Deliverable 3

bay_state_banner/scrum/oct30

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+We have up until this point found the top 100 developers who have had projects approved for new buildings in Boston.
+We can use this list to go further in analyzing these players and their other contributions, as well as areas of focus.
+
+Our next step is to meet w Gowtham to discuss the ZBA data and cleaning up the dataset. We additionally plan to look through the projects for the neighborhoods distribution split on demographic data etc before next meeting. We also can continue to pull out the top names and connect them. We plan to filter the data based on type of project as well to filter out maintenance projects etc.
+
+We encountered a few issues with the data set from the last class of people who worked on the project, and are planning to meet with them or their project manager to clear up issues.
+We also will be cleaning up the data a bit to work with our plans more effectively.
+
+We talked to client today! We'll be meeting again in 2 weeks. So far they seem happy with progress and approve of our current direction and goals.

covid_food_business_team2/Dataset/Boston_Certified_Businesses/Category_Codes.csv

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+code,description
+AA,Accountants
+AD,Advertising/Audovisual Graphic Design/Marketing Public Relations
+AL,Apparel
+AE,Architects/Engineers
+AS,Architectural Support Services
+AB,Aspestos Control
+AT,Attorneys
+AU,"Automobile (Sales, Services, Leasing, Rental)"
+BA,Banking/Financial Services
+BU,Business Management Consultants
+CB,Cable TV Services
+CA,Carpentry
+CT,Catering
+CC,Childcare
+CL,"Commercial Dry Cleaning, Laundry"
+CP,"Computer (Hardware, Software, Design, Data Processing (see also COS, COT)"
+CS,"Concession Stands (Food, Newspa[er, Cigarettes, etc.)"
+CM,Concrete & Masonry Contractors
+CE,Construction Estimating
+CN,Construction Management: Small Commercial Projects
+COA,"Consultants: Architecture, Engineering"
+COB,Consultants: City Planning
+CODe,Consultants: Design
+COE,Consultants: Editorial
+COG,Consultants: Human Resources
+COH,Consultants: Health
+COI,Consultants: Insurance & Financial
+COM,Consultants: Management
+CON,Consultants: Environmental
+COH,Consultants: Psychologial
+COR,Consultants: Relocation
+COP,Consultants: Public Relations
+COS,Consultants: Systems Analysis
+COT,Consultants: Telecommunications
+COU,Consultants: Transportation
+COV,Consultants: Translation
+CR,Corrugated Packaging
+CU,Cultural Organizations
+DI,Direct Mail Services
+DU,"Draperies, Upholstery (Custom)"
+EC,Economic Development
+ED,"Education (see also OS, TA)"
+EG,Civil/Structural Engineering
+EL,Electrical Contractors
+EO,"Electronic Parts (Mgfs., Distrib., Assembly Service)"
+ES,Elderly Services
+EM,"Employement (see also OS, TR)"
+ET,Entertainment/Entertainer
+EN,"Environmental Consultants ( Planning, Soil Boring, Hazardous Waste Treatment, etc.)"
+EP,Equiment Rental (Heavy Construction)
+ER,"Exterior Restoration, Sandblasting (Anti-Graffiti)"
+EV,Elevator Contractors
+FB,"Fabricators (Metals, Plastics)"
+FG,"Fencing, Guardrail Contractors"
+FI,Financial Services (see also BA and COI)
+FD,"Food Products, Services"
+FC,"Foster Care, Placement"
+FL,"Floor Contractors (Carpet, Tile, Linoleum)"
+FO,"Floral (Arrangement, Maintenance)"
+FU,Funieral Homes
+FR,"Furniture (Repair, Refinishing, Sales) see also OF"
+GC,General Contractors
+GG,Glass/Glazing Contractors
+HM,Hotels/Motels
+HW,Hazardous Waste Management (see also EN and CON)
+AHS,"Health Care (Providers, Services)"
+HO,Housing Advocacy
+IN,Insurance Agencies (see also COI)
+IT,Interior Deisgn Services
+JA,"Janitorial Services/Supplies (see also MA, RS)"
+LA,Landscaping Contractors
+LD,"Landscaping (Design, Architects)"
+LK,Locksmiths
+MS,Machine Shops
+MA,"Maintenance (Industrial, Commericial, Residential, see also JA, RS)"
+MU,Manufacturers
+MR,"Marine Contractors: Diving Services, Underwater Repair/Welding"
+MT,Marine Transportation
+MK,Marketing
+ME,"Mechanical Contractors (HVAC, Plumbing, Insulation, Service, see also GC, PB)"
+MO,Multi Service Organizations
+OF,"Office Furniture, Services and Equipment"
+OS,"Office Services (Clerical Support, Employment, Court Reporting, Typing, etc., see also EM)"
+PA,Painting and Papering Contractors
+PK,"Parking Lot (Mgmt., Maintenance)"
+PV,Paving Contractors
+PE,Pest Control
+PP,Petroleum Products (Sales/Service)
+PG,Photography
+PL,"Plastering, Drywall Contractors"
+PB,Plumbing
+PT,Printers
+PC,"Protective Coverings (Water and Fireproofing, Special Coverings/Coatings)"
+PU,Publishers
+RE,"Real Estate (Development, Management, Sales and Appraisals)"
+RC,Recreational
+RS,Residential Services
+GM,Retail Sales of Art & Framing
+LC,Small Commercial Lanscaping and Maintenance
+RT,Retail Sales of Art & Framing
+RO,"Road, Railroad, Highway, Bridge Contractors (see also PV)"
+RF,"Roofing, Sheet Metal Contractors"
+SA,Safety Products
+SE,"Security (Guards, Dogs, Systems)"
+SH,Shelter
+SI,"Sitework (Excavation, Demolition, Utilities, Sewage, see also GC)"
+SN,Snow Removal/Plowing (see also TK)
+ST,"Steel Contractos (Reinforcing, Erecting, see also FB, GC)"
+SU,Suppliers
+AS,Surveying
+TV,Television/Production
+TA,Training (see also ED)
+TR,"Travel, Transportation (Travel Agencies, Planning, Limo Services)"
+TK,Trucking (Waste Disposal Commodities Transport)
+UI,Underwater Inspection Contractors
+VT,Veterans Services
+WE,Welding (see also FB)
+YO,Youthful Offender Advocacy