), African (5.5 per cent), Latin/Central/South American (4.2 per cent), and North American aboriginal (1.2 per cent).\r\nIn 2016, 51.5 per cent of the residents of the city proper belonged to a visible minority group, compared to 49.1 per cent in 2011, and 13.6 per cent in 1981. The largest visible minority groups were South Asian (Indian, Pakistani, Sri Lankan at 338,960 or 12.6 percent), East Asian (Chinese at 332,830 or 12.5 percent), and Black (239,850 or 8.9 percent). Visible minorities are projected to increase to 63 percent of the city's population by 2031.This diversity is reflected in Toronto's ethnic neighbourhoods, which include Chinatown, Corso Italia, Greektown, Kensington Market, Koreatown, Little India, Little Italy, Little Jamaica, Little Portugal and Roncesvalles (Polish community).\r\n\r\n\r\n=== Religion ===\r\nAccording to the 2021 census, religious groups in Toronto included:\r\nChristianity (1,274,450 persons or 46.2%)\r\nNo religion and secular perspectives (845,615 persons or 30.6%)\r\nIslam (264,155 persons or 9.6%)\r\nHinduism (171,980 persons or 6.2%)\r\nJudaism (99,390 persons or 3.6%)\r\nBuddhism (62,475 persons or 2.3%)\r\nSikhism (21,545 persons or 0.8%)\r\nIndigenous Spirituality (935 persons or <0.1%)\r\nOther (20,730 persons or 0.8%)\r\n\r\n\r\n=== Language ===\r\nEnglish is the predominant language spoken by Torontonians, with approximately 95 percent of residents having proficiency in it, although only 54.7 percent of Torontonians reported English as their mother tongue. Greater Toronto English, or simply Toronto slang, is a dialect found primarily in Toronto, primarily spoken by youths. English is one of two official languages of Canada, with the other being French. Approximately 1.6 percent of Torontonians reported French as their mother tongue, although 9.1 percent reported being bilingual in both official languages. In addition to services provided by the federal government, provincial services in Toronto are available in both official languages as a result of the French Language Services Act. Approximately 4.9 percent of Torontonians reported having no knowledge in either of the official languages of the country.Because the city is also home to many other languages, municipal services, most notably its 9-1-1 emergency telephone service, is equipped to respond in over 150 languages. In the 2001 Canadian census, the collective varieties of Chinese and Italian are the most widely spoken languages at work after English. Approximately 55 percent of respondents who reported proficiency in a Chinese language reported knowledge of Mandarin in the 2016 census.\r\n\r\n\r\n== Economy ==\r\n\r\nToronto is an international centre for business and finance. Generally considered the financial and industrial capital of Canada, Toronto has a high concentration of banks and brokerage firms on Bay Street in the Financial District. The Toronto Stock Exchange is the world's seventh-largest stock exchange by market capitalization. The five largest financial institutions of Canada, collectively known as the Big Five, all have their global corporate headquarters in Toronto, alongside Canada's major insurance giants.\r\nThe city is an important centre for the media, publishing, telecommunication, information technology and film production industries; it is home to Bell Media, Rogers Communications, and Torstar. Other prominent Canadian corporations in the Greater Toronto Area include Magna International, Pizza Pizza, Mr. Sub, Celestica, Manulife, Sun Life Financial, Toyota Canada Inc.", "start_char_idx": 41910, "end_char_idx": 46263, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "fcf79fc6-f493-46ad-bdea-1b3f6b61ea00": {"__data__": {"id_": "fcf79fc6-f493-46ad-bdea-1b3f6b61ea00", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "17f943df-b5f6-429e-86c7-33168950591e", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "fb5a2e660b66d9422b9c51653364a8d76996ae24703cde8ba48d77dc53060584", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "88ca6a43-7126-4901-889a-65122875b9ff", "node_type": "1", "metadata": {}, "hash": "296a36258488155e640677ef5060836bd509ce864acdfbba7b75a2b2f4491463", "class_name": "RelatedNodeInfo"}}, "text": "Approximately 55 percent of respondents who reported proficiency in a Chinese language reported knowledge of Mandarin in the 2016 census.\r\n\r\n\r\n== Economy ==\r\n\r\nToronto is an international centre for business and finance. Generally considered the financial and industrial capital of Canada, Toronto has a high concentration of banks and brokerage firms on Bay Street in the Financial District. The Toronto Stock Exchange is the world's seventh-largest stock exchange by market capitalization. The five largest financial institutions of Canada, collectively known as the Big Five, all have their global corporate headquarters in Toronto, alongside Canada's major insurance giants.\r\nThe city is an important centre for the media, publishing, telecommunication, information technology and film production industries; it is home to Bell Media, Rogers Communications, and Torstar. Other prominent Canadian corporations in the Greater Toronto Area include Magna International, Pizza Pizza, Mr. Sub, Celestica, Manulife, Sun Life Financial, Toyota Canada Inc. the Hudson's Bay Company, and major hotel companies and operators, such as Four Seasons Hotels and Fairmont Hotels and Resorts.Although much of the region's manufacturing activities occur outside the city limits, Toronto continues to be a wholesale and distribution point for the industrial sector. The city's strategic position along the Quebec City\u2013Windsor Corridor within the Great Lakes megalopolis and its road and rail connections help support the nearby production of motor vehicles, iron, steel, food, machinery, chemicals and paper. The completion of the St. Lawrence Seaway in 1959 gave ships access to the Great Lakes from the Atlantic Ocean.\r\nToronto's unemployment rate was 6.7 percent as of July 2016. According to the website Numbeo, Toronto's cost of living plus rent index was second highest in Canada (of 31 cities). The local purchasing power was the sixth lowest in Canada, mid-2017. The average monthly social assistance caseload for January to October 2014 was 92,771. The number of impoverished seniors increased from 10.5 percent in 2011 to 12.1 percent in 2014. Toronto's 2013 child poverty rate was 28.6 percent, the highest among large Canadian cities of 500,000 or more residents.\r\n\r\n\r\n=== Bay Street ===\r\nThe Financial District in Toronto centres on Bay Street, the equivalent to Wall Street in New York. The city hosts the headquarters of all five of Canada's largest banks, Royal Bank of Canada, Toronto-Dominion Bank, Scotiabank, Bank of Montreal and Canadian Imperial Bank of Commerce, and was ranked as the safest banking system in the world between 2007 and 2014 according to the World Economic Forum. Toronto's economy has seen a steady growth boom thanks to many corporations relocating their Canadian headquarters into the city and Canada's growing cultural significance, resulting in several companies setting up shop in Toronto.\r\n\r\n\r\n=== Media and entertainment ===\r\n\r\nToronto is Canada's largest media market, and has four conventional dailies, two alt-weeklies, and three free commuter papers in a greater metropolitan area of about 6 million inhabitants. The Toronto Star and the Toronto Sun are the prominent daily city newspapers, while national dailies The Globe and Mail and the National Post are also headquartered in the city. The Toronto Star, The Globe and Mail, and National Post are broadsheet newspapers. StarMetro is distributed as free commuter newspapers. Several magazines and local newspapers cover Toronto, including Now and Toronto Life, while numerous magazines are produced in Toronto, such as Canadian Business, Chatelaine, Flare and Maclean's. Daily Hive, Western Canada's largest online-only publication, opened its Toronto office in 2016. Toronto contains the headquarters of the major English-language Canadian television networks CBC, CTV, Citytv, Global, The Sports Network (TSN) and Sportsnet. Much (formerly MuchMusic), M3 (formerly MuchMore) and MTV Canada are the main music television channels based in the city. However, they no longer primarily show music videos as a result of channel drift.\r\n\r\n\r\n==== Film production ====\r\n\r\nToronto is one of the centres of Canada's film and television industry due in part to the lower cost of production in Canada. The city's streets and landmarks are seen in a variety of films, mimicking the scenes of American cities such as Chicago and New York. The city provides diverse settings and neighbourhoods to shoot films, with production facilitated by Toronto's Film and Television Office. Toronto's film industry has extended beyond the Toronto CMA into adjoining cities such as Hamilton and Oshawa.\r\n\r\n\r\n=== Real estate ===\r\nReal estate is a major force in the city's economy; Toronto is home to some of the nation's\u2014and the world's\u2014most expensive real estate.", "start_char_idx": 45212, "end_char_idx": 50040, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "88ca6a43-7126-4901-889a-65122875b9ff": {"__data__": {"id_": "88ca6a43-7126-4901-889a-65122875b9ff", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "fcf79fc6-f493-46ad-bdea-1b3f6b61ea00", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "15203a01fb5852b5798eb5f43130e8fb761df5a51a4705b4fd7657a07241ac8d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "72e0eaea-98e5-4d38-97ee-7a6cef74b557", "node_type": "1", "metadata": {}, "hash": "2f3c6bff338b5004ce5a3dcc5ab961fcc38054a8a687d42a4b0d23c25db80c4f", "class_name": "RelatedNodeInfo"}}, "text": "Much (formerly MuchMusic), M3 (formerly MuchMore) and MTV Canada are the main music television channels based in the city. However, they no longer primarily show music videos as a result of channel drift.\r\n\r\n\r\n==== Film production ====\r\n\r\nToronto is one of the centres of Canada's film and television industry due in part to the lower cost of production in Canada. The city's streets and landmarks are seen in a variety of films, mimicking the scenes of American cities such as Chicago and New York. The city provides diverse settings and neighbourhoods to shoot films, with production facilitated by Toronto's Film and Television Office. Toronto's film industry has extended beyond the Toronto CMA into adjoining cities such as Hamilton and Oshawa.\r\n\r\n\r\n=== Real estate ===\r\nReal estate is a major force in the city's economy; Toronto is home to some of the nation's\u2014and the world's\u2014most expensive real estate. The Toronto Regional Real Estate Board (TRREB), formerly the Toronto Real Estate Board, is a non-profit professional association of registered real estate brokers and salespeople in Toronto, and parts of the Greater Toronto Area. TRREB was formed in 1920. Many large real estate investment trusts are based in Toronto.\r\n\r\n\r\n=== Technology and biotech ===\r\nToronto is a large hub of the Canadian and global technology industry, generating $52 billion in revenues annually. In 2017, Toronto tech firms offered almost 30,000 jobs which is higher than the combination of San Francisco Bay area, Seattle and Washington, D.C. The area bound between the Greater Toronto Area, the region of Waterloo and the city of Hamilton was termed a \"digital corridor\" by the Branham Group, a region highly concentrated with technology companies and jobs similar to Silicon Valley in California. Toronto is home to a large startup ecosystem and is the third largest center for information and communications technology in North America, behind New York City and the Silicon Valley. In 2023, the city was ranked as the 17th best startup scene in the world.\r\n\r\n\r\n=== Tourism ===\r\n\r\nIn 2018, 27.5 million tourists visited Toronto, generating $10.3 billion (~$12.3 billion in 2023) in economic activity. The Toronto Eaton Centre receives over 47 million visitors per year. Other commercial areas popular with tourists include the Path network, which is the world's largest underground shopping complex, as well as Kensington Market and St. Lawrence Market. The Toronto Islands are close to downtown Toronto and do not permit private motor vehicles beyond the airport.  Other tourist attractions include the CN Tower, Casa Loma, Toronto's theatres and musicals, Yonge\u2013Dundas Square, and Ripley's Aquarium of Canada.\r\nThe Royal Ontario Museum is a museum of world culture and natural history. The Toronto Zoo is home to over 5,000 animals representing over 460 distinct species. The Art Gallery of Ontario contains an extensive collection of Canadian, European, African and contemporary artwork. Also, it hosts exhibits from museums and galleries from all over the world. The Gardiner Museum of ceramic art is the only museum in Canada entirely devoted to ceramics, and the Museum's collection contains more than 2,900 ceramic works from Asia, the Americas, and Europe. The city also hosts the Ontario Science Centre, the Bata Shoe Museum, and Textile Museum of Canada.\r\n\r\nOther prominent art galleries and museums include the Design Exchange, the TIFF Lightbox, the Museum of Contemporary Art Toronto Canada, the Institute for Contemporary Culture, the Toronto Sculpture Garden, the CBC Museum, the Redpath Sugar Museum, the University of Toronto Art Centre, Hart House, the TD Gallery of Inuit Art, Little Canada and the Aga Khan Museum. The city also runs its own museums, which include the Spadina House. The Don Valley Brick Works is a former industrial site that opened in 1889 and was partly restored as a park and heritage site in 1996, with further restoration being completed in stages since then. The Canadian National Exhibition (\"The Ex\") is held annually at Exhibition Place and is the oldest annual fair in the world. The Ex has an average attendance of 1.25 million.City shopping areas include the Yorkville neighbourhood, Queen West, Harbourfront, the Entertainment District, the Financial District, and the St. Lawrence Market neighbourhood. The Eaton Centre is Toronto's most popular tourist attraction with over 52 million visitors annually.\r\nGreektown on the Danforth is home to the annual \"Taste of the Danforth\" festival, which attracts over one million people in 2+1\u20442 days. Toronto is also home to Casa Loma, the former estate of Sir Henry Pellatt, a prominent Toronto financier, industrialist and military man.", "start_char_idx": 49129, "end_char_idx": 53851, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "72e0eaea-98e5-4d38-97ee-7a6cef74b557": {"__data__": {"id_": "72e0eaea-98e5-4d38-97ee-7a6cef74b557", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "88ca6a43-7126-4901-889a-65122875b9ff", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cd441d127b893540e434cf432c3ae6f1f5f5e2c8ef679351eeaf99121d7fd4c6", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "c4c068a0-d30e-47d1-918c-a9a527ca6074", "node_type": "1", "metadata": {}, "hash": "dee5f1d5a412b60ba262bfc33c6500ec6baa91b3dc44be4df43c2afc6e6e9712", "class_name": "RelatedNodeInfo"}}, "text": "The Canadian National Exhibition (\"The Ex\") is held annually at Exhibition Place and is the oldest annual fair in the world. The Ex has an average attendance of 1.25 million.City shopping areas include the Yorkville neighbourhood, Queen West, Harbourfront, the Entertainment District, the Financial District, and the St. Lawrence Market neighbourhood. The Eaton Centre is Toronto's most popular tourist attraction with over 52 million visitors annually.\r\nGreektown on the Danforth is home to the annual \"Taste of the Danforth\" festival, which attracts over one million people in 2+1\u20442 days. Toronto is also home to Casa Loma, the former estate of Sir Henry Pellatt, a prominent Toronto financier, industrialist and military man. Other notable neighbourhoods and attractions in Toronto include The Beaches, the Toronto Islands, Kensington Market, Fort York, and the Hockey Hall of Fame.\r\n\r\n\r\n== Education ==\r\n\r\n\r\n=== Primary and secondary education ===\r\n\r\nThere are four public school boards that provide elementary and secondary education in Toronto, the Conseil scolaire catholique MonAvenir, the Conseil scolaire Viamonde (CSV), the Toronto Catholic District School Board (TCDSB), and the Toronto District School Board (TDSB). CSV and TDSB are secular public school boards, whereas MonAvenir and TCDSB are separate public school boards. CSV and MonAvenir are French first language school boards, whereas TCDSB and TDSB are English first language school boards.\r\nTDSB operates the most schools among the four Toronto-based school boards, with 451 elementary schools, 105 secondary schools, and five adult learning centres. TCDSB operates 163 elementary schools, 29 secondary schools, three combined institutions, and one adult learning centre. CSV operates 11 elementary schools, and three secondary schools in the city. MonAvenir operates nine elementary schools, and three secondary schools in Toronto.\r\n\r\n\r\n=== Postsecondary education ===\r\nThere are several public universities and colleges based in Toronto. The city is also home to several supplementary schools, seminaries, and vocational schools. Examples of such institutions include The Royal Conservatory of Music, which includes the Glenn Gould School; the Canadian Film Centre, a media training institute founded by filmmaker Norman Jewison; and Tyndale University, a Christian post-secondary institution and Canada's largest seminary.\r\n\r\n\r\n==== Universities ====\r\nFive public universities are based in Toronto. Four of these universities are based in downtown Toronto: OCAD University, Toronto Metropolitan University, the Universit\u00e9 de l'Ontario fran\u00e7ais, and the University of Toronto. The University of Toronto also operates two satellite campuses, one of which is in the city's eastern district of Scarborough, while the other is in the neighbouring city of Mississauga. York University is the only Toronto-based university not situated in downtown Toronto, maintaining a primary campus in the northwestern portion of North York and a secondary campus in midtown Toronto.Several other public universities based elsewhere in Ontario also operate satellite campuses or facilities in Toronto, including Queen's University at Kingston, the University of Ottawa, the University of Western Ontario, Wilfrid Laurier University, and the University of Guelph. The latter operates a satellite campus in northwestern Etobicoke together with Humber College, called the University of Guelph-Humber. In addition to public universities, Toronto also holds the satellite campus for Northeastern University, a private university based in Boston.\r\n\r\n\r\n==== Colleges ====\r\nThere are four public colleges based in Toronto, Centennial College, George Brown College, Humber College, and Seneca Polytechnic (formerly Seneca College). The four institutions operate several campuses throughout the city. Several public colleges based elsewhere in Ontario also operate satellite facilities and campuses in Toronto, including Cambrian College, Canadore College, Coll\u00e8ge Bor\u00e9al, Coll\u00e8ge La Cit\u00e9, Fleming College, Georgian College, Lambton College, Loyalist College, St. Clair College, and Sault College.\r\n\r\n\r\n== Human resources ==\r\n\r\n\r\n=== Public health ===\r\n\r\nToronto is home to twenty public hospitals, including the Hospital for Sick Children, Mount Sinai Hospital, St. Michael's Hospital, North York General Hospital,Toronto General Hospital, Toronto Western Hospital, Etobicoke General Hospital, St. Joseph's Health Centre, Scarborough General Hospital, Birchmount Hospital, Centenary Hospital, Sunnybrook Health Sciences Centre, Centre for Addiction and Mental Health (CAMH), and Princess Margaret Cancer Centre, many of which are affiliated with the University of Toronto Faculty of Medicine.\r\nSpecialized hospitals are also outside of the downtown core. These hospitals include the Baycrest Health Sciences geriatric hospital and the Holland Bloorview Kids Rehabilitation Hospital for children with disabilities.\r\nToronto's Discovery District is a centre of research in biomedicine.", "start_char_idx": 53123, "end_char_idx": 58153, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "c4c068a0-d30e-47d1-918c-a9a527ca6074": {"__data__": {"id_": "c4c068a0-d30e-47d1-918c-a9a527ca6074", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "72e0eaea-98e5-4d38-97ee-7a6cef74b557", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "12dfb613a17bafad4894bf291e9ecf9545182a878e4b1d398e132f5ee31a80b7", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "9bd38e31-8fdd-45f3-bca7-d27a2978304e", "node_type": "1", "metadata": {}, "hash": "25c63cb47f22a4740ac7f490cf019b783a6e00adb57e64fea85e606336771050", "class_name": "RelatedNodeInfo"}}, "text": "Clair College, and Sault College.\r\n\r\n\r\n== Human resources ==\r\n\r\n\r\n=== Public health ===\r\n\r\nToronto is home to twenty public hospitals, including the Hospital for Sick Children, Mount Sinai Hospital, St. Michael's Hospital, North York General Hospital,Toronto General Hospital, Toronto Western Hospital, Etobicoke General Hospital, St. Joseph's Health Centre, Scarborough General Hospital, Birchmount Hospital, Centenary Hospital, Sunnybrook Health Sciences Centre, Centre for Addiction and Mental Health (CAMH), and Princess Margaret Cancer Centre, many of which are affiliated with the University of Toronto Faculty of Medicine.\r\nSpecialized hospitals are also outside of the downtown core. These hospitals include the Baycrest Health Sciences geriatric hospital and the Holland Bloorview Kids Rehabilitation Hospital for children with disabilities.\r\nToronto's Discovery District is a centre of research in biomedicine. It is on a 2.5-square-kilometre (620-acre) research park that is integrated into Toronto's downtown core. It is also home to the MaRS Discovery District, which was created in 2000 to capitalize on the research and innovation strength of the province of Ontario. Another institute is the McLaughlin Centre for Molecular Medicine (MCMM).\r\nToronto is also host to a wide variety of health-focused non-profit organizations that work to address specific illnesses for Toronto, Ontario and Canadian residents. Organizations include Crohn's and Colitis Canada, the Heart and Stroke Foundation of Canada, the Canadian Cancer Society, the Alzheimer Society of Canada, and Alzheimer Society of Ontario, all located in the same office at Yonge\u2013Eglinton, the Leukemia & Lymphoma Society of Canada, the Canadian Breast Cancer Foundation, the Canadian Foundation for AIDS Research, Cystic Fibrosis Canada, the Canadian Mental Health Association, and the ALS Society of Canada.\r\nIn 2022, 187 homeless people died in Toronto, with 47 percent dying of drug toxicity, the leading cause.  Toronto Public Health described it as an \"urgent public health issue\", and has responded by opening supervised drug consumption sites, and by advocating for the allowance of personal drug possession.\r\n\r\n\r\n=== Public library ===\r\n\r\nToronto Public Library is the largest public library system in Canada. In 2008, it averaged a higher circulation per capita than any other public library system internationally, making it the largest neighbourhood-based library system in the world. Within North America, it also had the highest circulation and visitors when compared to other large urban systems.Established as the library of the Mechanics' Institute in 1830, the Toronto Public Library now consists of 100 branch libraries and has over 12 million items in its collection.\r\n\r\n\r\n== Culture and contemporary life ==\r\n\r\nToronto's theatre and performing arts scene has more than fifty ballet and dance companies, six opera companies, two symphony orchestras and a host of theatres. The city is home to the National Ballet of Canada, the Canadian Opera Company, the Toronto Symphony Orchestra, the Canadian Electronic Ensemble, and the Canadian Stage Company. Notable performance venues include the Four Seasons Centre for the Performing Arts, Roy Thomson Hall, the Princess of Wales Theatre, the Royal Alexandra Theatre, Massey Hall, the Meridian Arts Centre (formerly the Toronto Centre for the Arts), the Elgin and Winter Garden Theatres, and the Meridian Hall (originally the \"O'Keefe Centre\" and formerly the \"Hummingbird Centre\" and the \"Sony Centre for the Performing Arts\").\r\nOntario Place features the world's first permanent IMAX movie theatre, the Cinesphere, as well as the Budweiser Stage (formerly Molson Amphitheatre), an open-air venue for music concerts. In the spring of 2012, Ontario Place closed after declining attendance. Although the Budweiser Stage and harbour still operate, the park and Cinesphere are no longer in use. There are ongoing plans to revitalise Ontario Place.\r\nEach summer, the Canadian Stage Company presents an outdoor Shakespeare production in Toronto's High Park called \"Dream in High Park\". Canada's Walk of Fame acknowledges the achievements of successful Canadians with a series of stars on designated blocks of sidewalks along King Street and Simcoe Street.\r\nThe production of domestic and foreign film and television is a major local industry. As of 2011, Toronto ranks as the third largest production centre for film and television after Los Angeles and New York City, sharing the nickname \"Hollywood North\" with Vancouver. The Toronto International Film Festival is an annual event celebrating the international film industry. Another film festival is the Take 21 (formerly the Toronto Student Film Festival), which screens the works of students 12\u201318 years of age from many different countries across the globe.\r\n\r\nToronto's Caribana (formerly known as Scotiabank Caribbean Carnival) takes place from mid-July to early August of every summer.", "start_char_idx": 57233, "end_char_idx": 62210, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "9bd38e31-8fdd-45f3-bca7-d27a2978304e": {"__data__": {"id_": "9bd38e31-8fdd-45f3-bca7-d27a2978304e", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "c4c068a0-d30e-47d1-918c-a9a527ca6074", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "977948baa9b60ca0d4179ac353ac0de8d4ea5a648084f0116af1eede8408146d", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "bcd4848c-0e90-48c0-8b92-ff8f20b55bbf", "node_type": "1", "metadata": {}, "hash": "dbf230f2255b4a0be2246c381f382ac788bebe0d99614d968b157f0b9e6bd708", "class_name": "RelatedNodeInfo"}}, "text": "Each summer, the Canadian Stage Company presents an outdoor Shakespeare production in Toronto's High Park called \"Dream in High Park\". Canada's Walk of Fame acknowledges the achievements of successful Canadians with a series of stars on designated blocks of sidewalks along King Street and Simcoe Street.\r\nThe production of domestic and foreign film and television is a major local industry. As of 2011, Toronto ranks as the third largest production centre for film and television after Los Angeles and New York City, sharing the nickname \"Hollywood North\" with Vancouver. The Toronto International Film Festival is an annual event celebrating the international film industry. Another film festival is the Take 21 (formerly the Toronto Student Film Festival), which screens the works of students 12\u201318 years of age from many different countries across the globe.\r\n\r\nToronto's Caribana (formerly known as Scotiabank Caribbean Carnival) takes place from mid-July to early August of every summer. Primarily based on the Trinidad and Tobago Carnival, the first Caribana took place in 1967 when the city's Caribbean community celebrated Canada's Centennial. More than forty years later, it has grown to attract one million people to Toronto's Lake Shore Boulevard annually. Tourism for the festival is in the hundreds of thousands, and each year, the event generates over $400 million in revenue for Ontario's economy.One of the most significant events in the city, Pride Week, takes place in late June and is one of the largest LGBT festivals in the world.\r\n\r\n\r\n== Sports ==\r\n\r\nToronto is represented in five major league sports, with teams in the National Hockey League (NHL), Major League Baseball (MLB), National Basketball Association (NBA), Canadian Football League (CFL), and Major League Soccer (MLS). It was formerly represented in a sixth and seventh; the USL W-League that announced on November 6, 2015, that it would cease operation ahead of the 2016 season and the Canadian Women's Hockey League ceased operations in May 2019. The city's major sports venues include the Scotiabank Arena (formerly Air Canada Centre), Rogers Centre (formerly SkyDome), Coca-Cola Coliseum (formerly Ricoh Coliseum), and BMO Field. Toronto is one of six North American cities (alongside Dallas, Chicago, Los Angeles, Washington, D.C., and the New York Tri-state area) to have won titles in its five major leagues (MLB, NHL, NBA, MLS and either NFL or CFL), and the only one to have done so in the Canadian Football League.\r\nHistoric sports clubs of Toronto include the Granite Club (established in 1836), the Royal Canadian Yacht Club (established in 1852), the Toronto Cricket Skating and Curling Club (established before 1827), the Argonaut Rowing Club (established in 1872), the Toronto Lawn Tennis Club (established in 1881), and the Badminton and Racquet Club (established in 1924).\r\n\r\n\r\n=== Professional sports ===\r\nToronto is home to the Toronto Maple Leafs, one of the NHL's Original Six clubs, and has also served as home to the Hockey Hall of Fame since 1958. The city had a rich history of hockey championships. Along with the Maple Leafs' 13 Stanley Cup titles, the Toronto Marlboros and St. Michael's College School-based Ontario Hockey League teams, combined, have won a record 12 Memorial Cup titles. The Toronto Marlies of the American Hockey League also play in Toronto at Coca-Cola Coliseum and are the farm team for the Maple Leafs. The Toronto Six, the first Canadian franchise in the National Women's Hockey League, began play with the 2020\u201321 season.The city is home to the Toronto Blue Jays MLB baseball team. The team has won two World Series titles (1992, 1993). The Blue Jays play their home games at the Rogers Centre in the downtown core. Toronto has a long history of minor-league professional baseball dating back to the 1800s, culminating in the Toronto Maple Leafs baseball team, whose owner first proposed an MLB team for Toronto.The Toronto Raptors basketball team entered the NBA in 1995 and has since earned eleven playoff spots and five Atlantic Division titles in 24 seasons. They won their first NBA title in 2019. The Raptors are the only NBA team with their own television channel, NBA TV Canada. They play their home games at Scotiabank Arena, which is shared with the Maple Leafs. In 2016, Toronto hosted the 65th NBA All-Star game, the first to be held outside the United States.\r\nThe city is represented in Canadian football by the CFL's Toronto Argonauts, which was founded in 1873. The club has won 18 Grey Cup Canadian championship titles. The club's home games are played at BMO Field.", "start_char_idx": 61217, "end_char_idx": 65839, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "bcd4848c-0e90-48c0-8b92-ff8f20b55bbf": {"__data__": {"id_": "bcd4848c-0e90-48c0-8b92-ff8f20b55bbf", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "9bd38e31-8fdd-45f3-bca7-d27a2978304e", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "0d8b060d28ac7f7156faf68f689d70c499c83f82448d426874c8d1ac5b4eb1f5", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "5b2a5933-cfbd-435a-b468-88bb6cb4e8b5", "node_type": "1", "metadata": {}, "hash": "eefd67d0222dc3fcc42bf3317409f0e6698736cc6826ab5eaf98afa640e7e9a0", "class_name": "RelatedNodeInfo"}}, "text": "Toronto has a long history of minor-league professional baseball dating back to the 1800s, culminating in the Toronto Maple Leafs baseball team, whose owner first proposed an MLB team for Toronto.The Toronto Raptors basketball team entered the NBA in 1995 and has since earned eleven playoff spots and five Atlantic Division titles in 24 seasons. They won their first NBA title in 2019. The Raptors are the only NBA team with their own television channel, NBA TV Canada. They play their home games at Scotiabank Arena, which is shared with the Maple Leafs. In 2016, Toronto hosted the 65th NBA All-Star game, the first to be held outside the United States.\r\nThe city is represented in Canadian football by the CFL's Toronto Argonauts, which was founded in 1873. The club has won 18 Grey Cup Canadian championship titles. The club's home games are played at BMO Field.\r\n\r\nToronto is represented in soccer by the Toronto FC MLS team, who have won seven Canadian Championship titles, as well as the MLS Cup in 2017 and the Supporters' Shield for best regular season record, also in 2017. They share BMO Field with the Toronto Argonauts. Toronto has a high level of participation in soccer across the city at several smaller stadiums and fields. Toronto FC entered the league as an expansion team in 2007.The Toronto Rock is the city's National Lacrosse League team. They won five National Lacrosse League Cup titles in seven years in the late 1990s and the first decade of the 21st century, appearing in an NLL-record five straight championship games from 1999 to 2003, and are first all-time in the number of Champion's Cups won. The Rock formerly shared the Scotiabank Arena with the Maple Leafs and the Raptors. However, the Toronto Rock moved to the nearby city of Hamilton while retaining its Toronto name.\r\nThe Toronto Wolfpack became Canada's first professional rugby league team and the world's first transatlantic professional sports team when they began play in the Rugby Football League's League One competition in 2017. Due to COVID-19 restrictions on international travel the team withdrew from the Super League in 2020 with its future uncertain. The rugby club's ownership changed in 2021, now 'Team Wolfpack' will play in the newly formed North American Rugby League tournament.Toronto is home to the Toronto Rush, a semi-professional ultimate team that competes in the American Ultimate Disc League (AUDL). Ultimate (disc), in Canada, has its beginning roots in Toronto, with 3300 players competing annually in the Toronto Ultimate Club (League).Toronto has hosted several National Football League (NFL) exhibition games at the Rogers Centre. Ted Rogers leased the Buffalo Bills from Ralph Wilson for the purposes of having the Bills play eight home games in the city between 2008 and 2013.\r\n\r\n\r\n=== Collegiate sports ===\r\nThe University of Toronto in downtown Toronto was where the first recorded college football game was held in November 1861. Many post-secondary institutions in Toronto are members of U Sports or the Canadian Collegiate Athletic Association, the former for universities and the latter for colleges.\r\nToronto was home to the International Bowl, an NCAA sanctioned post-season college football game that pitted a Mid-American Conference team against a Big East Conference team. From 2007 to 2010, the game was played at Rogers Centre annually in January.\r\n\r\n\r\n=== Events ===\r\nToronto, along with Montreal, hosts an annual tennis tournament called the Canadian Open (not to be confused with the identically named golf tournament) between the months of July and August. In odd-numbered years, the men's tournament is held in Montreal, while the women's tournament is held in Toronto, and vice versa in even-numbered years.\r\nThe city hosts the Toronto Waterfront Marathon annually, one of the World Athletics Label Road Races. Toronto also hosts the annual Grand Prix of Toronto car race (officially named Honda Indy Toronto), part of the IndyCar Series schedule, held on a street circuit at Exhibition Place. It was known previously as the Champ Car's Molson Indy Toronto from 1986 to 2007. Both thoroughbred and standardbred horse racing events are conducted at Woodbine Racetrack in Rexdale.\r\n\r\nToronto hosted the 2015 Pan American Games in July 2015 and the 2015 Parapan American Games in August 2015. It beat the cities of Lima, Peru, and Bogot\u00e1, Colombia, to win the rights to stage the games.", "start_char_idx": 64972, "end_char_idx": 69401, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "5b2a5933-cfbd-435a-b468-88bb6cb4e8b5": {"__data__": {"id_": "5b2a5933-cfbd-435a-b468-88bb6cb4e8b5", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "bcd4848c-0e90-48c0-8b92-ff8f20b55bbf", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9fcf82e91d2db3c3de4b2117e981deff64c43bc417212a9d3e29c1a6b1ee01f4", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "ba211f01-913b-4bd4-9f9b-8c5d6cf7c507", "node_type": "1", "metadata": {}, "hash": "7f252047f481a3d5d104951b7e1424911b237f7b46d5e39c22f240cd25aa1ac3", "class_name": "RelatedNodeInfo"}}, "text": "In odd-numbered years, the men's tournament is held in Montreal, while the women's tournament is held in Toronto, and vice versa in even-numbered years.\r\nThe city hosts the Toronto Waterfront Marathon annually, one of the World Athletics Label Road Races. Toronto also hosts the annual Grand Prix of Toronto car race (officially named Honda Indy Toronto), part of the IndyCar Series schedule, held on a street circuit at Exhibition Place. It was known previously as the Champ Car's Molson Indy Toronto from 1986 to 2007. Both thoroughbred and standardbred horse racing events are conducted at Woodbine Racetrack in Rexdale.\r\n\r\nToronto hosted the 2015 Pan American Games in July 2015 and the 2015 Parapan American Games in August 2015. It beat the cities of Lima, Peru, and Bogot\u00e1, Colombia, to win the rights to stage the games. The games were the largest multi-sport event ever to be held in Canada (in terms of athletes competing), double the size of the 2010 Winter Olympics in Vancouver, British Columbia.Toronto was a candidate city for the 1996 and 2008 Summer Olympics, which were awarded to Atlanta and Beijing respectively.Toronto was named as one of 16 cities in North America (and one of two Canadian cities) to host matches for the 2026 FIFA World Cup.\r\n\r\n\r\n== Government and politics ==\r\n\r\n\r\n=== Government ===\r\nToronto is a single-tier municipality governed by a mayor\u2013council system. The structure of the municipal government is stipulated by the City of Toronto Act. The mayor of Toronto is elected by direct popular vote to serve as the chief executive of the city. The Toronto City Council is a unicameral legislative body, comprising 25 councillors, since the 2018 municipal election, representing geographical wards throughout the city. The mayor and members of the city council serve four-year terms without term limits. (Until the 2006 municipal election, the mayor and city councillors served three-year terms.)\r\n\r\nAs of 2016, the city council has twelve standing committees, each consisting of a chair (some have a vice-chair) and several councillors. The mayor names the committee chairs and the remaining members of the committees are appointed by city council. An executive committee is formed by the chairs of each standing committee, the mayor, the deputy mayor and four other councillors. Councillors are also appointed to oversee the Toronto Transit Commission and the Toronto Police Services Board.\r\nThe city has four community councils that consider local matters. The City council has delegated final decision-making authority on local, routine matters, while others\u2014like planning and zoning issues\u2014are recommended to the city council. Each city councillor serves as a member of a community council.There are about 40 subcommittees and advisory committees appointed by the city council. These bodies are made up of city councillors and private citizen volunteers. Examples include the Pedestrian Committee, Waste Diversion Task Force 2010, and the Task Force to Bring Back the Don.The City of Toronto had an approved operating budget of CA$13.53 billion in 2020 and a ten-year capital budget and plan of CA$43.5 billion. The city's revenues include subsidies from the Government of Canada and the Government of Ontario (for programs mandated by those governments), 33 per cent from property tax, 6 per cent from the land transfer tax and the rest from other tax revenues and user fees. The city's largest operating expenditures are the Toronto Transit Commission at CA$2.14 billion, and the Toronto Police Service, CA$1.22 billion.\r\n\r\n\r\n=== Crime ===\r\n\r\nThe historically low crime rate in Toronto has resulted in the city having a reputation as one of the safest major cities in North America. For instance, in 2007, the homicide rate for Toronto was 3.43 per 100,000 people, compared with Atlanta (19.7), Boston (10.3), Los Angeles (10.0), New York City (6.3), Vancouver (3.1), and Montreal (2.6). Toronto's robbery rate also ranks low, with 207.1 robberies per 100,000 people, compared with Los Angeles (348.5), Vancouver (266.2), New York City (265.9), and Montreal (235.3). Toronto has a comparable rate of car theft to various U.S. cities, although it is not among the highest in Canada.In 2005, Toronto media coined the term \"Year of the Gun\" because of a record number of gun-related homicides, 52 out of 80 homicides in total. The total number of homicides dropped to 70 in 2006; that year, nearly 2,000 people in Toronto were victims of a violent gun-related crime, about one-quarter of the national total.", "start_char_idx": 68573, "end_char_idx": 73122, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "ba211f01-913b-4bd4-9f9b-8c5d6cf7c507": {"__data__": {"id_": "ba211f01-913b-4bd4-9f9b-8c5d6cf7c507", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "5b2a5933-cfbd-435a-b468-88bb6cb4e8b5", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "26ac3ccba32d16aec6f75c6317d52f21d44bb26e7fbbbf0220f409146c46a323", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "e7d267bf-af34-4e46-9d95-b331919048f8", "node_type": "1", "metadata": {}, "hash": "440bca09c2041a9fd1c566e81e81a81d544f64799519d898327171b3bfc808c9", "class_name": "RelatedNodeInfo"}}, "text": "Toronto's robbery rate also ranks low, with 207.1 robberies per 100,000 people, compared with Los Angeles (348.5), Vancouver (266.2), New York City (265.9), and Montreal (235.3). Toronto has a comparable rate of car theft to various U.S. cities, although it is not among the highest in Canada.In 2005, Toronto media coined the term \"Year of the Gun\" because of a record number of gun-related homicides, 52 out of 80 homicides in total. The total number of homicides dropped to 70 in 2006; that year, nearly 2,000 people in Toronto were victims of a violent gun-related crime, about one-quarter of the national total. 86 homicides were committed in 2007, roughly half of which involved guns. Gang-related incidents have also been on the rise; between the years 1997 and 2005, over 300 gang-related homicides have occurred. As a result, the Ontario government developed an anti-gun strategy. In 2011, Toronto's murder rate plummeted to 51 murders\u2014nearly a 26% drop from the previous year. The 51 homicides were the lowest number the city has recorded since 1999 when there were 47. While subsequent years did see a return to higher rates, it remained nearly flat line of 57\u201359 homicides in from 2012 to 2015. 2016 went to 75 for the first time in over eight years. 2017 had a drop off of 10 murders to close the year at 65, with a homicide rate of 2.4 per 100,000 population.The total number of homicides in Toronto reached a record 98 in 2018; the number included fatalities from the Toronto van attack and the Danforth shooting, which gave the city a homicide rate of around 3.6 per 100,000 people. The record year for murders was previously 1991, with 89, at a rate of 3.9 murders per 100,000 people. The 2018 homicide rate was higher than in Winnipeg, Calgary, Edmonton, Vancouver, Ottawa, Montreal, Hamilton, New York City, San Diego, and Austin. Homicides in 2019 dropped to 80 (a rate of 2.9 per 100,000 people) below the rate of most US cities, but still higher than the Canadian average of 1.8. Shooting incidents also increased to an all-time high of 492 in 2019, even outpacing gun incidents that occurred in 2018. 2020 saw another decrease in homicides with the city having a total of 71 murders for the year (a rate of around 2.6 per 100,000 people). However, in 2021, the city saw an increase in homicides, with the city murders increasing to 85, giving Toronto a homicide rate of 3.04 per 100,000 people. A decrease in murders happened the following year with 71 being reported in 2022 (a murder rate of 2.5 per 100,000), which was then followed by a slight increase in homicides with 73 being reported in 2023, giving the city a murder rate of 2.6 per 100,000 people, along with a record 12,143 reports of auto theft in the year.\r\n\r\n\r\n== Transportation ==\r\n\r\nToronto is a central transportation hub for road, rail, and air networks in Southern Ontario. The city has many forms of transport, including highways and public transit. Toronto also has an extensive network of bicycle lanes and multi-use trails and paths.\r\n\r\n\r\n=== Public transportation ===\r\n\r\nToronto's primary public transportation system is operated by the Toronto Transit Commission (TTC). The backbone of its public transport network is the Toronto subway system, which includes three heavy-rail rapid transit lines spanning the city, including the U-shaped Line 1, east\u2013west Line 2, and the short east\u2013west Line 4 with Line 1 extending as far beyond city limits as Vaughan Metropolitan Centre.\r\n\r\nThe TTC also operates an extensive network of buses and streetcars, with the latter serving the downtown core and buses serving many parts of the city not served by the sparse subway network. TTC buses and streetcars use the same fare system as the subway, and many subway stations offer a fare-paid area for transfers between rail and surface vehicles.\r\n\r\nThere have been numerous plans to extend the subway and implement light-rail lines, but budgetary concerns have thwarted many efforts. By November 2011, construction on Line 5 Eglinton began. Line 5 is scheduled to finish construction by 2024.", "start_char_idx": 72506, "end_char_idx": 76584, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "e7d267bf-af34-4e46-9d95-b331919048f8": {"__data__": {"id_": "e7d267bf-af34-4e46-9d95-b331919048f8", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "ba211f01-913b-4bd4-9f9b-8c5d6cf7c507", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "7e3613f947a41cd0502f4a1cc4d4445fc20ac9c3af1631acbbb343b2293e16ee", "class_name": "RelatedNodeInfo"}, "3": {"node_id": "b59a70ba-19f9-4656-957d-64c4de66aed1", "node_type": "1", "metadata": {}, "hash": "1e9fa05331a70697e49d7fc275a475d44e55920f0d9bc6fc1fbc89b1560f2b10", "class_name": "RelatedNodeInfo"}}, "text": "The backbone of its public transport network is the Toronto subway system, which includes three heavy-rail rapid transit lines spanning the city, including the U-shaped Line 1, east\u2013west Line 2, and the short east\u2013west Line 4 with Line 1 extending as far beyond city limits as Vaughan Metropolitan Centre.\r\n\r\nThe TTC also operates an extensive network of buses and streetcars, with the latter serving the downtown core and buses serving many parts of the city not served by the sparse subway network. TTC buses and streetcars use the same fare system as the subway, and many subway stations offer a fare-paid area for transfers between rail and surface vehicles.\r\n\r\nThere have been numerous plans to extend the subway and implement light-rail lines, but budgetary concerns have thwarted many efforts. By November 2011, construction on Line 5 Eglinton began. Line 5 is scheduled to finish construction by 2024. In 2015, the Ontario government promised to fund Line 6 Finch West, which is to be completed by 2024. In 2019, the Government of Ontario released a transit plan for the Greater Toronto Area which includes a new 16-kilometre (9.9 mi) Ontario Line, Line 1 extension to Richmond Hill Centre, a Line 2 extension to Sheppard Avenue / McCowan Road to replace Line 3, and an extension for Line 5 Eglinton to Toronto Pearson Airport.Toronto's century-old Union Station is also getting a major renovation and upgrade which would be able to accommodate more rail traffic from GO Transit, Via Rail, UP Express and Amtrak. Construction on a new Union Station Bus Terminal is also in the works with an expected completion in 2020. Toronto's public transit network also connects to other municipal networks such as York Region Transit, Viva, Durham Region Transit, Brampton Transit, and MiWay.\r\nThe Government of Ontario operates a regional rail and bus transit system called GO Transit in the Greater Toronto Area. GO Transit carries over 250,000 passengers every weekday (2013) and 57 million annually, with a majority of them travelling to or from Union Station. Metrolinx is currently implementing Regional Express Rail into its GO Transit network and plans to electrify many of its rail lines by 2030.\r\n\r\n\r\n=== Intercity transportation ===\r\nToronto Union Station serves as a hub for VIA Rail's intercity services in Central Canada and includes services to various parts of Ontario, Corridor services to Montreal and national capital Ottawa, and long-distance services to Vancouver and New York City.GO Transit provides intercity bus services from the Union Station Bus Terminal and other bus terminals in the city to destinations within the Golden Horseshoe. Long-distance intercity coach services by multiple companies also operated from the Union Station Bus Terminal and provide a network of services to further cities in Ontario, neighbouring provinces, and the United States. The Toronto Coach Terminal formerly served as the city's intercity coach hub from 1931 to 2021, when the terminal was decommissioned.\r\n\r\n\r\n=== Airports ===\r\nCanada's busiest airport, Toronto Pearson International Airport (IATA: YYZ), straddles the city's western boundary with the suburban city of Mississauga. The Union Pearson Express (UP Express) train service provides a direct link between Pearson International and Union Station. It began carrying passengers in June 2015.Limited commercial and passenger service to nearby destinations in Canada and the United States is offered from the Billy Bishop Toronto City Airport (IATA: YTZ) on the Toronto Islands, southwest of downtown. Buttonville Municipal Airport (IATA: YKZ) in Markham provides general aviation facilities. Downsview Airport (IATA: YZD), near the city's north end, is owned by de Havilland Canada and serves the Bombardier Aviation aircraft factory.\r\nWithin a few hours' drive, Hamilton's John C. Munro International Airport (IATA: YHM) and Buffalo's Buffalo Niagara International Airport (IATA: BUF) serve as alternate airports for the Toronto area in addition to serving their respective cities. A secondary international airport, to be located northeast of Toronto in Pickering, has been planned by the Government of Canada.\r\n\r\n\r\n=== Streets and highways ===\r\nThe grid of major city streets was laid out by a concession road system, in which major arterial roads are 6,600 ft (2.0 km) apart (with some exceptions, particularly in Scarborough and Etobicoke, as they used a different survey). Major east-west arterial roads are generally parallel with the Lake Ontario shoreline, and major north\u2013south arterial roads are roughly perpendicular to the shoreline, though slightly angled north of Eglinton Avenue. This arrangement is sometimes broken by geographical accidents, most notably the Don River ravines. Toronto's grid north is approximately 18.5\u00b0 to the west of true north.", "start_char_idx": 75675, "end_char_idx": 80509, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}, "b59a70ba-19f9-4656-957d-64c4de66aed1": {"__data__": {"id_": "b59a70ba-19f9-4656-957d-64c4de66aed1", "embedding": null, "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "2daa9106-22d2-41aa-9469-7f137f09fcbe", "node_type": "4", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "cc8dd5c8bd9ccd15e7be5b3beef842c5b34bdb26b77c394be7bba198f8613195", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "e7d267bf-af34-4e46-9d95-b331919048f8", "node_type": "1", "metadata": {"file_path": "data\\Toronto.txt", "file_name": "Toronto.txt", "file_type": "text/plain", "file_size": 82128, "creation_date": "2024-04-04", "last_modified_date": "2024-04-04"}, "hash": "9fed64730f1c131d6bacf6cd18668e996d22f92ede75c6b76f8a8eadcb16a034", "class_name": "RelatedNodeInfo"}}, "text": "A secondary international airport, to be located northeast of Toronto in Pickering, has been planned by the Government of Canada.\r\n\r\n\r\n=== Streets and highways ===\r\nThe grid of major city streets was laid out by a concession road system, in which major arterial roads are 6,600 ft (2.0 km) apart (with some exceptions, particularly in Scarborough and Etobicoke, as they used a different survey). Major east-west arterial roads are generally parallel with the Lake Ontario shoreline, and major north\u2013south arterial roads are roughly perpendicular to the shoreline, though slightly angled north of Eglinton Avenue. This arrangement is sometimes broken by geographical accidents, most notably the Don River ravines. Toronto's grid north is approximately 18.5\u00b0 to the west of true north. Many arterials, particularly north\u2013south ones, due to the city originally being within the former York County, continue beyond the city into the 905 suburbs and further into the rural countryside.\r\nThere are several municipal expressways and provincial highways that serve Toronto and the Greater Toronto Area. In particular, Highway 401 bisects the city from west to east, bypassing the downtown core. It is the busiest road in North America,\r\nand one of the busiest highways in the world. Other provincial highways include Highway 400, which connects the city with Northern Ontario and beyond and Highway 404, an extension of the Don Valley Parkway into the northern suburbs. The Queen Elizabeth Way (QEW), North America's first divided intercity highway, terminates at Toronto's western boundary and connects Toronto to Niagara Falls and Buffalo. The main municipal expressways in Toronto include the Gardiner Expressway, the Don Valley Parkway, and, to some extent, Allen Road. Toronto's traffic congestion is one of the highest in North America, and is the second highest in Canada after Vancouver.\r\n\r\n\r\n== Sister cities ==\r\n\r\n\r\n=== Partnership cities ===\r\n\r\n\r\n=== Friendship cities ===\r\n\r\n\r\n== Notable people ==\r\n\r\n\r\n== See also ==\r\nOutline of Toronto (extensive topic list)\r\nGreat Lakes megalopolis\r\nLargest cities in the Americas\r\nList of metropolitan areas in the Americas\r\n\r\n\r\n== Notes ==\r\n\r\n\r\n== References ==\r\n\r\n\r\n=== Bibliography ===\r\n\r\n\r\n== Further reading ==\r\n\r\n\r\n== External links ==\r\n\r\nOfficial website", "start_char_idx": 79726, "end_char_idx": 82029, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n", "class_name": "TextNode"}, "__type__": "1"}}, "docstore/metadata": {"44dea206-2f47-48dc-9500-cb4029ff6f49": {"doc_hash": "e9cad33bf614012c2459a82d3c1cab33abbf3959a8d2f2da651b817440ff0fd7", "ref_doc_id": 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\ No newline at end of file
diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Toronto/graph_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Toronto/graph_store.json"
new file mode 100755
index 0000000..9aab8ea
--- /dev/null
+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Toronto/graph_store.json"	
@@ -0,0 +1 @@
+{"graph_dict": {}}
\ No newline at end of file
diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Toronto/image__vector_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Toronto/image__vector_store.json"
new file mode 100755
index 0000000..8534c56
--- /dev/null
+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Toronto/image__vector_store.json"	
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Toronto/index_store.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Toronto/index_store.json"
new file mode 100755
index 0000000..7db9a99
--- /dev/null
+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/Toronto/index_store.json"	
@@ -0,0 +1 @@
+{"index_store/data": {"56255509-5ab9-4c1a-8b33-81bdf0668382": {"__type__": "vector_store", "__data__": "{\"index_id\": \"56255509-5ab9-4c1a-8b33-81bdf0668382\", \"summary\": null, \"nodes_dict\": {\"44dea206-2f47-48dc-9500-cb4029ff6f49\": \"44dea206-2f47-48dc-9500-cb4029ff6f49\", \"1d35dc7e-3f46-4999-a1e3-127de4f7e9f7\": \"1d35dc7e-3f46-4999-a1e3-127de4f7e9f7\", \"326b0e0c-58a9-4324-8103-6ea44fbc626f\": \"326b0e0c-58a9-4324-8103-6ea44fbc626f\", \"f01ab520-3bbf-4bce-b715-2290a7c6ed83\": \"f01ab520-3bbf-4bce-b715-2290a7c6ed83\", \"e852bb21-a9e8-4dd4-9418-cc08cfaee1d9\": \"e852bb21-a9e8-4dd4-9418-cc08cfaee1d9\", \"90419b4e-9d7a-4e53-abc5-d1beeb360857\": \"90419b4e-9d7a-4e53-abc5-d1beeb360857\", \"09df7ec5-8274-4779-acff-fc80407fda60\": \"09df7ec5-8274-4779-acff-fc80407fda60\", \"f6499ebe-f56c-4261-97ac-e43d2d84d9e5\": \"f6499ebe-f56c-4261-97ac-e43d2d84d9e5\", \"896e5684-2e68-4f99-af8d-44044fd77f62\": \"896e5684-2e68-4f99-af8d-44044fd77f62\", \"3b1146f7-2bda-4172-89d7-35a5c9251a9a\": \"3b1146f7-2bda-4172-89d7-35a5c9251a9a\", \"8ccaa85c-b1ef-4feb-888c-fc05354e6c11\": \"8ccaa85c-b1ef-4feb-888c-fc05354e6c11\", \"17f943df-b5f6-429e-86c7-33168950591e\": \"17f943df-b5f6-429e-86c7-33168950591e\", \"fcf79fc6-f493-46ad-bdea-1b3f6b61ea00\": \"fcf79fc6-f493-46ad-bdea-1b3f6b61ea00\", \"88ca6a43-7126-4901-889a-65122875b9ff\": \"88ca6a43-7126-4901-889a-65122875b9ff\", \"72e0eaea-98e5-4d38-97ee-7a6cef74b557\": \"72e0eaea-98e5-4d38-97ee-7a6cef74b557\", \"c4c068a0-d30e-47d1-918c-a9a527ca6074\": \"c4c068a0-d30e-47d1-918c-a9a527ca6074\", \"9bd38e31-8fdd-45f3-bca7-d27a2978304e\": \"9bd38e31-8fdd-45f3-bca7-d27a2978304e\", \"bcd4848c-0e90-48c0-8b92-ff8f20b55bbf\": \"bcd4848c-0e90-48c0-8b92-ff8f20b55bbf\", \"5b2a5933-cfbd-435a-b468-88bb6cb4e8b5\": \"5b2a5933-cfbd-435a-b468-88bb6cb4e8b5\", \"ba211f01-913b-4bd4-9f9b-8c5d6cf7c507\": \"ba211f01-913b-4bd4-9f9b-8c5d6cf7c507\", \"e7d267bf-af34-4e46-9d95-b331919048f8\": \"e7d267bf-af34-4e46-9d95-b331919048f8\", \"b59a70ba-19f9-4656-957d-64c4de66aed1\": \"b59a70ba-19f9-4656-957d-64c4de66aed1\"}, \"doc_id_dict\": {}, \"embeddings_dict\": {}}"}}}
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/\345\274\272\345\214\226\345\255\246\344\271\240\345\205\245\351\227\250\346\214\207\345\215\227.txt" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/\345\274\272\345\214\226\345\255\246\344\271\240\345\205\245\351\227\250\346\214\207\345\215\227.txt"
new file mode 100755
index 0000000..56e297d
--- /dev/null
+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/data/\345\274\272\345\214\226\345\255\246\344\271\240\345\205\245\351\227\250\346\214\207\345\215\227.txt"	
@@ -0,0 +1,372 @@
+B站的小伙伴们好
+我是蘑菇书一语二语二强化学习教程的作者之一王奇
+今天来有给大家带来一个强化学习的入门指南
+本次入门指南基于蘑菇书一语二语二强化学习教程
+本书的作者目前都是Dell会员成员
+也都是数学在读
+下面去介绍每个作者
+我是王奇
+目前就留于中国科研院大学
+引用方向是深度学习、静态视觉以及数据挖掘
+杨玉云目前就读于清华大学
+他的引用方向为
+时空数据挖掘、智能冲砍系统以及深度学习
+张记目前就读于北京大学
+他的引用方向为强化学习记忆人
+接下来开始正式的分享
+本次分享分为三部分
+第一部分
+为什么要学强化学习
+第二部分
+为什么要用本书来学
+第三部分
+这本书怎么学最高效
+首先讲一下为什么要学强化学习
+我们先聊一下强化学习的基本概念
+强化学习用来学习如何做出一系列好的决策
+而人工智能的基本挑战是
+学习在不确定的情况下做出好的决策
+这边我举个例子
+比如你想让一个小孩学会走路
+他就需要通过不断尝试来发现
+怎么走比较好
+怎么走比较快
+强化学习的交互过程可以通过这张图来表示
+强化学习由智能体和环境两部分组成
+在强化学习过程中
+智能体与环境一直在交互
+智能体在环境中获取某个状态后
+它会利用刚刚的状态输出一个动作
+这个动作也被称为决策
+然后这个动作会被环境中执行
+环境会根据智能体采取的动作
+来输出下一个状态
+以及当前这个动作带来的奖励
+整体它的目的呢
+就是尽可能的多的
+尽可能多的在环境中获取奖励
+强化学习的应用非常广泛
+比如说我们可以使用强化学习来玩游戏
+玩游戏的话可以玩这种电子游戏
+也可以玩这种围棋游戏
+围棋游戏中比较出名的一个
+强化学习的算法就是AlphaGo
+此外我们可以使用强化学习
+来控制机器人
+以及来实现助力交通
+另外还可以使用强化学习
+来更好地给我们做推进
+接下来就到第二部分
+也就是为什么要使用本书来学习强化学习
+这部分其实也是讲
+这个蘑菇书它出版的一些故事
+当时我在学习强化学习的时候
+搜集了一些资料
+然后我发现这些资料
+都有点灰色难懂
+并不是那么容易地上手
+于是我开始到网上
+搜索一些公开课来学习
+首先我搜索到的是
+李宏毅老师的一些公开课
+很多人就是入门深度学习
+和基学低门课
+其实就是李宏毅老师的课
+李宏毅老师的课
+李宏毅老师的基础学习和深度学习公开课
+在编上有很高的播放量
+于是我搜索了李宏毅老师的强化学习课
+这门课叫顺强化学习
+这门课跟以往的李宏毅老师的
+课人的风格都是一样的
+就是非常的生动有趣
+李宏毅老师经常会用
+玩亚达利游戏的例子来讲强化学习
+这样强化学你就变得通透易懂
+然后就很多人都会
+把这门课作为自己的强化学习入门课
+这边我们念出了一些
+就是观众的一些好评
+比如说这边观众说
+国内这个讲得最好了
+然后李宏毅老师讲得真厉害
+还有这个评论比较搞笑
+这个视频每天晚上都有
+几个到十几个人在看
+因此我们可以发现
+这门课还是非常受人欢迎的
+后来我发现李宏毅老师的课
+不是那么全面
+他的课主要集中于讲解
+迅速强化学算法
+而忽略了全球强化学算法
+以及一些比较前沿的强化学算法
+因此我开始
+到网上搜索其他的强化学公开课
+当时是搜索到了
+周博恩老师的强化学纲要
+周博恩老师是
+人文智能底层的一个顶尖学者
+他在人文智能底层会议
+亲爱发表了五十余篇学术论文
+然后论文的作用量超过一万次
+周博恩老师的这门强化学纲要课
+就是理论严谨
+然后内容丰富
+全面的教训介绍了强化学领域
+并有相关代码实践
+在学习完
+女红衣和周博恩老师两门强化学课以后
+我发现还是有一点不足
+就是代码的实践还偏少
+于是我在网上搜索其他的强化学课
+当时就搜索了李克强老师的一个
+叫试验冠军代理丛林实践强化学习这门课
+这门课有个特别突出的优点
+就是实战性强
+突兵课只能会使用单单的代码来讲解强化学习
+这边也有很多好评
+有了这三门课以后
+我发现这三门课
+通过这些公开课来进学的话
+有些优点但也有缺点
+优点的话就是这些课都是非常经典的一些公开课
+然后他们这些课的这些老师
+也都是人文领域的一些大流
+然后他们的播放量非常高
+就比较受欢迎
+但是这些课呢也会存在一些问题
+就用这些公开课来进学的课会存在一些问题
+比如说它不便于实际的查询
+然后对于一些重点的知识点它会缺乏一些讲解
+此外这些知识点比较分散
+就每个老师他讲的知识点各有侧重
+此外就是视频的扩弱化比较严重
+因此基于这三门公开课
+就是我和杨亦远和江静
+三个DDR成员
+对这些三门课的内容进行整合补充优化
+然后写出了这本教材叫
+Easy IR 强化域教程
+这本教程当时是在
+一开始是在Github上发布的
+然后Github上呢当时发完以后
+就是有很多好评
+比如这边
+比如说有人的同学就说
+昨天非常棒
+超越有帮助感谢博主
+然后等等等等
+然后目前这本书对应的那个Github仓库的
+start数已经达48k
+然后
+它的增长就是它的
+start数的一个增长曲线
+也是曾经上升的一个态势
+后来我们在DataWare举办了一次组队学习
+然后组队学习的那个教材呢
+就是以我们这本书的
+Github的那个在线版
+作为一个教材
+在组队学习结束以后
+然后也是有很多的
+来自世界各地的学习的小伙伴
+给出好评
+比如这边我就
+列出了一个小伙伴的好评
+然后因为在Github上有很多的读者
+会通过issue来给我们反馈
+比如说他们会觉得我们来的地方
+翻译来电会有些问题
+他们会直接列出来
+然后我们也会给他们及时的反馈
+然后对我们的教程进行优化
+后来我们初入以后
+有幸得到了七位强行学习领域
+大开的亲笔推荐
+比如说台湾大学的宁欧英老师
+周伯伦老师以及李克强老师
+还有比如清华的宁生梦老师
+汪峥老师张伟老师
+胡玉静老师等等
+然后这边我们列出了
+宁欧英老师的一个推荐语
+因为我觉得宁欧英老师的
+推荐语非常的有趣
+比如他说
+他当时看到我们这个
+伊丽艾尔这本书的时候
+他第一个想法是
+这成员把强化学习的知识整理得真好
+不仅有理论说明
+还加上了诚实实力
+同学们以后可以直接阅读这份教程
+这样我以后上课
+就不用再讲强化学习的部分了
+可以发现宁欧英对我们
+这本书还是挺认可的
+然后再来讲一个问题
+这本书为什么叫蘑菇书呢
+难道是因为作者都是吃货
+之前有一本西瓜书
+还有一本南瓜书
+然后作为一个吃货的话
+还有一个传承一下叫蘑菇书
+就吃完西瓜南瓜再来热蘑菇
+但其实并不是
+蘑菇书真的寓意是玛里奥
+大家如果玩过超级玛里奥游戏
+就知道玛里奥吃了蘑菇以后
+会变得更加强大
+然后我们也希望读者
+在吃下这个蘑菇书以后
+能够养有兴致的探索强化学习
+然后像玛里奥那样越强大
+然后进而在人工智能领域里面
+获得一些奇葩收获
+这边我们放出了一个小彩蛋
+就是我们的作者之一杨亦远
+跟宁欧英老师的一个意外接触
+当时杨亦远在参加一个顶位的时候
+发现宁欧英老师也在参会者名单里面
+他给宁欧英老师发了封邮件
+介绍了我们当时GitHub的开源教程
+然后非常惊喜的就是
+宁欧英老师很快地给出了回信
+然后也是对我们这个教程给出了好评
+这边列出了蘑菇书获得的一些荣誉
+比如说人民邮件出版社的季度好书
+然后日读期期间
+当当计算机期中网的第一名
+然后上市时间以后
+获得的就是京东人工智能榜的第一名
+全网的推文阅读量破十万
+然后目前清华大学李淑木教授
+小米NLP首位科学家王斌老师
+以及百度高级研发工程师李克强老师
+还有一些等20家的一个大咖公众号
+以及微博大V社区他们进行的一个转发推荐
+然后这个也被推荐到华为电影大学的一个保定图书馆
+蘑菇书全书一共13章可以分两部分
+第一部分他介绍了强学的基础知识
+以及传统的强化学习算法
+第二部分他介绍了
+适用强化学习算法
+以及常见问题的解决方法
+咱们这本书还有一些突出的特点
+比如第一点
+我们会利用一些简单生动的例子来解释强化学概念
+比如说我们可以用这个玩视频游戏
+以及下围棋的例子
+来对强化学的一些基本概念做出解释
+然后还有一些其他特点
+比如说我们会对专业的一些公式
+进行详细的推导和分析
+这边我们以这个比尔曼方程的
+这个推导过程的例子
+我们会一步一步的把这个推导过程念出来
+不会跳步走
+然后此外呢
+我们还会对一些
+可能大家比较难以理解的地方
+我们会加入一些注解
+通过这些注解
+我们会让大家更容易理解一些相关的概念
+此外本书配有对应的一个观念词
+习题和面试题
+当读者读完一章以后
+大家可以通过观念词来快速的掌握重点
+然后一个通过习题和面试题
+来巩固对知识的理解
+然后这个习题和面试题
+也方便大家的一个程度补缺
+然后最后呢
+我们会有对应的代码实战
+大家学完这个理论以后
+还要通过动手来把这个代码进行
+来把这个算法进行一个实践
+就是大家把这个算法进行实践以后
+大家才算对这个算法
+有一个比较深入了解
+接下来到最后一部分
+叫这本书怎么学比较高效
+第一个
+当然你可以把这本书
+作为三门公开课的一个必要教材
+就是当你在看这三门课的时候
+如果你发现有哪些概念不是很清楚的情况下
+你是可以直接翻到
+本书对应的知识点进行学习
+当然本书也是完全图形于三门教材的
+大家可以直接预读本书进行学习
+本书在GitHub上面
+配有对应的代码
+这个代码也会适宜的更新
+大家如果只是想很快的
+把这个算法给应用上
+大家可以直接去GitHub上
+跑对应的代码
+此外本书还有相关的一个刊物和修订
+这些刊物和修订
+也会根据大家的反馈的一些意见
+进行一些适宜的更新
+然后这边也要讲一下
+本书它在GitHub有个叫PK版
+然后它还有这种纸质书的版本叫纸质版
+它们有什么区别呢
+就GitHub的那种PK版本是本书的一个初稿
+然后在本书的作者已经憋进来
+不断的修改中
+我们最后有了纸质版
+大家看到我们
+对这个PK版本里面有了大量的修订
+所以说纸质书的一个质量
+相对于PK版本是要高不少的
+讲到这里大家可能会有疑问
+可能是如果我目前我涉及的工作
+不涉及到强化学习
+那我还有必要学强化学习吗
+对于这个问题我想用乔布斯的观点
+叫黏生命的点
+或者叫应用相连
+这边就举一下乔布斯他本人的例子
+乔布斯当时在大学学了一门书法课
+这门课在很多人眼里都是没有用处的
+而乔布斯他本人也是出于兴趣
+才学这门课
+他也没有对这门课抱有很大的期望
+但是后来发现他这门课
+在设计苹果电脑字体的时候
+取到了极大作用
+如果乔布斯当时没有学这门课的话
+大家可能就看不到
+苹果电脑中这些优美丰富赏意悦目的字体
+而对强化学习来说
+强化学习这种应用非常广泛的技术
+即使现在可能跟你的工作没有很大关联
+但说不定某一天
+可能你的工作就要涉及到相关的
+涉及到强化学习
+这时候如果你在之前
+对强化学习有一个基本了解
+或者说入门的强化学习
+这时候可能对你的工作
+会起到一个意想不到的助理
+最后我们念出了蘑菇书
+在京东以及档案的一个购买的链接
+以及对应的二维码
+然后大家可以在这两个
+可以在京东和档案上
+购买对应的直述进行学习
+然后我们念一下slogan
+就是我们这本书的一个标语
+标语叫EAR
+像柴蘑菇一样轻松入门强化学习
+然后这个标语
+也代表了我们作者的编写这本书的一个目的
+就想让大家学习强化学习的时候
+更加轻松
+不要像当时作者学习强化学习那样
+有很多的困难
+然后最后祝大家都能够轻松入门强化学习
+然后学习强化学习的过程都很顺利
diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/face.pdf" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/face.pdf"
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diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/llamaindex-advancedRAG01.ipynb" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/llamaindex-advancedRAG01.ipynb"
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@@ -0,0 +1,6026 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "505a940f-80d8-49e2-8be2-2da687b9fc88",
+   "metadata": {},
+   "source": [
+    "# Llama-Index-advancedRAG\n",
+    "\n",
+    "Llama-Index的核心组件主要由一下这几个组件组成：\n",
+    "- 向量存储索引（VectorStoreIndex）**：用于存储文档的向量表示，以便快速检索。\n",
+    "- 摘要索引（SummaryIndex）**：存储文档的摘要信息，提供快速预览和检索。\n",
+    "- 对象索引（ObjectIndex）**：索引文档中的具体对象或实体，以便进行详细的信息检索。\n",
+    "- 查询引擎工具（QueryEngineTool）**：提供强大的查询处理能力，支持复杂的检索任务。\n",
+    "- OpenAI代理（OpenAIAgent）**：集成OpenAI技术，增强生成能力和智能交互。\n",
+    "- FnRetrieverOpenAI代理（FnRetrieverOpenAIAgent）**：结合检索与生成的功能，提供更丰富的用户体验。\n",
+    "\n",
+    "- 可以简单跑下如下示例，感受一下llamaindex，\n",
+    "  # 以下llamaindex基于当前2024年四月最新版本-V0.10.26"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "332ca805-6244-4953-a959-863faa71f7fa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "os.environ['OPENAI_API_KEY'] = \"sk-你的sk\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "01573f8a-0449-4cf3-ad13-926cdb27faa4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from llama_index.core import VectorStoreIndex, SimpleDirectoryReader\n",
+    "\n",
+    "documents = SimpleDirectoryReader('.\\\\data').load_data()\n",
+    "index = VectorStoreIndex.from_documents(documents)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "d72a506a-074b-47fa-a9b5-0e20d7b4a05a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "There is no information or mention of \"王奇\" in the provided context.\n"
+     ]
+    }
+   ],
+   "source": [
+    "query_engine = index.as_query_engine()\n",
+    "response = query_engine.query(\"王奇\")\n",
+    "print(response)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "d14f121a-6479-4a0d-aae9-8320fdbc4b40",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "王奇是本书的作者之一，他在书中提到了乔布斯的例子，强调了学习强化学习的重要性，并分享了乔布斯在大学学习书法课的经历。\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os.path\n",
+    "from llama_index.core import (\n",
+    "    VectorStoreIndex,\n",
+    "    SimpleDirectoryReader,\n",
+    "    StorageContext,\n",
+    "    load_index_from_storage,\n",
+    ")\n",
+    "\n",
+    "# check if storage already exists\n",
+    "PERSIST_DIR = \"./storage\"\n",
+    "if not os.path.exists(PERSIST_DIR):\n",
+    "    # load the documents and create the index\n",
+    "    documents = SimpleDirectoryReader(\"data\").load_data()\n",
+    "    index = VectorStoreIndex.from_documents(documents)\n",
+    "    # store it for later\n",
+    "    index.storage_context.persist(persist_dir=PERSIST_DIR)\n",
+    "else:\n",
+    "    # load the existing index\n",
+    "    storage_context = StorageContext.from_defaults(persist_dir=PERSIST_DIR)\n",
+    "    index = load_index_from_storage(storage_context)\n",
+    "\n",
+    "# Either way we can now query the index\n",
+    "query_engine = index.as_query_engine()\n",
+    "response = query_engine.query(\"说一下王奇\")\n",
+    "print(response)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "89e5fac1-1328-4361-93ca-b7ca57dd825b",
+   "metadata": {},
+   "source": [
+    "# advanced RAG\n",
+    "\n",
+    "## 一、Rag fusion\n",
+    "\n",
+    "### 1、背景\n",
+    "\n",
+    "​       传统Rag技术能够降低大模型的幻觉并且结合最新的文档知识来进行回答,这种技术的出现，为人工智能和搜索领域带来了一场革命，它通过结合向量检索与生成算法的能力，实现了一种全新的交互方式。尽管如此，这项创新技术也存在一些挑战。因此需要引入高级Rag技术\n",
+    "\n",
+    "​       在RAG的框架下，搜索环节不可或缺，这一环节本身却面临着诸多难题：提升向量召回的精确度可以结合传统的BM25算法和向量检索技术来共同完成搜索任务。然而，即便如此，有时期望的结果仍可能未被检索到。\n",
+    "\n",
+    "​        在这样的背景下，我们可以从传统搜广推技术中汲取灵感，寻求可能的改进空间。在实际的检索操作之前，有一个关键步骤是查询词处理与文本理解，这一步也可以运用众多自然语言处理（NLP）技术，如分词、命名实体识别（NER）、同义词处理、词项权重分配、意图识别以及查询词的改写等一系列复杂的NLP任务，现在通过大模型，我们可以相对方便的运用上述方式来增强检索信息的丰富性，从而提高搜索的准确性。\n",
+    "\n",
+    "​        那么怎么利用大语言模型来优化查询词处理与文本理解这一关键步骤呢，接下来，我会先介绍的基本的RAG-Fusion技术，这种技术正是基于llm对查询query进行改写，来增强检索信息。并且后面还会着重介绍llamaindex实现的几种改进的RAG-Fusion技术。\n",
+    "\n",
+    "### 2.Rag fusion\n",
+    "\n",
+    "​       RAG-fusion 简而言之就是生成多个用户查询并对结果重新排序利用倒数排名融合(RRF)和自定义向量得分加权来获得全面、准确的结果。首先利用 LLM 把用户原始查询query翻译成成N个不同但是语义相似的查询query，然后分别进行检索，接着将这多路召回的结果重排生成结果。\n",
+    "如下图所示：\n",
+    "\n",
+    "![rrfsample](.\\rrfsample.png)\n",
+    "\n",
+    "\n",
+    "\n",
+    "下面再简单介绍一下倒数排序融合：\n",
+    "\n",
+    "倒数排序融合（Reciprocal Rank Fusion, RRF）是一种用于融合多个搜索系统或检索系统结果的方法，旨在通过综合多个排名列表来提高信息检索的准确性和效果。这种方法基于一个简单的原理，即假设所有系统的输出都是有价值的，而且对每个系统的贡献给予平等的重视。RRF特别适合于那些需要从不同数据源或搜索引擎中获取信息并将其整合为单一结果列表的场景，例如学术文献搜索、元搜索引擎等。\n",
+    "\n",
+    "### RRF的工作原理\n",
+    "\n",
+    "倒数排序融合通过为每个检索结果分配一个基于其在各个系统中排名的倒数得分来工作。然后，对同一结果的所有得分进行汇总，得到一个综合得分，最后根据这些综合得分对所有结果重新排序，以产生最终的融合结果列表。\n",
+    "\n",
+    "RRF的基本公式为：\n",
+    "$$\n",
+    "RRF(S) = \\sum_{i=1}^{N} \\frac{1}{k + rank_i(S)}\n",
+    "$$\n",
+    "\n",
+    "- 其中，*S*代表某个具体的搜索结果。\n",
+    "- rank*i*(*S*)是搜索结果S*在第i*个系统中的排名。\n",
+    "- *N*是系统的总数。\n",
+    "- *k*是一个常数，用于调整排名的权重（通常设置为60）。\n",
+    "\n",
+    "### 示例\n",
+    "\n",
+    "假设我们有两个搜索系统（A和B），并对同一个查询请求产生了结果。我们想要使用RRF方法来融合这两个系统的结果。以下是每个系统返回的前三个结果及其排名：\n",
+    "\n",
+    "- **系统A的结果**:\n",
+    "  - 文档1: 排名1\n",
+    "  - 文档2: 排名2\n",
+    "  - 文档3: 排名3\n",
+    "- **系统B的结果**:\n",
+    "  - 文档2: 排名1\n",
+    "  - 文档1: 排名2\n",
+    "  - 文档4: 排名3\n",
+    "\n",
+    "我们假设*k*=60，根据RRF公式计算每个文档的融合得分。\n",
+    "\n",
+    "- **文档1的得分**: 1/(60+1)+1/(60+2)==0.03265\n",
+    "- **文档2的得分**: 1/(60+2)+1/(60+1)==0.03265\n",
+    "- **文档3的得分**: 1/(60+3)==0.01613\n",
+    "- **文档4的得分**: 1/(60+3)==0.01613\n",
+    "\n",
+    "最后，我们根据这些融合得分对文档进行重新排序。在这个例子中，文档1和文档2有相同的最高得分，因此它们将共享最高排名位置。文档3和文档4的得分较低，它们将排在后面。"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0db5a896-2c80-461a-8091-48ced84d8f73",
+   "metadata": {},
+   "source": [
+    "## 01.下面会用llama-index进行实操，首先构建一个字典，包含文件的八个标准问答对，key是问题，value是期望rag的答案"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "887f555b-42e5-4c7c-a45d-25e3b6a32947",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "qna_dict = {\n",
+    "        \"介绍下SVM算法\": \"是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感知机\",\n",
+    "        \"用通俗的语言介绍下强化学习\": \"监督学习的特点是有一个“老师”来“监督”我们，告诉我们正确的结果是什么。在我们在小的时候，会有老师来教我们，本质上监督学习是一种知识的传递，但不能发现新的知识。对于人类整体而言，真正（甚至唯一）的知识来源是实践——也就是强化学习。比如神农尝百草，最早人类并不知道哪些草能治病，但是通\\过尝试，就能学到新的知识。学习与决策者被称为智能体，与智能体交互的部分则称为环境。智能体与环境不断进行交互，具体而言，这一交互的过程可以看做是多个时刻，每一时刻，智能体根据环境的状态，依据一定的策略选择一个动作（这里的策略指的是从环境状态到智能体动作或者动作概率之间的映射），然后环境依据一定的状态转移概率转移到下一个状态，与此同时根据此时状态的好坏反馈给智能体一个奖励。智能体可以根据环境的反馈调整其策略，然后继续在环境中探索，最终学习到一个能够获得最多奖励的最优策略\",\n",
+    "        \"BN 和 LN 区别\": \"Batch Normalization 是对这批样本的同一维度特征做归一化， Layer Normalization 是对这单个样本的所有维度特征做归一化。区别：LN 中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN 中则针对不同神经元输入计算均值和方差，同一个 batch 中的输入拥有相同的均值和方差。所以，LN 不依赖于batch 的大小和输入 sequence 的长度，因此可以用于 batchsize 为 1 和 RNN 中 sequence 的 normalize 操作。\",\n",
+    "        \"讲讲self attention\": \"Self Attention 与传统的 Attention 机制非常的不同：传统的 Attention 是基于 source 端和 target 端的隐变量（hidden state）计算 Attention 的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但Self Attention 不同，它分别在 source 端和 target 端进行，仅与 source input 或者 target input 自身相关的 Self Attention，捕捉 source 端或 target 端自身的词与词之间的依赖关系；然后再把 source 端的得到的self Attention 加入到 target 端得到的 Attention 中，捕捉 source 端和 target 端词与词之间的依赖关系。因此，self Attention Attention 比传统的 Attention mechanism 效果要好，主要原因之一是，传统的Attention 机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，self Attention 可以不仅可以得到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系\",\n",
+    "        \"Bert 的预训练过程\": \"Bert 的预训练主要包含两个任务，MLM 和 NSP，Masked Language Model 任务可以理解为完形填空，随机 mask 每一个句子中 15%的词，用其上下文来做预测；Next Sentence Prediction 任务选择一些句子对 A 与 B，其中 50%的数据 B 是 A 的下一条句子，剩余 50%的数据 B 是语料库中随机选择的，学习其中的相关性。BERT 预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的 Loss 相加。\",\n",
+    "        \"GPT 与 Bert 的区别\": \"GPT 是单向模型，无法利用上下文信息，只能利用上文；而 BERT 是双向模型。GPT 是基于自回归模型，可以应用在 NLU 和 NLG 两大任务，而原生的 BERT 采用的基于自编码模型，只能完成 NLU 任务，无法直接应用在文本生成上面。\",\n",
+    "        \"pca 属于有监督还是无监督\": \"PCA 按有监督和无监督划分应该属于无监督学习，所以数据集有无 y 并不重要，只是改变样本 X 的属性(特征)维度。\",\n",
+    "        \"介绍 transformer 算法\": \"Transformer 本身是一个典型的 encoder-decoder 模型，Encoder 端和 Decoder 端均有 6 个 Block，Encoder 端的 Block 包括两个模块，多头 self-attention 模块以及一个前馈神经网络模块；Decoder 端的Block 包括三个模块，多头 self-attention 模块，多头 Encoder-Decoder attention 交互模块，以及一个前馈神经网络模块；需要注意：Encoder 端和 Decoder 端中的每个模块都有残差层和 Layer Normalization层。\",\n",
+    "    }"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "df9f4580-fb34-4936-87b1-61cd0af1e491",
+   "metadata": {},
+   "source": [
+    "## 02.然后构建评估prompt和评估函数：\n",
+    "### 意在让大模型判断生成的结果和期望的结果是否含义一致，在下面使用各种advanecd-rag方法时会经常调用， 主要使用Llama Packs，Llama Packs是对llamaindex的更加高级的封装，几行代码实现各种高级RAG，如果想看具体的流程也可以直接进入github查看源码"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "3f1fcd4c-75dc-4c77-aeb2-3a99241d7392",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from llama_index.core.prompts import PromptTemplate\n",
+    "import re\n",
+    "import nest_asyncio\n",
+    "nest_asyncio.apply()\n",
+    "eval_template = PromptTemplate(\"\"\"\n",
+    "            输入:\n",
+    "            Question: {question}\n",
+    "            LLM-Answer: {llm_answer}\n",
+    "            Expected-Answer: {expected_answer}\n",
+    "\n",
+    "            任务:\n",
+    "            比较LLM-Answer和Expected-Answer，确定它们是否传达类似的含义。\n",
+    "\n",
+    "            输出:\n",
+    "            意思一致：如果LLM-Answer和Expected-Answer传达类似的含义。 \n",
+    "            意思不同：如果LLM-Answer和Expected-Answer传达完全不同的含义。\n",
+    "\n",
+    "            示例： \n",
+    "            Question：法国的首都是什么？ \n",
+    "            LLM-Answer: 巴黎 \n",
+    "            Expected-Answer: 光之城\n",
+    "\n",
+    "            输出:\n",
+    "            意思一致\"\"\")\n",
+    "    \n",
+    "def eval_llm_output(row, llm):\n",
+    "    ''' Eval llm_answer and expected_answer for the question with llm '''\n",
+    "    question = row['question']\n",
+    "    llm_answer = row['llm_answer']\n",
+    "    expected_answer = row['expected_answer']\n",
+    "    prompt_message = eval_template.format(question=question, llm_answer=llm_answer, expected_answer=expected_answer)\n",
+    "    answer = llm.complete(prompt_message).text\n",
+    "    return answer.strip()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "d4522679-4c1e-4ed1-b0d7-0590c626b97d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "from llama_index.llms.openai import OpenAI\n",
+    "\n",
+    "llm = OpenAI()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "93ffde0a-6e17-4a7c-b034-6e33ffe13692",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from llama_index.readers.file import PDFReader\n",
+    "from pathlib import Path\n",
+    "\n",
+    "loader = PDFReader()\n",
+    "documents = loader.load_data(\n",
+    "        file=Path(f\"face.pdf\")\n",
+    "    )\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "470b7f4b-900e-469c-b344-70967e16fa6e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "46"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#pdf的页数\n",
+    "len(documents)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "305c0f3d-b8ac-4307-9888-4fc67a8b092b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from llama_index.core.node_parser import SimpleNodeParser\n",
+    "node_parser = SimpleNodeParser.from_defaults()\n",
+    "nodes = node_parser.get_nodes_from_documents(documents)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "21a75793-9d7b-4f4c-8373-59462e3e2658",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "46"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(nodes)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6b115a79-a6e3-42f0-85e0-096451f69426",
+   "metadata": {},
+   "source": [
+    "## 混合融合检索HybridFusionRetriever: 原理类似原本的Rag-fusion\n",
+    "## 1 根据输入问题Query重写翻译为多个相似语义的Query\n",
+    "## 2-接着进行向量Embeding(vector)+关键词搜索(bm25 search)\n",
+    "    这里简单说一下bm25：\n",
+    "    BM25 是一种在信息检索领域广泛使用的排名函数，主要用于评估文档与用户查询之间的相关性。它是基于概率检索框架的一种改进，通过考虑查询中的词项在文档中的频率（Term Frequency, TF）以及在整个文档集合中的逆文档频率（Inverse Document Frequency, IDF）来计算。\n",
+    "### bm25\n",
+    "#### 词项频率 (TF)\n",
+    "词项在文档中出现的次数。BM25 对 TF 进行了饱和处理，以避免过分强调在文档中频繁出现的词项。\n",
+    "#### 逆文档频率 (IDF)\n",
+    "衡量一个词项在文档集合中的普遍重要性。如果一个词项在很多文档中都出现，则其 IDF 值会降低，反映其区分文档的能力较弱。\n",
+    "#### 文档长度归一化\n",
+    "文档的长度会影响词项频率的计算。BM25 通过文档长度归一化来防止长文档被过高估计相关性。\n",
+    "#### BM25 得分公式\n",
+    "BM25 的得分公式如下所示：\n",
+    "$$ \\text{Score}(D, Q) = \\sum_{i=1}^{n} IDF(q_i) \\cdot \\frac{f(q_i, D) \\cdot (k_1 + 1)}{f(q_i, D) + k_1 \\cdot (1 - b + b \\cdot \\frac{|D|}{\\text{avgdl}})} $$\n",
+    "其中：\n",
+    "- $ D $ 是文档，\n",
+    "- $ Q $ 是查询，\n",
+    "- $ q_i $ 是查询 $ Q $ 中的第 $ i $ 个词项，\n",
+    "- $ f(q_i, D) $ 是词项 $ q_i $ 在文档 $ D $ 中的频率，\n",
+    "- $ |D| $ 是文档 $ D $ 的长度，\n",
+    "- $ \\text{avgdl} $ 是文档集合中文档平均长度，\n",
+    "- $ k_1 $ 和 $ b $ 是可调的参数。\n",
+    "#### BM25 的优点\n",
+    "- **简单高效**：BM25 不需要复杂的预处理，计算速度快。\n",
+    "- **广泛应用**：由于其高效性，BM25 在工业界和学术界都有广泛应用。\n",
+    "## 3-接着用Reciprocal Rank Fusion(倒数排序融合)对搜索结果进行重排，选择topk结果输入llm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "4426c5aa-ea7f-466b-bb2e-fff2de5e0f46",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from llama_index.core.llama_pack import download_llama_pack\n",
+    "\n",
+    "HybridFusionRetrieverPack = download_llama_pack(\n",
+    "    \"HybridFusionRetrieverPack\",\n",
+    "    \"./hybrid_fusion_pack\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "2492bb01-6602-428a-a6c6-2c9e7b75a4f7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hybrid_fusion_pack = HybridFusionRetrieverPack(\n",
+    "    nodes, chunk_size=256, vector_similarity_top_k=2, bm25_similarity_top_k=2\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "b57074c5-d14c-4916-bbfc-9afdbdf269ee",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated queries:\n",
+      "1. SVM算法原理及应用领域介绍\n",
+      "2. SVM算法与其他机器学习算法的比较分析\n",
+      "3. SVM算法在数据挖掘和模式识别中的应用案例展示\n",
+      "Generated queries:\n",
+      "1. What is reinforcement learning explained in simple terms?\n",
+      "2. Easy explanation of reinforcement learning\n",
+      "3. Introduction to reinforcement learning in layman's terms\n",
+      "Generated queries:\n",
+      "1. BN vs LN comparison\n",
+      "2. What are the differences between BN and LN?\n",
+      "3. Features of BN and LN compared\n",
+      "Generated queries:\n",
+      "1. What is self attention in neural networks?\n",
+      "2. How does self attention improve natural language processing models?\n",
+      "3. Examples of self attention mechanisms in deep learning architectures.\n",
+      "Generated queries:\n",
+      "1. Bert 预训练模型的优势和劣势\n",
+      "2. Bert 预训练过程中使用的数据集\n",
+      "3. Bert 预训练模型的应用领域和效果\n",
+      "Generated queries:\n",
+      "1. GPT vs Bert: 什么是GPT和Bert，它们之间有什么区别？\n",
+      "2. GPT和Bert的不同之处是什么？\n",
+      "3. GPT和Bert在自然语言处理中有何异同？\n",
+      "Generated queries:\n",
+      "1. What is the difference between supervised and unsupervised learning in machine learning?\n",
+      "2. Examples of supervised learning algorithms in machine learning.\n",
+      "3. How does principal component analysis (PCA) work in unsupervised learning?\n",
+      "Generated queries:\n",
+      "1. Transformer算法原理介绍\n",
+      "2. Transformer算法应用领域\n",
+      "3. Transformer算法与其他深度学习算法比较\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import nest_asyncio\n",
+    "nest_asyncio.apply()\n",
+    "import os\n",
+    "from getpass import getpass\n",
+    "answers = {'question':[], 'llm_answer': [], 'expected_answer': []}\n",
+    "\n",
+    "for question in qna_dict.keys():\n",
+    "    expected_answer = qna_dict[question]\n",
+    "    # result\n",
+    "    response = hybrid_fusion_pack.run(question)\n",
+    "    answers['question'].append(question)\n",
+    "    answers['llm_answer'].append(response.response)\n",
+    "    answers['expected_answer'].append(expected_answer)\n",
+    "\n",
+    "answers_df = pd.DataFrame(answers)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "34ffd6e2-7196-432f-87bc-0fed28ed85e0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>question</th>\n",
+       "      <th>llm_answer</th>\n",
+       "      <th>expected_answer</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>介绍下SVM算法</td>\n",
+       "      <td>SVM is a binary classification model that defines the maximum margin linear classifier in the feature space. It distinguishes itself from the perceptron by maximizing the margin. SVM can be categorized into three types: linear separable SVM for linearly separable training data, linear SVM for data that is not linearly separable but approximately so, and non-linear SVM for data that is not linearly separable. The learning strategy of SVM involves maximizing the margin, which can be formalized as solving a convex quadratic programming problem or minimizing the regularized hinge loss function. The learning algorithm of SVM focuses on solving convex quadratic programming optimization. Additionally, the choice of kernel function in SVM includes Linear kernel for linearly separable cases and RBF kernel for non-linearly separable cases, with the latter requiring parameter tuning through methods like cross-validation.</td>\n",
+       "      <td>是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感知机</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>用通俗的语言介绍下强化学习</td>\n",
+       "      <td>强化学习是一种机器学习方法，通过代理程序在与环境的交互中学习如何做出一系列决策，以使得获得的累积奖励最大化。在这个过程中，代理程序会根据环境的反馈调整自己的行为，从而逐渐学会选择最优的行动策略。强化学习的目标是使代理程序能够在不断尝试和学习中获得最大的长期回报。</td>\n",
+       "      <td>监督学习的特点是有一个“老师”来“监督”我们，告诉我们正确的结果是什么。在我们在小的时候，会有老师来教我们，本质上监督学习是一种知识的传递，但不能发现新的知识。对于人类整体而言，真正（甚至唯一）的知识来源是实践——也就是强化学习。比如神农尝百草，最早人类并不知道哪些草能治病，但是通\\过尝试，就能学到新的知识。学习与决策者被称为智能体，与智能体交互的部分则称为环境。智能体与环境不断进行交互，具体而言，这一交互的过程可以看做是多个时刻，每一时刻，智能体根据环境的状态，依据一定的策略选择一个动作（这里的策略指的是从环境状态到智能体动作或者动作概率之间的映射），然后环境依据一定的状态转移概率转移到下一个状态，与此同时根据此时状态的好坏反馈给智能体一个奖励。智能体可以根据环境的反馈调整其策略，然后继续在环境中探索，最终学习到一个能够获得最多奖励的最优策略</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>BN 和 LN 区别</td>\n",
+       "      <td>BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样本的所有维度特征做归一化。LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。因此，LN不依赖于batch的大小和输入sequence的长度，可以用于batchsize为1和RNN中sequence的normalize操作。</td>\n",
+       "      <td>Batch Normalization 是对这批样本的同一维度特征做归一化， Layer Normalization 是对这单个样本的所有维度特征做归一化。区别：LN 中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN 中则针对不同神经元输入计算均值和方差，同一个 batch 中的输入拥有相同的均值和方差。所以，LN 不依赖于batch 的大小和输入 sequence 的长度，因此可以用于 batchsize 为 1 和 RNN 中 sequence 的 normalize 操作。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>讲讲self attention</td>\n",
+       "      <td>SelfAttention is a mechanism that differs significantly from traditional Attention. While traditional Attention calculates dependencies between hidden states of the source and target ends, SelfAttention operates separately on the source and target ends. It focuses solely on the self-relevance of the source or target input, capturing dependencies between words within the source or target end. The self-attention results from the source end are then incorporated into the attention obtained from the target end, capturing dependencies between words in both the source and target ends. This unique approach allows SelfAttention to capture dependencies not only between words in the source and target ends but also within the source or target end itself, making it more effective than traditional Attention mechanisms.</td>\n",
+       "      <td>Self Attention 与传统的 Attention 机制非常的不同：传统的 Attention 是基于 source 端和 target 端的隐变量（hidden state）计算 Attention 的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但Self Attention 不同，它分别在 source 端和 target 端进行，仅与 source input 或者 target input 自身相关的 Self Attention，捕捉 source 端或 target 端自身的词与词之间的依赖关系；然后再把 source 端的得到的self Attention 加入到 target 端得到的 Attention 中，捕捉 source 端和 target 端词与词之间的依赖关系。因此，self Attention Attention 比传统的 Attention mechanism 效果要好，主要原因之一是，传统的Attention 机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，self Attention 可以不仅可以得到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Bert 的预训练过程</td>\n",
+       "      <td>BERT的预训练过程使用了LAMB优化器，该优化器适用于小批量和大批量训练，并且不需要调整除学习率以外的其他超参数。通过LAMB优化器，BERT的预训练批量大小可以扩展到64K，而不会损失准确率，从而使BERT的训练过程可以在76分钟内完成。</td>\n",
+       "      <td>Bert 的预训练主要包含两个任务，MLM 和 NSP，Masked Language Model 任务可以理解为完形填空，随机 mask 每一个句子中 15%的词，用其上下文来做预测；Next Sentence Prediction 任务选择一些句子对 A 与 B，其中 50%的数据 B 是 A 的下一条句子，剩余 50%的数据 B 是语料库中随机选择的，学习其中的相关性。BERT 预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的 Loss 相加。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>GPT 与 Bert 的区别</td>\n",
+       "      <td>GPT是单向模型，只能利用上文信息，而BERT是双向模型，可以同时利用上下文信息。</td>\n",
+       "      <td>GPT 是单向模型，无法利用上下文信息，只能利用上文；而 BERT 是双向模型。GPT 是基于自回归模型，可以应用在 NLU 和 NLG 两大任务，而原生的 BERT 采用的基于自编码模型，只能完成 NLU 任务，无法直接应用在文本生成上面。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>pca 属于有监督还是无监督</td>\n",
+       "      <td>PCA belongs to unsupervised learning.</td>\n",
+       "      <td>PCA 按有监督和无监督划分应该属于无监督学习，所以数据集有无 y 并不重要，只是改变样本 X 的属性(特征)维度。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>介绍 transformer 算法</td>\n",
+       "      <td>Transformer算法是一个典型的encoder-decoder模型，其中包括Encoder端和Decoder端。Encoder端由多个Block组成，包括多头self-attention模块和前馈神经网络模块；Decoder端也由多个Block组成，包括多头self-attention模块、多头Encoder-Decoder attention交互模块和前馈神经网络模块。在Transformer中，每个模块都包含残差层和Layer Normalization层，用于提高模型的训练效果和准确性。</td>\n",
+       "      <td>Transformer 本身是一个典型的 encoder-decoder 模型，Encoder 端和 Decoder 端均有 6 个 Block，Encoder 端的 Block 包括两个模块，多头 self-attention 模块以及一个前馈神经网络模块；Decoder 端的Block 包括三个模块，多头 self-attention 模块，多头 Encoder-Decoder attention 交互模块，以及一个前馈神经网络模块；需要注意：Encoder 端和 Decoder 端中的每个模块都有残差层和 Layer Normalization层。</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            question  \\\n",
+       "0           介绍下SVM算法   \n",
+       "1      用通俗的语言介绍下强化学习   \n",
+       "2         BN 和 LN 区别   \n",
+       "3   讲讲self attention   \n",
+       "4        Bert 的预训练过程   \n",
+       "5     GPT 与 Bert 的区别   \n",
+       "6     pca 属于有监督还是无监督   \n",
+       "7  介绍 transformer 算法   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    llm_answer  \\\n",
+       "0  SVM is a binary classification model that defines the maximum margin linear classifier in the feature space. It distinguishes itself from the perceptron by maximizing the margin. SVM can be categorized into three types: linear separable SVM for linearly separable training data, linear SVM for data that is not linearly separable but approximately so, and non-linear SVM for data that is not linearly separable. The learning strategy of SVM involves maximizing the margin, which can be formalized as solving a convex quadratic programming problem or minimizing the regularized hinge loss function. The learning algorithm of SVM focuses on solving convex quadratic programming optimization. Additionally, the choice of kernel function in SVM includes Linear kernel for linearly separable cases and RBF kernel for non-linearly separable cases, with the latter requiring parameter tuning through methods like cross-validation.   \n",
+       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          强化学习是一种机器学习方法，通过代理程序在与环境的交互中学习如何做出一系列决策，以使得获得的累积奖励最大化。在这个过程中，代理程序会根据环境的反馈调整自己的行为，从而逐渐学会选择最优的行动策略。强化学习的目标是使代理程序能够在不断尝试和学习中获得最大的长期回报。   \n",
+       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样本的所有维度特征做归一化。LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。因此，LN不依赖于batch的大小和输入sequence的长度，可以用于batchsize为1和RNN中sequence的normalize操作。   \n",
+       "3                                                                                                            SelfAttention is a mechanism that differs significantly from traditional Attention. While traditional Attention calculates dependencies between hidden states of the source and target ends, SelfAttention operates separately on the source and target ends. It focuses solely on the self-relevance of the source or target input, capturing dependencies between words within the source or target end. The self-attention results from the source end are then incorporated into the attention obtained from the target end, capturing dependencies between words in both the source and target ends. This unique approach allows SelfAttention to capture dependencies not only between words in the source and target ends but also within the source or target end itself, making it more effective than traditional Attention mechanisms.   \n",
+       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    BERT的预训练过程使用了LAMB优化器，该优化器适用于小批量和大批量训练，并且不需要调整除学习率以外的其他超参数。通过LAMB优化器，BERT的预训练批量大小可以扩展到64K，而不会损失准确率，从而使BERT的训练过程可以在76分钟内完成。   \n",
+       "5                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    GPT是单向模型，只能利用上文信息，而BERT是双向模型，可以同时利用上下文信息。   \n",
+       "6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        PCA belongs to unsupervised learning.   \n",
+       "7                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 Transformer算法是一个典型的encoder-decoder模型，其中包括Encoder端和Decoder端。Encoder端由多个Block组成，包括多头self-attention模块和前馈神经网络模块；Decoder端也由多个Block组成，包括多头self-attention模块、多头Encoder-Decoder attention交互模块和前馈神经网络模块。在Transformer中，每个模块都包含残差层和Layer Normalization层，用于提高模型的训练效果和准确性。   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          expected_answer  \n",
+       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感知机  \n",
+       "1                                                                                                                                                               监督学习的特点是有一个“老师”来“监督”我们，告诉我们正确的结果是什么。在我们在小的时候，会有老师来教我们，本质上监督学习是一种知识的传递，但不能发现新的知识。对于人类整体而言，真正（甚至唯一）的知识来源是实践——也就是强化学习。比如神农尝百草，最早人类并不知道哪些草能治病，但是通\\过尝试，就能学到新的知识。学习与决策者被称为智能体，与智能体交互的部分则称为环境。智能体与环境不断进行交互，具体而言，这一交互的过程可以看做是多个时刻，每一时刻，智能体根据环境的状态，依据一定的策略选择一个动作（这里的策略指的是从环境状态到智能体动作或者动作概率之间的映射），然后环境依据一定的状态转移概率转移到下一个状态，与此同时根据此时状态的好坏反馈给智能体一个奖励。智能体可以根据环境的反馈调整其策略，然后继续在环境中探索，最终学习到一个能够获得最多奖励的最优策略  \n",
+       "2                                                                                                                                                                                                                                                                                        Batch Normalization 是对这批样本的同一维度特征做归一化， Layer Normalization 是对这单个样本的所有维度特征做归一化。区别：LN 中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN 中则针对不同神经元输入计算均值和方差，同一个 batch 中的输入拥有相同的均值和方差。所以，LN 不依赖于batch 的大小和输入 sequence 的长度，因此可以用于 batchsize 为 1 和 RNN 中 sequence 的 normalize 操作。  \n",
+       "3  Self Attention 与传统的 Attention 机制非常的不同：传统的 Attention 是基于 source 端和 target 端的隐变量（hidden state）计算 Attention 的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但Self Attention 不同，它分别在 source 端和 target 端进行，仅与 source input 或者 target input 自身相关的 Self Attention，捕捉 source 端或 target 端自身的词与词之间的依赖关系；然后再把 source 端的得到的self Attention 加入到 target 端得到的 Attention 中，捕捉 source 端和 target 端词与词之间的依赖关系。因此，self Attention Attention 比传统的 Attention mechanism 效果要好，主要原因之一是，传统的Attention 机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，self Attention 可以不仅可以得到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系  \n",
+       "4                                                                                                                                                                                                                                                                                                             Bert 的预训练主要包含两个任务，MLM 和 NSP，Masked Language Model 任务可以理解为完形填空，随机 mask 每一个句子中 15%的词，用其上下文来做预测；Next Sentence Prediction 任务选择一些句子对 A 与 B，其中 50%的数据 B 是 A 的下一条句子，剩余 50%的数据 B 是语料库中随机选择的，学习其中的相关性。BERT 预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的 Loss 相加。  \n",
+       "5                                                                                                                                                                                                                                                                                                                                                                                                                               GPT 是单向模型，无法利用上下文信息，只能利用上文；而 BERT 是双向模型。GPT 是基于自回归模型，可以应用在 NLU 和 NLG 两大任务，而原生的 BERT 采用的基于自编码模型，只能完成 NLU 任务，无法直接应用在文本生成上面。  \n",
+       "6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              PCA 按有监督和无监督划分应该属于无监督学习，所以数据集有无 y 并不重要，只是改变样本 X 的属性(特征)维度。  \n",
+       "7                                                                                                                                                                                                                                                                Transformer 本身是一个典型的 encoder-decoder 模型，Encoder 端和 Decoder 端均有 6 个 Block，Encoder 端的 Block 包括两个模块，多头 self-attention 模块以及一个前馈神经网络模块；Decoder 端的Block 包括三个模块，多头 self-attention 模块，多头 Encoder-Decoder attention 交互模块，以及一个前馈神经网络模块；需要注意：Encoder 端和 Decoder 端中的每个模块都有残差层和 Layer Normalization层。  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "with pd.option_context('display.max_colwidth', None):\n",
+    "    display(answers_df)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "27bcc5a3-5c9b-4ec2-8337-25c43f6d10a0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# eval llm-answer with expected-answer\n",
+    "answers_df['rag_eval_results'] = answers_df.apply(lambda r: eval_llm_output(r, llm), axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "4d2baf19-c2f3-4b62-a3eb-77984f6feb9f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>question</th>\n",
+       "      <th>llm_answer</th>\n",
+       "      <th>expected_answer</th>\n",
+       "      <th>rag_eval_results</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>介绍下SVM算法</td>\n",
+       "      <td>SVM is a binary classification model that defines the maximum margin linear classifier in the feature space. It distinguishes itself from the perceptron by maximizing the margin. SVM can be categorized into three types: linear separable SVM for linearly separable training data, linear SVM for data that is not linearly separable but approximately so, and non-linear SVM for data that is not linearly separable. The learning strategy of SVM involves maximizing the margin, which can be formalized as solving a convex quadratic programming problem or minimizing the regularized hinge loss function. The learning algorithm of SVM focuses on solving convex quadratic programming optimization. Additionally, the choice of kernel function in SVM includes Linear kernel for linearly separable cases and RBF kernel for non-linearly separable cases, with the latter requiring parameter tuning through methods like cross-validation.</td>\n",
+       "      <td>是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感知机</td>\n",
+       "      <td>意思一致。LLM-Answer和Expected-Answer都在介绍SVM算法是一种二分类模型，定义了特征空间上的最大间隔线性分类器。两者都提到了SVM通过最大化间隔来区分自己与感知机的不同之处。因此，它们传达的含义是类似的。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>用通俗的语言介绍下强化学习</td>\n",
+       "      <td>强化学习是一种机器学习方法，通过代理程序在与环境的交互中学习如何做出一系列决策，以使得获得的累积奖励最大化。在这个过程中，代理程序会根据环境的反馈调整自己的行为，从而逐渐学会选择最优的行动策略。强化学习的目标是使代理程序能够在不断尝试和学习中获得最大的长期回报。</td>\n",
+       "      <td>监督学习的特点是有一个“老师”来“监督”我们，告诉我们正确的结果是什么。在我们在小的时候，会有老师来教我们，本质上监督学习是一种知识的传递，但不能发现新的知识。对于人类整体而言，真正（甚至唯一）的知识来源是实践——也就是强化学习。比如神农尝百草，最早人类并不知道哪些草能治病，但是通\\过尝试，就能学到新的知识。学习与决策者被称为智能体，与智能体交互的部分则称为环境。智能体与环境不断进行交互，具体而言，这一交互的过程可以看做是多个时刻，每一时刻，智能体根据环境的状态，依据一定的策略选择一个动作（这里的策略指的是从环境状态到智能体动作或者动作概率之间的映射），然后环境依据一定的状态转移概率转移到下一个状态，与此同时根据此时状态的好坏反馈给智能体一个奖励。智能体可以根据环境的反馈调整其策略，然后继续在环境中探索，最终学习到一个能够获得最多奖励的最优策略</td>\n",
+       "      <td>意思不同</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>BN 和 LN 区别</td>\n",
+       "      <td>BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样本的所有维度特征做归一化。LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。因此，LN不依赖于batch的大小和输入sequence的长度，可以用于batchsize为1和RNN中sequence的normalize操作。</td>\n",
+       "      <td>Batch Normalization 是对这批样本的同一维度特征做归一化， Layer Normalization 是对这单个样本的所有维度特征做归一化。区别：LN 中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN 中则针对不同神经元输入计算均值和方差，同一个 batch 中的输入拥有相同的均值和方差。所以，LN 不依赖于batch 的大小和输入 sequence 的长度，因此可以用于 batchsize 为 1 和 RNN 中 sequence 的 normalize 操作。</td>\n",
+       "      <td>意思一致。LLM-Answer和Expected-Answer传达的含义是一致的，只是表达方式略有不同。都在解释BatchNormalization和LayerNormalization的区别，以及它们各自的特点。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>讲讲self attention</td>\n",
+       "      <td>SelfAttention is a mechanism that differs significantly from traditional Attention. While traditional Attention calculates dependencies between hidden states of the source and target ends, SelfAttention operates separately on the source and target ends. It focuses solely on the self-relevance of the source or target input, capturing dependencies between words within the source or target end. The self-attention results from the source end are then incorporated into the attention obtained from the target end, capturing dependencies between words in both the source and target ends. This unique approach allows SelfAttention to capture dependencies not only between words in the source and target ends but also within the source or target end itself, making it more effective than traditional Attention mechanisms.</td>\n",
+       "      <td>Self Attention 与传统的 Attention 机制非常的不同：传统的 Attention 是基于 source 端和 target 端的隐变量（hidden state）计算 Attention 的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但Self Attention 不同，它分别在 source 端和 target 端进行，仅与 source input 或者 target input 自身相关的 Self Attention，捕捉 source 端或 target 端自身的词与词之间的依赖关系；然后再把 source 端的得到的self Attention 加入到 target 端得到的 Attention 中，捕捉 source 端和 target 端词与词之间的依赖关系。因此，self Attention Attention 比传统的 Attention mechanism 效果要好，主要原因之一是，传统的Attention 机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，self Attention 可以不仅可以得到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系</td>\n",
+       "      <td>意思不同。LLM-Answer和Expected-Answer虽然都在讲Self Attention与传统Attention的区别，但表达方式和详细内容有所不同。LLM-Answer更加强调Self Attention的独特之处和优势，而Expected-Answer则更加详细地解释了Self Attention的工作原理和优势。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Bert 的预训练过程</td>\n",
+       "      <td>BERT的预训练过程使用了LAMB优化器，该优化器适用于小批量和大批量训练，并且不需要调整除学习率以外的其他超参数。通过LAMB优化器，BERT的预训练批量大小可以扩展到64K，而不会损失准确率，从而使BERT的训练过程可以在76分钟内完成。</td>\n",
+       "      <td>Bert 的预训练主要包含两个任务，MLM 和 NSP，Masked Language Model 任务可以理解为完形填空，随机 mask 每一个句子中 15%的词，用其上下文来做预测；Next Sentence Prediction 任务选择一些句子对 A 与 B，其中 50%的数据 B 是 A 的下一条句子，剩余 50%的数据 B 是语料库中随机选择的，学习其中的相关性。BERT 预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的 Loss 相加。</td>\n",
+       "      <td>意思不同</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>GPT 与 Bert 的区别</td>\n",
+       "      <td>GPT是单向模型，只能利用上文信息，而BERT是双向模型，可以同时利用上下文信息。</td>\n",
+       "      <td>GPT 是单向模型，无法利用上下文信息，只能利用上文；而 BERT 是双向模型。GPT 是基于自回归模型，可以应用在 NLU 和 NLG 两大任务，而原生的 BERT 采用的基于自编码模型，只能完成 NLU 任务，无法直接应用在文本生成上面。</td>\n",
+       "      <td>意思一致。LLM-Answer和Expected-Answer都指出了GPT是单向模型，无法利用上下文信息，只能利用上文；而BERT是双向模型。同时也提到了GPT是基于自回归模型，可以应用在NLU和NLG两大任务，而BERT是基于自编码模型，只能完成NLU任务，无法直接应用在文本生成上面。因此，它们传达的含义是相似的。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>pca 属于有监督还是无监督</td>\n",
+       "      <td>PCA belongs to unsupervised learning.</td>\n",
+       "      <td>PCA 按有监督和无监督划分应该属于无监督学习，所以数据集有无 y 并不重要，只是改变样本 X 的属性(特征)维度。</td>\n",
+       "      <td>意思一致。LLM-Answer和Expected-Answer都表明PCA属于无监督学习。虽然LLM-Answer没有提到数据集中y的重要性，但两者都强调了PCA是用来改变样本X的属性维度的。因此，它们传达的含义是类似的。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>介绍 transformer 算法</td>\n",
+       "      <td>Transformer算法是一个典型的encoder-decoder模型，其中包括Encoder端和Decoder端。Encoder端由多个Block组成，包括多头self-attention模块和前馈神经网络模块；Decoder端也由多个Block组成，包括多头self-attention模块、多头Encoder-Decoder attention交互模块和前馈神经网络模块。在Transformer中，每个模块都包含残差层和Layer Normalization层，用于提高模型的训练效果和准确性。</td>\n",
+       "      <td>Transformer 本身是一个典型的 encoder-decoder 模型，Encoder 端和 Decoder 端均有 6 个 Block，Encoder 端的 Block 包括两个模块，多头 self-attention 模块以及一个前馈神经网络模块；Decoder 端的Block 包括三个模块，多头 self-attention 模块，多头 Encoder-Decoder attention 交互模块，以及一个前馈神经网络模块；需要注意：Encoder 端和 Decoder 端中的每个模块都有残差层和 Layer Normalization层。</td>\n",
+       "      <td>意思一致。LLM-Answer和Expected-Answer都在介绍Transformer算法的结构和组成部分，虽然表达方式略有不同，但传达的含义是相似的。</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            question  \\\n",
+       "0           介绍下SVM算法   \n",
+       "1      用通俗的语言介绍下强化学习   \n",
+       "2         BN 和 LN 区别   \n",
+       "3   讲讲self attention   \n",
+       "4        Bert 的预训练过程   \n",
+       "5     GPT 与 Bert 的区别   \n",
+       "6     pca 属于有监督还是无监督   \n",
+       "7  介绍 transformer 算法   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    llm_answer  \\\n",
+       "0  SVM is a binary classification model that defines the maximum margin linear classifier in the feature space. It distinguishes itself from the perceptron by maximizing the margin. SVM can be categorized into three types: linear separable SVM for linearly separable training data, linear SVM for data that is not linearly separable but approximately so, and non-linear SVM for data that is not linearly separable. The learning strategy of SVM involves maximizing the margin, which can be formalized as solving a convex quadratic programming problem or minimizing the regularized hinge loss function. The learning algorithm of SVM focuses on solving convex quadratic programming optimization. Additionally, the choice of kernel function in SVM includes Linear kernel for linearly separable cases and RBF kernel for non-linearly separable cases, with the latter requiring parameter tuning through methods like cross-validation.   \n",
+       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          强化学习是一种机器学习方法，通过代理程序在与环境的交互中学习如何做出一系列决策，以使得获得的累积奖励最大化。在这个过程中，代理程序会根据环境的反馈调整自己的行为，从而逐渐学会选择最优的行动策略。强化学习的目标是使代理程序能够在不断尝试和学习中获得最大的长期回报。   \n",
+       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样本的所有维度特征做归一化。LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。因此，LN不依赖于batch的大小和输入sequence的长度，可以用于batchsize为1和RNN中sequence的normalize操作。   \n",
+       "3                                                                                                            SelfAttention is a mechanism that differs significantly from traditional Attention. While traditional Attention calculates dependencies between hidden states of the source and target ends, SelfAttention operates separately on the source and target ends. It focuses solely on the self-relevance of the source or target input, capturing dependencies between words within the source or target end. The self-attention results from the source end are then incorporated into the attention obtained from the target end, capturing dependencies between words in both the source and target ends. This unique approach allows SelfAttention to capture dependencies not only between words in the source and target ends but also within the source or target end itself, making it more effective than traditional Attention mechanisms.   \n",
+       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    BERT的预训练过程使用了LAMB优化器，该优化器适用于小批量和大批量训练，并且不需要调整除学习率以外的其他超参数。通过LAMB优化器，BERT的预训练批量大小可以扩展到64K，而不会损失准确率，从而使BERT的训练过程可以在76分钟内完成。   \n",
+       "5                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    GPT是单向模型，只能利用上文信息，而BERT是双向模型，可以同时利用上下文信息。   \n",
+       "6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        PCA belongs to unsupervised learning.   \n",
+       "7                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 Transformer算法是一个典型的encoder-decoder模型，其中包括Encoder端和Decoder端。Encoder端由多个Block组成，包括多头self-attention模块和前馈神经网络模块；Decoder端也由多个Block组成，包括多头self-attention模块、多头Encoder-Decoder attention交互模块和前馈神经网络模块。在Transformer中，每个模块都包含残差层和Layer Normalization层，用于提高模型的训练效果和准确性。   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          expected_answer  \\\n",
+       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感知机   \n",
+       "1                                                                                                                                                               监督学习的特点是有一个“老师”来“监督”我们，告诉我们正确的结果是什么。在我们在小的时候，会有老师来教我们，本质上监督学习是一种知识的传递，但不能发现新的知识。对于人类整体而言，真正（甚至唯一）的知识来源是实践——也就是强化学习。比如神农尝百草，最早人类并不知道哪些草能治病，但是通\\过尝试，就能学到新的知识。学习与决策者被称为智能体，与智能体交互的部分则称为环境。智能体与环境不断进行交互，具体而言，这一交互的过程可以看做是多个时刻，每一时刻，智能体根据环境的状态，依据一定的策略选择一个动作（这里的策略指的是从环境状态到智能体动作或者动作概率之间的映射），然后环境依据一定的状态转移概率转移到下一个状态，与此同时根据此时状态的好坏反馈给智能体一个奖励。智能体可以根据环境的反馈调整其策略，然后继续在环境中探索，最终学习到一个能够获得最多奖励的最优策略   \n",
+       "2                                                                                                                                                                                                                                                                                        Batch Normalization 是对这批样本的同一维度特征做归一化， Layer Normalization 是对这单个样本的所有维度特征做归一化。区别：LN 中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN 中则针对不同神经元输入计算均值和方差，同一个 batch 中的输入拥有相同的均值和方差。所以，LN 不依赖于batch 的大小和输入 sequence 的长度，因此可以用于 batchsize 为 1 和 RNN 中 sequence 的 normalize 操作。   \n",
+       "3  Self Attention 与传统的 Attention 机制非常的不同：传统的 Attention 是基于 source 端和 target 端的隐变量（hidden state）计算 Attention 的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但Self Attention 不同，它分别在 source 端和 target 端进行，仅与 source input 或者 target input 自身相关的 Self Attention，捕捉 source 端或 target 端自身的词与词之间的依赖关系；然后再把 source 端的得到的self Attention 加入到 target 端得到的 Attention 中，捕捉 source 端和 target 端词与词之间的依赖关系。因此，self Attention Attention 比传统的 Attention mechanism 效果要好，主要原因之一是，传统的Attention 机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，self Attention 可以不仅可以得到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系   \n",
+       "4                                                                                                                                                                                                                                                                                                             Bert 的预训练主要包含两个任务，MLM 和 NSP，Masked Language Model 任务可以理解为完形填空，随机 mask 每一个句子中 15%的词，用其上下文来做预测；Next Sentence Prediction 任务选择一些句子对 A 与 B，其中 50%的数据 B 是 A 的下一条句子，剩余 50%的数据 B 是语料库中随机选择的，学习其中的相关性。BERT 预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的 Loss 相加。   \n",
+       "5                                                                                                                                                                                                                                                                                                                                                                                                                               GPT 是单向模型，无法利用上下文信息，只能利用上文；而 BERT 是双向模型。GPT 是基于自回归模型，可以应用在 NLU 和 NLG 两大任务，而原生的 BERT 采用的基于自编码模型，只能完成 NLU 任务，无法直接应用在文本生成上面。   \n",
+       "6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              PCA 按有监督和无监督划分应该属于无监督学习，所以数据集有无 y 并不重要，只是改变样本 X 的属性(特征)维度。   \n",
+       "7                                                                                                                                                                                                                                                                Transformer 本身是一个典型的 encoder-decoder 模型，Encoder 端和 Decoder 端均有 6 个 Block，Encoder 端的 Block 包括两个模块，多头 self-attention 模块以及一个前馈神经网络模块；Decoder 端的Block 包括三个模块，多头 self-attention 模块，多头 Encoder-Decoder attention 交互模块，以及一个前馈神经网络模块；需要注意：Encoder 端和 Decoder 端中的每个模块都有残差层和 Layer Normalization层。   \n",
+       "\n",
+       "                                                                                                                                                         rag_eval_results  \n",
+       "0                                                      意思一致。LLM-Answer和Expected-Answer都在介绍SVM算法是一种二分类模型，定义了特征空间上的最大间隔线性分类器。两者都提到了SVM通过最大化间隔来区分自己与感知机的不同之处。因此，它们传达的含义是类似的。  \n",
+       "1                                                                                                                                                                    意思不同  \n",
+       "2                                                             意思一致。LLM-Answer和Expected-Answer传达的含义是一致的，只是表达方式略有不同。都在解释BatchNormalization和LayerNormalization的区别，以及它们各自的特点。  \n",
+       "3  意思不同。LLM-Answer和Expected-Answer虽然都在讲Self Attention与传统Attention的区别，但表达方式和详细内容有所不同。LLM-Answer更加强调Self Attention的独特之处和优势，而Expected-Answer则更加详细地解释了Self Attention的工作原理和优势。  \n",
+       "4                                                                                                                                                                    意思不同  \n",
+       "5        意思一致。LLM-Answer和Expected-Answer都指出了GPT是单向模型，无法利用上下文信息，只能利用上文；而BERT是双向模型。同时也提到了GPT是基于自回归模型，可以应用在NLU和NLG两大任务，而BERT是基于自编码模型，只能完成NLU任务，无法直接应用在文本生成上面。因此，它们传达的含义是相似的。  \n",
+       "6                                                         意思一致。LLM-Answer和Expected-Answer都表明PCA属于无监督学习。虽然LLM-Answer没有提到数据集中y的重要性，但两者都强调了PCA是用来改变样本X的属性维度的。因此，它们传达的含义是类似的。  \n",
+       "7                                                                                         意思一致。LLM-Answer和Expected-Answer都在介绍Transformer算法的结构和组成部分，虽然表达方式略有不同，但传达的含义是相似的。  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with pd.option_context('display.max_colwidth', None):\n",
+    "    display(answers_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "96f99ecc-3d5a-44fe-a29c-6e4e0416025d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "answers_df.to_excel('hybrid_fusion_pack_results.xlsx', index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fdc671db-14aa-410c-9314-1d74150762ee",
+   "metadata": {},
+   "source": [
+    "## 重写查询检索Query Rewriting Retriever\n",
+    "### 1 根据输入问题Query重写翻译为多个相似语义的Query，默认生成多个\n",
+    "### 2-接着进行向量Embeding(vector)搜索 \n",
+    "### 3-接着用Reciprocal Rank Fusion(倒数排序融合)对搜索结果进行重排，选择topk结果输入llm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "772ba757-123a-4db8-a0a1-afcc5d83629d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Download and Initialize Pack\n",
+    "from llama_index.core.llama_pack import download_llama_pack\n",
+    "\n",
+    "QueryRewritingRetrieverPack = download_llama_pack(\n",
+    "    \"QueryRewritingRetrieverPack\",\n",
+    "    \"./query_rewriting_pack\",\n",
+    "    # leave the below commented out (was for testing purposes)\n",
+    "    # llama_hub_url=\"https://raw.githubusercontent.com/run-llama/llama-hub/jerry/add_llama_packs/llama_hub\",\n",
+    ")\n",
+    "\n",
+    "query_rewriting_pack = QueryRewritingRetrieverPack(\n",
+    "    nodes,\n",
+    "    chunk_size=256,\n",
+    "    vector_similarity_top_k=2,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "id": "7e40205a-78d2-4a35-bb5a-5daa595e197b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated queries:\n",
+      "1. SVM算法原理及应用领域介绍\n",
+      "2. SVM算法与其他机器学习算法的比较分析\n",
+      "3. SVM算法在数据挖掘和模式识别中的实际应用案例\n",
+      "Generated queries:\n",
+      "1. What is reinforcement learning explained in simple terms?\n",
+      "2. Explain reinforcement learning in layman's terms\n",
+      "3. Introduction to reinforcement learning for beginners\n",
+      "Generated queries:\n",
+      "1. BN vs LN comparison\n",
+      "2. Key differences between BN and LN\n",
+      "3. What sets BN apart from LN?\n",
+      "Generated queries:\n",
+      "1. What is self attention in deep learning?\n",
+      "2. How does self attention improve natural language processing models?\n",
+      "3. Examples of self attention mechanisms in neural networks.\n",
+      "Generated queries:\n",
+      "1. Bert 预训练模型有哪些？\n",
+      "2. Bert 预训练算法是如何工作的？\n",
+      "3. Bert 预训练的优势和应用领域是什么？\n",
+      "Generated queries:\n",
+      "1. GPT vs Bert: 语言模型的不同之处\n",
+      "2. GPT 和 Bert 在自然语言处理中的应用比较\n",
+      "3. GPT 和 Bert 的性能对比研究结果\n",
+      "Generated queries:\n",
+      "1. 什么是主成分分析（PCA）？\n",
+      "2. PCA如何在有监督学习中使用？\n",
+      "3. PCA和无监督学习的区别是什么？\n",
+      "Generated queries:\n",
+      "1. Transformer算法原理介绍\n",
+      "2. Transformer算法应用领域\n",
+      "3. Transformer算法与其他深度学习算法比较\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "answers = {'question':[], 'llm_answer': [], 'expected_answer': []}\n",
+    "\n",
+    "for question in qna_dict.keys():\n",
+    "    expected_answer = qna_dict[question]\n",
+    "    # result\n",
+    "    response = query_rewriting_pack.run(question)\n",
+    "    answers['question'].append(question)\n",
+    "    answers['llm_answer'].append(response.response)\n",
+    "    answers['expected_answer'].append(expected_answer)\n",
+    "\n",
+    "answers_df = pd.DataFrame(answers)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "2e153ff7-88f4-4e8b-a432-c3adce0dc606",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>question</th>\n",
+       "      <th>llm_answer</th>\n",
+       "      <th>expected_answer</th>\n",
+       "      <th>rag_eval_results</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>介绍下SVM算法</td>\n",
+       "      <td>SVM算法是一种二分类模型，其基本模型是定义在特征空间上的间隔最大的线性分类器。SVM可分为三种：线性可分SVM、线性SVM和非线性SVM。线性可分SVM适用于训练数据线性可分的情况，通过最大化硬间隔学习得到线性分类器；线性SVM适用于训练数据不能线性可分但近似线性可分的情况，通过最大化软间隔学习得到线性分类器；非线性SVM适用于训练数据线性不可分的情况，通过核技巧和最大化软间隔学习得到非线性分类器。</td>\n",
+       "      <td>是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感知机</td>\n",
+       "      <td>意思不同</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>用通俗的语言介绍下强化学习</td>\n",
+       "      <td>强化学习是一种机器学习方法，就像教小孩子学习一样。在强化学习中，模型通过尝试不同的行动来学习，然后根据行动的结果来做出调整。这种学习方式就像小孩子通过尝试不同的行为来学习什么是对的，什么是错的一样。强化学习的目标是让模型在特定环境中学会采取最优的行动，以获得最大的奖励。</td>\n",
+       "      <td>监督学习的特点是有一个“老师”来“监督”我们，告诉我们正确的结果是什么。在我们在小的时候，会有老师来教我们，本质上监督学习是一种知识的传递，但不能发现新的知识。对于人类整体而言，真正（甚至唯一）的知识来源是实践——也就是强化学习。比如神农尝百草，最早人类并不知道哪些草能治病，但是通\\过尝试，就能学到新的知识。学习与决策者被称为智能体，与智能体交互的部分则称为环境。智能体与环境不断进行交互，具体而言，这一交互的过程可以看做是多个时刻，每一时刻，智能体根据环境的状态，依据一定的策略选择一个动作（这里的策略指的是从环境状态到智能体动作或者动作概率之间的映射），然后环境依据一定的状态转移概率转移到下一个状态，与此同时根据此时状态的好坏反馈给智能体一个奖励。智能体可以根据环境的反馈调整其策略，然后继续在环境中探索，最终学习到一个能够获得最多奖励的最优策略</td>\n",
+       "      <td>意思不同</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>BN 和 LN 区别</td>\n",
+       "      <td>BatchNormalization是对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差；LayerNormalization是对单个样本的所有维度特征做归一化，同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差。 LN不依赖于batch的大小和输入sequence的长度，因此可以用于batchsize为1和RNN中sequence的normalize操作。</td>\n",
+       "      <td>Batch Normalization 是对这批样本的同一维度特征做归一化， Layer Normalization 是对这单个样本的所有维度特征做归一化。区别：LN 中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN 中则针对不同神经元输入计算均值和方差，同一个 batch 中的输入拥有相同的均值和方差。所以，LN 不依赖于batch 的大小和输入 sequence 的长度，因此可以用于 batchsize 为 1 和 RNN 中 sequence 的 normalize 操作。</td>\n",
+       "      <td>意思不同</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>讲讲self attention</td>\n",
+       "      <td>Transformer模型中的self-attention机制是一种注意力机制，用于计算输入序列中每个位置的表示与其他位置的关联程度。在self-attention中，每个输入位置都会与其他位置进行加权组合，以便更好地捕捉输入序列内部的依赖关系。这种机制允许模型在处理序列数据时聚焦于不同位置之间的交互，有助于提高模型对长距离依赖关系的建模能力。</td>\n",
+       "      <td>Self Attention 与传统的 Attention 机制非常的不同：传统的 Attention 是基于 source 端和 target 端的隐变量（hidden state）计算 Attention 的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但Self Attention 不同，它分别在 source 端和 target 端进行，仅与 source input 或者 target input 自身相关的 Self Attention，捕捉 source 端或 target 端自身的词与词之间的依赖关系；然后再把 source 端的得到的self Attention 加入到 target 端得到的 Attention 中，捕捉 source 端和 target 端词与词之间的依赖关系。因此，self Attention Attention 比传统的 Attention mechanism 效果要好，主要原因之一是，传统的Attention 机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，self Attention 可以不仅可以得到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系</td>\n",
+       "      <td>意思不同</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Bert 的预训练过程</td>\n",
+       "      <td>During the pre-training process of Bert, two main objectives are utilized: Masked Language Model (MLM) and Next Sentence Prediction (NSP). The model is trained to predict masked words within a sentence using the MLM task, where random tokens are masked and the model is tasked with predicting them. Additionally, the NSP task involves determining whether a given pair of sentences appear consecutively in the original text or not. These two objectives are jointly trained to minimize a combined loss function, enhancing the model's ability to understand and generate language.</td>\n",
+       "      <td>Bert 的预训练主要包含两个任务，MLM 和 NSP，Masked Language Model 任务可以理解为完形填空，随机 mask 每一个句子中 15%的词，用其上下文来做预测；Next Sentence Prediction 任务选择一些句子对 A 与 B，其中 50%的数据 B 是 A 的下一条句子，剩余 50%的数据 B 是语料库中随机选择的，学习其中的相关性。BERT 预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的 Loss 相加。</td>\n",
+       "      <td>意思一致。LLM-Answer和Expected-Answer都在描述Bert的预训练过程，提到了MLM和NSP这两个主要任务，以及它们的具体实现方式和训练过程。两者传达的信息是相似的，只是表达方式略有不同。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>GPT 与 Bert 的区别</td>\n",
+       "      <td>GPT是单向模型，只能利用上文信息，而BERT是双向模型。 GPT基于自回归模型，适用于NLU和NLG任务，而BERT基于自编码模型，主要用于NLU任务，无法直接应用在文本生成上。</td>\n",
+       "      <td>GPT 是单向模型，无法利用上下文信息，只能利用上文；而 BERT 是双向模型。GPT 是基于自回归模型，可以应用在 NLU 和 NLG 两大任务，而原生的 BERT 采用的基于自编码模型，只能完成 NLU 任务，无法直接应用在文本生成上面。</td>\n",
+       "      <td>意思一致。LLM-Answer和Expected-Answer都提到了GPT是单向模型，无法利用上下文信息，只能利用上文；而BERT是双向模型。同时也提到了GPT基于自回归模型，适用于NLU和NLG任务，而BERT基于自编码模型，主要用于NLU任务，无法直接应用在文本生成上。因此它们传达的含义是相似的。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>pca 属于有监督还是无监督</td>\n",
+       "      <td>PCA belongs to unsupervised learning.</td>\n",
+       "      <td>PCA 按有监督和无监督划分应该属于无监督学习，所以数据集有无 y 并不重要，只是改变样本 X 的属性(特征)维度。</td>\n",
+       "      <td>意思一致。LLM-Answer和Expected-Answer都表明PCA属于无监督学习。虽然LLM-Answer没有提到数据集中y的重要性，但两者都强调PCA是用来改变样本X的属性维度的。因此，它们传达的含义是类似的。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>介绍 transformer 算法</td>\n",
+       "      <td>Transformer算法是一个典型的encoder-decoder模型，其中包括Encoder端和Decoder端，每个端都由多个Block组成。Encoder端包括多头self-attention模块和前馈神经网络模块，而Decoder端包括多头self-attention模块、多头Encoder-Decoder attention交互模块和前馈神经网络模块。在Transformer中，每个模块都包含残差连接和Layer Normalization层，这些组件共同构成了Transformer模型的核心结构。</td>\n",
+       "      <td>Transformer 本身是一个典型的 encoder-decoder 模型，Encoder 端和 Decoder 端均有 6 个 Block，Encoder 端的 Block 包括两个模块，多头 self-attention 模块以及一个前馈神经网络模块；Decoder 端的Block 包括三个模块，多头 self-attention 模块，多头 Encoder-Decoder attention 交互模块，以及一个前馈神经网络模块；需要注意：Encoder 端和 Decoder 端中的每个模块都有残差层和 Layer Normalization层。</td>\n",
+       "      <td>：Transformer算法的LLM-Answer和Expected-Answer传达的含义是一致的，都在介绍Transformer模型的结构和组成部分。因此，输出为意思一致。</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            question  \\\n",
+       "0           介绍下SVM算法   \n",
+       "1      用通俗的语言介绍下强化学习   \n",
+       "2         BN 和 LN 区别   \n",
+       "3   讲讲self attention   \n",
+       "4        Bert 的预训练过程   \n",
+       "5     GPT 与 Bert 的区别   \n",
+       "6     pca 属于有监督还是无监督   \n",
+       "7  介绍 transformer 算法   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         llm_answer  \\\n",
+       "0                                                                                                                                                                                                                                                                                                                                                                                        SVM算法是一种二分类模型，其基本模型是定义在特征空间上的间隔最大的线性分类器。SVM可分为三种：线性可分SVM、线性SVM和非线性SVM。线性可分SVM适用于训练数据线性可分的情况，通过最大化硬间隔学习得到线性分类器；线性SVM适用于训练数据不能线性可分但近似线性可分的情况，通过最大化软间隔学习得到线性分类器；非线性SVM适用于训练数据线性不可分的情况，通过核技巧和最大化软间隔学习得到非线性分类器。   \n",
+       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                           强化学习是一种机器学习方法，就像教小孩子学习一样。在强化学习中，模型通过尝试不同的行动来学习，然后根据行动的结果来做出调整。这种学习方式就像小孩子通过尝试不同的行为来学习什么是对的，什么是错的一样。强化学习的目标是让模型在特定环境中学会采取最优的行动，以获得最大的奖励。   \n",
+       "2                                                                                                                                                                                                                                                                                                                                                                                        BatchNormalization是对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差；LayerNormalization是对单个样本的所有维度特征做归一化，同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差。 LN不依赖于batch的大小和输入sequence的长度，因此可以用于batchsize为1和RNN中sequence的normalize操作。   \n",
+       "3                                                                                                                                                                                                                                                                                                                                                                                                                     Transformer模型中的self-attention机制是一种注意力机制，用于计算输入序列中每个位置的表示与其他位置的关联程度。在self-attention中，每个输入位置都会与其他位置进行加权组合，以便更好地捕捉输入序列内部的依赖关系。这种机制允许模型在处理序列数据时聚焦于不同位置之间的交互，有助于提高模型对长距离依赖关系的建模能力。   \n",
+       "4  During the pre-training process of Bert, two main objectives are utilized: Masked Language Model (MLM) and Next Sentence Prediction (NSP). The model is trained to predict masked words within a sentence using the MLM task, where random tokens are masked and the model is tasked with predicting them. Additionally, the NSP task involves determining whether a given pair of sentences appear consecutively in the original text or not. These two objectives are jointly trained to minimize a combined loss function, enhancing the model's ability to understand and generate language.   \n",
+       "5                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        GPT是单向模型，只能利用上文信息，而BERT是双向模型。 GPT基于自回归模型，适用于NLU和NLG任务，而BERT基于自编码模型，主要用于NLU任务，无法直接应用在文本生成上。   \n",
+       "6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             PCA belongs to unsupervised learning.   \n",
+       "7                                                                                                                                                                                                                                                                                                                                Transformer算法是一个典型的encoder-decoder模型，其中包括Encoder端和Decoder端，每个端都由多个Block组成。Encoder端包括多头self-attention模块和前馈神经网络模块，而Decoder端包括多头self-attention模块、多头Encoder-Decoder attention交互模块和前馈神经网络模块。在Transformer中，每个模块都包含残差连接和Layer Normalization层，这些组件共同构成了Transformer模型的核心结构。   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          expected_answer  \\\n",
+       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感知机   \n",
+       "1                                                                                                                                                               监督学习的特点是有一个“老师”来“监督”我们，告诉我们正确的结果是什么。在我们在小的时候，会有老师来教我们，本质上监督学习是一种知识的传递，但不能发现新的知识。对于人类整体而言，真正（甚至唯一）的知识来源是实践——也就是强化学习。比如神农尝百草，最早人类并不知道哪些草能治病，但是通\\过尝试，就能学到新的知识。学习与决策者被称为智能体，与智能体交互的部分则称为环境。智能体与环境不断进行交互，具体而言，这一交互的过程可以看做是多个时刻，每一时刻，智能体根据环境的状态，依据一定的策略选择一个动作（这里的策略指的是从环境状态到智能体动作或者动作概率之间的映射），然后环境依据一定的状态转移概率转移到下一个状态，与此同时根据此时状态的好坏反馈给智能体一个奖励。智能体可以根据环境的反馈调整其策略，然后继续在环境中探索，最终学习到一个能够获得最多奖励的最优策略   \n",
+       "2                                                                                                                                                                                                                                                                                        Batch Normalization 是对这批样本的同一维度特征做归一化， Layer Normalization 是对这单个样本的所有维度特征做归一化。区别：LN 中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN 中则针对不同神经元输入计算均值和方差，同一个 batch 中的输入拥有相同的均值和方差。所以，LN 不依赖于batch 的大小和输入 sequence 的长度，因此可以用于 batchsize 为 1 和 RNN 中 sequence 的 normalize 操作。   \n",
+       "3  Self Attention 与传统的 Attention 机制非常的不同：传统的 Attention 是基于 source 端和 target 端的隐变量（hidden state）计算 Attention 的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但Self Attention 不同，它分别在 source 端和 target 端进行，仅与 source input 或者 target input 自身相关的 Self Attention，捕捉 source 端或 target 端自身的词与词之间的依赖关系；然后再把 source 端的得到的self Attention 加入到 target 端得到的 Attention 中，捕捉 source 端和 target 端词与词之间的依赖关系。因此，self Attention Attention 比传统的 Attention mechanism 效果要好，主要原因之一是，传统的Attention 机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，self Attention 可以不仅可以得到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系   \n",
+       "4                                                                                                                                                                                                                                                                                                             Bert 的预训练主要包含两个任务，MLM 和 NSP，Masked Language Model 任务可以理解为完形填空，随机 mask 每一个句子中 15%的词，用其上下文来做预测；Next Sentence Prediction 任务选择一些句子对 A 与 B，其中 50%的数据 B 是 A 的下一条句子，剩余 50%的数据 B 是语料库中随机选择的，学习其中的相关性。BERT 预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的 Loss 相加。   \n",
+       "5                                                                                                                                                                                                                                                                                                                                                                                                                               GPT 是单向模型，无法利用上下文信息，只能利用上文；而 BERT 是双向模型。GPT 是基于自回归模型，可以应用在 NLU 和 NLG 两大任务，而原生的 BERT 采用的基于自编码模型，只能完成 NLU 任务，无法直接应用在文本生成上面。   \n",
+       "6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              PCA 按有监督和无监督划分应该属于无监督学习，所以数据集有无 y 并不重要，只是改变样本 X 的属性(特征)维度。   \n",
+       "7                                                                                                                                                                                                                                                                Transformer 本身是一个典型的 encoder-decoder 模型，Encoder 端和 Decoder 端均有 6 个 Block，Encoder 端的 Block 包括两个模块，多头 self-attention 模块以及一个前馈神经网络模块；Decoder 端的Block 包括三个模块，多头 self-attention 模块，多头 Encoder-Decoder attention 交互模块，以及一个前馈神经网络模块；需要注意：Encoder 端和 Decoder 端中的每个模块都有残差层和 Layer Normalization层。   \n",
+       "\n",
+       "                                                                                                                                           rag_eval_results  \n",
+       "0                                                                                                                                                      意思不同  \n",
+       "1                                                                                                                                                      意思不同  \n",
+       "2                                                                                                                                                      意思不同  \n",
+       "3                                                                                                                                                      意思不同  \n",
+       "4                                                  意思一致。LLM-Answer和Expected-Answer都在描述Bert的预训练过程，提到了MLM和NSP这两个主要任务，以及它们的具体实现方式和训练过程。两者传达的信息是相似的，只是表达方式略有不同。  \n",
+       "5  意思一致。LLM-Answer和Expected-Answer都提到了GPT是单向模型，无法利用上下文信息，只能利用上文；而BERT是双向模型。同时也提到了GPT基于自回归模型，适用于NLU和NLG任务，而BERT基于自编码模型，主要用于NLU任务，无法直接应用在文本生成上。因此它们传达的含义是相似的。  \n",
+       "6                                            意思一致。LLM-Answer和Expected-Answer都表明PCA属于无监督学习。虽然LLM-Answer没有提到数据集中y的重要性，但两者都强调PCA是用来改变样本X的属性维度的。因此，它们传达的含义是类似的。  \n",
+       "7                                                                  ：Transformer算法的LLM-Answer和Expected-Answer传达的含义是一致的，都在介绍Transformer模型的结构和组成部分。因此，输出为意思一致。  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# eval llm-answer with expected-answer\n",
+    "answers_df['rag_eval_results'] = answers_df.apply(lambda r: eval_llm_output(r, llm), axis=1)\n",
+    "\n",
+    "with pd.option_context('display.max_colwidth', None):\n",
+    "    display(answers_df)\n",
+    "    \n",
+    "answers_df.to_excel('query_rewriting_pack_results.xlsx', index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a1122fcb-3981-4039-bedc-b1641786f457",
+   "metadata": {},
+   "source": [
+    "# AutoMergingRetriever自动合并检索\n",
+    "   先说一下文档层次结构概念：这是一种在切割文档时按照特定层次进行的方法。\n",
+    "   层次结构包括广度和深度两个维度，例如，一个长文档可以看作是由多个章节组成，每个章节由多个段落组成，每个段落进一步分割成多个句子。在这里，章节、段落和句子之间的相互关系分别代表了不同的层次关系。\n",
+    "## 自动合并检索\n",
+    "   自动合并检索技术将文档按照层次结构切割成不同的块，然后在检索时，将最小的结构单元（叶子节点）与查询问题进行相似度匹配。如果一个父节点上的多数叶子节点与问题匹配，则父节点文档作为上下文（context）返回给大型语言模型（LLM）。\n",
+    "   自动合并检索技术通过文档层次结构和自动合并的方法提高了检索的准确性和效率。\n",
+    "## 1-加载文档建立分层节点图（父节点+子节点),会把大块文档放在父节点，并且将大块文档分割之后的小文档放在子节点\n",
+    "## 2查询的时候检索子节点，当查询的子节点数量足够多的时候即同一个父节点下检索子节点达到给定阈值则返回此父文档，否则不返回"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "id": "2962bddd-d644-40d6-9d20-b8ae376b12a6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from llama_index.core.llama_pack import download_llama_pack\n",
+    "\n",
+    "AutoMergingRetrieverPack = download_llama_pack(\n",
+    "    \"AutoMergingRetrieverPack\",\n",
+    "    \"./auto_merging_retriever_pack\",\n",
+    "    # leave the below commented out (was for testing purposes)\n",
+    "    # llama_hub_url=\"https://raw.githubusercontent.com/run-llama/llama-hub/jerry/add_llama_packs/llama_hub\"\n",
+    ")\n",
+    "auto_merging_pack = AutoMergingRetrieverPack(documents)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "id": "ef1fdce1-a638-4452-9c7b-16078c094add",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "> Merging 3 nodes into parent node.\n",
+      "> Parent node id: 0349a78c-e46c-4eb0-a93f-980ca83956cd.\n",
+      "> Parent node text: 第4页共46页第十七篇：2022年4月10日百度机器学习方向暑期实习面试题6道\n",
+      "1、介绍下SVM算法\n",
+      "是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感...\n",
+      "\n",
+      "> Merging 2 nodes into parent node.\n",
+      "> Parent node id: 5d6a3c28-7aeb-4ee0-8d51-fd30107080e0.\n",
+      "> Parent node text: 3、介绍svm算法\n",
+      "是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感\n",
+      "知机。\n",
+      "SVM可分为三种：\n",
+      "线性可分SVM\n",
+      "当训练数据线性可分时，通过最大化硬间...\n",
+      "\n",
+      "> Merging 1 nodes into parent node.\n",
+      "> Parent node id: 9c3f958c-7739-4b5f-98df-217ed9a30f0c.\n",
+      "> Parent node text: 4、传统机器学习方法了解多少\n",
+      "这个可以说逻辑回归模型，逻辑回归是在数据服从伯努利分布的假设下，通过极大似然的方法，运用梯度\n",
+      "下降法来求解参数，从而达到将数据二分类的目的。\n",
+      "逻辑回归的优缺点\n",
+      "优点：\n",
+      "\n",
+      "> Merging 1 nodes into parent node.\n",
+      "> Parent node id: 5b4a0423-6125-4399-954a-33b99380e478.\n",
+      "> Parent node text: LAMB可将BERT预训练的批量大小扩展到64K，且不会造成准确率损失，76分钟就可以完成BERT的训\n",
+      "练。\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "answers = {'question':[], 'llm_answer': [], 'expected_answer': []}\n",
+    "\n",
+    "for question in qna_dict.keys():\n",
+    "    expected_answer = qna_dict[question]\n",
+    "    # result\n",
+    "    response = auto_merging_pack.run(question)\n",
+    "    answers['question'].append(question)\n",
+    "    answers['llm_answer'].append(response.response)\n",
+    "    answers['expected_answer'].append(expected_answer)\n",
+    "\n",
+    "answers_df = pd.DataFrame(answers)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "6fe2a8bd-4e41-401b-acc7-10e8cdfff345",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>question</th>\n",
+       "      <th>llm_answer</th>\n",
+       "      <th>expected_answer</th>\n",
+       "      <th>rag_eval_results</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>介绍下SVM算法</td>\n",
+       "      <td>SVM算法是一种二分类模型，其基本模型是定义在特征空间上的间隔最大的线性分类器，通过最大化硬间隔可以学习得到一个线性分类器，即硬间隔SVM。当训练数据不能线性可分但是近似线性可分时，可以通过最大化软间隔学习到一个线性分类器，即软间隔SVM。此外，当训练数据线性不可分时，可以通过使用核技巧和最大化软间隔学习到一个非线性SVM。</td>\n",
+       "      <td>是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感知机</td>\n",
+       "      <td>意思一致。LLM-Answer和Expected-Answer都在介绍SVM算法是一种二分类模型，其基本模型是定义在特征空间上的间隔最大的线性分类器。虽然LLM-Answer中提到了硬间隔SVM、软间隔SVM和非线性SVM的概念，但整体来看，它们传达的含义是相似的。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>用通俗的语言介绍下强化学习</td>\n",
+       "      <td>Reinforcement Learning can be explained in simple terms as a learning process where an agent learns to make decisions by receiving feedback in the form of rewards or penalties based on its actions. It is like a trial-and-error method where the agent learns through experience by interacting with its environment.</td>\n",
+       "      <td>监督学习的特点是有一个“老师”来“监督”我们，告诉我们正确的结果是什么。在我们在小的时候，会有老师来教我们，本质上监督学习是一种知识的传递，但不能发现新的知识。对于人类整体而言，真正（甚至唯一）的知识来源是实践——也就是强化学习。比如神农尝百草，最早人类并不知道哪些草能治病，但是通\\过尝试，就能学到新的知识。学习与决策者被称为智能体，与智能体交互的部分则称为环境。智能体与环境不断进行交互，具体而言，这一交互的过程可以看做是多个时刻，每一时刻，智能体根据环境的状态，依据一定的策略选择一个动作（这里的策略指的是从环境状态到智能体动作或者动作概率之间的映射），然后环境依据一定的状态转移概率转移到下一个状态，与此同时根据此时状态的好坏反馈给智能体一个奖励。智能体可以根据环境的反馈调整其策略，然后继续在环境中探索，最终学习到一个能够获得最多奖励的最优策略</td>\n",
+       "      <td>意思不同</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>BN 和 LN 区别</td>\n",
+       "      <td>LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。</td>\n",
+       "      <td>Batch Normalization 是对这批样本的同一维度特征做归一化， Layer Normalization 是对这单个样本的所有维度特征做归一化。区别：LN 中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN 中则针对不同神经元输入计算均值和方差，同一个 batch 中的输入拥有相同的均值和方差。所以，LN 不依赖于batch 的大小和输入 sequence 的长度，因此可以用于 batchsize 为 1 和 RNN 中 sequence 的 normalize 操作。</td>\n",
+       "      <td>意思一致。LLM-Answer和Expected-Answer都在解释BN和LN的区别，提到了LN是对单个样本的所有维度特征做归一化，而BN是对不同神经元输入计算均值和方差。两者都强调了LN中同层神经元输入拥有相同的均值和方差，而BN中同一个batch中的输入拥有相同的均值和方差。因此，虽然表达方式有些许不同，但传达的含义是一致的。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>讲讲self attention</td>\n",
+       "      <td>Self attention is a mechanism that differs from traditional attention in how it operates. While traditional attention calculates dependencies between hidden states of the source and target sides, self attention focuses on capturing dependencies within the source or target input itself. By separately considering the source and target sides, self attention captures relationships between words within each side before incorporating this information into the overall attention mechanism. This approach allows self attention to effectively model dependencies within each side and between the source and target sides of the input.</td>\n",
+       "      <td>Self Attention 与传统的 Attention 机制非常的不同：传统的 Attention 是基于 source 端和 target 端的隐变量（hidden state）计算 Attention 的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但Self Attention 不同，它分别在 source 端和 target 端进行，仅与 source input 或者 target input 自身相关的 Self Attention，捕捉 source 端或 target 端自身的词与词之间的依赖关系；然后再把 source 端的得到的self Attention 加入到 target 端得到的 Attention 中，捕捉 source 端和 target 端词与词之间的依赖关系。因此，self Attention Attention 比传统的 Attention mechanism 效果要好，主要原因之一是，传统的Attention 机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，self Attention 可以不仅可以得到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系</td>\n",
+       "      <td>意思不同</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Bert 的预训练过程</td>\n",
+       "      <td>Bert的预训练过程主要包含两个任务，即MLM和NSP。MLM任务涉及对句子中15%的词进行随机mask，并利用上下文来预测这些被mask的词；而NSP任务则是预测两个句子是否在原始文档中是相邻的。BERT在预训练阶段同时进行这两个任务，并将它们的Loss相加。</td>\n",
+       "      <td>Bert 的预训练主要包含两个任务，MLM 和 NSP，Masked Language Model 任务可以理解为完形填空，随机 mask 每一个句子中 15%的词，用其上下文来做预测；Next Sentence Prediction 任务选择一些句子对 A 与 B，其中 50%的数据 B 是 A 的下一条句子，剩余 50%的数据 B 是语料库中随机选择的，学习其中的相关性。BERT 预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的 Loss 相加。</td>\n",
+       "      <td>意思一致。LLM-Answer和Expected-Answer都描述了Bert的预训练过程包含MLM和NSP两个任务，以及任务的具体操作方式。两者传达的含义是相似的，只是表达方式略有不同。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>GPT 与 Bert 的区别</td>\n",
+       "      <td>GPT是单向模型，只能利用上文信息，而BERT是双向模型，可以同时利用上下文信息。</td>\n",
+       "      <td>GPT 是单向模型，无法利用上下文信息，只能利用上文；而 BERT 是双向模型。GPT 是基于自回归模型，可以应用在 NLU 和 NLG 两大任务，而原生的 BERT 采用的基于自编码模型，只能完成 NLU 任务，无法直接应用在文本生成上面。</td>\n",
+       "      <td>意思不同</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>pca 属于有监督还是无监督</td>\n",
+       "      <td>PCA belongs to unsupervised learning.</td>\n",
+       "      <td>PCA 按有监督和无监督划分应该属于无监督学习，所以数据集有无 y 并不重要，只是改变样本 X 的属性(特征)维度。</td>\n",
+       "      <td>意思一致。LLM-Answer和Expected-Answer传达了相同的含义，都表明PCA属于无监督学习。虽然表达方式略有不同，但传达的核心信息是一致的。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>介绍 transformer 算法</td>\n",
+       "      <td>Transformer算法是一个典型的encoder-decoder模型，其中包括Encoder端和Decoder端，每个端都由6个Block组成。Encoder端的Block包括两个模块，多头self-attention模块和前馈神经网络模块，同时每个模块都包含残差层和Layer Normalization层。在功能上，Transformer中的encoder是双向的，用于编码；而decoder是单向的，用于解码，可用于生成任务。</td>\n",
+       "      <td>Transformer 本身是一个典型的 encoder-decoder 模型，Encoder 端和 Decoder 端均有 6 个 Block，Encoder 端的 Block 包括两个模块，多头 self-attention 模块以及一个前馈神经网络模块；Decoder 端的Block 包括三个模块，多头 self-attention 模块，多头 Encoder-Decoder attention 交互模块，以及一个前馈神经网络模块；需要注意：Encoder 端和 Decoder 端中的每个模块都有残差层和 Layer Normalization层。</td>\n",
+       "      <td>意思不同</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            question  \\\n",
+       "0           介绍下SVM算法   \n",
+       "1      用通俗的语言介绍下强化学习   \n",
+       "2         BN 和 LN 区别   \n",
+       "3   讲讲self attention   \n",
+       "4        Bert 的预训练过程   \n",
+       "5     GPT 与 Bert 的区别   \n",
+       "6     pca 属于有监督还是无监督   \n",
+       "7  介绍 transformer 算法   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            llm_answer  \\\n",
+       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  SVM算法是一种二分类模型，其基本模型是定义在特征空间上的间隔最大的线性分类器，通过最大化硬间隔可以学习得到一个线性分类器，即硬间隔SVM。当训练数据不能线性可分但是近似线性可分时，可以通过最大化软间隔学习到一个线性分类器，即软间隔SVM。此外，当训练数据线性不可分时，可以通过使用核技巧和最大化软间隔学习到一个非线性SVM。   \n",
+       "1                                                                                                                                                                                                                                                                                                                             Reinforcement Learning can be explained in simple terms as a learning process where an agent learns to make decisions by receiving feedback in the form of rewards or penalties based on its actions. It is like a trial-and-error method where the agent learns through experience by interacting with its environment.   \n",
+       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。   \n",
+       "3  Self attention is a mechanism that differs from traditional attention in how it operates. While traditional attention calculates dependencies between hidden states of the source and target sides, self attention focuses on capturing dependencies within the source or target input itself. By separately considering the source and target sides, self attention captures relationships between words within each side before incorporating this information into the overall attention mechanism. This approach allows self attention to effectively model dependencies within each side and between the source and target sides of the input.   \n",
+       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Bert的预训练过程主要包含两个任务，即MLM和NSP。MLM任务涉及对句子中15%的词进行随机mask，并利用上下文来预测这些被mask的词；而NSP任务则是预测两个句子是否在原始文档中是相邻的。BERT在预训练阶段同时进行这两个任务，并将它们的Loss相加。   \n",
+       "5                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            GPT是单向模型，只能利用上文信息，而BERT是双向模型，可以同时利用上下文信息。   \n",
+       "6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                PCA belongs to unsupervised learning.   \n",
+       "7                                                                                                                                                                                                                                                                                                                                                                                                                           Transformer算法是一个典型的encoder-decoder模型，其中包括Encoder端和Decoder端，每个端都由6个Block组成。Encoder端的Block包括两个模块，多头self-attention模块和前馈神经网络模块，同时每个模块都包含残差层和Layer Normalization层。在功能上，Transformer中的encoder是双向的，用于编码；而decoder是单向的，用于解码，可用于生成任务。   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          expected_answer  \\\n",
+       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感知机   \n",
+       "1                                                                                                                                                               监督学习的特点是有一个“老师”来“监督”我们，告诉我们正确的结果是什么。在我们在小的时候，会有老师来教我们，本质上监督学习是一种知识的传递，但不能发现新的知识。对于人类整体而言，真正（甚至唯一）的知识来源是实践——也就是强化学习。比如神农尝百草，最早人类并不知道哪些草能治病，但是通\\过尝试，就能学到新的知识。学习与决策者被称为智能体，与智能体交互的部分则称为环境。智能体与环境不断进行交互，具体而言，这一交互的过程可以看做是多个时刻，每一时刻，智能体根据环境的状态，依据一定的策略选择一个动作（这里的策略指的是从环境状态到智能体动作或者动作概率之间的映射），然后环境依据一定的状态转移概率转移到下一个状态，与此同时根据此时状态的好坏反馈给智能体一个奖励。智能体可以根据环境的反馈调整其策略，然后继续在环境中探索，最终学习到一个能够获得最多奖励的最优策略   \n",
+       "2                                                                                                                                                                                                                                                                                        Batch Normalization 是对这批样本的同一维度特征做归一化， Layer Normalization 是对这单个样本的所有维度特征做归一化。区别：LN 中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN 中则针对不同神经元输入计算均值和方差，同一个 batch 中的输入拥有相同的均值和方差。所以，LN 不依赖于batch 的大小和输入 sequence 的长度，因此可以用于 batchsize 为 1 和 RNN 中 sequence 的 normalize 操作。   \n",
+       "3  Self Attention 与传统的 Attention 机制非常的不同：传统的 Attention 是基于 source 端和 target 端的隐变量（hidden state）计算 Attention 的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但Self Attention 不同，它分别在 source 端和 target 端进行，仅与 source input 或者 target input 自身相关的 Self Attention，捕捉 source 端或 target 端自身的词与词之间的依赖关系；然后再把 source 端的得到的self Attention 加入到 target 端得到的 Attention 中，捕捉 source 端和 target 端词与词之间的依赖关系。因此，self Attention Attention 比传统的 Attention mechanism 效果要好，主要原因之一是，传统的Attention 机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，self Attention 可以不仅可以得到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系   \n",
+       "4                                                                                                                                                                                                                                                                                                             Bert 的预训练主要包含两个任务，MLM 和 NSP，Masked Language Model 任务可以理解为完形填空，随机 mask 每一个句子中 15%的词，用其上下文来做预测；Next Sentence Prediction 任务选择一些句子对 A 与 B，其中 50%的数据 B 是 A 的下一条句子，剩余 50%的数据 B 是语料库中随机选择的，学习其中的相关性。BERT 预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的 Loss 相加。   \n",
+       "5                                                                                                                                                                                                                                                                                                                                                                                                                               GPT 是单向模型，无法利用上下文信息，只能利用上文；而 BERT 是双向模型。GPT 是基于自回归模型，可以应用在 NLU 和 NLG 两大任务，而原生的 BERT 采用的基于自编码模型，只能完成 NLU 任务，无法直接应用在文本生成上面。   \n",
+       "6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              PCA 按有监督和无监督划分应该属于无监督学习，所以数据集有无 y 并不重要，只是改变样本 X 的属性(特征)维度。   \n",
+       "7                                                                                                                                                                                                                                                                Transformer 本身是一个典型的 encoder-decoder 模型，Encoder 端和 Decoder 端均有 6 个 Block，Encoder 端的 Block 包括两个模块，多头 self-attention 模块以及一个前馈神经网络模块；Decoder 端的Block 包括三个模块，多头 self-attention 模块，多头 Encoder-Decoder attention 交互模块，以及一个前馈神经网络模块；需要注意：Encoder 端和 Decoder 端中的每个模块都有残差层和 Layer Normalization层。   \n",
+       "\n",
+       "                                                                                                                                                          rag_eval_results  \n",
+       "0                                    意思一致。LLM-Answer和Expected-Answer都在介绍SVM算法是一种二分类模型，其基本模型是定义在特征空间上的间隔最大的线性分类器。虽然LLM-Answer中提到了硬间隔SVM、软间隔SVM和非线性SVM的概念，但整体来看，它们传达的含义是相似的。  \n",
+       "1                                                                                                                                                                     意思不同  \n",
+       "2  意思一致。LLM-Answer和Expected-Answer都在解释BN和LN的区别，提到了LN是对单个样本的所有维度特征做归一化，而BN是对不同神经元输入计算均值和方差。两者都强调了LN中同层神经元输入拥有相同的均值和方差，而BN中同一个batch中的输入拥有相同的均值和方差。因此，虽然表达方式有些许不同，但传达的含义是一致的。  \n",
+       "3                                                                                                                                                                     意思不同  \n",
+       "4                                                                           意思一致。LLM-Answer和Expected-Answer都描述了Bert的预训练过程包含MLM和NSP两个任务，以及任务的具体操作方式。两者传达的含义是相似的，只是表达方式略有不同。  \n",
+       "5                                                                                                                                                                     意思不同  \n",
+       "6                                                                                           意思一致。LLM-Answer和Expected-Answer传达了相同的含义，都表明PCA属于无监督学习。虽然表达方式略有不同，但传达的核心信息是一致的。  \n",
+       "7                                                                                                                                                                     意思不同  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# eval llm-answer with expected-answer\n",
+    "answers_df['rag_eval_results'] = answers_df.apply(lambda r: eval_llm_output(r, llm), axis=1)\n",
+    "with pd.option_context('display.max_colwidth', None):\n",
+    "    display(answers_df)\n",
+    "answers_df.to_excel('auto_merging_pack_results.xlsx', index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8b83f743-c9a4-4319-b3ef-4cdd9705f18c",
+   "metadata": {},
+   "source": [
+    "# Small-to-big Retrieval小到大块检索:\n",
+    "### 1输入文档分成初始父分块,将父块细分成子块,\n",
+    "### 2子文档和父文档建链接,并为子块建立索引。\n",
+    "### 3检索时中用子块,但提供对应父块给llm\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "476756bd-1ac5-4b68-abe7-c5570353038f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#pip install llama-index-embeddings-huggingface==0.2.0\n",
+    "\n",
+    "from llama_index.core.llama_pack import download_llama_pack\n",
+    "\n",
+    "RecursiveRetrieverSmallToBigPack = download_llama_pack(\n",
+    "    \"RecursiveRetrieverSmallToBigPack\",\n",
+    "    \"./recursive_retriever_stb_pack\",\n",
+    "    # leave the below commented out (was for testing purposes)\n",
+    "    # llama_hub_url=\"https://raw.githubusercontent.com/run-llama/llama-hub/jerry/add_llama_packs/llama_hub\",\n",
+    ")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "d3e62518-fd2f-478b-bb61-109d6b67398d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "recursive_retriever_stb_pack = RecursiveRetrieverSmallToBigPack(\n",
+    "    documents,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "ad1d1c95-9401-4032-9136-e7979529cfcc",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mRetrieving with query id None: 介绍下SVM算法\n",
+      "\u001b[0m\u001b[1;3;38;5;200mRetrieved node with id, entering: node-18\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id node-18: 介绍下SVM算法\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id None: 用通俗的语言介绍下强化学习\n",
+      "\u001b[0m\u001b[1;3;38;5;200mRetrieved node with id, entering: node-35\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id node-35: 用通俗的语言介绍下强化学习\n",
+      "\u001b[0m\u001b[1;3;38;5;200mRetrieved node with id, entering: node-0\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id node-0: 用通俗的语言介绍下强化学习\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id None: BN 和 LN 区别\n",
+      "\u001b[0m\u001b[1;3;38;5;200mRetrieved node with id, entering: node-28\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id node-28: BN 和 LN 区别\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id None: 讲讲self attention\n",
+      "\u001b[0m\u001b[1;3;38;5;200mRetrieved node with id, entering: node-7\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id node-7: 讲讲self attention\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id None: Bert 的预训练过程\n",
+      "\u001b[0m\u001b[1;3;38;5;200mRetrieved node with id, entering: node-37\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id node-37: Bert 的预训练过程\n",
+      "\u001b[0m\u001b[1;3;38;5;200mRetrieved node with id, entering: node-1\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id node-1: Bert 的预训练过程\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id None: GPT 与 Bert 的区别\n",
+      "\u001b[0m\u001b[1;3;38;5;200mRetrieved node with id, entering: node-8\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id node-8: GPT 与 Bert 的区别\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id None: pca 属于有监督还是无监督\n",
+      "\u001b[0m\u001b[1;3;38;5;200mRetrieved node with id, entering: node-17\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id node-17: pca 属于有监督还是无监督\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id None: 介绍 transformer 算法\n",
+      "\u001b[0m\u001b[1;3;38;5;200mRetrieved node with id, entering: node-18\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id node-18: 介绍 transformer 算法\n",
+      "\u001b[0m\u001b[1;3;38;5;200mRetrieved node with id, entering: node-0\n",
+      "\u001b[0m\u001b[1;3;34mRetrieving with query id node-0: 介绍 transformer 算法\n",
+      "\u001b[0m"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "answers = {'question':[], 'llm_answer': [], 'expected_answer': []}\n",
+    "\n",
+    "for question in qna_dict.keys():\n",
+    "    expected_answer = qna_dict[question]\n",
+    "    # result\n",
+    "    response = recursive_retriever_stb_pack.run(question)\n",
+    "    answers['question'].append(question)\n",
+    "    answers['llm_answer'].append(response.response)\n",
+    "    answers['expected_answer'].append(expected_answer)\n",
+    "\n",
+    "answers_df = pd.DataFrame(answers)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "750866bd-dfc2-4e33-90e0-0ffd1209a451",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>question</th>\n",
+       "      <th>llm_answer</th>\n",
+       "      <th>expected_answer</th>\n",
+       "      <th>rag_eval_results</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>介绍下SVM算法</td>\n",
+       "      <td>The SVM algorithm's learning strategy focuses on maximizing the margin, which can be formalized as solving a convex quadratic programming problem or equivalently minimizing the regularized hinge loss function. The learning algorithm for SVM involves solving the convex quadratic programming optimization problem. SVM selects kernel functions based on the data separability - Linear kernel is primarily used for linearly separable cases with fewer parameters and faster speed, while RBF kernel is suitable for linearly inseparable cases but relies heavily on parameters, often requiring parameter tuning through techniques like cross-validation.</td>\n",
+       "      <td>是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感知机</td>\n",
+       "      <td>意思不同</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>用通俗的语言介绍下强化学习</td>\n",
+       "      <td>In simple terms, reinforcement learning is a type of machine learning where an agent learns to make decisions by interacting with its environment. It works on a reward-based system, where the agent receives feedback in the form of rewards or penalties for its actions. The goal is for the agent to learn the best sequence of actions that will lead to the highest cumulative reward over time.</td>\n",
+       "      <td>监督学习的特点是有一个“老师”来“监督”我们，告诉我们正确的结果是什么。在我们在小的时候，会有老师来教我们，本质上监督学习是一种知识的传递，但不能发现新的知识。对于人类整体而言，真正（甚至唯一）的知识来源是实践——也就是强化学习。比如神农尝百草，最早人类并不知道哪些草能治病，但是通\\过尝试，就能学到新的知识。学习与决策者被称为智能体，与智能体交互的部分则称为环境。智能体与环境不断进行交互，具体而言，这一交互的过程可以看做是多个时刻，每一时刻，智能体根据环境的状态，依据一定的策略选择一个动作（这里的策略指的是从环境状态到智能体动作或者动作概率之间的映射），然后环境依据一定的状态转移概率转移到下一个状态，与此同时根据此时状态的好坏反馈给智能体一个奖励。智能体可以根据环境的反馈调整其策略，然后继续在环境中探索，最终学习到一个能够获得最多奖励的最优策略</td>\n",
+       "      <td>意思不同。LLM-Answer介绍了强化学习的基本概念和原理，而Expected-Answer则是在比喻的方式下解释了强化学习与监督学习的区别，强调了强化学习通过实践来获取知识的特点。两者虽然都在介绍强化学习，但从不同角度和方式进行了阐述。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>BN 和 LN 区别</td>\n",
+       "      <td>BN 和 LN 区别在于，BN 是指二叉树的节点，通常表示二叉树的左节点，而 LN 则是指二维列表中的元素，通常表示二维列表中的行或列。</td>\n",
+       "      <td>Batch Normalization 是对这批样本的同一维度特征做归一化， Layer Normalization 是对这单个样本的所有维度特征做归一化。区别：LN 中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN 中则针对不同神经元输入计算均值和方差，同一个 batch 中的输入拥有相同的均值和方差。所以，LN 不依赖于batch 的大小和输入 sequence 的长度，因此可以用于 batchsize 为 1 和 RNN 中 sequence 的 normalize 操作。</td>\n",
+       "      <td>意思不同</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>讲讲self attention</td>\n",
+       "      <td>SelfAttention is a mechanism that differs significantly from traditional Attention. While traditional Attention calculates dependencies between hidden states of the source and target ends, SelfAttention focuses on the source or target input itself. It captures dependencies between words within the source or target input. The self-attention results from the source end are then incorporated into the attention obtained from the target end to capture dependencies between words in both the source and target ends. This approach allows SelfAttention to effectively capture dependencies not only between words in the source and target ends but also within the source or target input itself.</td>\n",
+       "      <td>Self Attention 与传统的 Attention 机制非常的不同：传统的 Attention 是基于 source 端和 target 端的隐变量（hidden state）计算 Attention 的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但Self Attention 不同，它分别在 source 端和 target 端进行，仅与 source input 或者 target input 自身相关的 Self Attention，捕捉 source 端或 target 端自身的词与词之间的依赖关系；然后再把 source 端的得到的self Attention 加入到 target 端得到的 Attention 中，捕捉 source 端和 target 端词与词之间的依赖关系。因此，self Attention Attention 比传统的 Attention mechanism 效果要好，主要原因之一是，传统的Attention 机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，self Attention 可以不仅可以得到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系</td>\n",
+       "      <td>意思不同。LLM-Answer和Expected-Answer虽然都在讲Self Attention，但表达方式和详细内容有所不同。LLM-Answer更加技术化和简洁，而Expected-Answer更加详细和易懂。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Bert 的预训练过程</td>\n",
+       "      <td>During the pre-training process of Bert, a portion of words in the sentence encoding are masked. This allows the model to predict the masked words based on the surrounding words. By artificially masking these words, the computer knows the correct values of the masked words and can assess the accuracy of the model's predictions. This process helps enhance Bert's bidirectional encoding capabilities.</td>\n",
+       "      <td>Bert 的预训练主要包含两个任务，MLM 和 NSP，Masked Language Model 任务可以理解为完形填空，随机 mask 每一个句子中 15%的词，用其上下文来做预测；Next Sentence Prediction 任务选择一些句子对 A 与 B，其中 50%的数据 B 是 A 的下一条句子，剩余 50%的数据 B 是语料库中随机选择的，学习其中的相关性。BERT 预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的 Loss 相加。</td>\n",
+       "      <td>意思不同</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>GPT 与 Bert 的区别</td>\n",
+       "      <td>GPT是单向模型，只能利用上文信息，无法利用上下文信息；而BERT是双向模型，可以同时利用上文和下文信息。</td>\n",
+       "      <td>GPT 是单向模型，无法利用上下文信息，只能利用上文；而 BERT 是双向模型。GPT 是基于自回归模型，可以应用在 NLU 和 NLG 两大任务，而原生的 BERT 采用的基于自编码模型，只能完成 NLU 任务，无法直接应用在文本生成上面。</td>\n",
+       "      <td>意思不同。LLM-Answer提到了GPT是单向模型，无法利用上下文信息，只能利用上文；而BERT是双向模型。而Expected-Answer则提到了GPT是基于自回归模型，可以应用在NLU和NLG两大任务，而BERT是基于自编码模型，只能完成NLU任务，无法直接应用在文本生成上面。两者虽然都在讨论GPT和BERT的区别，但具体提到的内容有所不同。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>pca 属于有监督还是无监督</td>\n",
+       "      <td>PCA belongs to unsupervised learning.</td>\n",
+       "      <td>PCA 按有监督和无监督划分应该属于无监督学习，所以数据集有无 y 并不重要，只是改变样本 X 的属性(特征)维度。</td>\n",
+       "      <td>意思一致。LLM-Answer和Expected-Answer都表达了PCA属于无监督学习这一事实，只是表达方式略有不同。LLM-Answer直接指出了PCA属于无监督学习，而Expected-Answer则解释了为什么PCA属于无监督学习。因此，它们传达的含义是相似的。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>介绍 transformer 算法</td>\n",
+       "      <td>Transformer本身是一个典型的encoder-decoder模型，Encoder端和Decoder端均有6个Block，Encoder端的Block包括两个模块，多头self-attention模块以及一个前馈神经网络模块；Decoder端的Block包括三个模块，多头self-attention模块，多头Encoder-Decoder attention交互模块，以及一个前馈神经网络模块；需要注意：Encoder端和Decoder端中的每个模块都有残差层和LayerNormalization层。</td>\n",
+       "      <td>Transformer 本身是一个典型的 encoder-decoder 模型，Encoder 端和 Decoder 端均有 6 个 Block，Encoder 端的 Block 包括两个模块，多头 self-attention 模块以及一个前馈神经网络模块；Decoder 端的Block 包括三个模块，多头 self-attention 模块，多头 Encoder-Decoder attention 交互模块，以及一个前馈神经网络模块；需要注意：Encoder 端和 Decoder 端中的每个模块都有残差层和 Layer Normalization层。</td>\n",
+       "      <td>：是的，意思一致。LLM-Answer和Expected-Answer传达的含义非常相似，描述了Transformer算法的结构和组成部分。虽然表达方式有些许差异，但整体内容是一致的。</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            question  \\\n",
+       "0           介绍下SVM算法   \n",
+       "1      用通俗的语言介绍下强化学习   \n",
+       "2         BN 和 LN 区别   \n",
+       "3   讲讲self attention   \n",
+       "4        Bert 的预训练过程   \n",
+       "5     GPT 与 Bert 的区别   \n",
+       "6     pca 属于有监督还是无监督   \n",
+       "7  介绍 transformer 算法   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         llm_answer  \\\n",
+       "0                                              The SVM algorithm's learning strategy focuses on maximizing the margin, which can be formalized as solving a convex quadratic programming problem or equivalently minimizing the regularized hinge loss function. The learning algorithm for SVM involves solving the convex quadratic programming optimization problem. SVM selects kernel functions based on the data separability - Linear kernel is primarily used for linearly separable cases with fewer parameters and faster speed, while RBF kernel is suitable for linearly inseparable cases but relies heavily on parameters, often requiring parameter tuning through techniques like cross-validation.   \n",
+       "1                                                                                                                                                                                                                                                                                                           In simple terms, reinforcement learning is a type of machine learning where an agent learns to make decisions by interacting with its environment. It works on a reward-based system, where the agent receives feedback in the form of rewards or penalties for its actions. The goal is for the agent to learn the best sequence of actions that will lead to the highest cumulative reward over time.   \n",
+       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              BN 和 LN 区别在于，BN 是指二叉树的节点，通常表示二叉树的左节点，而 LN 则是指二维列表中的元素，通常表示二维列表中的行或列。   \n",
+       "3  SelfAttention is a mechanism that differs significantly from traditional Attention. While traditional Attention calculates dependencies between hidden states of the source and target ends, SelfAttention focuses on the source or target input itself. It captures dependencies between words within the source or target input. The self-attention results from the source end are then incorporated into the attention obtained from the target end to capture dependencies between words in both the source and target ends. This approach allows SelfAttention to effectively capture dependencies not only between words in the source and target ends but also within the source or target input itself.   \n",
+       "4                                                                                                                                                                                                                                                                                                  During the pre-training process of Bert, a portion of words in the sentence encoding are masked. This allows the model to predict the masked words based on the surrounding words. By artificially masking these words, the computer knows the correct values of the masked words and can assess the accuracy of the model's predictions. This process helps enhance Bert's bidirectional encoding capabilities.   \n",
+       "5                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             GPT是单向模型，只能利用上文信息，无法利用上下文信息；而BERT是双向模型，可以同时利用上文和下文信息。   \n",
+       "6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             PCA belongs to unsupervised learning.   \n",
+       "7                                                                                                                                                                                                                                                                                                                                                                                                                                                   Transformer本身是一个典型的encoder-decoder模型，Encoder端和Decoder端均有6个Block，Encoder端的Block包括两个模块，多头self-attention模块以及一个前馈神经网络模块；Decoder端的Block包括三个模块，多头self-attention模块，多头Encoder-Decoder attention交互模块，以及一个前馈神经网络模块；需要注意：Encoder端和Decoder端中的每个模块都有残差层和LayerNormalization层。   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          expected_answer  \\\n",
+       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感知机   \n",
+       "1                                                                                                                                                               监督学习的特点是有一个“老师”来“监督”我们，告诉我们正确的结果是什么。在我们在小的时候，会有老师来教我们，本质上监督学习是一种知识的传递，但不能发现新的知识。对于人类整体而言，真正（甚至唯一）的知识来源是实践——也就是强化学习。比如神农尝百草，最早人类并不知道哪些草能治病，但是通\\过尝试，就能学到新的知识。学习与决策者被称为智能体，与智能体交互的部分则称为环境。智能体与环境不断进行交互，具体而言，这一交互的过程可以看做是多个时刻，每一时刻，智能体根据环境的状态，依据一定的策略选择一个动作（这里的策略指的是从环境状态到智能体动作或者动作概率之间的映射），然后环境依据一定的状态转移概率转移到下一个状态，与此同时根据此时状态的好坏反馈给智能体一个奖励。智能体可以根据环境的反馈调整其策略，然后继续在环境中探索，最终学习到一个能够获得最多奖励的最优策略   \n",
+       "2                                                                                                                                                                                                                                                                                        Batch Normalization 是对这批样本的同一维度特征做归一化， Layer Normalization 是对这单个样本的所有维度特征做归一化。区别：LN 中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN 中则针对不同神经元输入计算均值和方差，同一个 batch 中的输入拥有相同的均值和方差。所以，LN 不依赖于batch 的大小和输入 sequence 的长度，因此可以用于 batchsize 为 1 和 RNN 中 sequence 的 normalize 操作。   \n",
+       "3  Self Attention 与传统的 Attention 机制非常的不同：传统的 Attention 是基于 source 端和 target 端的隐变量（hidden state）计算 Attention 的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但Self Attention 不同，它分别在 source 端和 target 端进行，仅与 source input 或者 target input 自身相关的 Self Attention，捕捉 source 端或 target 端自身的词与词之间的依赖关系；然后再把 source 端的得到的self Attention 加入到 target 端得到的 Attention 中，捕捉 source 端和 target 端词与词之间的依赖关系。因此，self Attention Attention 比传统的 Attention mechanism 效果要好，主要原因之一是，传统的Attention 机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，self Attention 可以不仅可以得到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系   \n",
+       "4                                                                                                                                                                                                                                                                                                             Bert 的预训练主要包含两个任务，MLM 和 NSP，Masked Language Model 任务可以理解为完形填空，随机 mask 每一个句子中 15%的词，用其上下文来做预测；Next Sentence Prediction 任务选择一些句子对 A 与 B，其中 50%的数据 B 是 A 的下一条句子，剩余 50%的数据 B 是语料库中随机选择的，学习其中的相关性。BERT 预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的 Loss 相加。   \n",
+       "5                                                                                                                                                                                                                                                                                                                                                                                                                               GPT 是单向模型，无法利用上下文信息，只能利用上文；而 BERT 是双向模型。GPT 是基于自回归模型，可以应用在 NLU 和 NLG 两大任务，而原生的 BERT 采用的基于自编码模型，只能完成 NLU 任务，无法直接应用在文本生成上面。   \n",
+       "6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              PCA 按有监督和无监督划分应该属于无监督学习，所以数据集有无 y 并不重要，只是改变样本 X 的属性(特征)维度。   \n",
+       "7                                                                                                                                                                                                                                                                Transformer 本身是一个典型的 encoder-decoder 模型，Encoder 端和 Decoder 端均有 6 个 Block，Encoder 端的 Block 包括两个模块，多头 self-attention 模块以及一个前馈神经网络模块；Decoder 端的Block 包括三个模块，多头 self-attention 模块，多头 Encoder-Decoder attention 交互模块，以及一个前馈神经网络模块；需要注意：Encoder 端和 Decoder 端中的每个模块都有残差层和 Layer Normalization层。   \n",
+       "\n",
+       "                                                                                                                                                                  rag_eval_results  \n",
+       "0                                                                                                                                                                             意思不同  \n",
+       "1                                                         意思不同。LLM-Answer介绍了强化学习的基本概念和原理，而Expected-Answer则是在比喻的方式下解释了强化学习与监督学习的区别，强调了强化学习通过实践来获取知识的特点。两者虽然都在介绍强化学习，但从不同角度和方式进行了阐述。  \n",
+       "2                                                                                                                                                                             意思不同  \n",
+       "3                                                                    意思不同。LLM-Answer和Expected-Answer虽然都在讲Self Attention，但表达方式和详细内容有所不同。LLM-Answer更加技术化和简洁，而Expected-Answer更加详细和易懂。  \n",
+       "4                                                                                                                                                                             意思不同  \n",
+       "5  意思不同。LLM-Answer提到了GPT是单向模型，无法利用上下文信息，只能利用上文；而BERT是双向模型。而Expected-Answer则提到了GPT是基于自回归模型，可以应用在NLU和NLG两大任务，而BERT是基于自编码模型，只能完成NLU任务，无法直接应用在文本生成上面。两者虽然都在讨论GPT和BERT的区别，但具体提到的内容有所不同。  \n",
+       "6                                         意思一致。LLM-Answer和Expected-Answer都表达了PCA属于无监督学习这一事实，只是表达方式略有不同。LLM-Answer直接指出了PCA属于无监督学习，而Expected-Answer则解释了为什么PCA属于无监督学习。因此，它们传达的含义是相似的。  \n",
+       "7                                                                                     ：是的，意思一致。LLM-Answer和Expected-Answer传达的含义非常相似，描述了Transformer算法的结构和组成部分。虽然表达方式有些许差异，但整体内容是一致的。  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# eval llm-answer with expected-answer\n",
+    "answers_df['rag_eval_results'] = answers_df.apply(lambda r: eval_llm_output(r, llm), axis=1)\n",
+    "with pd.option_context('display.max_colwidth', None):\n",
+    "    display(answers_df)\n",
+    "answers_df.to_excel('recursive_retriever_stb_pack_results.xlsx', index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1cc43c51-18a5-42c9-86f2-7eb8e5f9ff33",
+   "metadata": {},
+   "source": [
+    "# Sentence Window Retrieval句子窗口检索\n",
+    "### 1类似小到大块检索，先将文档解析为每个子块中的句子，\n",
+    "### 2对单句进行检索。并将检索到的句子连同句子窗口(当前句子的左边的句子和右边的句子)一起传递llm\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "a05032a3-59c6-4ddb-b6e6-fabf8ee93569",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "b5d041a666dc41089b74ebebdebb6709",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "modules.json:   0%|          | 0.00/349 [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "D:\\AAAAAAAAAAAIGC\\miniconda\\envs\\llamaindex\\lib\\site-packages\\huggingface_hub\\file_download.py:148: UserWarning: `huggingface_hub` cache-system uses symlinks by default to efficiently store duplicated files but your machine does not support them in C:\\Users\\Alienware\\AppData\\Local\\llama_index\\models--sentence-transformers--all-mpnet-base-v2. Caching files will still work but in a degraded version that might require more space on your disk. This warning can be disabled by setting the `HF_HUB_DISABLE_SYMLINKS_WARNING` environment variable. For more details, see https://huggingface.co/docs/huggingface_hub/how-to-cache#limitations.\n",
+      "To support symlinks on Windows, you either need to activate Developer Mode or to run Python as an administrator. In order to see activate developer mode, see this article: https://docs.microsoft.com/en-us/windows/apps/get-started/enable-your-device-for-development\n",
+      "  warnings.warn(message)\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "e6e0079896aa4b06ab6141052f3da74b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "config_sentence_transformers.json:   0%|          | 0.00/116 [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f8a685e24a9d475fb46441c1ee23a8d1",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "README.md:   0%|          | 0.00/10.6k [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7d778ecafddc4ec7b92f8589d84c62eb",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "sentence_bert_config.json:   0%|          | 0.00/53.0 [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7c431a71ad134651a756f4409fca80ff",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "tokenizer_config.json:   0%|          | 0.00/363 [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f4483c9a578342b2a53dfa70200b3540",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "vocab.txt:   0%|          | 0.00/232k [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f7e7a89a360343578cfd29b1db7c3e27",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "tokenizer.json:   0%|          | 0.00/466k [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "1c037a0ff302485da496eaf95293b3b7",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "special_tokens_map.json:   0%|          | 0.00/239 [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "3032b7f843cb4510875151138afb8769",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "1_Pooling/config.json:   0%|          | 0.00/190 [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from llama_index.core.llama_pack import download_llama_pack\n",
+    "\n",
+    "SentenceWindowRetrieverPack = download_llama_pack(\n",
+    "    \"SentenceWindowRetrieverPack\",\n",
+    "    \"./sentence_window_retriever_pack\",\n",
+    "    # leave the below commented out (was for testing purposes)\n",
+    "    # llama_hub_url=\"https://raw.githubusercontent.com/run-llama/llama-hub/jerry/add_llama_packs/llama_hub\",\n",
+    ")\n",
+    "sentence_window_retriever_pack = SentenceWindowRetrieverPack(\n",
+    "    documents,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "9ea219d6-a94e-4ca3-9f07-d5f7188e3af8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "answers = {'question':[], 'llm_answer': [], 'expected_answer': []}\n",
+    "\n",
+    "for question in qna_dict.keys():\n",
+    "    expected_answer = qna_dict[question]\n",
+    "    # result\n",
+    "    response = sentence_window_retriever_pack.run(question)\n",
+    "    answers['question'].append(question)\n",
+    "    answers['llm_answer'].append(response.response)\n",
+    "    answers['expected_answer'].append(expected_answer)\n",
+    "\n",
+    "answers_df = pd.DataFrame(answers)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "c5b54025-15e7-4fd2-b947-ae3c68ca557b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>question</th>\n",
+       "      <th>llm_answer</th>\n",
+       "      <th>expected_answer</th>\n",
+       "      <th>rag_eval_results</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>介绍下SVM算法</td>\n",
+       "      <td>SVM is a binary classification model that defines the maximum margin linear classifier in the feature space, distinguishing it from the perceptron. SVM can be categorized into three types: linear separable SVM for linearly separable training data, linear SVM for data that is not linearly separable but approximately so, and nonlinear SVM for data that is not linearly separable, utilizing kernel tricks and maximizing soft margins. SVM's learning strategy focuses on maximizing the margin, which can be formalized as solving a convex quadratic programming problem or minimizing the regularized hinge loss function. The selection of the kernel function in SVM depends on the data characteristics, with Linear kernel suitable for linearly separable cases and RBF kernel for linearly inseparable cases, although parameter tuning for RBF kernel often involves cross-validation due to its dependency on parameters.</td>\n",
+       "      <td>是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感知机</td>\n",
+       "      <td>意思一致。LLM-Answer和Expected-Answer都在介绍SVM算法的基本原理和特点，虽然表达方式略有不同，但传达的含义是一致的。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>用通俗的语言介绍下强化学习</td>\n",
+       "      <td>Reinforcement learning is a type of machine learning where an agent learns to make decisions by interacting with its environment. It works on a reward system, where the agent receives positive or negative feedback based on its actions. The goal is for the agent to learn the best way to achieve a specific objective by maximizing rewards over time through trial and error.</td>\n",
+       "      <td>监督学习的特点是有一个“老师”来“监督”我们，告诉我们正确的结果是什么。在我们在小的时候，会有老师来教我们，本质上监督学习是一种知识的传递，但不能发现新的知识。对于人类整体而言，真正（甚至唯一）的知识来源是实践——也就是强化学习。比如神农尝百草，最早人类并不知道哪些草能治病，但是通\\过尝试，就能学到新的知识。学习与决策者被称为智能体，与智能体交互的部分则称为环境。智能体与环境不断进行交互，具体而言，这一交互的过程可以看做是多个时刻，每一时刻，智能体根据环境的状态，依据一定的策略选择一个动作（这里的策略指的是从环境状态到智能体动作或者动作概率之间的映射），然后环境依据一定的状态转移概率转移到下一个状态，与此同时根据此时状态的好坏反馈给智能体一个奖励。智能体可以根据环境的反馈调整其策略，然后继续在环境中探索，最终学习到一个能够获得最多奖励的最优策略</td>\n",
+       "      <td>意思不同</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>BN 和 LN 区别</td>\n",
+       "      <td>Batch Normalization (BN) is applied to each batch of training data by normalizing based on the batch's mean and variance, while Layer Normalization (LN) normalizes across the features for each sample. LN does not depend on batch size and is used in scenarios like recurrent neural networks.</td>\n",
+       "      <td>Batch Normalization 是对这批样本的同一维度特征做归一化， Layer Normalization 是对这单个样本的所有维度特征做归一化。区别：LN 中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN 中则针对不同神经元输入计算均值和方差，同一个 batch 中的输入拥有相同的均值和方差。所以，LN 不依赖于batch 的大小和输入 sequence 的长度，因此可以用于 batchsize 为 1 和 RNN 中 sequence 的 normalize 操作。</td>\n",
+       "      <td>意思一致</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>讲讲self attention</td>\n",
+       "      <td>SelfAttention is a mechanism that differs significantly from traditional Attention. While traditional Attention calculates dependencies between hidden states of the source and target ends, SelfAttention operates independently on the source and target ends. It focuses solely on the self-related dependencies within the source or target input, capturing the relationships between words within the source or target end. The self-attention results from the source end are then incorporated into the attention obtained from the target end, capturing dependencies between words in both the source and target ends. This approach is more effective than traditional Attention mechanisms because it considers not only the dependencies between words in the source and target ends but also effectively captures dependencies between words within the source or target end themselves.</td>\n",
+       "      <td>Self Attention 与传统的 Attention 机制非常的不同：传统的 Attention 是基于 source 端和 target 端的隐变量（hidden state）计算 Attention 的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但Self Attention 不同，它分别在 source 端和 target 端进行，仅与 source input 或者 target input 自身相关的 Self Attention，捕捉 source 端或 target 端自身的词与词之间的依赖关系；然后再把 source 端的得到的self Attention 加入到 target 端得到的 Attention 中，捕捉 source 端和 target 端词与词之间的依赖关系。因此，self Attention Attention 比传统的 Attention mechanism 效果要好，主要原因之一是，传统的Attention 机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，self Attention 可以不仅可以得到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系</td>\n",
+       "      <td>意思一致。LLM-Answer和Expected-Answer都在讲述Self Attention与传统Attention机制的区别，以及Self Attention的工作原理和优势。虽然表达方式有所不同，但传达的含义是一致的。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Bert 的预训练过程</td>\n",
+       "      <td>During the pre-training process of Bert, a portion of words in the sentence encoding is masked. This allows the model to predict the masked words based on the surrounding words. Since the computer knows the correct values of the masked words, it can assess the accuracy of the model's predictions. This process helps enhance Bert's bidirectional encoding capabilities.</td>\n",
+       "      <td>Bert 的预训练主要包含两个任务，MLM 和 NSP，Masked Language Model 任务可以理解为完形填空，随机 mask 每一个句子中 15%的词，用其上下文来做预测；Next Sentence Prediction 任务选择一些句子对 A 与 B，其中 50%的数据 B 是 A 的下一条句子，剩余 50%的数据 B 是语料库中随机选择的，学习其中的相关性。BERT 预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的 Loss 相加。</td>\n",
+       "      <td>意思不同</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>GPT 与 Bert 的区别</td>\n",
+       "      <td>GPT是单向模型，只能利用上文信息，而BERT是双向模型，可以同时利用上下文信息。 GPT基于自回归模型，适用于NLU和NLG任务，而BERT基于自编码模型，主要用于NLU任务，无法直接应用在文本生成任务上。</td>\n",
+       "      <td>GPT 是单向模型，无法利用上下文信息，只能利用上文；而 BERT 是双向模型。GPT 是基于自回归模型，可以应用在 NLU 和 NLG 两大任务，而原生的 BERT 采用的基于自编码模型，只能完成 NLU 任务，无法直接应用在文本生成上面。</td>\n",
+       "      <td>意思不同。LLM-Answer提到了GPT是单向模型，无法利用上下文信息，只能利用上文；而BERT是双向模型。而Expected-Answer则提到了GPT是基于自回归模型，可以应用在NLU和NLG两大任务，而原生的BERT采用的基于自编码模型，只能完成NLU任务，无法直接应用在文本生成上面。两者虽然都提到了GPT和BERT的区别，但具体描述的重点和细节有所不同。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>pca 属于有监督还是无监督</td>\n",
+       "      <td>PCA belongs to unsupervised learning.</td>\n",
+       "      <td>PCA 按有监督和无监督划分应该属于无监督学习，所以数据集有无 y 并不重要，只是改变样本 X 的属性(特征)维度。</td>\n",
+       "      <td>意思一致。LLM-Answer和Expected-Answer都表明PCA属于无监督学习。虽然表达方式略有不同，但传达的含义是一致的。LLM-Answer指出PCA属于无监督学习，而Expected-Answer则进一步解释了PCA的特点。因此，它们传达的含义是相似的。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>介绍 transformer 算法</td>\n",
+       "      <td>The algorithm described in the context is related to printing elements of a matrix in a spiral order. It involves moving in a clockwise direction along the matrix borders and adding the elements to a result list. The algorithm tracks the boundaries of the matrix and the current position to determine the movement direction.</td>\n",
+       "      <td>Transformer 本身是一个典型的 encoder-decoder 模型，Encoder 端和 Decoder 端均有 6 个 Block，Encoder 端的 Block 包括两个模块，多头 self-attention 模块以及一个前馈神经网络模块；Decoder 端的Block 包括三个模块，多头 self-attention 模块，多头 Encoder-Decoder attention 交互模块，以及一个前馈神经网络模块；需要注意：Encoder 端和 Decoder 端中的每个模块都有残差层和 Layer Normalization层。</td>\n",
+       "      <td>意思不同</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            question  \\\n",
+       "0           介绍下SVM算法   \n",
+       "1      用通俗的语言介绍下强化学习   \n",
+       "2         BN 和 LN 区别   \n",
+       "3   讲讲self attention   \n",
+       "4        Bert 的预训练过程   \n",
+       "5     GPT 与 Bert 的区别   \n",
+       "6     pca 属于有监督还是无监督   \n",
+       "7  介绍 transformer 算法   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       llm_answer  \\\n",
+       "0  SVM is a binary classification model that defines the maximum margin linear classifier in the feature space, distinguishing it from the perceptron. SVM can be categorized into three types: linear separable SVM for linearly separable training data, linear SVM for data that is not linearly separable but approximately so, and nonlinear SVM for data that is not linearly separable, utilizing kernel tricks and maximizing soft margins. SVM's learning strategy focuses on maximizing the margin, which can be formalized as solving a convex quadratic programming problem or minimizing the regularized hinge loss function. The selection of the kernel function in SVM depends on the data characteristics, with Linear kernel suitable for linearly separable cases and RBF kernel for linearly inseparable cases, although parameter tuning for RBF kernel often involves cross-validation due to its dependency on parameters.   \n",
+       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Reinforcement learning is a type of machine learning where an agent learns to make decisions by interacting with its environment. It works on a reward system, where the agent receives positive or negative feedback based on its actions. The goal is for the agent to learn the best way to achieve a specific objective by maximizing rewards over time through trial and error.   \n",
+       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Batch Normalization (BN) is applied to each batch of training data by normalizing based on the batch's mean and variance, while Layer Normalization (LN) normalizes across the features for each sample. LN does not depend on batch size and is used in scenarios like recurrent neural networks.   \n",
+       "3                                          SelfAttention is a mechanism that differs significantly from traditional Attention. While traditional Attention calculates dependencies between hidden states of the source and target ends, SelfAttention operates independently on the source and target ends. It focuses solely on the self-related dependencies within the source or target input, capturing the relationships between words within the source or target end. The self-attention results from the source end are then incorporated into the attention obtained from the target end, capturing dependencies between words in both the source and target ends. This approach is more effective than traditional Attention mechanisms because it considers not only the dependencies between words in the source and target ends but also effectively captures dependencies between words within the source or target end themselves.   \n",
+       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                During the pre-training process of Bert, a portion of words in the sentence encoding is masked. This allows the model to predict the masked words based on the surrounding words. Since the computer knows the correct values of the masked words, it can assess the accuracy of the model's predictions. This process helps enhance Bert's bidirectional encoding capabilities.   \n",
+       "5                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        GPT是单向模型，只能利用上文信息，而BERT是双向模型，可以同时利用上下文信息。 GPT基于自回归模型，适用于NLU和NLG任务，而BERT基于自编码模型，主要用于NLU任务，无法直接应用在文本生成任务上。   \n",
+       "6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           PCA belongs to unsupervised learning.   \n",
+       "7                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            The algorithm described in the context is related to printing elements of a matrix in a spiral order. It involves moving in a clockwise direction along the matrix borders and adding the elements to a result list. The algorithm tracks the boundaries of the matrix and the current position to determine the movement direction.   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          expected_answer  \\\n",
+       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感知机   \n",
+       "1                                                                                                                                                               监督学习的特点是有一个“老师”来“监督”我们，告诉我们正确的结果是什么。在我们在小的时候，会有老师来教我们，本质上监督学习是一种知识的传递，但不能发现新的知识。对于人类整体而言，真正（甚至唯一）的知识来源是实践——也就是强化学习。比如神农尝百草，最早人类并不知道哪些草能治病，但是通\\过尝试，就能学到新的知识。学习与决策者被称为智能体，与智能体交互的部分则称为环境。智能体与环境不断进行交互，具体而言，这一交互的过程可以看做是多个时刻，每一时刻，智能体根据环境的状态，依据一定的策略选择一个动作（这里的策略指的是从环境状态到智能体动作或者动作概率之间的映射），然后环境依据一定的状态转移概率转移到下一个状态，与此同时根据此时状态的好坏反馈给智能体一个奖励。智能体可以根据环境的反馈调整其策略，然后继续在环境中探索，最终学习到一个能够获得最多奖励的最优策略   \n",
+       "2                                                                                                                                                                                                                                                                                        Batch Normalization 是对这批样本的同一维度特征做归一化， Layer Normalization 是对这单个样本的所有维度特征做归一化。区别：LN 中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN 中则针对不同神经元输入计算均值和方差，同一个 batch 中的输入拥有相同的均值和方差。所以，LN 不依赖于batch 的大小和输入 sequence 的长度，因此可以用于 batchsize 为 1 和 RNN 中 sequence 的 normalize 操作。   \n",
+       "3  Self Attention 与传统的 Attention 机制非常的不同：传统的 Attention 是基于 source 端和 target 端的隐变量（hidden state）计算 Attention 的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但Self Attention 不同，它分别在 source 端和 target 端进行，仅与 source input 或者 target input 自身相关的 Self Attention，捕捉 source 端或 target 端自身的词与词之间的依赖关系；然后再把 source 端的得到的self Attention 加入到 target 端得到的 Attention 中，捕捉 source 端和 target 端词与词之间的依赖关系。因此，self Attention Attention 比传统的 Attention mechanism 效果要好，主要原因之一是，传统的Attention 机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，self Attention 可以不仅可以得到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系   \n",
+       "4                                                                                                                                                                                                                                                                                                             Bert 的预训练主要包含两个任务，MLM 和 NSP，Masked Language Model 任务可以理解为完形填空，随机 mask 每一个句子中 15%的词，用其上下文来做预测；Next Sentence Prediction 任务选择一些句子对 A 与 B，其中 50%的数据 B 是 A 的下一条句子，剩余 50%的数据 B 是语料库中随机选择的，学习其中的相关性。BERT 预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的 Loss 相加。   \n",
+       "5                                                                                                                                                                                                                                                                                                                                                                                                                               GPT 是单向模型，无法利用上下文信息，只能利用上文；而 BERT 是双向模型。GPT 是基于自回归模型，可以应用在 NLU 和 NLG 两大任务，而原生的 BERT 采用的基于自编码模型，只能完成 NLU 任务，无法直接应用在文本生成上面。   \n",
+       "6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              PCA 按有监督和无监督划分应该属于无监督学习，所以数据集有无 y 并不重要，只是改变样本 X 的属性(特征)维度。   \n",
+       "7                                                                                                                                                                                                                                                                Transformer 本身是一个典型的 encoder-decoder 模型，Encoder 端和 Decoder 端均有 6 个 Block，Encoder 端的 Block 包括两个模块，多头 self-attention 模块以及一个前馈神经网络模块；Decoder 端的Block 包括三个模块，多头 self-attention 模块，多头 Encoder-Decoder attention 交互模块，以及一个前馈神经网络模块；需要注意：Encoder 端和 Decoder 端中的每个模块都有残差层和 Layer Normalization层。   \n",
+       "\n",
+       "                                                                                                                                                                          rag_eval_results  \n",
+       "0                                                                                                                  意思一致。LLM-Answer和Expected-Answer都在介绍SVM算法的基本原理和特点，虽然表达方式略有不同，但传达的含义是一致的。  \n",
+       "1                                                                                                                                                                                     意思不同  \n",
+       "2                                                                                                                                                                                     意思一致  \n",
+       "3                                                                       意思一致。LLM-Answer和Expected-Answer都在讲述Self Attention与传统Attention机制的区别，以及Self Attention的工作原理和优势。虽然表达方式有所不同，但传达的含义是一致的。  \n",
+       "4                                                                                                                                                                                     意思不同  \n",
+       "5  意思不同。LLM-Answer提到了GPT是单向模型，无法利用上下文信息，只能利用上文；而BERT是双向模型。而Expected-Answer则提到了GPT是基于自回归模型，可以应用在NLU和NLG两大任务，而原生的BERT采用的基于自编码模型，只能完成NLU任务，无法直接应用在文本生成上面。两者虽然都提到了GPT和BERT的区别，但具体描述的重点和细节有所不同。  \n",
+       "6                                                  意思一致。LLM-Answer和Expected-Answer都表明PCA属于无监督学习。虽然表达方式略有不同，但传达的含义是一致的。LLM-Answer指出PCA属于无监督学习，而Expected-Answer则进一步解释了PCA的特点。因此，它们传达的含义是相似的。  \n",
+       "7                                                                                                                                                                                     意思不同  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# eval llm-answer with expected-answer\n",
+    "answers_df['rag_eval_results'] = answers_df.apply(lambda r: eval_llm_output(r, llm), axis=1)\n",
+    "with pd.option_context('display.max_colwidth', None):\n",
+    "    display(answers_df)\n",
+    "answers_df.to_excel('sentence_window_retriever_pack_results.xlsx', index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "63183e45-e087-47ee-afd3-f718cb9037ae",
+   "metadata": {},
+   "source": [
+    "# Self-RAG高级检索\n",
+    "\n",
+    "Self-RAG代表了一种创新的框架，它利用自我反思的标记来对语言模型（LM）进行训练和调控。这个框架的核心流程可以划分为三个主要环节：信息检索、内容生成和内容评估。\n",
+    "\n",
+    "![selfrag](.\\selfrag.png)\n",
+    "\n",
+    "\n",
+    "1.在信息检索环节，Self-RAG首先对检索标记进行解码，以判断当前情境下是否有必要进行信息的检索，并据此控制检索机制。如果确定需要检索，LM便会激活外部的检索模块，以便搜寻与当前任务相关的文档资料。\n",
+    "\n",
+    "2.进入内容生成阶段，若无需额外检索，LM将直接预测接下来的文本片段。若检索是必要的，LM会先生成一系列批评标记，这些标记的作用是评估已检索到的文档资料的相关性，并基于这些资料来构建后续的内容。\n",
+    "\n",
+    "3.在内容评估环节，LM进一步评价检索到的文档对生成内容的支持程度。最终，通过一个新的批评标记来对整体的响应效果进行评估。\n",
+    "\n",
+    "![selftoken](.\\selftoken.jpg)\n",
+    "\n",
+    "在训练Self-RAG的过程中，涉及到三个关键的模型组件：检索器、批评家和生成器。首先，批评家模型会被训练，它利用检索器找到的文档和增强的反思标记来训练。接着，生成器LM通过标准的下一个标记预测任务进行训练，目的是掌握如何生成自然连贯的文本以及如何使用特殊的标记来检索或评估自身的生成内容。\n",
+    "\n",
+    "在推理应用中，Self-RAG通过掌握生成反思标记的能力，能够为多种不同的下游任务或特定需求定制模型的行为，而无需对LMs进行额外的训练。它能够根据检索标记灵活地决定何时进行检索，让模型自行判断是否需要进行信息检索。此外，Self-RAG引入了多种细致的批评标记，用于评估生成内容的各种质量维度。在生成过程中，研究者采用了基于期望批评标记概率的线性插值方法，进行分段级别的束搜索（beam search），以便在每个时间节点确定最佳的续写方案"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "c7529b87-4918-47f4-a5bd-3ab8de4e56cd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from llama_index.core.llama_pack import download_llama_pack\n",
+    "\n",
+    "# download and install dependencies\n",
+    "SelfRAGPack=download_llama_pack(\n",
+    "    \"SelfRAGPack\",\n",
+    "    \"D:/AAAAAAAAAAAIGC/self_rag_pack\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "4b979583-859b-42aa-9c13-b76d6ec86bb4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from llama_index.core import Document, VectorStoreIndex\n",
+    "from llama_index.core.retrievers import VectorIndexRetriever\n",
+    "index = VectorStoreIndex.from_documents(documents)\n",
+    "\n",
+    "# Setup a simple retriever\n",
+    "retriever = VectorIndexRetriever(\n",
+    "    index=index,\n",
+    "    similarity_top_k=10,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "22e76989-8a97-4caa-86ab-5f71d1f7d144",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./tmpmodel\\selfrag_llama2_7b.q4_k_m.gguf\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Consider using `hf_transfer` for faster downloads. This solution comes with some limitations. See https://huggingface.co/docs/huggingface_hub/hf_transfer for more details.\n",
+      "downloading https://huggingface.co/m4r1/selfrag_llama2_7b-GGUF/resolve/main/selfrag_llama2_7b.q4_k_m.gguf to C:\\Users\\Alienware\\.cache\\huggingface\\hub\\tmpx3m0nk9s\n"
+     ]
+    }
+   ],
+   "source": [
+    "download_dir = \"./tmpmodel\"  # Replace\n",
+    "!pip3 install -q huggingface-hub\n",
+    "!huggingface-cli download m4r1/selfrag_llama2_7b-GGUF selfrag_llama2_7b.q4_k_m.gguf --local-dir {download_dir} --local-dir-use-symlinks False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "d3efe0e4-e8cc-45aa-a99f-f7edf570a35c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "llama_model_loader: loaded meta data with 21 key-value pairs and 291 tensors from ./tmpmodel/selfrag_llama2_7b.q4_k_m.gguf (version GGUF V3 (latest))\n",
+      "llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.\n",
+      "llama_model_loader: - kv   0:                       general.architecture str              = llama\n",
+      "llama_model_loader: - kv   1:                               general.name str              = LLaMA v2\n",
+      "llama_model_loader: - kv   2:                       llama.context_length u32              = 4096\n",
+      "llama_model_loader: - kv   3:                     llama.embedding_length u32              = 4096\n",
+      "llama_model_loader: - kv   4:                          llama.block_count u32              = 32\n",
+      "llama_model_loader: - kv   5:                  llama.feed_forward_length u32              = 11008\n",
+      "llama_model_loader: - kv   6:                 llama.rope.dimension_count u32              = 128\n",
+      "llama_model_loader: - kv   7:                 llama.attention.head_count u32              = 32\n",
+      "llama_model_loader: - kv   8:              llama.attention.head_count_kv u32              = 32\n",
+      "llama_model_loader: - kv   9:     llama.attention.layer_norm_rms_epsilon f32              = 0.000010\n",
+      "llama_model_loader: - kv  10:                       llama.rope.freq_base f32              = 10000.000000\n",
+      "llama_model_loader: - kv  11:                          general.file_type u32              = 15\n",
+      "llama_model_loader: - kv  12:                       tokenizer.ggml.model str              = llama\n",
+      "llama_model_loader: - kv  13:                      tokenizer.ggml.tokens arr[str,32016]   = [\"<unk>\", \"<s>\", \"</s>\", \"<0x00>\", \"<...\n",
+      "llama_model_loader: - kv  14:                      tokenizer.ggml.scores arr[f32,32016]   = [0.000000, 0.000000, 0.000000, 0.0000...\n",
+      "llama_model_loader: - kv  15:                  tokenizer.ggml.token_type arr[i32,32016]   = [2, 3, 3, 6, 6, 6, 6, 6, 6, 6, 6, 6, ...\n",
+      "llama_model_loader: - kv  16:                tokenizer.ggml.bos_token_id u32              = 1\n",
+      "llama_model_loader: - kv  17:                tokenizer.ggml.eos_token_id u32              = 2\n",
+      "llama_model_loader: - kv  18:               tokenizer.ggml.add_bos_token bool             = true\n",
+      "llama_model_loader: - kv  19:               tokenizer.ggml.add_eos_token bool             = false\n",
+      "llama_model_loader: - kv  20:               general.quantization_version u32              = 2\n",
+      "llama_model_loader: - type  f32:   65 tensors\n",
+      "llama_model_loader: - type q4_K:  193 tensors\n",
+      "llama_model_loader: - type q6_K:   33 tensors\n",
+      "llm_load_vocab: special tokens definition check successful ( 275/32016 ).\n",
+      "llm_load_print_meta: format           = GGUF V3 (latest)\n",
+      "llm_load_print_meta: arch             = llama\n",
+      "llm_load_print_meta: vocab type       = SPM\n",
+      "llm_load_print_meta: n_vocab          = 32016\n",
+      "llm_load_print_meta: n_merges         = 0\n",
+      "llm_load_print_meta: n_ctx_train      = 4096\n",
+      "llm_load_print_meta: n_embd           = 4096\n",
+      "llm_load_print_meta: n_head           = 32\n",
+      "llm_load_print_meta: n_head_kv        = 32\n",
+      "llm_load_print_meta: n_layer          = 32\n",
+      "llm_load_print_meta: n_rot            = 128\n",
+      "llm_load_print_meta: n_embd_head_k    = 128\n",
+      "llm_load_print_meta: n_embd_head_v    = 128\n",
+      "llm_load_print_meta: n_gqa            = 1\n",
+      "llm_load_print_meta: n_embd_k_gqa     = 4096\n",
+      "llm_load_print_meta: n_embd_v_gqa     = 4096\n",
+      "llm_load_print_meta: f_norm_eps       = 0.0e+00\n",
+      "llm_load_print_meta: f_norm_rms_eps   = 1.0e-05\n",
+      "llm_load_print_meta: f_clamp_kqv      = 0.0e+00\n",
+      "llm_load_print_meta: f_max_alibi_bias = 0.0e+00\n",
+      "llm_load_print_meta: f_logit_scale    = 0.0e+00\n",
+      "llm_load_print_meta: n_ff             = 11008\n",
+      "llm_load_print_meta: n_expert         = 0\n",
+      "llm_load_print_meta: n_expert_used    = 0\n",
+      "llm_load_print_meta: causal attn      = 1\n",
+      "llm_load_print_meta: pooling type     = 0\n",
+      "llm_load_print_meta: rope type        = 0\n",
+      "llm_load_print_meta: rope scaling     = linear\n",
+      "llm_load_print_meta: freq_base_train  = 10000.0\n",
+      "llm_load_print_meta: freq_scale_train = 1\n",
+      "llm_load_print_meta: n_yarn_orig_ctx  = 4096\n",
+      "llm_load_print_meta: rope_finetuned   = unknown\n",
+      "llm_load_print_meta: ssm_d_conv       = 0\n",
+      "llm_load_print_meta: ssm_d_inner      = 0\n",
+      "llm_load_print_meta: ssm_d_state      = 0\n",
+      "llm_load_print_meta: ssm_dt_rank      = 0\n",
+      "llm_load_print_meta: model type       = 7B\n",
+      "llm_load_print_meta: model ftype      = Q4_K - Medium\n",
+      "llm_load_print_meta: model params     = 6.74 B\n",
+      "llm_load_print_meta: model size       = 3.80 GiB (4.84 BPW) \n",
+      "llm_load_print_meta: general.name     = LLaMA v2\n",
+      "llm_load_print_meta: BOS token        = 1 '<s>'\n",
+      "llm_load_print_meta: EOS token        = 2 '</s>'\n",
+      "llm_load_print_meta: UNK token        = 0 '<unk>'\n",
+      "llm_load_print_meta: LF token         = 13 '<0x0A>'\n",
+      "llm_load_tensors: ggml ctx size =    0.11 MiB\n",
+      "llm_load_tensors:        CPU buffer size =  3891.33 MiB\n",
+      "..................................................................................................\n",
+      "llama_new_context_with_model: n_ctx      = 2048\n",
+      "llama_new_context_with_model: n_batch    = 512\n",
+      "llama_new_context_with_model: n_ubatch   = 512\n",
+      "llama_new_context_with_model: freq_base  = 10000.0\n",
+      "llama_new_context_with_model: freq_scale = 1\n",
+      "llama_kv_cache_init:        CPU KV buffer size =  1024.00 MiB\n",
+      "llama_new_context_with_model: KV self size  = 1024.00 MiB, K (f16):  512.00 MiB, V (f16):  512.00 MiB\n",
+      "llama_new_context_with_model:        CPU  output buffer size =     0.12 MiB\n",
+      "llama_new_context_with_model:        CPU compute buffer size =   164.01 MiB\n",
+      "llama_new_context_with_model: graph nodes  = 1030\n",
+      "llama_new_context_with_model: graph splits = 1\n",
+      "AVX = 1 | AVX_VNNI = 0 | AVX2 = 1 | AVX512 = 0 | AVX512_VBMI = 0 | AVX512_VNNI = 0 | FMA = 1 | NEON = 0 | ARM_FMA = 0 | F16C = 1 | FP16_VA = 0 | WASM_SIMD = 0 | BLAS = 0 | SSE3 = 1 | SSSE3 = 0 | VSX = 0 | MATMUL_INT8 = 0 | \n",
+      "Model metadata: {'general.name': 'LLaMA v2', 'general.architecture': 'llama', 'llama.context_length': '4096', 'llama.rope.dimension_count': '128', 'llama.embedding_length': '4096', 'llama.block_count': '32', 'llama.feed_forward_length': '11008', 'llama.attention.head_count': '32', 'tokenizer.ggml.eos_token_id': '2', 'general.file_type': '15', 'llama.attention.head_count_kv': '32', 'llama.attention.layer_norm_rms_epsilon': '0.000010', 'llama.rope.freq_base': '10000.000000', 'tokenizer.ggml.model': 'llama', 'general.quantization_version': '2', 'tokenizer.ggml.bos_token_id': '1', 'tokenizer.ggml.add_bos_token': 'true', 'tokenizer.ggml.add_eos_token': 'false'}\n",
+      "Using fallback chat format: None\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "\n",
+    "model_path = \"./tmpmodel/selfrag_llama2_7b.q4_k_m.gguf\"\n",
+    "agent_pack = SelfRAGPack(\n",
+    "    model_path=model_path, retriever=retriever, verbose=True\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "1e1788f3-5c00-4d0a-8951-c7fc6937fa89",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      16.82 ms /    40 runs   (    0.42 ms per token,  2378.83 tokens per second)\n",
+      "llama_print_timings: prompt eval time =    2904.54 ms /    22 tokens (  132.02 ms per token,     7.57 tokens per second)\n",
+      "llama_print_timings:        eval time =    8948.68 ms /    39 runs   (  229.45 ms per token,     4.36 tokens per second)\n",
+      "llama_print_timings:       total time =   12115.75 ms /    61 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mRetrieval required\n",
+      "\u001b[0m\u001b[1;3;34mReceived: 10 documents\n",
+      "\u001b[0m\u001b[1;3;34mStart evaluation\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      21.36 ms /    50 runs   (    0.43 ms per token,  2341.37 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   79415.59 ms /   743 tokens (  106.89 ms per token,     9.36 tokens per second)\n",
+      "llama_print_timings:        eval time =   11974.64 ms /    49 runs   (  244.38 ms per token,     4.09 tokens per second)\n",
+      "llama_print_timings:       total time =   94319.48 ms /   792 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍下SVM算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第4页共46页第十七篇：2022年4月10日百度机器学习方向暑期实习面试题6道\n",
+      "1、介绍下SVM算法\n",
+      "是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感\n",
+      "知机。\n",
+      "SVM可分为三种：\n",
+      "线性可分SVM\n",
+      "当训练数据线性可分时，通过最大化硬间隔（hardmargin）可以学习得到一个线性分类器，即硬间隔\n",
+      "SVM。\n",
+      "线性SVM\n",
+      "当训练数据不能线性可分但是近似线性可分时，通过最大化软间隔（softmargin）也可以学习到一个线\n",
+      "性分类器，即软间隔SVM。\n",
+      "非线性SVM\n",
+      "当训练数据线性不可分时，通过使用核技巧（kerneltrick）和最大化软间隔，可以学习到一个非线性\n",
+      "SVM。\n",
+      "SVM的的学习策略就是间隔最大化，可形式化为一个求解凸二次规划的问题，也等价于正则化的合页损\n",
+      "失函数的最小化问题。SVM的的学习算法就是求解凸二次规划的最优化算法。\n",
+      "SVM如何选择核函数\n",
+      "Linear核：主要用于线性可分的情形。参数少，速度快，对于一般数据，分类效果已经很理想了。\n",
+      "RBF核：主要用于线性不可分的情形。参数多，分类结果非常依赖于参数。有很多人是通过训练数据的交\n",
+      "叉验证来寻找合适的参数，不过这个过程比较耗时。\n",
+      "2、介绍下逻辑回归算法\n",
+      "逻辑回归是在数据服从伯努利分布的假设下，通过极大似然的方法，运用梯度下降法来求解参数，从而达\n",
+      "到将数据二分类的目的。\n",
+      "逻辑回归的优缺点</paragraph>\n",
+      "Prediction: [Relevant]逻辑回归是一种常见的二分类模型，它的基本模型是定义在特征空间上的一个最大的\n",
+      "Score: 0.9285435719763134\n",
+      "\u001b[0m\u001b[1;3;34m1/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       4.18 ms /    19 runs   (    0.22 ms per token,  4547.63 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   89390.15 ms /   861 tokens (  103.82 ms per token,     9.63 tokens per second)\n",
+      "llama_print_timings:        eval time =    3332.36 ms /    18 runs   (  185.13 ms per token,     5.40 tokens per second)\n",
+      "llama_print_timings:       total time =   95194.60 ms /   879 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍下SVM算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第18页共46页第二十一篇：2022年4月14日美团计算机视觉算法暑期实习面试题6道\n",
+      "1、简单介绍gbdt算法的原理\n",
+      "GBDT是梯度提升决策树，是一种基于Boosting的算法，采用以决策树为基学习器的加法模型，通过不\n",
+      "断拟合上一个弱学习器的残差，最终实现分类或回归的模型。关键在于利用损失函数的负梯度在当前模型的值\n",
+      "作为残差的近似值，从而拟合一个回归树。对于分类问题：常使用指数损失函数；对于回归问题：常使用平方\n",
+      "误差损失函数（此时，其负梯度就是通常意义的残差），对于一般损失函数来说就是残差的近似。\n",
+      "无论损失函数是什么形式，每个决策树拟合的都是负梯度。准确的说，不是用负梯度代替残差，而是当损\n",
+      "失函数是均方损失时，负梯度刚好是残差，残差只是特例。\n",
+      "2、pca属于有监督还是无监督\n",
+      "PCA按有监督和无监督划分应该属于无监督学习，所以数据集有无y并不重要，只是改变样本X的属性\n",
+      "(特征)维度。\n",
+      "3、介绍svm算法\n",
+      "是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感\n",
+      "知机。\n",
+      "SVM可分为三种：\n",
+      "线性可分SVM\n",
+      "当训练数据线性可分时，通过最大化硬间隔（hardmargin）可以学习得到一个线性分类器，即硬间隔\n",
+      "SVM。\n",
+      "线性SVM\n",
+      "当训练数据不能线性可分但是近似线性可分时，通过最大化软间隔（softmargin）也可以学习到一个线\n",
+      "性分类器，即软间隔SVM。\n",
+      "非线性SVM\n",
+      "当训练数据线性不可分时，通过使用核技巧（kerneltrick）和最大化软间隔，可以学习到一个非线性\n",
+      "SVM。</paragraph>\n",
+      "Prediction: [Relevant]这里介绍的是线性可分SVM。[Fully supported][Utility:5]\n",
+      "Score: 2.3546355045543526\n",
+      "\u001b[0m\u001b[1;3;34m2/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       0.92 ms /     4 runs   (    0.23 ms per token,  4362.05 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   60326.36 ms /   837 tokens (   72.07 ms per token,    13.87 tokens per second)\n",
+      "llama_print_timings:        eval time =     576.27 ms /     3 runs   (  192.09 ms per token,     5.21 tokens per second)\n",
+      "llama_print_timings:       total time =   62555.82 ms /   840 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍下SVM算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第19页共46页SVM的的学习策略就是间隔最大化，可形式化为一个求解凸二次规划的问题，也等价于正则化的合页损\n",
+      "失函数的最小化问题。SVM的的学习算法就是求解凸二次规划的最优化算法。\n",
+      "SVM如何选择核函数\n",
+      "Linear核：主要用于线性可分的情形。参数少，速度快，对于一般数据，分类效果已经很理想了。\n",
+      "RBF核：主要用于线性不可分的情形。参数多，分类结果非常依赖于参数。有很多人是通过训练数据的交\n",
+      "叉验证来寻找合适的参数，不过这个过程比较耗时。\n",
+      "4、介绍transformer算法\n",
+      "Transformer本身是一个典型的encoder-decoder模型，Encoder端和Decoder端均有6个Block，\n",
+      "Encoder端的Block包括两个模块，多头self-attention模块以及一个前馈神经网络模块；Decoder端的\n",
+      "Block包括三个模块，多头self-attention模块，多头Encoder-Decoderattention交互模块，以及一个前\n",
+      "馈神经网络模块；需要注意：Encoder端和Decoder端中的每个模块都有残差层和LayerNormalization\n",
+      "层。\n",
+      "5、layernorm和batchnorm的比较\n",
+      "BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样本\n",
+      "的所有维度特征做归一化。\n",
+      "区别：LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针\n",
+      "对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。所以，LN不依赖于\n",
+      "batch的大小和输入sequence的长度，因此可以用于batchsize为1和RNN中sequence的normalize操\n",
+      "作。\n",
+      "6、Leetcode—两数之和\n",
+      "该题较为简单。\n",
+      "1.classSolution(object):\n",
+      "2. deftwoSum(self,nums,target):\n",
+      "3. \"\"\"\n",
+      "4. :typenums:List[int]\n",
+      "5. :typetarget:int\n",
+      "6. :rtype:List[int]\n",
+      "7. \"\"\"\n",
+      "8. dic={}\n",
+      "9. fori,numinenumerate(nums):\n",
+      "10. iftarget-numindic:</paragraph>\n",
+      "Prediction: [Irrelevant]​[Utility:5]\n",
+      "Score: 0.8689226437672928\n",
+      "\u001b[0m\u001b[1;3;34m3/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      13.74 ms /    52 runs   (    0.26 ms per token,  3785.67 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   88326.36 ms /  1148 tokens (   76.94 ms per token,    13.00 tokens per second)\n",
+      "llama_print_timings:        eval time =   10331.39 ms /    51 runs   (  202.58 ms per token,     4.94 tokens per second)\n",
+      "llama_print_timings:       total time =  101213.51 ms /  1199 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍下SVM算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第1页共46页目录\n",
+      "第十七篇：2022年4月10日百度机器学习方向暑期实习面试题6道.4\n",
+      "1、介绍下SVM算法.4\n",
+      "2、介绍下逻辑回归算法.4\n",
+      "3、介绍下决策树算法.5\n",
+      "4、用通俗的语言介绍下强化学习（ReinforcementLearning）.5\n",
+      "5、Leetcode34在排序数组中查找元素的第一个和最后一个位置.5\n",
+      "6、Letcode102层序遍历.6\n",
+      "第十八篇：2022年4月18日字节跳动机器学习AILab一面面试题6道.8\n",
+      "1、BN和LN区别.8\n",
+      "2、讲讲selfattention.8\n",
+      "3、Bert的预训练过程.8\n",
+      "4、PreNorm与PostNorm的区别？8\n",
+      "5、GPT与Bert的区别.9\n",
+      "6、如何加速Bert模型的训练.9\n",
+      "第十九篇：2022年4月8日字节跳动机抖音APP推荐实习面试题8道.11\n",
+      "1、AUC是什么？如何计算AUC？11\n",
+      "2、AUC线上线下不一致怎么办.11\n",
+      "3、召回阶段的负采样是怎么做的？12\n",
+      "4、FM，DeepFM跟FFM的对比.12\n",
+      "5、手撕FM的训练过程.12\n",
+      "6、Leetcode—64.最小路径和.13\n",
+      "7、剑指Offer10-I.斐波那契数列.14\n",
+      "8、Leetcode—215.数组中的第K个最大元素.14\n",
+      "第二十篇：2022年4月携程暑期实习搜索推荐算法岗面试题8道.15\n",
+      "1、你所理解的推荐系统是什么样的？大致流程？所用模型？15\n",
+      "2、双塔模型优势，缺点，如何改进？15\n",
+      "3、粗排的目的是什么？15\n",
+      "4、wide&deep模型为什么要有wide层结构，优缺点，如何改进？16\n",
+      "5、推荐领域GBDT+LR的做法了解吗？16\n",
+      "6、粗排有哪些指标？NDCG了解吗？16\n",
+      "7、ROC，PR曲线含义，坐标轴代表什么？17\n",
+      "8、AUC怎么求，实际意义？17\n",
+      "第二十一篇：2022年4月14日美团计算机视觉算法暑期实习面试题6道.18\n",
+      "1、简单介绍gbdt算法的原理.18\n",
+      "2、pca属于有监督还是无监督.18\n",
+      "3、介绍svm算法.18\n",
+      "4、介绍transformer算法.19\n",
+      "5、layernorm和batchnorm的比较.19\n",
+      "6、Leetcode—两数之和.19\n",
+      "第二十二篇：2022年5月18日2023届广联达提前批面试题5道.21\n",
+      "1、Transformer中encoder和decoder的区别（结构和功能上）.21\n",
+      "2、有哪些防止过拟合的方法.21\n",
+      "3、L1和L2正则化为什么可以防止过拟合.21\n",
+      "4、传统机器学习方法了解多少.21</paragraph>\n",
+      "Prediction: [Relevant]这些问题都是在知识点上相对较广的，尤其是在SVM和transformer算法上，可以通过在线资料进行阅\n",
+      "Score: 0.851191696652873\n",
+      "\u001b[0m\u001b[1;3;34m4/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.64 ms /    50 runs   (    0.25 ms per token,  3954.44 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   59962.88 ms /   800 tokens (   74.95 ms per token,    13.34 tokens per second)\n",
+      "llama_print_timings:        eval time =    9394.84 ms /    49 runs   (  191.73 ms per token,     5.22 tokens per second)\n",
+      "llama_print_timings:       total time =   71143.90 ms /   849 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍下SVM算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第22页共46页形式简单，模型的可解释性非常好。从特征的权重可以看到不同的特征对最后结果的影响，某个特征的权\n",
+      "重值比较高，那么这个特征最后对结果的影响会比较大。\n",
+      "模型效果不错。在工程上是可以接受的（作为baseline），如果特征工程做的好，效果不会太差，并且\n",
+      "特征工程可以并行开发，大大加快开发的速度。\n",
+      "训练速度较快。分类的时候，计算量仅仅只和特征的数目相关。\n",
+      "缺点：\n",
+      "准确率欠佳。因为形式非常的简单，而现实中的数据非常复杂，因此，很难达到很高的准确性。很难处理\n",
+      "数据不平衡的问题。\n",
+      "5、生成式模型和判别式模型的区别并举一些例子\n",
+      "生成模型：学习得到联合概率分布P(x,y)，即特征x，共同出现的概率。\n",
+      "常见的生成模型：朴素贝叶斯模型，混合高斯模型，HMM模型。\n",
+      "判别模型：学习得到条件概率分布P(y|x)，即在特征x出现的情况下标记y出现的概率。\n",
+      "常见的判别模型：感知机，决策树，逻辑回归，SVM，CRF等。\n",
+      "判别式模型：要确定一个羊是山羊还是绵羊，用判别式模型的方法是从历史数据中学习到模型，然后通过\n",
+      "提取这只羊的特征来预测出这只羊是山羊的概率，是绵羊的概率。\n",
+      "生成式模型：是根据山羊的特征首先学习出一个山羊的模型，然后根据绵羊的特征学习出一个绵羊的模\n",
+      "型，然后从这只羊中提取特征，放到山羊模型中看概率是多少，再放到绵羊模型中看概率是多少，哪个大就是\n",
+      "哪个。</paragraph>\n",
+      "Prediction: [Relevant]这种模型是一种判别模型，因为它能够判断出一个样本是否属于山羊或者是绵羊。[Partially supported]\n",
+      "Score: 1.085246139101128\n",
+      "\u001b[0m\u001b[1;3;34m5/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      10.65 ms /    42 runs   (    0.25 ms per token,  3942.18 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   77830.12 ms /  1038 tokens (   74.98 ms per token,    13.34 tokens per second)\n",
+      "llama_print_timings:        eval time =    8314.95 ms /    41 runs   (  202.80 ms per token,     4.93 tokens per second)\n",
+      "llama_print_timings:       total time =   88345.31 ms /  1079 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍下SVM算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第27页共46页第二十四篇：2022年5月10日美团搜索推荐算法面试题10道\n",
+      "1、介绍下推荐系统的流程\n",
+      "推荐系统的流程主要包含一下几个阶段。\n",
+      "索引&特征:会根据内容特性提前建立若干种类型的索引。\n",
+      "召回阶段:用户请求时会从各种索引种取出千/万条item。\n",
+      "粗排阶段:针对这上千/万条item，进行第一遍打分，再筛选出几百条或者千条。这个阶段的排序模型一\n",
+      "般都比较简单，能够过滤掉一些与用户兴趣明显不相关的。\n",
+      "精排阶段:得到几百条item后，精排阶段会建立相对精细的模型，根据用户的画像，偏好，上下文，结\n",
+      "合业务目标进行排序。一般精排后返回50-100条给到engine侧。\n",
+      "重排阶段:engine侧拿到精排的50条item。还会做很多的人工干预和产品逻辑，比如item之间的多样\n",
+      "性，产品策略逻辑，比如热门，置顶，多种内容之间的位置混合等等。最终会返回5-10条左右的item，曝\n",
+      "光给客户端。根据业务特性，在线流程还有许多比较细的模块，比如去重服务，避免给用户推荐重复的内容。\n",
+      "特征预处理，特征抽取等模块。\n",
+      "2、召回和排序的差异？\n",
+      "召回的目的在于减少候选的数量（尽量控制在1000以内），方便后续排序环节使用复杂模型精准排序；\n",
+      "因为在短时间内评估海量候选，所以召回的关键点是个快字，受限与此与排序相比，召回的算法模型相对简\n",
+      "单，使用的特征比较少。而排序模型相对更加复杂，更追求准确性，使用的特征也会较多。\n",
+      "3、结果f1提升的1%怎么保证有效性，如何保证置信呢？\n",
+      "实验过程中固定随机种子、多次实验取平均\n",
+      "4、固定随机种子后，多次实验结果相同吗？\n",
+      "还是会有细微差别，因为在梯度传播过程，梯度（浮点数）精度有差异，随着神经网络层数的增加，梯度\n",
+      "差异会从小数后面的位置往前跑。只能设置浮点数精度增加来缓解这个问题。</paragraph>\n",
+      "Prediction: [Relevant]因此，在实验过程中，需要多次实验取平均，以避免这个问题。[No support / Contradictory][Utility:5]\n",
+      "Score: 1.4039067481529837\n",
+      "\u001b[0m\u001b[1;3;34m6/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.47 ms /    51 runs   (    0.24 ms per token,  4088.50 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   75346.32 ms /  1013 tokens (   74.38 ms per token,    13.44 tokens per second)\n",
+      "llama_print_timings:        eval time =    9905.67 ms /    50 runs   (  198.11 ms per token,     5.05 tokens per second)\n",
+      "llama_print_timings:       total time =   87609.43 ms /  1063 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍下SVM算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第15页共46页第二十篇：2022年4月携程暑期实习搜索推荐算法岗面试题8道\n",
+      "1、你所理解的推荐系统是什么样的？大致流程？所用模型？\n",
+      "推荐系统一方面是为了帮助消费者发现对自己有价值的商品，另一方面是帮助生产者把用户可能感兴趣的\n",
+      "商品展现给用户，实现生产者和消费者的双赢。\n",
+      "大致流程主要包括：获取用户特征，召回过程，排序过程（粗排、精排）\n",
+      "召回模型：\n",
+      "·规则召回（兴趣标签top，热门top，新品top等）\n",
+      "·协同召回（基于用户的协同过滤，基于商品的协同过滤）\n",
+      "·向量召回（FM召回，Item2vec,YoutubeDNN向量召回，GraphEmbedding召回，DSSM双塔召\n",
+      "回）\n",
+      "排序模型：GBDT+LR、Xgboost、FM/FFM、Wide&Deep、DeepFM、Deep&Cross、DIN、BST\n",
+      "等\n",
+      "2、双塔模型优势，缺点，如何改进？\n",
+      "双塔模型的优势是速度快，但模型精度还有待提升。\n",
+      "速度快是因为将所有Item转化成Embedding，并存储进ANN检索系统，比如FAISS，以供查询。类\n",
+      "似FAISS这种ANN检索系统对海量数据的查询效率高。\n",
+      "而双塔模型为了速度快，必须对用户和Item进行特征分离，而特征分离，又必然导致上述两个原因产生\n",
+      "的效果损失。\n",
+      "改进：SENet双塔模型，把SENet放在Embedding层之上，目的是通过SENet网络，动态地学习这些\n",
+      "特征的重要性：对于每个特征学会一个特征权重，然后再把学习到的权重乘到对应特征的Embedding里，这\n",
+      "样就可以动态学习特征权重，通过小权重抑制噪音或者无效低频特征，通过大权重放大重要特征影响的目的。\n",
+      "3、粗排的目的是什么？\n",
+      "粗排是用来帮精排模型找到那些它本来就要打高分的item，只不过范围更广一些。.按照上面的例子，如\n",
+      "果没有粗排，精排模型自己找出来的某top10的item。而粗排的任务就是要找到包含这10个item的一个更\n",
+      "小的候选集，既保证了效果，又减少线上预测的负担。</paragraph>\n",
+      "Prediction: [Relevant]4、如何理解协同召回？\n",
+      "协同召回的思想是基于用户的协同过滤，基于商品的协\n",
+      "Score: 0.719972554975759\n",
+      "\u001b[0m\u001b[1;3;34m7/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.60 ms /    50 runs   (    0.25 ms per token,  3968.57 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   45592.07 ms /   616 tokens (   74.01 ms per token,    13.51 tokens per second)\n",
+      "llama_print_timings:        eval time =    9832.24 ms /    49 runs   (  200.66 ms per token,     4.98 tokens per second)\n",
+      "llama_print_timings:       total time =   56904.70 ms /   665 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍下SVM算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第35页共46页beamsearch是介于全局搜索和贪婪搜索之间。使用beamsize参数来限制在每一步保留下来的可能性\n",
+      "词的数量。beamsearch是在测试阶段为了获得更好准确性而采取的一种策略，在训练阶段无需使用。\n",
+      "相比暴力搜索的全局最优解，降低时间复杂度的方法就是寻找次优解，具体就是把搜索空间中的N减下\n",
+      "来，每一步计算完只保留K个(beamsize)最大的取值路径，这样时间复杂度降为O(K*N*T)，K取值一般比\n",
+      "N小很多。这样得到的虽然不是最优解，但是在seq2seq模型的推理预测中可以兼顾时间和效果。\n",
+      "5、你了解的文本表示方法有哪些\n",
+      "基于one-hot、tf-idf、textrank等的bag-of-words；\n",
+      "主题模型：LSA（SVD）、pLSA、LDA；\n",
+      "基于词向量的固定表征：word2vec、fastText、glove\n",
+      "基于词向量的动态表征：elmo、GPT、bert\n",
+      "对比如下：\n",
+      "One-hot表示：维度灾难、语义鸿沟；\n",
+      "矩阵分解（LSA）：利用全局语料特征，但SVD求解计算复杂度大；\n",
+      "基于NNLM/RNNLM的词向量：词向量为副产物，存在效率不高等问题；\n",
+      "word2vec、fastText：优化效率高，但是基于局部语料；\n",
+      "glove：基于全局预料，结合了LSA和word2vec的优点；\n",
+      "elmo、GPT、bert：动态特征。</paragraph>\n",
+      "Prediction: [Relevant]这里的“N”是一个大的数字，例如10000，“T”也是一个大的数字，例如100，“K”也是一个大的\n",
+      "Score: 0.5379866103651348\n",
+      "\u001b[0m\u001b[1;3;34m8/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.02 ms /    50 runs   (    0.24 ms per token,  4161.12 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   66940.73 ms /   879 tokens (   76.16 ms per token,    13.13 tokens per second)\n",
+      "llama_print_timings:        eval time =   10033.26 ms /    49 runs   (  204.76 ms per token,     4.88 tokens per second)\n",
+      "llama_print_timings:       total time =   79092.65 ms /   928 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍下SVM算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第43页共46页好处是这样做大大节约了参数量。\n",
+      "5、如何防止过拟合\n",
+      "数据的角度：获取和使用更多的数据（数据集增强）；\n",
+      "模型角度：降低模型复杂度、L1\\L2\\Dropout正则化、Earlystopping（提前终止）\n",
+      "模型融合的角度：使用bagging等模型融合方法。\n",
+      "6、BN在训练和测试的时候的区别？可以防止过拟合吗？\n",
+      "对于BN，在训练时，是对每一批的训练数据进行归一化，也即用每一批数据的均值和方差。\n",
+      "而在测试时，比如进行一个样本的预测，就并没有batch的概念，因此，这个时候用的均值和方差是全\n",
+      "量训练数据的均值和方差，这个可以通过移动平均法求得。\n",
+      "对于BN，当一个模型训练完成之后，它的所有参数都确定了，包括均值和方差，gamma和bata。\n",
+      "BN算法防止过拟合：在网络的训练中，BN的使用使得一个minibatch中所有样本都被关联在了一起，\n",
+      "因此网络不会从某一个训练样本中生成确定的结果，即同样一个样本的输出不再仅仅取决于样本的本身，也取\n",
+      "决于跟这个样本同属一个batch的其他样本，而每次网络都是随机取batch，这样就会使得整个网络不会朝\n",
+      "这一个方向使劲学习。一定程度上避免了过拟合。\n",
+      "7、什么是AUC？\n",
+      "AUC：AUC是ROC曲线下面的面积，AUC可以解读为从所有正例中随机选取一个样本A，再从所有负\n",
+      "例中随机选取一个样本B，分类器将A判为正例的概率比将B判为正例的概率大的可能性。AUC反映的是分\n",
+      "类器对样本的排序能力。AUC越大，自然排序能力越好，即分类器将越多的正例排在负例之前。\n",
+      "8、卷积核计算公式\n",
+      "卷积层计算公式如下：\n",
+      "其中，W为输入大小，K为卷积核大小，P为padding大小，S为步幅。\n",
+      "如果，想保持卷积前后的特征图大小相同，通常会设定padding为：</paragraph>\n",
+      "Prediction: [Relevant]输出大小为W-K+1，因此可以得出：\n",
+      "W=K+1\n",
+      "\n",
+      "其中，K为卷积核大小，W为输出大小\n",
+      "Score: 0.7874755543086321\n",
+      "\u001b[0m\u001b[1;3;34m9/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.30 ms /    50 runs   (    0.25 ms per token,  4064.71 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   45178.53 ms /   603 tokens (   74.92 ms per token,    13.35 tokens per second)\n",
+      "llama_print_timings:        eval time =    9311.76 ms /    49 runs   (  190.04 ms per token,     5.26 tokens per second)\n",
+      "llama_print_timings:       total time =   55997.96 ms /   652 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍下SVM算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第41页共46页8、LightGBM对于Xgboost有什么改进\n",
+      "模型精度：XGBoost和LightGBM相当。\n",
+      "训练速度：LightGBM远快于XGBoost。(快百倍以上，跟数据集有关系)\n",
+      "内存消耗：LightGBM远小于XGBoost。(大约是xgb的五分之一)\n",
+      "缺失值特征：XGBoost和LightGBM都可以自动处理特征缺失值。\n",
+      "分类特征：XGBoost不支持类别特征，需要OneHot编码预处理。LightGBM直接支持类别特征。\n",
+      "LightGBM在XGBoost上主要有3方面的优化。\n",
+      "1，Histogram算法:直方图算法。\n",
+      "2，GOSS算法:基于梯度的单边采样算法。\n",
+      "3，EFB算法:互斥特征捆绑算法。\n",
+      "9、防止过拟合的方式\n",
+      "降低模型复杂度\n",
+      "增加更多的训练数据：使用更大的数据集训练模型\n",
+      "数据增强\n",
+      "正则化：L1、L2、添加BN层\n",
+      "添加Dropout策略\n",
+      "EarlyStopping\n",
+      "10、Adam讲一下\n",
+      "Adam算法即自适应时刻估计方法（AdaptiveMomentEstimation），能计算每个参数的自适应学习\n",
+      "率。这个方法不仅存储了AdaDelta先前平方梯度的指数衰减平均值，而且保持了先前梯度M(t)的指数衰减\n",
+      "平均值，这一点与动量类似。\n",
+      "Adam实际上就是将Momentum和RMSprop集合在一起，把一阶动量和二阶动量都使用起来了。</paragraph>\n",
+      "Prediction: [Relevant]这里是一个示例代码，使用Adam算法训练一个二阶梯度中心偏移的神经网络模型。[No support / Contradictory]\n",
+      "Score: 0.5490881291001676\n",
+      "\u001b[0m\u001b[1;3;34m10/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m\u001b[1;3;34mEnd evaluation\n",
+      "\u001b[0m\u001b[1;3;34mSelected the best answer: [Relevant]这里介绍的是线性可分SVM。[Fully supported][Utility:5]\n",
+      "\u001b[0m\u001b[1;3;32mFinal answer: 这里介绍的是线性可分SVM。\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       1.03 ms /     4 runs   (    0.26 ms per token,  3868.47 tokens per second)\n",
+      "llama_print_timings: prompt eval time =    2147.54 ms /    28 tokens (   76.70 ms per token,    13.04 tokens per second)\n",
+      "llama_print_timings:        eval time =     509.85 ms /     3 runs   (  169.95 ms per token,     5.88 tokens per second)\n",
+      "llama_print_timings:       total time =    2722.33 ms /    31 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;32mFinal answer: 好的\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       8.15 ms /    32 runs   (    0.25 ms per token,  3928.31 tokens per second)\n",
+      "llama_print_timings: prompt eval time =    1402.07 ms /    18 tokens (   77.89 ms per token,    12.84 tokens per second)\n",
+      "llama_print_timings:        eval time =    5417.76 ms /    31 runs   (  174.77 ms per token,     5.72 tokens per second)\n",
+      "llama_print_timings:       total time =    6950.20 ms /    49 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mRetrieval required\n",
+      "\u001b[0m\u001b[1;3;34mReceived: 10 documents\n",
+      "\u001b[0m\u001b[1;3;34mStart evaluation\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       1.38 ms /     5 runs   (    0.28 ms per token,  3636.36 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   79081.09 ms /  1073 tokens (   73.70 ms per token,    13.57 tokens per second)\n",
+      "llama_print_timings:        eval time =     850.66 ms /     4 runs   (  212.66 ms per token,     4.70 tokens per second)\n",
+      "llama_print_timings:       total time =   82007.95 ms /  1077 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "BN 和 LN 区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第8页共46页第十八篇：2022年4月18日字节跳动机器学习AILab一面面试题6道\n",
+      "1、BN和LN区别\n",
+      "BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样本\n",
+      "的所有维度特征做归一化。\n",
+      "区别：LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针\n",
+      "对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。所以，LN不依赖于\n",
+      "batch的大小和输入sequence的长度，因此可以用于batchsize为1和RNN中sequence的normalize操\n",
+      "作。\n",
+      "2、讲讲selfattention\n",
+      "SelfAttention与传统的Attention机制非常的不同：传统的Attention是基于source端和target端的\n",
+      "隐变量（hiddenstate）计算Attention的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但\n",
+      "SelfAttention不同，它分别在source端和target端进行，仅与sourceinput或者targetinput自身相关\n",
+      "的SelfAttention，捕捉source端或target端自身的词与词之间的依赖关系；然后再把source端的得到的\n",
+      "selfAttention加入到target端得到的Attention中，捕捉source端和target端词与词之间的依赖关系。\n",
+      "因此，selfAttentionAttention比传统的Attentionmechanism效果要好，主要原因之一是，传统的\n",
+      "Attention机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，selfAttention可以不仅可以得\n",
+      "到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系。\n",
+      "3、Bert的预训练过程\n",
+      "Bert的预训练主要包含两个任务，MLM和NSP，MaskedLanguageModel任务可以理解为完形填\n",
+      "空，随机mask每一个句子中15%的词，用其上下文来做预测；NextSentencePrediction任务选择一些句\n",
+      "子对A与B，其中50%的数据B是A的下一条句子，剩余50%的数据B是语料库中随机选择的，学习其中\n",
+      "的相关性。BERT预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的Loss相加。\n",
+      "4、PreNorm与PostNorm的区别？\n",
+      "参考：https://kexue.fm/archives/9009\n",
+      "在同一设置下，PreNorm（也就是Normandadd）的效果是要优于PostNorm（AddandNorm）\n",
+      "的，但是单独调整的话，PostNorm的效果是更好的，PreNorm结构无形地增加了模型的宽度而降低了模</paragraph>\n",
+      "Prediction: [Relevant]​[No support / Contradictory][Utility:5]\n",
+      "Score: 1.1204651873525742\n",
+      "\u001b[0m\u001b[1;3;34m1/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.57 ms /    50 runs   (    0.25 ms per token,  3978.99 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   72783.27 ms /   865 tokens (   84.14 ms per token,    11.88 tokens per second)\n",
+      "llama_print_timings:        eval time =    9716.23 ms /    49 runs   (  198.29 ms per token,     5.04 tokens per second)\n",
+      "llama_print_timings:       total time =   84667.85 ms /   914 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "BN 和 LN 区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第39页共46页第二十八篇：京东科技NLP实习面试题10道\n",
+      "1、Bert里面为什么用layernormalization，而不用batchnormalization，分别讲一下这\n",
+      "两个啥意思。\n",
+      "BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样本\n",
+      "的所有维度特征做归一化。\n",
+      "区别：LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针\n",
+      "对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。所以，LN不依赖于\n",
+      "batch的大小和输入sequence的长度，因此可以用于batchsize为1和RNN中sequence的normalize操\n",
+      "作。\n",
+      "2.、Bert里面为什么Q，K，V要用三个不同的矩阵，用一个不是也行吗\n",
+      "如果使用相同的矩阵，相同量级的情况下，q和k进行点积的值会是最大的，进行softmax的加权平均\n",
+      "后，该词所占的比重会最大，使得其他词的比重很少，无法有效利用上下文信息来增强当前词的语义表示，而\n",
+      "使用不同的QKV后，会很大程度减轻上述的影响。\n",
+      "3、Bert和transformer讲一下\n",
+      "1bert只有transformer的encode结构，是生成语言模型\n",
+      "2bert加入了输入句子的mask机制，在输入的时候会随机mask\n",
+      "3模型接收两个句子作为输入，并且预测其中第二个句子是否在原始文档中也是后续句子可以做对话机\n",
+      "制的应答。\n",
+      "4在训练BERT模型时，MaskedLM和NextSentencePrediction是一起训练的，目标就是要最小化\n",
+      "两种策略的组合损失函数。\n",
+      "4、AUC指标讲一下\n",
+      "AUC：AUC是ROC曲线下面的面积，AUC可以解读为从所有正例中随机选取一个样本A，再从所有负\n",
+      "例中随机选取一个样本B，分类器将A判为正例的概率比将B判为正例的概率大的可能性。AUC反映的是分\n",
+      "类器对样本的排序能力。AUC越大，自然排序能力越好，即分类器将越多的正例排在负例之前。</paragraph>\n",
+      "Prediction: [Relevant]AUC是ROC曲线下面的面积，AUC可以解读为从所有正例中随机选取一个样本A，再从所有负\n",
+      "Score: 0.8590345020754301\n",
+      "\u001b[0m\u001b[1;3;34m2/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      13.02 ms /    52 runs   (    0.25 ms per token,  3994.78 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   49882.44 ms /   663 tokens (   75.24 ms per token,    13.29 tokens per second)\n",
+      "llama_print_timings:        eval time =   10088.16 ms /    51 runs   (  197.81 ms per token,     5.06 tokens per second)\n",
+      "llama_print_timings:       total time =   61603.50 ms /   714 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "BN 和 LN 区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第9页共46页型的深度，PostNorm每Norm一次就削弱一次恒等分支的权重，所以PostNorm反而是更突出残差分支\n",
+      "的。\n",
+      "参考：https://zhuanlan.zhihu.com/p/474988236\n",
+      "post-norm在残差之后做归一化，对参数正则化的效果更强，进而模型的鲁棒性也会更好；pre-norm\n",
+      "相对于post-norm，因为有一部分参数直接加在了后面，不需要对这部分参数进行正则化，正好可以防止模\n",
+      "型的梯度爆炸或者梯度消失，因此，如果层数少post-norm的效果其实要好一些，如果要把层数加大，为了\n",
+      "保证模型的训练，pre-norm显然更好一些。\n",
+      "5、GPT与Bert的区别\n",
+      "1）GPT是单向模型，无法利用上下文信息，只能利用上文；而BERT是双向模型。\n",
+      "2）GPT是基于自回归模型，可以应用在NLU和NLG两大任务，而原生的BERT采用的基于自编码模\n",
+      "型，只能完成NLU任务，无法直接应用在文本生成上面。\n",
+      "6、如何加速Bert模型的训练\n",
+      "BERT基线模型的训练使用Adamwithweightdecay（Adam优化器的变体）作为优化器，LAMB是一\n",
+      "款通用优化器，它适用于小批量和大批量，且除了学习率以外其他超参数均无需调整。LAMB优化器支持自\n",
+      "适应元素级更新（adaptiveelement-wiseupdating）和准确的逐层修正（layer-wisecorrection）。\n",
+      "LAMB可将BERT预训练的批量大小扩展到64K，且不会造成准确率损失，76分钟就可以完成BERT的训\n",
+      "练。</paragraph>\n",
+      "Prediction: [Relevant]参考：https://zhuanlan.zhihu.com/p/474988236\n",
+      "LAMB优化器可以将BERT预训练\n",
+      "Score: 0.7307614573140608\n",
+      "\u001b[0m\u001b[1;3;34m3/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       1.12 ms /     5 runs   (    0.22 ms per token,  4460.30 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   75082.76 ms /   978 tokens (   76.77 ms per token,    13.03 tokens per second)\n",
+      "llama_print_timings:        eval time =     789.96 ms /     4 runs   (  197.49 ms per token,     5.06 tokens per second)\n",
+      "llama_print_timings:       total time =   77871.34 ms /   982 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "BN 和 LN 区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第36页共46页第二十七篇：京东广告NLP实习面试题7道\n",
+      "1、BeamSearch生成的句子基本都一样，是否有方法扩展生成句子的多样性\n",
+      "解决方法：通过分组加入相似性惩罚，具体可以参考论文Diversebeamsearch：\n",
+      "https://arxiv.org/pdf/1610.02424.pdf。\n",
+      "具体方法：选择Beamsize为B，然后将其分为G组，每一组就有B/G个beam，每个单独的组内跟\n",
+      "beamsearch很像，不断延展序列，同时引入一个dissimilarity项来保证组与组之间有差异。\n",
+      "组内与beamsearch很像：从t-1到t时刻，不断的减少搜索空间（如同beamsearch一样）。\n",
+      "组间差异：对于t=4时刻，我们先对第一组输出y（t=4），然后我们开始对第二组输出y（t=4），但\n",
+      "是第二组y（t=4）的score不仅取决于第二组之前的y（t=3），也取决于其与第一组的相似程度。以此类\n",
+      "推，在t=4时刻对于第三组的输出，我们从上图可以看到其score的打分标准。这儿对于其dissimilarity项\n",
+      "的计算采用的办法是hammingdiversity，这个理解起来很简单，比如这个时刻可能输出的词在上面的组出\n",
+      "现过，我们就对这个词的分数-1，如果这个时刻可能输出的词在上面组没有出现过，我们就对这个词的分数不\n",
+      "惩罚。\n",
+      "2、LayerNormalization和BatchNormalization的区别，padding对这两者有影响吗，\n",
+      "对哪一维有影响\n",
+      "BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样\n",
+      "本的所有维度特征做归一化。\n",
+      "区别：LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针\n",
+      "对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。所以，LN不依赖于\n",
+      "batch的大小和输入sequence的长度，因此可以用于batchsize为1和RNN中sequence的normalize操\n",
+      "作。\n",
+      "padding会对BatchNormalization的seq_len这个维度有影响，计算的时候会把padding也算进去。\n",
+      "3、pytorch.Dataloader报错出现数据维度不一样怎么解决。\n",
+      "在构建dataset重写的__getitem__方法中要返回相同长度的tensor。\n",
+      "可以使用向量补全的方法来解决这个问题，把不同长度的向量补全成等长的。</paragraph>\n",
+      "Prediction: [Relevant]​[No support / Contradictory][Utility:5]\n",
+      "Score: 1.2103178809228488\n",
+      "\u001b[0m\u001b[1;3;34m4/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      13.63 ms /    50 runs   (    0.27 ms per token,  3668.65 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   73166.46 ms /   957 tokens (   76.45 ms per token,    13.08 tokens per second)\n",
+      "llama_print_timings:        eval time =   10614.21 ms /    49 runs   (  216.62 ms per token,     4.62 tokens per second)\n",
+      "llama_print_timings:       total time =   85914.47 ms /  1006 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "BN 和 LN 区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第34页共46页第二十六篇：京东健康NLP实习面试题5道\n",
+      "1、RNN为什么会出现梯度消失的现象\n",
+      "梯度消失的原因：很难捕捉到长期的依赖关系，因为乘法梯度可以随着层的数量呈指数递减/递增。但需\n",
+      "要注意的是RNN中总的梯度是不会消失的。即便梯度越传越弱，那也只是远距离的梯度消失，由于近距离的\n",
+      "梯度不会消失，所有梯度之和便不会消失。RNN所谓梯度消失的真正含义是，梯度被近距离梯度主导，导致\n",
+      "模型难以学到远距离的依赖关系。\n",
+      "2、RNN和LSTM的区别\n",
+      "RNN没有细胞状态；LSTM通过细胞状态记忆信息。\n",
+      "RNN激活函数只有tanh；LSTM通过输入门、遗忘门、输出门引入sigmoid函数并结合tanh函数，添\n",
+      "加求和操作，减少梯度消失和梯度爆炸的可能性。\n",
+      "RNN只能够处理短期依赖问题；LSTM既能够处理短期依赖问题，又能够处理长期依赖问题。\n",
+      "3、word2vec有几种方式\n",
+      "word2vec有CBOW模型和Skip-Gram模型。\n",
+      "CBOW模型：输入是某一个特征词的上下文相关的词对应的词向量，而输出就是这特定的一个词的词向\n",
+      "量。（ContinuousBag-of-Word）\n",
+      "Skip-Gram模型：输入是特定的一个词的词向量，而输出是特定词对应的上下文词向量。\n",
+      "有两种改进方式：\n",
+      "一种是基于HierarchicalSoftmax的，另一种是基于NegativeSampling的。\n",
+      "4、greedysearch和beamsearch的区别\n",
+      "greedysearch比较简单，就是贪婪式的搜索，每一步都选择概率最大的单词输出，最后组成整个句子输\n",
+      "出。这种方法给出的结果一般情况结果比较差，因为只考虑了每一步的最优解，往往里全局最优解差距很大。\n",
+      "优点：计算速度快，每次取概率最大的词。缺点：局部最优并不等于全局最好的，而且一旦选错了，后\n",
+      "续生成的内容很可能也是错误的，具有错误的累加效果。</paragraph>\n",
+      "Prediction: [Relevant]LN 是一种近邻模型，其中每个观测都是一个特征向量，观测之间的相关性由一个特定的函\n",
+      "Score: 0.7838164176298077\n",
+      "\u001b[0m\u001b[1;3;34m5/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.82 ms /    50 runs   (    0.26 ms per token,  3899.55 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   65672.09 ms /   879 tokens (   74.71 ms per token,    13.38 tokens per second)\n",
+      "llama_print_timings:        eval time =    9847.03 ms /    49 runs   (  200.96 ms per token,     4.98 tokens per second)\n",
+      "llama_print_timings:       total time =   77468.04 ms /   928 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "BN 和 LN 区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第43页共46页好处是这样做大大节约了参数量。\n",
+      "5、如何防止过拟合\n",
+      "数据的角度：获取和使用更多的数据（数据集增强）；\n",
+      "模型角度：降低模型复杂度、L1\\L2\\Dropout正则化、Earlystopping（提前终止）\n",
+      "模型融合的角度：使用bagging等模型融合方法。\n",
+      "6、BN在训练和测试的时候的区别？可以防止过拟合吗？\n",
+      "对于BN，在训练时，是对每一批的训练数据进行归一化，也即用每一批数据的均值和方差。\n",
+      "而在测试时，比如进行一个样本的预测，就并没有batch的概念，因此，这个时候用的均值和方差是全\n",
+      "量训练数据的均值和方差，这个可以通过移动平均法求得。\n",
+      "对于BN，当一个模型训练完成之后，它的所有参数都确定了，包括均值和方差，gamma和bata。\n",
+      "BN算法防止过拟合：在网络的训练中，BN的使用使得一个minibatch中所有样本都被关联在了一起，\n",
+      "因此网络不会从某一个训练样本中生成确定的结果，即同样一个样本的输出不再仅仅取决于样本的本身，也取\n",
+      "决于跟这个样本同属一个batch的其他样本，而每次网络都是随机取batch，这样就会使得整个网络不会朝\n",
+      "这一个方向使劲学习。一定程度上避免了过拟合。\n",
+      "7、什么是AUC？\n",
+      "AUC：AUC是ROC曲线下面的面积，AUC可以解读为从所有正例中随机选取一个样本A，再从所有负\n",
+      "例中随机选取一个样本B，分类器将A判为正例的概率比将B判为正例的概率大的可能性。AUC反映的是分\n",
+      "类器对样本的排序能力。AUC越大，自然排序能力越好，即分类器将越多的正例排在负例之前。\n",
+      "8、卷积核计算公式\n",
+      "卷积层计算公式如下：\n",
+      "其中，W为输入大小，K为卷积核大小，P为padding大小，S为步幅。\n",
+      "如果，想保持卷积前后的特征图大小相同，通常会设定padding为：</paragraph>\n",
+      "Prediction: [Relevant]卷积核计算公式如下：\n",
+      "其中，W为输入大小，K为卷积核大小，P为padding大小，S为\n",
+      "Score: 0.6867971081852774\n",
+      "\u001b[0m\u001b[1;3;34m6/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.81 ms /    50 runs   (    0.26 ms per token,  3902.59 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   57682.46 ms /   757 tokens (   76.20 ms per token,    13.12 tokens per second)\n",
+      "llama_print_timings:        eval time =    9765.61 ms /    49 runs   (  199.30 ms per token,     5.02 tokens per second)\n",
+      "llama_print_timings:       total time =   69237.36 ms /   806 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "BN 和 LN 区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第21页共46页第二十二篇：2022年5月18日2023届广联达提前批面试题5道\n",
+      "1、Transformer中encoder和decoder的区别（结构和功能上）\n",
+      "结构上：Transformer本身是一个典型的encoder-decoder模型，Encoder端和Decoder端均有6个\n",
+      "Block，Encoder端的Block包括两个模块，多头self-attention模块以及一个前馈神经网络模块；Decoder\n",
+      "端的Block包括三个模块，多头self-attention模块，多头Encoder-Decoderattention交互模块，以及一\n",
+      "个前馈神经网络模块；需要注意：Encoder端和Decoder端中的每个模块都有残差层和Layer\n",
+      "Normalization层。\n",
+      "功能上：Transformer中encoder是双向的，是编码器；decoder是单向的，是解码器，可以用于生成\n",
+      "任务。\n",
+      "2、有哪些防止过拟合的方法\n",
+      "数据的角度：获取和使用更多的数据（数据集增强）；\n",
+      "模型角度：降低模型复杂度、L1\\L2\\Dropout正则化、Earlystopping（提前终止）\n",
+      "模型融合的角度：使用bagging等模型融合方法。\n",
+      "3、L1和L2正则化为什么可以防止过拟合\n",
+      "正规化是防止过拟合的一种重要技巧。正则化通过降低模型的复杂性，达到避免过拟合的问题。这里的\n",
+      "降低模型的复杂性可以理解为：\n",
+      "L1将很多权重变成0，这样起到作用的因素就会减少。\n",
+      "L2使权重都趋于0，这样就不会有某个权重占比特别大。\n",
+      "4、传统机器学习方法了解多少\n",
+      "这个可以说逻辑回归模型，逻辑回归是在数据服从伯努利分布的假设下，通过极大似然的方法，运用梯度\n",
+      "下降法来求解参数，从而达到将数据二分类的目的。\n",
+      "逻辑回归的优缺点\n",
+      "优点：</paragraph>\n",
+      "Prediction: [Relevant]逻辑回归模型是一种基本的机器学习模型，其中包括了一些基本的机器学习术语\n",
+      "Score: 0.6283624230223188\n",
+      "\u001b[0m\u001b[1;3;34m7/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.80 ms /    52 runs   (    0.25 ms per token,  4062.82 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   97929.24 ms /  1244 tokens (   78.72 ms per token,    12.70 tokens per second)\n",
+      "llama_print_timings:        eval time =   10602.27 ms /    51 runs   (  207.89 ms per token,     4.81 tokens per second)\n",
+      "llama_print_timings:       total time =  111368.23 ms /  1295 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "BN 和 LN 区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第2页共46页5、生成式模型和判别式模型的区别并举一些例子.22\n",
+      "第二十三篇：2022年4月大厂常考Leetcode面试题6道.23\n",
+      "1、剑指offer29：顺时针打印矩阵.23\n",
+      "2、剑指offer11：旋转数组的最小数字.24\n",
+      "3、LeetCode69：x的平方根.24\n",
+      "4、LeetCode22：括号生成.24\n",
+      "5、LeetCode123：买卖股票的最佳时机III.25\n",
+      "6、LeetCode3：无重复字符的最长子串.25\n",
+      "第二十四篇：2022年5月10日美团搜索推荐算法面试题10道.27\n",
+      "1、介绍下推荐系统的流程.27\n",
+      "2、召回和排序的差异？27\n",
+      "3、结果f1提升的1%怎么保证有效性，如何保证置信呢？27\n",
+      "4、固定随机种子后，多次实验结果相同吗？27\n",
+      "5、召回主流的做法.28\n",
+      "6、介绍下embedding召回.28\n",
+      "7、推荐系统冷启动问题，怎么解决.28\n",
+      "8、LeetCode101—对称二叉树.28\n",
+      "9、LeetCode3—无重复字符的最长子串.29\n",
+      "10、LeetcCode130—被围绕的区域.29\n",
+      "第二十五篇：2022年4月字节视频架构暑期实习面试题5道.31\n",
+      "1、图像处理的基本知识：直方图均衡化、维纳滤波、锐化的操作.31\n",
+      "2、Leetcode912—排序数组.31\n",
+      "3、Leetcode102—二叉树层序遍历.32\n",
+      "4、Leetcode200—岛屿数量.32\n",
+      "5、Leetcode48—旋转图像.33\n",
+      "第二十六篇：京东健康NLP实习面试题5道.34\n",
+      "1、RNN为什么会出现梯度消失的现象.34\n",
+      "2、RNN和LSTM的区别.34\n",
+      "3、word2vec有几种方式.34\n",
+      "4、greedysearch和beamsearch的区别.34\n",
+      "5、你了解的文本表示方法有哪些.35\n",
+      "第二十七篇：京东广告NLP实习面试题7道.36\n",
+      "1、BeamSearch生成的句子基本都一样，是否有方法扩展生成句子的多样性.36\n",
+      "2、LayerNormalization和BatchNormalization的区别，padding对这两者有影响吗，对哪一维有影响.36\n",
+      "3、pytorch.Dataloader报错出现数据维度不一样怎么解决。36\n",
+      "4、无序数组，找topK，要求比快排快.37\n",
+      "5、Bert里面mask的用处。38\n",
+      "6、对于两个词怎么算他们的相似度，用基于wordembedding的方式。38\n",
+      "7、Leetcode—最大子序列和.38\n",
+      "第二十八篇：京东科技NLP实习面试题10道.39\n",
+      "1、Bert里面为什么用layernormalization，而不用batchnormalization，分别讲一下这两个啥意思。39\n",
+      "2.、Bert里面为什么Q，K，V要用三个不同的矩阵，用一个不是也行吗.39\n",
+      "3、Bert和transformer讲一下.39\n",
+      "4、AUC指标讲一下.39\n",
+      "5、Precision和Recall讲一下.40\n",
+      "6、GBDT和Xgboost的区别.40</paragraph>\n",
+      "Prediction: [Relevant]LN 是一种常见的训练损失函数，它是一种损失函数，用于训练机器学习\n",
+      "Score: 0.7488686516654387\n",
+      "\u001b[0m\u001b[1;3;34m8/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.54 ms /    50 runs   (    0.25 ms per token,  3985.65 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   62242.99 ms /   831 tokens (   74.90 ms per token,    13.35 tokens per second)\n",
+      "llama_print_timings:        eval time =    9565.36 ms /    49 runs   (  195.21 ms per token,     5.12 tokens per second)\n",
+      "llama_print_timings:       total time =   73627.74 ms /   880 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "BN 和 LN 区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第16页共46页4、wide&deep模型为什么要有wide层结构，优缺点，如何改进？\n",
+      "wide&deep模型中的wide部分可以通过利用交叉特征引入非线性高效的实现记忆能力，但需要依赖人\n",
+      "工特征工程。\n",
+      "改进：DeepFM在Wide&Deep的基础上进行改进，不需要预训练FM得到隐向量，不需要人工特征工\n",
+      "程，能同时学习低阶和高阶的组合特征；FM模块和Deep模块共享FeatureEmbedding部分，可以更快的\n",
+      "训练，以及更精确的训练学习。\n",
+      "5、推荐领域GBDT+LR的做法了解吗？\n",
+      "GBDT+LR由两部分组成，其中GBDT用来对训练集提取特征作为新的训练输入数据，LR作为新训练输\n",
+      "入数据的分类器。GBDT+LR的提出意味着特征工程可以完全交由一个独立的模型来完成，模型的输入可以是\n",
+      "原始的特征向量，不必在特征工程上投入过多的人工筛选和模型设计的精力，真正实现了端到端的训练。\n",
+      "6、粗排有哪些指标？NDCG了解吗？\n",
+      "(1)NDCG，排序相似性的指标，看精排的排序结果和粗排有多相似\n",
+      "(2)粗排的召回率/重叠率，粗排的topk和精排的topk有多大占比。\n",
+      "计算DCG，计算公式如下：\n",
+      "其中，rel为这个排序list，结果i的一个等级得分；i是指结果i的当前位置序号；\n",
+      "​在搜索引擎中，rel等级得分，是由人工抽样数据，并且根据一定的规则打出来的等级得分。\n",
+      "步骤二：\n",
+      "计算IDCG（IdealDCG），即完美序的DCG；计算方式也同步骤1，只是排序序列不是由算法得出，而\n",
+      "是由人工对序列根据一定的评估准则排出来的最佳序列。\n",
+      "​步骤三：根据前面2个步骤的出来的结果，计算NDCG，计算公式如下：</paragraph>\n",
+      "Prediction: [Relevant](3) 排序质量指标（Quality Indicators for Sorting），这个指标是一个排序质量的概括指标\n",
+      "Score: 0.7305473359381379\n",
+      "\u001b[0m\u001b[1;3;34m9/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.44 ms /    51 runs   (    0.24 ms per token,  4100.67 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   44850.20 ms /   604 tokens (   74.26 ms per token,    13.47 tokens per second)\n",
+      "llama_print_timings:        eval time =    9444.86 ms /    50 runs   (  188.90 ms per token,     5.29 tokens per second)\n",
+      "llama_print_timings:       total time =   55795.00 ms /   654 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "BN 和 LN 区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第41页共46页8、LightGBM对于Xgboost有什么改进\n",
+      "模型精度：XGBoost和LightGBM相当。\n",
+      "训练速度：LightGBM远快于XGBoost。(快百倍以上，跟数据集有关系)\n",
+      "内存消耗：LightGBM远小于XGBoost。(大约是xgb的五分之一)\n",
+      "缺失值特征：XGBoost和LightGBM都可以自动处理特征缺失值。\n",
+      "分类特征：XGBoost不支持类别特征，需要OneHot编码预处理。LightGBM直接支持类别特征。\n",
+      "LightGBM在XGBoost上主要有3方面的优化。\n",
+      "1，Histogram算法:直方图算法。\n",
+      "2，GOSS算法:基于梯度的单边采样算法。\n",
+      "3，EFB算法:互斥特征捆绑算法。\n",
+      "9、防止过拟合的方式\n",
+      "降低模型复杂度\n",
+      "增加更多的训练数据：使用更大的数据集训练模型\n",
+      "数据增强\n",
+      "正则化：L1、L2、添加BN层\n",
+      "添加Dropout策略\n",
+      "EarlyStopping\n",
+      "10、Adam讲一下\n",
+      "Adam算法即自适应时刻估计方法（AdaptiveMomentEstimation），能计算每个参数的自适应学习\n",
+      "率。这个方法不仅存储了AdaDelta先前平方梯度的指数衰减平均值，而且保持了先前梯度M(t)的指数衰减\n",
+      "平均值，这一点与动量类似。\n",
+      "Adam实际上就是将Momentum和RMSprop集合在一起，把一阶动量和二阶动量都使用起来了。</paragraph>\n",
+      "Prediction: [Relevant]BN是一种常见的神经网络中的一种特征，用来减少梯度下降的梯度衰减\n",
+      "Score: 0.5218602448979809\n",
+      "\u001b[0m\u001b[1;3;34m10/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m\u001b[1;3;34mEnd evaluation\n",
+      "\u001b[0m\u001b[1;3;34mSelected the best answer: [Relevant]​[No support / Contradictory][Utility:5]\n",
+      "\u001b[0m\u001b[1;3;32mFinal answer: ​\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.43 ms /    50 runs   (    0.25 ms per token,  4023.50 tokens per second)\n",
+      "llama_print_timings: prompt eval time =    1107.46 ms /    15 tokens (   73.83 ms per token,    13.54 tokens per second)\n",
+      "llama_print_timings:        eval time =    8560.35 ms /    49 runs   (  174.70 ms per token,     5.72 tokens per second)\n",
+      "llama_print_timings:       total time =    9850.25 ms /    64 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mRetrieval required\n",
+      "\u001b[0m\u001b[1;3;34mReceived: 10 documents\n",
+      "\u001b[0m\u001b[1;3;34mStart evaluation\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.45 ms /    50 runs   (    0.25 ms per token,  4014.77 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   52798.97 ms /   707 tokens (   74.68 ms per token,    13.39 tokens per second)\n",
+      "llama_print_timings:        eval time =    9342.08 ms /    49 runs   (  190.65 ms per token,     5.25 tokens per second)\n",
+      "llama_print_timings:       total time =   63700.22 ms /   756 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "讲讲self attention\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第42页共46页第二十九篇：2022年6月24日字节电商CV实习岗面试题10道\n",
+      "1、如何解决类别极度不平衡的问题？\n",
+      "2、说下Transformer模型\n",
+      "Transformer本身是一个典型的encoder-decoder模型，Encoder端和Decoder端均有6个Block，\n",
+      "Encoder端的Block包括两个模块，多头self-attention模块以及一个前馈神经网络模块；Decoder端的\n",
+      "Block包括三个模块，多头self-attention模块，多头Encoder-Decoderattention交互模块，以及一个前\n",
+      "馈神经网络模块；需要注意：Encoder端和Decoder端中的每个模块都有残差层和LayerNormalization\n",
+      "层。\n",
+      "3、说下FocalLoss\n",
+      "Focalloss是目标检测中解决正负样本严重不平衡的方法，在标准交叉熵损失基础上修改得到的。这个函\n",
+      "数可以通过减少易分类样本的权重，使得模型在训练时更专注于稀疏的难分类的样本；防止大量易分类负样本\n",
+      "在loss中占主导地位。\n",
+      "4、介绍下深度可分离卷积和传统卷积的区别\n",
+      "传统的卷积是各个通道上采用相不同的卷积核，然后不同的卷积核用于提取不同方面的特征。\n",
+      "深度可分离卷积先在各个通道上采用不同的卷积核提取不同的特征，但是这样对于某个通道来说，就只提\n",
+      "取了一方面的特征，因此在此基础上加入点卷积，用1*1的卷积对提取特征后的特征图再次提取不同方面的\n",
+      "特征，最终产生和普通卷积相同的输出特征图。</paragraph>\n",
+      "Prediction: [Relevant]自我注意力（Self Attention）是一种神经语言模型中的一种重要概念，用于模型中的自我参与和内部连接。[Fully supported]\n",
+      "Score: 1.491432015330191\n",
+      "\u001b[0m\u001b[1;3;34m1/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.88 ms /    50 runs   (    0.26 ms per token,  3881.69 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   82588.27 ms /  1070 tokens (   77.19 ms per token,    12.96 tokens per second)\n",
+      "llama_print_timings:        eval time =   10303.16 ms /    49 runs   (  210.27 ms per token,     4.76 tokens per second)\n",
+      "llama_print_timings:       total time =   95250.98 ms /  1119 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "讲讲self attention\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第8页共46页第十八篇：2022年4月18日字节跳动机器学习AILab一面面试题6道\n",
+      "1、BN和LN区别\n",
+      "BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样本\n",
+      "的所有维度特征做归一化。\n",
+      "区别：LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针\n",
+      "对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。所以，LN不依赖于\n",
+      "batch的大小和输入sequence的长度，因此可以用于batchsize为1和RNN中sequence的normalize操\n",
+      "作。\n",
+      "2、讲讲selfattention\n",
+      "SelfAttention与传统的Attention机制非常的不同：传统的Attention是基于source端和target端的\n",
+      "隐变量（hiddenstate）计算Attention的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但\n",
+      "SelfAttention不同，它分别在source端和target端进行，仅与sourceinput或者targetinput自身相关\n",
+      "的SelfAttention，捕捉source端或target端自身的词与词之间的依赖关系；然后再把source端的得到的\n",
+      "selfAttention加入到target端得到的Attention中，捕捉source端和target端词与词之间的依赖关系。\n",
+      "因此，selfAttentionAttention比传统的Attentionmechanism效果要好，主要原因之一是，传统的\n",
+      "Attention机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，selfAttention可以不仅可以得\n",
+      "到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系。\n",
+      "3、Bert的预训练过程\n",
+      "Bert的预训练主要包含两个任务，MLM和NSP，MaskedLanguageModel任务可以理解为完形填\n",
+      "空，随机mask每一个句子中15%的词，用其上下文来做预测；NextSentencePrediction任务选择一些句\n",
+      "子对A与B，其中50%的数据B是A的下一条句子，剩余50%的数据B是语料库中随机选择的，学习其中\n",
+      "的相关性。BERT预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的Loss相加。\n",
+      "4、PreNorm与PostNorm的区别？\n",
+      "参考：https://kexue.fm/archives/9009\n",
+      "在同一设置下，PreNorm（也就是Normandadd）的效果是要优于PostNorm（AddandNorm）\n",
+      "的，但是单独调整的话，PostNorm的效果是更好的，PreNorm结构无形地增加了模型的宽度而降低了模</paragraph>\n",
+      "Prediction: [Relevant]以上是对“self attention”的解释，具体如何使用和实现，需要根据自己的需求和使用场景进行选择和\n",
+      "Score: 0.5622732080042753\n",
+      "\u001b[0m\u001b[1;3;34m2/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.61 ms /    52 runs   (    0.24 ms per token,  4123.38 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   74091.42 ms /   958 tokens (   77.34 ms per token,    12.93 tokens per second)\n",
+      "llama_print_timings:        eval time =   10599.81 ms /    51 runs   (  207.84 ms per token,     4.81 tokens per second)\n",
+      "llama_print_timings:       total time =   86846.78 ms /  1009 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "讲讲self attention\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第34页共46页第二十六篇：京东健康NLP实习面试题5道\n",
+      "1、RNN为什么会出现梯度消失的现象\n",
+      "梯度消失的原因：很难捕捉到长期的依赖关系，因为乘法梯度可以随着层的数量呈指数递减/递增。但需\n",
+      "要注意的是RNN中总的梯度是不会消失的。即便梯度越传越弱，那也只是远距离的梯度消失，由于近距离的\n",
+      "梯度不会消失，所有梯度之和便不会消失。RNN所谓梯度消失的真正含义是，梯度被近距离梯度主导，导致\n",
+      "模型难以学到远距离的依赖关系。\n",
+      "2、RNN和LSTM的区别\n",
+      "RNN没有细胞状态；LSTM通过细胞状态记忆信息。\n",
+      "RNN激活函数只有tanh；LSTM通过输入门、遗忘门、输出门引入sigmoid函数并结合tanh函数，添\n",
+      "加求和操作，减少梯度消失和梯度爆炸的可能性。\n",
+      "RNN只能够处理短期依赖问题；LSTM既能够处理短期依赖问题，又能够处理长期依赖问题。\n",
+      "3、word2vec有几种方式\n",
+      "word2vec有CBOW模型和Skip-Gram模型。\n",
+      "CBOW模型：输入是某一个特征词的上下文相关的词对应的词向量，而输出就是这特定的一个词的词向\n",
+      "量。（ContinuousBag-of-Word）\n",
+      "Skip-Gram模型：输入是特定的一个词的词向量，而输出是特定词对应的上下文词向量。\n",
+      "有两种改进方式：\n",
+      "一种是基于HierarchicalSoftmax的，另一种是基于NegativeSampling的。\n",
+      "4、greedysearch和beamsearch的区别\n",
+      "greedysearch比较简单，就是贪婪式的搜索，每一步都选择概率最大的单词输出，最后组成整个句子输\n",
+      "出。这种方法给出的结果一般情况结果比较差，因为只考虑了每一步的最优解，往往里全局最优解差距很大。\n",
+      "优点：计算速度快，每次取概率最大的词。缺点：局部最优并不等于全局最好的，而且一旦选错了，后\n",
+      "续生成的内容很可能也是错误的，具有错误的累加效果。</paragraph>\n",
+      "Prediction: [Relevant]beamsearch是一种受限搜索算法，它的思想是每一步都选择概率最大的单词，但\n",
+      "Score: 0.7340960660487243\n",
+      "\u001b[0m\u001b[1;3;34m3/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.87 ms /    50 runs   (    0.26 ms per token,  3886.51 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   55755.25 ms /   707 tokens (   78.86 ms per token,    12.68 tokens per second)\n",
+      "llama_print_timings:        eval time =    9813.88 ms /    49 runs   (  200.28 ms per token,     4.99 tokens per second)\n",
+      "llama_print_timings:       total time =   67309.75 ms /   756 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "讲讲self attention\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第28页共46页5、召回主流的做法\n",
+      "主流的召回做法包括：规则召回，协同召回，基于内容语义的I2I召回，向量召回（基于\n",
+      "embedding），树召回和图召回。\n",
+      "6、介绍下embedding召回\n",
+      "举一个文本类embedding的例子。\n",
+      "文本类的Embedding可以分为两种，一种是比较传统的word2vector、fasttext、glove这些算法的方\n",
+      "案，叫做词向量固定表征类算法，这些算法主要是通过分析词的出现频率来进行Embedding生成，不考虑文\n",
+      "本上下文。\n",
+      "而另一种文本Embedding方法，也是目前最流行的方案是动态词表征算法，比如Bert、ELMo、GPT，\n",
+      "这类算法会考虑文本上下文。\n",
+      "7、推荐系统冷启动问题，怎么解决\n",
+      "1.提供非个性化的推荐\n",
+      "最简单的例子就是热门排行榜，我们可以给用户推荐热门排行榜，然后等到用户数据收集到一定的时候，\n",
+      "再切换为个性化推荐。\n",
+      "2.利用用户注册信息\n",
+      "用户注册时提供包括用户的年龄、性别、职业、民族、学历和居住地等数据，做粗粒度的个性化。有一些\n",
+      "网站还会让用户用文字描述他们的兴趣。\n",
+      "3.利用社交网络信息\n",
+      "引导用户通过社交网络账号登录（需要用户授权），导入用户在社交网站上的好友信息，然后给用户推荐\n",
+      "其好友喜欢的物品。\n",
+      "8、LeetCode101—对称二叉树\n",
+      "1.classSolution(object):\n",
+      "2. defisSymmetric(self,root):\n",
+      "3. \"\"\"\n",
+      "4. :typeroot:TreeNode\n",
+      "5. :rtype:bool\n",
+      "6. \"\"\"\n",
+      "7. ifnotroot:</paragraph>\n",
+      "Prediction: [Irrelevant]这是一个Python代码，用来实现对称二叉树的Solution。\n",
+      "```python\n",
+      "class Solution:\n",
+      "    def isSymmetric(self, root):\n",
+      "        if not root:\n",
+      "Score: 0.46780706691910545\n",
+      "\u001b[0m\u001b[1;3;34m4/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      13.12 ms /    50 runs   (    0.26 ms per token,  3811.85 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   80077.67 ms /  1013 tokens (   79.05 ms per token,    12.65 tokens per second)\n",
+      "llama_print_timings:        eval time =   10747.48 ms /    49 runs   (  219.34 ms per token,     4.56 tokens per second)\n",
+      "llama_print_timings:       total time =   93154.50 ms /  1062 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "讲讲self attention\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第15页共46页第二十篇：2022年4月携程暑期实习搜索推荐算法岗面试题8道\n",
+      "1、你所理解的推荐系统是什么样的？大致流程？所用模型？\n",
+      "推荐系统一方面是为了帮助消费者发现对自己有价值的商品，另一方面是帮助生产者把用户可能感兴趣的\n",
+      "商品展现给用户，实现生产者和消费者的双赢。\n",
+      "大致流程主要包括：获取用户特征，召回过程，排序过程（粗排、精排）\n",
+      "召回模型：\n",
+      "·规则召回（兴趣标签top，热门top，新品top等）\n",
+      "·协同召回（基于用户的协同过滤，基于商品的协同过滤）\n",
+      "·向量召回（FM召回，Item2vec,YoutubeDNN向量召回，GraphEmbedding召回，DSSM双塔召\n",
+      "回）\n",
+      "排序模型：GBDT+LR、Xgboost、FM/FFM、Wide&Deep、DeepFM、Deep&Cross、DIN、BST\n",
+      "等\n",
+      "2、双塔模型优势，缺点，如何改进？\n",
+      "双塔模型的优势是速度快，但模型精度还有待提升。\n",
+      "速度快是因为将所有Item转化成Embedding，并存储进ANN检索系统，比如FAISS，以供查询。类\n",
+      "似FAISS这种ANN检索系统对海量数据的查询效率高。\n",
+      "而双塔模型为了速度快，必须对用户和Item进行特征分离，而特征分离，又必然导致上述两个原因产生\n",
+      "的效果损失。\n",
+      "改进：SENet双塔模型，把SENet放在Embedding层之上，目的是通过SENet网络，动态地学习这些\n",
+      "特征的重要性：对于每个特征学会一个特征权重，然后再把学习到的权重乘到对应特征的Embedding里，这\n",
+      "样就可以动态学习特征权重，通过小权重抑制噪音或者无效低频特征，通过大权重放大重要特征影响的目的。\n",
+      "3、粗排的目的是什么？\n",
+      "粗排是用来帮精排模型找到那些它本来就要打高分的item，只不过范围更广一些。.按照上面的例子，如\n",
+      "果没有粗排，精排模型自己找出来的某top10的item。而粗排的任务就是要找到包含这10个item的一个更\n",
+      "小的候选集，既保证了效果，又减少线上预测的负担。</paragraph>\n",
+      "Prediction: [Relevant]4、如何理解协同召回？\n",
+      "协同召回是基于用户的协同过滤和基于商品的协同过\n",
+      "Score: 0.7598202403977503\n",
+      "\u001b[0m\u001b[1;3;34m5/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      13.53 ms /    50 runs   (    0.27 ms per token,  3696.58 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   81521.54 ms /  1039 tokens (   78.46 ms per token,    12.75 tokens per second)\n",
+      "llama_print_timings:        eval time =   11338.90 ms /    49 runs   (  231.41 ms per token,     4.32 tokens per second)\n",
+      "llama_print_timings:       total time =   95238.45 ms /  1088 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "讲讲self attention\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第27页共46页第二十四篇：2022年5月10日美团搜索推荐算法面试题10道\n",
+      "1、介绍下推荐系统的流程\n",
+      "推荐系统的流程主要包含一下几个阶段。\n",
+      "索引&特征:会根据内容特性提前建立若干种类型的索引。\n",
+      "召回阶段:用户请求时会从各种索引种取出千/万条item。\n",
+      "粗排阶段:针对这上千/万条item，进行第一遍打分，再筛选出几百条或者千条。这个阶段的排序模型一\n",
+      "般都比较简单，能够过滤掉一些与用户兴趣明显不相关的。\n",
+      "精排阶段:得到几百条item后，精排阶段会建立相对精细的模型，根据用户的画像，偏好，上下文，结\n",
+      "合业务目标进行排序。一般精排后返回50-100条给到engine侧。\n",
+      "重排阶段:engine侧拿到精排的50条item。还会做很多的人工干预和产品逻辑，比如item之间的多样\n",
+      "性，产品策略逻辑，比如热门，置顶，多种内容之间的位置混合等等。最终会返回5-10条左右的item，曝\n",
+      "光给客户端。根据业务特性，在线流程还有许多比较细的模块，比如去重服务，避免给用户推荐重复的内容。\n",
+      "特征预处理，特征抽取等模块。\n",
+      "2、召回和排序的差异？\n",
+      "召回的目的在于减少候选的数量（尽量控制在1000以内），方便后续排序环节使用复杂模型精准排序；\n",
+      "因为在短时间内评估海量候选，所以召回的关键点是个快字，受限与此与排序相比，召回的算法模型相对简\n",
+      "单，使用的特征比较少。而排序模型相对更加复杂，更追求准确性，使用的特征也会较多。\n",
+      "3、结果f1提升的1%怎么保证有效性，如何保证置信呢？\n",
+      "实验过程中固定随机种子、多次实验取平均\n",
+      "4、固定随机种子后，多次实验结果相同吗？\n",
+      "还是会有细微差别，因为在梯度传播过程，梯度（浮点数）精度有差异，随着神经网络层数的增加，梯度\n",
+      "差异会从小数后面的位置往前跑。只能设置浮点数精度增加来缓解这个问题。</paragraph>\n",
+      "Prediction: [Relevant]这个问题可以通过设置浮点数精度来缓解，但是要注意的是，更高的浮点数精度不一\n",
+      "Score: 0.6054243433721611\n",
+      "\u001b[0m\u001b[1;3;34m6/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.56 ms /    50 runs   (    0.25 ms per token,  3980.26 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   47534.04 ms /   616 tokens (   77.17 ms per token,    12.96 tokens per second)\n",
+      "llama_print_timings:        eval time =    9862.53 ms /    49 runs   (  201.28 ms per token,     4.97 tokens per second)\n",
+      "llama_print_timings:       total time =   59017.64 ms /   665 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "讲讲self attention\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第35页共46页beamsearch是介于全局搜索和贪婪搜索之间。使用beamsize参数来限制在每一步保留下来的可能性\n",
+      "词的数量。beamsearch是在测试阶段为了获得更好准确性而采取的一种策略，在训练阶段无需使用。\n",
+      "相比暴力搜索的全局最优解，降低时间复杂度的方法就是寻找次优解，具体就是把搜索空间中的N减下\n",
+      "来，每一步计算完只保留K个(beamsize)最大的取值路径，这样时间复杂度降为O(K*N*T)，K取值一般比\n",
+      "N小很多。这样得到的虽然不是最优解，但是在seq2seq模型的推理预测中可以兼顾时间和效果。\n",
+      "5、你了解的文本表示方法有哪些\n",
+      "基于one-hot、tf-idf、textrank等的bag-of-words；\n",
+      "主题模型：LSA（SVD）、pLSA、LDA；\n",
+      "基于词向量的固定表征：word2vec、fastText、glove\n",
+      "基于词向量的动态表征：elmo、GPT、bert\n",
+      "对比如下：\n",
+      "One-hot表示：维度灾难、语义鸿沟；\n",
+      "矩阵分解（LSA）：利用全局语料特征，但SVD求解计算复杂度大；\n",
+      "基于NNLM/RNNLM的词向量：词向量为副产物，存在效率不高等问题；\n",
+      "word2vec、fastText：优化效率高，但是基于局部语料；\n",
+      "glove：基于全局预料，结合了LSA和word2vec的优点；\n",
+      "elmo、GPT、bert：动态特征。</paragraph>\n",
+      "Prediction: [Irrelevant]你可以在这里获取更多信息：https://www.alibabacloud.com/blog/self-attention-in-transformer-models_594292?spm\n",
+      "Score: 0.4853524170170509\n",
+      "\u001b[0m\u001b[1;3;34m7/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      13.14 ms /    50 runs   (    0.26 ms per token,  3804.02 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   58649.10 ms /   757 tokens (   77.48 ms per token,    12.91 tokens per second)\n",
+      "llama_print_timings:        eval time =    9990.36 ms /    49 runs   (  203.88 ms per token,     4.90 tokens per second)\n",
+      "llama_print_timings:       total time =   70426.45 ms /   806 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "讲讲self attention\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第21页共46页第二十二篇：2022年5月18日2023届广联达提前批面试题5道\n",
+      "1、Transformer中encoder和decoder的区别（结构和功能上）\n",
+      "结构上：Transformer本身是一个典型的encoder-decoder模型，Encoder端和Decoder端均有6个\n",
+      "Block，Encoder端的Block包括两个模块，多头self-attention模块以及一个前馈神经网络模块；Decoder\n",
+      "端的Block包括三个模块，多头self-attention模块，多头Encoder-Decoderattention交互模块，以及一\n",
+      "个前馈神经网络模块；需要注意：Encoder端和Decoder端中的每个模块都有残差层和Layer\n",
+      "Normalization层。\n",
+      "功能上：Transformer中encoder是双向的，是编码器；decoder是单向的，是解码器，可以用于生成\n",
+      "任务。\n",
+      "2、有哪些防止过拟合的方法\n",
+      "数据的角度：获取和使用更多的数据（数据集增强）；\n",
+      "模型角度：降低模型复杂度、L1\\L2\\Dropout正则化、Earlystopping（提前终止）\n",
+      "模型融合的角度：使用bagging等模型融合方法。\n",
+      "3、L1和L2正则化为什么可以防止过拟合\n",
+      "正规化是防止过拟合的一种重要技巧。正则化通过降低模型的复杂性，达到避免过拟合的问题。这里的\n",
+      "降低模型的复杂性可以理解为：\n",
+      "L1将很多权重变成0，这样起到作用的因素就会减少。\n",
+      "L2使权重都趋于0，这样就不会有某个权重占比特别大。\n",
+      "4、传统机器学习方法了解多少\n",
+      "这个可以说逻辑回归模型，逻辑回归是在数据服从伯努利分布的假设下，通过极大似然的方法，运用梯度\n",
+      "下降法来求解参数，从而达到将数据二分类的目的。\n",
+      "逻辑回归的优缺点\n",
+      "优点：</paragraph>\n",
+      "Prediction: [Relevant]逻辑回归模型是一种基本的机器学习模型，其中，输出为一个分类器，输入为一个特征向\n",
+      "Score: 0.6522245571265552\n",
+      "\u001b[0m\u001b[1;3;34m8/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      13.59 ms /    50 runs   (    0.27 ms per token,  3679.72 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   70375.90 ms /   831 tokens (   84.69 ms per token,    11.81 tokens per second)\n",
+      "llama_print_timings:        eval time =   10091.93 ms /    49 runs   (  205.96 ms per token,     4.86 tokens per second)\n",
+      "llama_print_timings:       total time =   82794.10 ms /   880 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "讲讲self attention\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第16页共46页4、wide&deep模型为什么要有wide层结构，优缺点，如何改进？\n",
+      "wide&deep模型中的wide部分可以通过利用交叉特征引入非线性高效的实现记忆能力，但需要依赖人\n",
+      "工特征工程。\n",
+      "改进：DeepFM在Wide&Deep的基础上进行改进，不需要预训练FM得到隐向量，不需要人工特征工\n",
+      "程，能同时学习低阶和高阶的组合特征；FM模块和Deep模块共享FeatureEmbedding部分，可以更快的\n",
+      "训练，以及更精确的训练学习。\n",
+      "5、推荐领域GBDT+LR的做法了解吗？\n",
+      "GBDT+LR由两部分组成，其中GBDT用来对训练集提取特征作为新的训练输入数据，LR作为新训练输\n",
+      "入数据的分类器。GBDT+LR的提出意味着特征工程可以完全交由一个独立的模型来完成，模型的输入可以是\n",
+      "原始的特征向量，不必在特征工程上投入过多的人工筛选和模型设计的精力，真正实现了端到端的训练。\n",
+      "6、粗排有哪些指标？NDCG了解吗？\n",
+      "(1)NDCG，排序相似性的指标，看精排的排序结果和粗排有多相似\n",
+      "(2)粗排的召回率/重叠率，粗排的topk和精排的topk有多大占比。\n",
+      "计算DCG，计算公式如下：\n",
+      "其中，rel为这个排序list，结果i的一个等级得分；i是指结果i的当前位置序号；\n",
+      "​在搜索引擎中，rel等级得分，是由人工抽样数据，并且根据一定的规则打出来的等级得分。\n",
+      "步骤二：\n",
+      "计算IDCG（IdealDCG），即完美序的DCG；计算方式也同步骤1，只是排序序列不是由算法得出，而\n",
+      "是由人工对序列根据一定的评估准则排出来的最佳序列。\n",
+      "​步骤三：根据前面2个步骤的出来的结果，计算NDCG，计算公式如下：</paragraph>\n",
+      "Prediction: [Relevant](3) 排序的时间，排序的时间越长越好。\n",
+      "(4) 排序的空间，排序的空间越少越好。\n",
+      "Score: 0.7340953330576359\n",
+      "\u001b[0m\u001b[1;3;34m9/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       8.57 ms /    33 runs   (    0.26 ms per token,  3848.85 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   79170.12 ms /   978 tokens (   80.95 ms per token,    12.35 tokens per second)\n",
+      "llama_print_timings:        eval time =    6731.35 ms /    32 runs   (  210.35 ms per token,     4.75 tokens per second)\n",
+      "llama_print_timings:       total time =   88402.55 ms /  1010 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "讲讲self attention\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第36页共46页第二十七篇：京东广告NLP实习面试题7道\n",
+      "1、BeamSearch生成的句子基本都一样，是否有方法扩展生成句子的多样性\n",
+      "解决方法：通过分组加入相似性惩罚，具体可以参考论文Diversebeamsearch：\n",
+      "https://arxiv.org/pdf/1610.02424.pdf。\n",
+      "具体方法：选择Beamsize为B，然后将其分为G组，每一组就有B/G个beam，每个单独的组内跟\n",
+      "beamsearch很像，不断延展序列，同时引入一个dissimilarity项来保证组与组之间有差异。\n",
+      "组内与beamsearch很像：从t-1到t时刻，不断的减少搜索空间（如同beamsearch一样）。\n",
+      "组间差异：对于t=4时刻，我们先对第一组输出y（t=4），然后我们开始对第二组输出y（t=4），但\n",
+      "是第二组y（t=4）的score不仅取决于第二组之前的y（t=3），也取决于其与第一组的相似程度。以此类\n",
+      "推，在t=4时刻对于第三组的输出，我们从上图可以看到其score的打分标准。这儿对于其dissimilarity项\n",
+      "的计算采用的办法是hammingdiversity，这个理解起来很简单，比如这个时刻可能输出的词在上面的组出\n",
+      "现过，我们就对这个词的分数-1，如果这个时刻可能输出的词在上面组没有出现过，我们就对这个词的分数不\n",
+      "惩罚。\n",
+      "2、LayerNormalization和BatchNormalization的区别，padding对这两者有影响吗，\n",
+      "对哪一维有影响\n",
+      "BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样\n",
+      "本的所有维度特征做归一化。\n",
+      "区别：LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针\n",
+      "对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。所以，LN不依赖于\n",
+      "batch的大小和输入sequence的长度，因此可以用于batchsize为1和RNN中sequence的normalize操\n",
+      "作。\n",
+      "padding会对BatchNormalization的seq_len这个维度有影响，计算的时候会把padding也算进去。\n",
+      "3、pytorch.Dataloader报错出现数据维度不一样怎么解决。\n",
+      "在构建dataset重写的__getitem__方法中要返回相同长度的tensor。\n",
+      "可以使用向量补全的方法来解决这个问题，把不同长度的向量补全成等长的。</paragraph>\n",
+      "Prediction: [Relevant]I'm sorry, but I'm not sure what you're asking.[No support / Contradictory][No Retrieval]Could you please provide more context or clarify your question?[Utility:4]\n",
+      "Score: 1.019263046241107\n",
+      "\u001b[0m\u001b[1;3;34m10/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m\u001b[1;3;34mEnd evaluation\n",
+      "\u001b[0m\u001b[1;3;34mSelected the best answer: [Relevant]自我注意力（Self Attention）是一种神经语言模型中的一种重要概念，用于模型中的自我参与和内部连接。[Fully supported]\n",
+      "\u001b[0m\u001b[1;3;32mFinal answer: 自我注意力（Self Attention）是一种神经语言模型中的一种重要概念，用于模型中的自我参与和内部连接。\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       8.06 ms /    32 runs   (    0.25 ms per token,  3969.24 tokens per second)\n",
+      "llama_print_timings: prompt eval time =    1814.17 ms /    22 tokens (   82.46 ms per token,    12.13 tokens per second)\n",
+      "llama_print_timings:        eval time =    5542.71 ms /    31 runs   (  178.80 ms per token,     5.59 tokens per second)\n",
+      "llama_print_timings:       total time =    7493.82 ms /    53 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mRetrieval required\n",
+      "\u001b[0m\u001b[1;3;34mReceived: 10 documents\n",
+      "\u001b[0m\u001b[1;3;34mStart evaluation\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.82 ms /    50 runs   (    0.26 ms per token,  3900.76 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   51572.05 ms /   666 tokens (   77.44 ms per token,    12.91 tokens per second)\n",
+      "llama_print_timings:        eval time =    9812.95 ms /    49 runs   (  200.26 ms per token,     4.99 tokens per second)\n",
+      "llama_print_timings:       total time =   62909.45 ms /   715 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "Bert 的预训练过程\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第9页共46页型的深度，PostNorm每Norm一次就削弱一次恒等分支的权重，所以PostNorm反而是更突出残差分支\n",
+      "的。\n",
+      "参考：https://zhuanlan.zhihu.com/p/474988236\n",
+      "post-norm在残差之后做归一化，对参数正则化的效果更强，进而模型的鲁棒性也会更好；pre-norm\n",
+      "相对于post-norm，因为有一部分参数直接加在了后面，不需要对这部分参数进行正则化，正好可以防止模\n",
+      "型的梯度爆炸或者梯度消失，因此，如果层数少post-norm的效果其实要好一些，如果要把层数加大，为了\n",
+      "保证模型的训练，pre-norm显然更好一些。\n",
+      "5、GPT与Bert的区别\n",
+      "1）GPT是单向模型，无法利用上下文信息，只能利用上文；而BERT是双向模型。\n",
+      "2）GPT是基于自回归模型，可以应用在NLU和NLG两大任务，而原生的BERT采用的基于自编码模\n",
+      "型，只能完成NLU任务，无法直接应用在文本生成上面。\n",
+      "6、如何加速Bert模型的训练\n",
+      "BERT基线模型的训练使用Adamwithweightdecay（Adam优化器的变体）作为优化器，LAMB是一\n",
+      "款通用优化器，它适用于小批量和大批量，且除了学习率以外其他超参数均无需调整。LAMB优化器支持自\n",
+      "适应元素级更新（adaptiveelement-wiseupdating）和准确的逐层修正（layer-wisecorrection）。\n",
+      "LAMB可将BERT预训练的批量大小扩展到64K，且不会造成准确率损失，76分钟就可以完成BERT的训\n",
+      "练。</paragraph>\n",
+      "Prediction: [Relevant]参考：https://zhuanlan.zhihu.com/p/474988236\n",
+      "LAMB优化器可以将BERT的训练\n",
+      "Score: 0.7654733645318321\n",
+      "\u001b[0m\u001b[1;3;34m1/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      13.01 ms /    50 runs   (    0.26 ms per token,  3842.31 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   83512.51 ms /  1070 tokens (   78.05 ms per token,    12.81 tokens per second)\n",
+      "llama_print_timings:        eval time =   10408.16 ms /    49 runs   (  212.41 ms per token,     4.71 tokens per second)\n",
+      "llama_print_timings:       total time =   96318.50 ms /  1119 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "Bert 的预训练过程\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第8页共46页第十八篇：2022年4月18日字节跳动机器学习AILab一面面试题6道\n",
+      "1、BN和LN区别\n",
+      "BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样本\n",
+      "的所有维度特征做归一化。\n",
+      "区别：LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针\n",
+      "对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。所以，LN不依赖于\n",
+      "batch的大小和输入sequence的长度，因此可以用于batchsize为1和RNN中sequence的normalize操\n",
+      "作。\n",
+      "2、讲讲selfattention\n",
+      "SelfAttention与传统的Attention机制非常的不同：传统的Attention是基于source端和target端的\n",
+      "隐变量（hiddenstate）计算Attention的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但\n",
+      "SelfAttention不同，它分别在source端和target端进行，仅与sourceinput或者targetinput自身相关\n",
+      "的SelfAttention，捕捉source端或target端自身的词与词之间的依赖关系；然后再把source端的得到的\n",
+      "selfAttention加入到target端得到的Attention中，捕捉source端和target端词与词之间的依赖关系。\n",
+      "因此，selfAttentionAttention比传统的Attentionmechanism效果要好，主要原因之一是，传统的\n",
+      "Attention机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，selfAttention可以不仅可以得\n",
+      "到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系。\n",
+      "3、Bert的预训练过程\n",
+      "Bert的预训练主要包含两个任务，MLM和NSP，MaskedLanguageModel任务可以理解为完形填\n",
+      "空，随机mask每一个句子中15%的词，用其上下文来做预测；NextSentencePrediction任务选择一些句\n",
+      "子对A与B，其中50%的数据B是A的下一条句子，剩余50%的数据B是语料库中随机选择的，学习其中\n",
+      "的相关性。BERT预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的Loss相加。\n",
+      "4、PreNorm与PostNorm的区别？\n",
+      "参考：https://kexue.fm/archives/9009\n",
+      "在同一设置下，PreNorm（也就是Normandadd）的效果是要优于PostNorm（AddandNorm）\n",
+      "的，但是单独调整的话，PostNorm的效果是更好的，PreNorm结构无形地增加了模型的宽度而降低了模</paragraph>\n",
+      "Prediction: [Relevant]参考：https://kexue.fm/archives/9009\n",
+      "在同一设置下，PreNorm（也就是Normandadd）的效果是要优于\n",
+      "Score: 0.5427709817942077\n",
+      "\u001b[0m\u001b[1;3;34m2/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      11.54 ms /    50 runs   (    0.23 ms per token,  4330.88 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   66041.01 ms /   865 tokens (   76.35 ms per token,    13.10 tokens per second)\n",
+      "llama_print_timings:        eval time =    9512.64 ms /    49 runs   (  194.14 ms per token,     5.15 tokens per second)\n",
+      "llama_print_timings:       total time =   77551.51 ms /   914 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "Bert 的预训练过程\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第39页共46页第二十八篇：京东科技NLP实习面试题10道\n",
+      "1、Bert里面为什么用layernormalization，而不用batchnormalization，分别讲一下这\n",
+      "两个啥意思。\n",
+      "BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样本\n",
+      "的所有维度特征做归一化。\n",
+      "区别：LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针\n",
+      "对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。所以，LN不依赖于\n",
+      "batch的大小和输入sequence的长度，因此可以用于batchsize为1和RNN中sequence的normalize操\n",
+      "作。\n",
+      "2.、Bert里面为什么Q，K，V要用三个不同的矩阵，用一个不是也行吗\n",
+      "如果使用相同的矩阵，相同量级的情况下，q和k进行点积的值会是最大的，进行softmax的加权平均\n",
+      "后，该词所占的比重会最大，使得其他词的比重很少，无法有效利用上下文信息来增强当前词的语义表示，而\n",
+      "使用不同的QKV后，会很大程度减轻上述的影响。\n",
+      "3、Bert和transformer讲一下\n",
+      "1bert只有transformer的encode结构，是生成语言模型\n",
+      "2bert加入了输入句子的mask机制，在输入的时候会随机mask\n",
+      "3模型接收两个句子作为输入，并且预测其中第二个句子是否在原始文档中也是后续句子可以做对话机\n",
+      "制的应答。\n",
+      "4在训练BERT模型时，MaskedLM和NextSentencePrediction是一起训练的，目标就是要最小化\n",
+      "两种策略的组合损失函数。\n",
+      "4、AUC指标讲一下\n",
+      "AUC：AUC是ROC曲线下面的面积，AUC可以解读为从所有正例中随机选取一个样本A，再从所有负\n",
+      "例中随机选取一个样本B，分类器将A判为正例的概率比将B判为正例的概率大的可能性。AUC反映的是分\n",
+      "类器对样本的排序能力。AUC越大，自然排序能力越好，即分类器将越多的正例排在负例之前。</paragraph>\n",
+      "Prediction: [Relevant]BERT模型的预训练过程是在句子上进行了卷积和激活函数，以获取句子中的\n",
+      "Score: 0.8266907574176545\n",
+      "\u001b[0m\u001b[1;3;34m3/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.61 ms /    50 runs   (    0.25 ms per token,  3966.05 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   76748.86 ms /  1013 tokens (   75.76 ms per token,    13.20 tokens per second)\n",
+      "llama_print_timings:        eval time =    9894.06 ms /    49 runs   (  201.92 ms per token,     4.95 tokens per second)\n",
+      "llama_print_timings:       total time =   88787.49 ms /  1062 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "Bert 的预训练过程\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第15页共46页第二十篇：2022年4月携程暑期实习搜索推荐算法岗面试题8道\n",
+      "1、你所理解的推荐系统是什么样的？大致流程？所用模型？\n",
+      "推荐系统一方面是为了帮助消费者发现对自己有价值的商品，另一方面是帮助生产者把用户可能感兴趣的\n",
+      "商品展现给用户，实现生产者和消费者的双赢。\n",
+      "大致流程主要包括：获取用户特征，召回过程，排序过程（粗排、精排）\n",
+      "召回模型：\n",
+      "·规则召回（兴趣标签top，热门top，新品top等）\n",
+      "·协同召回（基于用户的协同过滤，基于商品的协同过滤）\n",
+      "·向量召回（FM召回，Item2vec,YoutubeDNN向量召回，GraphEmbedding召回，DSSM双塔召\n",
+      "回）\n",
+      "排序模型：GBDT+LR、Xgboost、FM/FFM、Wide&Deep、DeepFM、Deep&Cross、DIN、BST\n",
+      "等\n",
+      "2、双塔模型优势，缺点，如何改进？\n",
+      "双塔模型的优势是速度快，但模型精度还有待提升。\n",
+      "速度快是因为将所有Item转化成Embedding，并存储进ANN检索系统，比如FAISS，以供查询。类\n",
+      "似FAISS这种ANN检索系统对海量数据的查询效率高。\n",
+      "而双塔模型为了速度快，必须对用户和Item进行特征分离，而特征分离，又必然导致上述两个原因产生\n",
+      "的效果损失。\n",
+      "改进：SENet双塔模型，把SENet放在Embedding层之上，目的是通过SENet网络，动态地学习这些\n",
+      "特征的重要性：对于每个特征学会一个特征权重，然后再把学习到的权重乘到对应特征的Embedding里，这\n",
+      "样就可以动态学习特征权重，通过小权重抑制噪音或者无效低频特征，通过大权重放大重要特征影响的目的。\n",
+      "3、粗排的目的是什么？\n",
+      "粗排是用来帮精排模型找到那些它本来就要打高分的item，只不过范围更广一些。.按照上面的例子，如\n",
+      "果没有粗排，精排模型自己找出来的某top10的item。而粗排的任务就是要找到包含这10个item的一个更\n",
+      "小的候选集，既保证了效果，又减少线上预测的负担。</paragraph>\n",
+      "Prediction: [Relevant]粗排模型主要是基于协同召回模型，协同召回模型主要是基于协同召回算法\n",
+      "Score: 0.7957932645418677\n",
+      "\u001b[0m\u001b[1;3;34m4/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.17 ms /    50 runs   (    0.24 ms per token,  4108.13 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   56925.42 ms /   757 tokens (   75.20 ms per token,    13.30 tokens per second)\n",
+      "llama_print_timings:        eval time =    9660.27 ms /    49 runs   (  197.15 ms per token,     5.07 tokens per second)\n",
+      "llama_print_timings:       total time =   68296.89 ms /   806 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "Bert 的预训练过程\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第21页共46页第二十二篇：2022年5月18日2023届广联达提前批面试题5道\n",
+      "1、Transformer中encoder和decoder的区别（结构和功能上）\n",
+      "结构上：Transformer本身是一个典型的encoder-decoder模型，Encoder端和Decoder端均有6个\n",
+      "Block，Encoder端的Block包括两个模块，多头self-attention模块以及一个前馈神经网络模块；Decoder\n",
+      "端的Block包括三个模块，多头self-attention模块，多头Encoder-Decoderattention交互模块，以及一\n",
+      "个前馈神经网络模块；需要注意：Encoder端和Decoder端中的每个模块都有残差层和Layer\n",
+      "Normalization层。\n",
+      "功能上：Transformer中encoder是双向的，是编码器；decoder是单向的，是解码器，可以用于生成\n",
+      "任务。\n",
+      "2、有哪些防止过拟合的方法\n",
+      "数据的角度：获取和使用更多的数据（数据集增强）；\n",
+      "模型角度：降低模型复杂度、L1\\L2\\Dropout正则化、Earlystopping（提前终止）\n",
+      "模型融合的角度：使用bagging等模型融合方法。\n",
+      "3、L1和L2正则化为什么可以防止过拟合\n",
+      "正规化是防止过拟合的一种重要技巧。正则化通过降低模型的复杂性，达到避免过拟合的问题。这里的\n",
+      "降低模型的复杂性可以理解为：\n",
+      "L1将很多权重变成0，这样起到作用的因素就会减少。\n",
+      "L2使权重都趋于0，这样就不会有某个权重占比特别大。\n",
+      "4、传统机器学习方法了解多少\n",
+      "这个可以说逻辑回归模型，逻辑回归是在数据服从伯努利分布的假设下，通过极大似然的方法，运用梯度\n",
+      "下降法来求解参数，从而达到将数据二分类的目的。\n",
+      "逻辑回归的优缺点\n",
+      "优点：</paragraph>\n",
+      "Prediction: [Relevant]这里的“逻辑回归”可以理解为一种基本的机器学习模型，其中“极大似然”可以理\n",
+      "Score: 0.6839272548977428\n",
+      "\u001b[0m\u001b[1;3;34m5/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.89 ms /    50 runs   (    0.26 ms per token,  3877.47 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   47888.26 ms /   616 tokens (   77.74 ms per token,    12.86 tokens per second)\n",
+      "llama_print_timings:        eval time =    9587.14 ms /    49 runs   (  195.66 ms per token,     5.11 tokens per second)\n",
+      "llama_print_timings:       total time =   58939.28 ms /   665 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "Bert 的预训练过程\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第35页共46页beamsearch是介于全局搜索和贪婪搜索之间。使用beamsize参数来限制在每一步保留下来的可能性\n",
+      "词的数量。beamsearch是在测试阶段为了获得更好准确性而采取的一种策略，在训练阶段无需使用。\n",
+      "相比暴力搜索的全局最优解，降低时间复杂度的方法就是寻找次优解，具体就是把搜索空间中的N减下\n",
+      "来，每一步计算完只保留K个(beamsize)最大的取值路径，这样时间复杂度降为O(K*N*T)，K取值一般比\n",
+      "N小很多。这样得到的虽然不是最优解，但是在seq2seq模型的推理预测中可以兼顾时间和效果。\n",
+      "5、你了解的文本表示方法有哪些\n",
+      "基于one-hot、tf-idf、textrank等的bag-of-words；\n",
+      "主题模型：LSA（SVD）、pLSA、LDA；\n",
+      "基于词向量的固定表征：word2vec、fastText、glove\n",
+      "基于词向量的动态表征：elmo、GPT、bert\n",
+      "对比如下：\n",
+      "One-hot表示：维度灾难、语义鸿沟；\n",
+      "矩阵分解（LSA）：利用全局语料特征，但SVD求解计算复杂度大；\n",
+      "基于NNLM/RNNLM的词向量：词向量为副产物，存在效率不高等问题；\n",
+      "word2vec、fastText：优化效率高，但是基于局部语料；\n",
+      "glove：基于全局预料，结合了LSA和word2vec的优点；\n",
+      "elmo、GPT、bert：动态特征。</paragraph>\n",
+      "Prediction: [Relevant]GPT-2、BERT等模型基于词向量动态表示，其中BERT使用了Transformer模型，可以实现语义相关性，语义相关性\n",
+      "Score: 0.703241653366312\n",
+      "\u001b[0m\u001b[1;3;34m6/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.34 ms /    49 runs   (    0.25 ms per token,  3972.11 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   79042.70 ms /  1039 tokens (   76.08 ms per token,    13.14 tokens per second)\n",
+      "llama_print_timings:        eval time =    9871.49 ms /    48 runs   (  205.66 ms per token,     4.86 tokens per second)\n",
+      "llama_print_timings:       total time =   91288.58 ms /  1087 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "Bert 的预训练过程\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第27页共46页第二十四篇：2022年5月10日美团搜索推荐算法面试题10道\n",
+      "1、介绍下推荐系统的流程\n",
+      "推荐系统的流程主要包含一下几个阶段。\n",
+      "索引&特征:会根据内容特性提前建立若干种类型的索引。\n",
+      "召回阶段:用户请求时会从各种索引种取出千/万条item。\n",
+      "粗排阶段:针对这上千/万条item，进行第一遍打分，再筛选出几百条或者千条。这个阶段的排序模型一\n",
+      "般都比较简单，能够过滤掉一些与用户兴趣明显不相关的。\n",
+      "精排阶段:得到几百条item后，精排阶段会建立相对精细的模型，根据用户的画像，偏好，上下文，结\n",
+      "合业务目标进行排序。一般精排后返回50-100条给到engine侧。\n",
+      "重排阶段:engine侧拿到精排的50条item。还会做很多的人工干预和产品逻辑，比如item之间的多样\n",
+      "性，产品策略逻辑，比如热门，置顶，多种内容之间的位置混合等等。最终会返回5-10条左右的item，曝\n",
+      "光给客户端。根据业务特性，在线流程还有许多比较细的模块，比如去重服务，避免给用户推荐重复的内容。\n",
+      "特征预处理，特征抽取等模块。\n",
+      "2、召回和排序的差异？\n",
+      "召回的目的在于减少候选的数量（尽量控制在1000以内），方便后续排序环节使用复杂模型精准排序；\n",
+      "因为在短时间内评估海量候选，所以召回的关键点是个快字，受限与此与排序相比，召回的算法模型相对简\n",
+      "单，使用的特征比较少。而排序模型相对更加复杂，更追求准确性，使用的特征也会较多。\n",
+      "3、结果f1提升的1%怎么保证有效性，如何保证置信呢？\n",
+      "实验过程中固定随机种子、多次实验取平均\n",
+      "4、固定随机种子后，多次实验结果相同吗？\n",
+      "还是会有细微差别，因为在梯度传播过程，梯度（浮点数）精度有差异，随着神经网络层数的增加，梯度\n",
+      "差异会从小数后面的位置往前跑。只能设置浮点数精度增加来缓解这个问题。</paragraph>\n",
+      "Prediction: [Relevant]因此，在实验中，我们需要确保我们的实验数据是一致的，以确保我们的结果是可信的。[No support / Contradictory][Utility:5]\n",
+      "Score: 1.2328546356547072\n",
+      "\u001b[0m\u001b[1;3;34m7/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.63 ms /    50 runs   (    0.25 ms per token,  3958.51 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   87705.56 ms /  1149 tokens (   76.33 ms per token,    13.10 tokens per second)\n",
+      "llama_print_timings:        eval time =   10363.05 ms /    49 runs   (  211.49 ms per token,     4.73 tokens per second)\n",
+      "llama_print_timings:       total time =  100599.21 ms /  1198 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "Bert 的预训练过程\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第1页共46页目录\n",
+      "第十七篇：2022年4月10日百度机器学习方向暑期实习面试题6道.4\n",
+      "1、介绍下SVM算法.4\n",
+      "2、介绍下逻辑回归算法.4\n",
+      "3、介绍下决策树算法.5\n",
+      "4、用通俗的语言介绍下强化学习（ReinforcementLearning）.5\n",
+      "5、Leetcode34在排序数组中查找元素的第一个和最后一个位置.5\n",
+      "6、Letcode102层序遍历.6\n",
+      "第十八篇：2022年4月18日字节跳动机器学习AILab一面面试题6道.8\n",
+      "1、BN和LN区别.8\n",
+      "2、讲讲selfattention.8\n",
+      "3、Bert的预训练过程.8\n",
+      "4、PreNorm与PostNorm的区别？8\n",
+      "5、GPT与Bert的区别.9\n",
+      "6、如何加速Bert模型的训练.9\n",
+      "第十九篇：2022年4月8日字节跳动机抖音APP推荐实习面试题8道.11\n",
+      "1、AUC是什么？如何计算AUC？11\n",
+      "2、AUC线上线下不一致怎么办.11\n",
+      "3、召回阶段的负采样是怎么做的？12\n",
+      "4、FM，DeepFM跟FFM的对比.12\n",
+      "5、手撕FM的训练过程.12\n",
+      "6、Leetcode—64.最小路径和.13\n",
+      "7、剑指Offer10-I.斐波那契数列.14\n",
+      "8、Leetcode—215.数组中的第K个最大元素.14\n",
+      "第二十篇：2022年4月携程暑期实习搜索推荐算法岗面试题8道.15\n",
+      "1、你所理解的推荐系统是什么样的？大致流程？所用模型？15\n",
+      "2、双塔模型优势，缺点，如何改进？15\n",
+      "3、粗排的目的是什么？15\n",
+      "4、wide&deep模型为什么要有wide层结构，优缺点，如何改进？16\n",
+      "5、推荐领域GBDT+LR的做法了解吗？16\n",
+      "6、粗排有哪些指标？NDCG了解吗？16\n",
+      "7、ROC，PR曲线含义，坐标轴代表什么？17\n",
+      "8、AUC怎么求，实际意义？17\n",
+      "第二十一篇：2022年4月14日美团计算机视觉算法暑期实习面试题6道.18\n",
+      "1、简单介绍gbdt算法的原理.18\n",
+      "2、pca属于有监督还是无监督.18\n",
+      "3、介绍svm算法.18\n",
+      "4、介绍transformer算法.19\n",
+      "5、layernorm和batchnorm的比较.19\n",
+      "6、Leetcode—两数之和.19\n",
+      "第二十二篇：2022年5月18日2023届广联达提前批面试题5道.21\n",
+      "1、Transformer中encoder和decoder的区别（结构和功能上）.21\n",
+      "2、有哪些防止过拟合的方法.21\n",
+      "3、L1和L2正则化为什么可以防止过拟合.21\n",
+      "4、传统机器学习方法了解多少.21</paragraph>\n",
+      "Prediction: [Relevant]这些内容主要包括了BERT模型的基本概念和预训练过程，以及其他相关知识。[No support / Contradictory]\n",
+      "Score: 0.8003372310175744\n",
+      "\u001b[0m\u001b[1;3;34m8/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.80 ms /    51 runs   (    0.25 ms per token,  3982.82 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   55412.06 ms /   704 tokens (   78.71 ms per token,    12.70 tokens per second)\n",
+      "llama_print_timings:        eval time =    9905.00 ms /    50 runs   (  198.10 ms per token,     5.05 tokens per second)\n",
+      "llama_print_timings:       total time =   67093.09 ms /   754 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "Bert 的预训练过程\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第42页共46页第二十九篇：2022年6月24日字节电商CV实习岗面试题10道\n",
+      "1、如何解决类别极度不平衡的问题？\n",
+      "2、说下Transformer模型\n",
+      "Transformer本身是一个典型的encoder-decoder模型，Encoder端和Decoder端均有6个Block，\n",
+      "Encoder端的Block包括两个模块，多头self-attention模块以及一个前馈神经网络模块；Decoder端的\n",
+      "Block包括三个模块，多头self-attention模块，多头Encoder-Decoderattention交互模块，以及一个前\n",
+      "馈神经网络模块；需要注意：Encoder端和Decoder端中的每个模块都有残差层和LayerNormalization\n",
+      "层。\n",
+      "3、说下FocalLoss\n",
+      "Focalloss是目标检测中解决正负样本严重不平衡的方法，在标准交叉熵损失基础上修改得到的。这个函\n",
+      "数可以通过减少易分类样本的权重，使得模型在训练时更专注于稀疏的难分类的样本；防止大量易分类负样本\n",
+      "在loss中占主导地位。\n",
+      "4、介绍下深度可分离卷积和传统卷积的区别\n",
+      "传统的卷积是各个通道上采用相不同的卷积核，然后不同的卷积核用于提取不同方面的特征。\n",
+      "深度可分离卷积先在各个通道上采用不同的卷积核提取不同的特征，但是这样对于某个通道来说，就只提\n",
+      "取了一方面的特征，因此在此基础上加入点卷积，用1*1的卷积对提取特征后的特征图再次提取不同方面的\n",
+      "特征，最终产生和普通卷积相同的输出特征图。</paragraph>\n",
+      "Prediction: [Relevant]这里是Bert的预训练过程：\n",
+      "\n",
+      "1.[No support / Contradictory][No Retrieval]数据集选择和数据准备\n",
+      "2.[No Retrieval]模型选择\n",
+      "Score: 0.5538953334975258\n",
+      "\u001b[0m\u001b[1;3;34m9/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.61 ms /    50 runs   (    0.25 ms per token,  3966.37 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   69612.06 ms /   878 tokens (   79.28 ms per token,    12.61 tokens per second)\n",
+      "llama_print_timings:        eval time =    9874.28 ms /    49 runs   (  201.52 ms per token,     4.96 tokens per second)\n",
+      "llama_print_timings:       total time =   81595.12 ms /   927 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "Bert 的预训练过程\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第43页共46页好处是这样做大大节约了参数量。\n",
+      "5、如何防止过拟合\n",
+      "数据的角度：获取和使用更多的数据（数据集增强）；\n",
+      "模型角度：降低模型复杂度、L1\\L2\\Dropout正则化、Earlystopping（提前终止）\n",
+      "模型融合的角度：使用bagging等模型融合方法。\n",
+      "6、BN在训练和测试的时候的区别？可以防止过拟合吗？\n",
+      "对于BN，在训练时，是对每一批的训练数据进行归一化，也即用每一批数据的均值和方差。\n",
+      "而在测试时，比如进行一个样本的预测，就并没有batch的概念，因此，这个时候用的均值和方差是全\n",
+      "量训练数据的均值和方差，这个可以通过移动平均法求得。\n",
+      "对于BN，当一个模型训练完成之后，它的所有参数都确定了，包括均值和方差，gamma和bata。\n",
+      "BN算法防止过拟合：在网络的训练中，BN的使用使得一个minibatch中所有样本都被关联在了一起，\n",
+      "因此网络不会从某一个训练样本中生成确定的结果，即同样一个样本的输出不再仅仅取决于样本的本身，也取\n",
+      "决于跟这个样本同属一个batch的其他样本，而每次网络都是随机取batch，这样就会使得整个网络不会朝\n",
+      "这一个方向使劲学习。一定程度上避免了过拟合。\n",
+      "7、什么是AUC？\n",
+      "AUC：AUC是ROC曲线下面的面积，AUC可以解读为从所有正例中随机选取一个样本A，再从所有负\n",
+      "例中随机选取一个样本B，分类器将A判为正例的概率比将B判为正例的概率大的可能性。AUC反映的是分\n",
+      "类器对样本的排序能力。AUC越大，自然排序能力越好，即分类器将越多的正例排在负例之前。\n",
+      "8、卷积核计算公式\n",
+      "卷积层计算公式如下：\n",
+      "其中，W为输入大小，K为卷积核大小，P为padding大小，S为步幅。\n",
+      "如果，想保持卷积前后的特征图大小相同，通常会设定padding为：</paragraph>\n",
+      "Prediction: [Relevant]卷积核计算公式如下：\n",
+      "其中，W为输入大小，K为卷积核大小，P为padding大小，S为\n",
+      "Score: 0.7518601301343627\n",
+      "\u001b[0m\u001b[1;3;34m10/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m\u001b[1;3;34mEnd evaluation\n",
+      "\u001b[0m\u001b[1;3;34mSelected the best answer: [Relevant]因此，在实验中，我们需要确保我们的实验数据是一致的，以确保我们的结果是可信的。[No support / Contradictory][Utility:5]\n",
+      "\u001b[0m\u001b[1;3;32mFinal answer: 因此，在实验中，我们需要确保我们的实验数据是一致的，以确保我们的结果是可信的。\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       8.42 ms /    33 runs   (    0.26 ms per token,  3921.57 tokens per second)\n",
+      "llama_print_timings: prompt eval time =    1420.97 ms /    18 tokens (   78.94 ms per token,    12.67 tokens per second)\n",
+      "llama_print_timings:        eval time =    5801.54 ms /    32 runs   (  181.30 ms per token,     5.52 tokens per second)\n",
+      "llama_print_timings:       total time =    7358.00 ms /    50 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mRetrieval required\n",
+      "\u001b[0m\u001b[1;3;34mReceived: 10 documents\n",
+      "\u001b[0m\u001b[1;3;34mStart evaluation\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.29 ms /    50 runs   (    0.25 ms per token,  4070.00 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   50071.12 ms /   666 tokens (   75.18 ms per token,    13.30 tokens per second)\n",
+      "llama_print_timings:        eval time =    9549.31 ms /    49 runs   (  194.88 ms per token,     5.13 tokens per second)\n",
+      "llama_print_timings:       total time =   61148.81 ms /   715 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "GPT 与 Bert 的区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第9页共46页型的深度，PostNorm每Norm一次就削弱一次恒等分支的权重，所以PostNorm反而是更突出残差分支\n",
+      "的。\n",
+      "参考：https://zhuanlan.zhihu.com/p/474988236\n",
+      "post-norm在残差之后做归一化，对参数正则化的效果更强，进而模型的鲁棒性也会更好；pre-norm\n",
+      "相对于post-norm，因为有一部分参数直接加在了后面，不需要对这部分参数进行正则化，正好可以防止模\n",
+      "型的梯度爆炸或者梯度消失，因此，如果层数少post-norm的效果其实要好一些，如果要把层数加大，为了\n",
+      "保证模型的训练，pre-norm显然更好一些。\n",
+      "5、GPT与Bert的区别\n",
+      "1）GPT是单向模型，无法利用上下文信息，只能利用上文；而BERT是双向模型。\n",
+      "2）GPT是基于自回归模型，可以应用在NLU和NLG两大任务，而原生的BERT采用的基于自编码模\n",
+      "型，只能完成NLU任务，无法直接应用在文本生成上面。\n",
+      "6、如何加速Bert模型的训练\n",
+      "BERT基线模型的训练使用Adamwithweightdecay（Adam优化器的变体）作为优化器，LAMB是一\n",
+      "款通用优化器，它适用于小批量和大批量，且除了学习率以外其他超参数均无需调整。LAMB优化器支持自\n",
+      "适应元素级更新（adaptiveelement-wiseupdating）和准确的逐层修正（layer-wisecorrection）。\n",
+      "LAMB可将BERT预训练的批量大小扩展到64K，且不会造成准确率损失，76分钟就可以完成BERT的训\n",
+      "练。</paragraph>\n",
+      "Prediction: [Relevant]1) GPT is a unidirectional model, unable to utilize context information, only able to utilize previous text.[No support / Contradictory][No Retrieval]2) GPT is based on a recurrent model, able to be used for both NL\n",
+      "Score: 0.8096211372466848\n",
+      "\u001b[0m\u001b[1;3;34m1/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       6.78 ms /    28 runs   (    0.24 ms per token,  4130.40 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   54356.72 ms /   723 tokens (   75.18 ms per token,    13.30 tokens per second)\n",
+      "llama_print_timings:        eval time =    5290.65 ms /    27 runs   (  195.95 ms per token,     5.10 tokens per second)\n",
+      "llama_print_timings:       total time =   61162.30 ms /   750 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "GPT 与 Bert 的区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第40页共46页5、Precision和Recall讲一下\n",
+      "精确度（precision）/查准率：TP/（TP+FP）=TP/P 预测为真中，实际为正样本的概率\n",
+      "召回率（recall）/查全率：TP/（TP+FN）正样本中，被识别为真的概率。\n",
+      "6、GBDT和Xgboost的区别\n",
+      "1）GBDT是机器学习算法，XGBoost是该算法的一种工程实现\n",
+      "2）XGBoost在使用CART作为基学习器时，加入了正则项来控制模型的复杂度，有利于防止过拟合，从\n",
+      "而提高模型的泛化能力\n",
+      "3）GBDT在模型训练时只使用了损失函数的一阶导数信息，XGBoost对损失函数进行二阶泰勒展开，可\n",
+      "以同时使用一阶和二阶导数\n",
+      "4）XGBoost支持自定义损失函数，增强了模型的扩展性\n",
+      "5）传统的GBDT采用CART作为基学习器（也叫基分类器），XGBoost支持多种类型的基学习器，包\n",
+      "括树模型（gbtree和dart，dart为一种引入dropout的树模型）和线性模型（gblinear），默认为gbtree\n",
+      "6）传统的GBDT在每轮迭代时使用全部的数据，XGBoost支持对数据进列采样，即特征采样，有利于\n",
+      "防止过拟合，同时可以减少计算量，提高训练的效率\n",
+      "7）传统的GBDT不能支持缺失值的处理（必须填充），XGBoost支持缺失值的处理，能够自动学习出\n",
+      "缺失值的分裂方向（无需填充）\n",
+      "7、Xgboost叶子结点的值怎么计算的\n",
+      "XGBoost目标函数最终推导形式如下：\n",
+      "利用一元二次函数求最值的知识，当目标函数达到最小值Obj*时，每个叶子结点的权重为wj*。\n",
+      "具体公式如下：</paragraph>\n",
+      "Prediction: [Relevant]Bert 是一种语言模型，其中 GPT 是一种模型类型。[No support / Contradictory][Utility:5]\n",
+      "Score: 1.3977941486621372\n",
+      "\u001b[0m\u001b[1;3;34m2/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.49 ms /    50 runs   (    0.25 ms per token,  4004.49 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   65597.55 ms /   861 tokens (   76.19 ms per token,    13.13 tokens per second)\n",
+      "llama_print_timings:        eval time =    9776.02 ms /    49 runs   (  199.51 ms per token,     5.01 tokens per second)\n",
+      "llama_print_timings:       total time =   77342.80 ms /   910 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "GPT 与 Bert 的区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第18页共46页第二十一篇：2022年4月14日美团计算机视觉算法暑期实习面试题6道\n",
+      "1、简单介绍gbdt算法的原理\n",
+      "GBDT是梯度提升决策树，是一种基于Boosting的算法，采用以决策树为基学习器的加法模型，通过不\n",
+      "断拟合上一个弱学习器的残差，最终实现分类或回归的模型。关键在于利用损失函数的负梯度在当前模型的值\n",
+      "作为残差的近似值，从而拟合一个回归树。对于分类问题：常使用指数损失函数；对于回归问题：常使用平方\n",
+      "误差损失函数（此时，其负梯度就是通常意义的残差），对于一般损失函数来说就是残差的近似。\n",
+      "无论损失函数是什么形式，每个决策树拟合的都是负梯度。准确的说，不是用负梯度代替残差，而是当损\n",
+      "失函数是均方损失时，负梯度刚好是残差，残差只是特例。\n",
+      "2、pca属于有监督还是无监督\n",
+      "PCA按有监督和无监督划分应该属于无监督学习，所以数据集有无y并不重要，只是改变样本X的属性\n",
+      "(特征)维度。\n",
+      "3、介绍svm算法\n",
+      "是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感\n",
+      "知机。\n",
+      "SVM可分为三种：\n",
+      "线性可分SVM\n",
+      "当训练数据线性可分时，通过最大化硬间隔（hardmargin）可以学习得到一个线性分类器，即硬间隔\n",
+      "SVM。\n",
+      "线性SVM\n",
+      "当训练数据不能线性可分但是近似线性可分时，通过最大化软间隔（softmargin）也可以学习到一个线\n",
+      "性分类器，即软间隔SVM。\n",
+      "非线性SVM\n",
+      "当训练数据线性不可分时，通过使用核技巧（kerneltrick）和最大化软间隔，可以学习到一个非线性\n",
+      "SVM。</paragraph>\n",
+      "Prediction: [Irrelevant]GBDT是梯度提升决策树，是一种基于Boosting的算法，采用以决策树为基\n",
+      "Score: 0.48440533202222463\n",
+      "\u001b[0m\u001b[1;3;34m3/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.79 ms /    50 runs   (    0.26 ms per token,  3908.69 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   81088.55 ms /  1070 tokens (   75.78 ms per token,    13.20 tokens per second)\n",
+      "llama_print_timings:        eval time =   10249.40 ms /    49 runs   (  209.17 ms per token,     4.78 tokens per second)\n",
+      "llama_print_timings:       total time =   93655.99 ms /  1119 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "GPT 与 Bert 的区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第8页共46页第十八篇：2022年4月18日字节跳动机器学习AILab一面面试题6道\n",
+      "1、BN和LN区别\n",
+      "BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样本\n",
+      "的所有维度特征做归一化。\n",
+      "区别：LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针\n",
+      "对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。所以，LN不依赖于\n",
+      "batch的大小和输入sequence的长度，因此可以用于batchsize为1和RNN中sequence的normalize操\n",
+      "作。\n",
+      "2、讲讲selfattention\n",
+      "SelfAttention与传统的Attention机制非常的不同：传统的Attention是基于source端和target端的\n",
+      "隐变量（hiddenstate）计算Attention的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但\n",
+      "SelfAttention不同，它分别在source端和target端进行，仅与sourceinput或者targetinput自身相关\n",
+      "的SelfAttention，捕捉source端或target端自身的词与词之间的依赖关系；然后再把source端的得到的\n",
+      "selfAttention加入到target端得到的Attention中，捕捉source端和target端词与词之间的依赖关系。\n",
+      "因此，selfAttentionAttention比传统的Attentionmechanism效果要好，主要原因之一是，传统的\n",
+      "Attention机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，selfAttention可以不仅可以得\n",
+      "到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系。\n",
+      "3、Bert的预训练过程\n",
+      "Bert的预训练主要包含两个任务，MLM和NSP，MaskedLanguageModel任务可以理解为完形填\n",
+      "空，随机mask每一个句子中15%的词，用其上下文来做预测；NextSentencePrediction任务选择一些句\n",
+      "子对A与B，其中50%的数据B是A的下一条句子，剩余50%的数据B是语料库中随机选择的，学习其中\n",
+      "的相关性。BERT预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的Loss相加。\n",
+      "4、PreNorm与PostNorm的区别？\n",
+      "参考：https://kexue.fm/archives/9009\n",
+      "在同一设置下，PreNorm（也就是Normandadd）的效果是要优于PostNorm（AddandNorm）\n",
+      "的，但是单独调整的话，PostNorm的效果是更好的，PreNorm结构无形地增加了模型的宽度而降低了模</paragraph>\n",
+      "Prediction: [Relevant]Bert是一种基于Transformer语言模型的模型，其中使用了一种特殊的预处理技术，通过将输入序列中一部\n",
+      "Score: 0.5673533465102469\n",
+      "\u001b[0m\u001b[1;3;34m4/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.40 ms /    50 runs   (    0.25 ms per token,  4032.58 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   68036.69 ms /   865 tokens (   78.66 ms per token,    12.71 tokens per second)\n",
+      "llama_print_timings:        eval time =    9523.69 ms /    49 runs   (  194.36 ms per token,     5.15 tokens per second)\n",
+      "llama_print_timings:       total time =   79452.98 ms /   914 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "GPT 与 Bert 的区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第39页共46页第二十八篇：京东科技NLP实习面试题10道\n",
+      "1、Bert里面为什么用layernormalization，而不用batchnormalization，分别讲一下这\n",
+      "两个啥意思。\n",
+      "BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样本\n",
+      "的所有维度特征做归一化。\n",
+      "区别：LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针\n",
+      "对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。所以，LN不依赖于\n",
+      "batch的大小和输入sequence的长度，因此可以用于batchsize为1和RNN中sequence的normalize操\n",
+      "作。\n",
+      "2.、Bert里面为什么Q，K，V要用三个不同的矩阵，用一个不是也行吗\n",
+      "如果使用相同的矩阵，相同量级的情况下，q和k进行点积的值会是最大的，进行softmax的加权平均\n",
+      "后，该词所占的比重会最大，使得其他词的比重很少，无法有效利用上下文信息来增强当前词的语义表示，而\n",
+      "使用不同的QKV后，会很大程度减轻上述的影响。\n",
+      "3、Bert和transformer讲一下\n",
+      "1bert只有transformer的encode结构，是生成语言模型\n",
+      "2bert加入了输入句子的mask机制，在输入的时候会随机mask\n",
+      "3模型接收两个句子作为输入，并且预测其中第二个句子是否在原始文档中也是后续句子可以做对话机\n",
+      "制的应答。\n",
+      "4在训练BERT模型时，MaskedLM和NextSentencePrediction是一起训练的，目标就是要最小化\n",
+      "两种策略的组合损失函数。\n",
+      "4、AUC指标讲一下\n",
+      "AUC：AUC是ROC曲线下面的面积，AUC可以解读为从所有正例中随机选取一个样本A，再从所有负\n",
+      "例中随机选取一个样本B，分类器将A判为正例的概率比将B判为正例的概率大的可能性。AUC反映的是分\n",
+      "类器对样本的排序能力。AUC越大，自然排序能力越好，即分类器将越多的正例排在负例之前。</paragraph>\n",
+      "Prediction: [Relevant]AUC指标讲一下\n",
+      "AUC：AUC是ROC曲线下面的面积，AUC可以解读为从所有正例中随机选取\n",
+      "Score: 0.8266546761612655\n",
+      "\u001b[0m\u001b[1;3;34m5/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      11.94 ms /    50 runs   (    0.24 ms per token,  4188.66 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   74242.79 ms /   957 tokens (   77.58 ms per token,    12.89 tokens per second)\n",
+      "llama_print_timings:        eval time =    9810.98 ms /    49 runs   (  200.22 ms per token,     4.99 tokens per second)\n",
+      "llama_print_timings:       total time =   86214.38 ms /  1006 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "GPT 与 Bert 的区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第34页共46页第二十六篇：京东健康NLP实习面试题5道\n",
+      "1、RNN为什么会出现梯度消失的现象\n",
+      "梯度消失的原因：很难捕捉到长期的依赖关系，因为乘法梯度可以随着层的数量呈指数递减/递增。但需\n",
+      "要注意的是RNN中总的梯度是不会消失的。即便梯度越传越弱，那也只是远距离的梯度消失，由于近距离的\n",
+      "梯度不会消失，所有梯度之和便不会消失。RNN所谓梯度消失的真正含义是，梯度被近距离梯度主导，导致\n",
+      "模型难以学到远距离的依赖关系。\n",
+      "2、RNN和LSTM的区别\n",
+      "RNN没有细胞状态；LSTM通过细胞状态记忆信息。\n",
+      "RNN激活函数只有tanh；LSTM通过输入门、遗忘门、输出门引入sigmoid函数并结合tanh函数，添\n",
+      "加求和操作，减少梯度消失和梯度爆炸的可能性。\n",
+      "RNN只能够处理短期依赖问题；LSTM既能够处理短期依赖问题，又能够处理长期依赖问题。\n",
+      "3、word2vec有几种方式\n",
+      "word2vec有CBOW模型和Skip-Gram模型。\n",
+      "CBOW模型：输入是某一个特征词的上下文相关的词对应的词向量，而输出就是这特定的一个词的词向\n",
+      "量。（ContinuousBag-of-Word）\n",
+      "Skip-Gram模型：输入是特定的一个词的词向量，而输出是特定词对应的上下文词向量。\n",
+      "有两种改进方式：\n",
+      "一种是基于HierarchicalSoftmax的，另一种是基于NegativeSampling的。\n",
+      "4、greedysearch和beamsearch的区别\n",
+      "greedysearch比较简单，就是贪婪式的搜索，每一步都选择概率最大的单词输出，最后组成整个句子输\n",
+      "出。这种方法给出的结果一般情况结果比较差，因为只考虑了每一步的最优解，往往里全局最优解差距很大。\n",
+      "优点：计算速度快，每次取概率最大的词。缺点：局部最优并不等于全局最好的，而且一旦选错了，后\n",
+      "续生成的内容很可能也是错误的，具有错误的累加效果。</paragraph>\n",
+      "Prediction: [Relevant]Bert 是一种基于 Transformer 模型的语言模型，其中 GPT 是一种基于 Recurrent Neural Networks (RNN) 的语言模型。[Partially supported][Utility:5]\n",
+      "Score: 1.6567812233689607\n",
+      "\u001b[0m\u001b[1;3;34m6/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      11.62 ms /    50 runs   (    0.23 ms per token,  4304.41 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   47042.24 ms /   615 tokens (   76.49 ms per token,    13.07 tokens per second)\n",
+      "llama_print_timings:        eval time =    9367.69 ms /    49 runs   (  191.18 ms per token,     5.23 tokens per second)\n",
+      "llama_print_timings:       total time =   57898.84 ms /   664 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "GPT 与 Bert 的区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第35页共46页beamsearch是介于全局搜索和贪婪搜索之间。使用beamsize参数来限制在每一步保留下来的可能性\n",
+      "词的数量。beamsearch是在测试阶段为了获得更好准确性而采取的一种策略，在训练阶段无需使用。\n",
+      "相比暴力搜索的全局最优解，降低时间复杂度的方法就是寻找次优解，具体就是把搜索空间中的N减下\n",
+      "来，每一步计算完只保留K个(beamsize)最大的取值路径，这样时间复杂度降为O(K*N*T)，K取值一般比\n",
+      "N小很多。这样得到的虽然不是最优解，但是在seq2seq模型的推理预测中可以兼顾时间和效果。\n",
+      "5、你了解的文本表示方法有哪些\n",
+      "基于one-hot、tf-idf、textrank等的bag-of-words；\n",
+      "主题模型：LSA（SVD）、pLSA、LDA；\n",
+      "基于词向量的固定表征：word2vec、fastText、glove\n",
+      "基于词向量的动态表征：elmo、GPT、bert\n",
+      "对比如下：\n",
+      "One-hot表示：维度灾难、语义鸿沟；\n",
+      "矩阵分解（LSA）：利用全局语料特征，但SVD求解计算复杂度大；\n",
+      "基于NNLM/RNNLM的词向量：词向量为副产物，存在效率不高等问题；\n",
+      "word2vec、fastText：优化效率高，但是基于局部语料；\n",
+      "glove：基于全局预料，结合了LSA和word2vec的优点；\n",
+      "elmo、GPT、bert：动态特征。</paragraph>\n",
+      "Prediction: [Relevant]GPT 是一种基于神经网络的模型，其中一个主要特点是它可以在任何时间进行更新，因此可以在任何\n",
+      "Score: 0.6970225760683694\n",
+      "\u001b[0m\u001b[1;3;34m7/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      11.68 ms /    50 runs   (    0.23 ms per token,  4281.92 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   78922.37 ms /  1013 tokens (   77.91 ms per token,    12.84 tokens per second)\n",
+      "llama_print_timings:        eval time =   10233.62 ms /    49 runs   (  208.85 ms per token,     4.79 tokens per second)\n",
+      "llama_print_timings:       total time =   91537.28 ms /  1062 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "GPT 与 Bert 的区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第15页共46页第二十篇：2022年4月携程暑期实习搜索推荐算法岗面试题8道\n",
+      "1、你所理解的推荐系统是什么样的？大致流程？所用模型？\n",
+      "推荐系统一方面是为了帮助消费者发现对自己有价值的商品，另一方面是帮助生产者把用户可能感兴趣的\n",
+      "商品展现给用户，实现生产者和消费者的双赢。\n",
+      "大致流程主要包括：获取用户特征，召回过程，排序过程（粗排、精排）\n",
+      "召回模型：\n",
+      "·规则召回（兴趣标签top，热门top，新品top等）\n",
+      "·协同召回（基于用户的协同过滤，基于商品的协同过滤）\n",
+      "·向量召回（FM召回，Item2vec,YoutubeDNN向量召回，GraphEmbedding召回，DSSM双塔召\n",
+      "回）\n",
+      "排序模型：GBDT+LR、Xgboost、FM/FFM、Wide&Deep、DeepFM、Deep&Cross、DIN、BST\n",
+      "等\n",
+      "2、双塔模型优势，缺点，如何改进？\n",
+      "双塔模型的优势是速度快，但模型精度还有待提升。\n",
+      "速度快是因为将所有Item转化成Embedding，并存储进ANN检索系统，比如FAISS，以供查询。类\n",
+      "似FAISS这种ANN检索系统对海量数据的查询效率高。\n",
+      "而双塔模型为了速度快，必须对用户和Item进行特征分离，而特征分离，又必然导致上述两个原因产生\n",
+      "的效果损失。\n",
+      "改进：SENet双塔模型，把SENet放在Embedding层之上，目的是通过SENet网络，动态地学习这些\n",
+      "特征的重要性：对于每个特征学会一个特征权重，然后再把学习到的权重乘到对应特征的Embedding里，这\n",
+      "样就可以动态学习特征权重，通过小权重抑制噪音或者无效低频特征，通过大权重放大重要特征影响的目的。\n",
+      "3、粗排的目的是什么？\n",
+      "粗排是用来帮精排模型找到那些它本来就要打高分的item，只不过范围更广一些。.按照上面的例子，如\n",
+      "果没有粗排，精排模型自己找出来的某top10的item。而粗排的任务就是要找到包含这10个item的一个更\n",
+      "小的候选集，既保证了效果，又减少线上预测的负担。</paragraph>\n",
+      "Prediction: [Relevant]粗排模型主要是基于用户的协同过滤，基于商品的协同过滤，以及基于用户和商品的\n",
+      "Score: 0.7860490517079531\n",
+      "\u001b[0m\u001b[1;3;34m8/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       8.25 ms /    36 runs   (    0.23 ms per token,  4366.28 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   61339.77 ms /   800 tokens (   76.67 ms per token,    13.04 tokens per second)\n",
+      "llama_print_timings:        eval time =    6873.96 ms /    35 runs   (  196.40 ms per token,     5.09 tokens per second)\n",
+      "llama_print_timings:       total time =   70119.39 ms /   835 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "GPT 与 Bert 的区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第22页共46页形式简单，模型的可解释性非常好。从特征的权重可以看到不同的特征对最后结果的影响，某个特征的权\n",
+      "重值比较高，那么这个特征最后对结果的影响会比较大。\n",
+      "模型效果不错。在工程上是可以接受的（作为baseline），如果特征工程做的好，效果不会太差，并且\n",
+      "特征工程可以并行开发，大大加快开发的速度。\n",
+      "训练速度较快。分类的时候，计算量仅仅只和特征的数目相关。\n",
+      "缺点：\n",
+      "准确率欠佳。因为形式非常的简单，而现实中的数据非常复杂，因此，很难达到很高的准确性。很难处理\n",
+      "数据不平衡的问题。\n",
+      "5、生成式模型和判别式模型的区别并举一些例子\n",
+      "生成模型：学习得到联合概率分布P(x,y)，即特征x，共同出现的概率。\n",
+      "常见的生成模型：朴素贝叶斯模型，混合高斯模型，HMM模型。\n",
+      "判别模型：学习得到条件概率分布P(y|x)，即在特征x出现的情况下标记y出现的概率。\n",
+      "常见的判别模型：感知机，决策树，逻辑回归，SVM，CRF等。\n",
+      "判别式模型：要确定一个羊是山羊还是绵羊，用判别式模型的方法是从历史数据中学习到模型，然后通过\n",
+      "提取这只羊的特征来预测出这只羊是山羊的概率，是绵羊的概率。\n",
+      "生成式模型：是根据山羊的特征首先学习出一个山羊的模型，然后根据绵羊的特征学习出一个绵羊的模\n",
+      "型，然后从这只羊中提取特征，放到山羊模型中看概率是多少，再放到绵羊模型中看概率是多少，哪个大就是\n",
+      "哪个。</paragraph>\n",
+      "Prediction: [Relevant]Bert 是一种语言模型，其中包含了一个语言模型和一个位置模型。[Partially supported][Utility:5]\n",
+      "Score: 1.4693892065910208\n",
+      "\u001b[0m\u001b[1;3;34m9/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      11.20 ms /    50 runs   (    0.22 ms per token,  4462.69 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   74968.58 ms /   978 tokens (   76.65 ms per token,    13.05 tokens per second)\n",
+      "llama_print_timings:        eval time =    9890.43 ms /    49 runs   (  201.85 ms per token,     4.95 tokens per second)\n",
+      "llama_print_timings:       total time =   87065.56 ms /  1027 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "GPT 与 Bert 的区别\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第36页共46页第二十七篇：京东广告NLP实习面试题7道\n",
+      "1、BeamSearch生成的句子基本都一样，是否有方法扩展生成句子的多样性\n",
+      "解决方法：通过分组加入相似性惩罚，具体可以参考论文Diversebeamsearch：\n",
+      "https://arxiv.org/pdf/1610.02424.pdf。\n",
+      "具体方法：选择Beamsize为B，然后将其分为G组，每一组就有B/G个beam，每个单独的组内跟\n",
+      "beamsearch很像，不断延展序列，同时引入一个dissimilarity项来保证组与组之间有差异。\n",
+      "组内与beamsearch很像：从t-1到t时刻，不断的减少搜索空间（如同beamsearch一样）。\n",
+      "组间差异：对于t=4时刻，我们先对第一组输出y（t=4），然后我们开始对第二组输出y（t=4），但\n",
+      "是第二组y（t=4）的score不仅取决于第二组之前的y（t=3），也取决于其与第一组的相似程度。以此类\n",
+      "推，在t=4时刻对于第三组的输出，我们从上图可以看到其score的打分标准。这儿对于其dissimilarity项\n",
+      "的计算采用的办法是hammingdiversity，这个理解起来很简单，比如这个时刻可能输出的词在上面的组出\n",
+      "现过，我们就对这个词的分数-1，如果这个时刻可能输出的词在上面组没有出现过，我们就对这个词的分数不\n",
+      "惩罚。\n",
+      "2、LayerNormalization和BatchNormalization的区别，padding对这两者有影响吗，\n",
+      "对哪一维有影响\n",
+      "BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样\n",
+      "本的所有维度特征做归一化。\n",
+      "区别：LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针\n",
+      "对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。所以，LN不依赖于\n",
+      "batch的大小和输入sequence的长度，因此可以用于batchsize为1和RNN中sequence的normalize操\n",
+      "作。\n",
+      "padding会对BatchNormalization的seq_len这个维度有影响，计算的时候会把padding也算进去。\n",
+      "3、pytorch.Dataloader报错出现数据维度不一样怎么解决。\n",
+      "在构建dataset重写的__getitem__方法中要返回相同长度的tensor。\n",
+      "可以使用向量补全的方法来解决这个问题，把不同长度的向量补全成等长的。</paragraph>\n",
+      "Prediction: [Relevant]Bert 是一种语言模型，其中包含了一个位于输入序列之后的句子检测器（sentence boundary detector），这个模\n",
+      "Score: 0.7345150908417325\n",
+      "\u001b[0m\u001b[1;3;34m10/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m\u001b[1;3;34mEnd evaluation\n",
+      "\u001b[0m\u001b[1;3;34mSelected the best answer: [Relevant]Bert 是一种基于 Transformer 模型的语言模型，其中 GPT 是一种基于 Recurrent Neural Networks (RNN) 的语言模型。[Partially supported][Utility:5]\n",
+      "\u001b[0m\u001b[1;3;32mFinal answer: Bert 是一种基于 Transformer 模型的语言模型，其中 GPT 是一种基于 Recurrent Neural Networks (RNN) 的语言模型。\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      11.90 ms /    50 runs   (    0.24 ms per token,  4202.74 tokens per second)\n",
+      "llama_print_timings: prompt eval time =    2222.18 ms /    28 tokens (   79.36 ms per token,    12.60 tokens per second)\n",
+      "llama_print_timings:        eval time =    8659.21 ms /    49 runs   (  176.72 ms per token,     5.66 tokens per second)\n",
+      "llama_print_timings:       total time =   11073.73 ms /    77 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mRetrieval required\n",
+      "\u001b[0m\u001b[1;3;34mReceived: 10 documents\n",
+      "\u001b[0m\u001b[1;3;34mStart evaluation\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      11.57 ms /    50 runs   (    0.23 ms per token,  4322.27 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   64918.38 ms /   864 tokens (   75.14 ms per token,    13.31 tokens per second)\n",
+      "llama_print_timings:        eval time =    9557.72 ms /    49 runs   (  195.06 ms per token,     5.13 tokens per second)\n",
+      "llama_print_timings:       total time =   76319.60 ms /   913 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "pca 属于有监督还是无监督\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第18页共46页第二十一篇：2022年4月14日美团计算机视觉算法暑期实习面试题6道\n",
+      "1、简单介绍gbdt算法的原理\n",
+      "GBDT是梯度提升决策树，是一种基于Boosting的算法，采用以决策树为基学习器的加法模型，通过不\n",
+      "断拟合上一个弱学习器的残差，最终实现分类或回归的模型。关键在于利用损失函数的负梯度在当前模型的值\n",
+      "作为残差的近似值，从而拟合一个回归树。对于分类问题：常使用指数损失函数；对于回归问题：常使用平方\n",
+      "误差损失函数（此时，其负梯度就是通常意义的残差），对于一般损失函数来说就是残差的近似。\n",
+      "无论损失函数是什么形式，每个决策树拟合的都是负梯度。准确的说，不是用负梯度代替残差，而是当损\n",
+      "失函数是均方损失时，负梯度刚好是残差，残差只是特例。\n",
+      "2、pca属于有监督还是无监督\n",
+      "PCA按有监督和无监督划分应该属于无监督学习，所以数据集有无y并不重要，只是改变样本X的属性\n",
+      "(特征)维度。\n",
+      "3、介绍svm算法\n",
+      "是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感\n",
+      "知机。\n",
+      "SVM可分为三种：\n",
+      "线性可分SVM\n",
+      "当训练数据线性可分时，通过最大化硬间隔（hardmargin）可以学习得到一个线性分类器，即硬间隔\n",
+      "SVM。\n",
+      "线性SVM\n",
+      "当训练数据不能线性可分但是近似线性可分时，通过最大化软间隔（softmargin）也可以学习到一个线\n",
+      "性分类器，即软间隔SVM。\n",
+      "非线性SVM\n",
+      "当训练数据线性不可分时，通过使用核技巧（kerneltrick）和最大化软间隔，可以学习到一个非线性\n",
+      "SVM。</paragraph>\n",
+      "Prediction: [Irrelevant]PCA的基本思想是通过对数据集中的特征向量进行变换，使其规范化，从而对数据集中的样本进行\n",
+      "Score: 0.45433171584768933\n",
+      "\u001b[0m\u001b[1;3;34m1/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      11.34 ms /    50 runs   (    0.23 ms per token,  4411.12 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   56254.25 ms /   740 tokens (   76.02 ms per token,    13.15 tokens per second)\n",
+      "llama_print_timings:        eval time =    9504.96 ms /    49 runs   (  193.98 ms per token,     5.16 tokens per second)\n",
+      "llama_print_timings:       total time =   67349.50 ms /   789 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "pca 属于有监督还是无监督\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第4页共46页第十七篇：2022年4月10日百度机器学习方向暑期实习面试题6道\n",
+      "1、介绍下SVM算法\n",
+      "是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感\n",
+      "知机。\n",
+      "SVM可分为三种：\n",
+      "线性可分SVM\n",
+      "当训练数据线性可分时，通过最大化硬间隔（hardmargin）可以学习得到一个线性分类器，即硬间隔\n",
+      "SVM。\n",
+      "线性SVM\n",
+      "当训练数据不能线性可分但是近似线性可分时，通过最大化软间隔（softmargin）也可以学习到一个线\n",
+      "性分类器，即软间隔SVM。\n",
+      "非线性SVM\n",
+      "当训练数据线性不可分时，通过使用核技巧（kerneltrick）和最大化软间隔，可以学习到一个非线性\n",
+      "SVM。\n",
+      "SVM的的学习策略就是间隔最大化，可形式化为一个求解凸二次规划的问题，也等价于正则化的合页损\n",
+      "失函数的最小化问题。SVM的的学习算法就是求解凸二次规划的最优化算法。\n",
+      "SVM如何选择核函数\n",
+      "Linear核：主要用于线性可分的情形。参数少，速度快，对于一般数据，分类效果已经很理想了。\n",
+      "RBF核：主要用于线性不可分的情形。参数多，分类结果非常依赖于参数。有很多人是通过训练数据的交\n",
+      "叉验证来寻找合适的参数，不过这个过程比较耗时。\n",
+      "2、介绍下逻辑回归算法\n",
+      "逻辑回归是在数据服从伯努利分布的假设下，通过极大似然的方法，运用梯度下降法来求解参数，从而达\n",
+      "到将数据二分类的目的。\n",
+      "逻辑回归的优缺点</paragraph>\n",
+      "Prediction: [Relevant]PCA (Principal Component Analysis) is a technique for dimensionality reduction and data visualization.[No support / Contradictory][Continue to Use Evidence]It is a supervised learning algorithm that seeks to find a lower-dimensional representation of a given dataset, by identifying the principal\n",
+      "Score: 0.9902063263956218\n",
+      "\u001b[0m\u001b[1;3;34m2/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      11.20 ms /    50 runs   (    0.22 ms per token,  4462.69 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   88706.87 ms /  1149 tokens (   77.20 ms per token,    12.95 tokens per second)\n",
+      "llama_print_timings:        eval time =   10114.33 ms /    49 runs   (  206.41 ms per token,     4.84 tokens per second)\n",
+      "llama_print_timings:       total time =  101563.15 ms /  1198 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "pca 属于有监督还是无监督\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第1页共46页目录\n",
+      "第十七篇：2022年4月10日百度机器学习方向暑期实习面试题6道.4\n",
+      "1、介绍下SVM算法.4\n",
+      "2、介绍下逻辑回归算法.4\n",
+      "3、介绍下决策树算法.5\n",
+      "4、用通俗的语言介绍下强化学习（ReinforcementLearning）.5\n",
+      "5、Leetcode34在排序数组中查找元素的第一个和最后一个位置.5\n",
+      "6、Letcode102层序遍历.6\n",
+      "第十八篇：2022年4月18日字节跳动机器学习AILab一面面试题6道.8\n",
+      "1、BN和LN区别.8\n",
+      "2、讲讲selfattention.8\n",
+      "3、Bert的预训练过程.8\n",
+      "4、PreNorm与PostNorm的区别？8\n",
+      "5、GPT与Bert的区别.9\n",
+      "6、如何加速Bert模型的训练.9\n",
+      "第十九篇：2022年4月8日字节跳动机抖音APP推荐实习面试题8道.11\n",
+      "1、AUC是什么？如何计算AUC？11\n",
+      "2、AUC线上线下不一致怎么办.11\n",
+      "3、召回阶段的负采样是怎么做的？12\n",
+      "4、FM，DeepFM跟FFM的对比.12\n",
+      "5、手撕FM的训练过程.12\n",
+      "6、Leetcode—64.最小路径和.13\n",
+      "7、剑指Offer10-I.斐波那契数列.14\n",
+      "8、Leetcode—215.数组中的第K个最大元素.14\n",
+      "第二十篇：2022年4月携程暑期实习搜索推荐算法岗面试题8道.15\n",
+      "1、你所理解的推荐系统是什么样的？大致流程？所用模型？15\n",
+      "2、双塔模型优势，缺点，如何改进？15\n",
+      "3、粗排的目的是什么？15\n",
+      "4、wide&deep模型为什么要有wide层结构，优缺点，如何改进？16\n",
+      "5、推荐领域GBDT+LR的做法了解吗？16\n",
+      "6、粗排有哪些指标？NDCG了解吗？16\n",
+      "7、ROC，PR曲线含义，坐标轴代表什么？17\n",
+      "8、AUC怎么求，实际意义？17\n",
+      "第二十一篇：2022年4月14日美团计算机视觉算法暑期实习面试题6道.18\n",
+      "1、简单介绍gbdt算法的原理.18\n",
+      "2、pca属于有监督还是无监督.18\n",
+      "3、介绍svm算法.18\n",
+      "4、介绍transformer算法.19\n",
+      "5、layernorm和batchnorm的比较.19\n",
+      "6、Leetcode—两数之和.19\n",
+      "第二十二篇：2022年5月18日2023届广联达提前批面试题5道.21\n",
+      "1、Transformer中encoder和decoder的区别（结构和功能上）.21\n",
+      "2、有哪些防止过拟合的方法.21\n",
+      "3、L1和L2正则化为什么可以防止过拟合.21\n",
+      "4、传统机器学习方法了解多少.21</paragraph>\n",
+      "Prediction: [Relevant]2、哪些卷积神经网络中的卷积层可以防止过拟合.21\n",
+      "5、哪\n",
+      "Score: 0.5551161221012553\n",
+      "\u001b[0m\u001b[1;3;34m3/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       7.27 ms /    31 runs   (    0.23 ms per token,  4266.45 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   32805.50 ms /   436 tokens (   75.24 ms per token,    13.29 tokens per second)\n",
+      "llama_print_timings:        eval time =    5791.85 ms /    30 runs   (  193.06 ms per token,     5.18 tokens per second)\n",
+      "llama_print_timings:       total time =   39625.70 ms /   466 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "pca 属于有监督还是无监督\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第17页共46页7、ROC，PR曲线含义，坐标轴代表什么？\n",
+      "ROC曲线以真正例率TPR为纵轴，以假正例率FPR为横轴，在不同的阈值下获得坐标点，并连接各个坐\n",
+      "标点，得到ROC曲线。\n",
+      "PR曲线中的P代表的是Precision（精准率），R代表的是Recall（召回率），其代表的是精准率与召\n",
+      "回率的关系，一般情况下，Precision设置为纵坐标，将Recall设置为横坐标。\n",
+      "8、AUC怎么求，实际意义？\n",
+      "AUC：随机取一个正样本和一个负样本，正样本的预测值大于负样本预测值的概率。\n",
+      "AUC计算的关键是找到所有正样本预测值大于负样本预测值的正负样本对。\n",
+      "首先，需要将样本按照预测值进行从小到大排序（最小score对应的sample的rank为1，第二小\n",
+      "score对应sample的rank为2，以此类推）；\n",
+      "其次，把所有的正类样本的rank相加，再减去两个正样本组合的情况。</paragraph>\n",
+      "Prediction: [Relevant]PCA 的概念和算法基本上都是无监督的。[No support / Contradictory][Utility:5]\n",
+      "Score: 1.3116679501535715\n",
+      "\u001b[0m\u001b[1;3;34m4/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      11.30 ms /    50 runs   (    0.23 ms per token,  4424.78 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   57690.18 ms /   757 tokens (   76.21 ms per token,    13.12 tokens per second)\n",
+      "llama_print_timings:        eval time =    9546.87 ms /    49 runs   (  194.83 ms per token,     5.13 tokens per second)\n",
+      "llama_print_timings:       total time =   68877.98 ms /   806 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "pca 属于有监督还是无监督\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第21页共46页第二十二篇：2022年5月18日2023届广联达提前批面试题5道\n",
+      "1、Transformer中encoder和decoder的区别（结构和功能上）\n",
+      "结构上：Transformer本身是一个典型的encoder-decoder模型，Encoder端和Decoder端均有6个\n",
+      "Block，Encoder端的Block包括两个模块，多头self-attention模块以及一个前馈神经网络模块；Decoder\n",
+      "端的Block包括三个模块，多头self-attention模块，多头Encoder-Decoderattention交互模块，以及一\n",
+      "个前馈神经网络模块；需要注意：Encoder端和Decoder端中的每个模块都有残差层和Layer\n",
+      "Normalization层。\n",
+      "功能上：Transformer中encoder是双向的，是编码器；decoder是单向的，是解码器，可以用于生成\n",
+      "任务。\n",
+      "2、有哪些防止过拟合的方法\n",
+      "数据的角度：获取和使用更多的数据（数据集增强）；\n",
+      "模型角度：降低模型复杂度、L1\\L2\\Dropout正则化、Earlystopping（提前终止）\n",
+      "模型融合的角度：使用bagging等模型融合方法。\n",
+      "3、L1和L2正则化为什么可以防止过拟合\n",
+      "正规化是防止过拟合的一种重要技巧。正则化通过降低模型的复杂性，达到避免过拟合的问题。这里的\n",
+      "降低模型的复杂性可以理解为：\n",
+      "L1将很多权重变成0，这样起到作用的因素就会减少。\n",
+      "L2使权重都趋于0，这样就不会有某个权重占比特别大。\n",
+      "4、传统机器学习方法了解多少\n",
+      "这个可以说逻辑回归模型，逻辑回归是在数据服从伯努利分布的假设下，通过极大似然的方法，运用梯度\n",
+      "下降法来求解参数，从而达到将数据二分类的目的。\n",
+      "逻辑回归的优缺点\n",
+      "优点：</paragraph>\n",
+      "Prediction: [Relevant]逻辑回归模型的优点是它很容易实现，很快地可以得出结论，因此\n",
+      "Score: 0.5602655761931419\n",
+      "\u001b[0m\u001b[1;3;34m5/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      13.76 ms /    40 runs   (    0.34 ms per token,  2907.61 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   67604.30 ms /   879 tokens (   76.91 ms per token,    13.00 tokens per second)\n",
+      "llama_print_timings:        eval time =    7614.41 ms /    39 runs   (  195.24 ms per token,     5.12 tokens per second)\n",
+      "llama_print_timings:       total time =   77101.55 ms /   918 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "pca 属于有监督还是无监督\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第43页共46页好处是这样做大大节约了参数量。\n",
+      "5、如何防止过拟合\n",
+      "数据的角度：获取和使用更多的数据（数据集增强）；\n",
+      "模型角度：降低模型复杂度、L1\\L2\\Dropout正则化、Earlystopping（提前终止）\n",
+      "模型融合的角度：使用bagging等模型融合方法。\n",
+      "6、BN在训练和测试的时候的区别？可以防止过拟合吗？\n",
+      "对于BN，在训练时，是对每一批的训练数据进行归一化，也即用每一批数据的均值和方差。\n",
+      "而在测试时，比如进行一个样本的预测，就并没有batch的概念，因此，这个时候用的均值和方差是全\n",
+      "量训练数据的均值和方差，这个可以通过移动平均法求得。\n",
+      "对于BN，当一个模型训练完成之后，它的所有参数都确定了，包括均值和方差，gamma和bata。\n",
+      "BN算法防止过拟合：在网络的训练中，BN的使用使得一个minibatch中所有样本都被关联在了一起，\n",
+      "因此网络不会从某一个训练样本中生成确定的结果，即同样一个样本的输出不再仅仅取决于样本的本身，也取\n",
+      "决于跟这个样本同属一个batch的其他样本，而每次网络都是随机取batch，这样就会使得整个网络不会朝\n",
+      "这一个方向使劲学习。一定程度上避免了过拟合。\n",
+      "7、什么是AUC？\n",
+      "AUC：AUC是ROC曲线下面的面积，AUC可以解读为从所有正例中随机选取一个样本A，再从所有负\n",
+      "例中随机选取一个样本B，分类器将A判为正例的概率比将B判为正例的概率大的可能性。AUC反映的是分\n",
+      "类器对样本的排序能力。AUC越大，自然排序能力越好，即分类器将越多的正例排在负例之前。\n",
+      "8、卷积核计算公式\n",
+      "卷积层计算公式如下：\n",
+      "其中，W为输入大小，K为卷积核大小，P为padding大小，S为步幅。\n",
+      "如果，想保持卷积前后的特征图大小相同，通常会设定padding为：</paragraph>\n",
+      "Prediction: [Relevant]W为输入大小，K为卷积核大小，P为padding大小，S为步幅。[Fully supported][Utility:5]\n",
+      "Score: 1.940682781989481\n",
+      "\u001b[0m\u001b[1;3;34m6/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       2.34 ms /    10 runs   (    0.23 ms per token,  4273.50 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   70947.42 ms /   920 tokens (   77.12 ms per token,    12.97 tokens per second)\n",
+      "llama_print_timings:        eval time =    1798.89 ms /     9 runs   (  199.88 ms per token,     5.00 tokens per second)\n",
+      "llama_print_timings:       total time =   74658.89 ms /   929 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "pca 属于有监督还是无监督\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第11页共46页第十九篇：2022年4月8日字节跳动机抖音APP推荐实习面试题8道\n",
+      "1、AUC是什么？如何计算AUC？\n",
+      "AUC：随机取一个正样本和一个负样本，正样本的预测值大于负样本预测值的概率。\n",
+      "AUC计算的关键是找到所有正样本预测值大于负样本预测值的正负样本对。\n",
+      "首先，需要将样本按照预测值进行从小到大排序（最小score对应的sample的rank为1，第二小\n",
+      "score对应sample的rank为2，以此类推）；\n",
+      "其次，把所有的正类样本的rank相加，再减去两个正样本组合的情况。\n",
+      "2、AUC线上线下不一致怎么办\n",
+      "线上线下效果不一致，大概率是由线上线下预估环境不一致引起。预估环境，一般涉及2个要素：模型\n",
+      "和特征。\n",
+      "模型是否一致\n",
+      "主要包括校验离线模型格式转换、serving部署，线上模型加载、预估等接口是否有问题\n",
+      "·特征是否一致\n",
+      "准确是指，线上线下喂给模型的特征是否一致。\n",
+      "与模型一致性检验一样，首先需要校验线上线下特征处理逻辑是否一致等；\n",
+      "其次，与线上真实预估环境相比，离线环境更容易获取到特征，当离线使用线上获取不到的特征时，就会\n",
+      "造成离线效果虚高的假象。\n",
+      "严重点的，如特征穿越，即特征中包含标签信息，会造成训练和评估时数据泄露，导致离线评估时AUC\n",
+      "虚高；轻一点的，如离线使用的特征比线上实时性高，同样会导致线上效果不符合预期。\n",
+      "这就要求离线阶段构造样本时，需要参考线上真实预估环境获取特征时的延迟，通过严格控制离线特征拼\n",
+      "接时的咬合时间，保证线下线下喂给模型的特征的一致性。\n",
+      "更好地做法是，落地线上特征日志，直接用于离线训练。\n",
+      "AUC指标不能有效刻画模型表现。可以尝试GAUC代替。</paragraph>\n",
+      "Prediction: [Irrelevant]无监督[Utility:5]\n",
+      "Score: 0.7301676245897185\n",
+      "\u001b[0m\u001b[1;3;34m7/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       2.74 ms /    12 runs   (    0.23 ms per token,  4381.16 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   54067.57 ms /   704 tokens (   76.80 ms per token,    13.02 tokens per second)\n",
+      "llama_print_timings:        eval time =    2110.82 ms /    11 runs   (  191.89 ms per token,     5.21 tokens per second)\n",
+      "llama_print_timings:       total time =   57550.67 ms /   715 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "pca 属于有监督还是无监督\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第42页共46页第二十九篇：2022年6月24日字节电商CV实习岗面试题10道\n",
+      "1、如何解决类别极度不平衡的问题？\n",
+      "2、说下Transformer模型\n",
+      "Transformer本身是一个典型的encoder-decoder模型，Encoder端和Decoder端均有6个Block，\n",
+      "Encoder端的Block包括两个模块，多头self-attention模块以及一个前馈神经网络模块；Decoder端的\n",
+      "Block包括三个模块，多头self-attention模块，多头Encoder-Decoderattention交互模块，以及一个前\n",
+      "馈神经网络模块；需要注意：Encoder端和Decoder端中的每个模块都有残差层和LayerNormalization\n",
+      "层。\n",
+      "3、说下FocalLoss\n",
+      "Focalloss是目标检测中解决正负样本严重不平衡的方法，在标准交叉熵损失基础上修改得到的。这个函\n",
+      "数可以通过减少易分类样本的权重，使得模型在训练时更专注于稀疏的难分类的样本；防止大量易分类负样本\n",
+      "在loss中占主导地位。\n",
+      "4、介绍下深度可分离卷积和传统卷积的区别\n",
+      "传统的卷积是各个通道上采用相不同的卷积核，然后不同的卷积核用于提取不同方面的特征。\n",
+      "深度可分离卷积先在各个通道上采用不同的卷积核提取不同的特征，但是这样对于某个通道来说，就只提\n",
+      "取了一方面的特征，因此在此基础上加入点卷积，用1*1的卷积对提取特征后的特征图再次提取不同方面的\n",
+      "特征，最终产生和普通卷积相同的输出特征图。</paragraph>\n",
+      "Prediction: [Irrelevant]无监督模型[Utility:5]\n",
+      "Score: 0.7283484868777735\n",
+      "\u001b[0m\u001b[1;3;34m8/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       1.07 ms /     5 runs   (    0.21 ms per token,  4651.16 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   79272.31 ms /  1039 tokens (   76.30 ms per token,    13.11 tokens per second)\n",
+      "llama_print_timings:        eval time =     815.67 ms /     4 runs   (  203.92 ms per token,     4.90 tokens per second)\n",
+      "llama_print_timings:       total time =   82094.84 ms /  1043 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "pca 属于有监督还是无监督\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第27页共46页第二十四篇：2022年5月10日美团搜索推荐算法面试题10道\n",
+      "1、介绍下推荐系统的流程\n",
+      "推荐系统的流程主要包含一下几个阶段。\n",
+      "索引&特征:会根据内容特性提前建立若干种类型的索引。\n",
+      "召回阶段:用户请求时会从各种索引种取出千/万条item。\n",
+      "粗排阶段:针对这上千/万条item，进行第一遍打分，再筛选出几百条或者千条。这个阶段的排序模型一\n",
+      "般都比较简单，能够过滤掉一些与用户兴趣明显不相关的。\n",
+      "精排阶段:得到几百条item后，精排阶段会建立相对精细的模型，根据用户的画像，偏好，上下文，结\n",
+      "合业务目标进行排序。一般精排后返回50-100条给到engine侧。\n",
+      "重排阶段:engine侧拿到精排的50条item。还会做很多的人工干预和产品逻辑，比如item之间的多样\n",
+      "性，产品策略逻辑，比如热门，置顶，多种内容之间的位置混合等等。最终会返回5-10条左右的item，曝\n",
+      "光给客户端。根据业务特性，在线流程还有许多比较细的模块，比如去重服务，避免给用户推荐重复的内容。\n",
+      "特征预处理，特征抽取等模块。\n",
+      "2、召回和排序的差异？\n",
+      "召回的目的在于减少候选的数量（尽量控制在1000以内），方便后续排序环节使用复杂模型精准排序；\n",
+      "因为在短时间内评估海量候选，所以召回的关键点是个快字，受限与此与排序相比，召回的算法模型相对简\n",
+      "单，使用的特征比较少。而排序模型相对更加复杂，更追求准确性，使用的特征也会较多。\n",
+      "3、结果f1提升的1%怎么保证有效性，如何保证置信呢？\n",
+      "实验过程中固定随机种子、多次实验取平均\n",
+      "4、固定随机种子后，多次实验结果相同吗？\n",
+      "还是会有细微差别，因为在梯度传播过程，梯度（浮点数）精度有差异，随着神经网络层数的增加，梯度\n",
+      "差异会从小数后面的位置往前跑。只能设置浮点数精度增加来缓解这个问题。</paragraph>\n",
+      "Prediction: [Relevant]​[No support / Contradictory][Utility:5]\n",
+      "Score: 0.980478530338437\n",
+      "\u001b[0m\u001b[1;3;34m9/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      11.50 ms /    50 runs   (    0.23 ms per token,  4347.83 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   60757.97 ms /   799 tokens (   76.04 ms per token,    13.15 tokens per second)\n",
+      "llama_print_timings:        eval time =    9748.64 ms /    49 runs   (  198.95 ms per token,     5.03 tokens per second)\n",
+      "llama_print_timings:       total time =   72266.55 ms /   848 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "pca 属于有监督还是无监督\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第22页共46页形式简单，模型的可解释性非常好。从特征的权重可以看到不同的特征对最后结果的影响，某个特征的权\n",
+      "重值比较高，那么这个特征最后对结果的影响会比较大。\n",
+      "模型效果不错。在工程上是可以接受的（作为baseline），如果特征工程做的好，效果不会太差，并且\n",
+      "特征工程可以并行开发，大大加快开发的速度。\n",
+      "训练速度较快。分类的时候，计算量仅仅只和特征的数目相关。\n",
+      "缺点：\n",
+      "准确率欠佳。因为形式非常的简单，而现实中的数据非常复杂，因此，很难达到很高的准确性。很难处理\n",
+      "数据不平衡的问题。\n",
+      "5、生成式模型和判别式模型的区别并举一些例子\n",
+      "生成模型：学习得到联合概率分布P(x,y)，即特征x，共同出现的概率。\n",
+      "常见的生成模型：朴素贝叶斯模型，混合高斯模型，HMM模型。\n",
+      "判别模型：学习得到条件概率分布P(y|x)，即在特征x出现的情况下标记y出现的概率。\n",
+      "常见的判别模型：感知机，决策树，逻辑回归，SVM，CRF等。\n",
+      "判别式模型：要确定一个羊是山羊还是绵羊，用判别式模型的方法是从历史数据中学习到模型，然后通过\n",
+      "提取这只羊的特征来预测出这只羊是山羊的概率，是绵羊的概率。\n",
+      "生成式模型：是根据山羊的特征首先学习出一个山羊的模型，然后根据绵羊的特征学习出一个绵羊的模\n",
+      "型，然后从这只羊中提取特征，放到山羊模型中看概率是多少，再放到绵羊模型中看概率是多少，哪个大就是\n",
+      "哪个。</paragraph>\n",
+      "Prediction: [Relevant]PCA属于生成式模型，即学习得到联合概率分布P(x,y)，即特征x和标记y的\n",
+      "Score: 0.5920095905613563\n",
+      "\u001b[0m\u001b[1;3;34m10/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m\u001b[1;3;34mEnd evaluation\n",
+      "\u001b[0m\u001b[1;3;34mSelected the best answer: [Relevant]W为输入大小，K为卷积核大小，P为padding大小，S为步幅。[Fully supported][Utility:5]\n",
+      "\u001b[0m\u001b[1;3;32mFinal answer: W为输入大小，K为卷积核大小，P为padding大小，S为步幅。\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       1.32 ms /     6 runs   (    0.22 ms per token,  4559.27 tokens per second)\n",
+      "llama_print_timings: prompt eval time =    1290.52 ms /    16 tokens (   80.66 ms per token,    12.40 tokens per second)\n",
+      "llama_print_timings:        eval time =     848.36 ms /     5 runs   (  169.67 ms per token,     5.89 tokens per second)\n",
+      "llama_print_timings:       total time =    2185.72 ms /    21 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mRetrieval required\n",
+      "\u001b[0m\u001b[1;3;34mReceived: 10 documents\n",
+      "\u001b[0m\u001b[1;3;34mStart evaluation\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      11.86 ms /    50 runs   (    0.24 ms per token,  4216.92 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   57871.21 ms /   760 tokens (   76.15 ms per token,    13.13 tokens per second)\n",
+      "llama_print_timings:        eval time =    9681.51 ms /    49 runs   (  197.58 ms per token,     5.06 tokens per second)\n",
+      "llama_print_timings:       total time =   69169.96 ms /   809 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍 transformer 算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第21页共46页第二十二篇：2022年5月18日2023届广联达提前批面试题5道\n",
+      "1、Transformer中encoder和decoder的区别（结构和功能上）\n",
+      "结构上：Transformer本身是一个典型的encoder-decoder模型，Encoder端和Decoder端均有6个\n",
+      "Block，Encoder端的Block包括两个模块，多头self-attention模块以及一个前馈神经网络模块；Decoder\n",
+      "端的Block包括三个模块，多头self-attention模块，多头Encoder-Decoderattention交互模块，以及一\n",
+      "个前馈神经网络模块；需要注意：Encoder端和Decoder端中的每个模块都有残差层和Layer\n",
+      "Normalization层。\n",
+      "功能上：Transformer中encoder是双向的，是编码器；decoder是单向的，是解码器，可以用于生成\n",
+      "任务。\n",
+      "2、有哪些防止过拟合的方法\n",
+      "数据的角度：获取和使用更多的数据（数据集增强）；\n",
+      "模型角度：降低模型复杂度、L1\\L2\\Dropout正则化、Earlystopping（提前终止）\n",
+      "模型融合的角度：使用bagging等模型融合方法。\n",
+      "3、L1和L2正则化为什么可以防止过拟合\n",
+      "正规化是防止过拟合的一种重要技巧。正则化通过降低模型的复杂性，达到避免过拟合的问题。这里的\n",
+      "降低模型的复杂性可以理解为：\n",
+      "L1将很多权重变成0，这样起到作用的因素就会减少。\n",
+      "L2使权重都趋于0，这样就不会有某个权重占比特别大。\n",
+      "4、传统机器学习方法了解多少\n",
+      "这个可以说逻辑回归模型，逻辑回归是在数据服从伯努利分布的假设下，通过极大似然的方法，运用梯度\n",
+      "下降法来求解参数，从而达到将数据二分类的目的。\n",
+      "逻辑回归的优缺点\n",
+      "优点：</paragraph>\n",
+      "Prediction: [Relevant]逻辑回归模型的优点是它可以很好地处理二分类问题，因为它的参数只有两个，\n",
+      "Score: 0.7015084317750376\n",
+      "\u001b[0m\u001b[1;3;34m1/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       9.77 ms /    41 runs   (    0.24 ms per token,  4198.67 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   54112.46 ms /   704 tokens (   76.86 ms per token,    13.01 tokens per second)\n",
+      "llama_print_timings:        eval time =    7797.66 ms /    40 runs   (  194.94 ms per token,     5.13 tokens per second)\n",
+      "llama_print_timings:       total time =   63426.76 ms /   744 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍 transformer 算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第42页共46页第二十九篇：2022年6月24日字节电商CV实习岗面试题10道\n",
+      "1、如何解决类别极度不平衡的问题？\n",
+      "2、说下Transformer模型\n",
+      "Transformer本身是一个典型的encoder-decoder模型，Encoder端和Decoder端均有6个Block，\n",
+      "Encoder端的Block包括两个模块，多头self-attention模块以及一个前馈神经网络模块；Decoder端的\n",
+      "Block包括三个模块，多头self-attention模块，多头Encoder-Decoderattention交互模块，以及一个前\n",
+      "馈神经网络模块；需要注意：Encoder端和Decoder端中的每个模块都有残差层和LayerNormalization\n",
+      "层。\n",
+      "3、说下FocalLoss\n",
+      "Focalloss是目标检测中解决正负样本严重不平衡的方法，在标准交叉熵损失基础上修改得到的。这个函\n",
+      "数可以通过减少易分类样本的权重，使得模型在训练时更专注于稀疏的难分类的样本；防止大量易分类负样本\n",
+      "在loss中占主导地位。\n",
+      "4、介绍下深度可分离卷积和传统卷积的区别\n",
+      "传统的卷积是各个通道上采用相不同的卷积核，然后不同的卷积核用于提取不同方面的特征。\n",
+      "深度可分离卷积先在各个通道上采用不同的卷积核提取不同的特征，但是这样对于某个通道来说，就只提\n",
+      "取了一方面的特征，因此在此基础上加入点卷积，用1*1的卷积对提取特征后的特征图再次提取不同方面的\n",
+      "特征，最终产生和普通卷积相同的输出特征图。</paragraph>\n",
+      "Prediction: [Relevant]Transformer 是一种深度学习模型，主要用于机器翻译和自然语言处理任务。[Fully supported][Utility:5]\n",
+      "Score: 2.0576465028671422\n",
+      "\u001b[0m\u001b[1;3;34m2/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.06 ms /    50 runs   (    0.24 ms per token,  4146.97 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   79518.85 ms /  1039 tokens (   76.53 ms per token,    13.07 tokens per second)\n",
+      "llama_print_timings:        eval time =   10065.27 ms /    49 runs   (  205.41 ms per token,     4.87 tokens per second)\n",
+      "llama_print_timings:       total time =   91772.68 ms /  1088 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍 transformer 算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第27页共46页第二十四篇：2022年5月10日美团搜索推荐算法面试题10道\n",
+      "1、介绍下推荐系统的流程\n",
+      "推荐系统的流程主要包含一下几个阶段。\n",
+      "索引&特征:会根据内容特性提前建立若干种类型的索引。\n",
+      "召回阶段:用户请求时会从各种索引种取出千/万条item。\n",
+      "粗排阶段:针对这上千/万条item，进行第一遍打分，再筛选出几百条或者千条。这个阶段的排序模型一\n",
+      "般都比较简单，能够过滤掉一些与用户兴趣明显不相关的。\n",
+      "精排阶段:得到几百条item后，精排阶段会建立相对精细的模型，根据用户的画像，偏好，上下文，结\n",
+      "合业务目标进行排序。一般精排后返回50-100条给到engine侧。\n",
+      "重排阶段:engine侧拿到精排的50条item。还会做很多的人工干预和产品逻辑，比如item之间的多样\n",
+      "性，产品策略逻辑，比如热门，置顶，多种内容之间的位置混合等等。最终会返回5-10条左右的item，曝\n",
+      "光给客户端。根据业务特性，在线流程还有许多比较细的模块，比如去重服务，避免给用户推荐重复的内容。\n",
+      "特征预处理，特征抽取等模块。\n",
+      "2、召回和排序的差异？\n",
+      "召回的目的在于减少候选的数量（尽量控制在1000以内），方便后续排序环节使用复杂模型精准排序；\n",
+      "因为在短时间内评估海量候选，所以召回的关键点是个快字，受限与此与排序相比，召回的算法模型相对简\n",
+      "单，使用的特征比较少。而排序模型相对更加复杂，更追求准确性，使用的特征也会较多。\n",
+      "3、结果f1提升的1%怎么保证有效性，如何保证置信呢？\n",
+      "实验过程中固定随机种子、多次实验取平均\n",
+      "4、固定随机种子后，多次实验结果相同吗？\n",
+      "还是会有细微差别，因为在梯度传播过程，梯度（浮点数）精度有差异，随着神经网络层数的增加，梯度\n",
+      "差异会从小数后面的位置往前跑。只能设置浮点数精度增加来缓解这个问题。</paragraph>\n",
+      "Prediction: [Relevant]因此，使用固定随机种子后，多次实验结果可能会相同，但是因为浮点数的不确定性，实\n",
+      "Score: 0.6843746630167201\n",
+      "\u001b[0m\u001b[1;3;34m3/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      11.67 ms /    50 runs   (    0.23 ms per token,  4286.33 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   65426.78 ms /   861 tokens (   75.99 ms per token,    13.16 tokens per second)\n",
+      "llama_print_timings:        eval time =    9691.30 ms /    49 runs   (  197.78 ms per token,     5.06 tokens per second)\n",
+      "llama_print_timings:       total time =   77189.42 ms /   910 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍 transformer 算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第18页共46页第二十一篇：2022年4月14日美团计算机视觉算法暑期实习面试题6道\n",
+      "1、简单介绍gbdt算法的原理\n",
+      "GBDT是梯度提升决策树，是一种基于Boosting的算法，采用以决策树为基学习器的加法模型，通过不\n",
+      "断拟合上一个弱学习器的残差，最终实现分类或回归的模型。关键在于利用损失函数的负梯度在当前模型的值\n",
+      "作为残差的近似值，从而拟合一个回归树。对于分类问题：常使用指数损失函数；对于回归问题：常使用平方\n",
+      "误差损失函数（此时，其负梯度就是通常意义的残差），对于一般损失函数来说就是残差的近似。\n",
+      "无论损失函数是什么形式，每个决策树拟合的都是负梯度。准确的说，不是用负梯度代替残差，而是当损\n",
+      "失函数是均方损失时，负梯度刚好是残差，残差只是特例。\n",
+      "2、pca属于有监督还是无监督\n",
+      "PCA按有监督和无监督划分应该属于无监督学习，所以数据集有无y并不重要，只是改变样本X的属性\n",
+      "(特征)维度。\n",
+      "3、介绍svm算法\n",
+      "是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感\n",
+      "知机。\n",
+      "SVM可分为三种：\n",
+      "线性可分SVM\n",
+      "当训练数据线性可分时，通过最大化硬间隔（hardmargin）可以学习得到一个线性分类器，即硬间隔\n",
+      "SVM。\n",
+      "线性SVM\n",
+      "当训练数据不能线性可分但是近似线性可分时，通过最大化软间隔（softmargin）也可以学习到一个线\n",
+      "性分类器，即软间隔SVM。\n",
+      "非线性SVM\n",
+      "当训练数据线性不可分时，通过使用核技巧（kerneltrick）和最大化软间隔，可以学习到一个非线性\n",
+      "SVM。</paragraph>\n",
+      "Prediction: [Relevant]这里介绍了Transformer算法的基本概念和原理，以及如何使用Transformer算法进行语言模型的建模和预测。\n",
+      "Score: 0.8059199448300844\n",
+      "\u001b[0m\u001b[1;3;34m4/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.31 ms /    52 runs   (    0.24 ms per token,  4225.24 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   78044.06 ms /  1012 tokens (   77.12 ms per token,    12.97 tokens per second)\n",
+      "llama_print_timings:        eval time =   10261.64 ms /    51 runs   (  201.21 ms per token,     4.97 tokens per second)\n",
+      "llama_print_timings:       total time =   90539.52 ms /  1063 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍 transformer 算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第15页共46页第二十篇：2022年4月携程暑期实习搜索推荐算法岗面试题8道\n",
+      "1、你所理解的推荐系统是什么样的？大致流程？所用模型？\n",
+      "推荐系统一方面是为了帮助消费者发现对自己有价值的商品，另一方面是帮助生产者把用户可能感兴趣的\n",
+      "商品展现给用户，实现生产者和消费者的双赢。\n",
+      "大致流程主要包括：获取用户特征，召回过程，排序过程（粗排、精排）\n",
+      "召回模型：\n",
+      "·规则召回（兴趣标签top，热门top，新品top等）\n",
+      "·协同召回（基于用户的协同过滤，基于商品的协同过滤）\n",
+      "·向量召回（FM召回，Item2vec,YoutubeDNN向量召回，GraphEmbedding召回，DSSM双塔召\n",
+      "回）\n",
+      "排序模型：GBDT+LR、Xgboost、FM/FFM、Wide&Deep、DeepFM、Deep&Cross、DIN、BST\n",
+      "等\n",
+      "2、双塔模型优势，缺点，如何改进？\n",
+      "双塔模型的优势是速度快，但模型精度还有待提升。\n",
+      "速度快是因为将所有Item转化成Embedding，并存储进ANN检索系统，比如FAISS，以供查询。类\n",
+      "似FAISS这种ANN检索系统对海量数据的查询效率高。\n",
+      "而双塔模型为了速度快，必须对用户和Item进行特征分离，而特征分离，又必然导致上述两个原因产生\n",
+      "的效果损失。\n",
+      "改进：SENet双塔模型，把SENet放在Embedding层之上，目的是通过SENet网络，动态地学习这些\n",
+      "特征的重要性：对于每个特征学会一个特征权重，然后再把学习到的权重乘到对应特征的Embedding里，这\n",
+      "样就可以动态学习特征权重，通过小权重抑制噪音或者无效低频特征，通过大权重放大重要特征影响的目的。\n",
+      "3、粗排的目的是什么？\n",
+      "粗排是用来帮精排模型找到那些它本来就要打高分的item，只不过范围更广一些。.按照上面的例子，如\n",
+      "果没有粗排，精排模型自己找出来的某top10的item。而粗排的任务就是要找到包含这10个item的一个更\n",
+      "小的候选集，既保证了效果，又减少线上预测的负担。</paragraph>\n",
+      "Prediction: [Relevant]粗排模型的目的是帮助精排模型尽量减少负载，减少线上预测的负\n",
+      "Score: 0.8329282868390154\n",
+      "\u001b[0m\u001b[1;3;34m5/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =       1.06 ms /     4 runs   (    0.26 ms per token,  3784.30 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   65398.68 ms /   837 tokens (   78.13 ms per token,    12.80 tokens per second)\n",
+      "llama_print_timings:        eval time =     598.27 ms /     3 runs   (  199.42 ms per token,     5.01 tokens per second)\n",
+      "llama_print_timings:       total time =   67718.74 ms /   840 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍 transformer 算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第19页共46页SVM的的学习策略就是间隔最大化，可形式化为一个求解凸二次规划的问题，也等价于正则化的合页损\n",
+      "失函数的最小化问题。SVM的的学习算法就是求解凸二次规划的最优化算法。\n",
+      "SVM如何选择核函数\n",
+      "Linear核：主要用于线性可分的情形。参数少，速度快，对于一般数据，分类效果已经很理想了。\n",
+      "RBF核：主要用于线性不可分的情形。参数多，分类结果非常依赖于参数。有很多人是通过训练数据的交\n",
+      "叉验证来寻找合适的参数，不过这个过程比较耗时。\n",
+      "4、介绍transformer算法\n",
+      "Transformer本身是一个典型的encoder-decoder模型，Encoder端和Decoder端均有6个Block，\n",
+      "Encoder端的Block包括两个模块，多头self-attention模块以及一个前馈神经网络模块；Decoder端的\n",
+      "Block包括三个模块，多头self-attention模块，多头Encoder-Decoderattention交互模块，以及一个前\n",
+      "馈神经网络模块；需要注意：Encoder端和Decoder端中的每个模块都有残差层和LayerNormalization\n",
+      "层。\n",
+      "5、layernorm和batchnorm的比较\n",
+      "BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样本\n",
+      "的所有维度特征做归一化。\n",
+      "区别：LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针\n",
+      "对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。所以，LN不依赖于\n",
+      "batch的大小和输入sequence的长度，因此可以用于batchsize为1和RNN中sequence的normalize操\n",
+      "作。\n",
+      "6、Leetcode—两数之和\n",
+      "该题较为简单。\n",
+      "1.classSolution(object):\n",
+      "2. deftwoSum(self,nums,target):\n",
+      "3. \"\"\"\n",
+      "4. :typenums:List[int]\n",
+      "5. :typetarget:int\n",
+      "6. :rtype:List[int]\n",
+      "7. \"\"\"\n",
+      "8. dic={}\n",
+      "9. fori,numinenumerate(nums):\n",
+      "10. iftarget-numindic:</paragraph>\n",
+      "Prediction: [Irrelevant]​[Utility:5]\n",
+      "Score: 0.7745346473996275\n",
+      "\u001b[0m\u001b[1;3;34m6/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      12.08 ms /    50 runs   (    0.24 ms per token,  4137.70 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   57953.99 ms /   740 tokens (   78.32 ms per token,    12.77 tokens per second)\n",
+      "llama_print_timings:        eval time =    9731.99 ms /    49 runs   (  198.61 ms per token,     5.03 tokens per second)\n",
+      "llama_print_timings:       total time =   69378.99 ms /   789 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍 transformer 算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第4页共46页第十七篇：2022年4月10日百度机器学习方向暑期实习面试题6道\n",
+      "1、介绍下SVM算法\n",
+      "是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感\n",
+      "知机。\n",
+      "SVM可分为三种：\n",
+      "线性可分SVM\n",
+      "当训练数据线性可分时，通过最大化硬间隔（hardmargin）可以学习得到一个线性分类器，即硬间隔\n",
+      "SVM。\n",
+      "线性SVM\n",
+      "当训练数据不能线性可分但是近似线性可分时，通过最大化软间隔（softmargin）也可以学习到一个线\n",
+      "性分类器，即软间隔SVM。\n",
+      "非线性SVM\n",
+      "当训练数据线性不可分时，通过使用核技巧（kerneltrick）和最大化软间隔，可以学习到一个非线性\n",
+      "SVM。\n",
+      "SVM的的学习策略就是间隔最大化，可形式化为一个求解凸二次规划的问题，也等价于正则化的合页损\n",
+      "失函数的最小化问题。SVM的的学习算法就是求解凸二次规划的最优化算法。\n",
+      "SVM如何选择核函数\n",
+      "Linear核：主要用于线性可分的情形。参数少，速度快，对于一般数据，分类效果已经很理想了。\n",
+      "RBF核：主要用于线性不可分的情形。参数多，分类结果非常依赖于参数。有很多人是通过训练数据的交\n",
+      "叉验证来寻找合适的参数，不过这个过程比较耗时。\n",
+      "2、介绍下逻辑回归算法\n",
+      "逻辑回归是在数据服从伯努利分布的假设下，通过极大似然的方法，运用梯度下降法来求解参数，从而达\n",
+      "到将数据二分类的目的。\n",
+      "逻辑回归的优缺点</paragraph>\n",
+      "Prediction: [Relevant]逻辑回归是一种常见的分类模型，它假设数据服从伯努利分布，通过极\n",
+      "Score: 0.9323531103241683\n",
+      "\u001b[0m\u001b[1;3;34m7/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      11.67 ms /    50 runs   (    0.23 ms per token,  4284.86 tokens per second)\n",
+      "llama_print_timings: prompt eval time =   66934.58 ms /   865 tokens (   77.38 ms per token,    12.92 tokens per second)\n",
+      "llama_print_timings:        eval time =    9799.45 ms /    49 runs   (  199.99 ms per token,     5.00 tokens per second)\n",
+      "llama_print_timings:       total time =   78569.83 ms /   914 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍 transformer 算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第39页共46页第二十八篇：京东科技NLP实习面试题10道\n",
+      "1、Bert里面为什么用layernormalization，而不用batchnormalization，分别讲一下这\n",
+      "两个啥意思。\n",
+      "BatchNormalization是对这批样本的同一维度特征做归一化，LayerNormalization是对这单个样本\n",
+      "的所有维度特征做归一化。\n",
+      "区别：LN中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN中则针\n",
+      "对不同神经元输入计算均值和方差，同一个batch中的输入拥有相同的均值和方差。所以，LN不依赖于\n",
+      "batch的大小和输入sequence的长度，因此可以用于batchsize为1和RNN中sequence的normalize操\n",
+      "作。\n",
+      "2.、Bert里面为什么Q，K，V要用三个不同的矩阵，用一个不是也行吗\n",
+      "如果使用相同的矩阵，相同量级的情况下，q和k进行点积的值会是最大的，进行softmax的加权平均\n",
+      "后，该词所占的比重会最大，使得其他词的比重很少，无法有效利用上下文信息来增强当前词的语义表示，而\n",
+      "使用不同的QKV后，会很大程度减轻上述的影响。\n",
+      "3、Bert和transformer讲一下\n",
+      "1bert只有transformer的encode结构，是生成语言模型\n",
+      "2bert加入了输入句子的mask机制，在输入的时候会随机mask\n",
+      "3模型接收两个句子作为输入，并且预测其中第二个句子是否在原始文档中也是后续句子可以做对话机\n",
+      "制的应答。\n",
+      "4在训练BERT模型时，MaskedLM和NextSentencePrediction是一起训练的，目标就是要最小化\n",
+      "两种策略的组合损失函数。\n",
+      "4、AUC指标讲一下\n",
+      "AUC：AUC是ROC曲线下面的面积，AUC可以解读为从所有正例中随机选取一个样本A，再从所有负\n",
+      "例中随机选取一个样本B，分类器将A判为正例的概率比将B判为正例的概率大的可能性。AUC反映的是分\n",
+      "类器对样本的排序能力。AUC越大，自然排序能力越好，即分类器将越多的正例排在负例之前。</paragraph>\n",
+      "Prediction: [Relevant]AUC是ROC曲线下面的面积，AUC可以解读为从所有正例中随机选取一个样本A，再从所有负\n",
+      "Score: 0.8405405122724328\n",
+      "\u001b[0m\u001b[1;3;34m8/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      10.06 ms /    23 runs   (    0.44 ms per token,  2286.06 tokens per second)\n",
+      "llama_print_timings: prompt eval time =  465203.92 ms /   831 tokens (  559.81 ms per token,     1.79 tokens per second)\n",
+      "llama_print_timings:        eval time =    7131.03 ms /    22 runs   (  324.14 ms per token,     3.09 tokens per second)\n",
+      "llama_print_timings:       total time =  476835.26 ms /   853 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍 transformer 算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第16页共46页4、wide&deep模型为什么要有wide层结构，优缺点，如何改进？\n",
+      "wide&deep模型中的wide部分可以通过利用交叉特征引入非线性高效的实现记忆能力，但需要依赖人\n",
+      "工特征工程。\n",
+      "改进：DeepFM在Wide&Deep的基础上进行改进，不需要预训练FM得到隐向量，不需要人工特征工\n",
+      "程，能同时学习低阶和高阶的组合特征；FM模块和Deep模块共享FeatureEmbedding部分，可以更快的\n",
+      "训练，以及更精确的训练学习。\n",
+      "5、推荐领域GBDT+LR的做法了解吗？\n",
+      "GBDT+LR由两部分组成，其中GBDT用来对训练集提取特征作为新的训练输入数据，LR作为新训练输\n",
+      "入数据的分类器。GBDT+LR的提出意味着特征工程可以完全交由一个独立的模型来完成，模型的输入可以是\n",
+      "原始的特征向量，不必在特征工程上投入过多的人工筛选和模型设计的精力，真正实现了端到端的训练。\n",
+      "6、粗排有哪些指标？NDCG了解吗？\n",
+      "(1)NDCG，排序相似性的指标，看精排的排序结果和粗排有多相似\n",
+      "(2)粗排的召回率/重叠率，粗排的topk和精排的topk有多大占比。\n",
+      "计算DCG，计算公式如下：\n",
+      "其中，rel为这个排序list，结果i的一个等级得分；i是指结果i的当前位置序号；\n",
+      "​在搜索引擎中，rel等级得分，是由人工抽样数据，并且根据一定的规则打出来的等级得分。\n",
+      "步骤二：\n",
+      "计算IDCG（IdealDCG），即完美序的DCG；计算方式也同步骤1，只是排序序列不是由算法得出，而\n",
+      "是由人工对序列根据一定的评估准则排出来的最佳序列。\n",
+      "​步骤三：根据前面2个步骤的出来的结果，计算NDCG，计算公式如下：</paragraph>\n",
+      "Prediction: [Relevant]NDCG = DCG / (DCG + 0.5 * IIDCG)[No support / Contradictory][Utility:5]\n",
+      "Score: 1.4900611161061235\n",
+      "\u001b[0m\u001b[1;3;34m9/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Llama.generate: prefix-match hit\n",
+      "\n",
+      "llama_print_timings:        load time =    2904.69 ms\n",
+      "llama_print_timings:      sample time =      23.32 ms /    50 runs   (    0.47 ms per token,  2144.45 tokens per second)\n",
+      "llama_print_timings: prompt eval time = 1916958.72 ms /   616 tokens ( 3111.95 ms per token,     0.32 tokens per second)\n",
+      "llama_print_timings:        eval time =   12368.01 ms /    49 runs   (  252.41 ms per token,     3.96 tokens per second)\n",
+      "llama_print_timings:       total time = 1933642.38 ms /   665 tokens\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;34mInput: ### Instruction:\n",
+      "介绍 transformer 算法\n",
+      "\n",
+      "### Response:\n",
+      "[Retrieval]<paragraph>第35页共46页beamsearch是介于全局搜索和贪婪搜索之间。使用beamsize参数来限制在每一步保留下来的可能性\n",
+      "词的数量。beamsearch是在测试阶段为了获得更好准确性而采取的一种策略，在训练阶段无需使用。\n",
+      "相比暴力搜索的全局最优解，降低时间复杂度的方法就是寻找次优解，具体就是把搜索空间中的N减下\n",
+      "来，每一步计算完只保留K个(beamsize)最大的取值路径，这样时间复杂度降为O(K*N*T)，K取值一般比\n",
+      "N小很多。这样得到的虽然不是最优解，但是在seq2seq模型的推理预测中可以兼顾时间和效果。\n",
+      "5、你了解的文本表示方法有哪些\n",
+      "基于one-hot、tf-idf、textrank等的bag-of-words；\n",
+      "主题模型：LSA（SVD）、pLSA、LDA；\n",
+      "基于词向量的固定表征：word2vec、fastText、glove\n",
+      "基于词向量的动态表征：elmo、GPT、bert\n",
+      "对比如下：\n",
+      "One-hot表示：维度灾难、语义鸿沟；\n",
+      "矩阵分解（LSA）：利用全局语料特征，但SVD求解计算复杂度大；\n",
+      "基于NNLM/RNNLM的词向量：词向量为副产物，存在效率不高等问题；\n",
+      "word2vec、fastText：优化效率高，但是基于局部语料；\n",
+      "glove：基于全局预料，结合了LSA和word2vec的优点；\n",
+      "elmo、GPT、bert：动态特征。</paragraph>\n",
+      "Prediction: [Relevant]以上文本表示方法中，基于一-hot表示的方式，每个单词都被看作一个独立的特征，因此对应的特\n",
+      "Score: 0.5503470700438311\n",
+      "\u001b[0m\u001b[1;3;34m10/10 paragraphs done\n",
+      "\n",
+      "\u001b[0m\u001b[1;3;34mEnd evaluation\n",
+      "\u001b[0m\u001b[1;3;34mSelected the best answer: [Relevant]Transformer 是一种深度学习模型，主要用于机器翻译和自然语言处理任务。[Fully supported][Utility:5]\n",
+      "\u001b[0m\u001b[1;3;32mFinal answer: Transformer 是一种深度学习模型，主要用于机器翻译和自然语言处理任务。\n",
+      "\u001b[0m"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "answers = {'question':[], 'llm_answer': [], 'expected_answer': []}\n",
+    "\n",
+    "for question in qna_dict.keys():\n",
+    "    expected_answer = qna_dict[question]\n",
+    "    # result\n",
+    "    response = agent_pack.run(question)\n",
+    "    answers['question'].append(question)\n",
+    "    answers['llm_answer'].append(response.response)\n",
+    "    answers['expected_answer'].append(expected_answer)\n",
+    "\n",
+    "answers_df = pd.DataFrame(answers)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "6af5b26c-71c1-490c-b792-1ea3e5a36e46",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>question</th>\n",
+       "      <th>llm_answer</th>\n",
+       "      <th>expected_answer</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>介绍下SVM算法</td>\n",
+       "      <td>这里介绍的是线性可分SVM。</td>\n",
+       "      <td>是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感知机</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>用通俗的语言介绍下强化学习</td>\n",
+       "      <td>好的</td>\n",
+       "      <td>监督学习的特点是有一个“老师”来“监督”我们，告诉我们正确的结果是什么。在我们在小的时候，会有老师来教我们，本质上监督学习是一种知识的传递，但不能发现新的知识。对于人类整体而言，真正（甚至唯一）的知识来源是实践——也就是强化学习。比如神农尝百草，最早人类并不知道哪些草能治病，但是通\\过尝试，就能学到新的知识。学习与决策者被称为智能体，与智能体交互的部分则称为环境。智能体与环境不断进行交互，具体而言，这一交互的过程可以看做是多个时刻，每一时刻，智能体根据环境的状态，依据一定的策略选择一个动作（这里的策略指的是从环境状态到智能体动作或者动作概率之间的映射），然后环境依据一定的状态转移概率转移到下一个状态，与此同时根据此时状态的好坏反馈给智能体一个奖励。智能体可以根据环境的反馈调整其策略，然后继续在环境中探索，最终学习到一个能够获得最多奖励的最优策略</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>BN 和 LN 区别</td>\n",
+       "      <td>​</td>\n",
+       "      <td>Batch Normalization 是对这批样本的同一维度特征做归一化， Layer Normalization 是对这单个样本的所有维度特征做归一化。区别：LN 中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN 中则针对不同神经元输入计算均值和方差，同一个 batch 中的输入拥有相同的均值和方差。所以，LN 不依赖于batch 的大小和输入 sequence 的长度，因此可以用于 batchsize 为 1 和 RNN 中 sequence 的 normalize 操作。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>讲讲self attention</td>\n",
+       "      <td>自我注意力（Self Attention）是一种神经语言模型中的一种重要概念，用于模型中的自我参与和内部连接。</td>\n",
+       "      <td>Self Attention 与传统的 Attention 机制非常的不同：传统的 Attention 是基于 source 端和 target 端的隐变量（hidden state）计算 Attention 的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但Self Attention 不同，它分别在 source 端和 target 端进行，仅与 source input 或者 target input 自身相关的 Self Attention，捕捉 source 端或 target 端自身的词与词之间的依赖关系；然后再把 source 端的得到的self Attention 加入到 target 端得到的 Attention 中，捕捉 source 端和 target 端词与词之间的依赖关系。因此，self Attention Attention 比传统的 Attention mechanism 效果要好，主要原因之一是，传统的Attention 机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，self Attention 可以不仅可以得到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Bert 的预训练过程</td>\n",
+       "      <td>因此，在实验中，我们需要确保我们的实验数据是一致的，以确保我们的结果是可信的。</td>\n",
+       "      <td>Bert 的预训练主要包含两个任务，MLM 和 NSP，Masked Language Model 任务可以理解为完形填空，随机 mask 每一个句子中 15%的词，用其上下文来做预测；Next Sentence Prediction 任务选择一些句子对 A 与 B，其中 50%的数据 B 是 A 的下一条句子，剩余 50%的数据 B 是语料库中随机选择的，学习其中的相关性。BERT 预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的 Loss 相加。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>GPT 与 Bert 的区别</td>\n",
+       "      <td>Bert 是一种基于 Transformer 模型的语言模型，其中 GPT 是一种基于 Recurrent Neural Networks (RNN) 的语言模型。</td>\n",
+       "      <td>GPT 是单向模型，无法利用上下文信息，只能利用上文；而 BERT 是双向模型。GPT 是基于自回归模型，可以应用在 NLU 和 NLG 两大任务，而原生的 BERT 采用的基于自编码模型，只能完成 NLU 任务，无法直接应用在文本生成上面。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>pca 属于有监督还是无监督</td>\n",
+       "      <td>W为输入大小，K为卷积核大小，P为padding大小，S为步幅。</td>\n",
+       "      <td>PCA 按有监督和无监督划分应该属于无监督学习，所以数据集有无 y 并不重要，只是改变样本 X 的属性(特征)维度。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>介绍 transformer 算法</td>\n",
+       "      <td>Transformer 是一种深度学习模型，主要用于机器翻译和自然语言处理任务。</td>\n",
+       "      <td>Transformer 本身是一个典型的 encoder-decoder 模型，Encoder 端和 Decoder 端均有 6 个 Block，Encoder 端的 Block 包括两个模块，多头 self-attention 模块以及一个前馈神经网络模块；Decoder 端的Block 包括三个模块，多头 self-attention 模块，多头 Encoder-Decoder attention 交互模块，以及一个前馈神经网络模块；需要注意：Encoder 端和 Decoder 端中的每个模块都有残差层和 Layer Normalization层。</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            question  \\\n",
+       "0           介绍下SVM算法   \n",
+       "1      用通俗的语言介绍下强化学习   \n",
+       "2         BN 和 LN 区别   \n",
+       "3   讲讲self attention   \n",
+       "4        Bert 的预训练过程   \n",
+       "5     GPT 与 Bert 的区别   \n",
+       "6     pca 属于有监督还是无监督   \n",
+       "7  介绍 transformer 算法   \n",
+       "\n",
+       "                                                                           llm_answer  \\\n",
+       "0                                                                      这里介绍的是线性可分SVM。   \n",
+       "1                                                                                  好的   \n",
+       "2                                                                                   ​   \n",
+       "3                             自我注意力（Self Attention）是一种神经语言模型中的一种重要概念，用于模型中的自我参与和内部连接。   \n",
+       "4                                             因此，在实验中，我们需要确保我们的实验数据是一致的，以确保我们的结果是可信的。   \n",
+       "5  Bert 是一种基于 Transformer 模型的语言模型，其中 GPT 是一种基于 Recurrent Neural Networks (RNN) 的语言模型。   \n",
+       "6                                                    W为输入大小，K为卷积核大小，P为padding大小，S为步幅。   \n",
+       "7                                            Transformer 是一种深度学习模型，主要用于机器翻译和自然语言处理任务。   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          expected_answer  \n",
+       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        是一种二分类模型，它的基本模型是定义在特征空间上的间隔最大的线性分类器，间隔最大使它有别于感知机  \n",
+       "1                                                                                                                                                               监督学习的特点是有一个“老师”来“监督”我们，告诉我们正确的结果是什么。在我们在小的时候，会有老师来教我们，本质上监督学习是一种知识的传递，但不能发现新的知识。对于人类整体而言，真正（甚至唯一）的知识来源是实践——也就是强化学习。比如神农尝百草，最早人类并不知道哪些草能治病，但是通\\过尝试，就能学到新的知识。学习与决策者被称为智能体，与智能体交互的部分则称为环境。智能体与环境不断进行交互，具体而言，这一交互的过程可以看做是多个时刻，每一时刻，智能体根据环境的状态，依据一定的策略选择一个动作（这里的策略指的是从环境状态到智能体动作或者动作概率之间的映射），然后环境依据一定的状态转移概率转移到下一个状态，与此同时根据此时状态的好坏反馈给智能体一个奖励。智能体可以根据环境的反馈调整其策略，然后继续在环境中探索，最终学习到一个能够获得最多奖励的最优策略  \n",
+       "2                                                                                                                                                                                                                                                                                        Batch Normalization 是对这批样本的同一维度特征做归一化， Layer Normalization 是对这单个样本的所有维度特征做归一化。区别：LN 中同层神经元输入拥有相同的均值和方差，不同的输入样本有不同的均值和方差；BN 中则针对不同神经元输入计算均值和方差，同一个 batch 中的输入拥有相同的均值和方差。所以，LN 不依赖于batch 的大小和输入 sequence 的长度，因此可以用于 batchsize 为 1 和 RNN 中 sequence 的 normalize 操作。  \n",
+       "3  Self Attention 与传统的 Attention 机制非常的不同：传统的 Attention 是基于 source 端和 target 端的隐变量（hidden state）计算 Attention 的，得到的结果是源端的每个词与目标端每个词之间的依赖关系。但Self Attention 不同，它分别在 source 端和 target 端进行，仅与 source input 或者 target input 自身相关的 Self Attention，捕捉 source 端或 target 端自身的词与词之间的依赖关系；然后再把 source 端的得到的self Attention 加入到 target 端得到的 Attention 中，捕捉 source 端和 target 端词与词之间的依赖关系。因此，self Attention Attention 比传统的 Attention mechanism 效果要好，主要原因之一是，传统的Attention 机制忽略了源端或目标端句子中词与词之间的依赖关系，相对比，self Attention 可以不仅可以得到源端与目标端词与词之间的依赖关系，同时还可以有效获取源端或目标端自身词与词之间的依赖关系  \n",
+       "4                                                                                                                                                                                                                                                                                                             Bert 的预训练主要包含两个任务，MLM 和 NSP，Masked Language Model 任务可以理解为完形填空，随机 mask 每一个句子中 15%的词，用其上下文来做预测；Next Sentence Prediction 任务选择一些句子对 A 与 B，其中 50%的数据 B 是 A 的下一条句子，剩余 50%的数据 B 是语料库中随机选择的，学习其中的相关性。BERT 预训练阶段实际上是将上述两个任务结合起来，同时进行，然后将所有的 Loss 相加。  \n",
+       "5                                                                                                                                                                                                                                                                                                                                                                                                                               GPT 是单向模型，无法利用上下文信息，只能利用上文；而 BERT 是双向模型。GPT 是基于自回归模型，可以应用在 NLU 和 NLG 两大任务，而原生的 BERT 采用的基于自编码模型，只能完成 NLU 任务，无法直接应用在文本生成上面。  \n",
+       "6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              PCA 按有监督和无监督划分应该属于无监督学习，所以数据集有无 y 并不重要，只是改变样本 X 的属性(特征)维度。  \n",
+       "7                                                                                                                                                                                                                                                                Transformer 本身是一个典型的 encoder-decoder 模型，Encoder 端和 Decoder 端均有 6 个 Block，Encoder 端的 Block 包括两个模块，多头 self-attention 模块以及一个前馈神经网络模块；Decoder 端的Block 包括三个模块，多头 self-attention 模块，多头 Encoder-Decoder attention 交互模块，以及一个前馈神经网络模块；需要注意：Encoder 端和 Decoder 端中的每个模块都有残差层和 Layer Normalization层。  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with pd.option_context('display.max_colwidth', None):\n",
+    "    display(answers_df)\n",
+    "answers_df.to_excel('self_rag_pack_results.xlsx', index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1fb27404-22a8-4d18-a0b9-c5e0dd8d4212",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.14"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/llamaindex-advancedRAG02.ipynb" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/llamaindex-advancedRAG02.ipynb"
new file mode 100755
index 0000000..963b150
--- /dev/null
+++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/5. \350\277\233\351\230\266RAG/llamaindex-advancedRAG02.ipynb"	
@@ -0,0 +1,695 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "view-in-github"
+   },
+   "source": [
+    "<a href=\"https://colab.research.google.com/github/sugarforever/Advanced-RAG/blob/main/03_llama_index_multi_doc_agent.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "wXoO6jXcAH3x"
+   },
+   "source": [
+    "# 查询路由和Multi-Document Agent相关概念\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 查询路由\n",
+    "查询路由是LLM驱动的关键决策环节，它决定了在接收到用户查询后应采取的最佳行动——可能的行动包括生成摘要、对特定数据索引执行搜索或尝试多种不同的路由策略，并将它们的输出汇总成一个统一的答案。\n",
+    "\n",
+    "查询路由还负责选择最合适的数据存储位置来响应用户查询。这些数据存储位置可以是多种形式，如传统的向量存储、图形数据库、关系型数据库，或是分层次的索引系统。在处理包含多个文档的存储时，通常会利用两种不同的索引方式：摘要索引和文档块向量索引。\n",
+    "\n",
+    "定义查询路由器涉及设定它可以采取的行动选项。\n",
+    "\n",
+    "选择特定路由的过程是通过调用大型语言模型来实现的，其结果会按照预定义的格式返回，以便将查询定向到指定的索引。如果涉及到复杂的关联操作，这些查询还可能被发送到子链或其他智能体，如下文所述的多文档智能体方案所示。\n",
+    "\n",
+    "LlamaIndex和LangChain都提供了对查询路由的支持。\n",
+    "\n",
+    "## 智能体（Agent）\n",
+    "在智能体技术的实现上，尤其是在基于大型语言模型（LLM）的智能体构建中，LLM在智能体的智能化中扮演着至关重要的角色。这些智能体能够通过整合LLM与规划、记忆以及其他关键技术模块，执行复杂的任务。在此框架中，LLM充当核心处理单元或“大脑”，负责管理和执行为特定任务或响应用户查询所需的一系列操作。\n",
+    "智能体也是Langchain和LlamaIndex支持的一个概念，它从第一个LLM API发布之初就已存在。这个概念旨在为具备推理能力的LLM提供一套工具和任务。这些工具可能包括一些确定性的功能，如代码函数或外部API，甚至包括其他智能体——这种LLM之间的链接是LangChain名称的灵感来源。\n",
+    "智能体本身是一个复杂的技术，下面将继续基于智能体的多文档检索案例，并在下文将要介绍的RAG系统中发挥作用。\n",
+    "在LlamaIndex中，有一个OpenAIAgent类，它将这种高级逻辑与ChatEngine和QueryEngine类结合在一起，提供基于知识和上下文感知的聊天，以及在一个对话轮次中调用多个OpenAI函数的能力，这真正实现了智能代理行为。\n",
+    "\n",
+    "## 多文档智能体方案\n",
+    "![mda](.\\mda.png)\n",
+    "\n",
+    "多文档智能体的方案是一个高度复杂的配置，它在每个文档上初始化一个Agent（OpenAIAgent），该智能体能进行文档摘要制作和传统问答机制的操作，还有一个顶层智能体，负责将查询分配到各个文档智能体，并综合形成最终的答案。\n",
+    "\n",
+    "每个文档智能体都配备了两个工具：向量存储索引和摘要索引，它根据路由查询来决定使用哪一个。对于顶层智能体来说，所有文档智能体都是其工具。\n",
+    "\n",
+    "该方案展示了一种高级RAG架构，其中每个智能体都进行多个决策的导航。这种方法的优势在于能够比较不同的解决方案或实体在不同文档及其摘要中的描述，以及传统的单个文档摘要和QA机制——这基本上涵盖了与文档集合聊天的最常见用例。\n",
+    "\n",
+    "这种复杂配置的缺点在于，由于需要在智能体内部的大语言模型之间进行多次往返迭代，其运行速度较慢。值得一提的是，LLM调用通常是RAG管道中最耗时的操作，而搜索则是为了速度而优化的设计。因此，对于大型的多文档存储，建议考虑对这种方案进行简化，以便实现扩展。\n",
+    "\n",
+    "下面将根据llamaindex官方示例进行讲解"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "id": "8Bw2iRQjEk8z"
+   },
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import openai\n",
+    "\n",
+    "os.environ[\"OPENAI_API_KEY\"] = \"sk-你的sk\"\n",
+    "openai.api_key = os.environ[\"OPENAI_API_KEY\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {
+    "id": "2586El8ibhjc"
+   },
+   "outputs": [],
+   "source": [
+    "from llama_index.core import (\n",
+    "    VectorStoreIndex,\n",
+    "    SimpleKeywordTableIndex,\n",
+    "    SimpleDirectoryReader,\n",
+    ")\n",
+    "from llama_index.core import SummaryIndex\n",
+    "from llama_index.core.schema import IndexNode\n",
+    "from llama_index.core.tools import QueryEngineTool, ToolMetadata\n",
+    "from llama_index.llms.openai import OpenAI\n",
+    "from llama_index.core.callbacks import CallbackManager"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "id": "W9BtxyvNnEl1"
+   },
+   "outputs": [],
+   "source": [
+    "wiki_titles = [\n",
+    "    \"Toronto\",\n",
+    "    \"Seattle\",\n",
+    "    \"Chicago\",\n",
+    "    \"Boston\",\n",
+    "    \"Houston\",\n",
+    "    \"Tokyo\",\n",
+    "    \"Berlin\",\n",
+    "    \"Lisbon\",\n",
+    "    \"Paris\",\n",
+    "    \"London\",\n",
+    "    \"Atlanta\",\n",
+    "    \"Munich\",\n",
+    "    \"Shanghai\",\n",
+    "    \"Beijing\",\n",
+    "    \"Copenhagen\",\n",
+    "    \"Moscow\",\n",
+    "    \"Cairo\",\n",
+    "    \"Karachi\",\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 将爬取到的文档存在本地 将在下面构建多文档智能体"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {
+    "id": "HVmr7ayEnG-6"
+   },
+   "outputs": [],
+   "source": [
+    "from pathlib import Path\n",
+    "\n",
+    "import requests\n",
+    "\n",
+    "for title in wiki_titles:\n",
+    "    response = requests.get(\n",
+    "        \"https://en.wikipedia.org/w/api.php\",\n",
+    "        params={\n",
+    "            \"action\": \"query\",\n",
+    "            \"format\": \"json\",\n",
+    "            \"titles\": title,\n",
+    "            \"prop\": \"extracts\",\n",
+    "            # 'exintro': True,\n",
+    "            \"explaintext\": True,\n",
+    "        },\n",
+    "    ).json()\n",
+    "    page = next(iter(response[\"query\"][\"pages\"].values()))\n",
+    "    wiki_text = page[\"extract\"]\n",
+    "\n",
+    "    data_path = Path(\"data\")\n",
+    "    if not data_path.exists():\n",
+    "        Path.mkdir(data_path)\n",
+    "\n",
+    "    with open(data_path / f\"{title}.txt\", \"w\",encoding=\"utf-8\") as fp:\n",
+    "        fp.write(wiki_text)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {
+    "id": "_pC4oWUhnKVB"
+   },
+   "outputs": [],
+   "source": [
+    "# Load all wiki documents\n",
+    "city_docs = {}\n",
+    "for wiki_title in wiki_titles:\n",
+    "    city_docs[wiki_title] = SimpleDirectoryReader(\n",
+    "        input_files=[f\"data/{wiki_title}.txt\"]\n",
+    "    ).load_data()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "aZZYj1NWnL9m",
+    "outputId": "61a67bb1-2e77-4af3-ce62-9ff3d6201a7b"
+   },
+   "outputs": [],
+   "source": [
+    "from llama_index.llms.openai import OpenAI\n",
+    "from llama_index.embeddings.openai import OpenAIEmbedding\n",
+    "from llama_index.core import Settings\n",
+    "\n",
+    "Settings.llm = OpenAI(temperature=0, model=\"gpt-3.5-turbo\")\n",
+    "Settings.embed_model = OpenAIEmbedding(model=\"text-embedding-ada-002\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "\n",
+    "## 在下面小节中，将展示如何构建多文档智能体。首先为每个文档构建一个文档智能体，然后定义一个带有对象索引的顶层父级智能体。\n",
+    "\n",
+    "为每个文档构建文档智能体\n",
+    "1.在本节中，为每个文档定义了“文档智能体”。\n",
+    "\n",
+    "2.为每个文档定义了一个向量索引（用于语义搜索）和摘要索引（用于生成摘要）。然后将这两个查询引擎转换为工具，并传递给调用OpenAI函数的智能体。\n",
+    "\n",
+    "3.该文档智能体可以动态选择在给定文档内执行语义搜索或生成摘要。\n",
+    "\n",
+    "4.我们为每个城市文档创建了一个单独的文档智能体。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "id": "BLZ1EV80nQOF"
+   },
+   "outputs": [],
+   "source": [
+    "from llama_index.agent.openai import OpenAIAgent\n",
+    "from llama_index.core import load_index_from_storage, StorageContext\n",
+    "from llama_index.core.node_parser import SentenceSplitter\n",
+    "import os\n",
+    "\n",
+    "node_parser = SentenceSplitter()\n",
+    "\n",
+    "# Build agents dictionary\n",
+    "agents = {}\n",
+    "query_engines = {}\n",
+    "\n",
+    "# this is for the baseline\n",
+    "all_nodes = []\n",
+    "\n",
+    "for idx, wiki_title in enumerate(wiki_titles):\n",
+    "    nodes = node_parser.get_nodes_from_documents(city_docs[wiki_title])\n",
+    "    all_nodes.extend(nodes)\n",
+    "\n",
+    "    if not os.path.exists(f\"./data/{wiki_title}\"):\n",
+    "        # build vector index\n",
+    "        vector_index = VectorStoreIndex(nodes)\n",
+    "        vector_index.storage_context.persist(\n",
+    "            persist_dir=f\"./data/{wiki_title}\"\n",
+    "        )\n",
+    "    else:\n",
+    "        vector_index = load_index_from_storage(\n",
+    "            StorageContext.from_defaults(persist_dir=f\"./data/{wiki_title}\"),\n",
+    "        )\n",
+    "\n",
+    "    # build summary index\n",
+    "    summary_index = SummaryIndex(nodes)\n",
+    "    # define query engines\n",
+    "    vector_query_engine = vector_index.as_query_engine(llm=llm)\n",
+    "    summary_query_engine = summary_index.as_query_engine(llm=llm)\n",
+    "\n",
+    "    # define tools\n",
+    "    query_engine_tools = [\n",
+    "        QueryEngineTool(\n",
+    "            query_engine=vector_query_engine,\n",
+    "            metadata=ToolMetadata(\n",
+    "                name=\"vector_tool\",\n",
+    "                description=(\n",
+    "                    \"Useful for questions related to specific aspects of\"\n",
+    "                    f\" {wiki_title} (e.g. the history, arts and culture,\"\n",
+    "                    \" sports, demographics, or more).\"\n",
+    "                ),\n",
+    "            ),\n",
+    "        ),\n",
+    "        QueryEngineTool(\n",
+    "            query_engine=summary_query_engine,\n",
+    "            metadata=ToolMetadata(\n",
+    "                name=\"summary_tool\",\n",
+    "                description=(\n",
+    "                    \"Useful for any requests that require a holistic summary\"\n",
+    "                    f\" of EVERYTHING about {wiki_title}. For questions about\"\n",
+    "                    \" more specific sections, please use the vector_tool.\"\n",
+    "                ),\n",
+    "            ),\n",
+    "        ),\n",
+    "    ]\n",
+    "\n",
+    "    # build agent\n",
+    "    function_llm = OpenAI(model=\"gpt-3.5-turbo\")\n",
+    "    agent = OpenAIAgent.from_tools(\n",
+    "        query_engine_tools,\n",
+    "        llm=function_llm,\n",
+    "        verbose=True,\n",
+    "        system_prompt=f\"\"\"\\\n",
+    "You are a specialized agent designed to answer queries about {wiki_title}.\n",
+    "You must ALWAYS use at least one of the tools provided when answering a question; do NOT rely on prior knowledge.\\\n",
+    "\"\"\",\n",
+    "    )\n",
+    "\n",
+    "    agents[wiki_title] = agent\n",
+    "    query_engines[wiki_title] = vector_index.as_query_engine(\n",
+    "        similarity_top_k=2\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 构建检索器支持的OpenAI智能体\n",
+    "\n",
+    "下面构建了一个顶层智能体，它可以协调不同的文档智能体来回答用户的任何查询。\n",
+    "\n",
+    "这个智能体将所有文档智能体作为工具。这个特定的智能体`RetrieverOpenAIAgent`在工具使用前执行工具检索（不同于默认智能体，后者尝试将所有工具放入提示中）。\n",
+    "\n",
+    "在这里，使用了一个top-k检索器，也可以自定义其他工具检索方法！"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {
+    "id": "Mm_T_N1SnXXn"
+   },
+   "outputs": [],
+   "source": [
+    "# define tool for each document agent\n",
+    "all_tools = []\n",
+    "for wiki_title in wiki_titles:\n",
+    "    wiki_summary = (\n",
+    "        f\"This content contains Wikipedia articles about {wiki_title}. Use\"\n",
+    "        f\" this tool if you want to answer any questions about {wiki_title}.\\n\"\n",
+    "    )\n",
+    "    doc_tool = QueryEngineTool(\n",
+    "        query_engine=agents[wiki_title],\n",
+    "        metadata=ToolMetadata(\n",
+    "            name=f\"tool_{wiki_title}\",\n",
+    "            description=wiki_summary,\n",
+    "        ),\n",
+    "    )\n",
+    "    all_tools.append(doc_tool)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {
+    "id": "T5Vskzn9nY42"
+   },
+   "outputs": [],
+   "source": [
+    "# define an \"object\" index and retriever over these tools\n",
+    "from llama_index.core import VectorStoreIndex\n",
+    "from llama_index.core.objects import ObjectIndex\n",
+    "\n",
+    "obj_index = ObjectIndex.from_objects(\n",
+    "    all_tools,\n",
+    "    index_cls=VectorStoreIndex,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {
+    "id": "jBsCUADsnaZt"
+   },
+   "outputs": [],
+   "source": [
+    "from llama_index.agent.openai import OpenAIAgent\n",
+    "\n",
+    "top_agent = OpenAIAgent.from_tools(\n",
+    "    tool_retriever=obj_index.as_retriever(similarity_top_k=3),\n",
+    "    system_prompt=\"\"\" \\\n",
+    "You are an agent designed to answer queries about a set of given cities.\n",
+    "Please always use the tools provided to answer a question. Do not rely on prior knowledge.\\\n",
+    "\n",
+    "\"\"\",\n",
+    "    verbose=True,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 定义基线向量存储索引\r\n",
+    "\r\n",
+    "作为比较的基准，我们定义了一个“朴素”的RAG流程，它将所有文档倾泻到一个单一的向量索引集合中。\r\n",
+    "\r\n",
+    "我们设置 top_k = 4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "base_index = VectorStoreIndex(all_nodes)\n",
+    "base_query_engine = base_index.as_query_engine(similarity_top_k=4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 执行示例查询\n",
+    "\n",
+    "执行一些示例查询，范围从单个文档的问答/摘要到多个文档的问答/摘要。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "UpragtnandB7",
+    "outputId": "7247b8fd-a9e7-467d-cbb1-14405c8fd256"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Added user message to memory: Tell me about the arts and culture in Boston\n",
+      "=== Calling Function ===\n",
+      "Calling function: tool_Boston with args: {\"input\":\"arts and culture\"}\n",
+      "Added user message to memory: arts and culture\n",
+      "=== Calling Function ===\n",
+      "Calling function: vector_tool with args: {\"input\":\"arts and culture in Boston\"}\n",
+      "Got output: Boston has a rich cultural scene with a strong emphasis on arts and music. The city is home to several art museums and galleries, including the Museum of Fine Arts and the Isabella Stewart Gardner Museum. The Boston Symphony Orchestra, one of the \"Big Five\" American orchestras, is based in Symphony Hall. Boston also hosts various performing arts organizations, such as the Boston Ballet, Boston Lyric Opera Company, and the Handel and Haydn Society. Additionally, the city is known for its literary culture, with historical figures like Ralph Waldo Emerson and Nathaniel Hawthorne contributing to its reputation as \"the intellectual capital of the United States.\"\n",
+      "========================\n",
+      "\n",
+      "Got output: Boston has a rich cultural scene with a strong emphasis on arts and music. The city is home to several art museums and galleries, including the Museum of Fine Arts and the Isabella Stewart Gardner Museum. The Boston Symphony Orchestra, one of the \"Big Five\" American orchestras, is based in Symphony Hall. Boston also hosts various performing arts organizations, such as the Boston Ballet, Boston Lyric Opera Company, and the Handel and Haydn Society. Additionally, the city is known for its literary culture, with historical figures like Ralph Waldo Emerson and Nathaniel Hawthorne contributing to its reputation as \"the intellectual capital of the United States.\"\n",
+      "========================\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# should use Boston agent -> vector tool\n",
+    "response = top_agent.query(\"Tell me about the arts and culture in Boston\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "cVYo_fUvnerF",
+    "outputId": "5c1225b0-daad-4a60-b8a9-4ed266fc18d3"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Boston has a rich cultural scene with a strong emphasis on arts and music. The city is home to several art museums and galleries, including the Museum of Fine Arts and the Isabella Stewart Gardner Museum. The Boston Symphony Orchestra, one of the \"Big Five\" American orchestras, is based in Symphony Hall. Boston also hosts various performing arts organizations, such as the Boston Ballet, Boston Lyric Opera Company, and the Handel and Haydn Society. Additionally, the city is known for its literary culture, with historical figures like Ralph Waldo Emerson and Nathaniel Hawthorne contributing to its reputation as \"the intellectual capital of the United States.\"\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(response)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "W1j9Wt__njJR",
+    "outputId": "2895e72c-858d-4ccf-bedf-1d90949e4aea"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Boston has a rich arts and culture scene, with numerous art museums and galleries like the Museum of Fine Arts, Isabella Stewart Gardner Museum, and Institute of Contemporary Art. The city also boasts a vibrant music scene, highlighted by the Boston Symphony Orchestra, one of the \"Big Five\" American orchestras. Annual events such as the Boston Early Music Festival, Boston Arts Festival, and the Boston gay pride parade contribute to the city's cultural vibrancy. Boston also has a strong literary history, with renowned writers like Ralph Waldo Emerson, Nathaniel Hawthorne, and Henry Wadsworth Longfellow shaping the city's intellectual landscape.\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "# baseline\n",
+    "response = base_query_engine.query(\n",
+    "    \"Tell me about the arts and culture in Boston\"\n",
+    ")\n",
+    "print(str(response))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "LoozAkAhnlMn",
+    "outputId": "62c5919c-0c3e-4a51-8638-e515510ba79c"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "In terms of history, the Premier League was established in 1992 and has since become one of the most popular and financially lucrative football leagues in the world. It is known for its competitive nature and has been dominated by clubs like Manchester United, Arsenal, Chelsea, Liverpool, and Manchester City. The league has also seen remarkable moments, such as Leicester City's title victory in the 2015-2016 season.\n",
+      "\n",
+      "On the other hand, La Liga has a longer history, dating back to 1929. It has been home to some of the most successful and iconic clubs in football, including Real Madrid and Barcelona. The league has witnessed periods of dominance from various clubs and has seen intense rivalries between teams. Real Madrid has been particularly successful in the Champions League, winning numerous titles.\n",
+      "\n",
+      "In terms of UEFA Champions League (UCL) performance, both leagues have had strong showings. English clubs have won a total of 15 UCL titles, making England the second-most successful country in the competition's history. Spanish clubs, especially Real Madrid and Barcelona, have also been highly successful in the UCL. Real Madrid holds the record for the most UCL titles won, while Barcelona has also had multiple triumphs in the competition. Other Spanish clubs like Atlético Madrid, Sevilla, and Valencia have also made their mark in European competitions.\n",
+      "\n",
+      "Overall, both the Premier League and La Liga have rich histories and have produced successful teams in the UEFA Champions League. The Premier League is known for its competitiveness and financial strength, while La Liga has a longer history and has been home to some of the most iconic clubs in football.\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "# should use Houston agent -> vector tool\n",
+    "response = top_agent.query(\n",
+    "    \"Give me a summary of all the positive aspects of Houston\"\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Houston is a vibrant city with a robust economy fueled by exports, especially in petroleum products and oil-related industries. It has a diverse and expanding international community, showcasing various cultural events that highlight its multicultural essence. The city is famous for its culinary scene and restaurant culture, along with a lively arts and theater scene featuring numerous performing arts organizations and museums. Houston is a sports hub, hosting teams in major professional leagues, and offers a plethora of tourist attractions, parks, and recreational areas, making it an attractive destination for residents and visitors alike.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# baseline\n",
+    "response = base_query_engine.query(\n",
+    "    \"Give me a summary of all the positive aspects of Houston\"\n",
+    ")\n",
+    "print(str(response))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'The city is home to the nation\\'s third-largest concentration of consular offices, representing 92 countries.Many annual events celebrate the diverse cultures of Houston. The largest and longest-running is the annual Houston Livestock Show and Rodeo, held over 20 days from early to late March, and is the largest annual livestock show and rodeo in the world. Another large celebration is the annual night-time Houston Gay Pride Parade, held at the end of June. Other notable annual events include the Houston Greek Festival, Art Car Parade, the Houston Auto Show, the Houston International Festival, and the Bayou City Art Festival, which is considered to be one of the top five art festivals in the United States.Houston is highly regarded for its diverse food and restaurant culture. Houston received the official nickname of \"Space City\" in 1967 because it is the location of NASA\\'s Lyndon B. Johnson Space Center. Other nicknames often used by locals include \"Bayou City\", \"Clutch City\", \"Crush City\", \"Magnolia City\", \"H-Town\", and \"Culinary Capital of the South\".\\r\\n\\r\\n\\r\\n=== Arts and theater ===\\r\\nThe Houston Theater District, in Downtown, is home to nine major performing arts organizations and six performance halls. It is the second-largest concentration of theater seats in a Downtown area in the United States.Houston is one of the few United States cities with permanent, professional, resident companies in all major performing arts disciplines: opera (Houston Grand Opera), ballet (Houston Ballet), music (Houston Symphony Orchestra), and theater (The Alley Theatre, Theatre Under the Stars). Houston is also home to folk artists, art groups and various small progressive arts organizations.Houston attracts many touring Broadway acts, concerts, shows, and exhibitions for a variety of interests. Facilities in the Theater District include the Jones Hall—home of the Houston Symphony Orchestra and Society for the Performing Arts—and the Hobby Center for the Performing Arts.\\r\\nThe Museum District\\'s cultural institutions and exhibits attract more than 7 million visitors a year. Notable facilities include The Museum of Fine Arts, the Houston Museum of Natural Science, the Contemporary Arts Museum Houston, the Station Museum of Contemporary Art, the Holocaust Museum Houston, the Children\\'s Museum of Houston, and the Houston Zoo.Located near the Museum District are The Menil Collection, Rothko Chapel, the Moody Center for the Arts and the Byzantine Fresco Chapel Museum.\\r\\nBayou Bend is a 14-acre (5.7 ha) facility of the Museum of Fine Arts that houses one of America\\'s most prominent collections of decorative art, paintings, and furniture. Bayou Bend is the former home of Houston philanthropist Ima Hogg.The National Museum of Funeral History is in Houston near the George Bush Intercontinental Airport. The museum houses the original Popemobile used by Pope John Paul II in the 1980s along with numerous hearses, embalming displays, and information on famous funerals.\\r\\nVenues across Houston regularly host local and touring rock, blues, country, dubstep, and Tejano musical acts. While Houston has never been widely known for its music scene, Houston hip hop has become a significant, independent music scene that is influential nationwide. Houston is the birthplace of the chopped and screwed remixing-technique in hip-hop which was pioneered by DJ Screw from the city. Some other notable hip-hop artists from the area include Destiny\\'s Child, Don Toliver, Slim Thug, Paul Wall, Mike Jones, Bun B, Geto Boys, Trae tha Truth, Kirko Bangz, Z-Ro, South Park Mexican, Travis Scott and Megan Thee Stallion.\\r\\n\\r\\n\\r\\n=== Tourism and recreation ===\\r\\nThe Theater District is a 17-block area in the center of Downtown Houston that is home to the Bayou Place entertainment complex, restaurants, movies, plazas, and parks. Bayou Place is a large multilevel building containing full-service restaurants, bars, live music, billiards, and Sundance Cinema. The Bayou Music Center stages live concerts, stage plays, and stand-up comedy.\\r\\nSpace Center Houston is the official visitors\\' center of NASA\\'s Lyndon B. Johnson Space Center. The Space Center has many interactive exhibits including Moon rocks, a Space Shuttle simulator, and presentations about the history of NASA\\'s manned space flight program. Other tourist attractions include the Galleria (Texas\\'s largest shopping mall, in the Uptown District), Old Market Square, the Downtown Aquarium, and Sam Houston Race Park.\\r\\nHouston\\'s current Chinatown and the Mahatma Gandhi District are two major ethnic enclaves, reflecting Houston\\'s multicultural makeup. Restaurants, bakeries, traditional-clothing boutiques, and specialty shops can be found in both areas.'"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# baseline: the response doesn't quite match the sources...\n",
+    "response.source_nodes[1].get_content()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Added user message to memory: Tell the demographics of Houston, and then compare that with the demographics of Chicago\n",
+      "=== Calling Function ===\n",
+      "Calling function: tool_Houston with args: {\"input\": \"demographics\"}\n",
+      "Added user message to memory: demographics\n",
+      "=== Calling Function ===\n",
+      "Calling function: summary_tool with args: {\"input\":\"demographics\"}\n",
+      "Got output: Houston is known for its diverse population, with various ethnic and religious backgrounds represented. The city has been described as the most racially and ethnically diverse major city in the U.S. Houston's population includes a large and growing international community, contributing to its status as a global city. Additionally, the city has a significant African American population, with historical ties to the post-Civil War era and the Great Migration.\n",
+      "========================\n",
+      "\n",
+      "Got output: Houston is known for its diverse population, with various ethnic and religious backgrounds represented. The city has been described as the most racially and ethnically diverse major city in the U.S. Houston's population includes a large and growing international community, contributing to its status as a global city. Additionally, the city has a significant African American population, with historical ties to the post-Civil War era and the Great Migration.\n",
+      "========================\n",
+      "\n",
+      "=== Calling Function ===\n",
+      "Calling function: tool_Chicago with args: {\"input\": \"demographics\"}\n",
+      "Added user message to memory: demographics\n",
+      "=== Calling Function ===\n",
+      "Calling function: summary_tool with args: {\"input\":\"Chicago demographics\"}\n",
+      "Got output: Chicago's population in 2020 was 2,746,388 according to the census. In 1900, more than 77% of the population were either foreign-born or born in the United States of foreign parentage, with Germans, Irish, Poles, Swedes, and Czechs making up nearly two-thirds of the foreign-born population. Between 1910 and 1930, the African American population of Chicago increased dramatically, from 44,103 to 233,903, leading to the Chicago Black Renaissance.\n",
+      "========================\n",
+      "\n",
+      "Got output: The population of Chicago in 2020 was 2,746,388 according to the census. In 1900, a significant percentage of the population were either foreign-born or born in the United States of foreign parentage, with Germans, Irish, Poles, Swedes, and Czechs being prominent. The African American population in Chicago saw a significant increase between 1910 and 1930, leading to the Chicago Black Renaissance.\n",
+      "========================\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "response = top_agent.query(\n",
+    "    \"Tell the demographics of Houston, and then compare that with the\"\n",
+    "    \" demographics of Chicago\"\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shanghai's history is marked by international trade and foreign influence, especially during the 19th and early 20th centuries, shaping its identity as a major commercial and financial center. In contrast, Beijing has a more traditional background as the political and cultural heart of China, emphasizing governance and imperial legacy.\n",
+      "\n",
+      "Currently, Shanghai is renowned for its emphasis on finance, innovation, and global trade, making a significant contribution to China's GDP. On the other hand, Beijing is known for its role as the political capital, housing government institutions and headquarters of state-owned enterprises, focusing on administrative functions and policy-making.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# baseline\n",
+    "response = base_query_engine.query(\n",
+    "    \"Tell me the differences between Shanghai and Beijing in terms of history\"\n",
+    "    \" and current economy\"\n",
+    ")\n",
+    "print(str(response))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "authorship_tag": "ABX9TyPUZj1zzKjIILyTHPOtMUgD",
+   "include_colab_link": true,
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.14"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
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