Final_clean_code.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import libraries and set styles\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "%config InlineBackend.figure_format = 'png'\n",
    "plt.rcParams['figure.facecolor'] = (1,1,1,1)\n",
    "%matplotlib inline\n",
    "sns.set_style('darkgrid')\n",
    "sns.set_context(\"notebook\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data in ##"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#June 2019 MTA data\n",
    "df1 = pd.read_csv('http://web.mta.info/developers/data/nyct/turnstile/turnstile_190629.txt')\n",
    "df2 = pd.read_csv('http://web.mta.info/developers/data/nyct/turnstile/turnstile_190622.txt')\n",
    "df3 = pd.read_csv('http://web.mta.info/developers/data/nyct/turnstile/turnstile_190615.txt')\n",
    "df4 = pd.read_csv('http://web.mta.info/developers/data/nyct/turnstile/turnstile_190608.txt')\n",
    "june_data_raw = pd.concat([df1,df2,df3,df4], ignore_index = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Zip codes of MTA stations\n",
    "zip_codes=pd.read_csv('zip_codes_new.csv')\n",
    "zip_codes['zip_code']=zip_codes['zip_code'].astype('str')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Load in and clean income data by zip code\n",
    "income_data = pd.read_csv('NY_Income_by_Zipcode.csv')\n",
    "income_data = income_data.filter(['Geographic Area Name', 'Estimate!!Households!!Median income (dollars)'])\n",
    "income_data.rename(columns={'Geographic Area Name' : 'zip_code','Estimate!!Households!!Median income (dollars)': 'Median income'}, inplace = True)\n",
    "income_data['zip_code']=income_data['zip_code'].str.replace(r'ZCTA5 ', '')\n",
    "#Fill blank values with median NYC income\n",
    "income_data[income_data['zip_code']=='10020'] = '63998'\n",
    "income_data[income_data['zip_code']=='10119'] = '63998'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Join zip code and income data\n",
    "zip_codes=zip_codes.set_index('zip_code').join(income_data.set_index('zip_code'))\\\n",
    "                   .reset_index().drop_duplicates(subset=['station'])\n",
    "zip_codes.rename(columns = {'index': 'zipcode', 'Median income': 'zip income'},inplace=True)\n",
    "#Fill missing income value with median NYC income for zip codes post-join\n",
    "zip_codes.fillna('63998', inplace=True)\n",
    "zip_codes['zip income']=zip_codes['zip income'].astype('float')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>zip_code</th>\n",
       "      <th>station</th>\n",
       "      <th>zip income</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10001</td>\n",
       "      <td>34 ST-HERALD SQ</td>\n",
       "      <td>92840.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10001</td>\n",
       "      <td>36 ST</td>\n",
       "      <td>92840.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10001</td>\n",
       "      <td>34 ST-PENN STA</td>\n",
       "      <td>92840.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>10001</td>\n",
       "      <td>34 ST-HUDSON YD</td>\n",
       "      <td>92840.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10002</td>\n",
       "      <td>DELANCEY/ESSEX</td>\n",
       "      <td>36982.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>738</th>\n",
       "      <td>7114</td>\n",
       "      <td>NEWARK C</td>\n",
       "      <td>63998.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>739</th>\n",
       "      <td>7302</td>\n",
       "      <td>GROVE STREET</td>\n",
       "      <td>63998.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>7302</td>\n",
       "      <td>EXCHANGE PLACE</td>\n",
       "      <td>63998.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>7306</td>\n",
       "      <td>JOURNAL SQUARE</td>\n",
       "      <td>63998.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>7310</td>\n",
       "      <td>PAVONIA/NEWPORT</td>\n",
       "      <td>63998.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>378 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    zip_code          station  zip income\n",
       "0      10001  34 ST-HERALD SQ     92840.0\n",
       "2      10001            36 ST     92840.0\n",
       "4      10001   34 ST-PENN STA     92840.0\n",
       "6      10001  34 ST-HUDSON YD     92840.0\n",
       "8      10002   DELANCEY/ESSEX     36982.0\n",
       "..       ...              ...         ...\n",
       "738     7114         NEWARK C     63998.0\n",
       "739     7302     GROVE STREET     63998.0\n",
       "740     7302   EXCHANGE PLACE     63998.0\n",
       "741     7306   JOURNAL SQUARE     63998.0\n",
       "742     7310  PAVONIA/NEWPORT     63998.0\n",
       "\n",
       "[378 rows x 3 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zip_codes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cleaning turnstile data: ##\n",
    "\n",
    "Fix column names by clarifying entries and exits are cumulative, add a combined datetime column, get rid of times that aren't on the hour (these seem to have weird results that throw the others off)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "june_data_raw.rename(columns={'EXITS                                                               ':\"CU_EXITS\", \\\n",
    "                          'ENTRIES': 'CU_ENTRIES'}, inplace=True)\n",
    "june_data_raw['DATETIME'] = pd.to_datetime(june_data_raw['DATE'] + ' ' + june_data_raw['TIME'])\n",
    "june_data_raw = june_data_raw[(june_data_raw['DATETIME'].dt.minute==0)&(june_data_raw['DATETIME'].dt.second==0)].copy()\n",
    "#multiple stations named 23rd street, path to separating ridership volumes was unclear so we dropped it\n",
    "june_data_raw = june_data_raw[june_data_raw['STATION']!='23 ST']\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Processing ##"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Remove columns that do not uniquely identify turnstile data, remove duplicates \n",
    "june_data = (june_data_raw.groupby([\"C/A\", \"UNIT\", \"SCP\", \"STATION\", \"DATE\", 'TIME'],as_index=False)\n",
    "            [['CU_ENTRIES','CU_EXITS']].last())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Add columns for entries since the last timestep for each turnstile\n",
    "june_data[['ENTRIES','EXITS']] = (june_data\n",
    "                                          .groupby([\"C/A\", \"UNIT\", \"SCP\", \"STATION\"])[[ \"CU_ENTRIES\", 'CU_EXITS']]\n",
    "                                          .apply(lambda x: x.subtract(x.shift(1))))\n",
    "june_data.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Add up turnstiles to get entries and exits for station during the specified time interval (4 hours before timestamp)\n",
    "june_data = june_data.groupby(['STATION', 'DATE', 'TIME'])[['ENTRIES', 'EXITS']].sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#More cleaning, remove outliers\n",
    "mask = ((june_data['ENTRIES'] >= 0) & \\\n",
    "        (june_data['EXITS'] >= 0) & \\\n",
    "        (june_data['ENTRIES'] < 1e6) & \\\n",
    "        (june_data['EXITS'] < 1e6))\n",
    "june_data = june_data[mask].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Make total ridership column\n",
    "june_data['TOTAL RIDERSHIP'] = june_data['ENTRIES']+june_data['EXITS']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "june_data['DAYOFWEEK'] = pd.to_datetime(june_data['DATE']).dt.dayofweek"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# join income data to ridership data\n",
    "june_data = june_data.set_index('STATION').join(zip_codes.set_index('station')).reset_index()\n",
    "june_data.rename(columns = {'index': 'STATION'},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#calculate ridership weighted by relative income in station zipcode\n",
    "#this is the metric on which we will be making our recommendations\n",
    "june_data['WEIGHTED RIDERSHIP'] = june_data['TOTAL RIDERSHIP'] * june_data['zip income']/63998"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\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>STATION</th>\n",
       "      <th>DATE</th>\n",
       "      <th>TIME</th>\n",
       "      <th>ENTRIES</th>\n",
       "      <th>EXITS</th>\n",
       "      <th>TOTAL RIDERSHIP</th>\n",
       "      <th>DAYOFWEEK</th>\n",
       "      <th>zip_code</th>\n",
       "      <th>zip income</th>\n",
       "      <th>WEIGHTED RIDERSHIP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1 AV</td>\n",
       "      <td>06/01/2019</td>\n",
       "      <td>04:00:00</td>\n",
       "      <td>643.0</td>\n",
       "      <td>627.0</td>\n",
       "      <td>1270.0</td>\n",
       "      <td>5</td>\n",
       "      <td>10009</td>\n",
       "      <td>63717.0</td>\n",
       "      <td>1264.423732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1 AV</td>\n",
       "      <td>06/01/2019</td>\n",
       "      <td>08:00:00</td>\n",
       "      <td>182.0</td>\n",
       "      <td>609.0</td>\n",
       "      <td>791.0</td>\n",
       "      <td>5</td>\n",
       "      <td>10009</td>\n",
       "      <td>63717.0</td>\n",
       "      <td>787.526907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1 AV</td>\n",
       "      <td>06/01/2019</td>\n",
       "      <td>12:00:00</td>\n",
       "      <td>776.0</td>\n",
       "      <td>1697.0</td>\n",
       "      <td>2473.0</td>\n",
       "      <td>5</td>\n",
       "      <td>10009</td>\n",
       "      <td>63717.0</td>\n",
       "      <td>2462.141645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1 AV</td>\n",
       "      <td>06/01/2019</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>1933.0</td>\n",
       "      <td>2325.0</td>\n",
       "      <td>4258.0</td>\n",
       "      <td>5</td>\n",
       "      <td>10009</td>\n",
       "      <td>63717.0</td>\n",
       "      <td>4239.304135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1 AV</td>\n",
       "      <td>06/01/2019</td>\n",
       "      <td>20:00:00</td>\n",
       "      <td>1883.0</td>\n",
       "      <td>2443.0</td>\n",
       "      <td>4326.0</td>\n",
       "      <td>5</td>\n",
       "      <td>10009</td>\n",
       "      <td>63717.0</td>\n",
       "      <td>4307.005563</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65360</th>\n",
       "      <td>ZEREGA AV</td>\n",
       "      <td>06/28/2019</td>\n",
       "      <td>05:00:00</td>\n",
       "      <td>66.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10461</td>\n",
       "      <td>58305.0</td>\n",
       "      <td>153.966452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65361</th>\n",
       "      <td>ZEREGA AV</td>\n",
       "      <td>06/28/2019</td>\n",
       "      <td>09:00:00</td>\n",
       "      <td>894.0</td>\n",
       "      <td>408.0</td>\n",
       "      <td>1302.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10461</td>\n",
       "      <td>58305.0</td>\n",
       "      <td>1186.179412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65362</th>\n",
       "      <td>ZEREGA AV</td>\n",
       "      <td>06/28/2019</td>\n",
       "      <td>13:00:00</td>\n",
       "      <td>520.0</td>\n",
       "      <td>292.0</td>\n",
       "      <td>812.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10461</td>\n",
       "      <td>58305.0</td>\n",
       "      <td>739.767805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65363</th>\n",
       "      <td>ZEREGA AV</td>\n",
       "      <td>06/28/2019</td>\n",
       "      <td>17:00:00</td>\n",
       "      <td>611.0</td>\n",
       "      <td>543.0</td>\n",
       "      <td>1154.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10461</td>\n",
       "      <td>58305.0</td>\n",
       "      <td>1051.344886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65364</th>\n",
       "      <td>ZEREGA AV</td>\n",
       "      <td>06/28/2019</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>328.0</td>\n",
       "      <td>730.0</td>\n",
       "      <td>1058.0</td>\n",
       "      <td>4</td>\n",
       "      <td>10461</td>\n",
       "      <td>58305.0</td>\n",
       "      <td>963.884653</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>65365 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         STATION        DATE      TIME  ENTRIES   EXITS  TOTAL RIDERSHIP  \\\n",
       "0           1 AV  06/01/2019  04:00:00    643.0   627.0           1270.0   \n",
       "1           1 AV  06/01/2019  08:00:00    182.0   609.0            791.0   \n",
       "2           1 AV  06/01/2019  12:00:00    776.0  1697.0           2473.0   \n",
       "3           1 AV  06/01/2019  16:00:00   1933.0  2325.0           4258.0   \n",
       "4           1 AV  06/01/2019  20:00:00   1883.0  2443.0           4326.0   \n",
       "...          ...         ...       ...      ...     ...              ...   \n",
       "65360  ZEREGA AV  06/28/2019  05:00:00     66.0   103.0            169.0   \n",
       "65361  ZEREGA AV  06/28/2019  09:00:00    894.0   408.0           1302.0   \n",
       "65362  ZEREGA AV  06/28/2019  13:00:00    520.0   292.0            812.0   \n",
       "65363  ZEREGA AV  06/28/2019  17:00:00    611.0   543.0           1154.0   \n",
       "65364  ZEREGA AV  06/28/2019  21:00:00    328.0   730.0           1058.0   \n",
       "\n",
       "       DAYOFWEEK zip_code  zip income  WEIGHTED RIDERSHIP  \n",
       "0              5    10009     63717.0         1264.423732  \n",
       "1              5    10009     63717.0          787.526907  \n",
       "2              5    10009     63717.0         2462.141645  \n",
       "3              5    10009     63717.0         4239.304135  \n",
       "4              5    10009     63717.0         4307.005563  \n",
       "...          ...      ...         ...                 ...  \n",
       "65360          4    10461     58305.0          153.966452  \n",
       "65361          4    10461     58305.0         1186.179412  \n",
       "65362          4    10461     58305.0          739.767805  \n",
       "65363          4    10461     58305.0         1051.344886  \n",
       "65364          4    10461     58305.0          963.884653  \n",
       "\n",
       "[65365 rows x 10 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "june_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## From here we can split off the data into various forms that we want to look at ##"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Daily ridership data for each station**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "june_data_daily = june_data.groupby(['STATION', 'DATE','DAYOFWEEK', 'zip income'])[['TOTAL RIDERSHIP', 'WEIGHTED RIDERSHIP']].sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_monthly_series(df, station):\n",
    "    \"\"\"\n",
    "    Function for plotting monthly time series of stop\n",
    "    \n",
    "    Args: \n",
    "        df (pd.DataFrame): DataFrame with unique date and ridership values\n",
    "        station (str): Name of the station\n",
    "    Returns:\n",
    "        none\n",
    "    \"\"\"\n",
    "\n",
    "    station_df = df.loc[df['STATION'] == station].copy()\n",
    "    plt.figure(figsize = (15,5))\n",
    "    plt.plot(station_df['DATE'], station_df['TOTAL RIDERSHIP'])\n",
    "    plt.xticks(rotation = 'vertical')\n",
    "    plt.xlabel('Date')\n",
    "    plt.ylabel('Daily ridership')\n",
    "    plt.title('Daily ridership at ' + station + ' station')\n",
    "    plt.show()\n",
    "plot_monthly_series(june_data_daily, '1 AV')\n",
    "plot_monthly_series(june_data_daily, '34 ST-PENN STA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "days = ['Monday', 'Tuesday','Wednesday','Thursday','Friday','Saturday','Sunday']\n",
    "def plot_daily(df, station):\n",
    "    \"\"\"\n",
    "    Function for plotting median ridership at a station by day\n",
    "    \n",
    "    Args: \n",
    "        df (pd.DataFrame): DataFrame with unique date and ridership values\n",
    "        station (str): Name of the station\n",
    "    Returns:\n",
    "        none\n",
    "    \"\"\"\n",
    "    plt.figure(figsize=(10,6))\n",
    "    station_df = df.loc[df['STATION'] == station].copy()\n",
    "    median_ridership = station_df.groupby(['DAYOFWEEK'])['TOTAL RIDERSHIP'].median()\n",
    "    sns.barplot(x = days, y = median_ridership, color = 'LightSkyBlue')\n",
    "    plt.xlabel('Day of week', fontsize = 15) \n",
    "    plt.ylabel('Median ridership', fontsize = 15) \n",
    "    plt.title('Median daily ridership at '+ station, fontsize=18)\n",
    "    plt.xticks(rotation = 0)\n",
    "    plt.show()\n",
    "plot_daily(june_data_daily, '34 ST-PENN STA')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hourly data ##"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#define new dataframe for median hourly ridership for each day of the week\n",
    "june_data_hourly = june_data.groupby(['STATION', 'TIME','DAYOFWEEK'])\\\n",
    "                                    [['TOTAL RIDERSHIP', 'WEIGHTED RIDERSHIP']]\\\n",
    "                                    .median().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>STATION</th>\n",
       "      <th>TIME</th>\n",
       "      <th>DAYOFWEEK</th>\n",
       "      <th>TOTAL RIDERSHIP</th>\n",
       "      <th>WEIGHTED RIDERSHIP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1 AV</td>\n",
       "      <td>00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>2189.5</td>\n",
       "      <td>2179.886426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1 AV</td>\n",
       "      <td>00:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>3938.0</td>\n",
       "      <td>3920.709178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1 AV</td>\n",
       "      <td>00:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>4748.5</td>\n",
       "      <td>4727.650466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1 AV</td>\n",
       "      <td>00:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>4868.5</td>\n",
       "      <td>4847.123574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1 AV</td>\n",
       "      <td>00:00:00</td>\n",
       "      <td>4</td>\n",
       "      <td>5180.0</td>\n",
       "      <td>5157.255852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16503</th>\n",
       "      <td>ZEREGA AV</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>1191.0</td>\n",
       "      <td>1085.053517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16504</th>\n",
       "      <td>ZEREGA AV</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>1138.5</td>\n",
       "      <td>1037.223702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16505</th>\n",
       "      <td>ZEREGA AV</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>4</td>\n",
       "      <td>1092.0</td>\n",
       "      <td>994.860152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16506</th>\n",
       "      <td>ZEREGA AV</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>5</td>\n",
       "      <td>577.0</td>\n",
       "      <td>525.672443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16507</th>\n",
       "      <td>ZEREGA AV</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>6</td>\n",
       "      <td>459.5</td>\n",
       "      <td>418.624762</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16508 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         STATION      TIME  DAYOFWEEK  TOTAL RIDERSHIP  WEIGHTED RIDERSHIP\n",
       "0           1 AV  00:00:00          0           2189.5         2179.886426\n",
       "1           1 AV  00:00:00          1           3938.0         3920.709178\n",
       "2           1 AV  00:00:00          2           4748.5         4727.650466\n",
       "3           1 AV  00:00:00          3           4868.5         4847.123574\n",
       "4           1 AV  00:00:00          4           5180.0         5157.255852\n",
       "...          ...       ...        ...              ...                 ...\n",
       "16503  ZEREGA AV  21:00:00          2           1191.0         1085.053517\n",
       "16504  ZEREGA AV  21:00:00          3           1138.5         1037.223702\n",
       "16505  ZEREGA AV  21:00:00          4           1092.0          994.860152\n",
       "16506  ZEREGA AV  21:00:00          5            577.0          525.672443\n",
       "16507  ZEREGA AV  21:00:00          6            459.5          418.624762\n",
       "\n",
       "[16508 rows x 5 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "june_data_hourly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_hourly(df, station, weekday_only = True):\n",
    "    \"\"\"\n",
    "    Function for plotting median 4-hourly traffic at station\n",
    "    \n",
    "    Args: \n",
    "        df (pd.DataFrame): DataFrame with unique day of week, time and ridership values\n",
    "        station (str): Name of the station\n",
    "        weekday_only (bool): Sets whether or not only weekday values are used\n",
    "    Returns:\n",
    "        none\n",
    "    \"\"\"\n",
    "    station_df = df.loc[df['STATION'] == station].copy()\n",
    "    if weekday_only:\n",
    "        station_df = station_df[station_df['DAYOFWEEK']<=4] #0-4 = monday to friday\n",
    "    median_ridership = station_df.groupby(['TIME'])['TOTAL RIDERSHIP'].median()\n",
    "    sns.lineplot(x=median_ridership.index, y=median_ridership)\n",
    "    plt.xticks(rotation='vertical')\n",
    "    plt.xlabel('Interval ending on hour')\n",
    "    plt.ylabel('Median ridership per hour')\n",
    "    plt.title('Median hourly ridership during interval at ' + station + ' station')\n",
    "    plt.show()\n",
    "plot_hourly(june_data_hourly, 'GRD CNTRL-42 ST')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_hourly_multiple(df, stations, ride_type, title, ylabel, weekday_only = True, save = False):\n",
    "    \"\"\"\n",
    "    Function for plotting median 4-hourly traffic at multiple stations, overlaid\n",
    "\n",
    "    Args: \n",
    "        df (pd.DataFrame): DataFrame with unique day of week, time and ridership values\n",
    "        station (list(str)): List of station names\n",
    "        ride_type (str): Sets whether to use weighted or total ridership\n",
    "        title (str): Sets title of plot\n",
    "        ylabel (str): Sets y-axis label of plot\n",
    "        weekday_only (bool): Sets whether or not only weekday values are used\n",
    "        save (bool): Sets whether or not to save plot\n",
    "    Returns:\n",
    "        none\n",
    "    \"\"\"\n",
    "    plt.figure(figsize=(12,8))\n",
    "    for station in stations:\n",
    "        station_df = df.loc[df['STATION'] == station].copy()\n",
    "        if weekday_only:\n",
    "            station_df = station_df[station_df['DAYOFWEEK']<=4] #0-4 = monday to friday\n",
    "        median_ridership = station_df.groupby(['TIME'])[ride_type].median()\n",
    "        sns.lineplot(x=pd.to_datetime(median_ridership.index).hour, y=median_ridership,label = str(station))\n",
    "        plt.xlabel('Interval ending on hour')\n",
    "        plt.ylabel(ylabel)\n",
    "        plt.legend()\n",
    "        plt.title(title)\n",
    "    if save: plt.savefig('pics/'+title+'.png')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def plot_hourly_series(df, stations, ride_type, title, ylabel, weekday_only = True, save = False):\n",
    "    \"\"\"\n",
    "    Function for plotting median 4-hourly traffic at multiple stations individually\n",
    "\n",
    "    Args: \n",
    "        df (pd.DataFrame): DataFrame with unique day of week, time and ridership values\n",
    "        station (list(str)): List of station names\n",
    "        ride_type (str): Sets whether to use weighted or total ridership\n",
    "        title (str): Sets title of plot\n",
    "        ylabel (str): Sets y-axis label of plot\n",
    "        weekday_only (bool): Sets whether or not only weekday values are used\n",
    "        save (bool): Sets whether or not to save plot\n",
    "    Returns:\n",
    "        none\n",
    "    \"\"\"\n",
    "    for station in stations:\n",
    "        plt.figure(figsize=(10,6))\n",
    "        station_df = df.loc[df['STATION'] == station].copy()\n",
    "        if weekday_only:\n",
    "            station_df = station_df[station_df['DAYOFWEEK']<=4] #0-4 = monday to friday\n",
    "        median_ridership = station_df.groupby(['TIME'])[ride_type].median()\n",
    "        x_ax=pd.to_datetime(median_ridership.index).hour\n",
    "        sns.lineplot(x=x_ax, y=median_ridership, linewidth=4)\n",
    "        plt.xlabel('Time', fontsize=15)\n",
    "        plt.ylabel(ylabel, fontsize=15)\n",
    "        plt.xticks(np.arange(0,24,4))\n",
    "        plt.title(title+' at '+ station+ ' station', fontsize = 18)\n",
    "        if save: plt.savefig('pics/'+station+ '_hourly'+'.png')\n",
    "        plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Summary statistics for ridership across the whole month, indexed by station**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "#calculate measures of center for daily ridership each station over entire month\n",
    "june_data_station_stats = june_data_daily.groupby(['STATION','zip income'])['TOTAL RIDERSHIP']\\\n",
    "                            .agg([('MEAN', 'mean'),('MEDIAN', 'median'),('SUM', 'sum')])\\\n",
    "                            .reset_index().sort_values('MEDIAN', ascending = False)\n",
    "\n",
    "#calculate measures of center for weighted daily ridership each station over entire month\n",
    "june_data_station_stats_weighted = june_data_daily.groupby(['STATION','zip income'])['WEIGHTED RIDERSHIP']\\\n",
    "                            .agg([('MEAN', 'mean'),('MEDIAN', 'median'),('SUM', 'sum')])\\\n",
    "                            .reset_index().sort_values('MEDIAN', ascending = False)\n",
    "\n",
    "\n",
    "weekday_mask = june_data_daily['DAYOFWEEK'] <= 4\n",
    "\n",
    "#calculate measures of center for daily ridership each station over entire month, weekdays only\n",
    "june_data_station_weekday_stats = june_data_daily[weekday_mask].groupby(['STATION','zip income'])['TOTAL RIDERSHIP']\\\n",
    "                                 .agg([('MEAN', 'mean'),('MEDIAN', 'median'),('SUM', 'sum')])\\\n",
    "                                 .reset_index().sort_values('MEDIAN', ascending = False)\n",
    "\n",
    "#calculate measures of center for weighted daily ridership each station over entire month, weekdays only\n",
    "june_data_station_weekday_stats_weighted = june_data_daily[weekday_mask].groupby(['STATION','zip income'])['WEIGHTED RIDERSHIP']\\\n",
    "                                 .agg([('MEAN', 'mean'),('MEDIAN', 'median'),('SUM', 'sum')])\\\n",
    "                                 .reset_index().sort_values('MEDIAN', ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def plot_ridership_bar(stats_df, station_list, metric, title, ylabel, show_income = False, save=False):\n",
    "    \"\"\"\n",
    "    Function for plotting bar graphs showing ridership for busiest stations in given list, can be color-coded by income\n",
    "\n",
    "    Args: \n",
    "        stats_df (pd.DataFrame): DataFrame with summary statistics for each station\n",
    "        station_list (list(str)): List of station names\n",
    "        metric (str): Sets y-axis as column in stats_df  \n",
    "        title (str): Sets title of plot\n",
    "        ylabel (str): Sets y-axis label of plot\n",
    "        show_income (bool): Sets whether or not to color-code by income\n",
    "        weekday_only (bool): Sets whether or not only weekday values are used\n",
    "        save (bool): Sets whether or not to save plot\n",
    "    Returns:\n",
    "        none\n",
    "    \"\"\"\n",
    "    stations_df = stats_df[stats_df['STATION'].isin(station_list)][['STATION','zip income',metric]]\n",
    "    stations_df.sort_values(metric, ascending = False, inplace=True)\n",
    "    stations = stations_df['STATION']\n",
    "    station_metrics = stations_df[metric]\n",
    "    station_incomes = stations_df['zip income']\n",
    "    \n",
    "    if show_income:\n",
    "        plt.figure(figsize=(15,6))\n",
    "\n",
    "        norm = plt.Normalize(station_incomes.min(), station_incomes.max())\n",
    "        sm = plt.cm.ScalarMappable(cmap=\"Blues\", norm=norm) #or magma\n",
    "        sm.set_array([])\n",
    "        \n",
    "        ax = sns.barplot(x=stations, y=station_metrics, hue=station_incomes, palette='Blues', dodge=False)\n",
    "        \n",
    "        ax.set_ylabel(ylabel)\n",
    "        ax.set_xlabel('Station')\n",
    "        ax.get_legend().remove()\n",
    "        cb=ax.figure.colorbar(sm)\n",
    "        cb.set_label('Median income of station zipcode ($)')\n",
    "        plt.xticks(rotation=75)\n",
    "        plt.title(title, fontsize='20')\n",
    "        if save: plt.savefig('pics/'+title+'.png')\n",
    "        plt.show()\n",
    "        \n",
    "    else:\n",
    "        plt.figure(figsize=(12,6))\n",
    "\n",
    "        ax = sns.barplot(x=stations, y=station_metrics, color='LightSkyBlue', dodge=False)\n",
    "        \n",
    "        ax.set_ylabel(ylabel)\n",
    "        ax.set_xlabel('Station')\n",
    "        plt.xticks(rotation=75)\n",
    "        plt.title(title, fontsize='20')\n",
    "        if save: plt.savefig('pics/'+title+'.png')\n",
    "        plt.show()\n",
    "\n",
    "def plot_income_bar(stats_df, station_list, title):\n",
    "    \"\"\"\n",
    "    Function for plotting bar graphs showing income by station\n",
    "\n",
    "    Args: \n",
    "        stats_df (pd.DataFrame): DataFrame with summary statistics for each station\n",
    "        station_list (list(str)): List of station names\n",
    "        title (str): Sets title of plot\n",
    "    Returns:\n",
    "        none\n",
    "    \"\"\"\n",
    "    stations_df = stats_df[stats_df['STATION'].isin(station_list)][['STATION','zip income']]\n",
    "    stations_df.sort_values('zip income', ascending = False, inplace=True)\n",
    "    stations = stations_df['STATION']\n",
    "    station_incomes = stations_df['zip income']\n",
    "    \n",
    "    plt.figure(figsize=(12,6))\n",
    "    sns.barplot(x=stations, y = station_incomes, palette = 'magma', dodge = False)\n",
    "    plt.xlabel('Station')\n",
    "    plt.xticks(rotation=90)\n",
    "    plt.ylabel('Median income of station zipcode ($)')\n",
    "    plt.title(title)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate plots used in presentation ##"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "#generate series of stations in order of various key metrics as inputs for plotting functions\n",
    "top_income_stations = june_data_station_stats.sort_values('zip income', ascending = False)['STATION']\n",
    "top_median_stations = june_data_station_stats.sort_values('MEDIAN', ascending = False)['STATION']\n",
    "top_sum_stations    = june_data_station_stats.sort_values('SUM', ascending = False)['STATION']\n",
    "top_median_stations_weighted = june_data_station_stats_weighted.sort_values('MEDIAN', ascending = False)['STATION']\n",
    "top_sum_stations_weighted    = june_data_station_stats_weighted.sort_values('SUM', ascending = False)['STATION']\n",
    "\n",
    "#wd = weekday\n",
    "top_median_stations_wd = june_data_station_weekday_stats.sort_values('MEDIAN', ascending = False)['STATION']\n",
    "top_sum_stations_wd    = june_data_station_weekday_stats.sort_values('SUM', ascending = False)['STATION']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 488,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#generate plots for presentation\n",
    "plot_ridership_bar(june_data_station_stats, top_median_stations[:20],\n",
    "                    'MEDIAN', 'Median ridership', 'Ridership', show_income = False, save=False)\n",
    "plot_ridership_bar(june_data_station_stats, top_median_stations[:20],\n",
    "                    'MEDIAN', 'Median ridership', 'Ridership', show_income = True, save=False)\n",
    "plot_ridership_bar(june_data_station_stats_weighted, top_median_stations_weighted[:20],\n",
    "                    'MEDIAN', 'Median weighted ridership', 'Income weighted ridership', show_income = False, save=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 489,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for station in top_median_stations_weighted[:5]:\n",
    "    plot_daily(june_data_daily, station,save=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 490,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Ndjrq9OnTcHBwwMCBA1FYWIiLFy8iKCgICoWCNXo5atQo5OXl4fr1600+T9c333yD7du3a0fCamg0Gpw+fRpBQUGstU/dunXDU089xXqM7777Dr///jvrg72wsBBisZhVfmD8+PHQaDSIjY1l3S8vL686R+C4uM/LderUKfj5+Wk/tAHA1dUV48aNY513+PBh9OzZExKJhDXqUjMScfz48Qaf193dHXfv3sVXX32lnQYOCgrCn3/+yQrqAOg9d80PNplM1uBrmTFjhjaoA6qDCicnJxw7dqzea8aOHYtz586x+qs7wqf7f9FcXbp0wddff42VK1eirKwMYWFh2jV2Dx48wMcff4wFCxagZ8+ej/T4r7/+Ok6ePInVq1fj6aefhp2dHWQyGbZs2YKJEyc2er8exaRJkzBs2DAMGzYMTz31FKZOnYqjR49i9uzZdWb8fvLJJ3V+Jm3bto2VXapLJBJpp1W5o8H1eZRrdD399NM4fvw4Nm3ahAkTJkAikaC8vBwHDx7EhAkTtDMEzaFQKHDkyBF4enqib9++2n4+/fTTKC4uxtGjR+u9tuZz+dNPP0V8fDzUajWsrKywb9++ejOrax7/7Nmzevegrs+WxqjVapw4cQJPPfUU6/OBz+djwYIFYBhG73uL+8u5r68v8vPzm/ycbRmN2JE69enTp87RMm4tsqysLACo87fQmqkU3TVNTeXs7Aw+v+HfO0aOHAk7OzvExMTgmWeewZ07d5CSkqK3Vo5rxIgR2LVrF1QqFeLi4sDj8fDiiy/iu+++Q1xcHIKCgnDmzBk8+eSTEIlE2tpOO3bsqLc8xYMHDyASiZp0nq7NmzeDz+frrW8qKipCeXl5nT+wunbtyvoQFAgEyMzMxOeff47bt28jIyMDOTk5etcNGDAAXl5eiImJwaxZs1BaWqqdxm0KV1fXBr+elZWFZ599ts7+6srIyIBCoai3FAL3HnGfd+HChbh69Sq+/PJLfPnll+jevTtGjhyJKVOm6N0v7kixjY0NADSaNcqd+hcKhejYsaP2/V4fHo+H77//HleuXEFGRgYyMjK0z6W7rrO5evTooR3NGDZsGCZOnIiIiAhs3LgRq1atgpubG1588UXtCFjND93S0lIUFxfXmT3L5erqipkzZ2LmzJlQKpU4d+4cvvjiC1y/fh1fffUV1q5d2+T+yuVyvR/8Dg4O2vsPVAdqNaU8+Hw+HB0d0a1bN1hbW9f5mAMHDmxWVmyNgIAATJo0Cfv27cOff/7ZpF9iHuUaXdbW1hg7dqx2je6NGzewdetWHDx4EGvWrNFbQtKYY8eOQS6XY9SoUazP4AEDBiAqKgr79u2rd5Zi4MCBmD17Nn7++WecO3dOO9sRGhqqnZGoj0gkwokTJ3D06FGkpaUhPT0dxcXFANBoLUVdhYWFKC8vb/DnBPd7i/u9a2Vl9djrLtsKCuzIY2nom7vmB1lNwFOfur5ZmzKdZGtri+eee047HRsdHQ2RSMQqM1CXwMBAbN26FQkJCTh//jx69+4NBwcHDBo0CPHx8SgoKMDNmzcxa9YsVv9mzpypHVXi6t69u/aDqbHzdC1YsAB8Ph8RERH4448/9KZE6yo/wA0Qdu3ahTVr1qBLly4ICAjA6NGj0b9/f+zYsUM7fVNj/Pjx+O6775Cbm4szZ86gqqqq3vWIXI39n/B4vDr7y32PqNVqDBo0CG+++WadjyOVSlnH3ADf3d0dUVFRuHDhAo4ePYrTp0/j+++/x7Zt27B161YMGTKk3mubqq73rFqtbvDxsrKyMHXqVJSXl+Opp57C2LFj0atXLzAM06ylDY3p0aMHunXrhps3bwKoXmMJgDX9W2PhwoXw9PSsd6Tx9u3b+P333zFx4kTWQneRSITAwEAEBARg5MiRdSZWNGTr1q3aBfU11q9fz5rKf9RA7VEsW7YMx44dw/r16/Hjjz+2yjXl5eX47rvv0KdPH73PoD59+uDTTz9FSUkJTp06hcLCwnpr8tWl5vs4MjJSu7ZN199//43c3Fy9750aq1atwpw5cxAbG4tTp04hNjYWBw8exNSpU+sdlWQYBsuWLcPBgwcxaNAg+Pv7Y+rUqRg8eDDmzp3b5L7XPFZ9aj7PuFPJj/q9SyiwI4+pphbX3bt39b6WlpYGoHYqgM/n17n4PC8v75Gff/z48Thw4ADi4uJw9OhRjBgxotHRiYCAANjb2+P8+fOIj4/XjhwNGTIEn376qXZao2Y9Xs1rFAgEehmKt2/fxv3792Fra9vk83QtWbIECoUCBw4cwIYNGxAUFARHR0e0a9cOYrG4zpIWur+xV1ZWYsOGDRg6dCi2bt3KWuj++eef610bGhqKb775BidOnMDJkyfh4+OjHQl6XB07dqyzv9xq9p6enpDL5Xr3qLi4GOfOnWt0TVNNhnTNNB4AXLp0CXPnzsWOHTtYgd2jysjIYB0rlUpkZWU1WHD1q6++Qn5+Pg4dOoTOnTtr27nBdVNFRUVh48aN2Lp1q152oVwuh7OzMwBg27ZteteeOXMGW7ZswX/+858GR5uKioqwdetW2Nvb11lU2M7ODp6ens3+ITtx4kS9aXHuLzWG5OLigqVLl2LVqlXamoAtfY21tTW2bNkCf3//en+57N69O06fPs0auWxMcXExTp8+DU9PT6xYsULv6wcOHEBsbCyioqLw6quv6n09Ly8PqampGDZsGF599VW8+uqrKCwsxMKFC7Fnzx4sW7aszjWU8fHxOHjwIN544w0sXrxY265SqVBUVNTgGlUuFxcX2NnZNennBHl8FBKTxyKRSNC3b18cOHAADx8+1LZXVVVpF/PX1HRyc3NDfn4+a5owMTER6enpj/z8Tz75JFxcXPDbb78hOTm5SaNPIpEIw4YNw19//YWUlBRtIDB48GAolUp899136Nu3r3aaSCqVom/fvti/fz+r70qlEitWrMBbb70FlUrV5PO4bGxssGLFCuTl5SE8PBxA9ejXqFGjcPr0ae0CZ6A6qDtx4oT2WKFQoKKiAp07d2YFdUlJSdq1PLrP2a1bN/Tu3Rt//fUXzp071+TRuqYYPXo0UlNTcerUKW1baWkpoqKiWOeNHDkSycnJrNcBVK83XLx4caP1yxYvXox3332XNdLbu3dviESiFvstf/fu3azp2t9++w2lpaUNjgYXFRXB1tYWHTp00LZVVVVh165dANgj03w+v9Gp2a5duyIvL08vs/zIkSO4f/8+nnnmGQDVCSLcPzVBVJ8+ffQCLF3+/v7w9PTETz/9xHqf1UhISEBSUlKdU+wN8fLy0utTfaNJhjJ58mQMHDhQbw1nS11Tk6B08eJFvfc8UP3+iI2NxfDhw/V+wWtITEwMlEolwsLC8Nxzz+n9qRkNri87dt++fZg3bx5rfW+7du3g7e0NHo+n/Z6p+bvmfVlUVARAPyDfs2cPKioqWJ8rNdfWNzInEAgwYsQI/P3337hx44a2nWEY/PDDD+DxeI1OC5OmoxE78thqylFMnjwZ06dPh729PQ4cOIAbN25g1apVcHR0BFA9unbw4EG8+uqrmD59OvLz87Fjxw507ty5WZXydQmFQoSEhOCXX37RZp41RWBgIFavXg0+n6/9wVczJZuZmamXeVrzGl944QVMnz4dzs7O+PPPP3Ht2jX8+9//1k6rNPU8rmeffRbPPPMM9uzZg4kTJ2LgwIFYvHgxTpw4gdmzZ2PevHkQCATYsWMH7O3ttSOfTk5O6N+/P/bt2wexWIwuXbogNTUVv/32m/bDVi6Xs0Yxx48fj40bN4LH4+klFzyOmmzCRYsWYe7cuXBxccHu3bv1Puz/9a9/4fDhw3jzzTcxbdo09OjRA5cuXUJUVBQCAwO1I6X1mT9/PlatWoV58+YhODgYDMMgKioKlZWVmDFjRou8lnv37mHWrFkIDQ1FWloafv31VwwZMqTB+xUYGIhjx47hX//6F4KDg1FaWorIyEjt6J9cLtee6+LiguTkZOzcuRNDhgypczTLz88PkydPxu7duyGXyzF48GDcvn0bu3btgq+vb7PLmtRFIBDg008/xcsvv4wXXngB48ePh5+fH4RCIRITExEZGYm+ffti3rx5j/1cj+uvv/5qcPqysQxjHo+HDz74AGFhYXX+gtUS1yxfvhwJCQl49913ceDAAYwYMQJisRgZGRnYt28flEolVq9e3aTnrnHw4EHw+fx6M9J9fHzg7++PK1eu4Nq1a3ojtBMnTsS2bduwYMECTJ8+He3bt9f+306aNEmbfVyzpu2LL77A0KFD4e/vD7FYjPXr1yM7OxuOjo64cOECoqOjYW1trfd+BoAff/wRgYGBdf4isHTpUly4cAGzZ8/WFlg+cuQIzp8/j5deesmoI7qWhgI78tj8/f3x66+/4osvvsDWrVuh0Wjg6+uLr7/+mrXW7JlnnsHq1avx008/Yd26dejSpQs++OADxMXF6Y3eNEdoaCh++eUXjBw5ssm/CdcEDz4+PtrAsybIO3HihF5wUfMav/zyS2zbtg0qlQpdunTBhg0bWGUYmnpeXVauXImzZ89izZo12LdvHzw8PPDrr79i48aN+PHHH2FlZaUtFPvdd99pr/v888+xfv16/P7776iqqoKnpydee+01dOvWDYsWLcL58+cxZswY7fnjx49HeHg4+vfv3+i2Vs0hFouxc+dOfPLJJ9i9ezfUajXGjh2LHj16sBJanJ2dsXv3bnzxxReIiYnB7t270aFDB7zxxht47bXXGh11mzJlCkQiEX766Sd89tln0Gg06Nu3L3744Ydmb2tVn6VLl+Lq1asIDw+Hg4MD5s2bh7feeqvBvk2bNg0lJSX47bff8NFHH8HNzQ0DBgzAV199pa3vVxMgLVq0CGvWrMF///tfLFy4sN4famvXrkWHDh2wb98+xMTEwNXVFTNmzMBbb72lVw7kUfn7++PgwYPYsmUL/v77b8TExIBhGHTq1AkLFy7ESy+99Fj111pKTU3G+jSldIyPjw/mzJmDrVu3Nvl5m3ONi4sL9u3bh+3bt+Po0aP4+uuvUVFRAalUitGjR2PBggXNGrl8+PAh4uLi8OSTT7JGgrmmT5+OK1euYN++fXqBnVQqxU8//YQvvvgCu3btQlFRETw9PfHmm2+ypm6nT5+O8+fP48cff8T169exZcsWfP/99wgPD0dERASsrKzQpUsXfPbZZ0hISMBPP/2EvLw8uLm5Ydy4cTh8+DD27duHixcv1hnYderUCXv27MHmzZuxa9cuKBQKdOvWDevWrau3oDx5NDymOakthJiga9eu4cUXX8T333+vLShM6pebm4ugoCC8//77LTbCZSkuXLiAOXPm6C30J4QQc0Fr7IjZ27VrF6RSaaN11ki1PXv2wMrKqkWnYQkhhJgGmoolZmvVqlXIzMzE+fPnsXz58mZX3G9rPv30U6SmpuLkyZOYOXNmk2qbEUIIMS80YkfMVn5+vnaf2jlz5hi7OyavvLwc58+fx3PPPYd33nnH2N0hhBDSCmiNHSGEEEKIhaARO0IIIYQQC0GBHSGEEEKIhaDkiX8UFsqh0bTurLSrqxj5+WWt+hykFt1vw6L7bVh0vw2P7rlh0f2uG5/PQ7t29dexpMDuHxoN0+qBXc3zEMOh+21YdL8Ni+634dE9Nyy6381HU7GEEEIIIRaCAjtCCCGEEAtBgR0hhBBCiIWgwI4QQgghxEJQYEcIIYQQYiEosCOEEEIIsRAU2BFCCCGEWAgK7AghhBBCLAQFdoQQQgghFoICO0IIIYSYFIahHSceFW0pRgghhBCTceD6Q0T8fQ/tHW3w/qge6C6pf19Uoo9G7AghhBBiEgrKq7Dx2G3ky6tw80EJNp+8Y+wumR0K7AghhBBiEq7cL0alSsM6Vqk1DVxBuAwa2EVFRWHcuHEYN24cPv74YwDA2bNnERoaitGjR2PTpk3ac5OSkhAWFoYxY8Zg5cqVUKlUAIDs7GzMnDkTwcHBeP311yGXywEAJSUleO211xASEoKZM2dCJpMZ8qURQggh5DElZJewjqvUDNIKyo3UG/NksMCuoqIC69atw44dOxAVFYX4+HgcO3YMK1asQEREBKKjo5GYmIiTJ08CAJYtW4bVq1cjNjYWDMNgz549AIC1a9dixowZiImJQd++fREREQEA2Lx5MwICAnDo0CFMmTIF69atM9RLI4QQQkgLuM4J7AAgOafMCD0xXwYL7NRqNTQaDSoqKqBSqaBSqSAWi+Ht7Q0vLy8IhUKEhoYiJiYGWVlZUCgUGDBgAAAgLCwMMTExUCqViIuLw5gxY1jtAHDixAmEhoYCAMaPH49Tp05BqVQa6uURQggh5DFUqjRIqiOIS8mlwK45DJYVKxaLsXjxYoSEhMDW1haDBw9Gbm4uJBKJ9hypVIqcnBy9dolEgpycHBQWFkIsFkMoFLLaAbCuEQqFEIvFKCgoQPv27Q31EgkhhBDyiJJzSqHS6Jc5oRG75jFYYJecnIzff/8dx48fh4ODA5YuXYp79+6Bx+Npz2EYBjweDxqNps72mr91cY91r+Hzmz4g6eoqbuYrejQSiYNBnodUo/ttWHS/DYvut+HRPW89d5Ny62xPzZPDxVUMAb/un/eEzWCB3ZkzZzBs2DC4uroCqJ5G3bJlCwQCgfYcmUwGqVQKd3d3VvJDXl4epFIpXFxcUFpaCrVaDYFAoD0fqB7ty8vLg7u7O1QqFeRyOZydnZvcv/z8Mmjq+E2hJUkkDpDJSlv1OUgtut+GRffbsOh+Gx7d89Z1LjWvzvbyKjUu38pFZ1c7A/fINPH5vAYHowy2xs7X1xdnz55FeXk5GIbBsWPH0L9/f6SlpSE9PR1qtRoHDx5EYGAgPD09YW1tjUuXLgGozqYNDAyESCRCQEAAoqOjAQCRkZEIDAwEAAQFBSEyMhIAEB0djYCAAIhEIkO9PEIIIYQ8IoZh9DJidSXTOrsmM9iI3VNPPYWbN28iLCwMIpEIfn5+WLRoEZ588kksWrQIlZWVCAoKQnBwMAAgPDwcq1atQllZGfr06YM5c+YAANasWYPly5fjm2++gYeHBz777DMAwOLFi7F8+XKMGzcODg4OCA8PN9RLI4QQQshjyC5RIF9eVe/Xk3PKENxLasAemS8eQxuyAaCpWEtE99uw6H4bFt1vw6N73npiknLxfnSy9ljA50Gt8zM5wMsJ37zY3xhdMzkmMxVLCCGEEFIX7jTsM93dWMfJuWWgcaimocCOEEIIIUbFLUwc3EsKB5va1WJllWpkFSsM3S2zRIEdIYQQQoymvEqNVBk7OaJ/B0f06eDIaqNCxU1DgR0hhBBCjObmw1KodWZZO7WzhbOdCH07OLHOo0LFTUOBHSGEEEKM5voD9jSs3z8jdX082SN2VPKkaSiwI4QQQojRcBMn+v0T2HFH7FJyKIGiKSiwI4QQQohRMAyjlzjRz6M6sOsqEcNaWBumFFYokVtWf607Uo0CO0IIIYQYRXphBYoVKu2xvZUAXf7ZOkzA56GnhF2vjdbZNY4CO0IIIYQYBXca1s/DEQI+T3vs254d2N2idXaNosCOEEIIIUbBnYb16+DAOvaVckbsKLBrFAV2hBBCCDGK+hInavi0507F0pZujaHAjhBCCCEGV6pQIS2/XHvMA9DXgx3YdXW1g0hQOzWbW1aFgnJKoGgIBXaEEEIIMbjEhyXQLV7S1c0OYmsh6xyRgI/ubvasNtqBomEU2BFCCCHE4BKyGp6GreHDXWdHmbENosCOEEIIIQant+OER92BHTczlkbsGkaBHSGEEEIMSq1hkPiAnQhR34idXmYsjdg1iAI7QgghhBjU3Xw55FVq7bGTjRCd2tnWeW43N3vo5E8gq1iBEoWytbtotiiwI4QQQohB6devcwSPx6vzXBuRAF1c2QkUt3LlrdY3c0eBHSGEEEIMqrH6dVx69exonV29KLAjhBBCiEFdb+L6uhr66+yoUHF9KLAjhBBCiMEUllcho7BCeyzgAb3dHRq4Qj+wo8zY+lFgRwghhBCDSchmj7b1kIhhKxI0eE0PqT10V+ClF1SgXCf5gtSiwI4QQgghBsOtX9fYNCwA2Fuxs2YZAKkyGrWrCwV2hBBCCDGY5iZO1KAdKJqGAjtCCCGEGIRKrcHNh+ypWL8mBnbcHSgoM7ZuFNgRQgghxCBuyeSoVGm0x272VvBwtG7StdwRO0qgqBsFdoQQQggxCO40bEOFibm4gd3dPHaQSKpRYEcIIYQQg+DuONHU9XUA4GQrQged0T01A9zJox0ouISGeqLffvsNP//8s/b4/v37mDBhAp577jmsX78elZWVCAkJwZIlSwAASUlJWLlyJeRyOQICArB27VoIhUJkZ2dj2bJlyM/PR5cuXRAeHg57e3uUlJRg6dKlyMzMhIuLCzZv3gyJRGKol0cIIYSQRjxq4kQNn/YOyC6p1B4n55Y1WgOvrTHYiN2UKVMQFRWFqKgohIeHw9XVFa+++ipWrFiBiIgIREdHIzExESdPngQALFu2DKtXr0ZsbCwYhsGePXsAAGvXrsWMGTMQExODvn37IiIiAgCwefNmBAQE4NChQ5gyZQrWrVtnqJdGCCGEkEbkllbiYWltUCYS8PQKDzdGr1AxZcbqMcpU7AcffIAlS5YgMzMT3t7e8PLyglAoRGhoKGJiYpCVlQWFQoEBAwYAAMLCwhATEwOlUom4uDiMGTOG1Q4AJ06cQGhoKABg/PjxOHXqFJRKpTFeHiGEEEI4uPXrfKUOsBI2LwyhPWMbZ/DA7uzZs1AoFAgJCUFubi5rulQqlSInJ0evXSKRICcnB4WFhRCLxRAKhax2AKxrhEIhxGIxCgoKDPjKCCGEEFKfx52GBfRH7G7LyqBSUwKFLoOtsauxa9cuvPTSSwAAjUbDyoZhGAY8Hq/e9pq/ddWXTcMwDPj8psetrq7NGw5+VBIJrQUwJLrfhkX327Dofhse3fNHlyRjJzo85Stt9H5yvy6RAO0drZHzzzq7KjWDIoaHXvT/omXQwK6qqgpxcXHYsGEDAMDd3R0ymUz7dZlMBqlUqteel5cHqVQKFxcXlJaWQq1WQyAQaM8Hqkf78vLy4O7uDpVKBblcDmdn5yb3LT+/DBoN0zIvtB4SiQNkstLGTyQtgu63YdH9Niy634ZH9/zRVao0uH6/mNXmLRY1eD/ru9893Oy1gR0AnEvOgZuwaSVTLAGfz2twMMqgU7EpKSno3Lkz7OzsAAD9+/dHWloa0tPToVarcfDgQQQGBsLT0xPW1ta4dOkSACAqKgqBgYEQiUQICAhAdHQ0ACAyMhKBgYEAgKCgIERGRgIAoqOjERAQAJFIZMiXRwghhJA6JOeUQqUzeOLhaA2JuGmFibn0EihonR2LQUfsMjMz4e7urj22trbGhg0bsGjRIlRWViIoKAjBwcEAgPDwcKxatQplZWXo06cP5syZAwBYs2YNli9fjm+++QYeHh747LPPAACLFy/G8uXLMW7cODg4OCA8PNyQL40QQggh9WiJ9XU19LYWo8xYFh7DMK07/2gmaCrW8tD9Niy634ZF99vw6J4/umVRN3Didn7t8chueNHfs8Fr6rvfD0sUCP3hovbYVsTH8TefhIDfNqZjTWoqlhBCCCFtC8MwuP6AHaD5PcaIXXsHazjb1i61qlBqkFlY8ciPZ2kosCOEEEJIq8kuUSBfXqU9thHy0cPN/pEfj8fTL2xM9exqUWBHCCGEkFbDXV/X290BQsHjhR96hYppnZ0WBXaEEEIIaTXXs9nTsI+TOFFDPzOW1j7WoMCOEEIIIa2mJTNia+hlxuaWgXJBq1FgRwghhJBWUV6lxm0Ze5rUz+PxA7sOTjawtxJoj8sq1cgqVjz241oCCuwIIYQQ0ipuPiyFWmcgrVM7WzjbPf7mAXweDz5UqLhOFNgRQgghpFVwp2Efp8wJFxUqrhsFdoQQQghpFdcftPz6uhrcETsqeVKNAjtCCCGEtDiGYXC9FRInanBH7FJyKIECoMCOEEIIIa0gvbACxQqV9tjeSoCurnYt9vje7exgLawNYworlJCVVTVwRdtAgR0hhBBCWpze+joPR/B5Lbefq4DPQ08JTcdyUWBHCCGEkBannzjh0OLPUdd0bFtHgR0hhBBCWlxrrq+rQXvG6qPAjhBCCCEtqlShwt38cu0xD0DfFihMzKW/ZyxtLUaBHSGEEEJaVOJD9mhdVzc7iK2FLf48XV3tIBLUrtvLLatCQXnbTqCgwI4QQgghLSohq/WnYQFAJOCju5s9q62t70BBgR0hhBBCWhQ3caK1AjugjkLFbTyBggI7QggxMwqlGolZxdBQMVZigtQaBjceste6+bXC+roaepmxbXzEruUnvAkhhLSa+0UVmPPzFZRWquAjFWPr9AGwEtLv6MR03M2XQ16l1h472QjRqZ1tqz2fXmYsjdgRQggxFxFn7qG0srqaf0puGWKSco3cI0LYuGVO/Do4gteChYm5urnZQyd/AlnFCpQolK32fKaOAjtCCDET8ioVTt3JZ7VdzCg0Um8IqZsh19cBgI1IgC6u7ASKW7nyVn1OU0aBHSGEmImTt/NRqdKw2uIyimjjc2JSDB3YAXXUs2vD6+wosCOEEDNxOFmm11ZQrkRaQXkdZxNieIXlVcgsUmiPBTygt3vLbyXGpb/Oru0WKqbAjhBCzEBRuRLn0+uedo3PKDJsZwipR0I2O6DqKRXDViRo9eflBnZtOTOWAjtCCDEDR1NlUGvqnnKNo8COmAjuNGxrljnR1UNqD930jPSCCpTrZOa2JRTYEUKIGYhtIPv18v3ieoM+Qgzp+gPDr68DAHsrIbx0SqowAFJlbXPUjgI7QggxcQ9LFLjC2aLJRlT78V2iULXZH2LEdKjUGtzkFCbu52mYwA6genY1DBrYHTt2DGFhYQgJCcFHH30EADh79ixCQ0MxevRobNq0SXtuUlISwsLCMGbMGKxcuRIqVXXdpuzsbMycORPBwcF4/fXXIZdXpzSXlJTgtddeQ0hICGbOnAmZTH+RMSGEmKMjKezPs74eDgjqKWG10XQsMbZbMjkra9vN3gruDtYGe37uDhRtNTPWYIFdZmYm1qxZg4iICBw4cAA3b97EyZMnsWLFCkRERCA6OhqJiYk4efIkAGDZsmVYvXo1YmNjwTAM9uzZAwBYu3YtZsyYgZiYGPTt2xcREREAgM2bNyMgIACHDh3ClClTsG7dOkO9NEIIaVWxnGzY0b5SDO/mxmqLzywyYI8I0VdXmZPWLEzMxd0ztq0mUBgssDty5AjGjh0Ld3d3iEQibNq0Cba2tvD29oaXlxeEQiFCQ0MRExODrKwsKBQKDBgwAAAQFhaGmJgYKJVKxMXFYcyYMax2ADhx4gRCQ0MBAOPHj8epU6egVLbdytOEEMtwL7+c9QOKzwNG9XTD8G6urPOu3C+GSq3hXk6IweglThhofV0NbmB3N79cr+5jW2CwwC49PR1qtRoLFizAhAkTsHPnTuTm5kIiqZ1OkEqlyMnJ0WuXSCTIyclBYWEhxGIxhEIhqx0A6xqhUAixWIyCggJDvTxCCGkVscnspIlBXs5wE1uju1QMFzuRtr1CqdHbeJ0QQ+JuJWaoxIkaTrYidHCsnfpVaxjcyWt7O1AIDfVEarUa8fHx2LFjB+zs7PD666/DxsaGNUzLMAx4PB40Gk2d7TV/66pvmJdhGPD5TY9bXV3FjZ/UAiSS1i/USGrR/TYsut8ti2EYHL3N3kJs8mAv7X1+qocEB65la7+WlF+B5wZ0NGgf2xp6j9ftYbECD0srtcdWAj6e6uMOa+Hj1bBr7v3u59UO2Tceao+zylUIamP/ZwYL7Nzc3DBs2DC4uLgAAJ577jnExMRAIKj9T5fJZJBKpXB3d2clP+Tl5UEqlcLFxQWlpaVQq9UQCATa84Hq0b68vDy4u7tDpVJBLpfD2dm5yf3Lzy+DppXLBUgkDpDJ6DdqQ6H7bVh0v1vezYelSNMZcRAJeAhwF0MmK4VE4gA/qT0O6Jx/MjkH0/q5G76jbQS9x+t34hZ7HaiPVIySwsfbEeVR7ncXZxvWcfydPIzq2u6x+mFq+Hxeg4NRBpuKfeaZZ3DmzBmUlJRArVbj9OnTCA4ORlpamnaa9uDBgwgMDISnpyesra1x6dIlAEBUVBQCAwMhEokQEBCA6OhoAEBkZCQCAwMBAEFBQYiMjAQAREdHIyAgACKRqM6+EEKIOeBOww7v7AJHm9rPtYBOzqyvJ2SXQKFsm0VZiXEZY3/YutCesQYcsevfvz9eeeUVzJgxA0qlEk8++SSmT5+Orl27YtGiRaisrERQUBCCg4MBAOHh4Vi1ahXKysrQp08fzJkzBwCwZs0aLF++HN988w08PDzw2WefAQAWL16M5cuXY9y4cXBwcEB4eLihXhohhLQ4tYbRK3MyppeUdezpZAMPR2s8KKmeAqtSM0jILsEQb8saoSCmTz+wM870J7eW3W1ZGVRqDYSCtlO212CBHQBMnjwZkydPZrUNGzYMBw4c0DvX19cXe/fu1Wv39PTEjh079NqdnZ3x7bfftlxnCSHEiK5mFUNWVqU9thMJMKKrC+scHo+HAC9n/HEjR9sWn1lEgR0xqEqVRq8YsKEzYmu42ltBIrbSfu9UqRmkFZSjh8Qw6+hNQdsJYQkhxIxwp2EDu7vCpo7N1Ad7O7OO46lQMTGw5JxSqHTWqHdwtIZEbLjCxFzcsidtbQcKCuwIIcTEKNUaHL2Vx2oL9pXWeW6AlzPr+ObDUpRVqlqra4ToMXb9Oi7udGxbK1RMgR0hhJiY8/cKUaKoDc6cbIQYyhmZqyERW6OzS+3m52qmehqXEEMxlcSJGnpbi9GIHSGEEGPiTsM+5yNpcPE3d9SO9o0lhsIwjMkFdtyp2FuyMqhbuZyZKaHAjhBCTEiFUo2TnKLEo30l9ZxdbTCn7AmtsyOGkl2iQEF57fadNkI+uhs5UaG9gzWcbdm7smQWVhixR4ZFgR0hhJiQU7fzodDZ31IqtsIAT6cGrxnIGbG7JZOjqIL2yiatjzta18fDAUJ+3TtCGQqPx9NbZ9eW6tlRYEcIISaEOw072lcKfj1bJ9ZwthWhp8Se1XY5s6ilu0aInuvZ7J0h/DyMOw1bQ69QcRtaZ0eBHSGEmIjiCiXO3StktY1pZBq2BncXClpnRwzB1NbX1eCus0vJbTtbwVFgRwghJuJYah6rHph3O1u9H1D10VtnRyN2pJWVV6mRKuMUJjaREbu6pmIZpm0kUFBgRwghJuIwZxp2jK8UvEamYWsM8HSCQOfUewUVkJVVtmT3CGG5+bAUusmmndrZwtnONPZo93S2gb1VbUHvsko1sooVRuyR4VBgRwghJiC3tBKXMtn15xrLhtUlthaitzt7f04atSOtyVSnYQGAz+PVMR3bNtbZUWBHCCEm4K9bMuhOFPVqL4a3i12zHoO7zo7KnpDWdP2Bae04wcUtVEyBHSGEEIOJSdKfhm0ubqFiCuxIa9EwDK6b8Igd0Hb3jKXAjhBCjCyjsAJJOj90eABG+TR9GrZGvw6OEOkstMsuqURWcdspzEoMJ6OgAsU6297ZWwnQ1bV5I8ytra6txdpCAgUFdoQQYmTcpAn/jk6QOlg3+3FsRAK9URMatSOtIYE7Devh2Gi9RUPzbmcHa2FtmFNYoYSsrMqIPTIMCuwIIcSIGIbRK0o8plfzp2Fr0L6xxBBMOXGihoDPQ09J29uBggI7QggxolsyOe4V1E6XCvg8jOzh9siPp1/PrrhNTD8Rw+IGdn4dHOo507j0EijawDo7CuwIIcSIYjlJE8M6t2NtYN5cvd0dYCuq/WjPl1exAkdCHlepQoW0/HLtMQ9AXxMpTMzVFveMpcCOEEKMRMMwOJwiY7U9SjasLpGAjwGeTqy2uIzCes4mpPm4ZU66udlDbC00Um8apr9nrOVvLUaBHSGEGMm1rBLklNbuDmEj5COwm+tjPy53OpbW2ZGWxC1zYqrTsADQ1dWOlSmeW1aFgnLLTqCgwI4QQoyEmzQR2M0VdjrbID0qbmB3+X4x1BpaZ0dahjkkTtQQCfjo7mbParP0QsUU2BFCiBGo1BocvZXHanucbFhdPSRiONrUTo2VKFR6m7UT8ijUGgaJD9jTmX4mur6uRlsrVEyBHSGEGMGFjCIUVSi1x442Qgzr3K5FHlvA52FgR+46u6IWeWzStt3Nl6NcqdYeO9kI0amdrRF71Li2trUYBXaEEGIE3KLEz/Rwg0jQch/J+mVPilrssUnbVdc0LM/EChNz6WXG0ogdIYSQlqRQqnEiNZ/VFvyY2bBcAZzA7sr9YqjUmhZ9DtL26CdOmPY0LFCdtauTP4GsYgVKFMr6LzBzFNgRQoiBnblbwJrOcrO3gj9n6vRxdXGxg4tdbT28CqUGNx5afqkH0rrMKXGiho1IgC6u7ASKW7lyI/Wm9VFgRwghBsbNhh3tK4GA37LTWTwej6ZjSYsqKK9CZpFCeyzgAX3cTbfUiS4fKTuws+RCxRTYEUKIAZUqVPg7rYDVNrqFp2FrcPeNjacECvIYrmezR3x7SsWwET1+eR5D8GnPDkAtuVCxQUtFz549GwUFBRAKq5/2ww8/hFwux/r161FZWYmQkBAsWbIEAJCUlISVK1dCLpcjICAAa9euhVAoRHZ2NpYtW4b8/Hx06dIF4eHhsLe3R0lJCZYuXYrMzEy4uLhg8+bNkEgkhnx5hBDSqOOpeVCqa2vKeTnboDcna6+lcNfZJWSXQKFUm80PY2JazHEatgY3gcKSM2MNNmLHMAzu3buHqKgo7R8fHx+sWLECERERiI6ORmJiIk6ePAkAWLZsGVavXo3Y2FgwDIM9e/YAANauXYsZM2YgJiYGffv2RUREBABg8+bNCAgIwKFDhzBlyhSsW7fOUC+NEEKaTH8aVtpqWYWeTjbwcLTWHlepGb3toAhpKu57x9Tr1+nqyZmKTS+oQHmVup6zzZvBAru7d+8CAF5++WU8//zz+Pnnn5GQkABvb294eXlBKBQiNDQUMTExyMrKgkKhwIABAwAAYWFhiImJgVKpRFxcHMaMGcNqB4ATJ04gNDQUADB+/HicOnUKSqXlZr0QQsxPnrxKb53b4+4N2xAej0fTsaRFqNQa3OQk3/TzNJ/Azt6KXW+PASy2aLfBAruSkhIMGzYMX3/9NbZv345du3YhOzubNV0qlUqRk5OD3NxcVrtEIkFOTg4KCwshFou1U7k17QBY1wiFQojFYhQUsNexEEKIMf2VIoPuzl49Jfbo4mrXqs/JnY6Nyyhu1ecjlilFJkelqrZcjkRsBXcH6wauMD1tZTrWYGvs/P394e/vrz2ePHkyvvjiCwwaNEjbxjAMeDweNBoNa2qipr3mb131TWEwDAM+v+lxq6tr66xx4ZJIzCODyFLQ/TYsut8NO3aHXbsuLMDrse5ZU64dM0CENYdStMc3c0ph62gLsbVBl1hbjLb6Hk/jbH8X0NkFUmnrj9i15P0e1NUVh1Nk2uN7xZUW+f9psO/s+Ph4KJVKDBs2DEB14OXp6QmZrPYmy2QySKVSuLu7s9rz8vIglUrh4uKC0tJSqNVqCAQC7flA9WhfXl4e3N3doVKpIJfL4ezs3OT+5eeXQdPKm2RLJA6QySw3E8fU0P02LLrfDbtfVIErnGnQJzs6PvI9a+r9FgDwbmeL9MIKANV7ff51NQtPdnV5pOdty9rye/zsLRnr2MfVrtXvRUvf7472Itbx1YxCs/z/5PN5DQ5GGWwqtrS0FBs3bkRlZSXKysqwf/9+vPPOO0hLS0N6ejrUajUOHjyIwMBAeHp6wtraGpcuXQIAREVFITAwECKRCAEBAYiOjgYAREZGIjAwEAAQFBSEyMhIAEB0dDQCAgIgEonq7AshhBjakRT2D8YBno5wd7QxyHPrT8cWGeR5ieUwxx0nuHw4U7F388tZ08uWwmAjds888wyuXbuGiRMnQqPRYMaMGfD398eGDRuwaNEiVFZWIigoCMHBwQCA8PBwrFq1CmVlZejTpw/mzJkDAFizZg2WL1+Ob775Bh4eHvjss88AAIsXL8by5csxbtw4ODg4IDw83FAvjRBCGhWTxM6Gbc2kCa7BnZzx+7UH2mMqVEyaI6e0Eg9LK7XHIgFPb72aOXCyFaGDozWyS6pfi1rD4E6eHL3NpMhyUzUrsIuOjsZPP/2EW7dugc/no1evXnjllVcQFBTUpOvffvttvP3226y2YcOG4cCBA3rn+vr6Yu/evXrtnp6e2LFjh167s7Mzvv3226a9EEIIMaDbMjnu5pdrjwU84NmebgZ7/kEdnVnHt3LLUFShhLMtzWqQxnFH63q1d4CV0Dz3N/Bp76AN7IDqHSgsLbBr8v/Mrl27sGzZMnh7e2Pp0qV4++23IZVKsXDhQhw6dKg1+0gIIWaNW7tuiHc7tLOzMtjzO9uJ0ENSW8eLAXD5PmXHkqYx5/p1XHqZsTmWlxnb5BG7H3/8EStWrMDMmTO1bbNmzUL//v3x1VdfISQkpFU6SAgh5oxhGBzmBHbBvQw3DVtjcCdnpMpqNz6PSy/EyB6GGzUk5ktvxwkzql/H5cPZ5cUS94xt8oidTCbD8OHD9doDAwNx//79Fu0UIYRYiusPSllTP9ZCPoK6uxq8H4M5CRS0zo40RaVKg2TOqFY/D/OduuSO2N2WlUGltqwEiiYHdkFBQdi9e7de++HDhzFixIgW7RQhhFiKWE7SxIiuLrC3MnwNuQGeThDolP28V1ABWVll/RcQAiA5pxQqnVJgHRyt4SY2r8LEulztrSAR1y6DqFIzSCsob+AK89PkTxcvLy/s2LEDcXFxGDJkCIRCIW7cuIFz585h1KhReP/997Xn/t///V+rdJYQQsyJSsPgL079r9EGzIbVJbYWore7A64/qK3bFZ9ZhJBe7Y3SH2IeuNOw5ljmhMtHKoasrHZnquScMvSQmF+Wb32aHNglJCSgf//+AIDExERte0BAAAoLC1FYWAig/p0gCCGkrYnPKERBee2e1WJrAYZ3MV5h4IBOzuzALoMCO9IwvfV1FhDY+UrFOHO3NrBLyS1DqBH709KaHNjVVWKEEEJI/WKT2aN1z3R3g7URy0QEeDlj24VM7XE8FSomDWAYxjIDO24ChYVlxjYY2F2+fBn9+/eHQCDA5cuX6z2Px+Ox9oElhJC2rlKlwfFU9v6ahixKXJd+HRwhEvCgVFevmcouqURWcQU8nWyN2i9imrKKFawRZxshH90tYMqSuwPFLVkZ1BoGAr5lzDg2GNjNmDEDf//9N1xdXTFjxgzweDwwjP5+qjweD0lJSa3WSUIIMTd/pxVAXqXWHrvYiTCIk5lqaDYiAfp1cMSlzNoadvEZRfD0o8CO6OPWr+vj4QChBQQ/7R2s4WQjRLFCBQCoUGqQWViBzq52Ru5Zy2gwsDt69ChcXFy0/yaEENI03Np1o3wkJvFDMcDLmRXYxWUUYYKfhxF7RExVQpblTcMC1YNRvu3FuJBepG1Lzi1rG4Gdp6dnnf8mhBBSv7JKFU7fyWe1GXsatsbgTs747my69jg+sxgMw1DiG9Gjm2gDmPeOE1w+Ugd2YJdTZpTC4a2hyckTBQUF+PTTT5GYmAiFQqH39djY2BbtGCGEmKuTt/NRpdap/eVkg74mUtS1t7sDbEV8VCiri7Lmy6twr6ACXSxktIK0jPIqNVJl7KQCSwrsuAkUKbml9Zxpfpoc2K1cuRLXr19HSEgInJycWrNPhBBi1mI407BjfCUmMyImEvAxwNMJ5+4VatviMooosCMsNx6WQKcuMTq1s4Wznch4HWphenvG5sotZuS6yYHduXPn8OOPPyIgIKA1+0MIIWatoLwKcemFrDZjFSWuz+BOzqzALj6zCC/6dzBij4ipuZ7NHsGylPV1NTydbWBvJdAmOJVWqpBdorCIDPEmF1QSi8XaRApCCCF1+yslDzqzsOjuZo/ubvbG61AdAjjZuZcyi6Cpo+IBabsssX6dLj6Pp1f2JMVC6tk1ObCbOXMmPv/8c1RW0t6ChBBSH2427GhfiZF6Ur+eEjEcrGsnbEoUKqTmyo3YI2JKNAyDxAeWt5UYl16h4lzLCOwanIodPXq0dr6ZYRhkZGTg+PHjkEqlEAgErHMpeYIQ0tY9KFHgGmekwxQDOwGfh0FeTjhxuzZzNy6zCD7tzb/4LHl8GQUV2hpvAGBvJUBXC1yDyR2xs5QdKBoM7J5//nlD9YMQQszeYc4WYn4ejia7ZifAy5kV2MVnFGFWQEcj9oiYCu40rF8HR/AtIKmAq66txSwhgaLBwO7NN980VD8IIcTsxdaRDWuquOvsrtwvhkqtgVBgvL1siWlI4EzD9rOgMie6vNvZwVrIR6WquvRPYYUSsrIqSB2sjdyzx9Os7+CoqCg8fPgQALBlyxaMHz8eK1euRHl5eat0jhBCzMXdfDlSZbXr1Pg84Dkf0w3surrawUWnfEW5Uo2bFjIVRR6PpSdO1BDweegpsbx1dk0O7L788kt88MEHePjwIeLj4xEeHo7BgwfjypUr+OSTT1qzj4QQYvJiOdOwgzs5w9Xeyki9aRyPx8NgzqhdfEaRUfpCTEepQoW0/NrBGh6q94i1VHqFii3gl5smB3b79+/HJ598ggEDBuDQoUPw9/fHmjVrsG7dOhw5cqQ1+0gIISaNYRjEJnGnYU2rdl1dArycWcdxmUVG6QcxHdc507Dd3Owhtm5yyVuzwy1U3KZG7GQyGfr27QsAOHPmDEaMGAEAkEgkKCsz/xtBCCGP6ubDUmQV1261aCXg4ZkebkbsUdNw19klZBVDoVQbpzPEJLSVadga3Ezw5Bzz31qsyYGdl5cXEhMTcfPmTaSnpyMwMBAAcPz4cXh5ebVaBwkhxNTFcKZhh3dxMYtRDk8nG3g41i4Ur1IzeiM2pG25rpcRa7nTsED1WlORoDYLNresCgXlVUbs0eNrcmD3yiuvYMmSJZg+fToGDx6MPn36ICIiAhs2bMArr7zSmn0khBCTpdYwOJLCDuyCe5n+NCxQvc6OOx1L6+zaLrWGQeID7lZilr03vEjA19sZJsXMp2Ob/CtlUFAQ9u7di8zMTO007IABA7B9+3YMHjy41TpICCGm7PL9IuTLa3/Dt7cS4Mku5rP9YkAnZ/xxI0d7HJdRjNeN2B9iPHfy5CjXmYp3thXBy9nGiD0yDB+pGEk6SRPJOWUY1tl8voe5mjxi98ILL6CqqgrPPfccrK2rh+6HDx9OQR0hpE2LTWKP1j3d3RU2IkE9Z5se7ojdzYclkFep6j65DVNrGDAWvp8udxrez8PB7Iv1NoVeZqyZj9g1ObBjGAZWVqabuk8IIYZWpdLgWGoeq220GWTD6pI6WMO7Xe3uGGoGuHqf1tnVUGsYfBCTgqc+P4Mp355Dtk6SjKVpa4kTNfQyY8285EmTp2JfeOEFvPLKKwgLC0PHjh1hY8Meng0NDW3S43z88ccoLCzEhg0bcPbsWaxfvx6VlZUICQnBkiVLAABJSUlYuXIl5HI5AgICsHbtWgiFQmRnZ2PZsmXIz89Hly5dEB4eDnt7e5SUlGDp0qXIzMyEi4sLNm/eDInEdAuDEkIsw7l7BSitrB3damcrwhBOpqk5COjkjPTCCu1xXEYRnuxqvlNRLWl/wgP8+c9UdXx6Id7en4it0weYRXJMc+knTrSNwK6bmz0EvOpfagAgq1iBEoUSjjaihi80UU0esYuIiIBMJsN3332H999/H8uWLdP+effdd5v0GOfOncP+/fsBAAqFAitWrEBERASio6ORmJiIkydPAgCWLVuG1atXIzY2FgzDYM+ePQCAtWvXYsaMGYiJiUHfvn0REREBANi8eTMCAgJw6NAhTJkyBevWrWvWTSCEkEfBLUr8bE83s9ySS69QMdWzAwCo1BrsiMtktaXll2Pln0lQaSxrWragvAqZRbWjkQIe0MfdsjNia9iIBOjsasdqu5Urr+ds09fkT6Dk5OR6/yQlJTV6fVFRETZt2oQFCxYAABISEuDt7Q0vLy8IhUKEhoYiJiYGWVlZUCgUGDBgAAAgLCwMMTExUCqViIuLw5gxY1jtAHDixAntiOH48eNx6tQpKJXKZt0IQghpjvIqNU7dyWe1mUNR4roM6ujMOr6VW4aiCvoMjU2WIbukUq/9bFohPj951wg9aj3c0bqeUrFZrRV9XJZUqLjZv1rm5eXhwoULUCgUyM/Pb/yCf6xevRpLliyBo2P10G5ubi5rulQqlSInJ0evXSKRICcnB4WFhRCLxRAKhax27mMJhUKIxWIUFBQ096URQkiTnbyTp908HADcHazRz9M8p66c7UToIakt+cAAuHy/2HgdMgEahsH2ixn1fn3X5Szsu5ZtwB61roRsbpkT83wvPyqf9uzRSXMuVNzkRQJVVVVYs2YN9u/fDz6fj9jYWGzYsAFlZWX46quv4OBQ/5Dtb7/9Bg8PDwwbNgz79u0DAGg0Gla2DcMw4PF49bbX/K2rvmwdhmHA5zcvZnV1FTd+UguQSNrG0LapoPttWG3pfp/4M5l1PGGgJ9pLDfvDsCXvd6CPFKmyNO3xDZkcU4d3abHHNzcxiQ9wr6B23aGAz4OrvRVyS2tH8D45dgd+nV0xvLvp7zLSmGQZe+rxSd/2JvH9bKg+PNFTChy/oz2+nV9uEq//UTQ5sPvqq6+QmJiInTt3Yv78+QCqixYvX74cn3zyCT788MN6r42OjoZMJsOECRNQXFyM8vJyZGVlQSCoHeaVyWSQSqVwd3eHTFa7biUvLw9SqRQuLi4oLS2FWq2GQCDQng9Uj/bl5eXB3d0dKpUKcrkczs7OzboR+fll0LTymgmJxAEymfn+FmBu6H4bVlu630UVSpy8xV5fF9jJ2aCvv6Xvdx839hqj0ymyNvP/ycUwDD4/covVNsZXgjee7YnJ35yF4p+RWpWGwb92XMK2GQPg7WJX10OZBZVag2v3i1htncUio///G/IzRWrFHii6K5MjI7sItiY4Hc3n8xocjGrysNahQ4ewatUqDBw4UNvm7++P//u//8OxY8cavHbbtm04ePAgoqKi8NZbb2HkyJH48ccfkZaWhvT0dKjVahw8eBCBgYHw9PSEtbU1Ll26BACIiopCYGAgRCIRAgICEB0dDQCIjIzUbmsWFBSEyMhIANVBZEBAAEQi88xmIYSYvmO3ZFDr/CLYxcWONZVpjvw7OkFnZyWkFZQjr0x/fVlbcD69kFWwFgDmDvFCX08nfDjWl9VeWqnCO5E3UKIw3zWJKTI5a1mBRGwFdwfrBq6wPPZWQnTSKfvDoHqtqTlqcmCXm5uLDh066LW7ubmhtLT5EbW1tTU2bNiARYsWYezYsejatSuCg4MBAOHh4Vi/fj2Cg4NRXl6OOXPmAADWrFmDPXv2YOzYsYiPj8fbb78NAFi8eDGuXr2KcePGYefOnVi9enWz+0MIIU3F3Rt2TC+J2RdyFVsL0YuTBRmf2TbX2W27wM6Efbq7K7q6Vgfuz/RwwxtPdWZ9PaOwAv/5IwkqtQbmiFu/zs/D0ezfz4+Cm0BhroWKmzwV26tXLxw9ehTz5s1jte/Zswe+vr51X1SHsLAwhIWFAQCGDRuGAwcO6J3j6+uLvXv36rV7enpix44deu3Ozs749ttvm9wHQgh5VA9LFLjKSSwY7WOe2bBcAV7OrL1C4zOKzGbf25Zy9X4xrnD+f18a2ol1PG+IF9ILyvHnzVxtW3xGET45dgfLn+tudkERNyO2rSVO1PBtL8ZhnX2fzbVQcZMDu6VLl+KVV17B1atXoVKp8MMPP+DOnTu4du0avv/++9bsIyGEmIwjKTLorsbt7e4AL50pHHMW0MkZ2y/WjlbFtcF6drqvHwCe8G6H3pyRTB6PhxWjeuJ+kQLXdIKifQkP0MXVDtMGehqkry2lre44weVjISVPmjwVGxAQgF9//RUikQje3t64fv06OnTogH379mH48OGt2UdCCDEZh7nTsL6Ws8tN/w6OEOkstMsuViCruKKBKyxLSk4Z/k5jl8qaN9SrznOthHxsnNAbHRzZa9E2nbij9ximLKe0Ejk6mb4iAU8vwGkruK/7bn45a+2huWjWnii9evXCJ5980lp9IYQQk3avoJz1WzwPwCgfywnsbEQC9OvgiEs6a+suZRTD088yRiQbw61b16+DIwZ2dKr3fBc7K3w6qS9e+fUq5FVqAICGAVYeTMKW6QPQzc30E2q407C92jvASmh+u6e0BCdbETo4WmuLUqs1DO7kyfVGbE1dg4HdV1991eQHevPNNx+7M4QQYsoOJ+eyjgd1coZEbFnZgwFezqzALi6zCM/7uRuxR4Zxr6AcR2/lsdpeGurV6Hq57m72WDeuF96JTERNorS8So13Im9g+4wBaGdn1VpdbhE0Dcvm096BtdtIcm6ZZQV23MSGzMxMWFtbo1OnThCJRLh37x4qKyvRr18/CuwIIRaNYRi9vWHHWNBoXY3BnZzx3dl07XF8RlGdBeItzf8uZrLWTvaQ2OPJLi5NuvbJri5YHNQVm07UbjOWXazAuwdu4uvJ/Ux6BOz6A05GbBsP7HylYhxPrQ3wU8wwgaLBwO7w4cPaf//www+4ePEiPvnkE23x37KyMqxYsQKenua1UJQQQporObcMGYW1682EfB5G9jT/HQe4ers7wFbER4Wyem1RnrwK9woq0MXVfAvwNuZBiQKHktijsS8N7dSsYHb6QE+k5Zcj8vpDbdvVrBKs/ysVq8f0NMnAuFKl0cv87OdhXqNTLc2nvfknUDT514gff/wR7777LmtHB7FYjLfeegu//fZba/SNEEJMRmwSe7RueBcXONpYXiF0kYCPAZ7sdWVxGUXG6YyB/Bx3n1VwulM7W4zs0bygncfj4T/PdscgL/a9O3gjBzvi7rdIP1tack4pVDqvu4OjNdwsbGlBc3Fr2d2WlZldfcJmjQ/n5eXptWVmZsLKyrTXEBBCyOPQMAyOpLBHdCwpG5ZrcCdn1nG8BZc9yZdXISrxIatt7mAvCPjNH2ETCvj4OLQ3vJxtWO1fnU7DiVT9n5/GpleYuI1PwwKAq70VJOLamKZKzSCtoNyIPWq+Jgd248aNw4oVK/DHH3/gzp07uHPnDn777Te8//77mDJlSmv2kRBCjOrK/WLkllVpj21FfAR2czVij1pXACewu5RZBA3TuntpG8vOS1mskhbtHawR0vvRizI72Yrw2aS+cLCuXenEAFh9KNnkdjLQT5yoPwO4LdGrZ2dm6+yaXO5k+fLlUCgUeO+996BWq8EwDKysrDBt2jS89dZbrdlHQggxqlhONmxgN1fYmODm4C2lp0QMB2shSitVAIAShQqpuXK99UfmrkShxO/XslltswM6QiR4vGSHzi52WB/aC4t/vw71P/FwhVKDf0fewPaZ/nCzN/4sF8MwdQR2bXt9XQ1fqRhn7tbWIkzJLUOoEfvTXE1+91pZWeG///0vzp8/jz179mDv3r04f/48VqxYAYHAcj/gCCFtm1KtwTFOGQxL32ZLwOfprRWzxF0ofruara0/BwDtbEWY0EKlXYZ6t8PSkd1ZbTmllVgaeQMKpbqeqwwnq1iBgnKl9thGyEd3iWUF7o/K3EfsGgzsLl++DLVarf335cuXcevWLSiVSlRVVSE5OVnbTgghluhCeiGKFSrtsZONEEO92xmxR4YR4OXMOo63sASKCqUav17KYrVNH+TZoiOxkwd0wFT/Dqy2Gw9L8X+xt8AYeWqbW+akj4cDhI+wrtAS+XJGpm/JyljJNaauwanYGTNm4O+//4arqytmzJhR73k8Hg9JSUkt3jlCCDG2GE4ZjGd7Sh57qs4ccNfZXblfDJVaA6GFvPb9CQ9YAbvYWoApAzo0cMWjefvpbkgvrMD5e4XatsMpMnR2tcOrw7xb/PmaKiGLChPXp72DNZxshNr3R4VSg8zCCnQ2k5I/DQZ2R48ehYuLi/bf9Tl+/HjL9ooQQkxAhVKNU3fyWW2jLTgbVldXVzu42Im003XlSjVu5pRZRABQpdLg53h2CZIXB3SA2LpZu2w2iZDPw/rxvfDyzqus7Mrvz6ajs4ud0bakox0n6sfj8eDbXowL6UXatuTcMrMJ7Br81cvT0xMxMTF466238OmnnyI1NRWenp7aPzY2NggPD8e6desM1V9CCDGY03fytYV6AUAqtoJ/A3uHWhIej2ex07F/3syBTCfL2UbIx7SBrVdoX2wtxGeT+sDJhh04ro1JwY2Hpa32vPUpr1Ljdp6c1dbXgwI7XT5SdiKJOa2zazCw2759O5YsWYLk5GSkpKTg9ddfx6FDhwAA0dHRGDt2LI4ePUrbiRFCLBJ3C7FRPlLwTXAHgdbCnY61hAQKlYbBT3GZrLZJ/TxafU/Xjs622DihN2sdW6VKg6WRN5BTWtnAlS3vxsMS6C4Z825nC2dbyyu2/Ti46+xSZBYS2O3ZswezZs3C4cOH8eeff+Lf//43fvjhB/z8889455130L17d0RGRmLhwoWG6i8hhBhEcYUSZ9MKWG1jerWNadga3ELFCVnFrJpv5uivFBnuFym0x0I+DzMDOhrkuQd2dMZ7o3qw2vLkVfh35A1UGDBTlgoTN467A0VKTpnRE16aqsHALjs7G9OnT9cez5o1C8nJydi0aRPeffdd/PLLL+jatWurd5IQQgzteGoea7ulTu1s9T7sLZ2nkw3cHWq3mKpSM7jOCQrMiYZhsP1iBqttXJ/2aO9guG20nu/rjtmcQDIltwxrDqUYrAj09Wz29C+tr9Pn6WwDe6vaDOnSShWySxQNXGE6GgzsFAoFa29YGxsbWFtb44033sDLL7/c2n0jhBCjiU1hT8OO8ZWY5EburYnH41nUdOzpOwW4k1ebwMDnVW8fZmgLR3TR27nkeGoevjlzr9WfW8MweqVOKLDTx+fx9OrZpZjJOrtHylt/9tlnW7ofhBBiMmRllbjESRQY7WvZRYnro7dvrJkmUDAMg20X2KN1o3wk8Gpna/C+CPg8/N9YX/SQ2LPat1/MRPTNnFZ97oyCCpRwyrx0MZNsT0PjrrNLNrEt4erzSIEd7TRBCLFkR1Jk0J0U85WK0dmlbf7w42bG3nhYCnmVqu6TTVhcRpFeBurcIYYfrathZyXAZxP7wMWOnbTw0eFbuJZV3GrPy11f19fDsU0lBDWHue5A0WjRnp9++gm2trW/0ajVauzcuRNOTuyU/wULFrR87wghxAi42bBjLHwLsYZIHazh3c4W6YUVAAC1hsHVrBI82cXFyD1rnm0X2ZmwI7q6oIeRt9Byd7RB+IQ+WLDnGqr+2VRWqWawLOomts/0RwcnmxZ/Tr36dVTmpF56I3b/JFCY+pKMBgO7Dh064I8//mC1ubm5ITY2ltXG4/EosCOEWITMwgrc1BnZ4QFGKyJrKgI6OWsDO6B6OtacArvr2SV6U8gvDe1knM5w+HVwxPtjfPB+dLK2rbBCiXciE/HjtAEtXjQ5gdbXNZl3OztYC/naTPDCCiVkZVWQGjDZ5lE0+I45duyYofpBCCEmITaZvYXYgI5OBs2aNEWDOznj92sPtMfmts6Ou7YuoJOzSZX4CO4lxb2Ccmw5X9vPO3nleD86GeET+kDQQnu4liiUSMuvTR7hoXqPWFI3AZ+HnhIxK9kkObfM5AM7y9j0jxBCWgDDMHqBXXAb2UKsIYM6OrOOU3LLUFyhNE5nmilVVobTd9n1CF8y4tq6+rw23BvP9nRjtZ25W4AvTt1tsedIfMBeY9jNzb5VtlGzJHqFis1gnR0FdoQQ8o9bMjnuFdROOQr4PIzsSYGds52IlcHJALh8v/UW+Lek/3HW1vVxd9DL9DUFfB4PHwT7oBcnkNh5KQuRCQ/quap5aH/Y5uPWrjSHzFgK7Agh5B+HOaN1wzq3o62W/sENhuLMYDo2s7ACRzj1CF8a6mWyi99tRAJ8OrEPJGL29mYbjt5ukelvCuyaz0cvgcLwe/s2FwV2hBCC6sKthznZsKNpGlaLW/bEHNbZ/S8uk7Unajc3O4zgFAY2NRKxNT6d2AfWwtofz2oNg//8cRMZOgkszaXWMLjBmYo1pXWGpqqrqx1EgtpfBHLLqlBQXmXEHjWOAjtCCAGQkFWChzqbsVsL+Qjq5tbAFW2Lf0cn6Px8Q1pBOfLKDLt5fXPklFbizxvsYr/zhnQyi5ptvdo74MOxvqy2EoUK7+xPRIni0dY23smTo1xnP1pnWxG8nFu+nIqlEQn46O7GLiSdYuLTsQYN7D7//HOMHTsW48aNw7Zt2wAAZ8+eRWhoKEaPHo1NmzZpz01KSkJYWBjGjBmDlStXQqWqLoiZnZ2NmTNnIjg4GK+//jrkcjkAoKSkBK+99hpCQkIwc+ZMyGQy/Q4QQkg9uEkTgd1cYWdFxdhriK2F6OXOzqCMzzTddXa/xN9n7fXr6WSD58yobM3IHm5446nOrLb0wgq890cSVGpNsx+Pu42Yn4eDyU5Jm5qeZlao2GCB3cWLF3H+/HkcOHAAv//+O3bs2IHk5GSsWLECERERiI6ORmJiIk6ePAkAWLZsGVavXo3Y2FgwDIM9e/YAANauXYsZM2YgJiYGffv2RUREBABg8+bNCAgIwKFDhzBlyhSsW7fOUC+NEGLmVGoN/rqVx2obQ9OwesxlOrawvAr7OQkHc4Z4QdhCZUMMZd4QL4RwimNfzCjCp8fvNPuxaH3do+MmUNCI3T+GDBmCn376CUKhEPn5+VCr1SgpKYG3tze8vLwgFAoRGhqKmJgYZGVlQaFQYMCAAQCAsLAwxMTEQKlUIi4uDmPGjGG1A8CJEycQGhoKABg/fjxOnToFpdI80vEJIcZ1MaMIRTrlOxyshRjW2XwK8BpKADeBIrPIKP1ozK7LWVCoake1JGIrjO/d3og9ejQ8Hg8rR/fUC8L2XnuAPVeymvVYeoGdJwV2TVXXDhSmzKAFbEQiEb744gts3boVwcHByM3NhURS+1uxVCpFTk6OXrtEIkFOTg4KCwshFoshFApZ7QBY1wiFQojFYhQUFKB9+6Z9M7u6GmZrGYmEikEaEt1vwzLX+33yGHsEZKyfBzw9nOo523QY+n4/62QHq/03UPXPVGB2sQIKgQBeJrSPbolCid+usUfr/hXUrcX+P43xHt/68hBM+OpvZBXVJk98evwO/Dq7IrAJ5Xjyyipxv0ihPRbyeQjs0wG2ZrDUwBQ+U4Y520HA50H9z9R+VrECVvY2cLIzzYx5g1cmfOutt/Dqq69iwYIFuHfvHmuOv2YPNo1GU2d7XXu01bdGgGEY8PlNH5DMzy+DRjd9qhVIJA6QyUw/VdpS0P02LHO93wqlGjGJD1ltQV2cTf61GOt+9/VwYNWwO3w1C8/7uRu8H/XZfiEDpQqV9tjJRohRXV1a5F4Z8z0e/nxvzP/1qjYBQsMAr/98Cdtm+KOLa8OB9cnb7GUGPST2KCsuh2mPO5nWZ0pnF1vcyavdteNs0kO9EWxD4fN5DQ5GGWwq9s6dO0hKSgIA2NraYvTo0bhw4QIryUEmk0EqlcLd3Z3VnpeXB6lUChcXF5SWlkKtVrPOB6pH+/Lyqt+8KpUKcrkczs7OBnp1hBBz9XdaAStb0M3eCgM5Oy2QWqY8HatQqrHzEnuKctpAT4tIgukuscdH43yhO5Qhr1Jjyf5EFJU3vOwoIZsdHNH6uuYzp3V2Bgvs7t+/j1WrVqGqqgpVVVU4evQopk2bhrS0NKSnp0OtVuPgwYMIDAyEp6cnrK2tcenSJQBAVFQUAgMDIRKJEBAQgOjoaABAZGQkAgMDAQBBQUGIjIwEAERHRyMgIAAikWkOkxJCTEdMEjsbdpSPpMX25rREg+tIoGCY1p3taKqo6w9RqLNW0t5KgBf9OxixRy1rRDdXLA7qymrLKlbg3T9uQtlApuz1bHb2MgV2zefTnj0lbMo7UBhsKjYoKAgJCQmYOHEiBAIBRo8ejXHjxsHFxQWLFi1CZWUlgoKCEBwcDAAIDw/HqlWrUFZWhj59+mDOnDkAgDVr1mD58uX45ptv4OHhgc8++wwAsHjxYixfvhzjxo2Dg4MDwsPDDfXSCCFmqlShwtk09j6ilA3bsD4eDrAR8rXJCXnyKqQXVKBzI9OBrU2p1mBH/H1W2wv9O8DRxrJ+wZ8xyBNp+eWI0lk+cOV+MTb8lYpVo3vqLU9SqjW4yVnsT4Fd8+mN2JlwAoVB19gtWrQIixYtYrUNGzYMBw4c0DvX19cXe/fu1Wv39PTEjh079NqdnZ3x7bfftlxnCSEW7/jtPFSpa0ebOjrboLe78RdrmzKRgI8BHZ1w/l6hti0us8jogd2hpFzkcApMzxjkacQetQ4ej4f/PNcdmUUVrLWOBxJz0NnFDrMHe7HOvyWTo5KTIdzewdpg/bUUPaXsIsX3CspRoVTDVmR60/y08wQhpM3i7g072ldKRVuboK7pWGNSaxj872Imq21CX3e42lvVc4V5Ewn4+Pj53ujI2Tniy1NpOHUnn9VWV/06eo83n72VEJ3a2WqPGQC3THQ6lgI7QojFYxgGCqUaheVVyC5W4E6eHJcyi/Q2sqdp2KbhJlBcyiyCxojr7I6l5rH2URXweZg1uKPR+mMIzrYibJrYF2Lr2hEjBsD7fyYjVVYbcCRkcXecoGnYR2UuCRQGL3dCCCFcDMNAqWagUKlRodSgQqmGQln975q26mPdr7PbFKraa7jXK5QaNBZ29JDYo6urfSNnEQDwkYrhYC1EaWV1WZFihQqpMjl8pIapB6qLYRhsu5DBagvpJYWHo+Xvg9rZ1Q4bxvfG4n3XUbOioFypxjv7b2D7TH+42lvpbSVG6+senW97MQ6n1FbsMNVCxRTYEUIeW3pBOc5mlSA3X44KFSfg+uffin8CrvqCMLWREyvH+EobP4kAqB4RG+TlhBO3a6f94jOKjBLYnU0rRKpMrj3mAZg7xKv+CyzM0M7t8O+R3bHx6G1t28PSSiyLuoG1Ib6sdYdWAp5R/o8sBffemWpmLAV2hJDHEnX9AT46nGrsbjwWeyuB3p6cpGEBXs7swC6zCDMDDDv9yTAMtnJG657t6YbOJrQThiFMGdABafnl+O1qtrbt+oNSLN53nXWeb3sHWAlpBdaj4gZ2d/PLUanSwNrE7ikFdoSQR1ZWqcLmk3eN3Y0msRLwYCsSwEYkgI2QD1uRALYiPiRia7zo3wFSyhRsFu46u8uZxVCpNRAKDPdD7vL9Yr3kgHlDOhns+U3JO890Q2ZhBc6n12YrZ+psIwbQNOzjcrIVoYOjNbJLqkdB1RoGd/LkJpdJT4EdIeSR7bmSjbJKdeMnNoGAz4OtiA8bYXXAZSMSaIMvG6EANqKaYKz26zYiAWz/CdKqj2sDNt0gzkYkgJCKDreorq52cLEToeCfXQ/KlWok5ZTBz4DBw/YL7EzY4V3awad925xqFPJ5+O/4Xnj51yu4V1BR5zmG/L+xVD7tHbSBHVA9HUuBHSHEIpRXqbHzErsgbEAnZ3RztYO1sDa4YgVhIj5shYJ/gi5+bZtIAJEBR3rI4+PxeAjwcmYtJo/PLDJY8HDjYSlrdAoAXmqjo3U1HGyE+GxiX7y08wqKdfbLrdHPw7QCEHPkKxXjeGrt3rumWKiYAjtCyCP5/Vo264eHg7UQG0N7w8GGPlbaioBO7MAuLqMILw01THC1nbO2zr+jEwZ0dDLIc5syr3a2+Pj53nhz73WoNLUZSR2cbOAmpuUGj4s7ImyKCRT0KzIhpNkUSjV+5mzfNO/JzhTUtTGDOevsErJLWLsctJa7+XJW4gYAvDS07WTCNmaQlzOWP9ed1fZkFxcj9caycGvZ3ZaVQdXAPr3GQIEdIaTZoq4/1K6tAgBbER8vPdnFiD0ixuDpZAN3naSTSpUG1znJDK2Bu8uEr1SMJ7zbtfrzmpMJfh5YNboHekjs8WxPN7w6rG1PU7cUV3sruOnsaFKlZpBWUG7EHumjwI4Q0ixVKg1+imP/YJ3cvwNcLHT7JlI/Ho+nlx0bl1nUqs95v6gCsUnsreBeGupF22TVYYKfB3bOGYQNob3Rzo6+P1uKL3c61sTW2VFgRwhploM3c5BbVqU9thbyMcPA9cuI6eBOx7b2vrE/x99nFbPu7GKLp3u4tepzEqKLW8/O1LYWo8COENJkKrUG/+MsWp/o586amiBtyyAvZ9bxjYelkFfpZ2S2hLyyShxIfMhqmzekE/g0WkcMiLvOjkbsCCFmKyY5l1XDSSTgYfZgWrTelrV3sEandrbaY7WGwdWs1lln98ulLCh1hus8HK0xxlfSKs9FSH24U7G3ZGVQa4y8J6IOCuwIIU2i1jDYxikIG9rHHe1px4Y2zxDTsUUVSvx+LZvVNnuwl0F3uiAEqP5lxkmnAkCFUoPMwrqLQhsDfUcQQprkrxQZMnQ+vAQ8YM4QWltHqveN1dUagd2eK1moUNaWlXCxE+H5vu4t/jyENIbH4+mN2pnSOjsK7AghjdLUsdl6SO/28HSyrecK0pYM8mIXBk7JLUNxhbKes5tPXqXC7ivs0bpZAR1NbvN10nb4SNm7eJhSoWL6riCENOrE7Xzcza+t1cTnAfOG0No6Uq2dnRV6SOy1xwyAy/eLW+zx9117gBLOLidh/T1a7PEJaS69kicU2BFCzAXDMNh6nj1aN8pHAm8XOyP1iJii1pqOrVRp8MulLFbbVP8OsLeiXU6I8XAzY1NyysAwppFAQYEdIaRBf6cV6K0fmWeg/UCJ+WitQsV/JD5Evry2bqKtiI+pAz1b5LEJeVSezjawtxJoj0srVcguURixR7UosDOAbRcyMO6785iz9SLrA4oQU8cwDLZwRuue6eGG7m729VxB2qqBHZ0g0Cknl5ZfjrzH/LxTqTXYwdnlJKxfBzjbih7rcQl5XHweT79QsYnUs6PArpXdKyhHxJl7yC2rwqlbMqw4mASNiQzXEtKYixlFSHxQymqbT6N1pA5iayF6ubMXlF96zOnY2GSZXt3EmQE0WkdMg6mus6PAzsAu3y/GrstZjZ9IiAngrq17qqsLfDgfZoTU4K6ze5zpWA3DYPtF9vvv+b7ukIipbiIxDdwRO1PZgYICu1bm3c4WT3Rux2qLOHMP93QyDAkxRVfuF+tlNr5Mo3WkAdx1do+TQHHidj7uFbDrJs6iPYmJCdEbsTORBAoK7FoZj8fDqtE9IbauXWRZqdJgTUwKVCa0BQkhXNzRuiGdnOHXwdFIvSHmoH8HR4h0FtplFSuQXdz8BeUMw2A7p27iaF8pOjpT3URiOrzb2bFqKRZWKCErM/46egrsDKC9gzWWjezOarv5sBT/40wzEGIqbjwowfn0Qlbb/GE0WkcaZiMSwM+DHfzHP8J07Pn0QiRxprXmUt1EYmIEfB56SkxvnR0FdgYS0kuKMX3as9p+OJdhUtuQEFKDmwnr7+mIgR2djdMZYlZaYjqWuyfx091d0Y0ysYkJ0ttazATW2Rk0sPvqq68wbtw4jBs3Dhs3bgQAnD17FqGhoRg9ejQ2bdqkPTcpKQlhYWEYM2YMVq5cCZWquup4dnY2Zs6cieDgYLz++uuQy+UAgJKSErz22msICQnBzJkzIZPJDPnSGsXj8bBukh/a6aTpqzUMPjiUgiqVpoErCTGslNwynL5bwGqb/4S3kXpDzM1gbqHizKJmrTu6er8YVzhrO6luIjFV3ELFbWrE7uzZszhz5gz279+PyMhI3LhxAwcPHsSKFSsQERGB6OhoJCYm4uTJkwCAZcuWYfXq1YiNjQXDMNizZw8AYO3atZgxYwZiYmLQt29fREREAAA2b96MgIAAHDp0CFOmTMG6desM9dKazE1sjfdG9WC13c6T4/tz6UbqESH6tnHWNvVxd8AQb2fjdIaYnT4eDrDRWXckK6tCuk4SRGO2X2SP1g31dkYfThkVQkwFt0pAck5pPWcajsECO4lEguXLl8PKygoikQjdunXDvXv34O3tDS8vLwiFQoSGhiImJgZZWVlQKBQYMGAAACAsLAwxMTFQKpWIi4vDmDFjWO0AcOLECYSGhgIAxo8fj1OnTkGpbLlNqFvKMz3cMLa3lNW2Iy4TCdklRuoRIbXu5stx7FYeq23+E53A4/HquYIQNpGAjwEdnVhtTS17kpJThr/T2KPFL9FoHTFhXV3tIOTXfj7mllWhoNy4CRQG22yvR4/akap79+7h0KFDmDVrFiQSibZdKpUiJycHubm5rHaJRIKcnBwUFhZCLBZDKBSy2gGwrhEKhRCLxSgoKED79ux1bfVxdTVMbS6JxAHrpwzA5U2n8PCf7Uc0DPDRkVT8+dZTsKP9D1uUREK/6TfHuqO3oTtp1tvDEZOGejc5sKP7bVimer+f7tUe5+/VJt9czynDG03o6weHU1nHg7zbYYx/R5P6xcJU77mlMof77evhgMSs2sGZh5Ua+Hgbr98GjyJSU1Pxr3/9C++++y4EAgHu3bun/RrDMODxeNBoNKxv5Jr2mr911fcNzzAM+PymD0jm55dB08rlRyQSB8hk1cO0K0d1x6LfE7VfS8uTY+3+61jKyZ4lj073fpPGZRRW4MC1bFbb3ABP5OU1bc0I3W/DMuX73cuFXZbk7O085OSWgN9AgHavoBzR1x+w2mYN7NDk958hmPI9t0Tmcr+7udixArsLt3LRu51Nqz0fn89rcDDKoMkTly5dwrx58/Dvf/8bkyZNgru7OyvJQSaTQSqV6rXn5eVBKpXCxcUFpaWlUKvVrPOB6tG+vLzqKSSVSgW5XA5nZ2fDvbhmeqKzC17o78Fq230lGxc5JSYIMZT/XcyA7u82XVzt8HQPN+N1iJgtH6mYVbuzWKFCqkze4DU/XcxkjRb3kNjjyS4urdRDQloON4HC2NUuDBbYPXjwAAsXLkR4eDjGjRsHAOjfvz/S0tKQnp4OtVqNgwcPIjAwEJ6enrC2tsalS5cAAFFRUQgMDIRIJEJAQACio6MBAJGRkQgMDAQABAUFITIyEgAQHR2NgIAAiESmvVH0W4Fd4enEjur/L/YWyipVRuoRaauyixX482Yuq+3loZ0aHGEhpD4CPg+DOOVxGip78qBEgegk9vtv3hAvk5qCJaQ+de1AYUwGC+y2bNmCyspKbNiwARMmTMCECROwb98+bNiwAYsWLcLYsWPRtWtXBAcHAwDCw8Oxfv16BAcHo7y8HHPmzAEArFmzBnv27MHYsWMRHx+Pt99+GwCwePFiXL16FePGjcPOnTuxevVqQ720R2ZnJcCaYB/ofnQ9LK3EZ8fvGK1PpG36KS4Tap3hOi9nGzznI2ngCkIaplfProEEip/j7rPef53a2eLZnvT+I+ahu5s9dDZcQVaxAqUK4w3Q8BhT2NjMBBh6jZ2uzSfu4pdL91ltn07sg8Burq3aH0tnLuszjC23tBITt1yEUl37/n9/TE8839e9WY9D99uwTP1+386TY/r/LmmP7UQCHF04DEIBezwhX16FCT9eRKVOPc/3R/fE837Ne/8Zgqnfc0tjTvd72v/icSevdg/4b1/sh0Gcmo4txaTW2JG6vf5UZ3RxsWO1rTt8C0XlpleuhVien+Pvs4I6D0drjO0lbeAKQhrXzdWOVZC9XKnW2yYMAHZeymIFdVKxFUJ60/uPmBe9QsVGnI6lwM4EWAv5+CDEhzWUW1CuxMdHbxuvU6RNKCivwr4Edibi3CFeeqMqhDQXj8drdDq2RKHE75xM7NmDvSCi9x8xMz7t2eVNjLkDBX33mIje7g54+Ql2Ic6/bslwODm3nisIeXy/xN9njZZIxFYI7WN6U2DEPHEDuzhOAsVvV7Mhr1Jrj9vZijDRBKdgCWmM/oid8aaQKbAzIS8P7aT35th49DbyyiqN1CNiyYoqlNh7lT1aN3uwF6yE9LFAWsYQTmCXkF2i/UWiQqnGr5eyWF+fPsgTNiIBCDE3PaX2EOjsQKFu5TX7DaFPcBMiFFRPyYp05mSLFSqsO5LarE20CWmKXZezUK6sHS1xsRNhEo2WkBbk6WQDdwdr7XGlSoPEB9WFXPcnPECxTuag2FqAKQM6GLyPhLQEeyshZg7qqD2e1M+jgbNbFwV2Jqabmz1ef7Izq+3M3QIcSHxonA4Ri1RWqcLuK+zRkpmDOtJoCWlRda2zi8soQpVKg5/j2ZUAXhzQAWJr2lKRmK9FgV3w8+yB+G1eAGYP9jJaPyiwM0EzBnVE/w6OrLbPjt9FdrHCSD0ilmbPlWyUVdaO1jnZCPHCAOP9hkks12BuAkVGEf68mQNZWe1G6dZCPqYN9DRwzwhpeT5SMTq72jV+YiuiwM4ECfg8rAn2gY3OWqdypRofxqZAQ1Oy5DGVV6mxk1M3cdpAT9hb0WgJaXncWl6JD0ux/UIGq21SPw+0s7MyYK8IsVwU2Jkor3a2WBzUldV2KbMYe65k13MFIU3z+7Vs1tomeysBpvrTaAlpHe0drNGpna32WK1hkF1SmxAm5PMwK6BjXZcSQh4BBXYm7IX+Hhjq7cxq++p0Gu4VlNd9ASGNUCjVemubpvp3gIMNjdaR1sOdjtU1rk97tNdJsCCEPB4K7EwYj8fDqtE9IbauXdBeqdJgbUwKVEZMpSbmK+r6QxTo7GhiK+Jj+kAaLSGtK6CerZX4PGCOEReZE2KJKLAzce6ONlj6THdWW+KDUuyIyzRSj4i5qlJp8BPnffNC/w5wthPVcwUhLWOQl1Od7c/1lLCmaQkhj48COzMwtrcUQd1cWW3fn03HLSNuWULMz8GbOcjlZCLOpLVNxADa2Vmhh8Rer33eUBqtI6SlUWBnBng8Ht4b1QPOOhtqqzQMPohJQZXOdlCE1Eel1uB/nEzEiX7ucLOnTERiGNzp2BFdXdBDIq77ZELII6PAzky42lvhvefYU7KpMjl+PJ9upB4RcxKTnKuXiWjMApqk7ZkyoAOs/ynhZG8lwBtPdTFyjwixTJQKZ0ZG9pQguFc+YpJytW3/u5iJwG6u6Ovh2MCVpC1Taxhsu8BeWxfalzIRiWF5tbPFnnkBiM8owoCOTrS2jpBWQiN2ZmbZyG6QiGunzzQMsOZQChQ6e34SouvoLRkyCiu0xwIeMHcIjdYRw+vgZIPn/dwpqCOkFVFgZ2YcbURYNbonqy2jsAJfn7lnnA4Rk6ZhGGzlrK0L7t0enk70g5UQQiwRBXZmaHgXF0zq585q23U5C/EZRcbpEDFZJ2/n405ebUFrHoCXaLSOEEIsFgV2ZmpxUFd0cLJhtX0Ym4KySlU9V5C2hmEYbD3PHq0b5SOBt4txN6gmhBDSeiiwM1P2VkKsCe4Jnk7bg5JKbD5x12h9IqblbFohkjm1Dl96opORekMIIcQQKLAzYwM7OmP6IPbm7VGJD3Hmbr6RekRMBcMw2MIphfNMDzd0d9MvEksIIcRyUGBn5l5/sjO6cKbWPjqciqIKZT1XkLYgLqMI1x+Ustpepir/hBBi8SiwM3M2IgHWhPhAoDMnmy+vwidHbxuvU8TouJmwT3V1gW97ByP1hhBCiKFQYGcB+rg7YN5Q9tqpwykyHEmRGalHxJiu3i/GpcxiVtvLQ2ltHSGEtAUU2FmI+U90go+Uve/ix3+lIk9eVc8VxFJt4WTCDunkDL8OtDMJIYS0BRTYWQiRgI8Pgn0g0pmTLVaosO7wLTAMY8SeEUO68aAE59MLWW0vUyYsIYS0GRTYWZDuEnv8a3hnVtuZuwX440aOcTpEDI47Wufv6YhBXs7G6QwhhBCDM2hgV1ZWhvHjx+P+/fsAgLNnzyI0NBSjR4/Gpk2btOclJSUhLCwMY8aMwcqVK6FSVRfdzc7OxsyZMxEcHIzXX38dcrkcAFBSUoLXXnsNISEhmDlzJmSytru2bFZAR/h5sKfdPjt+Bw9KFEbqETGUlNwynL5bwGqj0TpCCGlbDBbYXbt2DdOnT8e9e/cAAAqFAitWrEBERASio6ORmJiIkydPAgCWLVuG1atXIzY2FgzDYM+ePQCAtWvXYsaMGYiJiUHfvn0REREBANi8eTMCAgJw6NAhTJkyBevWrTPUyzI5Aj4PH4T4wEZY+18rr1Ljw9hb0NCUrEXbxsmE7ePugKHe7YzUG0IIIcZgsMBuz549WLNmDaRSKQAgISEB3t7e8PLyglAoRGhoKGJiYpCVlQWFQoEBAwYAAMLCwhATEwOlUom4uDiMGTOG1Q4AJ06cQGhoKABg/PjxOHXqFJTKtlvHrVM7WywK7Mpqi88owt6r2UbqEWltd/PlOHYrj9X28hOdwOPx6rmCEEKIJTJYYLdu3ToEBARoj3NzcyGRSLTHUqkUOTk5eu0SiQQ5OTkoLCyEWCyGUChktXMfSygUQiwWo6CAPSXV1kwe4IHBnZxZbV+cSkN6QXndFxCztu1CJnTHY3tI7DGiq4vR+kMIIcQ4hMZ6Yo1GwxpNYBgGPB6v3vaav3XVNxrBMAz4/ObFrK6u4sZPagESieGKxG6eMRDBm06htLJ6jWKlSoN1R29j74LhEPDbxkiOIe+3sdzLk+Nwci6rbcloH0ilhi9x0hbutymh+214dM8Ni+538xktsHN3d2clOchkMkilUr32vLw8SKVSuLi4oLS0FGq1GgKBQHs+UD3al5eXB3d3d6hUKsjlcjg7OzerP/n5ZdBoWncNmkTiAJmstPETW4gVgCVPd8WHsbe0bVcyivBZ9E29gsaWyND321g+i02B7lu3i4sdBrW3N/hrbyv321TQ/TY8uueGRfe7bnw+r8HBKKOVO+nfvz/S0tKQnp4OtVqNgwcPIjAwEJ6enrC2tsalS5cAAFFRUQgMDIRIJEJAQACio6MBAJGRkQgMDAQABAUFITIyEgAQHR2NgIAAiEQio7wuUzO+T3sEdnNltX13Nh23ZXIj9Yi0pAclCvx5kz1a99ITXuDT2jpCCGmTjBbYWVtbY8OGDVi0aBHGjh2Lrl27Ijg4GAAQHh6O9evXIzg4GOXl5ZgzZw4AYM2aNdizZw/Gjh2L+Ph4vP322wCAxYsX4+rVqxg3bhx27tyJ1atXG+tlmRwej4f3RvWAk03t4KxKw2D1oWQo1Roj9oy0hP9dzIRaZ7jOy9kGo3ykRuwRIYQQY+IxtC0BAMucitX1V4oM7x1MYrW9/EQnvP5kZ6P0xxAsfRhfVlaJCT9ehFJd+759f3RPPO/nbpT+WPr9NjV0vw2P7rlh0f2um8lOxRLDes5HgjG+Elbb/y5k4MaDEiP1iDyuHXH3WUGdu4M1xvam0TpCCGnLKLBrQ5aN7A43eyvtsZoBPohJgUKpNmKvyKMoKK/CvoQHrLa5Q7wgFNC3NCGEtGX0U6ANcbIVYdXonqy2ewUV+Obve8bpEHlkv8RnoVJVu0ZSIrZCaF/jTMESQggxHRTYtTFPdnXBBM4arF8vZeFSZpFxOkSarbhCqbeLyOzBXrAW0rczIYS0dfSToA1a8nRXdHC01h4zAD6MSYG8SmW8TpEm23U5C+U60+cudiJMMlLCBCGEENNCgV0bZG8lxOpgH1ZbdkklNp+4a6QekaYqq1Rh9xX2aN3MQR1hIxIYqUeEEEJMCQV2bdQgL2dMH+jJaou8/hB/p7XtPXZN3W9Xs7VbxAGAk40QLwzwMGKPCCGEmBIK7NqwN57qDO92tqy2j2JvobhCaaQekYZUKNX4Jf4+q23aQE/YWxltZ0BCCCEmhgK7NsxGJMDaEB/wdXafypNX4ZNjt43XKVKv3689QLGidrTO3kqAqf6eDVxBCCGkraHAro3r4+GIeUO8WG2xyTIcvSUzUo9IXRRKNX7mjNZN9e8ABxsarSOEEFKLAjuCV4Z5o4fEntW2/kgq8uVVRuoR4TqQ+JD1/2Er4mP6wI5G7BEhhBBTRIEdgUjAx9oQHwh15mSLFSr890gqaCth41OqNfjfxUxW2wv9O8DZTmSkHhFCCDFVFNgRAEAPiRivDfdmtZ26k48/b+YYqUekxsEbOcgtqx2tsxbyMTOARusIIYToo8COaM0e7AU/DwdWW/ixO3hYojBSj4hKrcF2zmjdRD931p6/hBBCSA0K7IiWkM/DmmAf1tZU8io1Poy9haziCqjUmgauJq0hNlmG7OLawFrI52EWjdYRQgipB6XUERZvFzssGtEF4cfvaNviMoow8cc48HmARGwND0druDvawMPRGh7//O3uaAN3B2vaAaEFqTUMtl7IYLWF9m0Pd0cbI/WIEEKIqaPAjuiZ4t8BJ27nIT6zmNWuYYCc0krklFYCWSV1XutiJ2IFe7XBnw3cHa0htqa3XFMdvSVDRmGF9ljAA+YM9mrgCkIIIW0d/ZQlevg8HlYH+2DGT5dQVqlu/AIdBeVKFJQrceNhaZ1fd7AWwt3RGh3+CfR0g8AOjjZwshWCx+PVeW1bomH0R+uCe7dHR2fbeq4ghBBCKLAj9fBwtMG3L/bHr5ezkF5QjgcllS1S1660UoVSmQqpMnmdX7cR8rWjex46I341x25iK/DbQOB36nY+7uSVa495gF4haUIIIYSLAjtSLx+pGB8E+2iPK1UaPCxR4GFJJR6UKP75U4mH//ydW1YJzWOWvVOoNEgrKEdaQXmdXxfyeXCvmeZ1qA36OjhV/91ebA2hwLxzghiGwZbz7NG6UT4SdHaxM1KPCCGEmAsK7EiTWQv58Haxg3c9AYZKrUFuWRUe1BP8PSythFL9eJGfSsPgfpEC94vqLsHC5wFu9lbwcLRBJ4kY9gIeXOxEcLWzgou9CC52VtXH9lYQmWgAePZeIZJzy1htLz3RyUi9IYQQYk4osCMtRijgo4OTDTo41Z21qWEY5MurWKN83OCvQvl4JVU0DJBbVoXcsipcy647waOGo40QLnY1wZ4VXO2rAz5tm70VXP/5t5XQMEEgwzDYco49Wvd0d1d0d7Ov5wpCCCGkFgV2xGD4PB4kYmtIxNbo18FR7+sMw6BYodKb4n1QXB38PSytRIlC1WL9KVGoUKJQ4V5BRaPnOlj/EwTqBHs1I4CuNW321QGi9WMEgfGZRbj+gB2QzqfROkIIIU1EgR0xGTweD862IjjbitCrvUOd58irVDrBnv7IX0G5slX6VlqpQmmlCumFjQeB9lYC7cif6z/BHjcorPk6t+4fd23dk11c4FvPvSCEEEK4KLAjZsXeSojubsJ6pyYVSjVySivxsKQSlXw+0nNKkCevqi7DUvN3eRUKy5V4zDyPesmr1JBXVbBq0NXH3kqgnfp1sBHiEqd24Ms0WkcIIaQZKLAjFsVGJNAmeEgkDpDJ6q6np9YwKKqoDvLy/wn48nUCvwK5Evnl1ceF5VWPne1bn+ogUI3MOpJBBndyrnPKmhBCCKkPBXakTRLwedVr4+yt0EPS8LlqDYNihVIn2KsO/ArKq5D/z0hgTVBYWF6Fx0z81aK1dYQQQpqLAjtCGiHg87SZs93RcHaqhmFQUqFiBYD55VXI/ycQ1A0KC8qVUNUzFPhcTzcM7OjUGi+HEEKIBbOowO6PP/7AN998A5VKhblz52LmzJnG7hJpY/g8HpztRHC2E6FbI0EgwzAoUai00781o34SsRVGdHWlrdUIIYQ0m8UEdjk5Odi0aRP27dsHKysrTJs2DUOHDkX37t2N3TVC6sTj8eBkK4KTrQhdXGlXCUIIIY/PNEvvP4KzZ8/iiSeegLOzM+zs7DBmzBjExMQYu1uEEEIIIQZjMYFdbm4uJJLaVfBSqRQ5OTlG7BEhhBBCiGFZzFSsRqNhrUliGKZZa5RcXcWt0S09EgkVmzUkut+GRffbsOh+Gx7dc8Oi+918FhPYubu7Iz4+Xnssk8kglUqbfH1+fhk0rVWs7B8N1VUjLY/ut2HR/TYsut+GR/fcsOh+143P5zU4GGUxU7HDhw/HuXPnUFBQgIqKChw+fBiBgYHG7hYhhBBCiMFYzIhd+/btsWTJEsyZMwdKpRKTJ09Gv379jN0tQgghhBCDsZjADgBCQ0MRGhpq7G4QQgghhBiFxUzFEkIIIYS0dRTYEUIIIYRYCArsCCGEEEIshEWtsXscfL5h9uU01POQanS/DYvut2HR/TY8uueGRfdbX2P3hMcwTOsWbyOEEEIIIQZBU7GEEEIIIRaCAjtCCCGEEAtBgR0hhBBCiIWgwI4QQgghxEJQYEcIIYQQYiEosCOEEEIIsRAU2BFCCCGEWAgK7AghhBBCLAQFdoQQQgghFoICOwP4448/MHbsWIwePRq//PKLsbvTZnz88cdYvny5sbvRJkRFRWHcuHEYN24cPv74Y2N3xyKVlZVh/PjxuH//PgBg9+7dGD9+PEJDQ/Hee++hqqrKyD20PNx7fuXKFbz44osYN24c3nnnHbrnLeirr77SfoZs3LgRAHD27FmEhoZi9OjR2LRpk5F7aD4osGtlOTk52LRpE3bu3InIyEjs3r0bt2/fNna3LN65c+ewf/9+Y3ejTaioqMC6deuwY8cOREVFIT4+HmfPnjV2tyzKtWvXMH36dNy7dw8AkJaWhi1btmDXrl04cOAANBoNdu7cadxOWhjuPS8rK8OiRYvw4Ycf4s8//wQA7N2714g9tBxnz57FmTNnsH//fkRGRuLGjRs4ePAgVqxYgYiICERHRyMxMREnT540dlfNAgV2rezs2bN44okn4OzsDDs7O4wZMwYxMTHG7pZFKyoqwqZNm7BgwQJjd6VNUKvV0Gg0qKiogEqlgkqlgrW1tbG7ZVH27NmDNWvWQCqVAgCsrKywZs0aiMVi8Hg89OzZE9nZ2UbupWXh3vO///4bAwYMgK+vLwBg1apVGDVqlDG7aDEkEgmWL18OKysriEQidOvWDffu3YO3tze8vLwgFAoRGhpKPzubSGjsDli63NxcSCQS7bFUKkVCQoIRe2T5Vq9ejSVLluDBgwfG7kqbIBaLsXjxYoSEhMDW1haDBw/GwIEDjd0ti7Ju3TrWsaenJzw9PQEABQUF+OWXX7B+/XpjdM1ice95eno67OzssGTJEty9excDBw6kpR4tpEePHtp/37t3D4cOHcKsWbP0fnbm5OQYo3tmh0bsWplGowGPx9MeMwzDOiYt67fffoOHhweGDRtm7K60GcnJyfj9999x/PhxnD59Gnw+H1u2bDF2t9qEnJwczJ07Fy+88AKGDh1q7O5YNLVajTNnzuCdd97Bvn37UFFRge+//97Y3bIoqampePnll/Huu+/Cy8uLfnY+IgrsWpm7uztkMpn2WCaTaYf2ScuLjo7G33//jQkTJuCLL77AsWPH8N///tfY3bJoZ86cwbBhw+Dq6gorKyuEhYXh4sWLxu6Wxbtz5w6mTZuGSZMmYeHChcbujsVzc3ND//794eXlBYFAgJCQEJp9aUGXLl3CvHnz8O9//xuTJk2in52PgQK7VjZ8+HCcO3cOBQUFqKiowOHDhxEYGGjsblmsbdu24eDBg4iKisJbb72FkSNHYsWKFcbulkXz9fXF2bNnUV5eDoZhcOzYMfj5+Rm7WxatrKwM8+fPx+LFi/Hyyy8buzttwlNPPYUbN25ol3gcP34cffr0MXKvLMODBw+wcOFChIeHY9y4cQCA/v37Iy0tDenp6VCr1Th48CD97GwiWmPXytq3b48lS5Zgzpw5UCqVmDx5Mvr162fsbhHSYp566incvHkTYWFhEIlE8PPzw2uvvWbsblm0vXv3Ii8vD9u2bcO2bdsAACNHjsTixYuN3DPL5eHhgQ8//BALFixAZWUlevXqhf/85z/G7pZF2LJlCyorK7FhwwZt27Rp07BhwwYsWrQIlZWVCAoKQnBwsBF7aT54DMMwxu4EIYQQQgh5fDQVSwghhBBiISiwI4QQQgixEBTYEUIIIYRYCArsCCGEEEIsBAV2hBBCCCEWgsqdEEJIPZYvX479+/fX+3VPT088fPgQN2/eNGCvCCGkflTuhBBC6lFaWgqFQgGguojqlClTEBERoa1FqVKpIBKJ4ObmZsxuEkKIFo3YEUJIPRwcHODg4AAAqKysBAA4OTmxNicnhBBTQmvsCCHkEe3btw+9e/fWHvv4+ODgwYOYPn06/Pz8MHbsWFy9ehU7d+5EUFAQBg0ahHfeeQdVVVXaa+Lj4zFt2jT069cPzz77LD799FNtEEkIIc1FgR0hhLSg9evX49VXX0VUVBTEYjFee+01HDt2DD/88AP++9//4vDhw9i7dy8AICkpCfPnz8eoUaPwxx9/4KOPPsLx48fxwQcfGPdFEELMFgV2hBDSgiZPnoyRI0eia9eumDBhAoqLi7FmzRr07NkTY8aMQa9evZCamgqgeo/MoKAgzJ8/H97e3hg2bBjWrl2Lffv2ITc318ivhBBijmiNHSGEtKBOnTpp/21raws+n4+OHTtq22xsbLRTsUlJSUhPT4e/v7/26zX5bHfu3IFUKjVQrwkhloICO0IIaUFCIftjlcfjgcfj1XmuSCTCxIkT8eqrr+p9jRI0CCGPgqZiCSHESLp37447d+7A29tb+6egoAAff/wx5HK5sbtHCDFDFNgRQoiRvPrqq0hISMD69etx584dXLx4Ef/5z39QWlpKI3aEkEdCU7GEEGIkPj4++O677/D5559j586dcHBwwDPPPIN3333X2F0jhJgp2nmCEEIIIcRC0FQsIYQQQoiFoMCOEEIIIcRCUGBHCCGEEGIhKLAjhBBCCLEQFNgRQgghhFgICuwIIYQQQiwEBXaEEEIIIRaCAjtCCCGEEAtBgR0hhBBCiIX4f24jkihtc6LqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_hourly_series(june_data_hourly, top_median_stations_weighted[:5],'TOTAL RIDERSHIP',\n",
    "                    'Hourly weekday ridership', 'Ridership',weekday_only=True, save = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "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>Station</th>\n",
       "      <th>Median daily ridership</th>\n",
       "      <th>Zipcode income</th>\n",
       "      <th>Weighted ridership</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>GRD CNTRL-42 ST</td>\n",
       "      <td>288026.0</td>\n",
       "      <td>148441.0</td>\n",
       "      <td>668065.681209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>34 ST-PENN STA</td>\n",
       "      <td>326781.5</td>\n",
       "      <td>92840.0</td>\n",
       "      <td>474052.227570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>TIMES SQ-42 ST</td>\n",
       "      <td>199327.0</td>\n",
       "      <td>122484.0</td>\n",
       "      <td>381486.425638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14 ST-UNION SQ</td>\n",
       "      <td>196682.0</td>\n",
       "      <td>118161.0</td>\n",
       "      <td>363138.563736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>CHAMBERS ST</td>\n",
       "      <td>102256.0</td>\n",
       "      <td>224063.0</td>\n",
       "      <td>358007.845995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>86 ST</td>\n",
       "      <td>150998.0</td>\n",
       "      <td>143623.0</td>\n",
       "      <td>338866.616988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>34 ST-HERALD SQ</td>\n",
       "      <td>231170.0</td>\n",
       "      <td>92840.0</td>\n",
       "      <td>335351.460983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>FULTON ST</td>\n",
       "      <td>192184.5</td>\n",
       "      <td>95702.0</td>\n",
       "      <td>287390.871887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>59 ST COLUMBUS</td>\n",
       "      <td>129910.0</td>\n",
       "      <td>132605.0</td>\n",
       "      <td>269175.842214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>59 ST</td>\n",
       "      <td>114478.5</td>\n",
       "      <td>148441.0</td>\n",
       "      <td>265528.657435</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Station  Median daily ridership  Zipcode income  \\\n",
       "224  GRD CNTRL-42 ST                288026.0        148441.0   \n",
       "56    34 ST-PENN STA                326781.5         92840.0   \n",
       "331   TIMES SQ-42 ST                199327.0        122484.0   \n",
       "14    14 ST-UNION SQ                196682.0        118161.0   \n",
       "173      CHAMBERS ST                102256.0        224063.0   \n",
       "105            86 ST                150998.0        143623.0   \n",
       "54   34 ST-HERALD SQ                231170.0         92840.0   \n",
       "217        FULTON ST                192184.5         95702.0   \n",
       "81    59 ST COLUMBUS                129910.0        132605.0   \n",
       "80             59 ST                114478.5        148441.0   \n",
       "\n",
       "     Weighted ridership  \n",
       "224       668065.681209  \n",
       "56        474052.227570  \n",
       "331       381486.425638  \n",
       "14        363138.563736  \n",
       "173       358007.845995  \n",
       "105       338866.616988  \n",
       "54        335351.460983  \n",
       "217       287390.871887  \n",
       "81        269175.842214  \n",
       "80        265528.657435  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#generate dataframe with top 10 stations by weighted ridership for presentation\n",
    "tfm=june_data_station_weekday_stats[june_data_station_weekday_stats['STATION'].isin(top_median_stations_weighted[:10])].copy()\n",
    "tfm.drop(columns = ['MEAN', 'SUM'],inplace=True)\n",
    "tfm['Weighted ridership'] = tfm['MEDIAN'] * tfm['zip income']/63998\n",
    "tfm.rename(columns = {'STATION': 'Station','zip income': 'Zipcode income', 'MEDIAN':'Median daily ridership'}, inplace =True)\n",
    "tfm = tfm [['Station','Median daily ridership', 'Zipcode income', 'Weighted ridership']].sort_values('Weighted ridership', ascending=False)\n",
    "tfm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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