data_visualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "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>position</th>\n",
       "      <th>wealth</th>\n",
       "      <th>industry</th>\n",
       "      <th>full_name</th>\n",
       "      <th>age</th>\n",
       "      <th>country_of_residence</th>\n",
       "      <th>city_of_residence</th>\n",
       "      <th>source</th>\n",
       "      <th>citizenship</th>\n",
       "      <th>gender</th>\n",
       "      <th>...</th>\n",
       "      <th>gdp_country</th>\n",
       "      <th>g_tertiary_ed_enroll</th>\n",
       "      <th>g_primary_ed_enroll</th>\n",
       "      <th>life_expectancy</th>\n",
       "      <th>tax_revenue</th>\n",
       "      <th>tax_rate</th>\n",
       "      <th>country_pop</th>\n",
       "      <th>country_lat</th>\n",
       "      <th>country_long</th>\n",
       "      <th>continent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>211000</td>\n",
       "      <td>Fashion &amp; Retail</td>\n",
       "      <td>Bernard Arnault &amp; family</td>\n",
       "      <td>74</td>\n",
       "      <td>France</td>\n",
       "      <td>Paris</td>\n",
       "      <td>LVMH</td>\n",
       "      <td>France</td>\n",
       "      <td>M</td>\n",
       "      <td>...</td>\n",
       "      <td>2.720000e+12</td>\n",
       "      <td>65.6</td>\n",
       "      <td>102.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>24.2</td>\n",
       "      <td>60.7</td>\n",
       "      <td>67059887</td>\n",
       "      <td>46.227638</td>\n",
       "      <td>2.213749</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>180000</td>\n",
       "      <td>Automotive</td>\n",
       "      <td>Elon Musk</td>\n",
       "      <td>51</td>\n",
       "      <td>United States</td>\n",
       "      <td>Austin</td>\n",
       "      <td>Tesla, SpaceX</td>\n",
       "      <td>United States</td>\n",
       "      <td>M</td>\n",
       "      <td>...</td>\n",
       "      <td>2.140000e+13</td>\n",
       "      <td>88.2</td>\n",
       "      <td>101.8</td>\n",
       "      <td>78.5</td>\n",
       "      <td>9.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>328239523</td>\n",
       "      <td>37.090240</td>\n",
       "      <td>-95.712891</td>\n",
       "      <td>North America</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>114000</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Jeff Bezos</td>\n",
       "      <td>59</td>\n",
       "      <td>United States</td>\n",
       "      <td>Medina</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>United States</td>\n",
       "      <td>M</td>\n",
       "      <td>...</td>\n",
       "      <td>2.140000e+13</td>\n",
       "      <td>88.2</td>\n",
       "      <td>101.8</td>\n",
       "      <td>78.5</td>\n",
       "      <td>9.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>328239523</td>\n",
       "      <td>37.090240</td>\n",
       "      <td>-95.712891</td>\n",
       "      <td>North America</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>107000</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Larry Ellison</td>\n",
       "      <td>78</td>\n",
       "      <td>United States</td>\n",
       "      <td>Lanai</td>\n",
       "      <td>Oracle</td>\n",
       "      <td>United States</td>\n",
       "      <td>M</td>\n",
       "      <td>...</td>\n",
       "      <td>2.140000e+13</td>\n",
       "      <td>88.2</td>\n",
       "      <td>101.8</td>\n",
       "      <td>78.5</td>\n",
       "      <td>9.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>328239523</td>\n",
       "      <td>37.090240</td>\n",
       "      <td>-95.712891</td>\n",
       "      <td>North America</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>106000</td>\n",
       "      <td>Finance &amp; Investments</td>\n",
       "      <td>Warren Buffett</td>\n",
       "      <td>92</td>\n",
       "      <td>United States</td>\n",
       "      <td>Omaha</td>\n",
       "      <td>Berkshire Hathaway</td>\n",
       "      <td>United States</td>\n",
       "      <td>M</td>\n",
       "      <td>...</td>\n",
       "      <td>2.140000e+13</td>\n",
       "      <td>88.2</td>\n",
       "      <td>101.8</td>\n",
       "      <td>78.5</td>\n",
       "      <td>9.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>328239523</td>\n",
       "      <td>37.090240</td>\n",
       "      <td>-95.712891</td>\n",
       "      <td>North America</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2586</th>\n",
       "      <td>2540</td>\n",
       "      <td>1000</td>\n",
       "      <td>Healthcare</td>\n",
       "      <td>Yu Rong</td>\n",
       "      <td>51</td>\n",
       "      <td>China</td>\n",
       "      <td>Shanghai</td>\n",
       "      <td>Health clinics</td>\n",
       "      <td>China</td>\n",
       "      <td>M</td>\n",
       "      <td>...</td>\n",
       "      <td>1.990000e+13</td>\n",
       "      <td>50.6</td>\n",
       "      <td>100.2</td>\n",
       "      <td>77.0</td>\n",
       "      <td>9.4</td>\n",
       "      <td>59.2</td>\n",
       "      <td>1397715000</td>\n",
       "      <td>35.861660</td>\n",
       "      <td>104.195397</td>\n",
       "      <td>Asia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2587</th>\n",
       "      <td>2540</td>\n",
       "      <td>1000</td>\n",
       "      <td>Food &amp; Beverage</td>\n",
       "      <td>Richard Yuengling, Jr.</td>\n",
       "      <td>80</td>\n",
       "      <td>United States</td>\n",
       "      <td>Pottsville</td>\n",
       "      <td>Beer</td>\n",
       "      <td>United States</td>\n",
       "      <td>M</td>\n",
       "      <td>...</td>\n",
       "      <td>2.140000e+13</td>\n",
       "      <td>88.2</td>\n",
       "      <td>101.8</td>\n",
       "      <td>78.5</td>\n",
       "      <td>9.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>328239523</td>\n",
       "      <td>37.090240</td>\n",
       "      <td>-95.712891</td>\n",
       "      <td>North America</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2588</th>\n",
       "      <td>2540</td>\n",
       "      <td>1000</td>\n",
       "      <td>Manufacturing</td>\n",
       "      <td>Zhang Gongyun</td>\n",
       "      <td>60</td>\n",
       "      <td>China</td>\n",
       "      <td>Gaomi</td>\n",
       "      <td>Tyre manufacturing machinery</td>\n",
       "      <td>China</td>\n",
       "      <td>M</td>\n",
       "      <td>...</td>\n",
       "      <td>1.990000e+13</td>\n",
       "      <td>50.6</td>\n",
       "      <td>100.2</td>\n",
       "      <td>77.0</td>\n",
       "      <td>9.4</td>\n",
       "      <td>59.2</td>\n",
       "      <td>1397715000</td>\n",
       "      <td>35.861660</td>\n",
       "      <td>104.195397</td>\n",
       "      <td>Asia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2589</th>\n",
       "      <td>2540</td>\n",
       "      <td>1000</td>\n",
       "      <td>Real Estate</td>\n",
       "      <td>Zhang Guiping &amp; family</td>\n",
       "      <td>71</td>\n",
       "      <td>China</td>\n",
       "      <td>Nanjing</td>\n",
       "      <td>Real estate</td>\n",
       "      <td>China</td>\n",
       "      <td>M</td>\n",
       "      <td>...</td>\n",
       "      <td>1.990000e+13</td>\n",
       "      <td>50.6</td>\n",
       "      <td>100.2</td>\n",
       "      <td>77.0</td>\n",
       "      <td>9.4</td>\n",
       "      <td>59.2</td>\n",
       "      <td>1397715000</td>\n",
       "      <td>35.861660</td>\n",
       "      <td>104.195397</td>\n",
       "      <td>Asia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2590</th>\n",
       "      <td>2540</td>\n",
       "      <td>1000</td>\n",
       "      <td>Diversified</td>\n",
       "      <td>Inigo Zobel</td>\n",
       "      <td>66</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>Makati</td>\n",
       "      <td>Diversified</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>M</td>\n",
       "      <td>...</td>\n",
       "      <td>3.770000e+11</td>\n",
       "      <td>35.5</td>\n",
       "      <td>107.5</td>\n",
       "      <td>71.1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>43.1</td>\n",
       "      <td>108116615</td>\n",
       "      <td>12.879721</td>\n",
       "      <td>121.774017</td>\n",
       "      <td>Asia</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2591 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      position  wealth               industry                 full_name  age  \\\n",
       "0            1  211000       Fashion & Retail  Bernard Arnault & family   74   \n",
       "1            2  180000             Automotive                 Elon Musk   51   \n",
       "2            3  114000             Technology                Jeff Bezos   59   \n",
       "3            4  107000             Technology             Larry Ellison   78   \n",
       "4            5  106000  Finance & Investments            Warren Buffett   92   \n",
       "...        ...     ...                    ...                       ...  ...   \n",
       "2586      2540    1000             Healthcare                   Yu Rong   51   \n",
       "2587      2540    1000        Food & Beverage    Richard Yuengling, Jr.   80   \n",
       "2588      2540    1000          Manufacturing             Zhang Gongyun   60   \n",
       "2589      2540    1000            Real Estate    Zhang Guiping & family   71   \n",
       "2590      2540    1000            Diversified               Inigo Zobel   66   \n",
       "\n",
       "     country_of_residence city_of_residence                        source  \\\n",
       "0                  France             Paris                          LVMH   \n",
       "1           United States            Austin                 Tesla, SpaceX   \n",
       "2           United States            Medina                        Amazon   \n",
       "3           United States             Lanai                        Oracle   \n",
       "4           United States             Omaha            Berkshire Hathaway   \n",
       "...                   ...               ...                           ...   \n",
       "2586                China          Shanghai                Health clinics   \n",
       "2587        United States        Pottsville                          Beer   \n",
       "2588                China             Gaomi  Tyre manufacturing machinery   \n",
       "2589                China           Nanjing                   Real estate   \n",
       "2590          Philippines            Makati                   Diversified   \n",
       "\n",
       "        citizenship gender  ...   gdp_country g_tertiary_ed_enroll  \\\n",
       "0            France      M  ...  2.720000e+12                 65.6   \n",
       "1     United States      M  ...  2.140000e+13                 88.2   \n",
       "2     United States      M  ...  2.140000e+13                 88.2   \n",
       "3     United States      M  ...  2.140000e+13                 88.2   \n",
       "4     United States      M  ...  2.140000e+13                 88.2   \n",
       "...             ...    ...  ...           ...                  ...   \n",
       "2586          China      M  ...  1.990000e+13                 50.6   \n",
       "2587  United States      M  ...  2.140000e+13                 88.2   \n",
       "2588          China      M  ...  1.990000e+13                 50.6   \n",
       "2589          China      M  ...  1.990000e+13                 50.6   \n",
       "2590    Philippines      M  ...  3.770000e+11                 35.5   \n",
       "\n",
       "     g_primary_ed_enroll life_expectancy tax_revenue  tax_rate  country_pop  \\\n",
       "0                  102.5            82.5        24.2      60.7     67059887   \n",
       "1                  101.8            78.5         9.6      36.6    328239523   \n",
       "2                  101.8            78.5         9.6      36.6    328239523   \n",
       "3                  101.8            78.5         9.6      36.6    328239523   \n",
       "4                  101.8            78.5         9.6      36.6    328239523   \n",
       "...                  ...             ...         ...       ...          ...   \n",
       "2586               100.2            77.0         9.4      59.2   1397715000   \n",
       "2587               101.8            78.5         9.6      36.6    328239523   \n",
       "2588               100.2            77.0         9.4      59.2   1397715000   \n",
       "2589               100.2            77.0         9.4      59.2   1397715000   \n",
       "2590               107.5            71.1        14.0      43.1    108116615   \n",
       "\n",
       "      country_lat country_long      continent  \n",
       "0       46.227638     2.213749         Europe  \n",
       "1       37.090240   -95.712891  North America  \n",
       "2       37.090240   -95.712891  North America  \n",
       "3       37.090240   -95.712891  North America  \n",
       "4       37.090240   -95.712891  North America  \n",
       "...           ...          ...            ...  \n",
       "2586    35.861660   104.195397           Asia  \n",
       "2587    37.090240   -95.712891  North America  \n",
       "2588    35.861660   104.195397           Asia  \n",
       "2589    35.861660   104.195397           Asia  \n",
       "2590    12.879721   121.774017           Asia  \n",
       "\n",
       "[2591 rows x 30 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('Billionaires.csv') #defines df as the dataset in study\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2591 entries, 0 to 2590\n",
      "Data columns (total 30 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   position              2591 non-null   int64  \n",
      " 1   wealth                2591 non-null   int64  \n",
      " 2   industry              2591 non-null   object \n",
      " 3   full_name             2591 non-null   object \n",
      " 4   age                   2591 non-null   int64  \n",
      " 5   country_of_residence  2591 non-null   object \n",
      " 6   city_of_residence     2591 non-null   object \n",
      " 7   source                2591 non-null   object \n",
      " 8   citizenship           2591 non-null   object \n",
      " 9   gender                2591 non-null   object \n",
      " 10  birth_date            2591 non-null   object \n",
      " 11  last_name             2591 non-null   object \n",
      " 12  first_name            2591 non-null   object \n",
      " 13  residence_state       2591 non-null   object \n",
      " 14  residence_region      2591 non-null   object \n",
      " 15  birth_year            2591 non-null   int64  \n",
      " 16  birth_month           2591 non-null   int64  \n",
      " 17  birth_day             2591 non-null   int64  \n",
      " 18  cpi_country           2591 non-null   object \n",
      " 19  cpi_change_country    2591 non-null   object \n",
      " 20  gdp_country           2591 non-null   float64\n",
      " 21  g_tertiary_ed_enroll  2591 non-null   float64\n",
      " 22  g_primary_ed_enroll   2591 non-null   float64\n",
      " 23  life_expectancy       2591 non-null   float64\n",
      " 24  tax_revenue           2591 non-null   float64\n",
      " 25  tax_rate              2591 non-null   float64\n",
      " 26  country_pop           2591 non-null   int64  \n",
      " 27  country_lat           2591 non-null   float64\n",
      " 28  country_long          2591 non-null   float64\n",
      " 29  continent             2591 non-null   object \n",
      "dtypes: float64(8), int64(7), object(15)\n",
      "memory usage: 607.4+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info() #info about every colum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          position         wealth          age   birth_year  birth_month  \\\n",
      "count  2591.000000    2591.000000  2591.000000  2591.000000  2591.000000   \n",
      "mean   1282.913547    4666.190660    65.252798  1957.133925     5.646083   \n",
      "std     740.191092    9917.104258    13.055442    13.074254     3.732279   \n",
      "min       1.000000    1000.000000    18.000000  1921.000000     1.000000   \n",
      "25%     636.000000    1500.000000    56.000000  1948.000000     2.000000   \n",
      "50%    1272.000000    2400.000000    65.000000  1957.000000     5.000000   \n",
      "75%    1905.000000    4300.000000    75.000000  1966.000000     9.000000   \n",
      "max    2540.000000  211000.000000   101.000000  2004.000000    12.000000   \n",
      "\n",
      "         birth_day   gdp_country  g_tertiary_ed_enroll  g_primary_ed_enroll  \\\n",
      "count  2591.000000  2.591000e+03           2591.000000          2591.000000   \n",
      "mean     11.882671  1.101983e+13             64.125743           100.232420   \n",
      "std       9.941884  9.631193e+12             24.527813            11.966391   \n",
      "min       1.000000  1.044779e+09              0.000000             0.000000   \n",
      "25%       1.000000  1.390000e+12             50.600000           100.200000   \n",
      "50%      10.000000  5.080000e+12             63.400000           101.800000   \n",
      "75%      21.000000  2.140000e+13             88.200000           102.600000   \n",
      "max      31.000000  2.140000e+13            136.600000           142.100000   \n",
      "\n",
      "       life_expectancy  tax_revenue     tax_rate   country_pop  country_lat  \\\n",
      "count      2591.000000  2591.000000  2591.000000  2.591000e+03  2591.000000   \n",
      "mean         78.409101    12.422926    44.548012  4.837733e+08    34.394755   \n",
      "std           3.910509     5.275224    12.212804  5.497567e+08    16.833864   \n",
      "min          54.300000     0.000000     0.000000  3.112200e+04   -40.900557   \n",
      "25%          77.000000     9.500000    36.600000  6.029740e+07    35.861660   \n",
      "50%          78.500000     9.600000    46.100000  3.282395e+08    37.090240   \n",
      "75%          81.300000    12.800000    59.200000  1.366418e+09    38.963745   \n",
      "max          85.940000    37.200000   106.300000  1.397715e+09    61.924110   \n",
      "\n",
      "       country_long  \n",
      "count   2591.000000  \n",
      "mean      16.383842  \n",
      "std       87.389321  \n",
      "min     -106.346771  \n",
      "25%      -95.712891  \n",
      "50%       12.567380  \n",
      "75%      104.195397  \n",
      "max      174.885971  \n"
     ]
    }
   ],
   "source": [
    "print(df.describe()) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "position ignored\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2yV/jndJjxYoV+T4bMWJEHHfccTFz5syoXr169OvXL8aOHRt77bVXnHHGGbFixYqYP39+nHPOObF48eI4+OCDC1t8KbDqNWwffPDBmDJlSlSvXj169+4dd911V7Ru3Trq168fl112WTz//PNxzDHHxD//+c8CV80vYdW/jVtvvTXOOOOM6Nq1a9xzzz3RoEGDePbZZ2PixIn5s6+XLVsWjz32WNStWzcqVKhQ4OrXH7lcLjbaaKMoV65cfP311xHxf6NOXXPNNdGwYcN88L7yGu/8fLlcLj7//PPYeuutY/jw4TFq1Kho165dLF++PMqWLRvnnXde3H///VG1atW4/fbb86/7gAED4sUXX4x27do5kWMd9137Crfaaqto2rRpPPnkk/l9grlcLvbdd99o3LhxpJTi4IMPjunTp//S5ZYa3w7Qi4qK4t13341TTz01Dj/88Hj44YejWbNm0ahRo/jLX/4SEeG9UkqsPJj/uuuui5RSbLLJJnHvvfdGy5Yt44ADDohBgwZFRMR///vfuOOOO+Lpp58ucMXrp5WfXXPnzs3Pq1y5clxxxRWxyy67xMEHHxw33HBDRER89dVXce+998b48eMd3MJP9n1/M02aNIkZM2aU+K6M+GbUyIMPPjgaNGgQAwcOzOdA66qUUsycOTM6deoUAwcOjBNOOCGGDh0aO+20U2y55ZYxYsSIOO200+Kxxx6L6667Lg499NBo3LhxlC9fvtCl/zwJfqYVK1aklFKaNGlSuv/++9MNN9yQvvrqq/zycePGpcqVK6cTTjghLVq0KKWU0hdffJE+/vjjgtS7PpswYUJq165dfrpJkyYpl8ulM888s0S7888/P7Vs2TJ9+umnv3SJG6zly5fn/z937txUq1attMsuu6QJEyak4uLilFJKy5YtS0uXLk0XX3xxOvbYY1Mul0uHH354Wr58ef59xvpv9uzZaYsttkhFRUXppptuSil987fxbfPmzUsXXXRRql69epo6deovXSareOutt9KTTz6ZBgwYkFJKadGiRWns2LGpbt26qU2bNvl206dPT9OmTUszZ84sVKm/uIkTJ6ZTTz01nXzyyfnPumnTpqUTTjghtWjRIt1yyy0l2i9ZsqQQZfITTJkyJW233Xbpr3/9a75PU0rp+eefTx07dkyHHHKIz6RSZtVtlOeeey517do11ahRI5166qn5z6uBAwemXC6X2rdvn9q2bZv23nvv1KRJk/x79ru+p/jGqttw559/ftpiiy1Snz59UnFxcVq0aFGaPn16+ve//51vs3z58rTPPvukfv36FaJcCuS8885LtWrVSkcffXQ69NBDU5kyZdJpp52W3nvvvZTSN9t999xzT+rYsWNq1KhR/r3nN0I2q37urapTp05p1113ze+3WPnZ1r1797Trrrum5s2bpwceeCCl5LVfUxYuXJiuuOKKVKFChVShQoX0t7/9LaWU0tKlS9Py5cvTzTffnHK5XDrssMPSsccem4455pi0ySabpFdffbXAlfO/rPo+mzNnTvriiy9SSt+8d37/+9+nZs2apaFDh+bfZ3PmzEmHHnpoGjJkSNp9993TVVddVZC613WrfvbcdNNN6bPPPksppfTll1+mV155JR144IGpWbNmaeedd059+/ZNderUSePGjStUufxEr7zySqpRo0YaMmRI+vLLL9Phhx+eKlasmA4++OAS7Xr37p2aNWuWPvnkkwJVuv5a+R574okn0qGHHpqefPLJlNI3+9wbNmyYtt122xLt+/btmxo0aJDfZoMfa9XvyREjRqR77703jRgxIj+vc+fOqUGDBmno0KHp/fffT19++WXq1KlTuvzyy9P111+fatSokT744IMCVP7jrVzHF154IVWvXj2VLVs2PfTQQyml1belFy1alGbNmpX233//1Lx581K9j0Hozs+y8s0xYsSIVLt27bTrrrumrbfeOm2zzTbp2WefTYsXL04pfRO8b7LJJumwww7L/4BlzXv77bdTUVFRuueee1JKKT3zzDNpxx13THvuuWd6/fXX05gxY1KvXr1S1apV07/+9a8CV7thOvfcc9MRRxyR9tprr1StWrW0zTbbpPHjx6elS5eWaLd06dL00EMPpbJly6bnnnuuQNVSCLNnz061atVKtWvXTk2aNElffvllSimV+BsZM2ZM6tSpU9pyyy3tcCqwjz/+ONWrVy9VrFixxI6hpUuX5oP3/fffv4AVFs6iRYtS7969U61atVLz5s1LLHv33XfT8ccfn/baa680cODAAlXID1m5jff666+nhx56KN13333p7bffTiml1KNHj7T33nunyy67LKWU0tdff5369u2bDj/88PT1118XrGZ+nj/84Q+pWbNm6cQTT0x77rln2myzzdLxxx+fZs2alVL65sCKHj16pB49eqRBgwblv5e+vQ3DN74d6l1zzTWpRo0aafLkyWnBggUppZI7GhYuXJgmTpyYOnbsmJo0aeJ13YC88MILqV69eumll17Kz/v73/+eatSokXr16pVSSumTTz5JXbt2TV26dPHe+5lWfW++9NJL6c0330zTpk1LKX3zOterVy8dcMABac6cOfn9GV26dEljxoxJHTt2TLvvvntB6l6fPffccymXy6VcLpfuu+++lFLJz8fx48enI488Mh1yyCGpd+/eJQ5UYt33pz/9Kb+v8NJLL00pfXNAyxFHHJF23nnndNhhh6Wrr7467bnnnmnvvfdOKaXUsmXL1K1btwJWvW5a9fNr+vTpabPNNkvNmjXLH9CQ0jcHMb///vupR48eaeedd065XC79/ve/L0C1/FTTpk1LV155Zerdu3d+3pQpU9L222+f2rRpk6655pr08MMPp9NPPz1VrVo1vf766wWsdv02cuTIVLFixfTXv/41v302f/78dM0116QGDRqkFi1apFNPPTUdeuihqXr16vbL8ZOtup1z7rnnpqpVq6YddtghVahQIZ122mn5ZUcffXRq1KhR2mSTTdJ2222XP+jjX//6V9p6663X6YM9Vl3HO+64I7Vo0SLVqVMnnXLKKSU+v5YuXZqWLl2aLr300rTXXnulli1blvqD+4Xu/Gzjx49PNWrUSIMHD04ppTRjxoyUy+VSw4YN05NPPpk/C+qJJ55Iv/rVrxyFt5YsW7YsffXVV+m4445LJ510Ukrpm513EyZMSLvuumuqW7duatiwYdprr71smBXIrbfemjbZZJM0efLkNH369PThhx+m3XffPTVo0CBNmDChxBfJyh9THTt2TBdeeGGhSqZAPv744/TRRx+lJk2apEaNGuWD95V/F5MnT05Dhw5N7777biHLJH1z5tkdd9yRGjRokDp16lRi2bJly9JTTz2VioqKUufOnQtU4S9v1Q3radOmpb59+6ZKlSql/v37l2g3bdq0dNhhh6V27dqlOXPm/MJV8mOMGDEi1apVK7Vt2zbtuOOOqVmzZun2229PCxYsSGeeeWbacccdU9WqVVPz5s1TlSpVbF+UYqNHj061atVKL7/8cn5e//7906677ppOOOGE/Pb7t0O+0vojeG379sEnS5YsSUcccUT+QJWVr9uqO89HjRqVDjnkkNS2bdtSv5OBn+bpp59ODRo0SNOnT0/Lly/P/108+OCDqWzZsvn35dy5c/Pfsf42fr7zzjsv1a1bN9WuXTvttdde6f77708ppfTyyy+nzTffPG277bapVatWqWnTpmmrrbZKKaV0ww03pKZNm5YY6YXsVv6tL1y4MI0ZMyZdeeWVKZfLpTvuuCO//Nt/6983SgHrjlX76IYbbkj16tVLAwYMSBdccEEqKipKxx9/fFq2bFlatmxZuu6669JBBx2Udtttt9S1a9f8STqdOnVK/fr1SytWrDCqxHf405/+lA4++ODUtGnTlMvlUuPGjUsE7yt98MEH6cYbb0ybbLJJ+uc//1mASvkxVqxYkT7//PO0+eabp4oVK+b36a706quvpmOOOSb95je/STvttFPaf//905QpUwpU7fpp1c+Z6dOnp0aNGqVrrrlmtXYLFixIL774YjrqqKNSly5d0vnnn5/eeeedX7JU1gOr/r3NnDkztWjRIv3rX/9KM2bMSI8++miqUqVKOuaYY/JtXnrppXT//fenhx56KL9ddOaZZ6ZmzZqts/vSVl3HP/7xj2mbbbZJM2fOTBMmTEhbbLFFOv7441fbf/Tpp5+mG2+8Mb+OpfkAY6E7P9mqb5qlS5emv/zlL+miiy5KKaX0/vvvp1//+tfpzDPPTO3atUubb755Gj16dH7DedVh58lm5Q+Ylf3w7df0oYceSuXLl08vvPBCifmvv/56+vjjj9fZD+MNQe/evVPHjh1TSv/Xf0uXLk3NmjVLjRo1SuPHj19tp8Iee+zhqOT13Mq/hSlTpqQnnngivfLKK/llb7/9dtppp51KnPE+aNCg1Lt3bzv7CmTV78CV79fFixenoUOHpk022SSdcMIJJdovXbo0PfvssxvEARIrX5t58+alRYsW5ac/+eST1Lt379SwYcN05ZVXlrjPe++952C8dciqO0lfe+21VLt27fxlLp577rlUoUKF/IFgCxcuTP/5z3/SgAED0uDBgzeIv/H12UMPPZTq1q2b/vvf/+bnrVixIn/QzMknn5wfat4O8B924oknpiOOOCKl9H+fi19//XVq2LBh+sMf/pBvt+qyTz/9NC1btiy99NJL+fdhad7JwPf7rvfOc889l8qWLZsPRFZu482bNy81aNAgHwavJHT86b59ua6XX345bbXVVmnixInpoYceSmeccUbafPPN07Bhw1JK3/zG7tevXzr33HPThRdemH8/HnPMMalTp062w3+mVX8Lr2revHmpX79+KZfLpbvuuis//+67784Pj+37Z9317b6ZNGlSGjBgQHr44Yfz855++ulUsWLFdNxxx5UYBXPlfq3ly5envn37ppo1a7pc0fcYOHBgqlKlSnr++efT1KlT02OPPZYaN26cdthhh3zwvuolu2bOnJn22GOPdO+99xaqZH6kp556KjVo0CA1bdq0xOg3KX2zbTB//vw0b948I4utQVdfffVqwd/rr7+e6tevX2LfnO8e1oSPPvqoxPTll1+eOnXqlLp161biO3H06NGpSpUq6bjjjlvtMV544YV08sknp+rVq5eKkx5ef/31dMghh6SJEyfm540ePTptscUW6eSTT06TJ09OKaW0zz77lNheKO0HGAvd+VG+64f91KlT04oVK9I//vGP9MYbb6T58+enPffcM5188skppZT+/e9/p/Lly6datWqlp5566pcueb3Ut2/fNGbMmPz0hAkTUrdu3VbbEdO1a9fUqVOnEmdDUDgr++CMM85IjRs3zs9f+YU6YsSIlMvlUtOmTfNfmMuWLUuvvfZa2nTTTdNrr732i9fML+vhhx9OlSpVSg0bNky5XC716dMnffzxxymlbz5Ld9lll1SjRo10+OGHp7Jly7o8RIGsfC+PHTs29ezZM7Vq1Srdfvvt6Y033kgppTR06NBUt27ddOKJJxayzIJY+do89thjaa+99kpNmzZNzZs3T3//+9/T8uXL06xZs9If//jH1LBhwzRgwIACV8u3Pfroo6vt+L7vvvtS69atU0r/d1DlqsOcrRyKl9Jt5Tb+uHHj0lZbbZU/aHPl/Llz56Ytt9wyNWvWLJ111llp3rx5Bau1NFixYkWaNGlSfmf3yn+//vrrdPzxx6eDDjpotZ0tkydPTgcddFCaPn16fp5Qdf20ar9++8Dpww47LO2www7prbfeys/7/PPP07bbbptGjhz5S5W4QbjzzjtT9+7d8ycOpPTNZW/OOeec9Ktf/apE2LvS9OnT0+9///tUo0aN/HYf2azcZhw3blw66qij0iGHHJJ69uyZX77ygIdcLpd69+6dzjrrrLTxxhsLYNdxRx55ZIkzb//1r3+lXC6XypYtm4YOHZpS+r++f+aZZ1KlSpXSSSedlD799NP8fd5777106KGHpgYNGhiqeRXf3ibo1q1bOv300/PTK1asSK+++mraZptt0i677PKdl6dbeX131h3ft6/2qaeeSltssUU69thjS+z3sW245r377rupS5cuq32/vPrqq6l+/folsoyV/fX000/nr/G+6nz4X0499dQSo2OuWLEi3XjjjWnjjTdOO++882p/S2PGjEmbbrppOvjgg0sse+aZZ1L79u1LxWgXw4cPT7/97W/TPvvskxYuXJiWLFmSX5fRo0enrbfeOrVs2TLttNNO6Te/+c16dVBrmYAfoUyZMvHee+/FcccdFxERI0aMiI4dO8a0adNijz32iEaNGsVbb70VX3/9dZx55pkREfHVV1/FEUccEXvttVdsvvnmhSx/vfH+++9H3bp189Off/55LFy4ME499dTo3LlzDBkyJCIiunTpEjNmzIhPP/00crlcrFixokAVb5i+/XrncrmIiDjjjDPi448/jj59+kRERMWKFSMionLlyvH73/8+ypQpE927d4+IiLJly8Y222wT7777buy8886/XPH8YlJKERExc+bMuPrqq+P666+P559/PoYNGxaDBg2Kyy+/PKZPnx7bbbddPPPMM9GtW7eoU6dOTJkyJZo0aVLg6jdMuVwuHnnkkTjkkEMipRTNmzePm2++OU4//fSYOXNmdO7cOf7617/G2LFjo0uXLoUu9xeVy+XiySefjMMOOyxat24dJ510UjRs2DCOOeaYuP7666N27drRvXv3OOyww+KKK66IQYMGFbpk/r/HH388Bg0aFJ999lmJ+V999VVsttlm8cknn8Tee+8d7dq1i5tuuikiIiZMmBDDhw+Pzz//vBAl8zN8exulTJlvfg62bt06qlSpEuedd1589NFH+fmff/557LbbbrHffvvFuHHj4r333vvFay4tUkqRy+WiefPmUb58+bj99tujYcOGsWDBgqhUqVIcfPDBMWbMmLj++uvjnXfeiYhvXt+LL744Fi5cGPXq1cs/1srXn/VHSinfrwMGDIguXbrEscceG08++WSklOLCCy+MX//619G+ffu488474+67745jjz02KleuHAceeGCBqy+9OnXqFH/+858j4ps+mD59ejz22GMxbNiw+OKLL/LtttlmmzjrrLPisMMOiz//+c9xyy235Jd9+umn8eijj8b48ePj6aefjkaNGv3i67E+Wbk9fdhhh0XlypVjt912iyFDhkTXrl1j5syZsdFGG0WfPn3ihhtuiMcffzzefPPNeO6552LbbbctdOn8gOXLl0fDhg3z002aNIn7778/ioqK4uWXX47i4uLI5XKRUop99903nnzyybjzzjtj8ODB+ftstdVWcc4558QzzzwTTZs2LcRqrHNW/e544IEHori4OJYuXRqvvfZavk0ul4umTZvGCSecEK+99lq0adMmFi9eHOXKlYuUUowdOzZmzpwZRx11VKFWg29Zuc340ksvxeDBg+OKK66I//znP1FcXBz77bdf3HbbbfHcc8/F1VdfHVOmTIkI24ZrwzbbbBODBw+ObbfdNiZOnBivvvpqRET8+te/jqKiorjxxhvjyy+/jIj/2687atSoeOCBB2LRokUl5sP/ctVVV8VDDz0UERFffPFF5HK5OPHEE+PGG2+Mt99+Oy644IIS7du1axdDhgyJr776Kr//OCJi3333jYcffjgaN278i9afxYwZM2Lu3Lnx1ltvxbx586J8+fKxfPnySClF+/bt4+67745OnTrFQQcdFFOnTo0KFSrEsmXLCl32mlGYrJ/SaMKECalChQppzz33TLlcLt19990llj/44IOpWrVq6V//+lcqLi5OF110UTruuOMcjbcGfPtop7Fjx6ZRo0blp6dMmZIOOeSQtPPOO6ddd901jRo1KlWvXn21YY5Z+1b9ex8zZky6/fbb0+jRo9O///3vlNI3Qxf95je/ST169Ehffvlleu+999Lvfve79Oc//zm9+uqrqVKlSkaG2ICMGTMmXXDBBalbt25p/vz5+fkPPvhgqlq1ajrzzDPThx9+mJ+/6jBx/PJmzJiRdtlll3TzzTenlL45c7Fq1arp/PPPz7cpLi5Ot912W2rYsOEGNWz6kiVL0kEHHZTOOuusEvMvuuiiVLVq1fyQoNOmTUsXX3xxeu+99wpRJt9y++23pzFjxuRH1njnnXfynzOjR49OZcqUSRtvvHE655xzStyve/fu6bDDDivxucW6b9VtlMceeyxdffXV6d57782PqPPpp5+mBg0apGbNmqUbbrghPfbYY6lt27b5odI33XTTdPnllxei9FLh20PgPf/882nnnXdOzZs3z48QMGzYsPSrX/0q7bLLLqlJkyapefPmaaeddsq/7/xuWj+t+ltuwIABqWrVqqlPnz6pUaNGaY899kjXXHNNWrFiRXrvvfdS9+7dU506dVLz5s1Tp06d8n8bpX2IxUJYtGhRevzxx1c7a+b5559PXbt2TZtsskl64oknSiybNm1a6tatWzrooINKzP/iiy/S559/vrZL3iC88cYbadttt0033nhjSumboa/r1q2bypUrl/bZZ5/8pUxS+uZ1t62xbvv2Z9NNN92Unnvuufz32d13353Kli2bLrroonzblZ+Jr7766v9j777jan7//4E/X02rRIiKUopoCC0ViWhIRnmT3bBlZYXsyN4jK0IyQllZGdl7E2VGob3Xefz+6Hden3PE+/s2T+O6327v21uv8zrdrl7nvK7XdV3P63pe/Gpstlq0NNFrsmjRIqioqODx48c4fPgwDAwM+D6pUFhYGDw9PWFiYgJHR0f++MuXL8Wy6TCSJfxcDx48CCUlJXTp0gUaGhqwtLTE+vXr+Uw4wlWg3bt3ZxlW/gDRuis9PR329vZo1qwZn1L+6tWrqFGjBpydnREeHo7o6GiMGzcOioqKePTokaSKzZRTot+33bt3Q0lJiY8TFBQUYPPmzZCRkeG38vuWst5P/F75tm7dimbNmqFHjx58xreioqJvPvcrUn+HBd2ZH+Lv7w+O42BiYsIfE72pTExMoKCgAGNjY9SsWZOlhPpFohWQaLCtV69ekJaWxokTJ/gU5VlZWXjy5Anc3d1hbm4OjuOgqamJtLS0v15uBvD19UX9+vWhr6+PRo0aQV9fn08NuXHjRqioqKB27dpQV1dHy5YtUVRUhEePHqFx48blIkUM83usWbMGHMehfv36fBBSeN8fOHAAysrKGDx4sFjgnZGcd+/eQV9fH8nJyXjx4gXU1dXh7e3Nv37x4kVkZGQgJyen0tW9+fn5sLKywqxZswCU7HMv1KtXL7Rv357/me1TXDbMmzcPHMfx9cvLly/RsmVL+Pj48G2OWbNmQUpKCiEhIUhKSsL79+8xefJkKCsri6VAZso+0Tbl5MmToa6ujrZt28LS0hJWVlY4efIkgJJ08l27doWhoSEaN24MW1tbfvDPxMQEe/fulUj5y7ro6Gh+cpGHhwfGjRsHADh//jzatGmDli1b8oH3q1evYteuXZgyZQq2bNnC14msbqyYRO+927dvY/jw4fx3JTs7G8OHD4epqSmWLFnCDzR9+PABWVlZ3933mvlxq1atEgukX7t2DX379oW+vj5f/wm9e/eOH+Mo6wOcZZlAIPjmd/jSpUt8mut3796hcePGGD58OL+1mpubG96+fSuRMjO/TlNTE9ra2rh27Rp//wQHB0NaWhr+/v7fHFBnddy/u3XrFgYOHMhvNfnp0ycMGDAAtra2WLZsGQoKCpCYmAhnZ2dMnz4dO3bsgKamJmurl2EXL15E/fr1sWXLFgAlW3nJyMigZcuWWL58Ob9ne0REBAwNDfkJ0szv9+zZMxQVFeHcuXPo3r072rRpg5s3bwIoWeBmbGwMbW1taGlpoU2bNmz7T+aHifYFzpw5g4SEBFhYWEBPTw/Pnj0DUPIc3Lx5M2RlZeHv7y+pov400fbyzZs3cevWLVy7do0/FhQUBEtLS/Tv359v41WkAPu3sKA7858IK4ht27Zh8uTJqFevHrp3786/Ljq4vmLFCqxcuZLtufWLhNdcdI+rM2fO4Pr16wBKghh16tTBsWPHxK4/AMTExGDFihWskf0XiT4sQkNDUadOHcTExKCwsBC3bt2Cj48PVFVVcfToUQBAZmYmIiMjcfHiRf69U6ZMgbGxMRITEyXyNzCSsX37dnAch5kzZyI1NVXstd27d6NRo0bsOyFBwrpYIBDg7t270NbWxpUrV6ClpQUvLy++cfnw4UMMGTIEN27ckGRx/xrhdRFd9eXu7g4jIyP+Z+Gzac6cObCxsfmr5WP+3ZcvX2Bra4ugoCAA4L+3kydPhqWlJSZNmoTCwkLk5+djwoQJkJWVhYaGBlq1aoUmTZqwSZXl2MqVK9GoUSNcuXIFALBkyRLIycmhWbNmOHz4MICSTrNwkoXQjBkzoKamhvj4eImUu6wSCATIysqCvr4+bGxs4ObmBiUlJX5Arri4GNHR0Xzg/XsrNiv6oENl5O/vL3YP7du3D0ZGRmjatKnYCqnU1FSMGDEC5ubmWLhwYangEwv6/hzR6/b8+XMEBQWhXr16YpngYmJi4O7uDgMDAz6Y9b3fwfyYb7UTz58/j+joaBQXF+P+/fsQCARwc3ND//79UVBQgJycHFhYWIDjODg5ObF6sRz41io1gUCA1q1bo2nTprh69Sp/H+3YsQNycnIYO3Ysu7d+wJ49e2BiYgI9PT28ePGCP/727VsMHToUurq6UFBQgI6ODpo3bw6gpG7T1NQUO58pO4qKirBy5Uo+k1hcXBy0tLQwaNAguLq6QlVVFatXr0ZWVhYA8P9nfr+XL1/C2NiYnwx58uRJODs7o02bNnz/OD09Ha9fv8aLFy+QkpIiyeIy5ZDoc3LWrFlo3rw54uLikJKSAgsLC+jq6ooF3rdu3QqO47B582ZJFfmHfT25v3HjxmjQoAFq166NgQMH8uPcGzZsgLW1NQYOHIhXr15JprB/EQu6M/9KdGay6ADA2bNnoaysXCrt2t27d1laqN8oOTkZbdu2xcSJExEeHg6O43DkyBH+9R49ekBZWRlHjx5laaclRJgWD/jfDO0ZM2bAwcFB7LyXL19i0KBB6Nq1a6nA6oMHDzB8+HDUrFkT9+7d++NlZiRDWDfGx8fj9u3buH79On9s1apV4DgO8+bNK7VCmqVUlAzhZ/P1oJCTkxM4jiu1fcfUqVPRpk2bSpFSXnhtjh07BicnJ+zfvx9ASeDWyMgIvXv3Fjvf29sb3bp1Q15eHmsjSJjo9XdyckKLFi349sX9+/eRkZGB6dOnw9TUFFOnTuWfazExMQgPD8fZs2crxXe8IhGtw3Jzc+Hu7o61a9cCACIjI6GoqIgpU6bA0dERurq6pQJPT548gZubG1RUVNhki3+RnZ0NNTU1SEtL85NZhIqLi3H+/HmYmpqKpZpnKq6IiAgMGTJErP/86tUr9OjRAwoKCli8eLHY+WlpaRg9ejSaNGmCkJCQv13cCm38+PHw8vLCixcvEBISggYNGmDQoEH86zExMRgwYADq1avHT25nfo8vX75AU1MTS5cuxcmTJ8FxHE6cOMG/np2dDXNzc+zYsYM/NnLkSERHRyMuLk4SRWZ+gGj7Ij4+HsnJyfzqXIFAwE8yEg28r1+/HtbW1qw/8APu3buHjh07Ql5eHqtXrxZ7LSMjA2/evMHmzZsRERHBT1QZO3YsLC0tkZycLIkiM98g/M4LP6P4+Hg8efIE2dnZaN++PTw8PACU1JvKysrQ0dHB6tWrxTKGML9fTk4ODA0N0a9fP/7YqVOn+MC7MNU8w/yqR48eoXv37oiOjuaPpaamom3bttDR0RFLNR8ZGVkuM8CsWrUKysrKuHz5Mm7fvo2oqCgoKyvD0dFRrB3QrFkzzJkzR8Kl/fNY0J35LuGD/cSJE/y+QHPnzuUriHPnzkFFRQUuLi54+/Ytpk+fjubNm4utzGZ+zZcvX7BixQo0bNgQ8vLy2LVrFwDwnRngf4H348ePs8D7XxYdHQ2O4+Dl5SV2fMmSJTAwMMCnT5/Eju/cuROKioql0uWdPHkSY8eOZfs0VWCi+3a1aNEC2traMDMzg5mZGR9UX7duHTiOQ0BAgNgMWtbJ+vuE1/zMmTMYNmwY5s+fj4sXLwIoaSxbWVlBQ0MDUVFRCA0Nxbhx46CgoFCpJs0cOnQIVapUwdKlS/n0a/n5+QgJCYGhoSH09PQwevRo9O7dGzVq1GDbZpQRogHzz58/Q0VFBfLy8ti+fTt/PDMzkw+8T5o0ibUtyjHR50doaCjevn2LuLg4vHz5Eo8fP0bjxo35AdygoCBIS0ujVq1auHDhAv++jIwM7Nixg2Ww+gbh4EFRURHev3+P1q1bQ09PD3Z2dqUmLwgD7+rq6qUmbTEVk/D7cfDgQX4g7cOHD+jZsycsLS0RHBwsdn5KSgqWLl3KVvf+Rk+ePIG+vj4uX74MoCTIu3PnzlKB93PnzmH27Nns2v9mnz9/xsqVK6GgoIAqVarg4MGDAP4XdMrLy4OWlhb69OmDu3fvwtfXl2X4Kof8/Pygr68PFRUV+Pn58ZNXhIF3PT09XLt2rdT9xfq4pX092Vv48/Pnz9G5c2dYWVnhwIED/OtfX8ObN29i7NixUFRUrFT90rJO+DmdP38e27ZtE8uCc/v2bbRo0QK3b98GULIgx97eHp6envzex8zvJbyvhH3c6OhoNGzYkM9KCpSMA/Xo0QPa2tq4f/++RMrJVBzr16+HpaUlzM3N+fEY4fcwNTUVlpaWaNasWamYQHkLvA8aNAhjxowRO/b8+XNUr14dkydP5o8dOnSoUrS5WdCd+VeHDx9G1apV4e/vj0WLFsHe3h4NGzbEy5cvIRAIEBMTgwYNGkBLSwsNGjTgB96Z3ycmJgZycnKoX78+pk6dyh8X7uUOAK6uruA47ptp8Zg/RzgQraqqCk9PT/74kSNH0KhRI2zcuFFsNdO1a9dgZGTE790tSvTzZCqm6OhoVK9eHRs3bkRmZia/unTNmjX8OcLA+9KlS9lAhISdPn0a8vLy6NmzJ9TU1GBjY8OvXoyNjUX37t3RsGFDtGjRAl26dKlUnbGPHz/C2NgYS5YsKfVafn4+7t27By8vL7i4uGDw4MFiaXQZydm0aRNsbGz45821a9dQtWpV1K1bF2ZmZmLnCgPvlpaWGDVqVLnr8DHiA7cBAQFQU1MTq6eCgoLQoUMHfr/2gwcPonv37li9enWl6AT/KtHre/r0ab69l5ycjNatW6NDhw44depUqWf506dP2fWt4EQ/3zt37sDAwACurq58mt+3b9/CxcUF7dq1KxV4/9bvYH5OQEAAPDw8SmUcyMrKws6dO6GqqvrNCTDs2v9eFy5cAMdxkJeXx4oVK/jj+fn5AEr6R8rKytDQ0EDDhg1ZRpUyTiAQiD3/9u7diwYNGuDAgQP8hE1XV1d+srJAIECrVq1Qq1Ytsf4A6+eWJnpdd+7ciVmzZmHo0KH8nrjPnz+HnZ0d7Ozs+AksX79v9+7dcHV1ZZOdy6ADBw5AUVERfn5+iI2N5Y9fvHgR2traCAsLQ05ODmbPng13d3dkZmZKsLQV27t378R+fv36NTp16oQZM2aIHT9+/Dj69u3LttZiftnly5ehpaWFqlWr8tu5AeKBdx0dHfzzzz+SKuIvEQgEKCoqgqWlJQYMGMAfF7b1Fi5cCBMTE7Eth4CK3+ZmQXfmuz59+gRra2t+BUxaWhqUlZUxfvx4sfPS09Nx8uRJJCQkSKKYFZawI/Ly5UucOXMGK1euRPPmzcWuv2igdsiQIfw+IMzfk5mZiR07dqB+/fp8SigA8PHxQd26dbF48WJcvXoVr169QufOnWFjY8P2MKukFi5ciLFjxwIoaeg3atQIo0aN4l8X3vObN2/G48ePJVFERkRgYCBWrVoFoCTI7uHhAVNTU2zYsIE/JzY2FhkZGZVuC4Bnz55BVVVVbDXs9wbPWH1Xdpw5c4ZP15qdnY2kpCScP38e9+7dg46ODtq0aSN2fmZmJsaNG4dOnTqxLEblWFxcHIYPH46IiAix4xs3bkSDBg1w7do1FBYWolu3bpg+fXqp9JdMaaL13dSpU6Gnp4fVq1fzgfd3796hVatWsLOz47eAsrS0FBvMY9e3YvrWM2/Tpk3o0KED/vnnH36g/e3bt+jRowc6dOiA9evX/+1iVkhfX/s5c+aA4zgYGBiUSrGclZWFkJAQcByH+fPn/81iVgrCOjIjIwOvX79GdHQ0Vq5cCUVFRQQEBJQ6Ly0tDY8ePWJtjXLm4sWL8PHxEcuWFB4ejvbt26NXr15igfdBgwax595/NGnSJDRs2BDu7u4YNGgQOI7Dxo0bAZRk7+jSpQu6dOny3a1IWLC27Ll9+zbq1auHbdu2lboP0tPT0blzZzRu3Bi6urpQVlbmV70zv4/weRMXF4eGDRuib9++OHfuHP95bNmyBXJycqUWCwgnJzPMf/W9jCW3bt2Cjo4OnJyc+MlUoq9nZmaWm+fk98b4Nm7cCFVVVbGsEQCwYsUKmJubIy8v728Ur8xgQXfmuwPlnz9/RrNmzfDixQu8fv0a6urq8Pb25l8/fvw422vrDxB+Hp8/f0ZmZib/kE9OTkZgYCD09PQwceJE/vytW7ey/eckLCMjA8HBwVBRURFLVTh58mS0atUK8vLyMDQ0hKmpKZ/CiAWiKp/+/ftj9OjR+PDhA9TV1TF06FD+fg8LC8PKlSvZrH8JEl77p0+f4tmzZ/Dx8cHevXv51+Pi4uDp6QkzMzOx7ASVifAaPXnyBJqamjhy5Eip16Kjo7Fv3z6JlI/5b27cuAETExM+fVl+fj5iYmKgq6tbKvCelZVVaqsUpvzYv38/OI6Durq62P5xQEnH39HREcrKymjatCmaN2/OrwZlz6L/xt/fH8rKyoiJieEHuYXX7u3bt2jbti1atGgBXV1dGBgY8LP9mYpJtG2/du1abN68mf95y5YtaNeuXanAu7W1NUaOHMnuud/o3bt3/Gexdu1acBz3zcw8GRkZOHHiRLkZ4CwvhN/lo0ePon///vw4xadPn7Bo0SIoKioiMDCQPz8kJATnz5+XSFmZ/87b25tv3wsEAty4cQNaWlqoWbMm1q5dK3buoUOHYGNjAzc3N5w+fVrsNXa//bsjR45ATU2ND7peunQJHMchNDSUP+fRo0do1aoVxo0bJ/Ze9hwpu3bv3g0TExOkpKTwzyfRNkNaWhp27dqFoKAgPisO8/vt2LEDLi4uOHXqFMzMzGBubo727dvjzp07SEhIwMCBA+Hj44O8vDw2Xsv8FNHvTXh4OFauXImAgAA+dnbjxg00adIErq6uYnEc0fq7rD8nRf/Gmzdv4vTp00hMTEROTg4+fvyI3r17o3379vyE/y9fvsDBwQH//PNPpXtOsaB7JSe8WdLS0vDhwwe8fv2af+3FixcwNjZGeHg4GjduDC8vL/78ly9fwtPTE2fPnpVIuSsqYQV0+PBhtGnTBnp6etDS0kJQUBCys7ORmZmJwMBANG/eHL169cLUqVPBcRzbZ/Mv+rrxJfzMsrKyEBwcjHr16okF3mNjY3H58mVcvnyZfy9L01s5rVy5El26dIG6ujq8vLwAlHx/8vPzMWLECPj6+rJtBiRs3759qF27NmrXro3q1avDx8dH7PX4+HgMGzYMzZo141PNV3Tfahjn5+fDxMQE1tbWYnuEA4Cvry/69OmDrKysv1VE5gedPHkS7dq1Q9u2bfl04wUFBXzg3dzcXMIlZH6ngQMHguM4LF++vNQz5ubNm9i9ezfWrl3Lt03KekdfUnbt2oWUlBT+5/j4eJiYmODkyZMASrbduH79OiZMmMAHJj5+/IgdO3Zgw4YN/PVlbcCKb9KkSVBTU0NAQAA+fvzIHw8KCoKVlRX69OnDB96TkpL4/kFlG4j6EzZv3oxmzZrhwoUL/HUNDAyElJRUqcCgKFbv/R7C7/DBgwehoKCAGTNmiI1TfP78GQsXLkSNGjUwfPhw+Pr6QlZWlgWZyrj379/D39+fXzwgtHnzZmhra8Pe3h5PnjwRe+3w4cNo0aIF/Pz8ALD67b/asmUL3N3dAZSk7q9RowafZS01NZXvd8XHx7OgYDkyY8YMaGlp8T+LPnNu376Nz58/S6JYlYKw7nn//j0aN26MRYsWAfjfxLuuXbuiUaNGcHV1RZs2bWBhYYHU1FQJlpipCHx9fdG4cWPY2dmha9eu4DgOJ06cAFASeNfR0UHv3r1x6dIlCZf05/n6+qJu3bqoWbMmNDU1MXDgQHz48AHPnj1Dv379UK1aNejo6KB58+YwMjLi2xCVqT3Agu6VmLCR9ujRI3To0AHa2towMDDAvHnz+HMGDBgAjuPQt29fsfdOnToVhoaGeP/+/V8tc2UQFRUFOTk5BAYGYteuXZg6dSqqV6+OadOmIS8vD6mpqdi2bRtsbGxgbW2Nu3fvSrrIlYZox2bTpk0YN24cevTogcjISD5toXDF+7f2CPz6dzAVk7AR8fr1a7x//55fJfr8+XNoampCRUUFN27cAFAyWcPPzw+qqqpsewgJEX5e6enpMDMzw5YtW3D27FmMGTMGjRo1KpV29MWLF/Dx8cGrV68kUNq/S3htzp49i3HjxqF79+5YtWoVcnNz8erVK6ipqcHKygohISGIjIyEj48PFBUV+RXUTNkg/BxfvXrFB/xOnz4NR0dHmJqaigXer1y5gjp16sDW1lZi5WV+zvcmBQKAq6sratasiYiIiFKD5qJY4OnbNm3ahC5duohd4y9fvkBTUxOBgYG4efMm+vfvDyMjI5iamoLjOOzatavU72HXt+Jbu3Yt6tSpg3v37vHHRO+5kJAQtGvXDp07dxbbU5T1D36PL1++QE9PD5aWlrh48SJ/XRctWgRpaWmsW7dOwiWsWL71vX369CnU1NTEMj0AJRmjhBMyN2/eDENDQ7Rr147t4V5OCNuP27Ztw+LFi/njmzZtQsuWLTFixIhSfdmLFy+y594PCggIgI2NDQ4fPgxFRUWx7Uc2b96MAQMGiG1rxp4dZcv3gknXrl1D7dq1xSZ/CQQC5OXlYcSIEdizZ0+lCkT9bVeuXMHUqVMxdOhQFBYWlpoAGxYWxi9o4ziu1J7vDPMjQkNDUb9+fdy6dQtAySQ0juMQFhbGn3Pt2jUoKChg+vTpkirmDxOtoyIjI6Gjo4MzZ87g/fv3WLNmDTp27Ah7e3skJiYiNzcXV65cwcqVKxEaGsq3BSrb5HMWdK+khI2ze/fuQUFBAePGjUNISAjc3NxQrVo1foVGYmIiunXrhrp162LLli1Yt24dRo0aBQUFBbHBBOb3EAgEGDBgAAYPHix2fPPmzahSpQp27twJ4H+DdpVtH+GywtfXF3Xq1EG/fv3QuXNn1KpVC2PGjOFnHO/YsQNqamro2bOnpIvKSEh4eDhUVFT4lL1XrlwBADx8+BCqqqowMTFBixYt4OTkhPr167MBJwk7e/YsBg4cCE9PT75eTUhIwMyZM9G0adNSgffK1Fg8dOgQatasiSFDhmDu3LmQl5dHz549kZ6ejg8fPsDGxgbNmzeHlpYWLC0t2USwMkbYOTpy5AiaNm2KHTt28AGgqKiobwber127hpcvX0qszMyPEx103bZtG0aMGIERI0Zg9erV/PGePXuidu3aiIyM/NfAO/Ntwrb3lStX+JVmfn5+aNy4MeTk5DBu3DgcO3YMANCtW7dSmVKYiq+oqAgjRozgB9CeP3+OHTt2oE2bNujWrRufFWHVqlUYOXIkC5b8ou9NNEpJSYGBgQHMzc1x8eJF/vjixYvBcRwOHjz418taEQmv/5MnT3Du3Dn++PXr12Fqaoq3b98iPT0d69atQ4cOHaCuro7u3bvzKVbz8vKQnp4ukbIz/93169f5VZ+fPn2Cq6srTExMxCawrFu3DsbGxt8MvANswtm3fK/+v3HjBlq3bg1ZWVksX76cP56dnY1u3bqJbU/HlB05OTkA/ve5Pn78mN+OtbCwEBkZGfD29oaZmRlWrlwJoGSsYdasWahXrx6f/Yb5/TIyMuDl5QVFRUW0b9+eP15UVFTqPnzy5AnbQpf5ZYsXL+b7gfv370eNGjWwadMmACVZpoWZLR49elRuno+iW6Rt3boVs2bNwrRp08TOCQ8Ph7m5OebOnfvN51R5+Vt/JxZ0r8SePn2KatWqYfbs2fwx4Z5BS5cu5Y9lZmbCw8MDhoaGMDQ0RK9evfDgwQNJFLlCEwgEEAgEsLe3x6hRowCUVGzCymrs2LHQ19dHbm5upaysyooLFy5AXV0dN2/e5I9t3boVBgYGmDJlCgQCAdLS0rBhwwY4OzuzAbVK6O3bt9DR0cHGjRsRGhqK/v37Q05ODsePHwdQstIjODgYEyZMQHBwMGvYS1hhYSFWrVoFRUVF6OjoiL32/v17zJw5E/r6+qUalZXB27dv0aJFC36VhUAgQM2aNTFp0iSx7TISExPx5s0bNnhaRh05cgTVq1fH8uXLSwXTz549iy5duqBt27b8/pFM+TVp0iSoqqpizJgx/IoN0T0/XV1dUa9ePezfv5+1Jf8j4XUSCAQ4d+4cqlWrhoULFyIrKws5OTl4+vSp2GSj4uJiWFpaiq0EZCqPwYMHQ0VFBdu2bYOFhQUcHBwwYcIEmJmZwdramj9P2L9j/YRft3v37lKprVNSUtCiRQu0atUKly5d4q/zrl27KtXEyT9FdAHH12NHd+7cgYyMDDw8PKCtrQ0XFxdMnz4d27Ztg5aWFg4cOCCpYjM/KCIiAhzHoXfv3nxWv6dPn8LLywsWFhZiq3bXr1+PNm3aoE+fPnjz5o2kilwuiAYj9uzZg8WLF2P37t0QCAQoLi7GtGnToKuri7Fjx+LJkyc4e/YsHBwcYGRkxNdfLPBedqxduxbz5s3jsxseOHCAT7dcvXp1zJ8/HykpKXjz5g0mTJgAZWVlNGjQAPr6+lBXV2eLL/6CGzduwNPTE9LS0tizZw9/XPQ+Yu0x5ncZN24c+vXrh4iICCgoKIhlLNm0aRMmTJiA7Oxs/lhZ75NHRUVhyZIlfLZWPT09cBz3zXjHiBEjYGBgUOb/pr+FBd0rqby8PDg4OKBBgwa4ePEif3z+/PngOA6DBg3Cnj17+Bn5wvdkZmbys/iYP8PX1xdqamr87CfhjKJVq1bB1NSUDRRI2KlTp6ChoYG4uDixB8y6detQvXp1fk+6nJwcNqBWiYg22D9+/AhfX1/+5y9fvmDo0KGQk5Pj9/FhypaPHz9i3bp1kJOTw6RJk8Ree//+PSZMmABTU9MKvd/a1q1b+Ya00Nu3b9GmTRsUFhbi5cuXUFVVhbe3N//69evX/3YxmR+UnJwMMzMzLFiwAEBJmyI9PR179+7ltwG4dOkS2rZti44dO4pN9mPKl/Pnz6Nx48a4fPkygJLZ5vLy8ti4caPYee3bt4eDg4MkiljufOtemDx5Mp9WPjExkT+elZWFO3fuwNHRUWxgnKmYvte2//TpE7p27YomTZogICCAH0yPjIyElZWVWDuC1bU/TiAQiA3kZWVlQVpaGra2tqVWCiYnJ6NOnTpwcHDAqVOnxK43uz9/nmjAvVq1at9Mjbpv3z54eHjA399fbHKxubm5WMCDKbsKCgrg5+cHeXl5dOjQAa6urnxQ8enTp/Dw8CgVeF+8eDGGDBnCxj7+hei18fPzQ9WqVWFlZQWO4/DPP//g7du3KCwsxOzZs2FqagoZGRmYmJjA0dGRz1LEghlly8iRI6Gqqoply5bh3r17sLKywoYNG5CUlIQFCxagSZMm8PX1xefPn1FYWIjnz59j9erViIiIYBNU/gDhs150RTEAxMfHY+DAgdDV1cX+/ftLnc8wP+p7z7rDhw+jRYsWqFq1KlatWsUfz8jIQNeuXTFx4sS/VcRftm3bNqipqWHEiBFiY3/29vZQUFDAiRMnxFbB79q1C8bGxvjy5YskilvmsKB7JXbx4kXY2NigW7duuH37NpYtWwZFRUUMHToUK1euhKmpKRo3bgwjIyP8888/LJ38byZ8uL9//x7x8fF85z8uLg6Wlpbo0KGDWCNhzJgx6Nixo9iMKObP+lYD7NixY1BUVMTTp08B/C+VVEFBAVRVVUvt4ckacRWf8DM+fvw4hg0bBmdnZ1hbWyMlJYU/Jzk5GUOHDkWNGjX49LOMZHxd9woHMNLS0rBq1SrUrFkTU6dOFXvPhw8f+IGmiqiwsBB16tSBoaGh2IrNBw8eoH79+jh69Ci0tbXh7e3ND/Q8ePAAzs7OLJ18GST8jn/+/BkpKSlo1qwZDh8+jI8fP8Lf3x/t27eHnJwcjI2N+cHvM2fO4O3bt5IsNvODhJ+z8P/CvaKBkoC7aCq79PR0nDp1in8vGxD/v4m23w4cOIC9e/fyP0+dOhUNGzZEYGAgkpKSAJTs3+fi4gJbW1s2MF7Bid4/Bw8exKJFi7B582axTHCifbji4mJ06dIF//zzD+sX/CLRbC1btmzB+/fv8fr1a9SvXx+dO3fG8+fP+dcLCwvRvn17cByH4cOHS6K4FY7w+3v//n1Ur14dfn5+Yq9v3rwZaWlpAEoWbIjy8/NDw4YN8fr1679TWOaX3bhxA4qKihgyZAicnJzQu3dvvm4TBt7btm0rlmqeLTr4b54/fw47Ozs+e+Lt27dRr1499OjRgw/EFhQU4Pr16/j48aNYhjGm7JkyZQq0tLQwb948DBo0SGzMdsWKFdDR0YGvry/i4+MlWMqKT1j/REREoG3btmjWrBlMTEywadMmZGVl4enTp/D09ISenh7baob5JaLPuEOHDmHdunVYt24dXrx4geLiYgwcOBANGzbEmjVr8PbtW9y+fRsODg4wNjYuNxlLQkNDUa1aNYSFhfEZLUX7ttbW1lBXV8fevXvx4cMHJCUloX379ujSpUuZ/9v+FhZ0r+RiYmJgZWWFFi1aoHr16rh06RL/WkZGBj59+gRfX184OjryQUbm9zlw4AB0dXWhrKyMPn364PTp0wBK0ndYWlqiXr166Nu3L7p27QoFBQU28eEvEn2Ifj1oYGtrC11dXWRmZvLHEhISoKury6cQZyqXM2fOoFq1anBwcICtrS2kpaUREhIidk5ycjL69u0LFRUVNnlGwsLDw9GwYUNoa2ujWbNm/KzN9PR0rFq1CrVq1frmyp2KSNggzsrKgp6eHlq1aoU7d+7wdaBwe4Tu3buLvc/Pzw+mpqb83sZM2bJ79240atQIKSkpcHR0RL169VC7dm306NEDa9eu5VfAjx49WtJFZX6RMOh76NAhdOvWDdu2bUONGjXEVrhHRUXBw8MDr1694o+xAfHvE7029+7dg56eHuzs7MQygE2bNg2NGjVCYGAgMjIykJycjHPnzvGDEWxgvGISHUSaPHky6tevD3t7e7Ro0QJ2dnYIDQ3lX09PT0doaCi6dOkCQ0NDfjIGG4j6Offu3YOMjAz27t2LKVOmoFatWnyQ/dWrV6hTpw7s7Oz4MYvi4mKMHj0aDx48YBNgfqPExERwHIcBAwaIHQ8MDATHcXy2FeH3fMuWLXB3d4eKigpLo1xOFBUV8Z/ftGnT+EU55ubm+Oeff8QC715eXmjSpInYtgGsjivt4MGD/FhfQEAAunTpgl69eiErK4s/5+bNm1BRUUGvXr3w+PHjUr+DtdvKBtHPQTQL7MyZMyEvLw9NTU28e/dO7D0rVqxAixYtMHLkSDbx6A87ceIEqlevjoULFyI+Ph59+/aFkpISf//du3cPQ4cOhYqKCg4fPizh0jLl3aRJk9CgQQP06tULRkZGMDIywr59+5CXlwd3d3cYGRlBWloapqam6NChQ7mZmJ2UlIR27dqJZbMBSrafjomJwbNnzwAAzs7O4DgOTZo0wT///AMbGxt+5TtrC7CgOwPg6tWraNu2Ldq2bYvo6Gj+uLAyAEoHHZlfFxcXB11dXaxevRqhoaEwNzdHhw4dEB4eDqBkFaa/vz8GDBjA7+fE/H3Lly+Hk5MThg8fzncmnz17htatW0NdXR0hISHYtWsXHB0d0apVqzL/8GR+v8TERMydO5ef5Z+dnY2JEydCXl4eYWFhYuempKSwIKUECAQCvtH39OlTqKmpYdmyZTh8+DC6d+8OJSUlfsJMeno61qxZA47jMHfuXEkW+68RBoeysrKgq6vLB94B4OTJk7C2toaZmRmOHTuGyMhIjB8/HoqKirh//74ki818Rfgdz87ORr9+/cT2WN22bRt27dqFrKws/vMeMGAAJk2ahOLiYtYpKqdCQkIwYMAAFBQU4Nq1a2jYsGGp/XVzcnLg4OCAIUOGsM/5B02bNg1DhgyBvr4+5OXlYW1tjYiICP51Pz8/aGpqYsaMGcjIyOCPs4Hxim/16tXQ0NDAtWvXAABr1qyBnJwcTE1N+UmX8fHxmDhxIvr06cPXu2wyxs9LSEjA7NmzUbVqVSgpKfHt6dzcXAAlgXdVVVVYWFhg8ODBsLW1haGhIX8/sj7a75GVlYVOnTpBS0sLt2/fBgAsXLgQysrKYhlVhKKjozFw4EC2gKMcuHPnDt6/fy92LDg4GNbW1vj8+TN27doFMzMzscD7w4cPERAQwO6vf7FhwwbIycnh/PnzAEpW4XIch/r16/OBC2H77NatW1BVVUXHjh3ZqugyTDSofuTIEQQHBwMA5s6dC2VlZSxYsKBUlryAgACYmJjwk2WZXyN8tn+9WKp37958Fpbk5GQ0btwYI0eOFHvv3bt3MWbMGLHsOQzzo/bs2QN1dXV+i8atW7dCTk6O376gsLAQCQkJOHnyJJ4/f16uMpYkJSVBT08Phw4d4o+tX78erq6u4DgOdevWRbdu3QAArq6ukJWVRWRkJB9HFI0nVmYs6M4AAC5fvgwrKyt069ZNrLPEGs+/j2jQByjZQ9jT05OvjOLi4uDo6AgbGxvs27dPUsWs9EQ/o8WLF0NJSQljx45FmzZtYGZmxg9kf/z4Ee7u7tDW1oaRkRGcnZ3Lzaw15teIfkdevnwJjuOgrq6OLVu2iJ03YcIEyMvLi+0ZxfxdX2cUuHz5Mg4cOIApU6aIHXd3d0fNmjX5wHtaWho2btzID4RUJllZWWjSpAlatmzJ7/l94sQJuLu7o2rVqjA0NESHDh1YwL2MunjxItq2bQtHR0fExsZ+M/iXkpKC6dOnQ0lJiQ2Cl3MLFy5EvXr1kJycDKBkcgXHcRg/fjz279+PqKgodOrUCYaGhuUmlV1ZsW7dOigqKuLq1at4//49Ll26hFatWsHe3l5sm5jRo0ejR48e7LpWAsL6NDMzE6NGjcLKlSsBlGSZUFJSgp+fHzp16oQWLVrwE3XT09P57wbrH/wc0edYUFAQOI5DtWrVxPYGFy4QeP/+PTw8PODi4gJ3d3e+b8YmwvxeOTk5sLe3h6amJkaPHo26devyY0iideHt27dRWFgott8nUzYdPnwYHMdBRUUFW7duFRsT7NChAyZMmAAA2LRpEywtLdG3b99SwUNWx5W2ceNGyMjI8AtrhK5evQppaWl4eXnh48ePAP5371y5cgVdu3Zl9VYZlZGRgdatW6NTp044cOAAOI4TW2gxZcoUaGhoYNmyZWJbzQDg2+vMrxHeG69evUJQUJBYFhUbGxtcunQJX758QYMGDTB06FD+tfDwcDx69AgAW1jI/Lq5c+eif//+AIB9+/ZBUVERGzZsAFBST7x48aLUe8pLvZ6UlAQ1NTV4eXnh7Nmz6NWrF/T19TF8+HCcOnUK+/fv59PnA0Dr1q3RpEkTXLlyhbX5RLCgO8MTpprv2bMnjh49KuniVDjCRnRUVBQ8PT3Rt29f9OzZU+ycFy9ewMHBAZ07d8a2bdskUUzm/7t27RomTpyIM2fOACiZzTphwgQYGRkhMDCQP+/t27dITU3lP9/yMGuN+XHfmkkrnOE8d+5cPsghutINKEk3xHGc2AxB5u8YO3YsZs2aJfbZCff2dHJyKjX70t3dHXXq1OHTjFX0AIpAIOCvTWpqKnJzc/nBs8zMTDRp0gRGRkZ84B0oWbWXkZFR6nvOlA0CgQDh4eFo2rQpFBUVkZiYCABiHZ9Tp07B3t4eWlpaLM1rOSNaJ4kObJuZmWHgwIH8z1u2bIG1tTUUFBRgaWmJ7t27s0mBP8HT07NUO/3KlSto3LgxLC0txQLvwuta0Z8bldX58+cRGBiIqVOn8m2/ly9f4v3793j69CmaNGmCFStWACjZOqxGjRrQ1tZGZGQk/zvYd+PniLa73759iydPnuDhw4eYPXs2FBQU+AmvxcXF3x3IZH2zPyMnJwc9e/YEx3Gl0o8CJdsvNG7cGF++fJFA6ZgfkZ+fj9mzZ0NHRwd169aFh4cH2rRpg379+uHWrVvYsWMHPDw8kJWVhaKiImzatAm6urrw9/cHwOq37wkKCoKcnFypcYD169ejsLAQUVFRkJKSwrBhw0oF3oXKS4CmMhCmhc/OzsbZs2ehoqICeXl5PruNaKr5yZMnQ0NDAytWrGAr238z4T3x4MED6OrqokePHmJbfNra2qJ79+7Q0tLCiBEj+D5Qeno6evbsiTVr1rA6i/klwn7fmDFjMGPGDFy9ehU1atTgA+4CgQDBwcFYuXKlWL1Q3pw5cwY1a9aElpYWjIyMcPbsWX4iUUpKClq2bIlp06bx51tZWaFWrVp8FjCGBd0rrK8bZ1+vsv6ey5cvQ19fH+7u7mzP4T/g7Nmz4DgOPXv2RMOGDaGoqMgP0gi9fPkSlpaWcHFxYYENCYmIiIC+vj50dXX5vQKBksGeiRMnwtjYGAEBAaXexzpFFdvr168xePBgACWrmpo3b463b98CAGbPng0pKSls2LABmZmZYu+bPn062x5CAkJDQ/mgomhny83NDcrKyrh58yYA8cENZ2dnaGhoiO2vV5EI6yjRmd2RkZFwcHCAkZER7O3t+fR4wlTzLVu2xN27d1n9Vk5kZ2cjIiICqqqqsLW15Y8LO4dfvnzB1q1bERcXJ6kiMr+RQCDAypUr0a5dO7EUiSkpKXj9+jW+fPnCJgX+IGFdN2rUKNjb2wMouc7Ce2jr1q2oVq0aunfvzu8PKTyHqXi2bdsGLS0tjBkzhh9YB/73eW/btg3m5uZIS0sDULJvr5OTExYvXsyem79I9Pr5+/ujd+/eOHHiBICSia/Tpk2DgoICtm/fzp8XEBDAt+8Adl/+Lt/7LmdmZqJbt25QV1cXu+7+/v6oVq0arl+//reKyPyixMRELFy4EFZWVvD09ERcXBxcXFzQvXt31K9fHxzHITQ0FEDJ9+Hw4cNsIt+/iI6OBsdxmDNnjtjxrl27ok2bNnzq8ZMnT0JGRgYjR45EQkKCJIrK/AfHjh0Dx3F8BognT56gRo0aqFWrFlxcXPjzhNudAMDUqVNRvXp1rF27lrUHfrOnT5+iVq1amDp1aqn75sSJE9DS0kLTpk3Fjk+fPh3a2tqsD8z8sO/dv/v27QPHceA4TixbcXZ2Nuzs7PgMMeXZp0+fvrnVSUpKCqytrbFp0yaxMYZOnTp9c4V/ZcWC7hWQaKqV4ODgUgGg1NTUf33/tWvX8OrVqz9UusrrxYsX2LBhA7/vc3x8PDw8PGBpaVlqdnh8fDwfzGP+vrt376JPnz5QUFDgU0cKvXv3DpMmTYKamprY4BtTsQkEAuzatQsGBgawsrKCtLQ0du/eLXbO9OnTIS0tjfXr11fYoG15dOzYMUyePJkf3MjKykKHDh2gqanJp0gXHZStqAMeorPCPTw8AJRMMKpSpQqWLl2KiIgIjBw5EhzH8YOkWVlZ0NPTQ+PGjVk6+TJI+L19/vw5rly5gitXrvB1T2RkJDQ1NeHk5MSfzwZHy78NGzbAxsYGd+7c4VcPvnv3DvXr1+f3L/wWFnj6vu8NpOzfv79UylAACAkJgZOTE9q0aYMhQ4b8jSIyEhIWFobq1atj//79360/t2/fjqZNmyIqKgq5ublwdnbGrFmzWEr538jPzw916tRBeHg4n8EFKGmvTZs2DfLy8hg3bhw6deoEXV1dds1/k40bN4pld/teXSlMNa+mpoZnz55hzpw5kJeXx61bt/5WUZnfJDExEfPnz0ezZs2wZMkSACWLDqZOnQpDQ8Nv9gXY/fZtsbGxsLa2Rrdu3fgJKb169YKhoSE/1ioMVERFRYHjOCxatEhSxWX+D58/f8bgwYNRvXp1nD17FkBJnzoqKgra2tpwdHTkzxUNvC9atAixsbF/vbwVWU5ODlxdXTFq1Cix4wUFBUhMTMTly5cxf/586Ovrw9bWFmPHjkWfPn2gpKTEsrwxP0y0D3348GFs3rwZ0dHRfJxNuKXovn378ObNGzx8+BBdunSBsbFxhZ3w/unTJzg5OcHMzIxvA7A93L+NBd0rGGFn6P79+1BTU8OYMWPEZhgfOnQIXl5ebC+Zv+zFixfQ19eHqqqq2ODdy5cv4enpCXNzcz4VCfP3fCsVofCh+vjxY/Tr1w+mpqZiKyiAkhXPa9euZZ3MSmj8+PHgOA6mpqb8MdFVw9OnT0fVqlWxfPlyFngvI3bs2AGO4zB9+nQ+HZIw8K6hoYEHDx5IuIR/nrCeu3fvHqSlpTF79mwAgKurKz/Ak5CQAE1NTQwbNgzA/wbRhPvWfWuGKyM5wmfVwYMHoa6uDhMTEzRo0ADdunXjU+wdPnwYTZo0Qbdu3SRZVOYXCD9ngUCA3NxcHDhwABYWFmjRogUcHR35ldZ79uyBkZERbt++LcniljuibcAzZ85g//79iIiI4J/rkydPhpycHLZv346XL18iOTkZzs7OCAoKwpEjR8BxHL83JFOxfPnyBba2tpg1a5bY8a8nsNy9exe2trZQU1ODpqYmDAwM+IEnNtnl1925cwe6urp8kONrnz9/xurVq2Fubo6+ffuyPdx/k9TUVAwbNgza2tpiiwP+LfDu5OQEjuNQtWpV9iwqx5KSkrBgwQI0bdpUbDJfSkoKAHZv/YjY2FjY29vDyckJVlZWMDY25gPuwudDcXExEhISEBsbW2EDNBVFcnIyPD09UaVKFf6ZlJ2djUOHDkFbWxtdu3blz12zZg1boPOHFBQUwMrKit9LGijJGDFu3DjUqFED+vr6aNWqFaKiouDu7g5nZ2eMHTsWT58+lWCpmfJItB0/ceJEqKioQF1dHS1atMDQoUORnp6OlJQUjB8/HvLy8lBTU0PLli3RoUOHCrm12+fPn7Fw4UI4OTnBxMSkQv6NvxsLuldAHz9+hIaGBqZMmVLqy79y5Upoa2vzDxw2GPB3vHnzBr6+vqhTpw7Gjh0r9lpcXByGDh2KZs2aYfPmzZIpYCX09b2xdetWzJo1C4GBgXyKyHv37qF///5o27ZtqcD7934PU/GIBj1WrFiBUaNGwcLCAr169eK34RCd0ezr64vatWv/n1lFmL9n165d4DgOU6dOFQu829nZQUFBoUIHTYSDY48fP0aVKlX4AIJw3/ZTp07h8+fPUFNTw9ChQ/n3BQcH86uUWFuhbLp8+TKUlJSwfv16AP9bmbt69WoAJROCIiIiUKtWLfTu3VuSRWV+gujA9tcDsWFhYRgyZAhkZGQwaNAgjBgxAh06dMCuXbv+djErBF9fXzRq1AiNGjWCpqYmNDU18fjxYwDArFmzUK1aNf715s2bIy8vD3fv3kWTJk34PT6ZiiU2NhZ169YV2ydUlOj9+erVKxw8eBBbtmzh+wUsePJ7XLlyBaqqqmLbfQkVFBTw7e/c3Fy2lcZv9vLlS0yaNAlNmzbl2xXA94OuWVlZGD58OO7du/e3isj8IZ8+fcKCBQugp6eHSZMm8cfZuMePi42NRadOnVCzZk0+/bDoPdS5c2eYmJjwP7P6q2wTBt7l5eVx5swZACWTjoQTnQ0NDTF8+HA2KfMPSk9PR7NmzeDt7Y2nT58iICAATZs2Ra9evbBy5Ups2bIFzZo1w4wZM/j3sLEM5keJ1tP379+Hvb097ty5g5SUFKxYsQIWFhbo168fHzu4ffs2oqOjcfv2bf69Fa0+v3v3Lrp27YqxY8fyf1tF+xt/NxZ0r4DOnz8PHR2d7+5V4ubmhv79+//lUlUu33qov3v3Dn5+fmjUqBEWLFgg9lpsbCzGjBnD0vr/JRMmTECTJk34mVkTJkxAnTp1YGFhgaZNm6J58+Z82ta7d+9iwIABsLa25rcGYCoP4b188eJFREVF8avXt27dChMTE/Tq1Uss4P7s2TMA4AO7zN8l/Lxyc3NLZRoIDg4uFXjPzMyEs7Nzhd13SNjgf/jwIerUqQM9PT3+tZycHPTr1w+zZs2ChoYGhg4dKrbv9+DBg7Ft2zYUFRWxjmoZI/w8Fi9ejF69egEoCfpoaWnxmQqAkpVqxcXFOHbsWIX9jldUoh39FStWwMXFBW3btsWoUaPEJnSdOnUKI0aMgL6+PjiOQ48ePSRQ2vJt27ZtqF27Nm7cuIEPHz7g8ePHcHBwgJqaGr/V07Vr1xAZGYnw8HC+npw4cSJatmzJtxeZiuX69etQUlLClStXAHw72PTx40dMnjy51CRLFpj6fc6dOwcZGRk+rbVo+sro6GgcPnwY+fn5/DHWXvm94uLiMHHixP8ceGfXv+L49OkTAgICYGBggBEjRki6OOXay5cv0aVLFzg4OODChQv8cQcHB+jq6rK0vOXMp0+fSgXec3NzcfXqVfzzzz/o2bNnpcikJ0lnz56FjIwMNDQ0oKCggI0bN/J93YKCAnTu3Fks5sGeTcx/dffuXbGfQ0NDYW9vj759+/IB5qKiImzYsAEWFhbo27fvN/uCFTUrTGpqKttC6wfIEFPh1KxZk16+fEkbN26k1q1bk4xMycf88eNHKioqonr16tHz589pw4YNVKtWLWrRogUZGBhIuNQVBwDiOI5u3bpFT548oZSUFHJ2diZtbW0aN24ccRxHO3bsICIiPz8/IiLS0dGh5cuX858V8+cIBAKytbWl6Oho6tChAx08eJBSUlLo7NmzpKenR/fv3ycfHx8yNjamu3fvUsuWLWnixIk0ffp0evDgAf/5MhWf8LMODw8nLy8v8vDwoKZNm1L16tWpX79+xHEcbdiwgdzd3SkoKIjWrFlDR44cofPnz1OdOnUkXfxKR/h5HT9+nNatW0cJCQnUsmVL8vHxISMjIxo0aBAREQ0ZMoSkpaVp7NixVLduXTpy5EiFvKcFAgFJSUnR/fv3qW3btmRqakqxsbE0duxYWrVqFVWtWpW0tLRo7ty5ZGdnR8uWLSNpaWkiIlq2bBldvnyZZs2axR9jJE/4HRf+/8uXL9S0aVPKyckhKysr6tq1K23YsIGIiI4ePUpJSUnk4eFBjo6OEi4586OkpKSIqKSdGBwcTGPHjqVmzZpRjx496PPnz7Rx40ZSUlIiOzs7srCwoOTkZNq2bRvNnDlTwiUvf168eEH29vZkYmJCREQNGjSg0NBQcnZ2Jnd3d4qOjiYzMzP+/KdPn9LixYspIiKCzp07R8rKypIqOvMHqaqqUk5ODh07dowsLCxIWlq6VB/g3Llz9OnTJ6pWrZrYe9lz88cJ2yxfa9euHXXq1IkGDRpEhw8fJg0NDSIiysvLo4CAADIxMSEXFxf+/IrYnpME4eehpaVFw4cPJyKidevWERHRmDFjSEpK6pufGbv+ZVtOTg5fXxUXF4vVVV/Xb3Xr1iUvLy/KyMigd+/esTGQX6CtrU1r1qwhHx8fCgwMJGlpaVq+fDnFxcXRo0ePSFZWloqKithYYBkj/M7Hx8dTfn4+5eTkUOvWralu3bq0ePFiAkBOTk507Ngx6tixI5mbm9PevXspLy+PqlSpIuniV2i2trYUHx9Pnz59Ig0NDbGxN2lpaapZsyZpamoSUem6jWG+Z+bMmfTs2TPav38/FRcXk0AgoBs3btCzZ8+oRo0afB0tLS1NQ4cOJY7jaPfu3dSvXz/av38/KSgo8L/rW23aikBJSYmISu4r1t/5DyQS6mf+uKNHj6Jdu3Zo1KgRPD094eDgACsrK9ja2qJVq1bgOA46OjpQUVFhq5/+gP3790NJSQktW7aElpYWqlevjjVr1iA3NxdJSUmYPn069PX1xVLeMH9PUVERTp8+DSMjIzRr1gw2NjZITEzkX3/w4AEsLCygoaHBz1p78eIFP1uNzZSsPM6dO4caNWogODi41Cz0oqIihIWFwcDAAPXr14e6ujquX78uoZIyAHDkyBEoKChgwoQJCA8PR5MmTdCpUydERETwMzF37twJjuMwZ86cCjsDVejmzZuQlZXF7NmzUVRUhE2bNqFOnToYPXo0f46npyeUlZUxdOhQTJo0CQMHDoSSklKpWb5M2XDu3Dl+lcyaNWsgJyeHOnXqYMKECWKzjT08PODt7Y2cnBxJFZX5RQ8ePICenh7OnTsHALhw4QKqVq1aaiuir9O6sRVTP2b48OFo3rw5/7PwPtqxYweaNm2Kjx8/8q/l5OTg/Pnz6N+/P1vFVIEJ2/njxo2DjIwMgoODAYivWsnLy0PPnj0xfvx4iZSxIhG9rhEREdi2bRt27NjBZyw6e/YsbG1toaGhge3bt2PVqlXo3LkzDAwMWFrL3+x7KfqfPXv2QyvembJn37596NevH968eSN2/MaNG//6PtFVbWwM5NfExsbCyckJsrKyaNq0Kd9eY/VY2SP8rh8+fBjNmjVDkyZNULduXYwfP57PrpKcnAwPDw/UqFEDJ06ckGRxmf8vPz8fM2bMgKqqKmJjYyVdHKacuXv3Ll8fC7cPy8rKwvz589G4cWP4+PiIja0UFxdj6dKlGDZsGGsPMd/Egu4V2L59+9C+fXsA4h2izZs3o1OnTigoKGB7Dv8Bjx49goqKCoKDg5GRkQEAmD59OpSVlbFhwwYAJRX4+PHjYWpqytJS/kWi90FxcTFOnz4Na2trKCkp8Z+VsIH98OFDWFlZQU5Ojt+n5evfwVR8/v7+fGqqrKwsXLx4EUOGDIGPjw9OnToFAHjz5g2OHj1aahCD+bueP38OAwMDsf2s1dTUoKysjFatWuHYsWN8I3rPnj38fr0V2YULF+Dj48P/nJaWxgfeR44cyR9fsGAB+vXrBwsLC4waNapSXJvyysHBAQYGBvzPAwYMQJUqVfg9VNPT0zF16lTUq1cPT58+lVQxmV8gbGdcunQJhoaGAIBDhw6hRo0a2LhxI4CSezkyMlJiZSyPvtfePn36NFq0aIEVK1aIDXyfOHECenp6fIp5oaKiIrFtZZiK69atW7Czs4O8vDxWr16N1NRUZGRk4OrVq+jcuTOMjIz47wwLRv26KVOmQEVFBdbW1lBUVES3bt1w9epVAMDjx4/h5eUFDQ0NmJubo2/fvnzAiqW3/D2E3+GzZ89i6NCh6N+/P+bPn89fZ9HA+9q1ayVZVOYHbd++HUpKSli0aBEePnzIH9+zZw/U1NRw69at//N3sDru93j69CnGjBnD9sMtB06cOAEFBQVs2LABHz58wI4dO8BxHIYOHcpPCktJScE///wDFRUVZGdnS7jElVtISAh8fHygoqKCO3fuSLo4TDl24MABNGzYkN8+Ijs7GzNnzoS5uTkmTJgg1g8sLi7mn48sVsB8jQXdK7CwsDAoKSmJrdAAgDFjxsDd3R25ubms8fwbfH0Nz507B11dXbx+/Vqs0p06dSoUFRXx7t07AEBCQgI+ffr0V8tamYl+FleuXOEDpGfOnEGzZs1gYmJSanXYnTt3xPY5ZioP4X3t5eWFJk2a4NKlS3B1dUXnzp3Rrl07tG3bFh07dkRycrKES1r5iK62EK1/4+LisHDhQmRmZiIhIQFaWloYM2YMkpOToaqqChsbG+zbt6/SDm4Ir1V6evo3A+8FBQUoLCxknYUy7tKlSzA2NuYDrjdu3ICzszPk5OTQqlUrWFpaQl1dnQ02lDNpaWn85D+hR48eQV9fH/PmzYOioiIfcAdK2jHt2rUTGzxnvu/ixYuwsbER20tVWCempaXB29sbNjY2mDNnDtLS0hAfHw8HBwc4ODiwvlIld+XKFbi7u4PjODRs2BC1a9dG69at0bFjRxb0/QV+fn54/vw5//Py5cuhrq6OmzdvAigJEnIcBzs7O8TExPDnJSUloaCg4LsrsplfEx4eDgUFBQwfPhxDhw5FmzZt4OTkxK/sfPbsGSZPnoy6deti06ZNEi4t81/ExcVBQ0MD27ZtK/Xa7du34ezsjO3btwNgAYO/jdVfZdeXL1/Qr18/LFq0CADw9u1bNG7cGF27dkWNGjUwaNAgpKenAyjJBvHhwwdJFrfSe/bsGWxsbNCjRw88efJE0sVhypmvM9qeOnUKPXv2RKtWrfiMc1lZWXzg3dfXt1Q2QdZfZL6FBd0rsKKiItjY2EBLSwtRUVEIDQ3FhAkToKioyAbpftG3OiQfPnxAQUEBjh49imrVqvEBdWFlnJeXB3V1dezYseOvlpURfwBOmTIFhoaG2LFjB3JyclBUVIQzZ87AyMgIFhYW/KDC19iAWsUn+j0R3uPJyclo2bIl6tevj759++L48eMASmY+N2/eHElJSRIpa2WXlJTEzzA9evQoP5AUFxcHABg6dCjc3d35IFbPnj0hLS2Nrl27IjMzUzKFLkNEA+9jx46VdHGY7/hW5y01NRXW1tYYPHgwf6ywsBChoaFYunQpdu3axadDY8qHsLAw2NraonXr1ujevTt/PCkpCb169ULVqlUxceJE/nheXh6cnZ3Rq1cvNkD+Hz179gzt27eHk5OTWABP2LZLSkrCmDFj0KJFC8jKykJfXx+tWrXig6rsOlc+ovVvRkYGrl+/jlWrVmHVqlW4ePEi/51gQZMf5+TkhCZNmvD3X2pqKoYPH46tW7cCKFlhpKSkhDlz5kBTUxNt27blVxuJYgOcv9edO3ego6PDB9Pj4uKgoqKCGjVqwMLCAnl5eQBKsg7MnDkTL1++lGRxmf/o0aNHUFdXR3h4+Ddf9/Pzg42NDduahmFE5ObmIigoCHFxcfj06ROMjIzg7e0NoGSSGMdxcHd351e8M5KXlJQklqGUYf4L0bbksWPH+H+fP38ebm5uMDQ0FAu8z5o1C1paWlizZs1fLytT/rCgewV38+ZNdO3aFfLy8mjSpAk6d+6M+/fvS7pYFcKrV6/4YMXBgwfRtm1bJCYmoqioCG3atEHnzp35zotAIMDnz5+hp6eHI0eOSLDUlVtAQADq1q2Lc+fOia0oE+7xbmxsDEtLS35Qgak8hI2tM2fOYMSIEXBycsK8efPw5csXFBUV4cWLF2LnT5kyBdbW1myLDgnIyMhAgwYNMH78eOzatQtSUlLYt2+f2DlOTk6YNm0a/7OPjw+OHj3KgpEi0tPTsXnzZnAch6lTp0q6OMz/d/r0aX7lBFAyCP71QOnZs2ehoKAg1jFkyqeNGzeiWrVqmDdvHubPnw9NTU2xLSFOnDgBExMTWFtbY9GiRVizZg06duwIfX19FhD+QbGxsbC3t0eXLl3EAu/C65ifn4/MzEwsWrQId+/e5QOCLKhaMSUkJPB9gf/rM/5ecJfdez/uyZMn0NfX58cjhPvgXrhwAV++fMGDBw/QpEkTrFy5EgCwd+9eyMnJoW3btv8pBTbz844ePQpPT08AJVtnaWlpwcPDAwcPHkStWrXg4ODA95FZgLb8SEtLQ5MmTWBnZwcHBwe4ubmhX79+sLKyQps2beDm5gaO42BjYwMHBwccOHBA0kVmmDJBGFDfvHkz2rVrx69m37x5M8zMzKChoYH3799LsogMw/wC0Xb8kydPwHEcfH19+WPR0dGlAu+ZmZnYvHkzW5TH/CccABBT7gAgjuP+z2NCDx8+JFVVVZKVlSVFRcW/UcQKTSAQ0JYtW2jp0qWkpaVFp06dop07d1L//v0JAEVERNCCBQtIUVGRtmzZQtnZ2bR//34KCgqiq1evkoaGhqT/hEoFAKWmplLXrl1pyJAh5O3tzb9WXFxM0tLSVFxcTJcuXaK+fftSt27daNOmTRIsMSMJhw8fpkGDBtE///xDzZo1I39/f7K2tqbNmzeTuro6ERGdO3eOTp48SUFBQXT+/Hlq2bKlZAtdSZ0/f54cHR2psLCQNmzYQF5eXkRUcq/n5+dT165dSUpKivr370/37t2jnTt30qNHj6h+/foSLnnZkp6eTocPHyYLCwvS1dWVdHEqNYFAQDExMeTk5ERxcXFUr149ysnJIScnJ3rz5g1paGjQ3LlzSUdHh+rXr089evQgbW1tWrx4MQkEApKRkSGif28LMmXLtm3baNiwYXTo0CHq2rUrERGNHDmS6tWrR4MHDyYVFRWqWrUqXb16lfbu3UsHDx4kfX19UlNTo02bNpGMjAwVFRXxnz3zf3vx4gX5+PgQAJoxYwZZWVkRUcl98/HjR/L09KRGjRrxbUBhG5GpWEJCQmjfvn3k5eVF9vb2JC8vT0RER44coU6dOlG1atVYPfqH5OTkUMuWLalFixbUtGlTWrx4MX3+/JkUFRVJVlaWNmzYQGFhYRQeHk61a9em4OBgOnbsGNWoUYO2bt1KUlJSkv4TKrT79++TkZER9ezZk6pXr04hISGUl5dHVlZWdOfOHerQoQOdPXuWtTXKCYFAQFJSUpSWlkYhISG0fft28vX1JVlZWUpMTCSO4+jDhw+0ePFicnNzI1lZWdq2bRtrVzCVirA+u3PnDj148IByc3PJ2tqa9PX1iYjI19eXLly4QDdv3iQioilTplCDBg1oxIgRfPuBYZjyRbQds3LlSnry5AkdPnyYvnz5QqNHj6bVq1cTEdGFCxdow4YNFBsbSwsWLCAHBwf+d7B+IvN/kkion/klwtn2ly9fRlBQENavX/9/nsvSr/0Zw4YN42cGi8rLy0NkZCQsLCxQrVo16OjoQEtLC7dv35ZQSZlPnz5BVVUVhw4dAiA+qy03N5ff4/3WrVts1lollJCQACMjIz5NUHFxMZSVlTFhwgT+nA8fPmDkyJEwNTXFgwcPJFXUSk34LLtw4QI4joOMjAymTJnCr7wRvh4fH4/mzZujRYsWaNasGe7evSupIpd5rH1Qtnz+/BkA+LStX758wb1799CpUycYGxvDysoKV65cwcKFC6Gqqso/u5jy5eLFi+A4DuPGjRM7bmlpiYYNG6JOnTpQUVHBihUr+PbK13u+sxXYP+dbK94TExPRrl07aGtrsxWcFdyuXbtQrVo1bN26FR8/fuSPC+9J4UoW5vcT1mX37t2DvLw8atSowT/rhNt7zZ49G61bt8bTp0+RnZ2Nbt26YcOGDaV+B/NrhG2/1NRU/j+hDx8+wNDQkM/Ol5WVhUGDBmHPnj14+/atJIrL/ALhuMaFCxfQuHHjUlujRUREoFu3bt98D8NUFgcOHICqqiqsrKxgb28PjuOwa9cuACXtA1lZWTg6OqJr166oWbMm266VYSqIWbNmoXbt2jh06BAOHz6M8ePHo3bt2hgxYgR/zoULF9CpUycMHDgQABs/Y/47FnQvpw4fPgx5eXm0adMGVatWhaWlJZ49eybpYlUKohWsv78/Bg4ciNatW/Pp2L4WExODO3fu8OmImD/vWw/BgoICNG7cGCNHjuSPCQdubt++jYCAALEBB9bZrFw+fPiA1q1bIzc3F/Hx8VBVVeX37QKA69evQyAQIDExEZ8+fZJgSZlDhw6hd+/eOHLkCE6fPg05OTmMGzeOD7wL793c3Fx8+fIFycnJkiwuw/yrbz2vXr16BY7jMGPGDGRmZvLHIyMjMWLECNSoUQN9+vQBx3EYP3783ywu85vExsbye4wLAxtubm7Q1dXFiRMn8PDhQ7i7u6NGjRr8JC/R7wrr7P8aYeDdwcEBERERsLOzg56eHh9wZxMaKqakpCRYWFhg8eLF/LHi4mK+3TBu3DiYm5vz9S4L8P4+otcyKCgICgoKqFmzJtzc3MTOe/ToEWrXrg0dHR1oamrCwMBAbLs25tcJr+ORI0fQuXNnaGtrw9XVFYGBgQCAnJwcGBkZoXfv3nj9+jWmTJkCAwMDsUkqTPnz4MEDKCsrIzg4mL+n0tPT4eDggH/++YfdX0ylIPosEp0IVrduXWzatAlAyeR9YT9MeF9ERETAyckJgwcPZosvGKaCSElJQbt27bB27Vr+WHJyMtasWYMaNWqILcC6c+cO6xcwP4wF3csR4QM/KysLvXr1QnBwMDIzM/HmzRsYGBigZcuWePz4sYRLWTmcOnUKN2/eBABkZ2dj5cqVMDIygoeHh9h58fHxbH/wv0w0WP7mzRt8/PiRn5W/ceNGNGjQAPPnz+fPyc/PR5cuXdCzZ0/W2ayEhCsHnz17hgYNGiAsLAza2toYOnQoP+j+5MkTODo64tq1a5IsaqUmvDdfvXoFExMTbN26lb/Xw8PDIScnhwkTJvD17cqVK7F9+3ZJFZdh/hNhxy07OxufP39GdHQ0vzdgUFAQpKWlsWDBAnz58kXsfefOncPkyZNhaGjI2n3lkPBzf/bsGbp06QJ7e3uYmJjAwMAACQkJ/HmfP3+GvLw8PwjI/F6xsbFwdHQEx3Es4F5J5OTkQE9PT2xSZU5ODjIyMlBQUIDQ0FD07t0bb968QXFxsdhkXOb3yM3NxatXr/D06VOcO3cOysrK6NGjh9g5jx8/xtq1a7F+/Xr+fmT35e919OhRVKlSBcuWLcPp06cxYcIEPtNDcXExgoODoa2tDVVVVTRs2JBl66sgZsyYAY7j4Orqin/++Qft27eHkZERm9jCVCqvXr1CWloa//Px48f5bA/x8fFQV1fH8OHD+dcTExMBlIwbsmcRw1Qc2dnZ0NbWxsSJE8WOp6Sk8H3Er7PSscA78yNY0L2cOXfuHGxsbODs7IwnT57wx9PS0mBgYAAjIyOx48zvl5eXx68wE6alTElJwapVq9CyZUsMGTIE+fn58Pf3R7t27cQadMyflZKSwv979uzZsLCwgLa2NiwsLLBnzx7k5eVhzpw5UFZWhp2dHfr06YO2bduyVRSV1L1796CiooJXr14BALy9vSEvL4+uXbuKnefn54c2bdqIBUOYvy8mJgb+/v7o3bs3UlNTIRAI+Pv10KFDkJeXh7OzM/r374+qVauyWehMmSbssD1//hwDBw5Es2bNUKVKFSgoKKBv375ITExEWFgYOI7DggULSgV/8vPzkZ2dLYGSM7+DsO56+vQp7O3tUbt2baxbt07snGfPnqFZs2Y4duyYJIpYKTx9+hRjxoxhgb1KQCAQICcnB4sWLUKTJk3QpEkT2Nraol27dtDT04OGhgYMDAzAcRyaNWsGZWVlzJ49W9LFrlB27tyJpk2b8u3prKwsHD169JuBd1Es+9jvlZubi759+yIgIABAyQQvdXV1jBkzRuy89+/f4/z586z/Uw6IBgG+tUWK6PjGpk2b4OLigj59+mD+/Pns+cdUKgUFBejQoQMaNGjA9602bNiANm3a4PHjx9DQ0MDQoUP5eyoqKgoeHh4scx7DlHPfCpYXFRXB19cX9vb2uHXrlthrM2bMQLdu3dCkSRMsX778bxWTqWA4AJD0vvLMf/f06VPq0qULJSQk0NWrV8nU1JQEAgFJSUlReno6dejQgZKTk+nUqVPUtGlTSRe3QgFAHMcREdHbt2/J39+fQkND6ezZs2RlZUWpqakUFhZGy5Yto4KCAiooKKAjR46QqamphEteOWzfvp0uXrxI27dvp1mzZtHatWtpz549VL9+fZo9ezYdOXKEPn78SPLy8nTv3j3asGEDKSgokIqKCs2ZM4dkZGSoqKiIZGRkJP2nMH/Js2fPqH///jRq1CgaMmQIRUVF0ZIlSyg1NZWmTJlC0tLSdPHiRQoODqaLFy+SkZGRpItcqU2dOpUWL15MKioqFBMTQ9ra2kT0v7r58uXLNGfOHFJSUqLp06ezz4sps4TttgcPHpC9vT25uLiQubk5mZmZUXBwMO3bt4/k5OTo9OnTFBMTQ/369aMFCxbQqFGjSFFRUdLFZ34TYd318uVLGj16NAEgT09P6t27NxEROTs7U3p6OkVHR5O0tLSES1vxsTZg5ZCfn0/JycnUt29fGjBgAFlYWFBOTg5lZmZSUVERubi40MSJE0lNTY28vb3Zd+I3Onr0KC1atIiKi4vp4MGDpKqqSrm5uXTu3DkaMmQItWvXjg4cOCDpYlYYwrbG1woLC8nCwoJmzJhBZmZmZGJiQo6OjhQUFERERGFhYdSwYUNq27bt3y4y8xNEP+fg4GACQD169CAlJaXvvic/P5/k5eX5n4uLi1k7g6k0Hj16RB4eHpSVlUWXL1+mT58+0aBBgyg2Npa6devG30ccx5Gvry/Fx8fT9u3bqWbNmpIuOsMwP0H0OXnv3j0qKCggQ0NDqlKlCl24cIFGjRpFFhYW5OXlRWZmZpSVlUUDBw4kW1tbevjwIb1794727dtHNWrUkPBfwpQ7kov3Mz/r2bNnaNSoEWxtbfm9hYWzV1NTU2FpaYm4uDhJFrFCEq4oE17rd+/eoX///pCTk+NXvGdmZuLJkycIDQ3lV88yf97GjRvBcRwiIyORn5+PTp064ejRowBK9sBVUlLC+vXrAXx/tQRbRVE59evXDyYmJvzPUVFRGDp0KBQUFNCyZUvY2dnh/v37EiwhI2rhwoWoWbMm/Pz8xPaWFN3HnW3pwZRlwlnW9+/fR7Vq1TBt2rRSq4vCwsJgaGgIU1NT5OXlYePGjZCVlcXMmTORnp4uiWIzf4iwTSlMNd+5c2fs378fXbt2hY6ODr9ijbVRGOb3KC4uxqtXr1CzZk2+/yb0/PlzODk54enTp/wxtvrz53wv/eapU6fQvn17tGnTht9OJScnB8eOHQPHcZg2bdrfLGaFJbz+SUlJuHHjBqKjo/nX0tPT0bNnT/j5+aFx48bw9vbmn0WfP3+Gh4eH2DZOTNkluoJ90qRJqF+/PoKDg/l767+8j2EqC+H3vri4GE+fPkXbtm1hZmaGtLQ0TJs2DUpKSli0aBESExMRHx+PKVOmoHbt2nj06JGES84wzO8wZcoU1KlTB/Xr14empibfDzh27BhatWoFAwMDWFhYoGXLlmjRogUAYNmyZdDX12cZBpmfwoLuZZiwUfD69WvcuXMH79+/5/cffvz4MVRVVdG5c+dSgXfWiP79bt++DVVVVT51v/Aav337Fq6urqhSpQrb60xCdu7cCRkZGT796tu3b6GsrIwnT57gxIkTqFGjBjZs2ACgJCAXGBjIGs6VkPCezc/PFzuemJgIVVXVUimDPnz4gJycHGRmZv61MjL/I/y84uPj8fjxY1y5coV/bcaMGWjYsCECAwORlJRU6j0MU9a9ffsWderUgZubG39MIBCIBXeCgoJQvXp1BAUFAQAWLFiAWrVqldrfnSn7/q+6STTw7uDgAFlZWbRo0YLtMc4wf5Cbmxvs7e35iepJSUlwcHCAra0t26/xN9q/f3+pyWJRUVGwsbGBqakpP4EyOzsbly9fZoHe30D4/X3w4AFatmwJLS0tKCsro0uXLvzzRjhh3crKCjk5Ofx7/fz80KRJE8THx0uk7MzPWbNmDRo0aICbN2+KHRf2Y1mdxlRGwu99bm4uf0x0+4WJEyeC4zhYWloiLS0NEyZMgIGBAeTk5GBqaoqmTZvizp07f73cDMP8HqLPvlOnTkFHRwenTp3C1atX4ebmhpo1a/JxhEePHmHPnj0YNmwYFi1axI8be3h4wNXVVaweYZj/igXdyyhhh+jgwYNo1KgRNDQ0oKSkhN69e/MzlYWBd0dHR7HAA/Pzvu6QCDv+t27dgo2NDbS0tPDs2TOxc8+ePQuO48BxHK5fv/53C1zJbd++HRzHwc7Ojj+WkpKC7t27Y8SIEVBUVMSmTZv41168eIFu3bohIiJCEsVlJCw6OhpWVlZYt24d0tLSAJQEM0aNGoXevXsjOzsbAoGADUxImPD5Fx4eDgMDA+jq6kJXVxf29vb84NH06dPRqFEjLF26FImJiZIsLsP8sFevXsHExATdunXDpUuXxF4TDdC2a9cO3bt3539OSUn5a2Vkft2zZ8/4ibH/VyBJ+Lk/efIEEydOZHusMswvEK1HvzfpJSwsDFZWVqhVqxYMDQ1hbGwMc3NzfkCetQV/3cOHD9G0aVM4OTnxCweAkmt78OBB1K1bFx06dMC7d+/E3sfqvZ8n/N7eu3cP1atXx+TJk3Hz5k0sXboUHMdh8uTJ/Lnz5s2DtLQ0vL29MWzYMAwcOBA1a9bE3bt3JVR65r/w8vLC1atXxY4NHDgQY8aMAVAy3rFnzx506NABtra2pc5lmMrk/fv3cHNzw7lz58SOBwYGQllZGVu2bEHLli1hbm6O1NRUfPjwAfv27cPt27fFsuoxDFN+BQUFYcWKFQgICBA77u7uDkVFRRw/frzUe54/f44pU6ZASUkJDx48+FtFZSqY0ps8MRIlEAiIiPj9aQcOHEi+vr50+vRpWrNmDeXl5ZGfnx9dvHiRmjdvTmfOnKHo6GgaMWIE/17m50lJSdGzZ89o2rRpFB8fTwCIiKh169a0fPlyatq0KdnZ2dGzZ8/4PUFUVVXJzc2NRo8eTQoKCpIsfqWyefNm8vT0JE9PT3r8+DH5+PgQEVGtWrVIV1eXNm7cSG5ubuTh4UFEROnp6TR27FjKzs4mR0dHSRadkRAdHR1SVlam0NBQ0tfXp+DgYEpMTKQxY8bQoUOH6Pz588Rx3Df3P2T+Ho7j6Ny5c9S/f38aM2YMXb16lZYtW0ZRUVEUHh5ORETz58+ngQMH0qxZsygsLIw9/5hyRVNTk3bv3k0FBQU0f/58iomJ+eZ5UlJSVK1aNf7nf9ufkylbgoODadCgQbRv3z7Kzc3l90rduHEj3blzp9T5HMeRQCAgPT09Wrp0KcnIyLA9xhnmJ3EcR0TE78laXFzMvybs2/Xu3ZuWLVtGs2bNou7du9P48eMpJiaGZGVlqaioiLUFf4Lw2go1bdqUpkyZQmlpaTRgwADKzMwkopJnW5cuXahRo0Z0584d8vf3F3sfq/d+npSUFL18+ZLMzc1p/PjxFBgYSG3atKFBgwZR7dq16ePHj/y5M2bMoM2bN1N2dja9ePGC6tSpQ1evXqWWLVtK7g9g/lVBQQHdv3+fevfuLdaWqF69Oj1+/Jjmzp1LXl5eFBoaSo0aNaKaNWuSt7c3paenS7DUDCM5+fn59P79e1q6dCldvnyZiIgWLVpEgYGBtHfvXvL09KQ9e/ZQTk4OdezYkeTl5cnNzY1atWpF9evXl3DpGYb5GceOHaPTp08TEVFhYSFt2bKFJkyYQPHx8WLn7d69m5ydnWnAgAF0+PBhfkyxqKiIgoOD6fTp03T+/HkyMDD4638DU0FINubPCJ0+fbrUsblz58LR0VHs2MWLF+Hg4IBBgwbx+9Y+f/4csbGxf6WcFV1+fj5MTEzAcRyaNGmCcePGYc+ePfzrwj03VVVVcevWLXz58gWzZs2Ci4sLsrKyJFjyymXFihXgOI6fkbZx40bUqVMHo0aN4s8ZPHgw6tWrBxcXF/Tv3x9WVlYwNDRkK1gqEdGU8sL7U7iXp6+vLwwMDKCvr49169ahe/fusLW1Zamby4h58+Zh3LhxAEpWBTdu3BjDhw8vdd7cuXPZ848pt2JjY2Fvb48uXbqI7S1cXFyMd+/ewcHBAcHBwQDY9gnlSVhYGKpWrYqwsDCxTFR3796FtrY21q5dC4C1QxjmdxO9p/bs2YNu3brxx0SzTfzbvcfSm/8c0WuakZGB5ORkACWpfHfu3AkzMzO4uLjw6TqTk5MxYMAAHD9+nNWFv1FxcTGmTZuGunXrYsWKFfzxRYsWgeM4mJiYYNasWZg9ezY+fPhQ6r1M2ZeTkwNHR0eoqanh1q1bAIAzZ86gb9++0NLSQmBgIJ8SOygoCI6OjmIptRmmshH2t1xcXODt7Y26desiKipK7JynT5+icePGMDc3Z3Uhw5Rj69evh6ysLC5fvswfS09PR48ePaCiovLNbYEdHBzQpUsXsWP5+fl8xjqG+Vkc8NWUZOavO378OM2cOZNOnDhBdevW5Wfnz58/n8LDw+nChQtiK6iDgoJo6tSp9Pz5c6pbt66kil1hLVmyhGRkZMjAwIBiYmJo5cqVZG9vTzY2NjR06FCKjY2lgIAA2rVrF+np6dG7d+/o0qVLZGRkJOmiVxoXLlygjx8/Up8+fYioZBV7WFgYTZ8+nXr37k3r1q0jIqJ169bR8+fPKS0tjVq0aEETJ05kq8cqCfz/1U1Hjx6loKAgyszMJFdXVxo1ahR/zu3bt+natWu0YMECSkxMpMaNG9Pt27fZatK/RPgZfU0gEFC3bt1IT0+PZsyYQfr6+uTo6EgbN24kjuNo69atBIC8vLwkUGqG+b1evHhBPj4+BIBmzJhBVlZWREQ0depUOnnyJB09epTU1dUlXErmv8rNzaVBgwZR/fr1afXq1UT0vyxWUlJStHz5clq8eDE9f/6catasScXFxfwqeIZhfp5AIOBXp0dHR9OePXsoODiYvL29ae3atSQlJcXut79gzpw5dPr0aUpJSaHhw4eTj48PFRcXU2hoKK1evZpyc3PJy8uLDh48SPLy8hQVFUVSUlJinx/zaz58+ECLFy+ma9eu0aBBgygzM5MCAwPJ19eXjIyMKCoqiq5fv07v37+n6tWr05QpU/jMcEz5kJubSz179qQHDx5QREQEtW7dmnJycigvL49q165NRCX9rK5du5KioiLt2bPnm30uhqksYmNjafTo0RQTE0Pz5s2jiRMnEpF42yE2NpZkZWWpcePGkiwqwzA/adOmTTRmzBjau3cv9ezZU+y17Oxs6tatG8XHx9ORI0fI0NBQbDxStC5gbVLmd2FB9zIgISGBpKSkqEGDBhQfH09aWlpERBQSEkITJkygPXv2kJ2dHX/+rVu3qH///nT8+HH+XOb3OX/+PHXv3p3OnDlDbdq0oY8fP1JQUBAFBARQmzZtqH///tSxY0f69OkTJScnU8uWLUlDQ0PSxa6URB+SGRkZtHfv3lKB968De2zArWIT/byjo6OpW7du1KdPHyosLKTdu3fT8OHDadasWVSnTh3+PZ8+faIDBw6QnZ0d6ejoSKroldKnT58oMzOTtLW1ae/evSQrK0u9evWiTZs2UWRkJN26dYtcXFxo06ZNBICKi4vJx8eHqlatSgsWLKAqVapI+k9gmF8mGnhfuHAhnT59mubNm0cxMTFsQl85U1BQQDY2NiQvL0/79u2jWrVq0adPn6i4uJgUFRXp4cOHtGDBAho6dCg5ODhQQkICaWtrS7rYDFNhTJw4kS5evEitWrWiO3fu0Pv378nOzo62b99O0tLSrB/wm4kOTK5atYoCAwPJx8eHEhMTae3atTRq1ChasmQJSUtL05UrV2j58uX04cMHUldX59t9bHDz90tMTKQFCxbQ6dOnKS4ujqKiosjW1lbsnPDwcLp+/ToNGDCA9PX1JVRS5r/4VmAgJyeHevXqRffv36fIyEhq3bo1EZWMicTExNDq1avpw4cPdPv2bZKVlf3uZGeGqSzi4uJo5MiRJC0tTX5+fvxEZ/YMYpjyb8uWLTRy5Ejav38/ubi48Md37NhBNjY2pKGhQVlZWeTi4kKvXr2iI0eOlEobz+oC5ndjQfcy5MWLF+Tk5ER9+vShuXPnEhFRz5496cqVK7Rjxw5q3bo1KSsrk6+vL508eZJiYmKoVq1aEi51xTRp0iT6+PEjbdmyhapUqUJ9+vSh+/fvk7m5Ob1+/ZouXrxIS5cupfHjx0u6qIwIYeB9xowZ5O7uTitXrpR0kZi/TDigkJCQQKdOnaK0tDT+Pj1x4gR1796dvLy8aP78+VSrVi3+fDYQ8XcBoMzMTLK0tCQ7OzvS1tamMWPG0JYtW8jDw4OuX79OAwcOJCkpKdq2bRtZWFhQdnY2LVy4kLZv307R0dGkq6sr6T+DYX6bFy9e0IQJE+jGjRuUmppKV69e5QdQmfLl4sWL5OHhQcXFxaSnp0cJCQmUlZVFhYWFJC8vT3FxcVS1alUSCATUs2dP2r17t6SLzDAVQlRUFPXv358iIiLIwsKCioqKaOXKlRQSEkKtWrWirVu3shXvf8j9+/cpKiqKmjdvTl27diUioiNHjpCrqyuNGDGCAgMDqWrVqkRElJycTLVr1yaO41j2sT8oKSmJAgIC6Pz58zRw4EB+ZWd+fj7Jy8sT0fezTjFlx9dBgMLCQpKVlSWikhXvPXr0oEePHlFERAS1atWKHj16REuWLCGBQEDbt29nWf4YRoToROeZM2eSpaWlpIvEMMwvOn36NHXp0oXmzp1LM2bM4I87OzvT+/fv6dy5c3zsLCsri3r27EmXLl2iR48escnvzB/FWl5lSJUqVahbt2506NAhkpGRIX9/fwoPDydXV1caNGgQKSgokKqqKj169IjOnDnDAu5/kJmZGS1fvpxkZWXJy8uLzp8/T2fPnqUWLVpQXFwcnTx5kmxsbCRdTOYrioqK1KdPH+I4joYNG0aNGzemsWPHSrpYzB8kHIgQDiBxHEdv374lTU1NUlJSopkzZ/LnOjg40OHDh8nFxYWkpaVpzpw5fD3KBpz+Lo7jSFFRkWbNmkWjRo2iz58/0+LFi/n0lmZmZrRq1SqaOHEijRo1imRkZEhZWZnu3r1LJ06cYAF3psLR0dGhpUuX0uTJkykgIIBatGgh6SIxP6ldu3Z07949sre3J0dHR3J1daWioiLKycmhnJwc6tmzJ40ePZqaN29OnTp1knRxGabC+PTpE1WpUoWaNWtGREQyMjI0dOhQSktLoxUrVlCVKlVo3bp1JC0tzVaz/Ea3bt0iU1NTkpOTox07dhBRSTDXxcWFwsPDqVevXiQlJUX+/v5Uu3ZtUlZW5s9hgcA/R0VFhaZNm0YCgYD2799PRUVFNGXKFJKXl+cnnrD+T9kmWk+tXbuWbt68Se/fvycvLy/q2bMnVa1alQ4fPkzdu3cnFxcXOnLkCLVq1YoWLlxIDRo0YBNbGOYrOjo6tHr1apowYQL5+vrSihUryNzcXNLFYhjmF7Vo0YJiY2Pp1q1b1KZNG3J1daW3b9/SkSNHxBZb1ahRgw4dOkRTpkwhTU1NSRebqeBYT1NCANDXSQYaNmxIo0ePJhcXF9qzZw/Nnz+fiIgOHDhA69evp/Hjx1Pv3r3p5s2bZGxsLIliVxqurq4kKytLcnJydOLECYqKiuIHwLW1tWnUqFFsQLyMUlRUJDc3Nzp06BCNHj1a0sVh/jApKSl6/fo1de7cma5fv04AqFGjRrRp0ybKzc2l58+fU2FhIRGV1LsODg4UGRlJa9eupYCAgFL1MPN3CK+7mZkZCQQCUlJSos+fP9OLFy/4c+zt7SkkJITGjx9PrVu3pl69etHly5fZ84+psJo2bUoHDhxg7Yty4nvPj+LiYiooKKCMjAyqV68e1a9fn9TV1UlXV5fU1NRIW1ubjIyMyN7enl+BxjDMjxG9/wQCARERNWrUiKpXr0537tzhX1NUVCQvLy+qWbMmnT17lkaMGEEAWMD9N2rTpg1t3bqVBAIB3b59m4qKivgsUs7OzhQeHk6rV6+mnTt3ir2PBXz/vPr169P06dPJxMSEIiMjadasWURELNNDOSGsp6ZNm0YBAQFUq1Ytatu2LfXr14+WLVtGiYmJVKVKFTp8+DAZGBiQiYkJPX/+nFRVVfl7kAXcGUacjo4OLVmyhNTV1UlVVVXSxWEY5hfZ2dnRkiVLKDY2llauXEnt27enly9fUmRkJGlqapbagrR69eq0du1aftsphvlTWHr5vywnJ4eqVavGzzi9cOECXbt2jYqLi2n48OFUu3Ztevv2LQUFBdGBAwfI3d2d/P39JV3sSkVYIR8/fpzGjx9PgYGB1L17d5Z+rZxis7srvvz8fNLU1CQ1NTXauHEjtW7dmjiOo82bN9Pw4cNp/vz5NGXKFJKSkuLv4zNnzpCamhrp6elJuviV3ps3b+jq1avk6+tLrq6uNGrUKNLR0ZF0sRiGYb6roKCA5OTk/nW17Pjx4/ntMDQ0NCg9PZ1GjhxJGRkZdPHiRRb0YJif9PV9J2zrf/z4kZycnKhhw4a0cOFCat68ORGV7OM6depUMjQ0pEOHDtHatWupbdu2kip+ufZvdd769etp9OjRFBgYSL6+vmLbN12+fJnMzMxYn0xCEhMTadq0afT+/Xvau3cvn22AKftCQ0PJz8+P9u3bRyYmJnT16lWytLQkjuNo/PjxNGnSJFJRUaHc3FyaPn06LVmyhLUvGOY/ELblGYYpv0TjNMePHyd/f3969eoVbdq0iVxdXcXOdXJyouLiYjpx4gSL7TB/Bev1/EU7duygCRMm0JMnT0hFRYXCw8NpwIABZGBgQB8/fqQ1a9bQyZMnycjIiIYNG0ZERPv376f8/HxasGCBhEtfeQgr39atW/Mz9rt3784q5XKKDe5UbMXFxSQvL0+vX78mY2Nj8vT0pG3btlGrVq3I29ubiouLadSoUUREYoF3ltJXMoSN4mfPntHnz5+pUaNGpKGhQRoaGpSTk0P+/v4kLS1Nw4YNI11dXfL39ydjY2Pq0aOHpIvOMAxDREQ+Pj4UERFBT58+5fdm/1YQasyYMfTq1SsyNTWlevXqUb169UhBQYHOnz/P0lszzC8Q3jdLly6l27dvU3FxMU2cOJHMzMxo165dZGdnR76+vtS5c2cyNDSkhQsXUr169WjkyJEUGBhIN2/eZEH3nyBaZ0VGRlJqairl5+eTt7c3ERGNHDmSBAIB+fj4EMdxNHHiRL7/LNw3l02Gloz69evTokWLiIhYwL2ME6b+FyoqKqLJkyeTiYkJHT16lPr370+hoaGUn59PHh4epKioSJ6enqSmpkbLly//5u9gGKY0FnBnmPJPdIKno6MjycnJ0fTp0+ngwYOkoqJC1tbWRFQScI+NjaUnT56w2A7z17CV7n/Rs2fPaMCAAZSZmUnR0dG0dOlSMjAwoAEDBlBCQgL5+PjQ5cuX6eTJk9S6dWt69+4dLV++nC5fvkwnTpxgHSQJ2LVrFw0fPpzOnTtHpqamki4OwzDfIBzAy8/PJ2NjY5KVlaWtW7fyK943btxI48aNo0mTJtHcuXNZI0vCDhw4QGPHjqW8vDzS1tYmBwcHmjNnDhERbd++nebOnUsGBgZUtWpV2r9/P12/fp1MTEwkXGqGYZgSN2/epMGDB5OCggJFR0f/a+A9OzubTp48ScnJydSwYUPq3LkzSUtLs8ATw/wE0ftszpw5tG7dOnJ2dqa4uDiKiYmh3bt30z///EPPnj2jGTNm0IMHD0ggEJCamhqdPHmSqlatSm3btqXx48eTm5ubhP+a8kX02k+bNo127txJmpqa9OLFCzI2NqbAwEAyNDQkKSkpWrt2LU2YMIGmTZvGt+8Yhvm/ffnyherUqUNERCEhIWRtbU3y8vJUWFhIsrKy1LVrV3J3d6eJEyfS69evqXXr1pSamkqrV69m2+oxDMMwlZboivcTJ07QnDlzSEtLi0aNGkVLliyhp0+f0qNHj0hWVpb1w5m/hgXd/7KXL19S//79KSkpiXR0dGjevHlkZmZGRESpqank4eFBMTExFBUVRa1ataKEhASSk5OjunXrSrjklVNCQgL179+fQkJCSF1dXdLFYRjmO74VeBeueOc4jlauXEnz5s2j2NhYNoFJAoSN4Pfv35Orqyt5e3uTkZER7d27ly5evEjm5ua0evVqIirJ8HLq1ClKS0ujWbNmkb6+voRLzzAMI+7hw4c0cOBAqlKlCp09e5aqVav2n1eusxVoDPNrPnz4QEFBQWRnZ0eWlpZ8phzhvuF9+vShnJwcysvLo4yMDNLU1CQiIj8/P9q5cyddvnyZNDQ0JPtHlFPLly+nZcuWUUREBLVu3ZpCQ0OpX79+ZGVlRatWraKWLVsSx3G0aNEiOnbsGF28eJFNdmWY/+DKlStkY2NDz58/p/Xr19OePXvo6tWr1KhRIyIqaXf07duXtm7dSmZmZvTq1SvavHkzWVlZUefOnVkAgWEYhqnw/m3b368D7/Pnz6e7d++SpqYm3b9/nwXcmb+OBd3/EtGb/+XLl+Tj40MnT56kmJgYatu2LT9Ql5aWRt7e3nTw4EG6c+cOtWzZUrIFZygvL4+qVKki6WIwDPN/+Fbgffv27dSyZUu+flVSUpJ0MSsF0eCT8Pl3584d2rp1K+Xm5tK6deuoatWqlJmZSatXr6ZDhw5R27Zt+cB7Xl4eSUtLk6ysrCT/DIZhGJ5ovXbkyBGKjY2lKVOmUMeOHSkiIuJfV7wzDPNzFi9eTOPGjePTwB46dIh69epFWlpaFBoaymfCKSwsJD8/P1q9ejXt2rVLbCX73bt3adasWXTr1i06duwYGRsbS+RvKY9OnTpFKSkp1KdPH0pPT6epU6eSlZUV9evXj8LDw8nT05P8/f1p3bp1pKqqSsuXL6dWrVrx2zmJpv1kGOb7Pn/+TOPGjaOjR48Sx3F07949fsIQEfHbYixbtoxat25NCxcu5PemJWJbNzAMwzAV15s3b0hVVZVkZWVLTWAXbWeK/vvo0aN08OBB2rx5M8nIyLDnJPPXsVGhv0B408fHx9OHDx+oSZMmtHLlSrKysqIBAwZQUlIS3zFVUlKiTZs2kbu7O1WrVk3SRWeIWMCdYcoJYUNKXl6e7t69S0RE3bt3pwcPHhARsYD7XyIMOj169IguXbpEHMdRQUEBbdmyhcLDw+n+/ftUtWpVIiJSUFCg0aNHU48ePejmzZvk6elJRCX1Lgu4MwxTlgiD6ZMnT6bx48dTdnY29ezZk+7du0c2NjaUm5tLUlJSJBAIJFxShqkYrl+/TgcOHBAbWDM3Nydvb296/fo1JSUlEVFJu0NWVpYCAgJo3Lhx9M8//1B0dDT/HmNjY+rcuTNFR0ezgPsPuHz5Mtnb29OyZctoz549VLNmTXJzc6NOnTrRvXv3aPLkyTRnzhwaP348zZo1i2JiYmjQoEH08uVLIiIWcGeYH1C3bl1q3rw5ZWZmUnFxMeXl5RER8W0KExMTWrBgAY0bN44GDhxInz9/poiICP79LJDAMAzDVEQhISHk7e1NYWFhBIDvF+zatYsSEhLE2pnCticRUdeuXWn79u0s4M5IDAu6/2HCjubhw4epW7dudPLkSUpNTSVdXV3aunUr1atXjywtLSkpKYk4jiOBQEC1a9emkJAQ0tXVlXTxGYZhJEo40JCRkUHJyclERPRvCVpEA+/Xr18nVVVVUlRU/CtlZf4XcH/w4AEZGhrS+fPniYhITk6OZs6cSX379qWEhASaP38+/56aNWvSmDFjyNbWll69esUPojMMw5Q19+7do+DgYNq4cSPNnj2b9u/fT+Hh4ZSamkq2trYs8M4wv0lxcTGZmZnRtWvXSFpamo4dO0Z5eXnUoEEDmjt3LvXp04f69u1L169f5yevy8rK0rx582jNmjVkbW0t9vtGjx5NTZs2ldBfUz59/vyZiIiqVatGYWFhFBYWRra2tqSiosKn6O/bty8RlQxyjhw5kgwNDUlbW5v/HSzgzjDf93WfdsCAAXTt2jVycXEhU1NTunnzJklJSVFBQQERlUz6e/XqFR05coSuXr3Kp8plGIZhmIpo9+7dNGzYMBo0aBC1a9eOb1eePXuW/P396fbt20REYn3vb7U9WcCdkQQWdP/DOI6jyMhI6t+/P3l4eJCjoyPVqlWLiIh0dHQoNDSUateuTTY2NvTx40d+FQ3roDIMU9mJrpju3bs3HTlyhJKTk8UaWgkJCaXeJwy8V6lSha5du0ZaWlp/u+iVkvDzun//Ppmbm9P06dNp5syZ/OsNGjQgX19fcnNzo2PHjlFgYCD/mqKiIk2dOpX2799PKioqkig+wzDM/ykzM5MKCgqoWbNmRFTSXrewsKAVK1bQzZs3yc3NjbKzs1mKeYb5BZ6ennT8+HEqKioiKSkpiouLI2dnZxo1ahTl5+eTiooKrVixgrp27UqdOnWi69ev8ytb5OTkaNSoUXxbkPl53bt3p379+hHHcSQjI0MbN26kkJAQIiL6+PEjJSQkUHFxMWVkZFBYWBjp6elRaGgoSUtLU3FxsYRLzzBlm0Ag4Pu0b9++pUePHlGtWrXI1NSUNm7cSJ07d6aOHTvS3bt3+e01lixZQsXFxaSvr89P8GOBBIZhGKYiSktLo23btpGvry/169ePGjVqRAKBgABQx44dydbWll/MIyUlxdqeTJnDRoT+sJSUFAoICKDp06fThAkTSElJiT5//kx79+6l06dPk6amJh08eJAAUNeuXVklwTAM8/9JSUnRs2fPyNramvT19cnGxoaUlZWJiCgpKYns7Oxo586d33yvcADi31bFM78PAD7gbmlpSWPHjqV58+bxr2/dupXi4uJIVVWV/Pz8qE2bNnTo0CFaunQpf46CggL/+TIMw0jat54fhoaGVLNmTQoLC+OPycjIUOvWrUlHR4eOHz9OY8aM+ZvFZJgK58GDBzR8+HCKjo6moqIi0tbWpmPHjtH+/ftpzJgxlJ+fT3Xr1qXVq1eTs7Mz2dvb89vZiGLBqJ+Xn59PRET29vakq6tLkydPptq1a9PmzZspMjKSxo4dSxkZGdSqVSsyNjamN2/e0NChQ/n3i24JwDCMOGG/iYhoxowZ5OrqShYWFuTu7k6TJk2iGjVqUFBQEDk5OZGlpSWtWbOGOnToQLt37yYNDQ3+97AJfgzDMExFBYBevXpFqampfLu0qKiIUlNTiYjIy8uLFBUV6cqVK0RUEqRnmLKEA4tI/FFZWVnk7OxMPXv2JBcXF9q4cSNdvXqVHjx4QLVr16bhw4fTxIkTKT4+nqSkpEhTU1PSRWYYhikTCgsLadiwYZSdnU1hYWFUXFzMpxCVkpKiHTt2kL+/P505c4Z0dHT497H9IyXj06dPpKGhQa6urhQSEsJ/DoGBgTR37lw6c+YMWVhYEFHJCqnAwEA6ceIEjRw5ksaOHSvh0jMMw/yPMHOHUGFhIZ/Gdfz48fTw4UPy9vamfv36EVHJJNuRI0fSuHHjyMTEhAWcGOYniN53jo6OdPfuXdq5cyfZ2NiQrKwsnTx5knr27En9+/enNWvWkLy8PH3+/JkGDBhAxcXFdPr0aQn/BeVbdHQ0xcfHk6enJ3/s48ePZGJiQnPnziVHR0caNWoUffr0iaZOnUpt27alXbt2kYyMDHl7e7M9MxnmBwUEBNCKFSsoNDSU9PX1ycfHh06dOkXnzp2jVq1aUUZGBs2cOZNiYmJIQ0ODwsLCSFZWtlQbhWEYhmEqovXr19OMGTOoQYMG1LRpU4qLi6OsrCwSCAQkKytLL1++pHr16pFAIKC+ffvSqlWrJF1khuGxoPsfVlRURL169aKEhAR69OgRde3albp06UKdO3cmX19fqlu3Lq1fv17SxWQYhimT+vTpQ3FxcXTz5k0iKll5Iy0tTQDo9u3btGzZMpo0aRK1bt2acnNzqUaNGhIuceWVkJBAo0ePpitXrlBUVBS1bNmSFi5cSEuXLqW9e/eSnZ0dv3KU4zj68OEDrVq1ioYPH06NGzeWcOkZhmFKiA5mr1ixgm7fvk3Pnj2jAQMGkLOzMykoKNCIESMoPj6ejIyM+MBTUVERXbp0iU9vxwLvDPPjRIO29vb2dP/+/W8G3gcMGECrV68meXl5SktLI0VFRRaE+gXR0dHUsWNHIiLq3Lkzde/enaysrEhfX5/27t1Le/bsoT179tCbN29o1qxZ9OXLFxo6dCi5u7vzv4PVewzzfxOmlU9PT6c+ffqQp6cnubm50enTp6lHjx60atUq8vT0pIKCAj6tfFJSEtWrV484jmMTWxiGYZhK5cmTJ9S3b1/y8fGhNm3akEAgoNzcXPry5QsNHjyYZsyYQVWrVuUngDJMWcGC7r+RcFVfUlISycrKUk5ODqmrq1Nubi4dP36cBAIBde/enWRkZIjjOOrbty/VrVuXn4nDVmYyDMOUED6a9uzZQ0uXLqXk5GRq2rQpSUtL07t37yg/P59q1qxJd+/epTp16pCCggIZGxvTzp07qVq1ahIufeWVlJREo0aNoujoaOrbty8dOHCAgoODyd7eXuy8u3fvkrGxMRugZRimzJo6dSpt2bKFvLy86PPnz3Tx4kVq1qwZzZs3jxo2bEi7du2iHTt2kJycHNWpU4cOHTrEVqAxzE/6Xpaizp0708OHD8UC71FRUeTq6koODg60e/dukpWVJaLSGSqY/+7ly5fk6elJMjIyBID09fVpz549NGPGDAJAR48epTlz5pCVlRU9efKERo0aRS1atKC1a9dKuugMUy48ePCA1NTU+K20srOzydramnbu3EmvXr0id3d3WrJkCQ0fPpwKCgooJCSEmjVrRpaWlvzvYHUcwzAMU5kIBAJ6+/YtOTg40N69e8nIyIh/7c2bN+Tl5UXLli0jQ0NDIiI2MY0pU1jQ/TcRNoAjIyMpICCA0tPTqVq1auTj40MDBw4UOzc1NZUWL15MmzZtosuXL5Oenp6ESs0wDFO2FRQUEBFRjx49qHXr1tS7d29KTEwkjuOoZs2a1KtXLzI2NiYnJyeysLAgfX19CZeYSUpKokmTJtGuXbto7dq1NHLkSLHg+pQpU2jr1q0UGxtLtWvXlnBpGYZhSrt37x65ubnRtm3byNramoiIzpw5QytWrKCqVatSUFAQX39lZGSQgoICW4HGMD9JNJD0/v17kpGRIQUFBapevToREdnZ2dGjR4/EAu9HjhyhVatW0ZkzZ1gQ6jeJjY2ladOmUWFhIY0dO5aKi4tp06ZNlJubSydPniQXFxc6cOAASUtL0+vXr6lRo0bs2jPMf3D48GFyd3cnDw8PmjVrFtWtW5dSUlKoY8eO1LhxYzp//jwtWLCARowYQUREcXFxNHr0aPLy8qJevXpJuPQMwzAMI1ldunShDx8+0NWrV0lKSooyMzNp8ODBVFBQQKdPn2btUaZMYt/KnyQQCMR+lpKSoqNHj1Lfvn3Jzc2N1q5dS+3ataPBgwfT5s2b+fP2799PAwYMoAMHDtDZs2dZwJ1hGOZfyMrKEsdx9OLFC6pVqxbp6+tTp06dyNbWlgwMDMjMzIy8vLzI29ubBdzLCBUVFQoICKA+ffrQ9OnT6c6dO3zAfdasWbRu3To6fvw4C7gzDFNmCTvzopk4OnXqRGPGjKGzZ8/So0eP+OOKiorEcRwBYAF3hvkBISEh9OLFC36gbNq0aeTk5ETNmzenIUOG0IYNG4iI6PTp06Svr0+DBg2iCxcuUGFhIbm4uNC5c+dISkqqVL+c+Tm6uroUEBBAhYWFtHjxYmrUqBHt27ePli5dSh4eHjR79mx+iydNTU127RnmP8jPz6fIyEjKy8uj+Ph4mj9/PiUlJVHt2rVp1qxZdPLkSbK2tqYRI0YQAMrIyCAfHx/Ky8uj7t27S7r4DMMwDCMxwnXC8+fPJykpKdLQ0CATExPq1q0bpaam0smTJ1l7lCmz2Er3nyCcjX/nzh06duwYzZw5k969e0dDhgwhZ2dnGjt2LH38+JHatm1LSkpKdP/+fVq/fj0NHz6c8vPzaceOHWRnZ8f2sGUYhvk/CNONzp49myIjI2nJkiVka2tL6enptGTJEtq5cyfFxMRQo0aNJF1U5iuJiYk0evRoOnv2LN24cYMOHz5M/v7+FBMTQ61bt5Z08RiGYYjof88Z0fTWd+/eJQcHB1q3bh316tWLCgsL+RTWLVq0oIEDB9KUKVMkWWyGKdeioqLI0dGRJk2aROPGjaNTp07RlClTaMWKFZSamkq3b9+mqKgoGjFiBPn5+RERkaOjI508eZKuX79OJiYmEv4LKq4XL17Q6NGjiYhoxowZfLYPIpbemmF+xvXr1/msbLm5uaSvr09+fn5Ur149WrlyJU2YMIE6d+5MACg/P59SU1Pp1q1bJCsry7biYhiGYSqsb7Urv3csMTGRduzYQQKBgDQ1NalPnz4kLS3NMs0xZRYLuv8g4c3/4MEDMjY2pvHjx9PSpUvp06dPtG7dOn6GaseOHcna2poWLVpEI0aMoH379tHy5ctp3Lhxkv4TGIZhyp2rV6/SwoUL6cqVK6Sqqko1atSgDx8+0KFDh8jY2FjSxWO+IykpicaOHUv79u0jaWlpunbtGgu4MwxTZoh26kUD60RE3t7edPDgQTp79iz/nElJSaH27dvT5MmTacCAARIpM8NUFJs2baL58+eTt7c3ffnyhQwMDMjb25uIiBISEmjHjh20detWWrZsGb/ic+LEibR48WIWhPrDXrx4QT4+PkRENH36dLKyspJwiRim/BEIBASApKSkyNfXl5SVlUkgENChQ4eoffv2NH36dFJWVqZLly5ReHg4ERFpaWnRiBEjSEZGhgUSGIZhmApLtB+ekJBAxcXFP7yYik1MY8oyFnT/AcIK4f79+2RhYUHjx4+nBQsW8K/n5uZS1apVafbs2XTz5k3avXs3KSkpkZ+fH4WEhFBOTg6fIlm4koZhGIYR971VNA8ePKB79+7RjRs3qGXLlvw+eMyfJ/xM0tLSSEpKihQVFb97ztfev39Pq1atokGDBrEtABiGKTNE66zVq1fThQsX+LTJy5cvp8LCQurbty8dP36cJkyYQDVq1KDz58/Tx48f6fbt22wgnGF+kui9t379elqwYAGlpaXR3LlzaeLEifx57969o/79+1PHjh3J399f7HewQbY/78WLFzR+/HhKSkqirVu3kqGhoaSLxDDlwtOnT0lRUZHU1NT4YytWrKDdu3fTlStXaN26dbR7926ytramqVOnkoqKSqkAO6vjGIZhmMpg+vTptH//fsrKyqKOHTvS8uXLqW7duqXOE81KxzDlAcsN9gOkpKTo5cuXZG5uThMnTqQFCxbw+0vs3LmTbt68SUREjx49ImVlZVJSUiKikmD8vHnz6NWrV1S7dm1WSTAMw/x/wjo0KSmJPn36RMnJyaUCt8JzDA0NaeDAgbR27Vry8vJiAfe/RDg4/vjxY3J0dKT9+/dTamoq//qBAweoqKjou3spqaur08KFC1nAnWGYMkV0H+l58+aRrq4u1a5dmw4cOEAmJiaUmppKBw4coIkTJ9Lly5cpMjKS6tSpQ7du3SIZGRkqLi6W8F/AMOWPcNWn8P4ZOXIkBQQEkJSUFJ05c4aeP3/On9uwYUNSV1enu3fv0tfrBFgw6s/T0dGhJUuWULt27VgbjmH+o4MHD5KRkRFZWVlRaGgo3bp1i4iIxo8fT4qKirRixQoaP348ubi40LVr12jx4sWUmJhYaiIfq+MYhmGYikh0zHDnzp0UEhJCM2bMoHnz5tH58+fJzc2N4uPjS72PxdKY8oYt0fgBAoGAtm3bRgoKCqSsrExEJTf9/PnzafXq1XT06FEiIrK0tKQpU6aQlpYWvXnzho4ePUojR4785spAhmGYyko4UzEiIoJmz55NRUVF9OnTJ5o4cSK5urryQXXWuJIsKSkpev78ObVv356GDBlCbdu2pVq1ahERUXp6Oo0ePZoOHjxIoaGh393nk60IZRimrBCdJf/kyRMKCwujXbt2UZcuXYiIKD4+nnr06EEuLi509epVmjdvHmVlZZG8vDzJyMgQx3Es5SvD/ATRFe75+flUrVo1IiIaNGgQ5efn0+zZs2njxo00dOhQ0tPTo4yMDHrx4gWZm5uztqCE6Onp0bJly4iI7efOMP+XgoL/196dx0VZr/8ff88Mg4CiiBu5Fm6YS+6W39z3fd+XhyspLrkmih4tldxSc8UNt1wqU0mF1FAztZQU9bh8Ta0AQ+gYhSyizvL7wx9zpOV7jh5PA/J6/pPc9z3DNdLIPff7vq7PA0VGRqpo0aIymUxas2aNPD09VbBgQc2ZM0fNmzfX999/L0maMWOGjEajQkNDVaZMGcdyDgAAPM8yzyU/++wzpaam6p133tHAgQMlSS1btlSDBg00ePBgbdq0iUYr5GhcLXoCRqNRo0ePVnp6unbu3Ck3NzfdvXtXy5Yt0+bNm1W3bl1JUp8+fXTnzh3t3r1bRYsW1eHDh1W+fHknVw8A2YvBYNDhw4fVr18/BQcHq0+fPlqxYoWmTJmiqlWrcoKVTdhsNr333nt69dVXtXDhwiz7ChQooA0bNuj999/XtWvXVLFiRSdVCQD/2ooVK3Tnzh3NmjVL0qMbh5KTk1WpUiVJjwJ5X19fbd68We3atdP27dvVt29feXh4OC4Q2O12AnfgKWS+hxYsWKBDhw6pTJkyateunbp27Sp/f389fPhQb7/9tj777DPVrFlTGRkZslgsjtCXsZLOReAO/N9cXV31t7/9TWazWbGxsXrhhRc0ZMgQTZw4UePHj9d3332nCxcuqEWLFurWrZuCgoJUokQJDRgwwNmlAwDwl4mPj1fbtm0lSfPnz5f06Dy/VKlSOnHihBo0aKChQ4dqzZo15GnIsfjk9ISKFy+uwMBA1alTR0uXLlVQUJB27typNm3ayGKxSJJ8fHw0d+5cnThxQmFhYapevbpziwaAbCZzTOjHH3+soUOHasyYMUpLS9OOHTs0bNgwtW7d2skVIpPRaJTRaNQ//vEPXb16VZKUkZGhX375Rffv35e3t7cSEhJ0/fp1Scoyeh4Asot169Zp7NixWcYk+/n5yc3NTbt375b0z8kqpUqVkru7u+7evSspa9hE6Ac8veXLl2vhwoV69dVXdf78eS1ZskTBwcGSpFGjRmnevHmKj4/X1atX1aVLF0VFRclsNstisfDeA5Dt+fj4aMqUKSpRooTOnTunc+fO6YsvvtDEiRPVpk0blSpVSn5+fo7jBw0aJJPJxJI1AIDn1m+XiSpevLhOnz6tUqVKKTIyUklJSTIYDLLb7SpZsqROnDihr776SkuXLnVOwcAzQJvGU/Dx8dH06dNlNBp17NgxRUdHq2nTpnJxcckybpJx8gDwxwwGg6xWq65fv66AgABlZGSofv36at++vUJCQiRJmzdvVtWqVVWzZk0nV4vatWsrNjbWsa7nvXv3FBcXpzx58qhUqVK6dOmSOnbsqOrVq6tAgQKKiIiQm5ubs8sGAEnSmjVrHEthdOnSxbG9YMGC6tixo/bt26fixYurZ8+ekiQPDw95eXnJbDY7q2TgufDbkeR37tzR2rVr1aVLF40dO1azZ8/Wp59+KpvNpunTp2vIkCH65Zdf9NVXX6lfv36O80WmSwDIKYoXL66goCAFBwdr7dq1SktL0/jx41W/fn1NmjRJ3t7ev/u3kTXcAQDPo8d/39lsNhkMBhkMBtWpU0c7d+5U27ZtNXLkSK1bt0758+eX3W5XiRIlFBsbK29vbydXDzw9g/23t5vg35aQkKC5c+cqKipKXbp00ZQpUySx3hkA/JHMsaBJSUmOk6dRo0bp/Pnzio2NVadOnbRkyRKZzWY9ePBA/fv3V5UqVRQUFMSFCCd5fJRrYmKi/P391bVrVzVr1kwxMTHy8vKSxWJRQECAChUqpM6dO+u1115zjGoGAGfbu3evunbtqrCwMHXo0MGxferUqRo0aJAkKTAwULdu3VL16tVVq1YtffTRR7pz546io6P5/QM8pcfPIfbt2yej0agPPvhAI0aMUKNGjSQ9+jwdHBysqKgodejQQdOmTcvyWD5XA8ipMq8XnjlzRp07d9bUqVMlSVarlXMLAMBz7/Hz+KVLlyo6Olrff/+9evfurUaNGqly5co6deqU2rVrp1atWmnt2rWO4D3zMwS/M5FT8Qn2P+Dj46OgoCDVqVNH+/bt08yZMyWx3hkA/FbmSdOBAwc0cuRIffzxx5Kkjh07KjU1Vfny5VNwcLDMZrNsNptmzZqlM2fOqG/fvpxgOVHmiCdJKlasmJKSknTp0iWVLFlS//M//6PKlSurbNmy8vHx0RtvvKEhQ4YQuAPINu7fv6+DBw/K19dX33//vWN7586dFR4eLk9PT1WsWFELFixQr169dObMGX344YcqWrSozp49y8hX4Ck9frFswoQJGjBggAYNGqRdu3Zpy5YtjuMyP0+/+uqr2rBhgzZv3pzlOfhcDSCnyvz3rV69etq/f79mzJghia52AMDzLfMaYuZ5fGBgoGbPnq0SJUqocOHCCg0N1ZgxY3TmzBnVr19f4eHhioyMVPfu3ZWenp5lSSl+ZyKnotP9GUhISNDUqVN169Yt7dy5U4UKFXJ2SQCQ7ezdu1e9e/fW3Llz1aJFC1WrVk1Wq1VLly7Vzp07lZ6erjp16igpKUmnTp3S4cOHVaNGDWeXjcdMnz5dp06d0oQJE9S+fXslJSVpyZIl2rRpk44fP66XXnrJ2SUCQBa3b9/W/Pnzdfr0afXu3VsnTpzQjRs3tGvXLpUtWzZLOChJGRkZjuUxHl82CsCTS0hI0IABA7Rw4ULlyZNHH330kbZv365OnTppwYIFjuPi4+P10UcfacyYMVxcA/BcSUhI0FtvvSU3NzetWbMmyzkHAADPs+joaPXq1Uvr169Xw4YNJUnh4eFav369Hjx4oJCQEJUsWVLHjx/Xu+++qwMHDnDTLZ4LhO7PSGJioqRHnYAAgKx+/PFHdejQQQMHDtS4ceOy7LNarfryyy8VFham27dvq2LFiurXr58qVKjgnGLxp+Li4tSjRw8lJSUpJSVFZcuWVWxsrMLCwrhBAkC2lTni9cCBA0pOTtbFixdVokSJLOPqfhu+//ZrAE9m2bJl2rZtm3x9fRUaGip3d3fduXNH69ev19atW9WuXbsswXsmxkgCeN4kJSXJy8tLRqOR8wsAwHOpT58+6tKli3r27OnYdvr0abVu3VqHDx9W7dq1Hds/+eQTTZ48WR999FGW7RLLNuP5QOvGM0LYDgB/LjU1VT/99FOWYDbzgoPJZFLjxo3VuHFj5xWIf8lms6lUqVLau3evjh49qsuXL6tatWqqW7euXnzxRWeXBwB/ysfHR9OnT5fRaNTJkye1Y8cOTZo0SSaTyfGh/rcXwLkgDjy9hw8fytXVVT/99JNSU1Pl7u4uSSpcuLCGDRsmg8Ggbdu26ddff9XatWuzPJbAHcDzxtvbWxJBAgDg+fTjjz+qVq1a6tKlS5btefLkUZEiRRQbG6vatWs7rgN369ZN48eP1xdffPG70J3fk3geELoDAP5rMk+oUlNTJf0zxHi8i+mrr75SXFxclrsh8dfK/DnZbDZZrVaZzebf7TMajbLZbPLx8VGfPn2cWC0APLlixYpp6tSpmjt3rnbt2iWr1aopU6bQdQY8A5nvocz/ms1m9erVSx4eHho9erSGDh2qDRs2SPpn8J6SkqIffviB9x+AXIMgAQDwPCpRooQmTZokSVq1apXu3buniRMnqnr16qpUqZImTpyosmXL6pVXXpEk3blzR97e3ipZsqQzywb+axgvDwB4pv7s4mnNmjXl7u6uyMhIx3q5kjR58mQlJSVp+fLl8vDw+CtLhf758zp06JA+/vhjXblyRQMHDlTDhg1VqVKlLMcAQE6XkJCg4OBgnT17Vk2aNNGcOXOcXRKQoz3euZmYmCg3Nze5urrK3d1dv/76q/bu3aspU6aoU6dOWbrak5OTlT9//ixhPQAAAICc4/HPAhaLRSNGjNDRo0c1fvx4jR49WpLUoEED/fDDDxo4cKB8fHy0b98+JSYm6uzZs3JxoScYzx9CdwDAM5N50fTo0aPas2ePfHx8VKdOHbVo0UKXLl1Su3bt5OPjoxkzZshut+vo0aNav369Tp06pSpVqji7/Fzjtxe39+7dqwEDBmjAgAHy9PTUnj17VKdOHY0aNUr169f/w8cAQE6VkJCgt956S25ublqzZg3/tgFP6fGLbPPmzVNYWJju37+vwoULa9OmTSpevLiSk5O1Z88eTZ06VZ07d9bq1auzPAfnFwAAAEDOc+3aNZUuXVru7u6aNWuWunbtqvz582vFihXav3+/Ro0apTFjxkiSRo8eratXryo1NVVly5bV5s2bZTabs0xCBZ4XhO4AgGfqwIED6tatmxo1aqT4+HjZbDZNnDhRQ4YMUVxcnPr06aOffvpJFotFPj4+WrVqlapXr+7ssnOtixcvqlu3bpo8ebL8/f1ltVpVqFAheXp6qm7dupoyZYrq1q0riQvjAJ4fSUlJ8vLyYrw88AwEBQVp/fr1Wrhwoby9vRUUFKS0tDQdOHBAFStWVHJysvbu3avBgwdr3rx5euutt5xdMgAAAICnYLfbdeXKFVWtWlUhISG6ePGiQkNDdfbsWVWqVEk3b97UypUrdeDAAY0aNUpjx46VJKWlpclutytv3rwyGAyyWCx0uuO5xP/VAIBnJj4+XlevXtWyZcvk7++vK1euaOPGjZoxY4YsFov8/f114sQJ3bx5U66urvL09JSXl5ezy8415syZo/Pnz2vXrl2OkOnBgwfq1q2bBg8erNjYWDVq1EgDBgxQy5Yt1bt3bxmNRo0aNUqNGzcmlALw3PD29paUtVMXwJOLjIzUZ599pl27dqlBgwbat2+fYmJiVKhQITVq1EjHjx9XhQoV1LFjR+3fv1+tWrVydskAAAAAnpLBYFDlypW1ePFijR07ViaTSZGRkapUqZLsdrvKli2rgIAASdLq1atlMpk0atQo5c2b1/EcdrudwB3PLf7PBgA8E5cvX1bPnj1lt9u1atUqSdLLL7+skSNHSpLefvtt2e12vfHGGypbtqwzS8117Ha7rFarqlevrq5du0qSI0AvW7asRowYIZPJpMDAQDVu3Fjz58+Xh4eHatasqSNHjsjLy0v16tWTu7u7M18GADxzBO7Af8bd3V2dO3dWgwYNdPDgQQ0dOlTBwcFq3ry5mjRpoo4dO+qTTz5R5cqV1bZtW0lijCQAAACQA9lsNhkMBhkMBr300kt68OCBDAaDLly4oJdfflkFChSQJJUrV04BAQEyGo0KCgpS8eLF1aVLF8fz0NSD5xmhOwDgmUhPT9crr7yiTz/9VHFxcY7tvr6+CggIkMlk0rhx4+Tu7q6BAwc6sdLcJyYmRi+++KLatGkjk8mkL774QvPmzVNERIQKFiyoggUL6t69e7p586b69u0rDw8PPXjwQOXLl1fXrl3VrVs3AncAAHK5L7/8UlFRUZKkfv36qVixYqpfv75eeuklWa1Wvf/++xo2bJgCAgKUnp6uChUq6PTp05o8ebLCw8Mdz0PgDgAAAOQsj0+J+/bbb9WpUyfZbDa99957CggIUEZGhoYMGaL8+fNLehS8T548WaVKlVLHjh2dWTrwl6K1AwDwTNSpU0eTJ09Whw4dNHPmTIWFhTn2vfTSSxo2bJgmT56s1157zYlV5j7h4eHy9fVVZGSkTCaTLBaLkpKSdO7cOXXq1Mlx3M8//yyz2azr16/r0KFDmj17to4fP66BAweqdOnSTnwFAADA2bZu3aphw4YpJiZGefPmVbFixRz7XnjhBSUmJuratWuqV6+eJOnhw4cqWrSojh07pv379zurbAAAAAD/Ibvd7gjcZ86cqf79+2vbtm2SpIkTJ2rOnDmaMGGCtmzZort370qSBg0apH/84x968803ZTKZZLVanVY/8Fcy2O12u7OLAADkLJnrgcfFxSk9PV1Go1Hly5eXJEVFRWnVqlU6c+aM3n333Sx3M1osFtbs+YvduXNHkydP1q5du7R37141a9ZM6enp+vzzzzVhwgT5+fk5LoavW7dOixYt0sOHD2Wz2bR7927VrFnTya8AAAA409atW/XGG29ozZo16tKli/LlyydJWrp0qcqUKeMYFdm4cWMlJCRo2rRp2rBhgywWi7788ksZjcYsnTEAAAAAcp6//e1vWrVqlT788EP5+fmpRIkSjn3vvvuuZs6cqb59++rbb79VQkKCvv32W64DI9chdAcAPJHMwD0sLExvv/22fvrpJ7300kuqVauWli5dKkk6ffq0Vq9erejoaE2fPl09evRwbtG5XFpamt566y1t2LBBhw8fVoMGDXTv3j0dPHhQkyZNUvny5RURESFJ+vvf/y6z2SwvLy/5+Pg4uXIAAOBMV69eVa9evTR69Gj5+/s7tvfs2VO7du1Sq1atNGLECHXq1EkXLlzQhAkTlJSUpBIlSmjPnj0ym80E7gAAAEAO991336lHjx6aMWOGOnfu7Nj+8OFDmc1mSVJISIi++uormc1mrV69WmazWVarleWlkKvwyRcA8EQMBoMiIiLUv39/DRkyRJGRkWrfvr2WLVumwYMHS5Lq1aungIAAlStXTosXL1Zqaqq4x+uvZ7PZJEnR0dGqUaOGbDabOnTooGPHjsnd3V2tWrXSokWLdP36dXXo0EGSVLVqVfn5+RG4AwAAxcXFKSUlRQ0bNnScV4waNUrR0dHav3+/LBaL1q5dqwMHDuiVV15RZGSkIiIitG/fPpnNZlksFgJ3AAAAIIdLSUnR9evXVahQoSzbzWaz0tPTJUkjRozQ6tWrtX79esdnAQJ35DZ8+gUAPJGEhAQtX75cs2fP1ujRo+Xt7a2VK1eqWbNmCg8P18CBAyVJdevW1bRp0/TJJ58oX758MhgMTq489zEajdqzxo4QnAAAGQNJREFUZ4/at2+vmJgYDR06VH5+fmrTpo0iIyMdwfvixYt18uRJ9erVy9klAwCAbCQqKkopKSny8/NzhOfTp0/X0aNH1bZtWy1btkzJycmaO3euYmNjJUk+Pj4yGAyy2WyMkwQAAABymD9qnDIYDCpSpIgSExN/d9znn3+u5cuXS5I8PDwc+/gsgNyI0B0A8ER8fHzUokULtWzZUomJiWrcuLHatWunvXv3qm/fvvrggw/UtWtXSVKtWrVUvHhxJ1ece6WkpGj+/PkaOXKkZs+erdWrV2vnzp3q2bOn2rdv7+h4b968uT744APNnTvX2SUDAIBspFy5crp3754OHz7s2PbCCy+oZMmSstlsqlSpkjp27KiCBQv+ruuFDncAAAAg58lsnFq+fLnmz58vSapWrZrKli2radOm6dKlS47jMjIytH79el26dClLWE/zFXIrbjUBADyx8ePHS5JWrlypMmXK6J133lHevHlVvnx51apVS7Gxsbp165ZKlizp5Epzt4cPHyohIUGlS5d2bCtTpoxmzpypixcvqkePHtqxY4eaN2+utm3bOrFSAACQHdWpU0cuLi5as2aNKlasmOWcwmg0KiUlRV9++aUqVqyovHnzOrFSAAAAAM9KSkqKbt68qR07dihPnjwaN26c9u7dq0aNGqldu3bq0aOH8ufPryNHjujOnTvavXu3DAaD7HY7gTtyNW49BwD8qcw7FC9duqSwsDBduXJF9+/fd+y/dOmSEhISVKRIEUnS999/r/bt2+uLL74gcM8GvL29VbduXX366adKTk6W9OhOU19fX1WrVk13795V//79lZaW9oejowAAQO7m6+urkJAQ7d+/X9OmTdP58+cd+2JiYtStWzfFxcVpwYIFkv54FCUAAACA7M1ms2X52tPTUxMmTJC/v78WLVqkpUuXysPDQ1FRUerYsaOuXLmio0ePys/PT+fPn5eLi4usViuBO3I9Ot0BAH/KYDBo9+7dGjRokIoWLaq4uDhNmTJF/fv3V4UKFdSuXTtFRESoc+fOyp8/v8LCwnTmzBk6nZwg807S5ORkZWRkqECBAnJzc1OPHj00b948LV68WJMmTZKnp6ckKW/evNq8ebOaN2/OzwsAAPypnj17Ki0tTQEBAfriiy9UpUoVWSwWpaSkSHq07nvmRTaTyeTkagEAAAA8qcyloa5cuaKXX35ZklS6dGkNHz5cNptNCxculCSNGzdOy5cvdzRl5cmTR5JksVhYwx0Qne4AgN+w2WyOLqWYmBgtX75cCxcuVFRUlBYuXKidO3dq5cqV+u6779S8eXMFBQUpLS0ty3hR/LUyA/ewsDB17txZtWrVUp8+ffTuu++qR48e6tixoyIiItShQwcFBwdrwIAB+vjjj1W7dm0VLlzY2eUDAIBszGQyadiwYTpz5ow6deokq9WqMmXKaODAgTp58qTMZrMsFguBOwAAAJDDPN7hfvDgQTVr1kw7d+50bCtdurT8/f3VqVMnvfPOOwoNDZX0KGzPDNztdjuBO/D/GezMfwMA6NGo+CpVqji+PnHihA4dOqSbN28qJCTE0SG9bt06LVq0SC1bttTkyZMda3veu3dP7u7uTqkd0meffaauXbtqzpw5atq0qTZs2KBVq1YpMjJSjRs31o4dOxQREaGLFy+qWLFimj9/vqpXr+7ssgEAQA5HhzsAAACQs0VERCg1NVWHDh3S119/rRkzZqhnz56O/YcPH1aHDh304MED7dixQ7169XJitUD2xe0nAACtXLlSkZGR2rhxowoUKCDpUYgbHByskiVL6qeffnKE7sOHD5ckvf/++0pLS1NgYKAqVKhA4P4Xyexqz/yz3W7XgwcPtG3bNgUGBmrChAn65ZdftGfPHo0aNUoNGzaUJPXp00d9+vRRSkqKXF1dHXejAgAA/LsePw/JROAOAAAA5Cw2m80xUn7WrFlau3atTp8+rfLly0uSZs6cKbvd7gjXixQpoh49eqh169bq3r270+oGsjtCdwDIxTJPsBo0aKBWrVqpQIECSkxMVLFixTRnzhx5e3tr7ty52rx5s0aOHKkXXnhB0qPgPSMjQ1u3bnWE9Pjvy/x53blzRy4uLvLy8pLBYJCbm5vi4+PVtWtX3bp1S6+++qratWunZcuWSZLCwsKUP39+NWnSxHHzBAAAwJP6beAOAAAAIOfJDNxv3bql5ORkrV+/XqVKlVKpUqU0ZswYGQwGTZs2TfHx8WratKmmT5+u4sWLq2/fvjIYDEy7Av4Ea7oDQC6VGeB+8803OnDggMqVK6czZ85o4MCB+vDDDyVJEyZM0JgxY7Rp0yZt3LhRCQkJjsePGTNGhw4dUrFixZz1EnIdo9GoGzduqG7dugoMDNSdO3ckSampqTKZTDp48KAaN26sNm3aKCQkRJKUlJSk3bt36/r161nWaQI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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "full_name ignored\n"
     ]
    },
    {
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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "country_of_residence value count:\n",
      "country_of_residence\n",
      "United States           754\n",
      "China                   515\n",
      "India                   157\n",
      "Germany                 102\n",
      "United Kingdom           82\n",
      "                       ... \n",
      "Portugal                  1\n",
      "Georgia                   1\n",
      "Eswatini (Swaziland)      1\n",
      "Uzbekistan                1\n",
      "Armenia                   1\n",
      "Name: count, Length: 78, dtype: int64\n",
      "--------------------------------------------------\n",
      "city_of_residence value count:\n",
      "city_of_residence\n",
      "New York       99\n",
      "Beijing        68\n",
      "Hong Kong      67\n",
      "Shanghai       62\n",
      "London         61\n",
      "               ..\n",
      "KÃ¼snacht       1\n",
      "Brownsville     1\n",
      "Montpellier     1\n",
      "Santa Clara     1\n",
      "Makati          1\n",
      "Name: count, Length: 741, dtype: int64\n",
      "--------------------------------------------------\n",
      "source ignored\n",
      "citizenship value count:\n",
      "citizenship\n",
      "United States           734\n",
      "China                   483\n",
      "India                   166\n",
      "Germany                 116\n",
      "Russia                  104\n",
      "                       ... \n",
      "Venezuela                 1\n",
      "Algeria                   1\n",
      "Portugal                  1\n",
      "Eswatini (Swaziland)      1\n",
      "Bangladesh                1\n",
      "Name: count, Length: 76, dtype: int64\n",
      "--------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "birth_date ignored\n",
      "last_name ignored\n",
      "first_name ignored\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "image/png": 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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "columns_to_ignore = ['full_name', 'first_name', 'last_name', 'birth_date', 'source', 'position']\n",
    "\n",
    "columns_as_list = ['country_of_residence', 'city_of_residence', 'citizenship']\n",
    "\n",
    "columns_pie_chart = ['continent', 'gender']\n",
    "\n",
    "for column in df.columns:\n",
    "    if column in columns_to_ignore:\n",
    "        print(f\"{column} ignored\")\n",
    "        continue\n",
    "    \n",
    "    if column in columns_as_list: #creates the lists\n",
    "        print(f\"{column} value count:\")\n",
    "        print(df[column].value_counts())\n",
    "        print(\"-\" * 50)\n",
    "        continue\n",
    "    \n",
    "    if column in ['residence_state', 'residence_region']: #ignores the following value in the us subdivision\n",
    "        filtered_data = df[df[column] != 'No subdivisions info']\n",
    "        plt.figure(figsize=(25, 6))\n",
    "        sns.countplot(x=filtered_data[column])\n",
    "        plt.title(f\"Column (Filtered): {column}\")\n",
    "        plt.xticks(rotation=45)\n",
    "        plt.show()\n",
    "        continue\n",
    "    \n",
    "    if column in columns_pie_chart:\n",
    "        plt.figure(figsize=(10, 10))\n",
    "        \n",
    "        data_counts = df[column].value_counts()\n",
    "        wedges, texts, autotexts = plt.pie(\n",
    "            data_counts,\n",
    "            labels=data_counts.index,\n",
    "            autopct='%1.1f%%',\n",
    "            startangle=90,\n",
    "            textprops={'fontsize': 10},\n",
    "            rotatelabels=True\n",
    "        )\n",
    "        for text in texts:\n",
    "            text.set_rotation_mode('anchor')\n",
    "            text.set_ha('center')\n",
    "            text.set_va('center')\n",
    "        \n",
    "        plt.title(f\"Column: {column}\")\n",
    "        plt.show()\n",
    "    \n",
    "    if df[column].dtype in ['int64', 'float64']: #graphs for numerical values - boxplots\n",
    "            plt.figure(figsize=(25, 6))\n",
    "            sns.boxplot(x=df[column])\n",
    "            plt.title(f\"Column: {column}\")\n",
    "            plt.show()\n",
    "    \n",
    "    else: #graphs for categorical values - countplots\n",
    "            plt.figure(figsize=(25, 6))\n",
    "            sns.countplot(x=df[column])\n",
    "            plt.title(f\"Column: {column}\")\n",
    "            plt.xticks(rotation=45)\n",
    "            plt.show()"
   ]
  }
 ],
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