{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import warnings\n",
    "from datetime import datetime\n",
    "import calendar\n",
    "from math import sin, cos, sqrt, atan2, radians,asin\n",
    "import folium\n",
    "from folium import FeatureGroup, LayerControl, Map, Marker\n",
    "from folium.plugins import HeatMap\n",
    "from folium.plugins import TimestampedGeoJson\n",
    "from folium.plugins import MarkerCluster\n",
    "from geopy.distance import great_circle\n",
    "import matplotlib.dates as mdates\n",
    "import matplotlib as mpl\n",
    "from datetime import timedelta\n",
    "import datetime as dt\n",
    "warnings.filterwarnings('ignore')\n",
    "pd.set_option('display.max_colwidth', -1)\n",
    "plt.style.use('fivethirtyeight')\n",
    "import folium\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn import preprocessing\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import Imputer\n",
    "from sklearn import linear_model\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "import pickle\n",
    "from geopy.distance import geodesic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a"
   },
   "outputs": [
    {
     "data": {
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       "    }\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>key</th>\n",
       "      <th>fare_amount</th>\n",
       "      <th>pickup_datetime</th>\n",
       "      <th>pickup_longitude</th>\n",
       "      <th>pickup_latitude</th>\n",
       "      <th>dropoff_longitude</th>\n",
       "      <th>dropoff_latitude</th>\n",
       "      <th>passenger_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2009-06-15 17:26:21.0000001</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2009-06-15 17:26:21 UTC</td>\n",
       "      <td>-73.844311</td>\n",
       "      <td>40.721319</td>\n",
       "      <td>-73.841610</td>\n",
       "      <td>40.712278</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-01-05 16:52:16.0000002</td>\n",
       "      <td>16.9</td>\n",
       "      <td>2010-01-05 16:52:16 UTC</td>\n",
       "      <td>-74.016048</td>\n",
       "      <td>40.711303</td>\n",
       "      <td>-73.979268</td>\n",
       "      <td>40.782004</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2011-08-18 00:35:00.00000049</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2011-08-18 00:35:00 UTC</td>\n",
       "      <td>-73.982738</td>\n",
       "      <td>40.761270</td>\n",
       "      <td>-73.991242</td>\n",
       "      <td>40.750562</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2012-04-21 04:30:42.0000001</td>\n",
       "      <td>7.7</td>\n",
       "      <td>2012-04-21 04:30:42 UTC</td>\n",
       "      <td>-73.987130</td>\n",
       "      <td>40.733143</td>\n",
       "      <td>-73.991567</td>\n",
       "      <td>40.758092</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010-03-09 07:51:00.000000135</td>\n",
       "      <td>5.3</td>\n",
       "      <td>2010-03-09 07:51:00 UTC</td>\n",
       "      <td>-73.968095</td>\n",
       "      <td>40.768008</td>\n",
       "      <td>-73.956655</td>\n",
       "      <td>40.783762</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             key  fare_amount          pickup_datetime  \\\n",
       "0  2009-06-15 17:26:21.0000001    4.5          2009-06-15 17:26:21 UTC   \n",
       "1  2010-01-05 16:52:16.0000002    16.9         2010-01-05 16:52:16 UTC   \n",
       "2  2011-08-18 00:35:00.00000049   5.7          2011-08-18 00:35:00 UTC   \n",
       "3  2012-04-21 04:30:42.0000001    7.7          2012-04-21 04:30:42 UTC   \n",
       "4  2010-03-09 07:51:00.000000135  5.3          2010-03-09 07:51:00 UTC   \n",
       "\n",
       "   pickup_longitude  pickup_latitude  dropoff_longitude  dropoff_latitude  \\\n",
       "0 -73.844311         40.721319       -73.841610          40.712278          \n",
       "1 -74.016048         40.711303       -73.979268          40.782004          \n",
       "2 -73.982738         40.761270       -73.991242          40.750562          \n",
       "3 -73.987130         40.733143       -73.991567          40.758092          \n",
       "4 -73.968095         40.768008       -73.956655          40.783762          \n",
       "\n",
       "   passenger_count  \n",
       "0  1                \n",
       "1  1                \n",
       "2  2                \n",
       "3  1                \n",
       "4  1                "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##the training data has 55M rows. In this kernel, we shall only read in 6M rows\n",
    "train=pd.read_csv(\"train.csv\",nrows=6000000)\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "_uuid": "65ac054af305df4e22a12d362044c8898987d469"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 6000000 entries, 0 to 5999999\n",
      "Data columns (total 8 columns):\n",
      "key                  object\n",
      "fare_amount          float64\n",
      "pickup_datetime      object\n",
      "pickup_longitude     float64\n",
      "pickup_latitude      float64\n",
      "dropoff_longitude    float64\n",
      "dropoff_latitude     float64\n",
      "passenger_count      int64\n",
      "dtypes: float64(5), int64(1), object(2)\n",
      "memory usage: 366.2+ MB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "e1e6f50660c97c20ad8f7db2891e4a5afcb96bb6"
   },
   "source": [
    "### Convert pickup_datetime from Object to Datetime object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "_uuid": "ed0fa345b88b75938c3dd45b13ae5d56f9197f7a"
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>key</th>\n",
       "      <th>fare_amount</th>\n",
       "      <th>pickup_datetime</th>\n",
       "      <th>pickup_longitude</th>\n",
       "      <th>pickup_latitude</th>\n",
       "      <th>dropoff_longitude</th>\n",
       "      <th>dropoff_latitude</th>\n",
       "      <th>passenger_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2009-06-15 17:26:21.0000001</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2009-06-15 17:26:21</td>\n",
       "      <td>-73.844311</td>\n",
       "      <td>40.721319</td>\n",
       "      <td>-73.841610</td>\n",
       "      <td>40.712278</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-01-05 16:52:16.0000002</td>\n",
       "      <td>16.9</td>\n",
       "      <td>2010-01-05 16:52:16</td>\n",
       "      <td>-74.016048</td>\n",
       "      <td>40.711303</td>\n",
       "      <td>-73.979268</td>\n",
       "      <td>40.782004</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2011-08-18 00:35:00.00000049</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2011-08-18 00:35:00</td>\n",
       "      <td>-73.982738</td>\n",
       "      <td>40.761270</td>\n",
       "      <td>-73.991242</td>\n",
       "      <td>40.750562</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2012-04-21 04:30:42.0000001</td>\n",
       "      <td>7.7</td>\n",
       "      <td>2012-04-21 04:30:42</td>\n",
       "      <td>-73.987130</td>\n",
       "      <td>40.733143</td>\n",
       "      <td>-73.991567</td>\n",
       "      <td>40.758092</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010-03-09 07:51:00.000000135</td>\n",
       "      <td>5.3</td>\n",
       "      <td>2010-03-09 07:51:00</td>\n",
       "      <td>-73.968095</td>\n",
       "      <td>40.768008</td>\n",
       "      <td>-73.956655</td>\n",
       "      <td>40.783762</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             key  fare_amount     pickup_datetime  \\\n",
       "0  2009-06-15 17:26:21.0000001    4.5         2009-06-15 17:26:21   \n",
       "1  2010-01-05 16:52:16.0000002    16.9        2010-01-05 16:52:16   \n",
       "2  2011-08-18 00:35:00.00000049   5.7         2011-08-18 00:35:00   \n",
       "3  2012-04-21 04:30:42.0000001    7.7         2012-04-21 04:30:42   \n",
       "4  2010-03-09 07:51:00.000000135  5.3         2010-03-09 07:51:00   \n",
       "\n",
       "   pickup_longitude  pickup_latitude  dropoff_longitude  dropoff_latitude  \\\n",
       "0 -73.844311         40.721319       -73.841610          40.712278          \n",
       "1 -74.016048         40.711303       -73.979268          40.782004          \n",
       "2 -73.982738         40.761270       -73.991242          40.750562          \n",
       "3 -73.987130         40.733143       -73.991567          40.758092          \n",
       "4 -73.968095         40.768008       -73.956655          40.783762          \n",
       "\n",
       "   passenger_count  \n",
       "0  1                \n",
       "1  1                \n",
       "2  2                \n",
       "3  1                \n",
       "4  1                "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train['pickup_datetime']=pd.to_datetime(train['pickup_datetime'],format='%Y-%m-%d %H:%M:%S UTC')\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "02b9a3b16cb49c2b4ae2ea6b404239e4df768bef"
   },
   "source": [
    "### Create datetime features based on pickup_datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "_uuid": "ba414bb4f2cc2c5fecf78ccce527c241ba2bbe82"
   },
   "outputs": [],
   "source": [
    "train['pickup_date']= train['pickup_datetime'].dt.date\n",
    "train['pickup_day']=train['pickup_datetime'].apply(lambda x:x.day)\n",
    "train['pickup_hour']=train['pickup_datetime'].apply(lambda x:x.hour)\n",
    "train['pickup_day_of_week']=train['pickup_datetime'].apply(lambda x:calendar.day_name[x.weekday()])\n",
    "train['pickup_month']=train['pickup_datetime'].apply(lambda x:x.month)\n",
    "train['pickup_year']=train['pickup_datetime'].apply(lambda x:x.year)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "6b43e3d03a48da1af164ece6845f296af82c62a6"
   },
   "source": [
    "### Check for Missing Values "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "_uuid": "8c934516e5f39f409313b73e1173487214e541e6"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "key                   0.0\n",
       "fare_amount           0.0\n",
       "pickup_datetime       0.0\n",
       "pickup_longitude      0.0\n",
       "pickup_latitude       0.0\n",
       "dropoff_longitude     0.0\n",
       "dropoff_latitude      0.0\n",
       "passenger_count       0.0\n",
       "pickup_date           0.0\n",
       "pickup_day            0.0\n",
       "pickup_hour           0.0\n",
       "pickup_day_of_week    0.0\n",
       "pickup_month          0.0\n",
       "pickup_year           0.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train[pd.isnull(train)].sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "6f4e6a5f8b64737112760d88c458073c24f42363"
   },
   "source": [
    "There are no missing values in the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "e2d12d2f34d57f2124229af24bc280df4248debb"
   },
   "source": [
    "### Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "3cd3158d1d3c9fd068df2d7fa5059f9cd1b921c7"
   },
   "source": [
    "** Distribution of Trip Fare**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "_uuid": "487d8454ed8ced36220e5e1731139c94b9c40eda"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of Trip Fare')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.kdeplot(train['fare_amount']).set_title(\"Distribution of Trip Fare\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "fac3f9e1e66fb110fafb6e774c488c405a6a5797"
   },
   "source": [
    "There are some negative fare amount in the data and also it is skewed. Let us have a look at these data points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "_uuid": "2af2e8b8bb07ab05127574ef6d702bfae360aca4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(262, 14)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.loc[train['fare_amount']<0].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "7530664a9fc03fd8fa60d4ce6e37d0229b758dcd"
   },
   "source": [
    "There are 262 records with negative fare. We will remove these records from the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "_uuid": "0a110345fe881a57e7751d6b8ec4424a57458df5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5999738, 14)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train=train.loc[train['fare_amount']>=0]\n",
    "train.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "056325f408635a09bd0b30a3b25bdb5fe3bf1177"
   },
   "source": [
    "Since we saw above that fare amount is highly skewed,let us take log transformation of the fare amount and plot the distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "_uuid": "686c29eeb225283e0356cb659400df9d34152bf1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of fare amount (log scale)')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.kdeplot(np.log(train['fare_amount'].values)).set_title(\"Distribution of fare amount (log scale)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "a8292acc90eee7a0ac2498be127f2b6c3aab5d66"
   },
   "source": [
    "1. Most fares are between 2.7   and   54 dollars .Median fare is around $7"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "565e713132fb7691cba556d73aa438a72c77ead1"
   },
   "source": [
    "### Let us look at Geographical Features and their relationship with Fare Amount\n",
    "\n",
    "**Distribution of Pickup and Dropoff Lat Lng**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "_uuid": "a740507c61a9ab3660b10e786fb82b49034501dc"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Range of Pickup Latitude is  (-3488.079513, 3344.459268)\n"
     ]
    }
   ],
   "source": [
    "print(\"Range of Pickup Latitude is \", (min(train['pickup_latitude']),max(train['pickup_latitude'])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "_uuid": "18e7b4adf11b10af1db04ecb129aa2df983a4bb8"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Range of Dropoff Latitude is  (-3488.079513, 3457.62235)\n"
     ]
    }
   ],
   "source": [
    "print(\"Range of Dropoff Latitude is \", (min(train['dropoff_latitude']),max(train['dropoff_longitude'])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "49bf4ecbbf9ded9a6012cdee23aabbcaaa81ccb5"
   },
   "source": [
    "The data is for Taxi Rides in Newyork, whose center lat, lng is at ((40,-74).The range of dropoff and pickup latitudes indicates lot of outlier locations in the train data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "_uuid": "25520beca9d5a7309b0d67b90438a26bdf0b45c2"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Longitude Boundary in test data\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(-74.263242, -72.986532)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Before we  ahead and identify outlier location, let us read the test data and see what the boundaries are.\n",
    "test =  pd.read_csv('test.csv')\n",
    "print(\"Longitude Boundary in test data\")\n",
    "min(test.pickup_longitude.min(), test.dropoff_longitude.min()),max(test.pickup_longitude.max(), test.dropoff_longitude.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "_uuid": "3bd5be498a5a2bcabc56873606157940f2c2f82e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Latitude Boundary in test data\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(40.573143, 41.709555)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Latitude Boundary in test data\")\n",
    "min(test.pickup_latitude.min(), test.pickup_latitude.min()),max(test.pickup_latitude.max(), test.pickup_latitude.max())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "27633a990438f6f867fb86b253ac5f09931cb34c"
   },
   "source": [
    " Let us set the boundary for the train data also based on test data lat lng boundaries.We will mark the outlier locations as 1 and remove them for further analysi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "_uuid": "c8e972294d153c1c73c09a773af13f914b999081"
   },
   "outputs": [],
   "source": [
    "boundary={'min_lng':-74.263242,\n",
    "              'min_lat':40.573143,\n",
    "              'max_lng':-72.986532, \n",
    "              'max_lat':41.709555}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "e22fc3223fb0b0741f7894044fbf1b820ecc40f1"
   },
   "source": [
    "There are a lot of cases where lat lng is zero. How many such cases are there in the data?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "_uuid": "68204391bbfea2b2ff6b969c14ab2836db760519"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(114137, 14)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train[(train.pickup_latitude==0) | (train.pickup_longitude)==0 | (train.dropoff_latitude==0)|(train.dropoff_longitude==0)].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "886436156b25d86e724ed0f34d960edee7357c28"
   },
   "source": [
    " 114K records  have either pickup/dropoff lat/lng as 0.0 . There is a high chance this is present in test data as well. So, let us create a field called is_outlier_loc and mark as 1 in case it is an outlier. Any point beyond NYC border is an outlier.  We will also drop all rows where the pickup or dropoff location is an outlier\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "_uuid": "f6b1ebbbf5c4dfea5489c785c824ec101f2f641e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Outlier vs Non Outlier Counts\n",
      "0.0    5871295\n",
      "1.0    128443 \n",
      "Name: is_outlier_loc, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "train.loc[~((train.pickup_longitude >= boundary['min_lng'] ) & (train.pickup_longitude <= boundary['max_lng']) &\n",
    "            (train.pickup_latitude >= boundary['min_lat']) & (train.pickup_latitude <= boundary['max_lat']) &\n",
    "            (train.dropoff_longitude >= boundary['min_lng']) & (train.dropoff_longitude <= boundary['max_lng']) &\n",
    "            (train.dropoff_latitude >=boundary['min_lat']) & (train.dropoff_latitude <= boundary['max_lat'])),'is_outlier_loc']=1\n",
    "train.loc[((train.pickup_longitude >= boundary['min_lng'] ) & (train.pickup_longitude <= boundary['max_lng']) &\n",
    "            (train.pickup_latitude >= boundary['min_lat']) & (train.pickup_latitude <= boundary['max_lat']) &\n",
    "            (train.dropoff_longitude >= boundary['min_lng']) & (train.dropoff_longitude <= boundary['max_lng']) &\n",
    "            (train.dropoff_latitude >=boundary['min_lat']) & (train.dropoff_latitude <= boundary['max_lat'])),'is_outlier_loc']=0\n",
    "\n",
    "print(\"Outlier vs Non Outlier Counts\")\n",
    "print(train['is_outlier_loc'].value_counts())\n",
    "\n",
    "# Let us drop rows, where location is outlier\n",
    "train=train.loc[train['is_outlier_loc']==0]\n",
    "train.drop(['is_outlier_loc'],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "af7c736d06d56692b1a14279d973bc4ff5cb1163",
    "collapsed": true
   },
   "source": [
    "128K records are outliers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "733c13875ad04c65662e3387e0c6f21416db5914"
   },
   "source": [
    "### Plot Heatmap of Pickups and Dropoffs within NYC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "_uuid": "ae6307a275483a67b59a589108716eeeac9caf49"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-74.03, -73.75)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "city_long_border = (-74.03, -73.75)\n",
    "city_lat_border = (40.63, 40.85)\n",
    "\n",
    "train.plot(kind='scatter', x='dropoff_longitude', y='dropoff_latitude',\n",
    "                color='green', \n",
    "                s=.02, alpha=.6)\n",
    "plt.title(\"Dropoffs\")\n",
    "\n",
    "plt.ylim(city_lat_border)\n",
    "plt.xlim(city_long_border)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "_uuid": "c7989eb34515882cc59692cddeb235da5b4df0ac"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-74.03, -73.75)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HE1XLkTRMdelZ+H4DAQVNTTa1TjCoqPV4FTZ9nj49cax5GpuabGpdej9GkjX/X5T+uwoiLWL/Rip52XU9pKs9MtIEWbCQDqxY0ynidO5+zfa/ZUsTpk2TbyIyQW9dnT2jzFSmrtSjke6ZfY49e/ZI89wCjPEVFTHGPHNmNtasaceUKS4UFwPr1rUhJycbXm8MHk8UeXkxlVkTk5T1r/cswSBjoM3NNrVPcQMl+yx+p/79foeGwSfrXxwLoodn6DJTh9EY69UBoPssRu2YLUtIlV6xHI1HKjTKvneW7p4Ao99JOujudfFMR4+WiHsiunuyyfp3u0/pSgHp0Cu2lS4T1rMjpiJRpGrDa2rK0h0LrzeMQIBJlEeOAGPHujB6NFBW1qGWaW5mduOioqjG1ssvwjK7MN2L08Ekz/z8uOqT7L50X89OyjNhkryLiow3ATKGyNuIAwH2LPROiL5UITqTkcbBjI00mV+FaMem59NrUyapi30QjUb9GrUt+262vhHtIrrCXnk6baCZXBd7ku32dOGb98SnGZmaVHpqOEIqO/RkECUBo77NqsaT0WVW7ZgMbvcpXck1GFRQX88Y0e7dWjpnzmTJ5ydPjmiYSiCgqM5RdI13yqJrPNOorHSisZExPhqDpiabykyDQUV1yjJarN3uWNJNitEGTNygkVqc+hfr8hsFPRBNvIqd2ibozQ+jTZW4aaPx0YM4/mIfdN9oDvLqeRm9pxPpMjIjertbaEh3LLub7u6AxYi7GJmaVMlUucmYo1H5ZP2mIx3wC6We5MfX1/svQnYsSCuJZiXU4ZGTE8MDD8Rts8EgkJOTjYYGYMIEZisGGFMiGzIAVTKW0c7TEwwyB6+8vBhqa+2acsTQzbw78T+/GZDRoMcI6brXG05gXOKGQqb6FvsSaSfJlX9+IxWuHuMTGSYxSbKHy+Z/st+WeF82N3hVfVcz4a5oP9X15UyVks92WIw4TaQyodOd/MkkCx6pqM5Ohz1HpCcdiV32zKSq5a/xC7/bfSqhDVILBwLMmYkCs82ZA0ycGC+7Zk07ACa9trTYEvrQG2OeMRDD9HrDKCmJaBiNKKGJjEsEf93vd0ilWH6cREZLjMdIbSw+F9Ek2xDI+i4ujqhqdr4NccNE9/ljXVRGpI+uu90x5OfHEpi3njnAqIxsbtA9ntmLWgYzm0kZzGyGTzdOx+/eLL6J6mcjWKORJlKZ0Onaac0wV6PznMmk0HRg9gdkVn1tRJPZa3qoq7OjqcmG6moH8vOZ85XbHUNBARAKteGcc2LYuJGVraoKq3bT5mb2X5TSeC9nGU0kHco8qsX3Kaq1+YXe73ckSMDieWKeQehpEYjx6EnLes/CMyRR7S5rg1ezi9fE56YxLi6OaNTceu01N9uk6uVkNm5xEyebN01NNtVkwL9D2e9O9uxGY5muDb4r0VOYMNCzaOkJsBhxD4VswZXByAamZys1+p7sutkfEL/4JWMEmdIYJDKiGNzuGMrKwigujqiLbK9eJAmxxXLHjna1fFOTDfn5Mc0RImKIxAypX16iI2m3qcmmeXdx6dSmSoI8Y+MdnqgsqcON7KR6zJdoq6x0IhDoJ5UmxbLJNnNGpgmqz6uojejln8mMip6c3UQJW7bZoXtmVNfUBv1+KiudqKx06modxOeQ9c1D9rtMZ55bkuM3A9Zb7iakYqPl/3e2TVFlZ0Ytarb9dBcNUR2o114yG61YVnQ+Ki6OwOfLwpo17Rg7lsU3D4XaNO1s2ODAhg0ONYoW1ROjUNF1Hn6/Q2NLbmqywe93wO93qFI2MRDZGWs9ydOsWjQYVFSGX1gYRVHRMantVe85ZONrJNnxandeujWyEetBTxKl8eSfg6dJthmT9ZmTk62xEYtq6CVLOrBkSYd6Tzb39OapWaQjBfYEyfF0bwYy1d+ZtIk5cyjtwTC7SPKfu+IHloq0KpZPVX2sZwMzo/o0c72zY1RR4YLP50AgoKC62qFKbV99ZVOZMEnCwaCC1193oLbWri7IK1e2qw5OIiOgOuJRIFJx8uNQVBTFrl0KFi92oLLSmcBgqC1SR8vGRE8lzNMiltfTlPB9JAtTyZ8fl9mNZQzXaJPHq97F5+Ft/7JNDx+Wk/cmF2ngpXzeDr1jR7vqRc6X4TUYeuPEf9ebk51Z9DMtKXfWli3idG8GMtVfT9jEmIXFiDOAVF+42fKpqo2T3esMTaLqUY8p6zGNVOkSmbpsodW7V17uwvHjgNcbw65dCkIhGxYudKK52abahHkmvGiRC3V1zGNalKj0JEJidnpMmu6Tg9j3vw989ZUN5eUuVVLnF3feq1mvP1Jl62kGyKHLLMSyMlstz3T1mJGZTRR/TfTOJoYo0sVrFnjJmN61OO/EjQJJ6jyNZBcGoFFN621KOjuPzbSZaUk5lfYyzay+idJsJvDNetpuRDqq3kzUSXVCG9mieSarx5T5a3oLpRm6xMWcZwIi8+PvNTVlIRSyYfLkCCZNimDUKObw068f4PMxSSwUalPLV1S40Ls38PbbjDGL3rzJGBvft2gPLi93oaiIhcOsqGhHRUU7pk+PoKiIqXzr6uzw+bIS2iI6+P8EXhoUx1O0YfOfjdTbyTYAqWh8xI2MUb9828QweU0DEJfKjZg/bU7ozDdFECNVPd1vasrSOH/JGLqeiYQ/Ry6WM5L+9cbodEFv7JMd80sX30RpNhOwGHE3wqzdV2RomdzxprM716NBJqXqtZ3MvqsncRuprINBBc3NLkyaFFHPA3u9YTz6aLt6ZKmmpgN+v0NVV3/5JTB3blh9JpKi+H6SbYhI1crbfZuabJg+XRu0IxCIM/bNm+1qFC+qy6dcJLs0Lx3q2VEBqFmd+KxMgUA/VYqm/mWMR3w+8XnMbKJkDJv6lal/eVppc0Hf+ZCivAo/EFCwcGG2+gy8mh+AGg2Np8ntjmH1apZp6/33+0jPSlPUMdlz8PNCfF7xs570nMoGNNPQ+63IjnL1VHwTpONuy770TUAwqM3ERP9TgSzTjNhOZzKpyOjh6aWMPLJ+RfAZlvhyqT6/2CffHn9PpGnnTgVvvAH84AcueDxRFBSwRWjWrCy0tsbTHF51VQSKAixa5MStt4axa5eCgwdt6NMnPt58RiUxSxHRQ9+pn2HD2LWdOxVs2ODArFkRTTlqf9MmOwYOZMepdu5UMGwYy3g0ZkwUNTUOTJ8eVbNF8WPSv7/2+evq7IhGbThyxIYLLmDMjLIiDRgQQ+/eXyA3NxfDhrGzuFddFVGzONHzyBjklCmMEeqV03uH4jsm+okm8R3376+d3zR+R47Es1rt3KngrbfseO01B6JR4Kc/DaOy0omJE6PqWFD2KkqcRlmrqJ2LLmKMdODAfyT8Tuj96WUOE2E0h8U2du5U1Oxb4rzqbmQq+1KmYHZcz1ac/VuNLoRZNbGoVk2lDT3pI1Va0oVZKRZItCPLpO10bMVGaj++zc2b7Zg48ZimbE5ONnbvZuro4uIImpttqKx0Yv58J9as6cCuXQpGjYpqJCWS1oJBlqlJhKg+5cvX1jJJd+7csDomgYCiOmqVl7vwwgssgQMvedJzkJ3azDjwKlZxXAAgEOinsZcGgwpkAVGIBj11ql77YjlqU5QE9ez91K7eEStyzCopiaCsjOWI9niiagYsapckXyBu0+c1Ec3NtoTgIXy/RupzEWbGgu4XF0cS1Opni3SX6ef4pqmiRZwds6KbkI49VqauTWajS4eWzoBf4IDEMIZ6EBcdPYedZG0l22jo2apzc2PIz29HbS1T8V5wAYsfXVPToTJLrzeM1lYb3nuvHY2NCp5+WkFLiy1B7UuOVnx0LKKdnId4m3Bzsw3XXOP6+thQ3FELAFpamAq6vNyFV15R0Ls31PCZvG1UZE70fLINjt/vkI4j7/RUVHRM813GRHh1OtlY+bKy9ykyTtHj20ilL2uHNgk0tlRGPBJFZfj3LtroeRUyqflff92h2YAQeBW4zCmvM79LPeZrZFY5XUi3rzNlE3Gm0MnjzKO4B0G2808H6diKRRrSgUi/HrMzSp2XDDyDExk8nxs3GZ3iQsmPObVXWBjF++/3QWFhFKWlThw/DjgczIZITHH48Gw1Z29JSQSHDrVh61Y7Nm9mzLuy0gmABXjwesOa9qk//iwwSZkvvODA3XeHNYyAInmRvToUsuHjj9tQU9OmYeRicgdqk/qWSbFebzhB+quttau2ZRofMUY21ZExQVmGJ36sCaK9NFmMar15I84rmS0WiAfbEL3N9ejkz38XFUWxbl2bbh3+HYi/sXQ22ulqsLpSIpRpI/ToMEIq2rFU6cpknTNRurYYcSdgpHKWwUhtm6yeTDXJ06DXj949/gcp/tdbjJKp1mX96gWLMKJNBM+MZM/LL7yXXvovNXgGADQ0MG9orzeM0lIn5s9n9QMBpkYuLc3Go4+2Y+XKdhQXR1BYGMWNN7JzxsSsystdGvqI6TU321Bba0dFhQs33BBW8xdTwgj+vS1cmK2qq4G4ZzVJYzImQNdkmwHaIPHSZUlJRJM6kfrh26+udqpjJRtnEbIkFWbAS656vw9+jPh5KW5slyzpQGFhVOMVTnVkSSR4p61ktMska7PPJ0NnNVjprhFm+5Jp5DKBdGhNp+/O0NuTJeWeS9kZhlRVrsmYtxl1FkE8imC0kzczkfVUyvw9mf3PqG3ZQifaOI0gMitenUgLr9/vwPvv91GPKe3Y0a567ObkZGPCBKCsjC3m9fWMCdx2W4fajt/Pomr99rftWLKkQ7UtkgQNxJlHXl4MRUVRLFnSgXXr2tTkBKtXOzXZnWisCgsjGumT9xQmL2t+XINBRaMqJvr4d8l/p/bEuM/8WVoAUumQLy+TfmXaGFlQDvouk4Bl7fNngkXpnm+Pno8vR5/FY2z0J2pQ9DzA9eavnmSbrvYr2drA9yH7nGo/pxPpaMqo3ulET5aUbaFQ6Ox3ScsQ+OMkPDozEfXq6fUl1gsGFUSjn2DEiBEp958OXUb3ZddFWgHzR5d4yYevw0dX8vsd2LVLwa5djKmWljKJr6oqjPx8Fmt67FgX5swBysoYc21psWHVKjuWLo1gyZIO1NUx6faFFxwYNy6KUaOial1Sh8qCUPA2Rv56Y6OCN96wo3dvlt949Wo7tmxpN3x2GhueuRAzpnPH/PXaWrvq2KVnUkh3XsjeY7pzP9lcMfPbSaWsWC8QUNRgKa+++k/ceWfnPIVTmfvptnU6sGfPHowYMaJbabAQh8WIz3DQgqsoF2oWK7M/sGSMz+xmwe93JHgep6rmM5I4+PYqK50oKYloAjcEAooqCfftCxQXM+kvJycbvXoBL77Iji41N9tw110OXHNNTD3D29Rkw403OtG/P3DllVFMnx5Rba285CrackXaRbWwxxPF0KHZ+Oor4PDhNgSDzHt60iStHZlvhyBKe3x//HPz4ybSRout3jinyiDTZbpmy4rX9OZhZaUTS5Z0JEjF/MaFnpPHli1NmDbNbYq+ztLeFX1kEuLcsNC9sFTTPQxm1dUEXuVrpEI2qi+qE/XUYzK1JUEM0SjWo3syD2yxP9kCpKfqpJCRxISfemo/Pv+8DW43U0cDQEEBq+N2x/Dkkw6cOgWVCVdXO1Ba6sSJE8Arr7SrqusLLsjW5NpNlgmJL0N/Pl8WQqE4EwaAqqpT8HrDKCqKoqUlnhRCfH4+b68IGnc+UIbeePPjzJfTU0WL84lvI1UmnIwO2XwUn1mm6iYtBqni+TZljmN6/aQDvXFINjbiZ5lKX6+9063C7Q719jcd1oj3MOgtkPw9HnrMzwhm25aVMVrUjCQsqktSpVmpm2+H/uhIEZ3xJSbM1NHtWLgwG1VV7F5NTQeamoB585wYO9aF3buB7dvb4fFEUVnpRFWVAkUB3nuvHYEAk6hWr3aiuFj+3OJ5VGLUsuMve/faNOE06RnJoWvJkg54vWGNBzQduaE6jY3aTcyiRS61fV4qFucBs5Nmad4L/xx6zIFnnkYbMpHJmnl/BD0nLWqD9x3Q25iJ3uA8xDrxuXdKcy0dpFNPNo56kn+m+uwMLFX16YfFiFNEV+0W9XbEejtosZysLfEHbnYRMHpGGTMmtay4OIvl+QVSb5GXgW2JgToAACAASURBVGgMBBjDI0/lwsKoynCXLYvA6w1jy5b+OH6c1fP5WLv33RfGk0/GJaXx413IyclW8xETYy4qiuLWWx2oq2NqbSDRu5iXRul7dbVDox4FmPp03Lg44+Xvud0x5OdrGQnvbEWMORhU1CAWAFBd7cQbb7QlzAnxHcaPVSWGMTQaf5HxiQyaIIasJCmWVO98u2LbNGYyOsTvoiaFv86XzfRvUiatihuJZPVToSmVTUw6+CZIuGf6M57Z1HcDzKqgxGvJJoqR2jNZv2JfRurFVJCKmlz01uUhU7OZoYUWtKYmm3qud/VqJ4JBBbNmhVXHLApdGQwqWLMmD3V1TB395pusj/z8GFpamHS6Y0c7tm9vx+DBrI8hQ4ApU1yYOTMbd93lgqLEMzNVVjpVGvjcxsGgoh6RqquzY9SoROmrtdWmqrll3uF6wU9oXHhPakoOUVYWz5crO1bE1wWA3/72/IR71J44L2TMhT9ixfclHiWjDYTHE1VV/iLMqmJ52sTx4svSOOt5b4vQ+/2Y0Q6Jz28mEYie9sgIycwJ6eKbIOGe6c9oMeIMwogJZXKipLPbNqP+Fesk61OPDiNma7ZtQiDAmN6KFXYMH87O4ubkxDRHlOj87/XXx/MMX311BDNmsPCGCxc6sWoVYzTV1Q5UVLjwxRcs7OUrr7Tj7bfb8dFHQF0dcO+9EVRWOuHzZWnCTfK5iUl6puQM+fnazEG1tXaUlYXVxZiez+93GEpTFAaT6vBnfpcs6dAwAJ4Z8qp+/pjOtGlHpeMsSqQeDxsn/jhUZSVLG2nGHqo3N2RhJfXaICSLzsajqcmm2oTTlSpT+V2myljNtp3MFNAZGroKPYWOswWW13QGkQqzM1vfqE26Z8YD0ug4lBEdskVCVp6gx2h5ZpEMtICTxOtyAUOHAjNmsLqkjvZ6medzU5MNjY0KVqyw449/3I2hQ4dq6LnssmwsXswW7BdecKChgdmTi4riTlV+vw07drSr5XfvZv2+9167LuMRn6m83KUeo+LttwQ6SmME8j7X89Km8ZFF4xLLrlt3EAsXDkpKN12n0J28V3ayjRy/AeDnVyrv3MwcS1ZfDDsqQzKv6c7+fjMJM2PfGfBrRrL2M9l/TxrjngRrW5NByFSwet+T1Te6lo66WbRh6tWTpdpLJgFRGaMwlLKFX88WV1wcwU03xW2NubnA4sVh5ObGVCasKMBXXzF78erVTqxYYUco1IbmZpeGpro6O44dYxLt668zJjxnDlQpdubMbLz0EmPCpH6+7jo2Vo8/Hpdq+fGh5ywvd6k20bo6O55+WsHkyZEEJubxsEhcIhOWvYOiIkbz5s2JEaMIskQCvBqbNjJFRcc040q08P9ln+nolhkJjbf7Ul+81G+GCcvmWDI7rEiDkVc7we0+Zfjb6UkMgswCQNfTlaz9TPbfk8a4J8GSiLsA6e76kv3w9No1kog7s7PWk3LMlNWjRe98LN0HgJkzXTh0iF2rqmLMKz8/pkrIPl8U//u/Cm64Ifz1dwd8vijKysIJQRvOOy8bP/lJXJKeMweoqGA24IoKFzZuZO1Nnx7B6tVO9O0LbNwYl5gBuXqf7Mb19XZ89ZUNGzey/kiq5kHMmref6o2lz5eFSZMihn2bfS9680IsL847sS+Zp3tXQCZFm+mTj5ut1y4ANcBJTk626s3eGVqB9BiLkbbgdEmM1jningVLIk4RvHTBX+NhVo0rQiYZ8PX0JE6jPsza22SSglkmLCsrg8cTlR474W2vtbV29OkTv5efzxIqPPwwY2Y5OcCoUVG88QZbSH0+B4qLgZUrGXO99NJ/qXUvvjgb8+fHMH16BFVVCoqLWXSt6moHqqsdGibsdscweXIEGzcyD2wxAYIooZF9sqrqFNata0NBAbM50wJLiQqCQQW//71dDUDBjwUPv9/x9bGrU6rXNC+N8+WNktTz4y+GPpWVLy93JXhB80yQV/emavM0+m5kNxa1EMlA6Qb1+hN/V51hwvz7SJdhGo2nGfu7WVBdXkvSk2DZmeOwRiJFyH6AqfwgzZTlVbf8Dz/ZAqx3XW/h4+/rSUMEXlXG/8CNVNwy5i6qp6lt/rjO3XfHVbilpU40NAANDcxmu2VLu2pD9fkcGDKEhZGULfbHjrGzvKWlTni9MTXpAjHmCRNYWbc7hupqB1assMPni6KwML5QNjUxJyY+XSGgVcX6/Q5cfbU20lVJSQQlJRFUVLjw0kvt6nPy4+L3O+DzZcHny0JRURQVFe0a9bze4ql3VIzf0LDnOqWpQ33yIM9usQ1CKnNbT0qUfTdj7kjWjxlaUi2XrF66m5F0Ifu9pFpX3Kj0FFhq6jgsRtxJJPuBGHmO6kFPOkkXZhY+uqYnecmyKOk5x5Dka/QcJPWQmpUYHcWOlmHmTOb17Pc7VDX1f/5nRE0zyGhizGfaNBfefrsdDQ3s+ocfMm3CokVOlJY64fNFccMNYezaxeI2k+05NzeGDRscuP56Fy65JBvLlzulnrn8c7z+ukOlQWSG69a1ac4c84kO7rjDgb17bcjJ0ebdpfui3ZOOMemF2tST0kiy1bPNy44Gic+rh3SZtlmYlRpFOmTvykz7nd0AmGnHbJtGY5vOemBJoD0X1pvpJPR+ILxkIysnq8PXE+sY1ddTQer1RY44elKInsRLCxyfKUfvGfT6FsMy8rGZyat461ZFPefL45NPGKOko0uhEMslTEE+GG1ZKC93oVcvYOxYdi64pqYDV1/NAmV88QVrKzc3htdfdyA/P4YVK9hmaceOdlUabm4GDhxg54xlZ3Zp/BYuzMY558SkY0JSPv+MlZVOdXP23nvtWLOmXVWr6zFKXgqvqjqVwCj13mdTU1aCKrWoiAVGSdfGaUZy5eePXj2xfDI6UmGmsvtmzDjJ+pJpiswiWZuZvJfJOmcbeupmpGdSdQaDXyTT2V13xvYktitb0EXmR32K32USmVnwDF1k5GLfhKYmm5pK8IMPoDJMgDlOVVWFsXs3VKZZUABcdlk28vNjaGxkaQkXLszGli398fLLCr74Ahg5ErjvvrhajmJP+3xMdbxuXZsaXWvOHCZtu93sSNTx44wJFxZGUF0dt/cGAgouuSQbOTnZqKhwYdYsJi1v3mzXvHt+/AIBpr6urHSisDCq2Zzxi7teKkAxRSKB3+zJ5pPbfUqz8SGG7fWGTc1NGcMxMx94laiZemaYsBlmm859Pc2CHsTEHqcbqTKSnsp4ugs9dTNieU1nGOlIGjKP41TaSed8pN41gp7NWFRRezzRhOt8Xf7srNgn7+3q9zvw+utM0iUPZIA5TgHAG2/YVTUzj5wcwOtlbVZXK5gw4RjeeqsfHA7g0KE2tR8+ChfFqCamHgq1wefLQk5ODGvXKohGWQanzz+P1+c9hysqXDjnnJjKxCdMANasYbmPm5vZhoJsvHQMiZd6ZZ7j/HiKmaz4sZJtovSYh3hWNFl5PRi93+5a2NLpuys9hbtzLNKB5TXds2BtlzKMdCRamf2VbyeZlCuLKSzSZARRfcmr8ojRyuike7wjk1i3qCgxuxNvGyZp7sknHfjgAy0TnjOH/X/11TgTpuNMANCrF+B2A01NCqqqFJw8Cbz1Vj8oCtDQ0K72U1rqVFXUy5czhkxM2OeLqkx4+vQIol8PVX4+k6BnzszWjKHHw5yq+FSGDQ3AokUuNddxY6MCny8Lzc02jBoVxcqV7arnKh8sg3e64t8Rn8mKyvAON2Qe4JlqeXk8GQT/jgj0XmVqdhn4+mYlW7PtmS2fzNzRk6Q9MzbpnkBvT6DBQiKst5ICumoSG0m/4iKdinOJUX+1tdqgC6InLi3yvI1TZNi8DZxvR6SJV62SREht1tXZMW0ay4p04EC8znnnAZs2AQ8/zFTVQPxYUU1NB1wu4ORJJDBvALj5ZsaoAgEFN97IGO/hw0y6vfrqiMqEa2o6MH16BF99ZUNTk5IQu3rHjna88UYbNm+2axgjP3ZVVWHU1HSgoQG44w4H8vKYapvODNNGpLmZPbPoACc6R/EhKqmMOPZ0nVcdr1zZbspxSk+NLSIVFbQIWfupzlNxQyurn0yFnEmIz2Rk/zajBu8uhngmSe3p4kzcbJx5FHcjOuvYAiQeH6F2Zbv/ZOounnHqOfrotcmfaxXtwXqSuZ7TC1+P1Mw84yC1LjFkXr26erUTjsQhwaFDQDgMtDONLgYPhupIVV3tRHs7swEbwedzIBRizJKOIBET9noZDY2NLIEEH5DjppucOPdcqLbd3NyYZuNRWMjsrMuWRfD668yDe84c5nxVVMTSK15/vQv5+TH1aBbZZY3embix4d+XzIzAJ4bg34MZdOViJZtHyWjh/2T39frQK2d0XCedZxeZaGe1BJlYS7qyXqbQHf2fiZsNixF3AUSpkgefPEAsS+BVjkYLk0xiEG2wYllZ3lzy7uUXfdE2LINshx8MKioDEjcXxcURBALxlIaXXZaNujqoUbQA5iDl80WRk6Pt65//ZEyzttaOc86JoaamA3v3asv4fFGcd14YVVVx6ba4GKivtyM/P4axY5n6tqaGSawPP+xEXl7cC7umpgMVFS7Mn8+ONrW0aMeKt4cHgwreeMOOjRuZnXrWrLC62SgsjOKRR5gturraidWrnSgvd2neBXl58+MvjiX/vvjx5aXz5mbt2WSZ6UL8LpofZJC1l+qiauSDIJbj/2T3zdBhdgFOtrntTP1MwoyGIxnMjl1X4Uxkit0BixFnGMlUyXSfTzEnk4xkx2H02pcdXyKVMsVPprbd7phG/VlZ6dSoSGU/WtEGbPTMgYCiqmBlDJ1UtcuXO7B7d+L4fe97MYRCNoRC8WsjRzLpuLAwiq1bGfO5/XYnvv3teJkJE9iRpP/4j3jGIXb0CPD7bSpj9npjePhhJ6qrHVizpl1lwl5vDMuXO+F2RzFqFDsbvGRJB1paGGMlmy4x4UBAwfnns5jXXm9U9fhetMipPn9eXgyzZoXx6KPtaqpECupB547FBA40Xrxdnh9Dfvzd7hi83rDp/L6y7zLo9WfW10DG/I02lmbaTIUOo3Zk37va5JTu/VRV2WY2KEaahM6MQ3dL3mc6rNFLE8kmfbL7sqNB/HeZA5dMrc0Y7qmE/oixkvctz9h5+2xJSdxxSKSBXzjJ9stLx0QPXyc/PzGQR12dXd0QMLstiyXt0voXqZIqeSMDTMrdvZupjDdvtmPy5Ajq6oDWVq1N+cgRIC8vhhdfZHGm58xhTJ3svXGabWhoAHbtUlQJeceOduzda0OvXix85s9+5sDx4+z5iPHfdZdLPcYEMNtvWVkHolHglVeYBL58uROvvdaO2lo7Zs7Mxs9+5sDTTzvg8UTVTE8A0NxsQ3W1Q7UdA/EUiHq2d3rX4njz12UwumfGlplKm0btJTNvGNGYiUVe3LDqMadMMHkzbaX6zjpjs++qeplu45sM6/hSBsDv9mW72HQnqdiuKF0SQ41GP4GiXKhJBZcsEL54HpK8eXmpj6BnOxafj6eTd8jiy1ZUMOZ3/DiTVnmcdx6TfHlpGGCMsrLSiSVLOlTmyWPkSOCll9qxaJELDQ1Qw1k2N9vw9NPMG9vnYzRSBC0RgwcDx44xuigxxNixLowcCVx4ITtPDDBmLzta5HbHMGWKC/n5wL59wPr1HYZ2SgJtZohR680lQN8pSE9TIR5rS0fVaUYLonfPqAzBbHpOM20l61s8sqM3fzONrmq3M22ne3zJzHu3kDosiThFyCRUI7VgKtJLsv6M2vd4ogkeuXpnVUniIhU5X1cMNsEzfv6auCmg736/I4EWGqemJhtmzQrjk08SmTDAbMUiE66p6cA117jw5z/bpEx4yBDg8GGWsamhARgyhGU/am62YdcuBR98wLytR42KoqpKwbJlEezYwTzA6IwywAKIHD/OPn/5JYvKNXgwsG1bG845J4atW9kzUpxr3i7b3Mw8tN9+ux3btrVh/foObNjgQF2dXQ0EQuVpLKiu1xtWUzICQG2tXRMp69//PVsTtJ/GXy8BSDIJ2Cwz4+sY3dfrR6wrqyNK/mbaTEaH3m9Rr83OSsNGkDH6rmpbvN5VMBqjnsiEzxSV+ZlBZQ8CP9l4ycjsC09F7ScyQ/6eeKQIgMoEecgctkQ7o6xvnmlQOVmeWf6/GFebmDxJe5s321FeLrcNn3de/HNBQdwj2u2OoaAA+OqrxDojR7JY04cOMSY+eDBw113NaG21ob6exY8eMgSqQ1ZNTQdKStgGJBRqwzPP2OH1svZ50Jnl++4Lq2kJH320HXPnhjF8eLZmDIJBBUVFUTVmdTCooLFRQVXVKbjdMZSURFBd7UBjI7MrU75hGieRGZWURNDcbMPMmdm48UYX7r+/QxOjmn8fvO1VNq/E8+VmNTTJ1MFif7JNgJ70zkPmOCij1yydNB7pItOLtjhG6aj80zEDmMWZwqQ6g564OZChx7yJxx57DDk5OVi6dKl6LRaL4aGHHsJFF12EQYMGYfbs2fj444+TtrV27VqMHz8egwYNwqhRo3DXXXfhOIk7X+PZZ59FQUEB8vLyMGXKFNTX16dEr7j4ZOqFG+2eZbt3djwmS5XWRBpltmgZc+br0KJBjlVUTlRZE6Om6+Q8RG0S8yYHpaoqJUHiJZDntM8XxdVXR7B7Nzt25PFEsXEjEI0y6ZcHH/IyJwcYNw5Yt24gmpoU1c58991hNWJXaakTY8e6UFdnh9/vQL9+wKRJEfWcMh1pApgTls/ngN9vw623OlBR4UJpqRPz57NnW748bi8GmG15yZIOeDxRTd5hj4cF9CgpYWegm5pYwA+SaulMMu+8V1QUxT33dOCvf21Tx1ZvPsgWexlD1GMEMr8DM2dwk0nNZpiOKA2L2gIz/Yu/iWSbCCOka9PtbNt6ZTKh6k3HRyAT+CYw+UyiR4zW9u3b8fzzz2P06NGa608++SSqqqrwyCOP4C9/+QsGDhyI0tJSHDt2TLet9evXY/ny5bjzzjvR0NCAtWvX4n/+539wzz33qGVeeeUV3HPPPbjzzjvx17/+FZdddhnmzZuHzz77zDTNRiowMztbI1WiUfQjsbzbHYPbfUrKwPUWJd6jmW83mepZBJ+zly/LR5EirF7tTGCk4neA2XCJuRYVRTF0KJNAXa64c1ZxMVMr9+oVrxcKscAe27b1Uc8E19R0YNcuBevWafPP3nSTEz6fAzNmRLF8uQMTJrANADHvZctYhK3Bg9nn3r0Tg4ZMnsw8uOm5Re0IzxTpM9nhyWO6uDiiYdo8ZCEljRAMKqpDXHyTlpXUVitu3qhvM1Kz2L+ZOWu0cRWzXBn9tsyqSMVNjB6DkEnWnVXRdxaZYJTdJRGeCZJoT9osdDslR48exU033YSnnnoKOdzh0VgshrVr1+L2229HSUkJRo0ahbVr1+L48ePYsGGDbnvbtm3DuHHjcN1112HIkCGYMmUKrrvuOuzYsUMtU1VVhQULFuA///M/ceGFF2LVqlXIy8tDdXV1Rp6JZ3J6C4d4PImfFEZ2MyN1l2wxMbIh6dnHZMxeLCdrm2e8bIPA/m6/3Ym339Z6Offtq/1eXIyEs8Njx7oQCrGyFNijuJg5Q/3+93acPMmukSRLDlmE0lInRo2KqmEq+/Zlx5wOHWKq8KoqBYcOsTjR5MRVU9OBBx5gG4E1azrQ2mpTbcdkU160yImmJgXbt8vHTjZGvAQoYxQU/1pPGhXPGvOmAPpO9msRRgwy1Q2irA3qw4wa1ewGUw+pLvBm7cAyyTqZjbunMZuexFg6g1Sfw8zmSoae9P66/c0Ro50yZYrm+oEDB9DS0oKpU6eq13r16oVJkyahQRb9/2sUFRXhb3/7G7Z/vUp+9tln2LRpE2bMmAEAaG9vx/vvv69pFwCmTp1q2G6qSOY0wks86cT/1WPCYr+8NKuXLk+Pdv67WI8YAS3mvPer280Cekyc6MLYsS4cOAA1hjOBtxQsWxbBvn3A+efHrxUXJ5Z1udixJQCqndnrjeHDD21YtiyCqioFDgdjyHPmsHs+n0O1+Y4ezey/xcVxVbjXqw30MX++E+ecw2hitl72zKFQ29dHqxRMnRpDYWEE48cDpaXZqKx0wufL0oyzmO6R36Tw43jXXaxvUmvzmzBe9S1zvBPnkFiOP9ZmxCTNLnzikTpRFS4zgfQEdNZ2DHSdI1cm0RMYSyaeK53NViba6U5IgguePjz//PPYt28fnn766YR7LS0tAICBAwdqrg8cOBBf8DnyBFx77bU4fPgwrrjiCsRiMYTDYcyfPx/3338/AKC1tRWRSETa7pdffmlI7549ewAwlZ8s0YIYWIMvo1cHAKLRLGzZQmnr4uVkddat64f8/Pav653i2vjkaxq1bV9wAVBf3w/R6DF8/nk/7NnD1PpbtmSp/enRvGcPo2H//vh1ap9oe+yxfNxxRzMuuABYtCgfHk8bLrjgMP7f/xsAuz0fgLFDDhC38/KoqwMcDnacCQC++92T+PDDXqo9FwB69YrhL38J44svnPjgA9bGyy/vxvvv98FFF3Xgyy+dAL4FABgx4hQaGrLUtgHgF7/4B375S3b/8suPobS0H1wu4IorWnHoUBhr1uQBAP74x93Ys+cUli4dilOnsnD77X9DU1MWDh3qj1DIgUsuacUllwA33/wtnDypYPLkr3DxxSexZUs7mptdyM9vh9t9Sh1zGn8A+NWvTiEaTXxve/YAl1zCxp7Gv6kpS/PO+ToXXJDYBsDmBV2X3ZfdMypP733PHiAQYPNKVpYvpwcqY6ZsuhB/Q3v27Em4JvudGf1eO9M/D/55U+0vE/SJ61ln2gwE+qGoSD4XejJ6SgaqbmPEe/bswYoVK7Bp0ya4xMgOHGw27UIei8USrvF45513sGrVKjz22GMYO3Ys9u3bh5///Od48MEHUV5enna7AKAoF8LjiYJ/d7xkKrtOO8Rp0/RVylQvGFQ05cQ5EgwqWLgwcZfHnwn0+x0JZ1LZrUHq/2BQwcGDCqZNC0NRtKpFUVU+dGii1OTxRPH553YoSgx33gkAF+LGG124+mpm/7zyym/BYK+korgYOHGCBeOQeVITE162LILCQgcA5kFcWspCY548acPJk3Gpcc4cYMmSocjKcmHx4jB++Us2vauqmPdzcTHw4YdxaZiY8MiRLGsTANx0UxTAuaokPGcOoCjD8P3vO3HoEDvTHAhcDK83jKFDFVx/vQt33tkPHk8UQ4fSOz8XlZXn4y9/saFfP3YOuaKiXX234nvWAz8v6F3Q+PPnvfXswLKzokblRcjKKIo43wdJy/G06/VDZTK9Fur9Jvfs2QNFuTBh7EeM0P9NdhbPPedSU2Dq0ahHgxFSoU/WLn/GPBPvgeZCT0EmHN1OJ7pNNb1t2za0trZi4sSJyM3NRW5uLt599108++yzyM3NxYABAwAgQUo9dOhQgjTLY+XKlbj22mtxww03YPTo0ZgzZw5+8YtfYPXq1QiHw8jNzYXdbk+5XSC5V6XM/kpqXTERgliXv07f+ToyVbRMDcQ731B50TOW7Im8g5a4cSDw3rz0x59pDQQU3HWXC0OG4Gsm7FLVx0aoqenAbbd1YObMSAIT5p2wfL4oCguZypaiUNXUtGHZsghCoTbNWeCNG4GjR+2YMSOqhq5kaQ4d8HpjePTRdsycGcOOHe2qo1hBQXwTkJMDhEI2DRMGmK2ZmHBTk031wvZ4ohg/Ph5AhX8/S5Z0YM2aDlx3XQTHjzMV9MyZ2cjJyVaPOQHm7Fv82FMfekxYbFc8UqZnMpHNJyPTRzKaZW2kUs9MeTM2aaN74m+rK1TplBXLaGyNrvFIV+0razcT0n5PxpnEhIE0GXEkEsEf/vAH3HLLLZg/fz7+9re/AQBCoRBqampw8ODBpG3Mnj0b9fX12Lp1q/pXWFiIa6+9Flu3bsXw4cORl5eHOi7yQ1tbG9577z1MmDBBt90TJ07Abtf+oOx2O2Ix5tDjcrlw6aWXatoFgLq6OsN2ecgWgmTOHfyxHtl9RoOWbgoXGQzGY0/zCyLfHh9kguoEgwrKy10a72YRsjCVMscxfjHh8wizc7HM8aqy0onW1rhjlR58vqgaj5nU0sXFzEt58GCoTlgjR7JjQZTYID8/ptJQWMg2NyUljCGHQm3YsaMdoZBdZaTFxcwhKycH2L7dhkWLXJg7N4yKCma33rGjHT/5Cdu4TJjAJFc+vOY558RUb2mvl8Xtbm5mQUloPLZvt0mjlHk8UfUccU1NG/LzY7jnng7U1HRg9WoW8pO3AYvjLjpnycAzVT3nPN5mLPoYEGgTYXSu1yxzSwfp2gQz1S+/uekKZIopnG7m0ll779niPHY6YL/nnnsqUqlw9OhRXHnllXjmmWfw6aef4u9//zuuuuoqDB06FE6nE3PnzsWpU6cSnK9EZGdnY+DAgZq/9evXw+12w+v1wmazIRKJ4PHHH8fw4cMRiURQXl6OlpYWPPHEE8jKYja2q666Crt378bll18OADh48CCeffZZDBkyBL1790ZjYyPuu+8+TJo0CXPnzgUA9OvXDw899BAGDRqE7OxsrFq1CvX19fj1r3+N/v37Jx2DAQNi6n/6LOLIERsGDGCMg8rU1dkxbFhM0wb/me5R3WiU/T9yxIYxY/TViYcPH8bYsedi2LCY2qfHE8WAATEMHRpn5jxNR46wRXfKlAgqK52YODGq9u3xRNX//HMeOWLDzp2KSudzzznwyScKpkyJYetWBfX1NkRMrGXbt9vwm9/Y8fDDcal1ypQIHA4b6utt6rWf/CSMq66KoE8fYMyYKKJRm0rjmDFRFBQwOum5nnvOgbffZj/+ZcsieP559jkvj0XfCoeBZ56x45NPmNf0e+/Z8ZvfKNixox2zZ0ewbFk8ReLQoTZs2BBnTAUFLDfyf/+3go8+UjB/PntQpxNYsCCsGZf9+xXU886y4QAAIABJREFU1Dgwe3ZEHe8vv7Rh8OAYfvYzJ0aOZJLSxIlRzRzhP9O7BKBeE//zEOfigAExHD58GKHQQM07pbGi/wDUeUb0J4PYP09/OvXTBd+O3mcehw8fRm5ubkb6SxX8eGfq+TsDM2PRWRqT1efXpGToCWPWlUh5y3L//ffj73//O9avX4/3339flTQBJnnOmTMHb775ZkaIW7x4MRYtWoSlS5eiuLgYBw8exCuvvIJ+/fqpZT799FONBL506VL4fD6sXLkSRUVFuOWWWzB16lQ89dRTaplrrrkGDz30EFatWoXJkycjEAjgD3/4A9xutyE9vCRsZrcnlqFoSLJ7/DVxp54sApEIXpoS2+CZOTFoOssaDLKzqHyZ8nKXKm3z6k+SvvPyWI5fMzZhIPGIEcCk1l/9yqFKowUFQFlZWJUy+ecJBJh2gNT2dHbW73eo0vWcOXEHMJ8vigMHmEd2Vlbce/vQIeZBPWcOk+R5z+mqqlOYNYtJyiNHMqbOS8oHDkATjCMYVDQSMZ0PJppZEA87Hn7YicWLw7jttg6NylhU94uSq8yLnSCqnvlrVJYvL/OqN6tu5ueU0fxPdk/PNKP3PVkaTtGsIqrpM4V0JFKZpiLddk4HTqcUK87NZGXPZqSc9OHCCy/EggULsHz5chw+fBgejwevvvqqKgH/5je/wYMPPoj9+/d3Bb1nHMQ0dwQ96dZMEHzRJkhJH4xU3zIHHz06eBp4ZkJ1ycb50ks2PPVUWLXHpoNlyyJobbVpkjFUVTEmSJGoABbPmVISNjfb4PWGUV7uwvTpjE5Kc5iTE0EoxBbuHTvaMWWKCxQnho4xkTd2377Ad74D1RM7JwdYuTKMoqIoxo51oaamQ2WwFRUulJV1oLraiXPOiSEnJ6ba/0QbOz+elZVOvPqqHUOGsMQRxKDFd8UzY9lRJZ5x6t0X//POWno+ADxkNBlBxph72oLJP4eYBCOVupmC2SQXXQ29seiKZ7aQHClvf0KhEIYNG6Z7PxaLoT2ZkfAMRTpSsF7iBb3JrmfTk4WlFG3UvKTKX6fyYrxoSk9I5UnKJBrE2NUkgRYWsmuHD7fB53NonKtSxYoVdg0TXrYsgl27FNWuTfbo/PwYlizpUB22/H5HAhMuKIDKhHv1YgFBIhFg5syIyoSXLYsgHGZMd/x4aI5DTZ4MbNjgwNixLixbFk+awey9UTQ2KnC7WQjLsrKwZtGSbYL8fgdWrbKjuRmYNSusah5kEi4/7kaOPbxWRbwvMmNZ2j/R8cuI/mQQnyMVzY1ZrZIRTWakcu3YJaYLlbXTmU1FsmcSw8R2Bp1pR89Zy2LC3YOU36Tb7cauXbt077/77rsYPnx4p4jqqeAZoN6PIJk3ZDK1nN41vUAPfB3ZQkhtkQpSTJNIR538fofGoSwYVFTPagJ5DG/Y4EBzsw05OSxiFTlX6UFJYZaVlEQwfXpEZRLl5S4Eg8xJimgiJt3cbFOZcHFxnKlOmMBU0V5vDN/+tjYe9YoV9q89tiP4xz/i/U6YALz3HjtjnJMDdbNx/fXM27msLKwyYILoaVtXZ8eVVzIVt8+XhSefdKCgAHjjjXZp6kRxwwRAoz3h2+aZA++cxd8XNwZGnrGyvsV+xHKyNnjmr7eJlIHfBKTLUMw4kMk2LUYbnVQ0AanSZERDsj5k5XsK0zyd6uyzFSmP4Lx58/DCCy/g3XffVa/R+dunn34ar732GhYsWJA5CnsQzOyU9X5AZuzL/OLML3LiIkuSFTHeQKCfmv9XL4wi5RrmPUSLiyOqREwJHmjxp0QNtGAyaTCGWbPC8PttasANM+jd21w5RWFSbGmpEwsXMiY/fXpEfU5KKVhR4UJ9vV2jEicn+EWLWtDQwOy4H35oU48mseNO7PP8+U6sWGHXHFsaNy6qni/esqUdxcURLFyYjcWLw7jnnng8aPKIpnfDS6hudwxr1nSoduvFi8N44402zcJL/2Xxvql9As/YZFK0ke0YYPMiGSOVMSUjs4WsPzOMRexXbMcM406nfTMb31T7Sfb7F9+1UVmzfWSK6cZNTVlJy5htr6s2BD1Bc3C6kLKNuKOjA16vF1u2bMHw4cOxZ88eXHTRRTh8+DBaWlowe/ZsrFu3LmlwjDMVySaezA6rVybZNaN+edttNPoppk1zS227erZh3nZNdl9Kei/aLBsbFbS22pCbG9NIl3qZlFLFsmXxRAgknT/5pAPjx8e+zvULPPpoGC0t8Tkli8Y1YULcDtyrV1xS56/7fFG88oqiOpdRLBmyprDgIfFxTmZaEG2vgYCCXbsUlJWFpUzAjD3eqB5pLvTa469RAAuy74sQJVq9NpM9g9E9M78XssPr1TUzLmZA49HZdszWM9tuKv2nOv56oLEAkm8seorkfTYjZUZMWL9+PV599VUEg0FEo1EMGzYM11xzDX7wgx+ctUyYIGOKnf0hiU5dydrkI2ht2dIERWF2e4rzTJ+BODPm1dK8ly+BmCAATXQugDF8UgN3BoqijTvNIlUpyM+PqYkPeEbY2KhIma4MXm8Mfr8NBQVxNTX/edmyCH7/+7gkPGcOUFbWoT5XTU2H2l9NTYe6eSFtgziOgPY9+XxZmDs3nKCiFdWkoi3XjIYlncWQZzx6/cjokDkYVlY6Nd71svmfbPNHbZtxVkqH4SQbK5nzWqowq7rONANOp7wRZFHXuqqvnoqe9Ixpy+zz5s2D3+9HIBDAtm3b8PLLL2P+/PlnPRMmGKm/jMrrBWqQLe6iOptXe+XnxxLqE3MltTMxZFpYqW9efR1XbzO1dFFRVGXCdXV2VFezXLwbNqTmGa0XtZRnwl5v/JnJCYuYcHFxRJXEd+xoR01NhxrpSg9+vw0LFrSqjLdvX2hyDb/6ql2jqj5wABom7HbHUFgY1ThqAdBoDsQUgTR+Pl+Wxk4qMiUqS3XFY2J66rNU7ZV6al+9dnj1MoFXm1N7YrpG8YgU/RfnmEibWY/hdKQ+UV2fTPWbjsoyVdW1Xh+Z6FtmWsiUGlb2DEZ9dcY00dX19NBTmDDQA7IvnUkQd9wyZxrxs1iOmKXRj4gWb9kiSp+1ku8p9Z5M+qKytMD6/Q6N1NzUZEN+fkxlOMSUAaCpSUFZWQdqa1PbYCVznC8oAObOZUeQaFPR2mpTGT5J5tOnR1BdzT6LOYFFnHce8OKL8SAFlLWppqYDkyZFVKY8ciRTbdP3HTsYsR5PFMuXO5GXF9OMn/g+AO37Ky3NxqRJ2rPD/Hvgs1IRaLNDMLJliu9UbxNoRjVMdfXmrlFbySDbqIiScrLF28zGgr/XmcX5dCzEZjcN6bYt+72bgZGNmAd/ckJs22j+EmTvM93n7kmMM9NIqpqek0wMkTVqs+FPf/pT2kSdyRBtfrKFMZnNjm+Ll8YAuW2SP0css1mKHrt8GZEhu90slCN5JgcCClpabKbVw2YweDBwzTVRjBrF+qA8unQ+2O93ID8/hg0bHMjJieG11xRN7uJUICZ68HpjePllm5pQgtTRjY12HD8OPPpou/QdAPGx5N+xz5eFqiqtd7L4Hul5ZPZmfvw7s9DI5t2WLU0YOnRoQruiejiVRdyMallPLZ0pW2+yunrtmTlHnIrZKd3NyulkKHr9JVNNA8bvMVPPkIm2UpkDPRVJGfHs2bMT1M3/+Mc/sH//fvTv3x9DhgxBLBZDU1MTjh49imHDhuFb3/oWNiYTX85wpGoXJvD2M/EeX0bsR7ThAfHFW/xRydSi5DVNn/kyxCiICQNICNLhciWXcs1g8GBg3DioQTEAFk961y4Fubkx5OXFsGuXglCIqXFbW23YulXRnPdNBeedF2fCPl8UubkxrFplx8mTzInrhhsYRyYHK0C7eRE3NsQ4i4sjKC93YdSoqEabwIMYLa+R4NvkyxHE62I9vn++XDLGk6ptsyvsnF216JqFGebD95GqlCnCyHGzuxmF3lh0FV3d/bydfZddjZSdtbZt26bm912wYAEcX59hCYfD+N3vfoeKigqsX78e48eP7xKCewL0JlUwqKjSpNGCpjcpeAYtOlcB0NzjF2LRWUusI1MNErPhGUxxcQR+vwMtLTZs3WrHvn1IWxI1AzrvW1gYQV5efBrm58ewebMdW7cq6NUr7vHcWfCOYlVVYTzwgAPjxgFffgmsWdOu2STxkjAxUwK9t8pKJ0pKItLNlWwzJSvD3zNyphM3Y7zzlNgP/dfzEqayem2L7ZlBuvXTYf6p9kuOjdHoJ9K0kIB8ge5KSVCGZO2n279sM292U3I66LOQRtKHsrIyzJgxA3feeaeayxZgeUovvfRStLS0wO/3Y+HChZmmtdtBSRv0ApUPGBBDQUFiIH+xjTFjotI2KPg+AE3Q/2HDWAIICtrfvz80fbz77kmUlPRBNGpDIKCgTx+gf3/2t3OnAspjMWBADJs22RGNAseO2dCnD7vu8USxf7+CZ5914pJLoli/3oETJ4CPPsrs+C1bFsEPfhDFuHExvP22gmiUMfpNmxScPMkk4n/9y4ZNmxw4etSG9vbMMWEA4MKi46OPFDz1FGNk8+ZF8NZbdkycyMZh2LCY+p4BNo4eD3uvlNwhGGRSezTK3lv//lCTYhw9atO8S3pXY8bEFyk+OQcxaGqb3j0la9i0ya6+K2qTknQQiKHwySNisVYMHz4goRyV4een3nzm68jaEcuK9YPBxGQj/NzX+63wCVL0aEhGN6FPH/b+KNEB35ZRsgrxeqYSN1BdM2Mo0ppO37J3nE4CjGR96q2LnRmrzqC7+k0HKXs6fPDBB/B4PLr3PR4PPvzww04R1VMhi9MsQqYW5q9TAAhxpy0Lvk/X9VIV0i43P79drU/xmXkVZlOTTVU5k2MUfya3rs6OzZvtKCsLY/VqJ/LzYxllgAA7KhQMMik8Ly+GmpoO3HdfGHv3tsHnY6kUn3+ejdesWWGcc07maSDk5ABPPMGYcGsr0wSUlLB3SxG8+HdEHs4kqZKKuKgoqlFJezzMa5q/5vc7EqJviRoKmlek7hbnEL0zfk6Jc090/mFzIEta1gh6phJZfzwt9Cery48P/10sz7fBa3KMNFBmYORkpNeG7Hn01NV0LVk+Y7pPv0U9TZkerZddli2t11kYjWMq9/To6i4p+UySzlNmxOeddx42bdokvReLxfDnP/8ZAwYMkN4/GyBblPTALyZ0rENUmdE13psa0Iak5PMSEw1Un5U5pTKIQEBJUGtSG8Ro3G4Wt5kWBCpfWenEqFFRTaahVFFcnBhxy+eLoqysQ7VH79rF6MjPj33twc3oYDmN7XjhBUenaEiGlSvD6nEvStxAWZ283rBmI0PXgLhDG70XYiqyBZgWcp5ZE7Olz6IndmlptlqfMl5t3mzXzA2j4Bc82POdUucIn92JQBs8nl6ZuYSvxz8rfwxO3AjIaOKvydSlYhv8dVk7Zm3YZmgQYdacxNOhF/wF0I4b7zzJ05IM27a1JS0jQ7K2jTYmRmN8JjE6Qiqb0tOJlFXTHR0d+O1vf4vt27fj3HPPhc1mQygUwrZt23D33Xfj7bffxpIlS1BUVNRFJHc/eFVPXZ0d9fVMdcjn8CU1HP3Qx4yJqvV27lRQX2/XnNclNfLRozbU19uxd6+C88+P2ydJVUn9DhgQw4cfMjX0gQPH8dVX52LMmCj69AFqa+0YPDimqkI3bbKjXz+o9wMBdj539OgYKipceO01O/7wBxs+/NCG7dvTZ4ATJrD8vPv2xa+NHAl4PDG89ZYDLhcwcGAMt9/egZdfduDyy6O44IIYsrNjaG1VcOoUi9bFx4DuCowbF0Pv3sDHHyvYvNmOiy6KqbbjYcNi2L8/fuSI1NAEGlNexTpsWAy/+IULoZBNVYPyqmUxBzAt3jU1Duzbp+CJJ5y46KIo5s2LYO7cMAYMiKGmxoFYDLjkkqhqygDiG8GdOxWNuUJcFCkf8be/navSSPVI5VtQEFXVd2IbdJ3Kit9FiCpoUeUrXuPHhKdJD6Kq2qzKkVeXkjqWrvHvIlldPbWwnsqeNxUAbB7V1DgSTApmVORi26mWSSU3c2dVuT1dHdxTaUsrstbDDz+Mxx9/HB0dcWeRWCwGl8uFxYsX4957780okWcCzDh26KWwA+ILbEWFC4WFEU1gC95LmpzBeG/cCy74Oz7//CL1+I/YZnW1A2VlYY26mq7z4R67EnPmABUV7WrCipycGKZPj2DDBge++orRdboc7R0OoKGB0TJ3bljj1UxSIh2jEhNfyByLeO9YHqQBEJ33+L4WL3YgHGYblkceYb8ntzuG2lo7lizp0Hi0m5UAqVxXpbozMx5G9PJjkOwZxO8ySdosyEFJbCPZb7ez46WX3rI7kY6zVrro7Ph9E5B2iMvDhw+jrq4On332GWKxGNxuN4qLi89qtbTs/KVsIZL9wGnxqq21o7AwqusVC2i9dMV2RI9ajyd+fEmM20sq16KiqBpGkj+i9Prrji5jfhQ1q7XVpjkH3LcvkJsLXHklO7LUty/gdkfR1KScNkackwO43cBPfhLWbGpojPjQloA2shYxEPGMN2k2aGNRUdGu2SzxHtHFxRGcf342Bg+O26qLiyO47LJs7N7NPLr5EKNUr7FRUWNy8975epuC/fv3Y9o0dwLjM7K5yjaPMo9xGURVL9Et2sz5eOap0KOnSk7WDkFkxF0JWR9d2W+ytsX7Zhjx6X6GbzLSZsTfZOjt+PXsSHSPrldWOjUSL1+XIEpQYmAPIL4Y79+/H0OHDgXAGD0dqeHppRCSxHiam20JZ4UzBQqSQcjLY8E5Jk+OoLHRjq1bWVIGksTF+NOnC3SumN5FY6OiHgnijzFt3mzH9OkRDQOmMQSgMm+qQ3ZwWeIHny8L27fbMGNGFKGQTZNJizQaF1+cjWPHgM8/b0vYnH3vey588YX2OqB1JKT/ZpM+6H2XlQeQwPT12uU3AKKWhsDP7WT0EczGqxaRztnZTDCeTDKvTLXVVRJxT2TUPZEmESlbrj/77DNTf2czxIWDd3TRWzioHMBy7lIsZbpWXR0PO8k718gWUXImIscit/uU2i8xFaLJ73eoC7zXG0ZtLZPauooJe72M6ba22lBYGEVJSQT19XZMnszU7V9+CcyeHcO4ccyxa8iQ7mHCAPDmm4o6Xs3NjF4+1zMt+CITDgQUzZjyTDgYZJuj3FxWzu93wO93YObMbOTkZKO52YaXXmrHypXtqKo6hepqB66/3oXNm+2qOvzjj9vwyCNhDBiQjeuvjwftvusuxoQBtpnzeLQ5gCl1JdFOXtMytTn/XWSweg4t4vzWa1csw9fnIc5tmUe4+DkYTHRGpOvpQs9ZKVMLeCptmHWsSlZObwy7Gj2R4fVEmkSkLBGTg1YyHD58OG2iejpkNjLxPq+GNGpDpr7j74sSg6zve+89igcf7K/afadP1yYs4FXdgYCC8nJHxlIY8iguBk6cAIYPZ/SWlESwaJFLjV7V0sI8x/futWHcuCjefFNRkzCcbgwZAnzvezHMncto4zUGABICs4ihLukeaTfIC5y3N8+cmY01a9pRXe1AVZWCkSOBl16KZ5uiOnRsKRSyoarqlPqOAwFFs2EKheJesySp5+bGNFL8TTc5MX9+FGVlYU0AC34TIVNpJ7O9JkvXaMS8+fq8RgFgjJoCo8jU/jztyRZUs6ppkeauWKhTsWV3h8SWrkTcFbSeCRJrVyNlRuz3+xMYcSQSwYEDB/D73/8e559/Pn70ox9hwYIFGSW0p0P8UcucdPj7MkZM32VlRYbNL2jR6KdQlGGaSFAye2Jtrf1rKTnzR4MKCpjt98QJFjZy1y4F06dHVGazerUTf/87C5U5aBDQuzdQV5dxMkxhzhx2VllknGJyjmT2TpGR0bi3ttowfXoEy5c71dCclN2J2rzxRhf++tc2jTrb6w2rZ0XHj4+p72nHjnaMHcsk44IC4P77422Vl7vUcX7ySQdeeilum45GP8Hnn18kDZEpOwZlRtUMJPowiFHcxPnZ3MxOArCNix35+cDixWH1fLTbHdM4FFI9Otsuew+yM/3JFvNMq2OT2bZPJxNOtZ3OpkHMtENbqjjbmHfK+kmv16t77/bbb8fUqVNxnNLenKXQWwD4icGnKZTt8Akej7m4wTxjr6x0orHRjnXr2hAIOBCNuqAoNtXbllTCtKjt2sUksDVrMpe4gYeiAEePMkY8blwUGzY4VObbty8LYTlqVBR9+ypqRqTuYsITJrA410CitgDQhhEF4vZ5UomSoxttbsT3lZfHbM6UXnHwYKBfP5Zu0etl0mttrR1XXx3Bv/97Nr77XdZ3fT0L3PHIIx2ornaqTDgUakNlpRM7djAvb7+f5YX2+aKYPp2Na2OjgjVr7Lj//rDmGfbs0Wb7onsiY6XvshzVRg5S/DUxAAdJutpkIezz7t3aWObFxSwTV22tHXl5bHNEgVHoXVD7eqpp2aZVb1NB9CfbeCSDXp+y8UrWRir9y+5n2sadrI7Z/rsKZxMTBtI4R2wEl8uFEydO4JlnnsFPf/rTTDXb48CH66OQkoGAgoKCqHreMRq1JUi7fKjDaNSmhkLctMmO1labWgfQnsfbuVPBsWM2fP45O6c6e3YE11wTVpnzZ58dg812DqJRYMGCMOrr7fif/7HjO9+JoX9/Zje+/XYXjh0DnnmmAydO2DOmEnY4WLzokpIonE5g0aIwTp4ELr6YjtDYoCgKPvjAhqam/8/e10dXVV37/s4nCQY8ECQSMEGCgFFTI2BiBGwsvtCHgEGsYBp5Sa91yLlVb4rCMxYCLb2IkCreg0VGQ4VGSwUCgkou2LSkxlDkpUoNF+EoRAwmGjggSEjOx/tjMddee521z0dIIMHOMTKS7I+111577zXXnPM3fxPo1Qv4298659odkWee8cJuB86eNaF3b+aS9vuDaURvu41RS950E1PWt93mx4cfmrFnD1voDBmikaD07s1oMP/yFwsmTvRj4kQ7AgFmyV51FfCDH/jx9ttm7N9vwiuvWPCjH/kxYkQAI0eyPPRt2ywwmUzIyPDjgQeY58DjaYXdbsKqVXbceqsffj8waZIPjz7qw7XXAsuXW7BhgwUWixn/+3/7MGYMI205cMCM/fvZu/j22+34/vev4rSqRjm8t92mKQ46RqRzPXnShNGj7XjlFQteecWCCRMCPF8aYGNHufC1tWYMGcLyqv/rvyJTRkeOAP36mfCDH/hw003s+u+8Y8GQIcxSHjZMoxxNSfHj97+3YuBANUc2fWNEAwto39KJEycwfHh/vl2kIRVFRUtLedihjpfzuiPJWVW1Ge68jtBbytIRistIxWicLpd0t/6opNOj+DabDccvRWLqZRKZopBYcii2SEKTBFFMkluYLCoSseSg2D4pcUI8Z2b6uZXtdjNWJrKQExNZWaSkpADfTu7KrVstmDXLjkOHgJwcBqTqzDQhrxe4++4A4uMDOHxYu8+aGgvq681YtYrFL7/6ijFndRVtZSSSnMyeU3q6nxeZoOdXXm4NejYaGC7AvRjx8capPJWVFowebYffz1zRJDt2MOsvI4MtXJxOK3JzGZXo/PntGDs2gKoqZjW/+KIX+/Yxtq+ionYUFrajqYm5vAksVVTUztvfto2dl5nJgFuZmX7+PiUmtnELUu+F0Tw4KouwvNzKvQAqycvTo8HF95zGjCz6QYOYxRsXp53vcLAf/TWZpT99uh1z5thRU8PG0uUyIzfXBocjBnPm2FFebkV6unEtX9k6Fu+3oaFXSHyH0f2GsqxV143GWutKyy6UVR4p/WlHgF5GVn5XSqj2e4L13KnpS/v370deXh4cDgd2797dWc12W1HFgsQXQlXCTq7sI09oMkiIRK4GRJKd7cOKFS247baBAMBjwwQI2rXLApeL9SktjbFedUXkgOKuNTUWTtDx/vtM+b/1lgnffsviw5crapGWxvKGExMDqKszIyEhoCt1SCK7LOm5iWAsWWFTnja5WzMygL17gYQEtv/4cVaOcc4c1mZlpUW5IKmoaEdjo0lXklEG2pHbnwBaW7dadO5fEdC1fv2XGDJksBJkZRTHVG2vqrLgwQdtaGtjfQyVcjdhQoyyZCXlbre2gntjxNKasbHAuXPB56lkwQIfz8U3ilOqXLJiXFQFhlSdEy4OHCnhysXGNIuL7ViypBPqkF6QaOLlofrelbHajsShe2rsOGpFnJaWpkRNnzp1CqdPn0ZcXBzKy8sxfvz4TutkdxG59JxKAavIG8TjATVgiyZ8FWiLFC8pEFEhJCYGcOzYF6itTUZWFrsW7QeAu+6y48yZzqsnLEpGBnDyJHRu7gULfKiuZoqhuhoYPJi5oy8XOhpgBBmE2M7K8qGpycRj6AA4WEocN0BPikIoZwCckKKkxI6kJOZ9eOABG7xepgjpHFLMtG3rVgtWrrTg9OnglK24OGDYMA2IBWg54dSX/Hym5GbPZvFSmRXM4WBAL4cDOHKkNWiylRnA5HdMpWAbGkxYutSGnBwfFi+2cNCZXEZzzhw79uxheIH+/RnVaZ8+7LkPGMCwEGPG+Dmif9cuC1591Yxvv40+fW3QIODAgVbe11ALC1EiYRqLdCKXkd4kHc1xvtSiQpCHWoT0VAXXUyRqRfzYY48FKWKTyQSHw4Fhw4bh/vvvh0P2O11BQh+a09mLp77IypMsKBW1IQGqaIIFglOURHc0oE+XUdXJPXLkCP785+EoLGSAl5YW0yVhqiJ3Y2IicP68vnZxbCxguWCodWSy7SxxOv1ITfVzFDfA4sJNTSa+qCHlJLOe0XiLXgYiRNm1y4IlS9p0gCRCji9frqGcFyzw8etQO1u3WlBaagnyDsTGAtddB3zzDXDNNcHei7y8AE6fNiEpyc8tZpVHZvRoOxwOYOfO/UGMa3SOSmSlTO+6w8FYwL76CnjjjXbdeK1caYHHw5Tj9OlM0ZKiXrenMVByAAAgAElEQVTOit692XjI6GpKv+pICltaGnDffb4g8hX5XmRrqqamEVlZiUrlIn9XMiqbjheJV+g7FT0r0SiraC0+eSEvSrQLgEtJcRlKLkbBX0mLg38xa0Uh4VaIlIIiHk8ir9pV28jVBSDIbSrHkmkbWcT//d9DMWmSl5NCdBVhhyyxsczi9XjY3zfcAKVr8lKL1Qq8+KKXu42bmkw8rSg31xbE7UxCxwIM5CamNZFHglJxEhICfJzJXdrYaMLcuVacO8cs08mTA9wKr662cLQ4eRMAlsojClnfL75o1Smp7Gz2+69/ZQsbh4PdZ05OAC7Xec7oRfgAp9PKebUbGkwoK7Ohb1+WFkWu4Lg41gbllZML/Y9/1BDOcXFsQbBgAVN+OTkx+Phj5mYeNoz1n8ZZfEdHj7ZzdLdMr0nepaoqC+bNs0WsjKdMAediFxerohi5konyk/43OjacyEpPzGgI58qW/1bJxfQtUgmliK8kBddTJGpF7HQ6UVBQgDFjxij379u3D2VlZXC5XJ3Swe4qsisaMC6RpuIlVn2YoeLIKjc2wJRITU0jzOYhANgkTqkzl0vMZpYnfKnjwcnJQN++53D6dCzGjWMKULREKVeV3Kqi54H2FRTY8eijXrz4ohXnzwPNzcD06QHu9qf4bUmJnXsc0tKA8eM1uszcXBumTGH3r0rTcjr9KC83w+NhCvnhh1nseuNGK1fwTU0mbmnn5WnKnBRQTQ3r+xdfAP36MeT6O+8wBU1K+tZbv8EDD8Sivt6M1avNcDiARYu8PKecFhqAPseYtlG8NyODgezi4ph3Y/JkoLBQW8TIKWCARkbidPp5qUnZjUsKDGBu+DVrLDh+nI3P6tVmePXrEwBajDoalzTtM3JNRyKhvteNG60oKmqPOo7akRhoZ4kcL+/s615qZd7TFw9RQ9lee+01fPbZZ4b7jx49itdff/2iOtVdhZQhPfTaWg0t2tBgQn5+DEc6ix8rxRYpdihKcbFdV/uWhM4RhV40Au0QEcKBA7EcUf3AA5dXCQNMEVwOUNbRo8CBA7GYPdsHh4ONx65dTJlt3ar9pvxfUXkQmcR99zHk8cyZPqSlMSV7+DB7Fk1NJu7+JyXsdPrR2MjQ1AkJ2iJo0iQvxo/3weXyIi9Pr6QIPJeRwRTor35lRX4+O8/tZl4OUsIulxcOB7PCExICKCtjx2Vl+VBR0YrXX2/DqlVtKCxsx9dft2LTpnZ4PK04cqQV99/fgsxMxmmdmspCCKtXW1FQYMfKlRY89JANAwcy6s1x4+zIzbVxhLLDoYGu9uxh97l+fTv27m1DSUmbrhYx8YqL7y+7bis2bNDoXwmJTd+RaM1Om+bD9u1tcLm8mDjRhxdf9GLKFGYBJyez6+/b18bbEK8lfpfybz1Jy3nDc0QxQuCK2wllv2uXheeGG4mRgpC3R2IldwR9HO4c8bqq2todEXmB0dUSKQK+u0qn9/bEiRPo1atXZzfbLUR+YWkiSUpiE3B6uo8XnJcnJVLc5HImhUwxtaoqC8rKbNwaTkzUitAz3mATV/LUl5QUFiuMj/di1y5WF1llRXxXJDYWmDTJg/R0Zp0mJgbg8TDLctUqFtOltKWUFBbrTUwMYO5cO2prmWJOSGDjnp7uR9++AeTk+DB/PrP+qqstKCiw65RkYaEXlZUMBVdTo8WKMzNZ5amaGgvKy02w25lrNyOD9dXjYQouPd2HVavasX59O/bvN/E0HoAdDwBLlrTB4WBWcklJG+rrmQu4vNzK35HGRhOKi+38XWLvEHNJFxW1Y9Giduze3Yq1a9uwe3crkpKAiROB9HTWn3PnWL89nla4XF4sWOCDx9OKffva4PG0YuJEH3btsvD32O3WajYXFbXrcA5i3DUxkbVPyljcT88BYN8DfR9JSezZpaf7UFjYjqef9upoW+l+xfNVbZLyDwVCUik/GUwpH0dpWk6nlS+qCPPRWQqT/qZnGa21Z9T3cBJpnLmnKbruLhEFEt977z38TWBh2LZtGz4Vq79fEI/Hg82bN+Pmm2/uvB52Y6FYV3q6H06nn8e8iBmIjqGXVowfJyYGdPy7rOiAhihNTWU5ykRhKFYzSk9nOcVkYQ8c2A6TKcAnhe+ixMUB69e343e/g47es7zcBJdLi7fT4oks4pQUP8rKbNxVXVNjQVaWD/X1Zpw+zeLKFBt+/PF2ndt/3jwrpk1jqUQJCQEsXqwtvu69146WFg2p/pvfeLFuHYsdU3+cTusFpc4UuMfTqkM+b9liwaJFbBFAirChwcTTWGgxV15u5XHtWbPsGDwYSE314//8n/O44QZ1YYZbbgnA4Qhg/fo2XYWpqiqt+MSECTEYP94Pl8uM7GwGusrNjcH48T6dsiUWLNlFLG6n64oiK0P9bzMALQ5cUGDnAC3xOdL3pnJNyiA1+brhRA4XifcFMMIWMTtCsybV3yEdV1pqQ2WlBatWtXFcCDHRzZjh1YE8VYU16L6oZrVR36OVaGLT0aCpw1n68vvRGUjtnuamjihGvHTpUjz33HPsBJMJgYDxKTfccANWrVplGEO+0kREUgJQ5gCTwhTrsIpuatFFR8pd5IkG9JSZSUkBDnbZutWCQOBL/PKXg7v0PruzEEViTY0F06cfgtl8va7Mo8fTGlRsgAomAOBIaTFNTCyNSH+TEibA0Jo1FlxzjQZOs9uBBx5gillMXxowAPj6a43YgniuCb1dVNTOFTDdz/LlGsDq/fdZbFcuFCG6ERsbTVi3zsrzk/PyAsjMPIr8/GsB6AFGtHiUkcEiUFCc/MV4soxjoHFMT/fzBSSgva/z5tnw+uta3pyMdxCF7scIG1FebsWOHVaUlOgVYDgFQn0eMuR/okIKG8Wf5f9FvnBaENGCoaTEzp+3iso2GhBXJOhwo3uQ5VKipiNVqDQnyvPhd0EiUsRnz57F2bNnEQgEMGrUKCxfvhxTpkzRN2QyoXfv3rjqqqu6rLOXW2TwFQCUlNhRUtIWpGhlInyZhEOVOkFt0ApZFFFR0ASu5/H9borVCvzwh0BJCatydPLkSbz2Wjzi4oCiIp8O+UzjJvJwA+xjLy5m6UZUzUhUciJv9LPP6sFOKmBcdrYG0qK8avo/ORl44YV2boHSoqq83IS4OGD2bD+2b2eKpa0NWLVKq+2ckBDg6VPsOlrlIprUKVZZVNSOd99twNChQ3WTmRHCVwYf0nYal9RUv7KIiQrNT+O5ZEkbbrwxBsePBxe9iHSClb8nknDpWCrlHAqsJX+PKkAYiTyGBQVsjGhBxnAB6hhRRxHTkVagkvuoaguIXBF3BggqGkWckuKH09kLLtf5oO2dLd0J4BU1arqhoQEDBgxA7969u6pP3VbkyUBGN5PIK3nxg6Zt4sdOZPcA+ERLlo9okYkIVSJQ+K7JoEFAezsjjBgzhlmXIvJWjN8SQQflbYto6YcesuGqq4A77gC3sOhZtLSYeO7x5s1mHD/OFCrlAMuo5n372nhusRweIEYvQLMSN2604o03TJg/n6UJffIJU96PP87cjGLFqqoqZmk/8oifA8pky1bOKy8ttcHlOo/167/kFjEdr1qEAMGsbqL1Jf4tpui53WbumVExVKmUu6hYxYWEuJCV0dV0jrhApTzuaCzKcEjhSKpPqdoX09vcbnNIBLVKjOYFkmgXL6r+yffVXfKIjeRilWR3UrKRSNRFH66++mrYbJcfmXs5xO834eqrgU2brIiJAdLS/DhyxMwJ9U+eZJbKhx8y0nl6Ed55x4KrrmIT0qlTDMBz003a8aNGBXDXXT60tLD2T50yoU8fds0vvzQhEAD27LHg/Hng8GEz8vJs+OKLyzIEl12sVuB73wMmTPDj6qsD8PuB556z4dNPzfjtb83w+xnC9nvfY5bwyZOsuMOBAwyNXFNjwdSpPpjNJvTvzxTuypU2/OEPVhw8yMjhz50z4auvTHC5WLUol8uLs2dNGDWKnX/okJkXNFiwwIdRowL4y18suPNOPzZtssDvZ/30+4GmJuDtt824/nrg00/N+P73/fjxj71ITAQmTvTjP/+TTeJ2O3DTTQFMnepDWpof118fwMyZXlx3HVBY6MOrr1px4oQJf/qTFVlZ7H0bOBC47TY/LzLg97MiJNddx4oyDB7ciPj4eLjdZkya1AuDBjEXvt+vAZ2qqiw4coS9r34/K17xzjsW9OnD3vcVK9jYfvihGa2tJkydyhaf1MaPf+zlRTLEIiVUwKR/f1awQS44cf317P877mDHtLSYcOSIGadOMaXdv39AV3iif392T1QwZcYML/LzY/D97/uC2jYSsdABFYcQC67cdpt64pbbd7vNvLhD//6sWMhf/mK5AIqzYcYMn64vbjcbP7pnt1srQlBebsVdd2n3UFPD+kPjSdvF+xLPJykvtyItTd1/1XVPnDgBj+eaiIshqK7ZkWMiPU4cr460092LPMgS1iK+9957YTabsXnzZlit1iCXtLJRkwlvvvlmp3WyO8n3vheDF15Q5zKStSDH0VSAFdndJlooMn+tbDVfKrKO7ihOpx8ffGDG8OHMhTxnjh05OcyyHDs2gEDgBO6882oAGtUnEZ+QdUzEHgB0vNPFxXZ88IEZ587p3Yys6IIFSUl+vPyymSvaPXvasHWrBX/8owWffsoKYBAhxpYtrNShKnxA1vXo0XaYzbiQEqTPS160qJ3XNibgHlk2xcV2xMcHuEsaCKavLCuz4r//ux3LlpmxdCmrECUDgWRvjuhmll3U4ruuslgBbeFJVjJtV4GKQlmBKo8S9U9kQpNDCir+aVFUtI5GLFqyRBInBsCxCU4nQ+7X1Vl0ta9V1rvsZRCPEeszdyZ1ZkcJPToak47kXPEYMbTX0bZ6koSF2QYCAfgFfkK/349AIBDyx3+5+AwvgYhKGNBcekOGaGAb8UOS65OmpPh1ucTZ2T5+TEMDS0Eh9xulLKWksFSYHTs0xqzsbAYauoLZRHVitbJ7jo8P4OGHvcjKYu7MnBz2oR45wuKijY1s/OQYXWOjCWVlVrS0mBAfr/FGV1dbsG6dFeXlVlRX65VwWhrwxBNWVFdbkJ7uw86dZk7V+cMfAtOn25GQEMDYsQGeNtbaCq5809P9cLm88Hha4XT6OVp68WILp8B89llGNNK3bwAVFe3Iywtg7do2NDYy5T9xok+XJldaakNhoRcJCRqfuYgcpnQmAHjttU+QlMRSsB5/vJ23U15uDVLClJJDqVwAdAob0CY/8TxKrWMVl6xwu7VQCrWRnq6uZyyjkGUlRf/T77w8b9ACeMmSNixZ0oaionaeM073SCJeW/xu6drl5dYgJUs/Yn/E/bRgpmOSkgJYuNDGv0+Xi41DSUkb77d8/yQiHkRWLnSeTIQiXlsU1TZ5v3yMaptRe+GUX6j9Rm592Q0PaPOi2AfVcVeK/IviMgohpauqtiK+JLR6pfiXyC0tFhAQrbSiovYgkFZdnZlbFkTiUVXFELEOR+CS8El3N0lOZgoyKYlxSBcXW5GXpxUT+H//rxnXXpvA0chyXJ9YqYqK2lFaykIsDkcAH3zAnp8YdyeUc3q6ZtlmZ2sUlI8/3o6FC21ccTudjDzj8GET3G7gqquAa69lzFmkBMvKrMo0M6eT7ReLIlCcur7erKu4BOgtRVFoe22tGX7/Mbz00lDMnKlVK6J3rbTUhpYWE+esLi21obHRxNHaqpguoAcN0jEiXSVxL8vKiwA4RlYviZgKREq3rMyK+HitLGNWlo/TjNJ3RX0uK7NyEBwJ7fP7D3bIClSx3Mkxa5nC88YbY3gJUJlHPhrQlapvbrcZc+bYUVnZGuKs0BKu6IPReIjPTARVdQcLtTv0oaMStSJ+7733MHLkSAwYMEC5v6WlBf/zP/+DO++8s1M62J3ECNEo7hfddzKJvIy2FIWOF92Dc+faeVrO3r0mfPIJs4KTkpjb67uAmh40CBg1CqirYyxUYgm9Rx7xB03QH3/cgp/8pB+36urrzYiPZzFIAJyHWQTF7dih1Wi2M0MVQ4cCMTGMJISU84IFPtTVWYIWP9THqirt7+XL23g4Yd06K4YPD2D/fhM++ohRgJ440Yr8/BisX9+KoUNjONez3Q40N7fqik0A+neIClaI6G3xXSN0+PPPm+HzmZCTwxYTtKiT3Z20IKHiFAA4qhvQwiYiql92pYYrOlBVZcGTT9owbhwrXHHwICsUMm5cAFu3mjB7Nlt01NWxMT9+HBgxgj2D3btbeZEVcXFK1xUXDXIVKZFE59ChQzCbRyoVvziJy4sBagtQly01cisTgl2u0iSPlVzVTSWhFGNHlE8oRRwOnNbV0pMVakclakXcv39/rF69Gg888IBy/+bNm/Fv//ZvOHHiRKd0sDtJOCSj6qMm5StPfqo4MimPmhoLHI6AbmVPrszvkgwYwFy9RUVaKODwYRPOnQNOnQI+/5wBjESu52uu+RxffXUdL85A1YoAwOMx8dKBpMDKymxcsWZkAMOHB7B3rwmDBwO1tVqNXLKO+/Zl3giPh7FgkcTGApmZwPjxLL+4Tx/gxAkWL3a7WflFcltS9SCKTZNlJZYyBFjY4d1323TvGr03QDDPs6gQy8uteOedM/jqKwfGjNF4sCkmLr6TRihpsV/yIlLMkw4lVFyCyiNWVrYpv4VIrLFQIisP0XtF15CLPsiKJ5y1atRPo+2iF0DEkNAYi9cyihOHun5HxwrQFHFnttlR+S4qXlmiVsT9+vXDK6+8YqiI//jHP+Lf//3f8fXXX3dKB7uTiKAROek8XCxFdl2TyBOjWCqPJvB166zcvZmTY8cVOLRBYrUCzzzDLNDCQi3vltK5Vq60ITWVuadXr7bio4/YOTfeeA4TJvTi3M/0nEpLbbxsJcWHRUuY4rdUt1hUstnZTMHSc6G84EGDgLvvDvBj4+IYn/PYsUyZ02+y4vPymHu5rMyKhgYzry1MCpIsp8ZGEw9DDBoEPPKIjwOzKGVJZF8TrVwRf+D3H8Mf/jAUDz/sRX09i6cWF9uRmurnxBhitalf/zp6ilS6J0Bf0xhQL0yBYJAUnQvorW9VHqyo/EhCfWuiojQCKNHx9I6oSDNU11Hdp6q/4ja5QpvqvsQFAsC4Ctav77gbWnWtUG76i20bUD+zf4mxRAS/PX36NE6dOsX/P3HiBD7//POg4zweDzZt2oRBgwZ1Xg+7kdCHsmOHFfX17MUqLPQGrW4ZgMUSZPmq3IJyzC0piU0CDCHth9NpRVwcUxBlZVbk5GgTv9kM9O2rlbC7UiQjA5g/nynf9HQfVzpUnYhimaREbrklgPHjmZV69dWn4XIlACDOZ8bq5HAEOAoZgC5Om53NXNgeD9v31lsmvj0xkVnAW7YwNyMp4dhYls/8t78xCk0qA1hTY8Gf/2zC9OlskXD6NCtlOGAAe3+2bmULipUrzZg9m1nFK1eydDRCxTc1mTgWgBYPtbXM1VlZyfAGFNulfeLkTv2orByC/v0hAIjI2mb3vm2b3ssyYgQraUjxdYrPUsUqio2L1jS5Xxm4Sq9kGxtNQYqFYrgyBazKElUhjEUlLCtz8Rxa0KjQxmQtz5tnxZkzLBzwm994o6aLpH6J7Yc7VmX1hqLpTEnxd6oSpjYPHYr8+GgsdNVxXaWEryQFHzHF5bJlyyJqMBAI4Be/+AWKioqi6siKFSvwy1/+Eo888gief/553tbSpUvx6quvwuPxYPTo0Vi+fDluvPFGw3YmT56M9957L2j7qFGjUFtbCwAoLy+H0+kMOubLL79ETExM0HYS4n3euNGqcx3LwBOKD4kWjlivVbSIAegsGYr7tbSYeNH0jAygoYHFzUioos/hw6YrhtgjNhZ46imWijRzJrMCS0rsSE9nljHACDxEIaYsshrmzDmLqqp4eDwsBkko5wEDGHnHpElenUs1LQ2orwdSUxkQTKyqBDAFvXcvY7wCNAXudPo5nePGjaw9IuQgq276dDuOHmVxfaoDHK3ExQF9+gDXXMPc9HLdXrudlZz0eJhHwOtl9/TRR8D3v/8NBg+O4+550TUPaFZnba2Zl3cULWpRuYvkITJBisrCJVG5f3ftsqCw0GsYhww1waqsa/E64jEDBsTA62UUp4AWIwZg6BaP5JpyXFpsT3WuuFASredQKY4dtSgjPVYVLzdq50pSeED3vJ+IFHFtbS1qa2sRCASwePFiTJ8+Hbfccou+oQsUl+np6VHzTO/duxc/+clP0KdPH2RlZXFF/MILL2D58uVwuVy44YYbsGzZMtTW1mLv3r3oQ4wXkpw8eRJtbRq37fnz53HnnXfC6XRi/vz5AJgifuqpp1BXV6c7NyEhIWQ/xcmEADGULyoCSOhYEjl2JYqoqAFwgE99vTnqIg4OR8+1jpnFCIwZ4+euUzH/UgQliYscAEGW7pQprCTiLbcE8NZbJowciaDFSloa8NVX+sUNicPBFgVffaVXbCQulxfLljHle/y4VtChoYHFQ1XPYMAA4JZbwNHP4jtBYB1a6Mk8zgTKS0tji4WSkjbMmWNHXR1TxImJwOuvt+nAVE1NJlxzzecYMmQwdu2yYPNmM/r0AS8IkZrq58hjQKseFArdK8enVUpW5aJVKWfVNiNXtngNI3CYyrUrc1eLMWL5PJUY7ZNBXPI3rLq+mDkhjkGoxYjYVqR9jvQ+OlKPWPVcu5tC66kSkWs6MzMTmZmZAJhimzp1KlJTUzulA6dOncIjjzyCl156SWd1BwIBvPzyy3jyyScxbdo0AMDLL7+MG264ARs3bkRBQYGyvX79+un+/9Of/oSzZ8/ixz/+sW67yWQKq3hVQkqYqvSsXdumq0WqcqPRqlhchYvFHOrrNWuYPtaOkHb0RCVstTJr9NFHvdixw8pdrk1NPk5iUVurKdqUFD+Kivw6EFx6up8XZz969FscPOjA+fOs8hIRK+zZo0eYi4pVlthYxilNCy35WPnZyP+bzcBjj/nR0GBGSQlbFKosMDY5Q0BGm5Gd3cZdtamp/gulHNt170xpqQ3z57frwFplZSwPmqSoqB0rVtiQlRXA9u1mTJ/ux6uvmvHEExqph1iIgBYBDQ1MATc2aq5d8tg0NbFqVB6PCS7XeR2JhZFFbGSxNjSwOLjIKazKJ6b/ZYUlpws1NJhQWtpLtyAm8pPCQi8KCuz43e+C+YtDKRWjfaIbmVzyxcX2ILezXJijrMyKJUvaLnADqEs4koggPHk8wy0OZAmnLCNVppG4oUXpiLehs8UoJt/dJOq6efPnz+80JQyAK9q77rpLt/3o0aNoamrC3XffzbfFxsYiKysLe6Lwxb766qu45557MGTIEN32c+fO4eabb0ZqaioefPBBfPjhh2Hbosmmvt6MGTPYRD13rp0TGKg+XCJYoPgafZiZmX7OJV1YyCy/lBTmJiwr++4wZ6WmMsVXU2NBczNzl5aUsNglkTJkZvp52hEDUrHtpJgKCljRBDrvnnv8GDcuwAFY5NaORNLSgAMHWrFjhxV1dZoSXrDAh+RkBp6imr0VFe2oqGjX/b9vXxtOnGCu0EmTvFxJUJ1gQCMxEGOSbndwTjjV5hUlM9OP06dNnKCEJt+JE9miEGCu8qFDY+B2x+Dee+0YNy6A+PgAsrPZPqa0bLyGcXm5lVeiIuWel6dVDNq6ldXeTkgIYMkSDcVNCjsz069TTgyMZuIhGoAtHujZUe1nin/TYlUcCxIjS5FISUTFTOMpnkPu9rVr2/Dmm/35teR25XCReC3ZghdJU+g4WkDKtYOJrEd81qHSvKh/YtlFuS8qUSlt8bxI9snP4WIlEgXb1Ra1CKo1InnpDtJhQo+///3v+Mc//oFTp04FMWmZTCY8/fTTYdt49dVXUVZWhp07d8Jut2Py5MlITU3F888/jz179iAnJwf79+/Hddddx89xOp04fvw4Nm/eHLb9w4cPY8yYMSgvL8fkyZN1fT98+DBuvvlmnDlzBr/97W+xc+dO/O1vf0NKSophe+vXfwkA2LQpHs8/fwQNDb1QVDQUDz/8FaZOPYGGhl5ISjqPhoZeAHCB5akNSUnnUVvbB5mZ3+DNN/tj6tQTqK1lrvUDB2JRUNDM/29utuHWW8/i/vtHhL0/QIsL9jQZNKgdI0e2Ii7OhzNn2GQdF+dDQUEzADbGd9zxDTZtikdiYhvuv78F7757ta6N+Hh241QC0uHw4Wc/+xL/+Z+DMWmSB7W1cQCAr79mH6DdrtUHJklObsPRo8apYbGxAfzhDwzZ0tjIjktMbON/y5KYqL9AUhKzwuj507sh7iN56KERWLr0KBob7cjM/Iaf19zM8nwHDmxHZaUDCxd+rnvX/vGPqzBwYDsOHIjlYzJwYDuam2146aVr4fHoFyKbNn3Cz5H7RPfZ3GzD1KknsHbtQHg8Vtx/fwv+8Y+rUF3dFz/72XGsXTsQOTkebNoUj5YWK3760yZ+Dt0rvdN0L9RncSxeemkQxo8/jVtvPcuvTWNIY7xpUzzi4nzIyfHo2nrppUH42c+O83EUx0Qc24aGXti0KR73398SNOZG58hCY2R0jOqadLz87UcqRn0yupbYP9W54e7xSpNI7re7FL6IWhGfOnUKM2fOxJ49exAIBHT1ielvk8kUNo/40KFDmDRpEt555x2MGMGUjkoR//Of/9RZs3PmzEFTUxM2bdoUtq+/+MUv8MYbb+Cf//wnrFZjK9Pn82H8+PEYN25cSFAakSxQaT2RE1oGXogiug+pYgwdT64zEgLORBsfBlhs89tvg5VNdxOrFXjxRUZUMmOGF2VlNiQlsepCZWVWpKb60dRk0tUJJnrHlBQ/54quqzPrSgxOmQIEAh5s3+5ARgaLN1PMmEBey5ZZce+9flRXs/QhAmVt327G0aP6fk6ZAhQWapYMsUYBWgxVzsUlxjTxeBHQA2jWC6WryelLZWU2fPABODMT4RFaWkz8/Z1+4zQAACAASURBVAE0lja5Qhe1fezYF/jqq+u4O3nzZhPPi6bykdXVWkjDamXgsLw8xudNhevlWs4kYnlJQKNqpHd9504zvvkGHEFeX2/Gzp1m3HOPBnSrqbHg8GETd7UDxi5hVSzaKMYqi9ttxooV3+DnP+8T8thIwGNybF+13witLd5fuGtHC2SLRjqr+lJ3B3WJ/P9A96XGjNoHWlJSgrq6Ovz2t7/F7bffjvT0dGzevBnJyclYuXIl6urqIlKSf//739HS0oI77riDb/P5fKipqUFZWRlHODc3N+sU8ddff41rrrkmbPttbW14/fXXMXv27JBKGAAsFgtuvfVWfPrppyGPa2xkkyFNQBSjZA9XcynJqEqKsS1Z0sZjm+SqpAmpocHEy951VHpKjPiaazTSEpKJExkKl1ykCQmBoIIEDHVswYIFWorX/v1sP9F+Hj3K3Mtjxvixc6e2mCkutnJk8fbtZqSlse3ygic7mxVH2LjRioMHoYt71tWZ4XSyOCRtZ7WC/Who0JRwQYENkycHkJWlp18EoFPalOJD9YYp3rhrlwUlJV6OaqZznM5e/Di3W0M8JyQEkJtru8D8pcWcm5ttuO8+rQ9ZWSYsW2bF0aMMtPXBB+ydychgNJzr1lmRk8PuKyfHx1OmVGxiTGxIS2OI/thYxiiWmsrQ2SkpfowcCZ5643YzINmSJeD/p6RoxSwioX2U48MqcJZRPi8b21bU1l4d8jpGrnDxfzqG3M2U4iX2R+VYE4tfRBKTVvWzqxRzJBKqz6q+XWpR9Y8Wzpe7b+EkakW8Y8cOPPzww/jRj37ErV6z2Yxhw4bhhRdewMyZM/HMM8/glVdeCdnO5MmTkZ6ertvmdDqRkpKCoqIiDB8+HAkJCaiqqsJtt90GAGhtbcX777+PxYsXh+3nW2+9hZaWFuTn54c9NhAI4OOPP8bNN98c8jhCpIoTR0MDc/uJcUCadMWJITExoJsg5DSGujqWJnOlS0YGeLWkfv1YAYaSElZ9iKg7Rb5tssISEwMYMAD4+mugpYXFSOvrzTyvmpT69u0Orqg/+YR5CdLTfSgs9GPePBs++YQhqkXr1+XSrHOyYskiz82NwfjxjHRD5K7WYp5scQCwODLLRwYqK03IymIcyxs2mJCaqgKIMZczoaGrqpjSnTjRx6sxVVSQRW7mHNEigQb12+Xy4le/suLcOXDruKXFqkPrJiayhcoFBxTS0li61p49wJ49bCrQQG16d7bdDuTkgLOU0QJSrNZECxF6r0PRNspxVCq8oKKXBIwVjniOUfEI+nvq1BM4dmxgVAAeEXApK0f61pcsadMdL4rIUrZli4WzqXWWYugqBRNO6XZHuZyLlIuVqBXxiRMnuMKiusRnz57l+++55x4soWVvCHE4HHBIpYN69+6Nfv36cTDYY489hhUrVuCGG27A8OHDsXz5clx11VWYMWMGP2fq1KkYPXo0Fi5cqGvr97//Pe666y4MHTo06NpLly7F2LFjkZKSgtOnT2P16tX4+OOPUVpaGrLP+fkxKClp45Oh6PbQVvSiW0oDP5D7LjNTI9AnJCxxB990U3CazZUkI0YwCsm6OgueeIIpPzY+Pkya5OUMTwA4ChoAZ5oiRjERHVxebkJ2Nvu7oYFtJ1csAKxd247cXBtExTJoEDBmDLMI7XbKFTbB4WD5reXlVo7E/vZbqqZkwZQpNqSn+7BxI2M8q6zU+jtiBLPQly5l1/n6a3YP48f78MYbjIRk3Tor5s9v54sIco/Tz7ZtwXW+H3zQBq+X5UPv29fGlfGWLRbU1wMPPhjAQw/ZuMsZwIX7BQCWFSBzkn/yCVP86ek+lJT4OIKZgQnZMQ4HMH48S5USQysAGy9i9QI0q5HCNPIEaKRUxe3UlqraEHu2Jp2VKS5qjaxg+RxVu0YiZz/I28j7ZXSOfL2mJhMWLWoPClupROWe7kia1cVIVyqwSPsbjr88nBg9t+6onKNWxAMHDkRzMwPU9OnTB3369MEhgabl5MmT8Pk6p27mE088gXPnzuGpp57ihB6bN2/W5RB/9tlnGDx4sO68I0eOYPfu3SgrK1O2e+rUKTzxxBNobm5G3759kZaWhrfffhujR48O2Z/0dHZfxB8ruz3E6jOyu40sO5H/lrY3NTHkaX29Hzk5V2YxB3J/7thhRVKSn6PE09M1ghNilmpsNOmUcGJiQOeyj41lv8mNzVJ8TAJdpaaoSSktWODTFUqg9ilGX1jInsW4cXadUhNl2zZg2zb2bEQEZnIyU2719Wa0tWlKrG9fVmzikUdsfBFx//02DB/Oyja2tbFxoVrBFAcGwGPBpaU2TgSi4huXSUKSk4HNm5ny/N3vzuKHP4zjLmyxPjNdiyH1rZzogyxbgFGA1taasWyZFU8/7cWSJWwR+vjj7Tr+aXp+RjWKjUoAGh0vTsBEJCKnfkVirZHSUyFkVVbxhAkxHHkeyi0cLparUp7kpVAtDlRtiNcMp4y7WrFEq7zCHR9pW51Vf7k7uc+NJGqwVkFBATweDyoqKgAAhYWF2L17N5YsWQK/34/i4mKMHj0ab7zxRpd0+HIKfbxyWTSxaINMpg/oJxmawEWQF6ABckiuJGU8ZQr73dzM3NIJCQGuCChXNjvbh/z8GJw5wyoXAeDApTNnmKIyyq12ubxKgBuBtESubhlcJZf7c7tZiTmyXOk5jR5tD0Jdk6s8WsnOBlpamBWckcG2rVrVhlmz7Bg8GEE4AVKuRPZCfTISAvx9/PFZbNli454XUjzEN0258OLCUE7TAVjMmsbWagX27GEKWcwBDqcs5D6oRGU5k4QCbYnb5L9FEdmkVMeEclkXF9t5FS/RFW0k8nhEcv/h2gMiUySRKM6LBWt1hmWpemZdYbGqxq67WcZRK+L3338fFRUVWLx4MWJiYvDFF18gNzeXW8UpKSnYsGEDQqUB9VSRLV4jLmkASneZ+PBFxCWgIWiBK0sJOxxAUhKwaFE7Nm60IivLh6YmVvSeYsJi+T2iiywqaudx45dfNiMhgRVYaGw0IS4OOHOGKawpU6ADEsXF+bF+vQ9PPmnDCy+0czSyPHGLsUhAX8motNSG06dNSE/3cQt1zRoz5s/3cas9M9OPH/zAjrVrNYW9a5cFDQ1mXHAYdTjMEBvLxo1Q0wB0iwIAugWFXEavvNyKmhoLMjOPwmwewr0Q8fEBVFZa8PHHwPr1ejepaCXTM1m3zoqBA5l7mt7b4mI7Xn3VjPh4dt6HH2pgLBK5FCHFqUNZlIBx4XjZGjZCT4dyZbrdwYUOxOsaTcylpTbU1Vn4GOTkxGD+fM1bI7vnjZRtVZUFZWU2FBa2h+xjZyla1bHi3+++2xDEMhaNXKwiM1pEXYprd0fpcB6xKIFAAP/85z9hsVgwYsSIsCjlnizyiw3oXdNyUXOZcUjmm5bLwRkVju+JMmgQUyaUXiMykonWGJFCkFIBwK1mGjeHI8CV3JgxfpSXm3UocUpXOnr0ND75hGEPKA59+rSJxzqp/i65O8VnRv0QAU40wS9caMOiRe1BlqPoygW04hGiSzI728fr6SYlBTB3rh3V1SxViGosJyczABmhtqNlVqPzCLOQkuLHihUtuPbaBL5wJK+LWNFqwwYzDh/WigqorEK5BKJoKVPaV0VFe9DCRgWeEYueyL9V56nizUZtk8eJ+iqLil9ZlYJE1isAXgCDxo+qWIWy4FQLDblcpTg3yBJuQRGNZRfKOxDKIg5ngUeiDC82xttV0h0Veaco4u+SlJba+OpetaKmiUh8AcV8YzpG5KYFNIu4pcXU4xUxuXDz8tj9VlZa0Ls3czmXltrgcDCmJ7G0nzgZipM9oMX6iKXp+ecthnFcuR8AAzoNG8b+fu65dh5GIJesmMsteiyomMS2bfqcYlUOq2wRiRZQY6OJc2evXm3FLbdoNY0dDkZlKRYFkV2Z4kReW8uqf505w0ozashtYxk0iHFi5+WxlCoR6SzHYsWxFnOT5XsU483z5llhtQLp6UBFhWYhiwtUVXGUaEV1rvi9GVnKtLhQKR9aZMXGsopf9A2K7mfxGc+da8fy5W2G/VctZCJVlp0NKgrVRldYxMXF9pBu++6oALuLhFXEqnKHkYjIhnWliNttRkGBnaMfVe41eeUr7qPJTebkLS21cZetitu4pwrFaKlCEsU48/K8OuQ5AO4lEAkxAAQpTVKQIlc31SoGAL//M3z55bCg9pKSApg1y45PPtHqBlOhBHFBJJb7o99OpxUVFRq3s7iIEi0nIhohCxgAT6siK5msK2qL0OFGuAIAOmUC6FNixEIDIoq/ocHEgWrZ2cAXXyAo/kwEML/5jZePuezRobaNwixiH+bMYSufysrWIBxFKECTfA35OiowWDhR3QMpH9mqJ9KX9etbw1q44nMIpVjE+cCoKlOkMdGusCw7i9BDfOfCeQbCbTeSi1m89RQJq4j79esHkyn68m3hmLV6ouTnx6C6mqXEAPpJC9A+GFIyIuG7UT1i0ZXXk93SI0YAjY0sdktCrFVkbVIcktzUpJDJDSwWqRddx6SsqJatCIyjxQ0px5qaRuTnX8v7ICJ7xXHPyYnBwYOsv4MHA08/7VW6NKuqLMjNtXHXq7hdBuwB4HF+gE0gLtd5FBfbecpPfb0Zjz/ernPTi9eNpMg8iWz9ERrc7TZzS37BAl+Qt4Hc/1lZPu5qnTCBlf88dUqfY52RAc6wZaQUxbEoLbWhstKENWvag74P8T6MYsRyP1WAsEjzgOXrkPKh59HSAtx3nw+rVll07vlQ7QHGypWOkXEi8n1Fq1DEdziUUjf6XyWhFHE0MfxIpaPWcFdY0d3RZR42EPVf//VfHVLEV6JMmuRFYWFA9xBVeZOkWMTYF73M9HHSxFVXx5iRsrN9F0gSeqYi/uQTfbnAAQPACzWQi5XqLIuTNoGfSER3KI0TMVQRe5HoAps2Ta/AAehc/yKwTgQ1VVa28gm9tNSGdeus+NWvNHf27NnsmkVF7YiLs/H+AMETUn5+DPr2ZfdBcW/xXgDwlB9xona5zqO01Hbh/+hKBTLFb+b3S25wusf161tx6NAhbNuWKiwI2Xsq1iQmhbZ7d6tOWVAYoK7OokubGjCA/W5tteGvf9VctKQkSHHm5zPFbgS0kt3IVJFIvFcqCkHHUBuiEg41UdfWmnU1lz/+eCB27YrByJHseRB2ITHRYvhsZS8Dgf+MhJ2vT7PqaByX9skLVnFM5GPpmqoQWaRC55OHJlJFeDEVoEL1pbOluylh4BLEiP1+P7744gskJCTAbjcm1+8JItaLBfSWgIyWFCd/ETEKgIOyiJ2I+IITEgIdKn/YHYVSlij3mv3t52MCQOc1EK1VMcVL3FdXZ8Yf/2jBzJk+3p6I/CX3o9l8fVCMUGR8kq1oUSFQ30pLLejTh9UXPn+egarOnmU/mZks/aixkdUYTk3VqkOJ4DMAPKZbWKjFpgFwIJqoFGVXL22TJzj6Pz8/hsetSanQ5FleboXffwxffXVd0PsHhHeNGrmnRS5wIi8hzhxiMiMQndPpD4q9q65B/aHjHI4YHgqQY/miR0RGLMsx6YICOxoaWE53czPwv/7XF7jvvmuCvlX6Ro34oeV2ZVS4yhqtqrKgoMCGI0dag+5V1Xa0crFWqsoi7ixXcldLd+tPZ0iXK+Lm5maMGjUKFRUVQaUOrwRRAVFIxG0i2IZWuBQvdTp7weU6j/Jya49VxHIakcMBTJ4c0BFFAPo0IdmFJ6a5kPKUQW0AI7YgWso//9mEMWM0TuP1679EVlYiAATFXWV3MoCgOKsYTli61IacHJ8uNcjp7IW//c2EXr2Azz9nSvm99xjPcnIyI/GgmK8cehBBTqLVQdeWLRoR4U2IXUotAhCUTywrVlqU0PVp+4QJMdi9W3PFGrnBjeK24n7xf4qf0ztsNgMnTujjxWI7MsKa7pni61lZvrB5xwSu2rnTjNdf18CAVPd35UpGQJKUFIDff5CjpkXF6HT24udEEuuUXePyoiaU6/xi3aLRuLpDHRNtjPhSK7+uuF53VuCXRBGPHDkSW7Zs6fGKWJywQqVJyBMPTVCim5SOo5SSoqJ2FBfbe2yMmISQ0kTWIaYlUUoS0TSSq01WyDLISiSyoIk+Ly/AizMALHUnO9uHFSta8POfxxsi043ir4A+BitazS++aMXMmT5u0YsiAqcAxkbVt28Ab71lwtVXM/T4I4/4+KKLlEddnYXH01NT/TruZoqNkgtetujFBYYMHqL7crvNOHLkCIYOHapzC9M4yAsUQJ1yROeFci0D0L3HAFNWv/qVFcePM7BYRUWrbtEqjpus1Gj85XrNdN68eTY88QQjahkzxq/zUsnHu90a0llUxPI9zZljR2WlGqwlPmejhUlXSGcrDrG9zgBrRQPQiqaNzpDurHRV8i9FHKUYoUFla0a2emSL2O0268BLAFBWZjOoctNzhHKHAW1yFl3IoqVIv2UrFQAHHFFBiPR0jUxj3Tor9uwBL+6weLGFs2vdffdhnfIBjL0WRm7fefNs+Pvfg12KsqKT+0zHiAouP9+GxERg5EiGWC4q8nGrnzwhKsvFqP1QqUByO0aTrexiVVniAHSLJSMFLbppjfLoH3zQxhnJkpOBa69lMXqxP+IYi2xzeXleFBezkBZRmqpc7aq+yd+nvDARj50zx85BaeFEhZzu6om/M5SeKJG4prvq3qJpT7UIvBKlZ5tfl1jKy60cNELWiDwhut1mHcEDWXS0jT5gApGQkkpKCuDgwUt/T10hu3axiT4z038B7czirlu3WniFqro6MwdjiTnDxcV2lJdb0dBgQmFhO2przdi2DaiutqCpiRVO6N1buxYxXzmdVng8JvzjH1ehtlYrtiECfVQfMimMqioLP5aUsNtthhwLFM8Pp4RXrrRh2rQAZs704cwZlsucnq7lCROwic4hRUjKSBXuoPES+0NWqdyO2C9qh+4pJUVv3dO5NB5uN6ueJC8MxLbENsSxEttMSgrg/ffb4PG0wuNpxebNbXC7AYcjhv88+aQN5eVWDB0aw1Ogli61YeFCK6eWLCz0oqioPYihK1Tf6LfbbcYdd9ixaVO87jga65QUPyorW7F1qyWoTZVkZqo5BKKVUNeQ70tWkOI9RtpeOJHb68i9RTJ+Rv1WnRPqe7uS5F+KOAqRY5ViwWlAW83LZc6Kitp1OaAECCIXbEoKQ3UeOdL199BZQhzJshw/ztDNtbUs/aS42I7161tRVsYqGtXWMuVL1m1tLZvAa2vZxLhkSRt3Se/aZUFiYgDJySwPNj3dj4cf9uLxxzWXZX29mSOdDx82YeBAbR8pI5p06Zk0NJg4aIomGtnqFV2h9HdpqS1IwdH/1D6dz1KeWuFynUd6uh+PP96O3btbsXChDUOGxCjHTlRm9Fs1OdJ40bVklym109Cg1S9WTX4qC5/+J2Uvni8qf7HohdE9qCZxpvTaYLcz65gKsM2bx+pF5+Swc1etakNlZRs8HpOO+EV+JuIzVo0XeZ6am1vxH//RqLsfEYkNMDY3Km8ZbtJvaDDp3oVoxKiv4j5xv2oMVRJOMXdEURtdy6gtoz5Hco2uUrQXu0C5FPIv13QUonLhye45MQ5HSGhZYctAHhKtfF33FqJT3LHDioMHmdv14EGGmgVYEQYSiutSzqxYNINioaJrUqZTpN+jR9uxYIGPk2bk5towZYpWpi831waXywu//xiGDBl8oZ++INCXXP0KCLZkAT2blMoyDTVpiCQlAHThCPr/xRetOH+epXwR0Ezui7wt1AQui9ttxsKF32LRot66c+h9lXOgjcZD1QeVGz1Un8RzGhpMWLnShpYWxj8uYgEaGlilKkKiU9y8vt7MU9dEBRwN6Km83Iprr/0UmzffwD0RqvGkZxcuT5kUvBFy22gMIhHVWIdq2+gaoa6povuMRjriBYjU1X0xbfdU6ZkQ3cskNAGkpGgWi1zwQcu907sRZQYnQI8WFYkgurtUVQFVVezVWbDAh1//2gKvMG+JYCqATWpirdrGRjZOtF/MxabyiG43Q1Fv2WLHfff5YDazjy0ry8fd/Nu2AUlJ2iu8erUVN9/cB/36MaYtMS2FlLuohMRYKeWw6nN9Q0+Ecq6m223mLGkijWRioj4HedYsO15/XYtH3n47y209ehSIj2fUlTKNKkkkyo/2paefBdCbb9PO158byv0uXle8Jo2ZkUKmMaRnVVJix0cfsSIRS5faeN6yuODJzvbh8GE2/nPm6IGLHo8NM2Z4sWsX85pEUteXhHKrDx06z985cSxFoYViOOUXLkwhSjgFJM4d4qJedq/L54j7xP6Eeo7yPUSqHFXnRiuRWr5GYxTqvJ6shIF/WcRRicxhG2oFKitmQJ+vKHL6ipzGPU1GjABiYqCj5UxLYzm2Dz6oz69VcRaruJQBlmebkBDgRRSIT1kuPRgby65HlY727t2PY8dG6agyRSYuILwLL9JJVQbe1dRYdHFV+RwSGZwkT4hEptHSYoLHw+6b2pUVhPzOifdgxCccavKNdEKW2xC/jbIyK+LjtcWHyI4FgIdmxMWGfE2RTSo/36ZjbHM4wPNzRVEtjGgsAH06FwHBVNemBdq999qxapVxtSSxn0YLNqPxJES8ag4R25D/l+egjkpHiz5EY3WTXC4mq55kJXe5GRYTE4NZs2Zh0KBBXX2pLheZRcvoY6G/RYvY7WbgF4qJAkwRJSSwY3qiEgaYO1pUwhUV7Xj0US8WLdK7p8W4ZkODiVupFFulscrLYxWEpk1jbuz4+ACfyPfta8Phw63Yt68NFRUsFjxwIIsrLljgg90OZGffhOxsRt3Y2KhZF4mJgQv1jTULWqWAZetDjkGK28RFBE3Gsosb0NKzSFTeD/GYoqJ2FBW1Y8mSNsyYwVyypaU2DBwYw/tJfZLfOflaRvepWf0I2ifH1sXzSYkCTJk0NJjgdPbCxo1W5ObGYOtWZrEWFbXD5TrPUeHUBn0HRosAEhrP7Gwfiop8/JlnZ7P9t98egyFDGNiL+kigR0Abf5HZLinpPH8fiIlNNVFT7PjAgVYOKjQSYowT25LHjK4vjgMxw8nXV1nashKm7UZWspGE2y8eF8ozIv9v1C5tv1xMVuEW1N1JOmwRu91u7Ny5kxeFuO666zBx4kQMHz68UzvYXUVl/cpsTmJcUGSNonxLWk1v3WrpkTWInU4/PvjAzK3RigqNNhAAVq60YfnyNl6onkBcMhGFmGctfiAipWBBgR2treAuXcoTlgsy5ObakJHBKukY5X2qOMBpv6q4AqAHb4nxVVJMIje2UT6u2I7RdpUnhaSqilUKevRRL3+H5H6J56gsYpUFLl5XHA9SYhTTXbu2jSsduTKT0T2qXKgAI9FISfHr0qMiiR2KfSQvxOnTJrz/PvOUpKWBF2UB9Ix3ohUYzvUsivjNqkRkzxPxDzIhSbQWmvhsjPraUasvGq7pSPp4MX35l3RAEXu9Xjz11FNYt24d/H79oJtMJuTn52PFihVXbE3iUG5F2i/HekhI8Yrl7kQGpVWrLDq3a0+S7GyN6pEmwblz7Zgxw6tzEYv3DAQTYohVgMhNS0pu4MAY5OToyxEOGBADr1erh7t+/ZdYvnwo7r2XYplmnoNMrmMii5BJWeQ8WCBYkbA2tXieSJNJx4f6W1QmRscYufJov9PZC4cPmwzJLEhClboj16jRtUpLbaiutmDGDG8QeE4cK/keRDE6hpQoAJ17eOjQGKXLWXUNOQ+dxmXvXhMHDcbGAsuXe3ncd8iQ/8GxY6OC8qRV9yRel3lSbEhK8ivLI0bSXyNRzSHRnAuEL0Khaquzqi/1JOnOC4WoFfHChQuxcuVKzJw5E48++ihSLqBcDh8+jNWrV2PDhg14/PHHsWjRoi7pcHeQcFaN0UQuWmJivLS7W8SxscDEiTB0ny9YwJTm6dMmTvG4dasFpaUWrF+vKU2RrlFkzaK4OR0nWp1itST2P3DgQCvy82MwaRJT8oQ2dzr92L7di6NHWT7Tvn1tnBRERgrn5sbg22+B4cMDHFBEdWZJURjFlOWKTuIx4c6VFyFGpQKNkMwiJSd5F3btsqC+3ozly5mSmDvXjtRUP06ePAmTqX8QaQgATpIiWnnl5VZs3GjVgcWMJJJJzShmStvKy61Yt86qI/cwsqCN2hbbFxc5xcV2bN5sxvHjDFdQWdnGCT3Ec8IhxsVxX73aqiuOIe6XF1jRSEfirioFHqpNebvsHQi3oLjUSkwVThH7E+q8aMeyO0jUinjEiBG48847sXbtWuX+2bNno6amBocOHeqUDnZXCeXikz9y8SMll6pYWL2mxhK2uPulFCokrxKR1F+W5GRg82bmil63zsp5muUJmdy/KgYy8Thx/MaOtWPWLK0SEykgj8eE/ftN+Ogj1u8332RgLVLOaWlsIdHQwPqYlMRyVFWAOQA6JSoyPJFrXeU2NvKSiPeiknAuR3mfSkmFauPddxvw4YcpPGebgG+0YKLfVAtbLBoh9yWSbdEI9bu01MbpSVXth/MSqI6Vx+R734vB0aPAQw+14Oc/7xMUClEtluT0taoqVo5T7GtHlaBKwoU0jO6zo88gErCW7OW7mHegM46N5D00OkaU7qiYo45Yf/vttxg3bpzh/gkTJqC1NXxtz54o9EBFMAs9VHFVTMfJaU30QsupLd1NjJQwoFfCVitzSVPd4XHjWE3l4mIrHn7Yy92/JKL72e3WGJ7kiZPALmSppqT40b8/AzElJgawbJkVZWU2VFcz4M/u3a188TB27C26fOzx4xkJyPbtbXj2WS8njBBjiLL1N26cHWVlViQlBbBwoQ2JiQGexyqTQAB6di7xfSBLSpwI6G96d0JNGvI+1QQiWgo0dqJMm6alUhH4a/16RjRSWMgAVcSARvemIqoINZmFI7YQ75l+070THMjZzgAAIABJREFUX7hR+/Q7VLqSrJSIlYzkww9b4XJ58dpr8Rg92o7sbB+nzmxoMPH3UsW5Lb6fRUXtnNtcHgO5P/JzF4+XtwOhAU1utzlorolEjEBjRu1H27doFFpnHBvq/Q93TEpKMJBRda+XS6K2iH/0ox/h6quvxpo1a5T7H3nkEZw+fRobNmzolA52Nwm1gpZ5d0WOaSC46ACBkbZsseiQx91RHA4gPZ3lEJOYzUDfvkw5UwH6730vBvfeq8XSQqWU0CJF9BCQ0FgR05HLdR633x6DTz5hip/imxs3WoO8CQsW+HjqU3m5GUuWsEpNdF0CGlHlnoYGM86cAf76V+DZZ31BJfHcbjPKyqxBpBKiGFmmqhW7eJxs8YWKFaq8BqEs43ffbQgq+mDUP7kd1b0Y3ZPRtkiFYrUUu+8Md6LcRmmpDbt3f4vPPuuDo0fZtthY4PjxVl2d6nD3Qh4tuYBLqH4A4d+Ljt5XR9sh/EBXuW6NPDqq/7vKsu5JErUi/vzzzzFjxgyMGzcOP/3pTzFs2DAAwKefforVq1ejpqYGGzduxJAhQ7qkw5dTwrkS5QlVnsxF5LTomu6JpQ/37WvD9Ol2HD3KXMLPPsvitStX2jhAS45/ym5deZuqoIFYlB5goCwxJkxgrGnTfJg7184XCnY7eKEBOo8Q2GSxyPHliRP1k6oRctlo8pVdeEZKV27HKObY0cmbFj9+/2ccrCUu/sT+dwTlbbQYDQUwU22T9zkcMXxBZzRWHRF6z/z+zzB06FBs3WpBdbVFt6gEWE488YyH6rsINBO3A+q5QVWTXNVHklDvQkfc3ioh1/SlyvGV7wHoGhdxpOPQ3RR61Ir42muvRSAQQFtbG0wmE0wmZo0EAqwZq9UKi0XvqjKZTGhsbOykLl8+oQ8aQJBlIh5D21WuKaezF49zUl3iywHUkhVVtJKcDJ0SbmoyYdUqC+bM0SZS0RsAGK+OVZbfwoU2rF3bhrIyq7I0pMvlxerVbAGzdm0bZs2yc7TsoEGsPvD48T7U1VkwaZIXTqcVVI5PHvPkZOCFF7QUKJJwFqoonRm/i1Tka4k1roHgdJ2OTFCRWOodtXRUbYpWP4mRxS+2Q/tCZS0cOnQIx46NClr4yYs9WgzI9yLiBygfnUg5xL6p7ku2uo3Gzui+IhGxLVpoiotPeSzo3YiEJCSa9zqSdrpSOstrcCklakX82GOPceUbjaxatSrqc7qrqF5K+tBUE4GowGWrbMcOa48l8wDAc3gBICPDjjfeaFcCXUJ96G43o4bcsMHEqTKdTj9XwGT5yuNUUcFidps3m/DUU6xe8LFjX2DIkMF8nCn1hJQxSWws8NprbGLcuNGKoqJ23SJLNemEmhhFl2VHRR4valc1dvJkL+exA8GAnI5YU9E8w66a7CJV6OH6Ji9MCFQ4fz7zsmRns9BLWhpw330+rFplQWWlRkUqh1mMnnlHvBnRLuDk4yO1bMWxUNVmVvX1YhaXnWX9doX7ujsp6C6nuLzSRJz0xMlJLGSuso7EYgOUelNfb1Zae91FRIT0gAHAmjXtnERDFgJLuVxeHTGHHKcTiQ9o7O66yw6rVY3GXrDAx63XtDQoY+miBbNiRQvuu+8aHeIZgK7PLpc3CLWuIl9QuXEjtRzkv8P9L7smVZOfyo2sCoGQ5eb3H8QNN9yga4val/tMIhJgyPujUcDh+h1OysutqK8367AGKnrZUG59uW9GCxOHIwb79rHriDniu3ZZ4HKx6l45Oaw4h6yMc3NjEBfHio+Eu7/iYjvHGRiJ7FEzGluRGCcUvaqRRJpHrHKZy/vlhUC4d6IzFWAk7193UrhG8i9FHKXIL55MCiEeR0JsRABQWWnhTFTk3u0JQpSSNDk5nX7ExwdQV2fBO++AW7Iej1bLl0S21iifmBYzYuH4ESO0Kk6RSGwscO4cU66ZmX6MHWvHSy+xylAlJW08bkxjXVHRjnnzbBg7NsDza3Ny7NzyoX4bsVuJYvSBy9ZJpLmq8t+qNJpwfQllEUdyD505aYWz0iJ1hYrPIhJFJbZBxwLGTGOq9sQFDb2zixdb+IJUfp5iCpzcJ7KcVfOEUV9lbxuloFE4K5yb20jp0TMxejfk0ID4LoZ6h/8lFydRK+LXX389ouNmzZrVoQ51Z1Gt7FUpD7KypmN6SplDWQYNAlatYh8+lR9MT/dxcg4AmDvXinPnwC0LlTUn50/n5XmRnx+Dt97S0NcAc0UTGUM4mTKFEY2Qi/yuu6ywWs28rexsVsv4iSeYa5piyxR/BqCzUuSJ2UghqywFIyIXWcIBtUKJkdtTvpbbbcaRI0d0iidapStbf5H2UXVsNApUPn/ChBisXatfKKmUSzhRKR/ZWyC3LR9DStntNqO83MTfu5QUP4qL7fB4TEFFLgAYKk8xlAVo2JOCAlZ1DECQpy1SCWWBGilileK+2BziSI+P1NN0JUrUirhfv37GjQmx4xMnTnS8V91UQrnDZDc1kSOQC+nJJ22X1frNywvgrbdMhmQcgFZHuKbGoqMKlAk+FixgE0RCQoCv8m+8MQbbt+vde7KCkhHlS5fa0NAATJ+uxYPj4sAr7YiVlsjyFSUjA6isbMXw4TE4fRqYP19zY+flaUQVdXVs20cfsVxnl+s8d30SUjoUQjqU5WsE2gsnoWK/HaEsFLeTl4Zc0x3pRyTXjEYuNm4XzkUaSVuhKD+j6Q9949XV7L1KTAzwutp1dWbU1VnQty9jbKOyi1QTW6xfbOQFAaD7XjraTxJVO+vXf4n8/GtDniu+i6pjInFHh9sXTjqi8IHuSdoRSqJWxA1EUSSI3+/H0aNHsWbNGjQ2NuLll1/GyJEjO62T3UlCxdtUFoAYa+oqiYvz48yZjrVvNgPDh6vdwVRTeONGKxyOAI+XtbUx1PWgQQxtvGuXBdXVZk7/J4qRAsvPt6FPH4ZuFgEykSLIiUSkocGsA2INGtSO9nYbFi3SCiMUF9sxcaIPZWU2bj3TM5kyBejbl30CWVk+Hdd1qIkmEks2lPUaanxUEok1Gy4mGk37kWwz4mYO1c9wEzZgPCa0eBLzuVXHG13DCEUezSKBRHQbr1xpgccDnXUsnkOL8aVLbVi1KjiWbORdEcuCEr5E7K9oBJBnSsVYBwSTcoQC8qnmOFWMXuyvqp1opKss3p5iZUc9eyclJQX9DB06FHfddRf+8Ic/wOFw4He/+11X9LVbSUqKnuhfFDnOmJratQ/bSAmnpbHfGRnG586aFcDYsUz5DBjArOIBA9i+8nJWzai83ASXy4zsbGDDhnYMGgT85jdejBsXwIMP2uBymfHRR8DQoTFISdEYbMSJgIT+P3OGKfOqKqbQFy1qx+LFFowYEf5+XS5WHrG62oyjRzUgVkYG8G//1ozWVlxI3WDX8nhMeOQRG0dd5+ba+MKob182YRUVtWPdOivmzbOhro6xZO3aZUFxMUtt2bo1mKUICP0x0/3TeXSs+KMScczka9I+VQlD+biGhl7KPkd6D6EmWbfbrGS7kt2aKiVs9L3QmBj1OS/PiyVLWP66OJaqdkJJaalNd0ykk7HqmRUVtePdd9vgdPqRm2vD3Ll23o/SUhtnz2N86T7k5Gj75W9DHFtiOUtMZOlociUx8XhiCiMRlW5SUiAoXGJ0b/LfIkOZCigX7p0R33tZRDYz8T2J5H2NRkI92+6ihIEuAGutWbMGzz33HA4fPtyZzXYrUbmoxVixyArV0mJCaqq/S9KUxBSfzpK8vAD27zchNpa5fakEnMpSTUsDGhuBw4dZbq7IEBYXB/TpA2VhdaezF+c5Li838bSRaIFa0QohsD2eVhQX27Fhgxlffw1dGUWZGW3uXDvGj/ehstKCujpg6FDguef0JRZlfmoC5sguZgLdGIF2qCKSLOFW7kYhE7//IMxm5pnqqhhfKMuyK62c0lKbMhYb6hzRVd9ZfRPHfu5cO957T8vPp4pg8jwxb55NRxwSqm0gPF+5uF+MRYeK95JFbBRHpncx0sVNNO9oJEDIaOVSEZN0lXS6v7S5uRnn5GDeFSb0AsnWAa1iRYBWfDwrv/fWWxd3TbP0pDIycAEY4sWmTZ8EWZKDBjHLkeK5ZOUCDMAkthMXx463WgGHI4CPPgIOHtTqsCYkBLBggQ8jRoAXaKdUogcfZGNAnM/79rVh3742HDvWiqQkZn06HDH8BwA2bDBh2zZwasqqKhYDJiUcyoIH2GKBxOXy8th2cjLw0ktHdPfv8bTyPk+b5oPdzp5XYaEXa9ZoSHCaHIYPj0FubgzKymzYutWCTz8FFi+2YNWqNjQ3t+Lvf2/lHzxZBXl5GtiLrJOUFD+3GGkymzbNpztWlKoqCwoLWdoXWQl0Lk1gsnXtdPbiFjtNcCS1tWa8+WZ/neVCbTJrWTtWtELcbn0B+3Ci4u81OjeUhRTqWNXxDkcg6Dj53FDtRqJYIhFRiVVUtKK5uRUVFe1wubxYudKGnJwY3HuvnT+n7GwfZs70ITc3xpDTW1zgqSxM+fri/mnTfEHt0nkq5SfPZXT8xIk+5VipvBniO0rvqVE/aX7srPGn41Qeg54kHaK4VMmpU6dQXV2NX/7ylxg3bhz+9Kc/dUoHu5OoXEOqh0+rdQJvqOj0SERwUqRCZBRERCEzA5EYpUdRqs/cuXYsX94WxIFdVmZFaqqfW3mAFutOTfWjqcnEKSWp9J7ohpZTTUhycuz4+mum8L0S74XZDEjlrXkes5g/PGUK0NwMjBmjHSwirF966QjM5iH42c+s2LSJ5T03NZmwZYsFra3GFrfDAVx9NXDqFHDkSCt/doQMD5V6YiSh8mejqSZktA8Ijt/RNgB45plT+MlP+um2hVNE1L6qVnOoqlPiueJ1Ql0r1PVDSXGxHS6XmafKGZ0nb+sIWEvVPyAyD4M4Zvn5MaiuZu/Y5s3sm5k1y46ZM31KNLXRtSOxOsOh8quqWG1m2TvgdpuVeeRGyG6VJyTU+yX3L9Q70p3it5dCOoSaNmLWCgQCyMzMxJo1a65IrmlZjCZM+YWjiaOzRXRNDxoEbN/OShA2NZl4PxyOADweExyOAF59lRU3mDIFSEry44MPzJg/v52DsXbuNOOee/xYvdoMr5dZzomJDG09fjw7BwAvuKCqpav68OmDa2gwoaDAFhK5rRJarJACz8gAz8WOVghstm+fBppxOGLg8bTqlFBTkwmVlRbMn8/ci7m5MaioCJ74w913OIUn/20kkU7Cohw6dAjbtqVGNNFTaUojiWThoPr/YtzVodzhqgIRoSzG/PwYLFiwP+LSfx3tm3wMoM4ioG9n+nQ70tIYWYjqXPE+IrmmzOxnpBhlikvV4pnc3HKIpTOUZCQLu++SRK2Iy8vLgxSxyWSCw+HAsGHDrli0NGBs4agsA/FDyMiwB1mAFyNyTeDbbz+LSZNi+MRUVmbF5s1m3H036+uWLRYsWsSILMgiJNTz2bPsp72dKbnkZKaojh9nip4sY7GGq3iPMuGEfO8kKSl+5ObGYPx4tv1i6i9TOtWIEcDMmXo+6Xvv9eCHP4yD02nFlClMgZPVTv2gCYb6TPHtRYu0WLFMXVhebkVNjcUwLtmReF5HRDW+qgWB2925MWLV9S9Wwilpo0UOoC9eEeo8kdFOVXEo2kVQJAsiIDIPBHmQnnzShtmzfTpCEPJIGJ2r6pso8sJKtpJrahqRlZUYNG4NDSasXGlDaqpfyQIWLbFHtO/Zd80SJukSZq329nbYbD2TvOJiRXyRqqrUZfouRuScXpIFC5hCqqpiipQAI+LxLpcXc+da4fMx1LP4oRvFV0RXlWoSBILZeKhNcTKgBcn48cDjj7P0ofj4AIqK2uFwxPCCDCx2FtyP7GygpQX49FNg9mw/qqvNWLtW8wBUV1uwdy/w8MNNGDBgALZsseDRR7284H12tg9OZy+4XOdx440xmD6dLTIoXSk318atZJrAyTVL91dQYMeiRcEAHFnEGB+lkwAIUu4qqyeUVSCPZzjloKqwo3JfhpJI3ONi/8O1I14/0hzszpqcZYBSZ7dPItbdlpUWEBxzpYXfE09YMWwY0K8f8PDDXn4+pd9Fw1KmWijTtWmR9vvf34TCQi/KyqyYONGnAxmqrFWjYhodlc7wBF0pErUiXrZsGZ5++mnD/efOncOPf/xjbNq06aI71x3FKOYiom1F6eocYpHowmoFXnxR41GmGrokpBgGDoxBc3Nr0OQo3iOgpv2TyxaGYpJSWQdE90nK0e02o6DAzpmTaPyoaIMq/p2czIg5Tp824cwZYMYMxm+dmxuDs2fP4v/+XztWrrRh/HitPOKMGYxR65ZbGFI7I4PFmTdsMCMnh22j3OT4ePZJiFVr6F5mzbLjiSeCFzHi4gvQx8lLSuycp5hoUY3cwPKYhnMximMt9oEsQKpHTNV4OhKX7qh0pvWsajvaSTxays9Q38XF9Es8Tvymysqs2LnTjLFjAzynPVwBElHE/SJ6WvVO+v0HcezYKMOFwsW8B6Gee1cpVtn71tPEMn/+/JJoTpgyZQquuuoq3H777UH7zpw5gxkzZmDfvn34+c9/3ll97DYiv0T9+7MJ2+834eRJE/r3D+D66wPw+004dYq9iH/+M2Op6irxepkCfvZZH1pazNi3z4zFi9vRv38AQ4cyQoAhQ1g/hwwJ4MMPzbjzzgB27bKgd2/Wd1arlfVffKFPntT2nTzJ7uHqq5lFfP317F7dbjP69w/wH4B9+H6/ds9iu889Z8O5c4x96Nw54K67fPiP/7Bi2bJ2lJba8NBDXlRUMBDayZMmLFvWjm++MeP8eRPefrsNr7xiwalTwP79jPmrsRFITw+gtdWEzz83Y8cOO0aOBJKTA/j1ry245ZYANm82Y+TIALZtM+MXv/BiwwYLTpwAJk70w2o1IyEhgL17TXjmGS++/30/Ro0KYPJkH955x4K0NM1C9vvZwqq83Iyf/tTHx4h+0/M/csSMAwfMmDDBjkOHLJg61Yvnn7ejpcWEoUMDGDIkwNsG2Hslnk/bUlL8uP76AKqqLLjtNj8fX5XQGFMbbrcZffs2Yfjw/gCAlhbWT/Fdlc8Xf3eGiPfT2RJJPz/80Ky7/okTJxAfHx9xu6oxOnmSjd/vf///2fv2+Kiqa//vnHkwIsiYAAHECRiwiAUbok3AKo1QQy8gBrE+8kMv6aXtzdyixhcaGyOC+MBU6Sf0etsbRJp6bZEUfGAUO9VojEJ+uag/KMJomGogSEgQKiHz+v2xWWf22dnnMZMJhpb1+cxnZs7ZZ+2199l7r70eey0Hpk7tueDL+tbvt/foByrT0WHDlClRdHQwzc2zz9qRnm7DuHFRDB4M7NqlYPJk7bunsdHRwc758nRR/V1dNtTWOtDVFZ+HU6ZE1boPHz6MnJxzVfqi0TguWduNgMYd3za9996b8SXWI+Ll16DTDRIW1R555BGUl5ejurpac72zsxPXXHMNPv74439Ij2nA2I1f3IV5vWwxlJ0LTRUMHcrOKt533xeYNy+Ct9/uQmYm2w3X1DiQlRVV1av04Q//Nzcr6jdJTXxZvXzCskAOfH/wKkd6hr4feiiE9eu7sH59lypVNjV1w+cbcFK1zoLn8/hmzmRtA1h76TjSyJFMBb9smR033+w8ef45zsh++lN2tOiBB8IoLQ1h//4ueL0x1NaGcPw4O3KVnR1R3xFJDGQ3zsuLqsEGXnvNga1b7er5z4oKl6Zd5FEaCCjYsMGBDRscqlevz+fAli0spjUFSeAlYuprHnipzKpEyeMQx2N+fqRHvmXC31fA4w4EtMeirNSbCG08XjGaVNykMiAhfDy9BDQ++GNCVObKK91SaYzmAx0/47Vm4vxYsyaEV14B8vKi6vwk/PQcP1fpfjBow6ZNdmzaZEdNjQP5+cwbm45V8loV8VvvOJHsGJSZJJ7MOzPDL6snGfz9GZKyEVdWVmLFihX41a9+hZtvvhlffvklrr32WnzxxRfYsGEDLr300r6gtV+CaC+T2dP0jhf1BubOBWbNYov5gQNtmtR/APDoo04MHAiNp69ol7voIreazMFIjSRTWfHqJ9H5ia/LzI7Kq7q/+103HnsspFF969kRRfyBgII5c1zYv5+p6/fv7+pBN6WLq6o6gSuvdGvsvfSOcnOBggJtsH1Ae2Rm5Eg33nmnW7XtAcweyM4jK6io0B7pIvt0a6tNc9xLpgYVr/Ft1xtr/H9etU05Z/myVuMDJwqpwpUoHjNvbx6sJjqwCjKTBM/wZOpZI/s0jVGAbd4oBoDo9c6beOg/eTfLNs6yumR9IcaCT9akYNSfRqp/sZysDUZ1nM725KSdtZYvX46nnnoKy5cvx3//93+js7MTGzduxKRJk1JNY78Eowkl2oyTObIjA48HWLEivuiQDelPf/oSU6YMB6ANRefzDcArr9iwdm1IM0HJEYmPArVpkx2PPmpXbccEvRnYtEjKGIhe7NpNm+waD2aZLdqIpvXrD2DVqjEaz2+KEMQz9zlzXNi1q0sTzWrkSDeKi6Pqf1qQqqudqK9nnurl5RHU19uxahXL3rR9u4L3349vjKhfq6udOOecmCZHLLWxstKJvXttqKvr0m2PSK9sI8Lbm2XjzyzVnR5Tt2oDNdMKJQOJ1E8gxqDWA6uxt80c2WQ0GJ3dBeIbr5ISl+l7B1j2pZ07gR/+kB0b7Oy0aZit3pEiq/2n57j2jwanS/uSlt0feOAB/OQnP8F9992Hr7/+Gq+++mqvmPCTTz4Jj8eDu+++W70Wi8WwcuVKTJgwASNGjMDs2bOxa9cuQzyzZ8+Gx+Pp8cnLy9OU27RpE3JzczF8+HDk5ubipQTjT4ovl/9PE6SmxoHmZgVvvtmNqqowJk+OZy5KFCjgxM6d7JXRWWEeSDoD2MIwbVoEnZ3MI7igwIWSEhc2bbLj5z93ICfHhUWLnHj8cQduusmF1avt6O5mNAeDNsyY4ZIueASiuoy/RiAyCF4FK55Bpt+lpSE89BDzql60yKWq2fR2yLx6kMrs2NGFNWtY9K9nnlHg8bhRXe3Q0DdhAlTTQWWlE36/Hfv3d6G+XsGYMW5NXdnZEbS0MM3CE08wz/ScHBfS02Ooq+tCZydTtS9fzvq1pMSJ4uKQqsYk2gjfggVhLF3KbOJ8v/H0NTayZ/gNFH+f+kR2xIXGn54qtrXVpnkn/LP8+xDrFBc13oxhdbGTRV3i6zGSgPSkIIpBLaM5GUgmh7KeJMqPgcZGBf/v/8k38fSh+bF2bTfCYTb2Jk6MYto0pj6mDZTeuOA3AHpqZJlqXMRjBn2p9k0lbrNNSX8BU4nYzOnqD3/4A3Jzc5GZmRlHarNh1apVlonYtm0bfvzjH2Pw4MGYNm0annjiCQDAU089hVWrVqGqqgrjx4/H448/jsbGRmzbtg2DBw+W4uro6EB3d3xSnjhxApdffjl8Ph+WLl0KAPjggw/wwx/+EPfddx/mzp2Ll156CStXrkRdXZ1ltbqY4UQv60pRUVhlYA0Ndng8MVWKsgIOB/DHP7KgG199ZUNxMVNT8YyMjxjEZ23Jy4smpRa/8EIWvWrJkggqK+146y3Wn9XVDsP4s+KuXE9roCcxiMdz7rqL0U7qdZk6m66ThFBS8nfceefgHvXOn+/CrbdG8Mgjdhw61KXGAeelX3rmoovceOCBsJqE/X/+x45PPmFHwXbtitPS2Kjg6acdOHECuPXW+Hnm555z4JZbwqp9npduRamJgodYja7EP6s37uheNPoZehtJyowGEURtUKLqTavP6J3dLyx0aiJu8ZCKyFpm9Ij2aV5jAcjV1Xr4SJM2dy5QXBzSHH+T2cGNUhZSGbpupS/0jiyZbZpOB+hvkrIpIzbKP6yL1GaznI/4yJEjmD59Op5++mk8/vjjmDhxIp544gnEYjFMmDABixcvxl133QWAHY0aP348Hn74YSxatMgS/j/84Q/42c9+hg8//FCN9rVo0SJ0dHTgT3/6k1pu3rx5GDp0qGHmqETsGzJ7KqmBGxsVPP64wzA/cX4+iyhFjBfoueumCUEJ4MUd3qZNzPGJcqfS+VyXi4WTlAUZKS+PIDs7ikcfdaKurgujR7uxfn3P9G4E4kLD06bXP7LFli9fWelUjw75/XYsXuxEQQHL+cpLDbx6lVR+/AIjqgWzslhQkbfeAs4/H7jnnrCqls/IiKk5Y597zoH339emtdNT1/v9LAXdHXc4cPnlTNrlGTBlbaK8tHwSeT6dH7WJxohRP1odh2Qj5unXW6z11K0AdBdhow2GCL1ph1W1q1lZvTSIRjQmAvxc0EtKwY8j2VFAkQaPx62GpAWMTQhWtAp0L5EUmXo4TnfoT20xlc07OjoS/lhlwgBw++23Y968eZg+fbrm+r59+9DW1oarrrpKvXbWWWdh2rRpeD+B+Ibr1q3DD37wA03IzW3btmnwAsCMGTNM8YoqJ1Etyy92fGovWmTb2phnY15eFJMnM2ZLyRgGDWL/8/MZM1yyJKQy4fz8SA91Ig0ipqY6odISDNrU+urq7KisdGLZMsaEPR4m7XZ3y5kwAPzpTyz93y23sAK33ipfnAlEJiyCeC8QUHpE3SKcNTUO+P121NXZVacVrzeGurpueDwxtU+93phmUxIMxu2tra1xDYA4ySjw/uHDXejuZg4xOTksLd3OnYyuvLwo6upY4H7CQX3Np4UDWBYpgNnqWbD/LjQ02FWVM6naW1ttePRRp2o6CAQU9Xw3JWAgz1Y+i5NMcyC2i35ToggqV1npRGNjXGvEM3qeWfEq30BA69FLNIkgjkO+jN7CZrbgiZsdvfoI9MqSSt9KfUbX+PksG8MyyMuLj5UFC8Kad8L3M40jfgzziUSoDr/fjqqqeK5t2Xvnaa2sdPYwwRAeq0xHT6VN9/oL40oF9Ke29ElkLauwbt06VFdX44033oDL5cLs2bO8ahBbAAAgAElEQVRVifj9999HQUEBPvroI5x//vnqMz6fD/v378fGjRtN8e/duxeXXnopampqMHv2bPX6sGHDsHr1atx0003qteeffx633XYbDh48qItvz549ltvG2+e83hOaa/z/1lYX8vKOIhgcAK/3BBobB2PXrrMwY8YRtVxj42CMGtXdo6wR3H33GPzlL4NRUtKGNWsyAAC/+MUXePjh89Qy3//+Ueze7UZnpwPHj8ftyyUlbQCA9PQwnntuGDZs2I1gcADefHMI0tPDGD48pNJB7Vm7djgWLTqotgkA8vKOorFxsOZb1g88PPQQe9cFBZ3IyzuKzZvTcM01hxEMDsBNN12Id9/9SG3/5s1paG93YNGig2ofXXfdhfjVr1pw8KAT3/nO3/Hii+nIyurCd77zd3i9JzR998tfjoLffw46Ox0IhWz4yU/aVFwHDzoxfHgIBw86cc01h1W6eZo3b07Db387HPff/4XaNr7c2rXDcdFFx9W+AKDpJ/H9Up9QX23enIaHHz4PZ50Vw+9+twde7wlcdtkk/OIXX6g08WBlXMj63spzerhkzxm931MBVvvBCn2J9CkPRnPeCJ9sXFx33YUYOjSMLVt6+sdQeZp37703GHfc0SotQ/j03pl4Pdlx0dtn+wqv7NlktAJ9AQ7zIlpobGzEe++9hzvuuEN6/5e//CUuv/xyacAPHvbs2YNly5Zhy5YtcLn07ZhiXOtYLKabdEKEdevWYcSIESgoKEgJXj4SjUwVy/8eMwaa+wAwfjyTXBSF7X1mzGBS9eefA2PGMBWVoihobHRizJi4SWDhQoZzxowogBFQFG1dLS0tGMNXCODiix24/vownnuOMeHcXGiYcFNTN4ABmDPHiePHgc5OFl7yr38FLr6YBT0YNSqGX//aCUX5FmbMiEJReJXyCPBj+JFHgEDgXIwZAygKqT9HYeHCOM1EL2uH/HjOlCn2k2ppN2pqRmPECODZZ0ciPT2G7m72Dqivrr2W2WnHjx+i0vLii59wtq90zJgB1NQMwYwZ4ZPv0I7x41kb7rxTwZo1EQCRk5qDDKxZk4Ha2hAWLmTX/vd/7Vi58jzccINWNV5d7UR2dgS7doXg95+H8ePjxz7GjImd7JMoampYXz77rIJgUMGsWWEoyrl49lkX3nsP+M1vQlAUG2bMYPZoRYli4cIIgBG4807gzjvJw5a1idk/009+tFIK9YFosuBBtu6MH5+ctKO3hvXF2pYIfVQ/H10K0KpjrdLIl9OjgR/bpCmjMSbW8+yzLqljmewdsrnD5mpOjkvKNKhuujV6tB3jx58tHRf846KanuakXtsThUSeTebdJgP9hOdKIWFG/Nhjj8Hj8eje//jjj/HOO++Yhrj84IMP0N7ejqlTp6rXIpEIGhoaUF1djcbGRgAsvzGvVj506BCGDRtmSmd3dzeef/553HrrrXA4tM3MyMjoIflawWtkB7Ni65LZgcQgC8GgTWNbItUSn9uWd57IyooiGj2hUVFu3WrH9u0KqqsVNfwlad1ra0MoLHSqCwfFoa6pceDrr4HFiyPw+RyoqgojPz+CtDTnSRuqgueec2hSA5JNlc7Q7typaMJNLljAmIvHE0NxcRg+3wB89RVra3FxSHUqI6iocOHDD+N9mJ3N1HcUmrGuzm5JDSpCXl48iL7ogU2q2HnzIupZ6EWLXCgsZOrl8vIIKioiuOkmFzwet5poYtasMHbuZDmB9+5lTkKTJwMff8zsz0OGANdeG1Fxk9MeqZ7Xr9eGGA0EFF2HLSNboJGKNRrVlxzEcWrUl32lkkzETpto/YEAi94GyDM0WcWXiK8DlTMKYyoG+NGz0/P0BoM21NaymOx81jD+OQA91gWjBA3B4ACVMSXzblM1JlKBJxkc/U3NnrD/9ocffmgo7V522WXYsWOHKZ7Zs2ejoaEB9fX16ic7OxvXXXcd6uvrMW7cOGRkZMDPZQDo6urCe++9h1yzzPEAXnnlFbS3t2PhwoVSGv1CZgG/328JL2A8cGU2PQLRDsRfJ7syReTi8fGTScw6w64NUBfzDRvYpqOjA3jnHTbpq6riCwIxGDqmRJCXF8Utt4TVDDA+nwMLF7rxyScsLjQlR6BQibTI0Fnm4uIwamu71CQHq1Z1Y9Qodo525swIGhsZk66o6MasWWE1ms+oUTFs2sRsvxUV3dixowulpSHMmxdRy1CbDhwACgvdPRxexAhHCxe61fu0kBUVhXssctT3VE8gwCTsSZNiqo142TI7cnJYfOny8gg++YRde+455kFeVXVCPcK0dm03XnwxhB07uvD2210qcyc6xJzGPD16Dk6ya0ZjTAaycoksQn21YPXWWUq04YrzhgLeiH2uZ4826yfRL0Rkejwd5DthRKNRXfw18okYORKqTwNt0Pmxw68LZLsnenmfFavjhqC348cIrNj99Y688TiMbNtm9fYHSFgi/vrrr01VuMcsZLqn8708DBw4EOeeey4mTpwIAPj3f/93PPnkkxg/fjzGjRuHVatW4eyzz8aCBQvUZ6655hrk5OTgwQcf1OB69tlnMX369B4qWwD42c9+hn/5l39BZWUl5syZg5dffhn19fV47bXXTOm2CqK62qgcoPUABnru3MXJxoPXe0JdDBYsCKOkxImjR9mkVRSozh58Hl+6RkDHnBRuLNPR6sWLnZg0iTH3+noFnZ02NXtSc7Md55wTg8fDGPULLyiYOpUFIXjjDQUnTgADBrCMMuPGxVBXZ9MEN3nmGQeuvTaChQvdJ53TFM0xKXJ48vvt2LGDHTviFxRabKhsNHoC+/Zpj5fNn+/Gjh1M1ZyREcMddzjwwgshZGUxGkhSJbwkgXd2MsnmuecceO01B+rrmUaBoomVlbGzxHxyCCOJ3SrjIUlG1LKIElMgoJhGlupvO38RZFKglbJUXs+JDWDOkXzf8SD2p/i8Xr/RRlm2mdaji5dMzeqgjaPMm3r+fJYrPCfHhaambt2xJtZP84SvMxo9YWls6B0ns/JsomNPr6zZuW6jZ08XSJgRjxs3Dm+88QZ+9rOfSe+//vrruOCCC3pNGADcdtttOH78OO6++250dnYiJycHGzdu1Jwh/uyzz3DeeedpnmtpacHbb7/dIx42QW5uLqqrq7F8+XKsXLkSY8eORXV1dUKhOa2q1awOVnHSmakK+d+kZmpuZgkMhg2Lpz6McmhEp3CyPQHMm5rOw/JZjwYNAgoKGKNdsoRNCH5Si6EtV6yI4y8ujkfLIkm7tBSq53gwaMNDD4XQ3MzCQhKOzk5bjwU2K4sxzGXL7Fi3zo4LLmBHhW66yYVPPmEq5NLSKDZvTsOHH8bTGgIsUxOrm9F6/fUxVX2YlxePxx1fdOJ1s/ssnGVFRQw33eTC3r1OTJ8OXHEFk3gZg1ekKQ7FhZfOd/P3xLL8wiOG+RQXRjFFZbLj71RAovPDTH0uagfEvs7I0CbQ2LNHnymKoHcvOcYi9+RmGilZG7WmK7q+YkU3Jk50wOdzaI5HGfWreELBysaD/63HBM3WvlM1rr6JOvsCEvaa/s1vfoN77rkHixYtQllZmZrNpL29HY888gjWrl2LFStW4N///d/7hOD+CFYHgN5iacTUZRNEvNbS0oKHHroQR44Ac+awhN45OS5ceCHwySc96aAcxT5ftEeKRmJeLHEE03wMGgS89ZY2TaFeeEUAaso9IL45AOJqbIqTS5JkWZkL1dUKQiHtsarycraIeDwxNT1cTY1NVRvTIkOMnmVI+hyjR5+H5mZFoxam4Cq8xEFAdmr+/C8BtZkvX1HhUrUFfAhN2flmPZWz2X2qW7zG08S3kcAo1rSVDV4iY1PvfrIgW8yJ9mTqCgRYCsri4pA05KdV5mG1XvE8dWMj86s4fhyauOZ8m/Tw8+XE+36/HYWFTlRVhXts/oz6ih930ehu9Yx5byHZMXI6M85UQ1LHl5YsWYL169fDZrNh2LBhsNlsOHjwIGKxGG6++WZUVVX1Ba39BozUITIVmN4ziSRnN8rv+ac/fYmHHz4PPl8UO3cqauAOUkXzDJkP5qEoWokZACZPZuH1qqsdGiadmQn8/e/AoUNxPABw+eWA388SLQwfDsMgJUYwd27cgQmI504Wo/sMH+7GwIEs5jZFpOITp9NiqxfnmoCX0qk+YsQFBW4UFER087nym5HKSieam+348EMWWpPeyaZNdrS32zBzZlyLIFtQ9eIT8zGF9aJnmUGyQRuMoDeLZyIMPBmmK26aqqsdqKlRsHZtT0ZsthlKtC2AlmnSO+STgvCMmMZ3IvXwcNFFbuzfHzeVWFXRxrUDxpuSVIPRxuIM9OIccX19PTZv3oyWlhbEYjGMHTsW8+bNw/e+971U09hvIJkBpCfF8guskZ2LQC/4fyCgYM4cG7xeJwoKIli3zo59++LSblUVY1jLljHmQczZ5QLOOYcx1rlz4/ZgjwfweoE9e4D582OqVNzU1I3GRgWjRsXw4INONS0hTwfRHwgoqK6OWz3S09kQq6y0Y/16tnCUlbkwcSLbOKxY0Y2CAjfWrOlWGeSiRS50dQGPPRbqsQG58ko3rr02otqOvd6YelSloaEV06aNUhkrZVzikywEgzbcfrsTTz0VUlPNZWTEejhT6SVH4DdGdL2kxIWlS0M9ImOR5Mozfb13nIhEKsMjljVixL1dDPtKKu5tHUZR28wiayUKYjhPAD0kYhoLBHrMm7/H06cntZNU7PEALS36SSR44MvwUdcSgVRsXM5AT7AvXbq0IpkHMzMzcfXVV+NHP/oRfvSjH+Hqq6+G1+tNMXn9C8Tk3EZJqOk+nwCc/33kiE1N1M0n+JbhCAQUDBnSkwb6P2TIfrz8sgevvKLgyBF2fds2xkD9fgVvvskmelFRDFu2sOtZWcDf/sbK3nhjBG+9xZh2dXU39u5V0NBgw5gxNtx2Wxivvqrgv/7LjocfDqvHcigxeiCg9KD/ySedKC5m0mxJSRidnTYEgwruuiuM5mYFw4cDq1c78MtfdkNRgLFjY1i4MKwmNJ8yJYrNm5n99v/+Xzs6O21ob7edLOdGfT3w7W8ziT4/P4LbbhuADRtsGDECmDHjC9hsQ/H66yyq0fXXRzB1ahThMJPYAZYg/ZxzgPfft+OBB0KYOjWKrVvtmDCBJVjfsUNBaekAXH99RO1j/l2mpcVQW8vaT9cVBbjmmgjOPptJO6+/bsef/2zH978fxcCB7DhTMMjeezRqU98rn8w9LY1FD+OTqlOd/Hij/qbnCRdf3u+345xzDqmmIxGsJlAXx7k4rhPBlWhdydQhS0jf0WHDli12/O1vJ3DJJYMSwiejjX7zdY0dG+vx3mgsRKPs/dM7k40n2bzmmTFfluo7/3xg40YFf/ubHf/n/8ila3Hc0O/Dhw9j3Lg00zbK3ols7TNbD3m8/Jg/AwySZsT/jMAPIrPdHT/QxN2gOIn1BqQ4UYlJiAv566+HUVvrwLp1Dhw7xo4rvfoqW5h5m+tHHzEmnJkJDBsGfPEFu/7WW6zspZfG8N57duzebce55wJnnw1ceWUEb75px9dfA//1X3b8/vd2bNtmx7vvKjh+3IbduxWVgVGbFYUtPFOnsjbffbcTc+dGMHgwkJvLpM7HH3egu9uGkSNjaGlRkJs7AHa7Dbm5UfziFy5s3mzDtm02fPSRDX6/gvp6O1avdmDUKKZmf+ONE2o/XHJJFH/5ix0zZkQRiRzFX/+ahttvD6kMMCsrik8/VdDUxGilRTI7O6r24+zZEXR0sP6ZMiWKSASYPj2ivoOaGgcmT46/w64um+YdTp4cl14mT47iwAEb3nrLjoYGJinNnh1BS4uC1lYbolGgpUXBlClxRk7vcsqUqHSxkjElo8V87NgYDh8+rMuIrYKMQYigx6yNFl3Zwq23yOuBjFno4f3oIwUjRx7CBRcM0aXXCMT+pw2TuHESn5k8OYqxY7XvSY/Jiddl756ATC+vvurA1q025ObGpHToMVEaGzImz/+W1S3ra6P+F5+VbTwSBb0+PF3BVDU9Z84cKIqCjRs3wuFwYO7cueZIbTZs3rw5ZUSezqCnWuoNDh7KylzYt+8r/O53bvXAfzBoU5PUk8qZHLT0oKgohj//2Yb9+5l6evZs5ildX6/giit6OnWlEjIzgaeeCvWwow4f7sYLLzA7bXNzPOgFeXST09bWrXZUVSkoL4/gkksCkGWV4c0BAGPOfIANABqHLlEFTTjMbPwyuy8lhhBV3+TUpucnYPTejfwGCKyqpvtCbZioDVhWPtHsTWZ1rl9/AAsXjtB9RlQRW3nfVmgiMPIXkdFk1Y793e+6sXcvsG1bz2AfepCIml52mkP228o7PdUq6tNFJW66usZiMUQ5j55oNIpYLGb4iYoeQP8gQBOIn1xmZUUwmnxWnhEDB9TXK8jO/juGDmVBLKqrHVi9mqmGec/eo0fjv32+KIRgY6ipsWHCBGZDDocBjyeGZ55R0HXSFCzbfzU1dauf2toQqqrCmDsX6u/a2hDKyyMoL4+gqakb5eUReDzMG5qYaFFRDPfcE0Zrqw2FhW5s2sRUypWVTnR3syQFXi8LDEJRufgAJa2tLJVhU1O3pl8o4D5/xpjO5pJ386hRzP5LHwraTyAyOt6eFwgomvzPBGKGLFrEiorCCAZtqKlxqEkhKNKXzzdATXghAxob4vigxdHKeCQ8PG2y31afNwPCKWuTbHGU0SDL+sT/F+cj70gnqzMv76ja9yId9NvIZmvlPCufs1uvXbLrfHvonvitV+8HH3QhGoU6d2R0GYHZ+5cd95I9Y+WdWhlriYwzMxDfYX8F03PEr7zyiuH/f0awMpgS3YXJpAEx5y4xExYlB7jpJiYZNjefjXCYMcaSEhcuvTSKRYvYvcmTmbPUsWNM0n3hBQWTJsVV1j5fFBMnRuHzOcAHG9u4UcH997OUiADw4IMKBg0C+FgtermO6+qcqgR++eXsWn29He3tQFFRFMuX23H4cAi5uU71HC5ztIqhvp45azU3s+d27lROHoVSsHs3Y450NIoWCEqb+NVXNrS2usDi5jLPZTo7TH1KkbQoFCj9puhmvPONLMqZuDiaSUl8tiOvNy79UiYois4VCChq5iCig2XpiddNbS0tDVlapEVIRhNDzyWryTHK3pQoDfw1PanV6Nzrnj3QHPcyYpKJtpfKisf59DYdeuEx9cCMHgpd6/P13DzKgA9x2Zt6eWnYqL5E6ugrTU1/loyT9pr+y1/+gtdffx1/O+nx4/V68YMf/ADf//73U0lfvwYrA8XqYLI6kHk1EeXR9fkcGDo0frSIh/LyiOoxLXpQn3UWkJfHJMOvvrKhooKdIRYZ7IUXAs8/z9ReHo9bc0+m8s7MZIFBMjJiaGuzqd8E69bZMWdOFJ2dNuzda8Mtt8TzAgNQPYyrqx3o7GRHlIJBG+6914nHHmMxqnNyXOoZXoLvfteNmpqP8PnnE9RNDDEuWZJzcTGkMqK3K78w8N7utAGgMnxyeD11trgrDwZtavxuPY/bRFS8PPTF8SUr9erdS2QuyPrMCKdeEnseRE9hq6rTZOk22qRZaZMV4MdkQYFLzdttBnzebqv1pJKRpRJfomaQ/ggJM+KjR4/iX//1X+H3+xGLxeDxeBCLxXDkyBHYbDZ8//vfx7p16zTRr/7RIdEXrTfZAf3duHh/+nQX8vPZud1vf7sdd945GNXVDsycGcGGDQ7U1Ngwdy4LNUn20+zsKJqbFZURl5fHjzuVl0fQ3GzHSy8x9fS4cTFMmxbB0087egQF4XOkVlWx5Afp6Ux6pONOAFNnU7xfOjNZU+NAQ4NdlQKrqx2YODGqShJi4I3qaidmzYonRq+ocKGigkUE4wONBAIseMP557fhkUeGqH2mdw6X+pK3Ezc2KurZZAK9xZQWfpK6ZXY0o2si+HwD8M47NvUssuyd02+roMeI9aTMRPFbsQkmA2bMUMbweNu/Hhgd2UmFZGfUBr3/ZtJzovgpMckHH3QZPC3vCzOa+pp5/jPbjxNWmpeVleHPf/4z7rrrLgQCAXz22WdoaWlBIBDAnXfeCb/fj7Kysr6gtV+CmWQg/hcHNgGv9uTL8jYfuj99ugsXX8wCYHz4IbB3rxvV1Q7s3Kng3ntZRKzMTHa/qkpBfj7UjEm8dFxaGsKttzJ7LTEfhwMYOJCFj2xosOP555n9dfLkeDv4ONU+X1xqLS0NoampG52dXWhq6kZ2dgTLlzvw9NMsgYTfb0dbmw2vvGJT7cC/+Q1TPdfUOFBd7dDEB87Pj2D3bmgCH1DSrKqqMMSQ5iTRA4zhEw5+gSUbYTDI6mlosCMYtKmJIUgVT+VF9TT9JryUBEPGCGTnWXkbMg+lpSxZBP/Os7KiKp2NjcaSdSIgjjW9a1aC7Yv/ZX2VDH1m10RzA0+/Ub2yPhQZkKwu0R6tB3qMXEabnkpWD6deO/hytbUhfPKJ1q9A9nwwOECXRj26kzEp6IGVd5xqEMdzf2HCQBKMePPmzbj11ltx//33Iy0tfg4tLS0NZWVluOWWW/6pPKYTfZlWJh6zDUZVRkKZkmpqHCftbsCaNd2qmritzYmqKhZRi6TXESOAcePY/SuuiGdUApj0W1TE0hJSqkHGJKK44YYYVq3qxtatdmzbZsOmTXZ873ssPeHIkcymLEJNjQ0ejxs5OS41kEdjIwtisWtXFz74oAvFxSEsXuzEsmV2dHayWNB799rgcjGGlZcXxcyZTJ1Ni2IgoODGG+Oq36ysKDo6oAYWkfVZff058PvtquMVOc9QGEtitMQkS0vjQT3Iu5kkaQCYM8elqj79fruqPidIT4+pmW30Fj96z7JFHtB3ogKYjTkrK64xIDrF5/j/eotgoowxUY9lwNr41qNbD2QLqMj0xftWgDQi/PvRY3p8GTOcgH4bxbFg5Z3obUJkZbZuZX01dapLs46I4PXqq697K6nqCRtWnpP9pv+92XwCPeNu9ydIWDWdmZmJ8vJy/PjHP5be/+1vf4uHH34Y+5KNddjPoTfqDJnqR7wPaCczqUvJFrlokQs//Smz9dbX27FkSQg33OBEenrcVjtoEHDBBcCHHzInDl4dXVsb6uHZC7DUgevXd8Hvt6O62omKim41RJ/P59BkbgKY2plUxACTUEeNiqlpFouKWB3bttnwrW8x6RyIH9lpblawZo1dY9eePBn461+B7m6oeVdrapiUzOdAJgbh8bjR2RkPK5mVFUVJyd9x+eVD1PCYFIaSnMKys6Nq+7Ky4nZePdWxmJlJZlcmkEU+MwOjnLF6NOg9KwKppvuTCs5o7JvRaEUVboRHT1VvZsuVzVkzTZjRPE8UzPCI9ysr2YZXUYDDh7ukZcyOL6XCVCFet9JnfQX9aQ7IIOHtwdVXX426ujrd+3V1dbj66qt7RVR/Biu7Ux5E1XIgwNKYiU5PdJ9nwiUlLuTlRZGdHUVOjguVlU489FAIO3cqqKxkOX83bHDg6qs7MX9+nK7HHgvj00/Zb54JU0IHyv/b2Kiox2ZYCkIGZNcFgDvucKCqKoxLL42qR46oDH8UhKRtny+KpibmCVxaGsIHH3Rh1qzwyZB8bvh8DhQWsoXihhuiqKoKIz+f0bZ2bTfee68b+flsMfH5BmDUqBgeecSO2293qlJwWRnLyVpUFMO4cW5VqgkEFHz1FcsVzPc/qXtLS9lZZdoUBAKKxgOZaRu0R4KKisKqNM07YxHk50fQ2mrrkbbQCPj7IgOQqU75XMok4ROtRhAMDuiBU0ZLslKCVamF1xLwmgMeklkkrUqUMhDfgSiN8YyIX8R5s4EZfjONgFXa9UwGen1dWhqCzxdFNMrmEZ+L2CqdepI0PWNVXc5fT4UWg+o3M5vo4e+vEnHCkbW+9a1v4Xe/+x1ef/11nHvuuQCAzs5ObN++Hffddx/279+Pxx57DLFYDF9//bX6Ofvss/uC/m8czKK6ULQbisCzY4eCG2+M4sorY9i61a5GnwoEFGzZYsfkyUwKHD06htmz2eIejdpQV2fH9u02XHddFEeO2DB1Kru/e7cCp/Mo/vM/ByMWY2rnYFDBu+/a0NTUjaIixiyrqsJqgocDB2zo6rKpIRmnTImqUaqiURuamljO4VtucSISAR5+mNlOr7oqHkjj6FEbHn2UTQafL4pt22x44QU7Royw4cgRFnlq1y4FL7zgwO23hzB2bAw33hjG+ecDr76qoLOzCwcO2LB8uQMffQS89JId//3fdvzlL3YcPw4UFkZw/fURTJkSxZtvOvDuu11YtcqFsjKmMnc6bTjvvBi2bFFw6aUsNOZ997lw9tld+Otf3fiP/whj7FgWtevECeDmm+PpAsXoPnSNIpcdORIPRdnRwSJhjR0b0/QR/97b2+Nl+UhZemNDFm1KLE8LhoiDonvJcPv9dg1tkcjBHtGTZCE0rUQmIhw8LlkEK1kEraysqOZeonXy+MV7Ik2yfqVrfKQxsUxjo4Kzz9aGm5XVoRdFiwezyHt8+EqzNsuu0zvmxxuVIZwzZkTw6KMOdHQouPXWSI9+ob5IJMKYbO4kCqmIgmX1PfRV/X0BCaumifkCLIIWD7FYTHodYC/+DMiBpBxS2ba3syAVJIGRarKy0omvvrIhOzvuAT1vXgQPPvg1Xn7Zg8xMYMAAZifOzQUOHIDqEU22YFI35+VFUVHhUnHxR6JKS0MYPtyN9HRg8eL48SeAqZynTYuoEjBF8gKgqqVZbuAQfL4BmDYtoqqWyZubMsZQ2595xoGHHmLSttcbw113MYa/ZElIxZufH/+/erUTtbVMqh0+3I2DB+Nq7z/+8Tj+8pfBaptbW2147TUHZs0KqxJ1dbUT2dks73JJiQvBIDB/fhTp6TE0N9vVewDU/uIdxvTOeMvATMUn2tNECcyqGUN2PxrdbXh8yUi1m4wqj56xcpTIClhR2xtdp3sELd1df8YAACAASURBVC0tmiM7fFtp3MvwGvW1FfV4Mmp3M7CKMyfHpZlvBFaTPhhlCOuNqjfV6nsrdfVnSJgRr1y5UspozWDp0qUJP9PfwaqNil+g+OMsfNnCQjeam+OZVPhjN/z51rY2G5qb7Zg1K6yqYMl229QUt9lSRqWiovi5Qp6BLFzoxqxZYdUJqKTEhYEDmWPXunV23HNPWK2LInSRPXb0aDeOHYvbmxsbFdx7rwO33hoPhUlpDX0+5p1ZWhpCYaEbfj+TzsnmWVbmwssvs6QWDz0UkjI4ysxE5bdvV3Dppewc8saNNhQXM0cvrzeGhoZW3HPPGLzzTrd0EdWzB4qLDD3D/yZnLgCqDbq62olzzompx7FkOPg6xGtGkKh9UmYHTDbnrBW7pOxomN6zVJ5f1AF95sanpaysdCIjI6ZuhpK1OSZyrtqoDr1321v7aF8wp3Hj3Dh0CD18KWTniI0Y7enAzE5nSDqgxxlILJ+w3iDm0+TJJiO/KNFC5vfbsXo1kz4nTtSeEy4sdKoMmVIaZmaiR77crKyoGjiedwYaM8aNzk7mOJWZGU+PWFTEFtz6ejv8fqaOJuZ3110uLFkSUqUgXjLOyIgPL5/PoQnCUVbmQnFxWM193NTE0iCS9N7YqGDnTgUTJ0Y1wS18vgGoqjqBykonAgEF77xjw8aNLE3j449HsX+/C0uXRlBXZ8e4cYxuwllR4VKl461bWWanrKwo5s2LSNPWyeJPmzEoo4VbT+ql++LYEKURPdulWB7QMmK9zUWiIG4qrbTfqB8SecYKLiMwYsTJxpGWMStyDjR7xijwi95ziUrnAHNqFIPfJLop0avT6vMyjQNgnLayL6C3bekrOMOIE4RUqGSAeNJyrxdqbl896Y1nmLxUwEfAohB3AGOg+/bFnbNo4WxuZlmMrrgiooZ+5BfDykp2Brm8nKlmCf/kycAVV8RDYVJ9Xm9M9eIuKmLOWxQghKeLpEifz6FKw42NCp57zoE1axgD5e/xuX5nzHDhzTe7UVnpxIIFLI1ic7Nd9fAGgHvvdeL551lb77zzBJ58coDKxGmzQO0UEy3wqksxoIeYb7a5WemRA5m0DbJFmYD6H4BpdC8Rkl2oSDWtKN9Sr+mpis0YoZ7kaxWMmHcqGKDVZ5JR1cvuJ7sGiGPCqEwq1hjCw2KZ21BUFFOdE0VGbCYBJ6qdAZJ7t/+s0D9dyE5jCATkh//pOtlTt29XsGRJRGXCvDcmPUeDmJgvb6cE4skP5szpxL33Mibs80Wxb1/8Hk2S/HzGXGtruzBvXkR6JpZwzpsXQUVFnMm//XYXdu5UVCZcVBRDa6sNjY0KJk2KO4rU19vVDUB5OaOdNgfLlzvUI07UB3V1rO0khe7cGe+vhQvduOkmF7xe5uW9YAFLDNHezkJxBgLMa/jee534wQ/Y88GgDdu3n62eMy4uDp/MQmVTady5U1HPDfOQlRXFqFEx1TYMaBM45OdHVAZNHtIym6KIk1+k6Dl+cZIlbvD77arfAO+lTdf0pCHeo5rK8DTQefFAQNEkD+HrlfUL7xGeCIj49ZI4ED10Tp7/yPDptd8IrNBP3vGAfl9YxSWjTRwP4v1USWsinbRZrKnRdyITr+sxW1k5vb7vz+d2+xuc6aUEwWyS8JONlzbpcD3AjhTU1XVpFnJ+sSPGQc+a0fHyyx588gk7P0w2WlI18wsaPdPYqKiM2ecboAbjqKo6gby8KO66y4WXXoKaSYktlKyu2toQFiwIq4z5q69saGtjkan8fqjqZb5td9zhUM845+dHsHWrXY09TTSNHAlVTdzcrGDWrDDcbuCnPw0jIyOmOpi9/LJ2AT/3XBZUg/osPZ1J1c3NbPEIBrXSQXp6nNnyGyNZv4qqYx78fi2Dlz3LL7AyCZz+i2OKsjWJQHZpEQinXmxqeoYfg7LEAHrSsgzMFli9xZsCo/B1ZmUxswHfZpl2QfY++Lb1FkjrRHT1FegxPT1GbfTO6Vs80iTiIe1YvL8GSHHK3qtVU4Pes8mOoUTgdGf4pzf1/RCMBjJl3CHHHnEy0TdJYmYqsKKisDrBAODzz+PxZe+6y6U6SolMQVzkKV1hYaEb06e74PfjZFhMthiRiprFo2Z4tm9nR5CKi0OorLSjsNCJ3Nx4RK2LLnJj8uR4zuChQ4HXXmMSz8SJzNZcVubCwoXsPPXixRG88w6LalVaGkJRURiTJrHFmT4zZrjwve/FVaTz5zMHM/KO9npjmDTpa9XmC7A28FKlmLlIj0Hy13gGwJcT08PxCybf33o2Wv6/mWQh+83j0FvE6RlqqxX1KAD1vViVoGT3ZZohyn6lV17cyOpJpvEocxHNRkeERBdo0UdAD/QYj6xeKxKuES6z/uLLiGOVjwiXmRnXUHm9cR8LEa8RyELumknysg1Ub018Ir7THc7YiE8R6A08cYG2MhFE5hGN7sZll03C5MnocQyovR2YNCmmOjetXm3HFVcAxcUhLFrkxNdfA++9x44g3XyzE8ePM/V0UVFY9XIGoLHfPvqoE0uXhlQns5wcl+olDQAXXeRGKASUlDAHsq1b7aqk7vEAJ04A+/dr7eKbNtmxfLkd27YxWuiIEkmtzc0Kli+341e/int6z5/PGPOCBWHVhsknf5cxUr6fxWQBRu9IhoPHnYzzUjIgw6d3rbc20VTTaaVcIjTp2S31wEqksUTq53MPyzQYVuiTjS0ZHbL/gJzJGdVFx5lGj/6r6j+gNz/oWy+yW2+hL8ff6Qb/OFuKbwDMdsU8GO0Wg0EbyspcKChwmSb2FlWKhJdsspTzNisrigULwli7thsLFoQxcqT75PnkMNav70JhoROdncDSpcweXFjImDDFoQagYcIAy3y0dasda9YwKby93YacHBfKyyOq81RBgRv79wN1daxMdbUT9fWKGvJyyZIIZs5kKQt9vgG46y4XcnJc+NOf7HA44ud2Wf1xB6dly+w4/3x21poSRlxwAdT7xFjr6jxS9S+vhiZbID2np8rVY+Sydyomc0jE3mdFzSvDl8xiDBhHh9LT0iQKRrj1ypktzDLpzUrfmdXJ/7ai4iZJs6gobChBy1TzRlKhVSZMZcVnedODjGa6R/GoRdpEeumbj+x2BvoGzjDiXoCROjARyM+PaI4WiHUY2Vjo3rx5EXz4IVNJBwKKZhebnx/B/v1dWLGiGzt3Kmp4zaqqsOaccFUVi6BFdmO6NmpUDA0Ndhw7BhQXM6bc2mpDVRVjsJRI4dFHnRg+nKJ7sSAexcUhvP12F6qqTqgMff36Ljz/PAuDuWpVN3y+KD78kMWYZsnNHbjiiojqaEV9fM89YeTnMy/od96xoba2Cx6P1qHq2DH7SXt1PKsSLVLELEXphfqQFmG9DElG71rP7sfjl9Wph1e8b4bPjD4ejOyfeouxHm1WwYr0I5Pqje7TNSPmI2Osen1v1FZRJcurgmXSsB6Y1UfXZTSaqcKt2rWZT8UATd8Yhc3k6zAqY3Rfb0OU7Fgywy1e7+9q7P5N3T8Z1NV1G04ms910Z2cX2tuZ7ZR2sT13/AqqqsKorQ3htdccGiYMMCZEOYWbmrrVaF9ZWVGsWtWt1unzOTB3LrN3s8QQzPlj/fou1T67datdw9QozSBPe1YWO99I6RPLyyNoaupGaWkIK1awWNq0KWAxtp343vdcOHiQLR68p7Xfb0d7u0O1Q1IMaIAxH0opSECSMfWTaGfj+5f3MrYiNZotFlQn2fDEMrJ3J+KzukDrPW9lAUsFGNFgVN5K+0SQMUxRy2TEnPVifyfjvGXlvSSCI5GNoFFd9fWsP3ifAdFEI8NhtDnjn9XbMCVKtx4YbXr1rvd3if4MI04B9Gbh4hcpUeqhj2yA85OCPCD9fjvefrsL+/YBl1ziVp21CE9FhQvFxcwRKj8/ognWsWGDAz6fAzk5LuTns0g8jY0KWltZlqfS0pDKyHJzmTqaEkU884wDHk8Ma9Z0q4ve1q12rFjR3WMCkDqYnG3E9mRna53LmONWDJ2dXWqaxJkzgd//ntXd3o6T55AH4MEHndi7160msmBtivfNhg3xdJKFhW4891z8uMymTXYNsy0sdPd4t3yf85KYuLDL3hX9548YAVrnJZHx038+uYaIj/6bScni2JKpMa2q0xNd1Pj+os2HER6ZWla2cZC1WXYcTGSietmzeDAzEcnAigRvdE9vrNE9vfbLjqLx9/m+B5h5h9IgysaOnqkj2XXO6gZMvJeKDWF/l4QJTg8q+yGIDLS36jpxsREXe35yiBIUTSra1VZVhbFvH2NitPCzM7nxyU9SZmcnU+9SHGcAeOstZsMdNSqGnTsVNa6z1xtDTo4LN9zAjgC1ttpw5ZVuXHttRD1C1NrK1MG8ql22wOip88h+ReXorDM5QxUVhVFR0a0ysCuuYKrB0lKmAn/77Y/VjUZtbZd6htLrZTGyCUdtbRcKCuIMUDwT/MUX8SNKgYCCrVvj51xrahy48sp49izqd1oQs7Lk3r7UbmKy/LgRxw/PLHhPbx74hdiK6pqAV62K1/t64aK6+XEM6GsVxM2PiEuvDiM1Nz/PZJsgoKd5wkrfJKPGl80NozPMMq9l8gnRS3wv9jVpvMRyvPOZTONipuYXcelt7MQNp1innkYkGQ1OIpqCbxLOeE2nAGQDR7YQGKlurNShN9Fl3rGBAPMq3riRnevNyIipSQ/oCAMlbKBUiUOHAg89FFYTQrz0EmPqDQ0sxjKdEyY6LrnEjVtvjWjiAFNeYyu0G0WN4uNyA1DPJlP+YAAq7cREa2ocGDHiU8gC+xv1qWzR4aNmGdGnd78vwWodRmEMzcaj3hgGEpOIU90fZviszhPxnSc6X622K9Xl+PIE/Ll9I3oBqBqv+fNbsHDhCM04vvJKN95+u0s3RCf//kmrQpovui+LwsYzcr35Tt8UPVBMHJKKcXQq5maycIYR9zEk8/ITZdqyYxk1NQ60tbFIVJ2dNlWqIkmYzvdWVzvx0kssjOXbb3epu2LeG/Smm1z45BNtAolAQFFtrHwChxUruk0XA75tNHn5CcozW4r1TODzDVDbImZB8vvt6rEMGYO1uiCKGZdkm4PeMKNkGRqB1eeMjuvo0dDX4zVZRtpb0Nuw9gYfH4ccsP5erGwOjZ7l5wvFJgCAFSu61RCudLSQmGUwqCA7m2VSq60N4fbbYxgyxIWuLsDtBs46Cxg3LoaPPrLhrLOAgQOhxo/ngZg+z1xprng8bvXoIxAPJ7thg6NH3m+j9pPkzbfBarazRPqyP8EZRtyHcKoGAi/58BOkuVlBdnYUq1c7MWpU3AmrtjaErVvtWLdOwbFj8ag7NKko3rLfb8fixU41ewtNEgreQSEqjcDKwlJd7ZB6jYuqqpISV486eSZZXe1EeflHUu1AotoInsnLJIFkFgYZTclct7qQJxLY/58BrCZ9kG0O9cDqe5SpXfXUur0B2iC0tdnURDJ0nU+JKK4Z/MaWoKTEhUAAmDSJMWXR8Y3vn7IyF4JBBRUVWr8QvTPI4uZFr/8T3TAazfVkNsCnCvqPkvw0gERtCnp2pd7aJvTsj3y9ra2MmXq9MdTWdqlMOD+flZk4MYpjx5iUW13twKZNbBLm5bGoVIGAgpISxoSrquLZh26+2Ymiohjq6hhj9vkGJG2jofsrVnRrdvbknMTbvYJBG5YuDWnq4m2jXm9MdR4DjB1feAgE5E4wra1aZyZ+ctM5ZysTW69v9J6xcj1ZacqIHqN3aGW8Jjqm+7p8os8aOXQZ4TPS/PAg09DwDnN6TMOoftl3VhbLVMarqnntFTMx2dHYOLjHs15vTPXJCAZtWLOmG3v3dmHVqm7cfrsTV17pRnW1E6tXO/Hoo041+hoAzJzJYgmI7eDPIIv9xpcV+9vrjUnDyJrNOaO5LtbZn+AMI04AknmJegNChEQWGrOYwH6/XVUtV1Y6MXSo+6RaOYwlS0K4916nmu2oquqE6o1Mk3DTJjvmz3fhyy+ZJEwRtS65xI3582OqtAwAe/fqBxEgunhmx9PJ/16xohuFhW419yzhp7Z6vSxtIS1opELnGXhzs4JgcIC6yMnqEq9lZUV7THYAaGuLP0/3qZ1tbTbNc3rt5p+Rtbk3oLfYm5W1ugGwSmeyUkYiGwaRgSUKyczbQEDR3fBawWc074khUBIO2fjT28SLeIw2nPwYXb6cEraET264j2rqprIkRYvS6caN3Vi7thsVFd1YsiSE4cOBLVuglpEleEh2rBP9FDOA+ut0UjUnCmdU00lCbwdFKgfV+vUHMG3aKADaBeCii1iUK7IHe70xFBS4cOgQVBUV7Wp5lRKFtqyqCqtq6osucmPNmrjNiPIGpzKX6CWXuLFvH5CbCxw/DqxdyxzNeDsRD3fd5VLDYAIsteRVV+3FmDFjeqgFCU9WVvIh+6ieigoX1q/v0lV/makkZXiTUXObqefMnLUIUjmOrZgi+nIxNcL/5ptBzJjhtUyz7J0lSn8q1KGiutXKuCPw++3YutWOZ55REA7HQ9W2tLRgzJgxKm0kNfN+EbwJpqbGgaefduDoUeDLL4HzzmMBdnj/DVIvG6U/tNJ/4vOpHjP9kaHbly5dWvFNE3E6Qlpaz5CGaWkx9Zu/JoOODpvmnqyseE0P38CB+/G3vw3DkCGMLna8xoX0dODZZxnzPHLEhtmzXVi4MIp//dcILr44ho4OG3784xBaWmx49VUHZs+OoLLSiUGDgP/8zxBGj45hwoQYLr54AJYvD2PwYGDKlCiefdaBefMimDKl52A2a7tRn5xzDnD8uIIPPgDy82M477wYbr45jLS0GMaOjSEtjX06OphEetllUezYoWDKlCjS0mJQFOD889swblyapq60tBimTo2q72f0aK19l39v4vvr6LBhxw4F0Whc+nW7Y7jyShf+/ncFs2dHetQl6w+65/fbEY1q373ebzPQK0vXDx8+jPT0dN0yMnqNQPbuxPFJi7rYl2Y0pwqM8H/22RFccMEQKc16uGT0G41hKzj4uvXmC/+f6jSSCvXm2s9+5sJrr9nw7W8Du3d3YfJkNg8+++wIPB6Piqujw4bp0yMafDTn/H47brnFicmTgfr6Llx3XRT33x/C2WdDnRsdHTZ1PRg7Vr9v9PqP5lpaWgwtLYoGR0eHTb1nNLasvpe+HoPJwBmJuB+A1R2a3k7+zTeDqhRYWenEsmV2lJdHVM/jigoX6uuBlpa4FEeeyeQU4fMNwN69jNmsWdOtsc/SrnjhQrcaBIQkap4WwFjiM5P8yspcKC4Oq9meyIlM9gz9Fj2ZZU4ogHmS8kSTmJeVudDZaZMecbICsncJ9PQSN3vO6N6ePXtUD/LegExl2t8kCtnYEOkkiTgVuFMJvcGp19a0NDeiUSAzE3jqqXgebXLIamlpgaKM1UTUEpOg8PORJGm9fhDnv+y/KNUT6D2TbF8ke/+bhDM24j4EqzYSq4NDLCfaKAsK3Fi2zK6GiNQuQt2aABXEpGlyejwx3HJLGHV1XaoqqrraqfEcPnaM5SjOz4cmwAXRJrPj6dmNZGW3b2e/eQbM23r53/xk5p22+DyrfPv1ktLzmw09emXvccWKbg0T1isnq1Okjf5nZenHLdbDradiNurnRIFoky34vcErQm9pFH+LdFLgm2Rxi4FTRODHowhGDpap2CgRjpoaFhI2GmXzaONGNpdofPPmHT4HOm1EN21ia0RlpRPBoILp010466z4cUZx/hnNf6N3oleen9eJjgezfuyrcZsK6F/U/BNAogNAxtRoAsQnF0txWFAQQWdn/HhPWZkLWVlR1ZuRnB/IW5MGZmurTXMoPxBQsHMnO4pAzG/TJjtWrepGcXHo5DfbIfORrwjECSibfLKytAkQGShPp9gnlG0q/v+EpoxsUssmrOiQZQXMmKvRrj9R3DI8Rjv8VO38rWwgUrWo9aW0kgpmZ6YxoTpkOa6TiVUtA5pnFKOcZ178HKTAO/zck40XcSOakRFTnci8Xnay4p13tEcLqS5xTMs2o0b/xVCn4phOxXgwm0f9Bc6opvsJJKIa5QdrWZkLL7wQxW9+E+vh6Uj/ZTmM+QVUxkBE5yaKyiWLmiPuqnurYvL77SgsdGrU33r9Q5F4CPTUj7JFyEjlmKiqmnAQWGm7LECIlXqtqtiSPUfcn1V4vYFUnKtOZd+kQiUt/vZ43KpGCegZPIfKPflkO669dpimDAD1DPL//I8dn3zCMqllZ0c1qUa93hgaGxVVSjYyV/SHsdQfaDCDMxJxH4NVdaXM+1gsU1np7KGG2rlTwZYtuzTPkfQrw60nrYpAqmtidHxyAr02scxNjh54zdS2PJSVuZCfH0FmJnDDDfFkB1u32tU8xKQSl2kL/vd/z9bg06tbtFWJ/WCFGYr1iypcI6ipcfRgwiR1GUkYMlqpbCJg1i99BWYS06mqN1mw2jey+ZuIBqU3dPDjkC9LjBQAvvOdvyMrK4rGRkWdV9XVDjz3nAPLljEmDAC/+Y1d1UrRmAXi54N53GJCE77uZPrfKPFGqvqqv8AZRpxCoMXNqmQks1nwiQNESSkjIy6Nfve7FKoynpBBZr+zupCL9+nDH2ege7xtWtyV8+dvZfYjsb0izJzJJvqOHV3o7o6XnTmTqdWzs+M0ZWVFNbtygC0weu2R9UGyk1TEmajKlm+DDLce3SLINBxWwaju3phQEqlT1EL0FZzqxVg2vqzMOxHMNrHihlJ2nwdipK2tzCEyL48FqFmwIIyZMyMYN06rIN2/Hxgzxq2WBdgxQcpwxs91Cvcpo8eo7WIbxRgCvAq7t9q2/gpnGHEKQdyJAvKdsd6zpJYkRke7Vb/frol9XFjoxo03RjQqWT1m01sbHm+3od8U9YYmIp+1hdIlUv16OPXubdjgQFmZq0e/6eWJJRs1gdd7wnTx0lvw9Z6RpZkTM9XI8FhdLMzSAop4jezxyTLERO9bKW917Ou9474EK/2UKik6WUkOkDs1yTb6Zhtw8dqoUXH1Na/x8nhimDuXRdwrL48gNxfo7GQq75wcFwoL3VixohttbTZVUk7EJCPT9ohtFDVvehq9fyQ4w4hTBHoTzKrkVVnpVNWS5DhBwdu9XpbdaORINzweN2pruzTZUXhP4WTpNYoixLeBPCqBuCMVH8YOiDtV6YGedBwIKPjoIxtmzmR4R45EjzCAYlCP7GwtrmBwQA+axQVMxCHSJZMiRJrFTZBR+2Q4gTiDJ22G3n0RryyKkazuVIyLRMwKRrQkWs5oU9SXkjMPqVr0E5GKreDR23DxGzra2Mu0K+KY4jV5EydGkZ0dwYIFYcybF0FdXRfmzmVlJ08G/H7GlJcts/dwGBNx82NH1NyIgoNsM2qlr/Q2Hacb9BuKn3zySXg8Htx9993qtVgshpUrV2LChAkYMWIEZs+ejV27dhlgYfDVV1/hnnvuwYQJEzB8+HBkZ2ejtrZWvb9y5Up4PB7N58ILL0yKblH6sbr7F0FkKFSOjiF997tu5OXFky/wA9DsWIZMQhcHuZk0QvZpimHN55QVpWIRqE5ZGVHKW7s2vlPftatLTdlIoSzFfu4Zo1a/L8w2RdSnvOo92fcpgnjUjHb+RjTJNgD0rJVFiu8Lq1KZlU1FopAMDr12874Kp5qmVEKyUjI/f8UNCfXLRRe5Nf9lz/LAa/Ly8qLIztbGU/d6o/D5opg0KYba2hCamrqRmcnSqTY3a9ciK6cPZBsJKz4Zem3pizF7qqFfMOJt27Zh3bp1uPjiizXXn376aVRVVeGxxx7Dn//8ZwwbNgyFhYU4evSoLq5QKIT58+fj008/xdq1a7Ft2zasWbMGmZmZmnLjx4/H7t271U9DQ0NStIuMwcwWIpPQgPhAbGyMB4MnZldZ6cRjj7FjQ30FZjvL7Oz4RBWZCknFBHl5UWli8FGj4jGkeZU3Sbr0e8OGuDOWx8NwFheHNc/y/U72KkArBfJtEh1J9JKvU7/z1/T6i7+vJwkQ6KnWZTj1oDf2sd5IZala2PTaZ9RuK2rPvpSAksVt9lyy74MvKzsb39TUjf375XTwz4qbNO3GPqZquYJBGyZOjKK4OIwFC8Lq5nDHji7U1oawbJn2GBOvbaLr5MDJ06PXZqvxvc3W2dMNvnGKjxw5gsWLF+NXv/oVPLTqgknDv/71r3H77bdj3rx5mDhxIn7961/j2LFj2LBhgy6+mpoafPnll/j973+PqVOnIjMzE1OnTsWUKVM05RwOBzIyMtTP0KFDE6Zdz1anB7xahv6LA4/sNawtDsyf70JpKUtbCLB8vPRsKnd+ZjtLCvwhMiqyF/NZmLKymNOWmHiBl2YIN6+SIlUXH4wkOztOi2zXTOVk6mZxp8+X1wvwIQL/fozUtuLCqqchkdVl1XzRW0aUDCNMBp8e6NFvJj0lixewzuT17ieL2+g5GbPpLfPIyop7Lc+dy9THevQzrU9PswUxXnFuElOmOSY6U3k87h7P8e3Jy9M6WRnNqUQlYxnINID9Hb5xKonRTp8+XXN93759aGtrw1VXXaVeO+usszBt2jS8//77uvheeeUV5Obm4p577sGFF16I3NxcrFy5EqFQSFOupaUFF110ESZPnozi4mK0tLQkTLtZFiSjRVcPBy8tt7XZsGMH84ouLg4jGGQhFXuzIPfmWZltsrGRqQvJSYuYE6najSQ/Yq58UAEKOELXBg2Kq9roWVEiF6NR6Um7em3Vs7lRm2U4eCZvBKdCbWbVliaWM5NOZJobvXqTsdN904uklXdnNJ/1+tMMZMcAzWiR0SF+FxWxNWLWrDAUBWqoWLGs+N5oHIvaKiB+GoPmHV0nU1VVVViDi3Ka8+0SN6Z6a57RtWS1QUZzuz/BNxrQY926daiursYbb7wBl8uF2bNnY+LEiXjiiSfw/vvvo6CgAB999BHOP/989Rmfz4f9+/dj48aNUpyXOF7IpgAAIABJREFUXXYZgsEgFixYgMWLF2Pfvn24++678aMf/QjLly8HALzxxhs4duwYxo8fj0OHDuGJJ57Anj170NjYiLS0NF169+zZY9iexsbByMs7imBwAFpbXRrPRJntMhgcgDffHIJFiw5qrv/whxepZ4ODwQHwek+o330FtEM2qkOkhb7Xrh2OGTOOoLXVpbbf6z2h9gf/PJXh8RE0Ng7GwYNODB8ewosvpuOJJ1oAAA89dD4efPBvltqxeXMarrnmcKLN7xXw7bDSj6cakhk7Ypv0nu/tuOzrcZ0KEGnU65u+7CczWmTrxGWXTQIAvPgiOxSsV46XjukegB7z2ee7AB0dDrjdUWRmnoDXewLp6WE8/PB5ePHFT/Dii+nweMJITw9r5qAejUbzxkp/9aZPaW3qbYCXVME3xoj37NmDWbNmYcuWLaqjlIwRf/zxxxg9erT6XElJCdra2vDiiy9K8ebk5ODEiRPYsWMH7Ha2w3v22Wdx//3344svvoDN1tOj99ixY/jOd76D22+/Hf/xH/+RdJsSlTrEIOuUsqy4WJtM22znHY3uhqJ8S8Ujs18masvmI3OJ9PIqdl76fPRRJ5Yu1UbDIuCfI9ykSiPvcIrkxdPg9cZQXe1QQ3CatUeW6IB3JEnW0UfvPSQj4SYTtSuZ+mSRpHpjZ06WDqv4Uo1XhFRE1ko1iGNZ7AfZWOHLEejhGDrUjXCYJWnh1xq+L2RpB6kc5Qd/7jkHeEWkxwMMGQJccAHzpJZBU1O3OufEOsRof2aqfKO0iFbGT1+Prd7CNyazf/DBB2hvb8fUqVORnp6O9PR0vPvuu/jtb3+L9PR0VTI9eFArLR46dAjDhg3TxZuRkYGsrCyVCQPAhRdeiK+//hrt7e3SZwYNGoQJEybg008/7VWbErGBkWMDqW0qK53YsIExHD37Io+PPsGgDZs3p2nUP/Sbn1CkXjJTp9IzMkZBTNHvt6OxMa66Ivv1pZfGk53X1Djg9cbw4INOzXlDvm15eVHVJs4fxyKaqX+CQf0jNGJbAai0iWVSyYQJbzJgREeydkcz4MdCb23NqV7QkmHCvPq0r6EvbeiiuUO8ZuQXITOPiDgOHerChRcyD+fqaoemLD/XZY6QAHPSbGuzQbQGdnYC+/ZpmbDLpS3Dzh07e6izaUPPO3Ty9Ihg5uio52ORiOr/m4ZvjBHPnj0bDQ0NqK+vVz/Z2dm47rrrUF9fj3HjxiEjIwN+7k13dXXhvffeQ25uri7evLw8fPrpp4hG4x2/d+9eDBw4UDc3a1dXF/bs2YOMjAxTuhOZlHqLCy8pklQ4b16kRzYf0bYig/z8CK655rDGBkQDXJQurSzAor2I7lOZzk6b6lVJsGJF98lAJKyeYNCGUaMYEyVndTp+BECzAeHr4G3MvMSdnR1BY6M8pCX/LMDUVRThR1Y2GehrBsG3mdqR6sXfShvE954K6CvmbsU+L9KQzLlqqkuGT++/3nOpBrO+JaepDz7oQlNTN6qqFHg8btTUOHr0BR9ulfDW1DiwYQMLeWkGVVVhLF0q32ASQ162zI6cHBcWL3aq6T4bG42lWX5dM2qv7J6RD0N/g36V9IFXTQPAU089hSeffBJVVVUYN24cVq1ahYaGBmzbtg2DBw8GAFxzzTXIycnBgw8+CAD4/PPPMXXqVNx44434yU9+gmAwiJ///Oe47rrr8PDDDwMAHnjgAcyaNQujR49WbcQNDQ1499134fV6k6JdT11iVE5kgFZ3cCKOaHQ3xo8fb6iiSVY1I2PofAB4msDBoA3NzQoyMmJoa7Ohvd2GYFDBSy/F1WJm6jZiQrxqm9RpvFrZSL1KKrdUqGCtQLJqZhmYvaNEVW98XySLN1VwqlWDRv3RH8BKfyRSxmy9oW+PJ+74SDEJCPj5CbDAPD6ffnwAAHA4gLCQuXPoUKCkJKIy8LlzAa83qq4HBHPnAsXFTBNGTpqiurq/q5RTBf16m3DbbbehpKQEd999N/Lz83HgwAFs3LhRZcIA8Nlnn+HAgQPq/9GjR2Pjxo3YsWMHrrjiCtxxxx0oKirCL37xC7VMa2sr/u3f/g2XXXYZFi5cCJfLhTfeeMOUCVtRG+oxANGlnw9Qoadq4neB/G8Rt7i7pft8AA0rE9psVxkM2rBhg0P1aqajS6T2bW62w+dzoLmZ2bnXr+9CZ2cXWlttGk9nMbEB1SPakMj7kuq12hZ6xkySkfVBMmAFb6JqSrN3oXcv0ees3JeBXnv0pMVTvZhaGe/8txn0tYYimffGlzEzi9F3Z2eXmp2JwlbSx+NhkfsKC50oLHSaMmEgzoSLiliwj9xc4NAhaKTol15iucZ5JgwA55zDNtnNzXJzmJ7Q8o8I/UoiPl3BbNcmOiY0NioYNSpmyQFBDxd/f8+ePfj88wk9rstolO00+d96ThRx9Z5Ns3utrHSivd2G7dsVXHppFOvWKfj88y5NvXPmuHDVVTEhLKdNTafG9wVfP/32++1YvdqpJrgwakOiUo9ePyTzfKogGWmpLyVAI4chPdqAb9YuJ6PBan/05p2eSgnOaj+TtolfH958M4gxY8YgGLRh61Y76usVBIPAsWPMAetb3wJmzQpj504FVVU9meCgQawsQVNTt+a4FH990yY7srOj2LrVjp07FfX5igq2IdBzorSiVTRqc7LPfhNwhhH3EfA2TlHSE3P6ijl1ZbiAnhITDWCzBcaM+YrlxDrpOuUlXr2ahZ2kiDt8uZwcF+bOZZOYh507FdUb3EydK9qqsrKiWLjQjfXrtYxY9gx5TfNq7lSo6q1ulIzuJ6PG9njc6Ozs0lyzQgtvsrAK38QidSrr5OeJbC6kgpbejKtUmI9kOGVmHXFsVFY6NacWqGxJiauHoxbAHLMKCpi0O3Qo4DyZsfToUaC0NHJSKxbSaL+MTFO9NfH0VwZrFf6x5f1TCDLVCZ+/kzIKyTKWiEzYTE0lRrYxo4dXT5Ga1Io0I0rQbW3MDvzXv7L0i5SykIf8fGD9+i4UFYWRlxdVPaM7O+OqYrL78l6TgYDSI/B7VlZUza6UnR3ROHzJVNt8e/PzI5rjGnp9otd+8R3wfSc+b1WtmMxCIzJhGYimjGQXpVOxkBm9N7OyqQRxvJjRkgjeROiV0QEk1maRbpEGMalIVlYUjY2DNfXwKVZpLgaDNhQURNSkDzx0d0NVNR86BLz8cjcWL47gscfCaG+3qdIu4QkGbYax5s2CI5nB6cyEAcC+dOnSim+aiH8ESEuLKxZqahyIRoFrrmG7wWefdWD3bjt+/OOQtLwIHR02zX3+dyCgYMqUKDo6bGq5w4cPo7NzmKYcjyMQUNT/HR363tM7djDcYvm0tBjS0mIYPhwYOBA4flzBhAkxDBmibX9Hhw2ff27Dddc5cf317GjVkCHAli12PP+8HZ9/rmDGjAjS0tjCMH16BFu22PHggy4cPw4cOGDD1KmsfiozcCAwdiyrOzs7ii1b7IhGgSNHbBg7NqbpBwA4fPgw0tPTUVPjwPTpERUX0cjjlr0DuibipXtGzxiBWb2JgOx5Yr48ja++GsIllwzqVV2pBv5dpLKsFaCxYRWSfVdmz1jBazZWzHDwfUcffoM2cOB+pKenq2N88uT4vM/KimLs2BjGjo1h6tQompoUKIoN+/cDMZ0qGxvtuOmmCC6+OKbGpY9GbZgyJY5r8mRW99ix8XWJNg1680qcN6mYP/0RzkjEKQJeWiKbZyDAEjaUlobUHSIQlwRl0iBgzSmHJFa9Z+h/TY1DPT9oJimJAdtJrcXvTOnML0mqWVnaJBDFxWFkZmrpycuLYuPGbmzfrmja6vfbMWpUDKtWdaO0NKTakPk28rGps7KYhE2pIcW2MnqZ4xppGazYifj2iRoBM0hk125Ub18AH9XMCqSSnlTh6us+MgK9scN/9wavGQ4r60BvgV8neNUxvz6tWNGNW24J48UXQ8jPl+Pp6oo7XRn1mxENid77R4IzjDhJ4CdkIKCoWZMAqFGjsrKiqKo6obGxBgIskIVoF5I5wxgNXl4NKbvGB2ynqFRWnWuMvisrncjKimrsSaIK+IILoF7nGdr77zNbVHOzonlWPCNs1M6srKga15r+8/espIQUVXciDqM+En9bZdYyxp7KRUZmIzaixwqOVNLzTeMRIVlGeirU2L1h8nr4RLux+M2bx/j0m1QmL48F2Bk0CPD5opoY0wDwySdMvQ3EGbnRvJIJBVbOsCdrQ+/v0P8p7KcgSphFRWGN7RPo6fBEGYDEezxYtWPSwi6WoWM7smTzepNUNkF5200gEA8SMm+eNnsSLzVTu+vroTJsfqMyciQwbVoE8+bFHTiCQZua3YXfQIj9wEvm5Njh8w2QTl7K4mSUI7k3TNHMDijeS0YKtvLujKC3UsbpsHj1Bsz6wGhjmCgY4ZKNjd4weT2GZ2QT19Os8c8FgzY0NiooLg5h4sQoRo1ix5UI5s6FKmCQZMzjE+epng+FngBi5kuQrMTdX+Afe7alGMSXTZIcP6Bp8adBKZ4fpnI86KmlE5VcZKpcIyCpXbYAiL9FVe/ChSwwAH+cidr8xz+G0N5u07SrqCiMXbu60NBg1zwnS1/I18OfWaZr1MaqqhM9PNABJmXn50dUmnvLVIxU+okuGlaZcjIbhVQyT35cJLIp6K8MPJUbmd7i1qvDaGzIpFgrNPCb4WSB5h/FhM/Li6K1lXli19aGUF4ewaxZYTX8LWVe40EWy1pv7pgx3USfOR2gf86afgrEFOjT0KBNiu3321VvYboupgSjOMgyO5EoBRot/lYnotEk5JkrPzn0pHT+OkXEaW21qRsAwkPhLkUm6/fbsW0b6w8x0hbh55NBANB4P/O0iDTx0rS4oMn62goYSSipUFEaaUOSoVVGS28lOBleM01NsnX15TOJqO4TwaN3LZH7Vp4xkmKN6pBJxIm2nea21xvDvHkRBIM2NDSwHOStrTZkZMSQlxfFihXd6iZYRoeeCSwREFOgmoER0+9P0L+p62dATIFFkVJU+y8AbNqkzaTk8w1AWZlLzRHKjgIwKVKUgMU4r6KKWCZRW9lNywZ+IKDA55MnBRftOgRi/ONAgDFZn28ARo1i0bWuvNINn28ANm2yo7LSiQ8/jNNJ9Xu9Mdx4Y0TdjFRWssOHra3aGNO0QaB+4qNk0Xd1tTZgPB9rWmy7kd0sWZWWlYnNq9KtPM9vGBJdOI20JFZAZhKRjTMjWhJdJHtLX2+gNziMbJl9ueAns1Hr7RgWcdF6VVV1AqWlIfV4ot5GgZ+HqdgoJnoEUFz7+iv0X8r6MQQC2sT3NTUsMDov4U2bFtGk7svPj2DcOK2EyC9cPCPkB49RsoY4HnmIS8IlSrulpSHpTlFvpyoGxSC8CxYwu3hrqw1r18Y9n0tLQ5gzR6uWDwTizmw//zlTiWdkMEctsp2THYqvF2DemPzi5/drU0UC0OzESaKmb1m7ElVnmZkXZCCq0nk8ZurrykqnVMLXo6e392QLlYzhGNFttkgmshDK+tvs+VO10Bq1M5mNhVXQ26gliycZjYye1k5vs2u2oTyVKuX+rL4+w4iTgMZGrdq1rc2mxm8FgA0bHBrHLJq4tINsblZQWOjWqGF5ey0/YPnINHpgxVNYTHNmJukYLYQ1NQ7U1DjQ2mrTHGPin5v5/9u796goyzwO4F/ikuKujAfGQSAQYZIAEUMEoRRFLiupmKiFGgpykkA8ubhrGtnKZWAJTBZvhBYkpMJigpe85GCStlLHS3rEDKRMFlTkYiujCLN/sO8r79yHi8M6v885/DEPzzzzvD8e5vc+z3ub0ck+HlE2DkZGT+4mZmUl5fxe0QltzGVNzGvZszp7/sMzsWBundnzfUxdRcftB3p2rK4d2aS3enUH5wtfkzNKVSVu2c9XtP2yhwr662EWsu1r4mktAWuqv5N8X5aKVS1Da1Ouql1tdv6U/W3VLZ+rOplSmcE8q+2LZ3OrBpDsYBKLDdkziYHugeLj8+R2coqOjaxe3YH9+yUQi7vvvcocW1bUPlOmapmzJ2V7pkzyUvZFrGoJV7YOsxwVG2uEo0cN2YTHtC8WG6KkxAgtLYof6bdp02MUFBghK8uYvXxJ2axVto+KyJYzCf7ECUMsWTJErs2eiVyT9tWR/VLVdgmR+fsoej9D9ji5oi9yRcfSlfVLVWxlb4eoSf/V6c8kqc1hgf4ykEle251iVe0oO5TVF+qWl3vbvuzjSmU/T5HBPKvtC0rEWqip6b5BR8/LbQD5WQbze3X/YNOmdcLZuYtzQpei9nqWKVrmVIV5OpLse5QlPtkZpux7eybbH354BFPTJwmg50xqy5aHbF1miR3ovjuWt3cXqqq6rztkLl/q2V9FyUzd2dWypk3rRGTkY0RGdrDHolV9icgu4cvq2Sd1XxTqZhaqtkHdl52i2YemOzHKvqgZvU28fZnd9Ya2MdWELmZaqg4TqHqtiiaHXNT9/fs7kauibuKhL+ihD4QQQogO6dduByGEEDLIUCImhBBCdIgSMSGEEKJDlIgJIYQQHaJETAghhOgQJeJB5JdffgGPx1P4k52dLVdfKpVi3rx54PF4OHDggNr2Dxw4AC8vL4wcORJeXl4oLy+Xa08kEsHJyQmWlpYICQnB1atX+237tKFpLOLj4+Hu7g5LS0s4ODjgzTffxLVr11S23dHRgfT0dLi7u0MgEMDX1xcnTpzg1BGJRHKf++KLLw7Itqqj61gAQF5eHtzc3CAQCDB16lScOXOm37dTEwMZCwDYtm0bPD09YWlpCWdnZyQkJOD3339nf68v4wJQHwtAP8ZFSEiIwna9vb3ZOoWFhQrrSCQSjfqv/a1NyICxsbGRGxQHDx5EQkICZs+eLVc/JycHhobq77gEAOfOnUNkZCTee+89zJo1C+Xl5Vi6dCmOHj2KiRMnAgA2b96MLVu2YMuWLRAKhfj73/+OuXPnoqqqCn/84x/7voFa0DQWEyZMwBtvvAFra2s0NzcjLS0NoaGhuHTpEoyNjRW2nZycjL1792Lz5s0YO3Ysvv76ayxevBhHjx7F+PHj2XpCoRAHDx5kX2sa6/6m61iUlpZi7dq1yMzMhLe3N/Ly8jB//nx89913eOGFFwZuwxUYyFgUFxdjw4YNyM7OxuTJk1FXV4eVK1dCIpEgJyeHracP40KTWOjLuNi9ezcePXpy58SHDx/C19cXoaGhnHqmpqY4f/48p2zIkCEa9Z+uIx7kQkNDYWBggP3793PKz58/j8WLF6OiogJCoRD5+fmYM2eO0naWLVuG5uZmfPnll2zZnDlzYGFhgZ07d0IqlcLJyQnR0dFISEgAALS3t0MoFCIpKQnLli0bmA3UgrJY9HT58mW88sorqKqqglAoVFjHyckJq1atQkxMDFu2ZMkSDB06FLm5uQC6Zz5lZWU4e/Zs/25EP3masfD394eLiwtnZvHyyy9jzpw52LBhQz9tUe/1VyzWrFmDK1eu4PDhw2xZamoqysvL2XGgL+NCk1joy7iQtW/fPqxYsQKXLl2CjY0NgO4Z8V/+8hfcunWrV32lpelBrK6uDqdOncLSpUs55ffv30dUVBQ2bdoEPp+vUVtVVVWYPn06p8zf3x//+te/AHQv7TQ2NnLqDB06FD4+PmwdXVIWi57+85//oLCwEDY2NrC1tVVa7+HDh3J7qkOHDpX7cq2rq8NLL70ENzc3REZGoq6uri+b0G+eZiwePXqECxcuyI2d6dOnP3PjwtvbG5cvX0ZVVRUA4ObNmzhy5AgCAgLkPvNZHxfqYqFP40JWfn4+AgIC2CTMaG9vh6urK5ydnbFw4UJcvHhR4zYpEQ9iBQUFMDc3x8yZMznlq1evhr+/PwIDAzVuq7GxUS5p8/l83L59m/09U6asji4piwXQfZzK2toa1tbWOHHiBMrKyvD88/KPemT4+/tj27ZtuH79Orq6uiAWi1FeXs7GAAAmTpyIrVu3ori4GNnZ2WhsbERgYCDu3bs3INunjacZi6amJnR2durFuJg3bx4SExMxc+ZMWFhYYNy4cXB2dsbf/vY3to6+jAt1sdCncdHTzz//jG+//RZvvfUWp1woFCInJwdFRUXIy8vD888/j+DgYNTU1GjULiXipyA5OVnpiQTMz+nTpznvefz4MYqKihAeHs45drFnzx5cvnwZSUlJWvfDwIB7T2upVCpXpkmdvujPWDDmz5+Pb775BocOHYKDgwMiIiLw4MEDpX1IS0uDo6MjvLy8wOfzsWbNGixatIhzrC8gIABz586Fq6sr/Pz8sHfvXnR1daGoqEjvYgHox7iorKxERkYGMjMzcerUKXz++ef49ttvkZqaytbRl3GhSSwA/RgXPeXn58PS0hJBQUGc8kmTJiE8PBxubm7w8fHBp59+Cnt7e+zYsUOjdulkracgJiYGCxYsUFlHdpnjyJEjaGhokNvzOnXqFKqrq2Ftbc0pX7ZsGSZNmoSvvvpKYfsCgUBuT/Xu3bvsHq1AIAAA3L59m9OXnnX6Q3/GgmFmZgYzMzM4ODjA09MTo0ePRllZGd544w2F9S0sLFBUVASJRIJ79+5h1KhR+PDDD2FnZ6e0T3/4wx/g5OSE2tpaNVuouf+HWJibm8PQ0FDl2OkPgyEWKSkpmDdvHtuei4sLHjx4gPj4ePz1r3+FkZH81+WzOi7UxUKfxgXj0aNH+OKLLxAREaFwLPRkaGgId3d3jccFJeKnwNzcHObm5lq9p6CgAL6+vnB0dOSUJyYmYuXKlZwyHx8fJCUlISQkRGl7np6eEIvFiI+PZ8vEYjG8vLwAAHZ2dhAIBBCLxXj55ZcBABKJBGfPnsXGjRu16rsq/RkLRaRSKaRSKecsR2WGDBkCKysrdHR0oKysDHPnzlVaVyKR4Pr163j11Ve16rsq/w+xMDExgbu7O8RiMecsUbFYrPBM/t4aDLF48OCB3EqAoaEhpFLl57M+q+NCXSz0aVwwDh06hKamJixZskSjdq9cuQJXV1eN+kyJeBC6efMmvv76a2zfvl3ud1ZWVrCyspIrt7GxwejRo9nXs2fPhoeHB3v24ooVKzBz5kxkZWXhtddew8GDB3H69Gl2Bm1gYICYmBhkZmZCKBTC0dERH330EYYNG4awsLCB2VANqIpFbW0tysrK4OfnB3Nzc9TX12PTpk0wMTHhLB3JxuL7779HfX093NzcUF9fj7S0NHR1dXF2Ut5//30EBwfDxsYGd+/eRUZGBh48eIA333xz4DdaCV3FIjY2Fm+//TY8PDzg5eWFXbt2oaGhQadn0g9ELIKDg7F161ZMmDABHh4euHHjBlJSUhAUFMTOgPRlXGgSC30ZF4zPPvsMU6dO5XzPMtLS0uDp6QkHBwe0tbVhx44duHLlCrKysjTqNyXiQejzzz/H8OHD+7RneePGDc7yNfOPkpycDJFIBHt7e+zatYu9hhgAVq1ahfb2dqxZswYtLS3w8PBAaWnpU7+GuCdVsTAxMUFlZSVycnLQ2tqKkSNHwsfHB8ePH2eX2gH5WEgkEqSkpKCurg7Dhg1DQEAAduzYAR6Px9apr6/H8uXL0dTUBAsLC0ycOBHHjx/X6uzK/qarWLz++uu4d+8eMjIy0NjYiJdeegn79u175mKxZs0aGBgYICUlBfX19TA3N0dwcDASExPZOvoyLjSJhb6MC6D7LOxvvvkGu3btUvi5ra2tWLVqFW7fvo3hw4fDzc0Nhw8fhoeHh0b9puuICSGEEB2is6YJIYQQHaJETAghhOgQJWJCCCFEhygRE0IIITpEiZgQQgjRIUrEhBBCiA5RIiZEjZCQEJV3LVOGx+Ph3XffHYAe9R3zIPNffvlF110B8OTB7oWFhc/k5xGiCiViQsigdPbsWYhEIrS0tOi6K4QMKLqzFiFqqHqwOOkftra2aGho4Dwt57vvvkN6ejrCw8M5d/oi5FlDiZgQNUxMTHTdhWeegYEBhgwZoutuEKITtDRN9JZIJAKPx0N1dTWio6Nha2sLOzs7rFy5Em1tbWw9RceIpVIpPvnkE7zyyiuwtLTEmDFjEBoaijNnzqj8zO3bt2PEiBFIS0sDoPxYraJjmDExMRAIBPj111+xYMECWFtbQygU4oMPPkBHR0dfwwEAOHz4MPz9/TFq1CjY2dlh0aJF+Omnnzh1mLjV1NTg3Xffhb29PaytrREREYF79+5x6kqlUnz00UdwcXHBqFGjEBgYiHPnzsnFVHZ7RSIR+xD68ePHyz17lsfjQSQSyfVf0d+qoaEBERER7INR4uLicP/+fYXbX1NTg8jISDg4OLD3It69e7eWUSREOzQjJnovMjISVlZWSExMxI8//oiCggL89ttvKpekV61ahYKCAvj5+SE8PBxSqRTnzp3D2bNn4ePjo/A9WVlZ2LhxIzZu3Mh5upE2urq6EBYWhnHjxuHDDz9EZWUlsrOz0drais2bN/eqTUZJSQmio6Ph6uqK9evXo62tDbm5uQgMDERFRYXcU2eioqIgEAiwfv161NTUIDc3F8bGxsjLy2PrJCUlISsrC/7+/ggODkZNTQ0WLFiAESNGKHyKGGPWrFm4fv06SktLkZqayj4Kb+zYsVptk0QiwZw5c1BbW4vo6GjY2dmhvLwcK1askKt77do1BAUFwdzcHLGxsTAzM8OxY8cQFxeHtrY2vPPOO1p9NiGaokRM9J6VlRWKi4thYGAAABAIBMjIyMDJkycxffp0ufqnT59GQUEBIiIiOMkvNjZW6bNrk5OTkZmZiYyMDERHR/e6rx0dHfDx8cHHH38MAIiOjsaKFStQUFCAuLg4CIXCXre7fv16ODo64quvvsKwYcMAdM8wp02bhtTUVOTm5nLe8+KLL3LKmFWCzMxMmJmZ4c6dO/jHP/6BwMBA7N27l42vs7Mz4uPjVSZiV1dXjBs3DqWlpQgJCYGdnV2vtis/Px/etz79AAAGgUlEQVTXrl3D9u3b2Qe/L1++HK+99ppc3bVr17LP5DY1NQXQvbOxbNkyiEQiREREsHEhpD/R0jTRe9HR0WySAMDOlo4dO6awfllZGYDuZ9PK6tkOY926dcjKykJ2dnafkjDj7bfflnstlUpx/PjxXrd54cIFNDY2IioqipNsxo8fDz8/Pxw7dkxuJyMqKorz2tfXF52dnfjtt98AABUVFejo6MDy5cs5cQkPD4eZmVmv+6qNo0ePgs/nY/78+WyZoaGhXAxbWlpQUVGB0NBQtLe3o6mpif2ZMWMG7t+/j/Pnzz+VPhP9QzNiovccHBw4r83NzcHj8XDz5k2F9W/cuAE+nw8+n6+27eLiYvz+++9ITU3FkiVL+txXAwMDjBkzhlPG9F9ZfzXx66+/Auie5coaO3YsTp48iba2Nk4CfeGFFzj1mDObm5ubOf2Rja+RkVGvZ7jaunnzJuzt7WFoaMgpd3R05LyuqamBVCpFeno60tPTFbZ19+7dAesn0W+UiIneUzSLVbbEzPxO0XsUmTRpEq5evYqdO3ciLCwMI0eOVPvZQPex4MFCWSxkk5u6+trW6Y2uri4899yThT5lfyvZz2fi/c477yAwMFBh287Ozv3YU0KeoKVpovd+/vlnzuumpia0trbKzfgYY8aMwe3bt3Hnzh21bdvZ2eHLL79Ea2srQkND2dkig5lFtra2csqZGaosqVSK2tpaTllNTQ0A+RmqNmxtbQFA7gxpALh+/Tp4PB6GDx+uVZtMf5j+MR4/fqx0+3pStbPD4/HkYgbIx83W1ha1tbXo7OzklMv2iTkRzcjICH5+fgp/ZHeiCOkvlIiJ3vvkk084M6Tt27cDAAICAhTWnz17NgAgNTVV7neKZnpjx45FaWkpbt26hddff51zaRSzzMxcltOzT8rs2LFD4esZM2YofY867u7uEAgE2LVrF9rb29nyH3/8EWKxGIGBgRqvAjD8/PxgZGSEvLw8TlyKiooUJlFZzAlTiu6sNWbMGFRWVnLKDh06hFu3bnHKAgMDcefOHRQXF7NlnZ2dcjHk8/mYMmUKPvvsM/YYd0+0LE0GEi1NE71XX1+P+fPnIygoCJcvX0Z+fj6mTp0Kf39/hfVfffVVhIeH49NPP0VdXR27lFlVVQUXFxf8+c9/lnuPm5sbSkpKMHfuXCxcuBD//Oc/YWpqCicnJ0yePBnJyclobm7GyJEjceTIEbmZM8PY2BhnzpzB8uXL4e3tjdOnT+PAgQNYvHixwuO7mjI2NkZKSgqio6MRFBSEhQsXspcvDR8+HOvWrdO6TT6fj7i4OHz88ccICwtDcHAwamtrsWfPHtjb26tN7BMmTADQfQnUvHnzYGJigilTpoDP52Pp0qWIj49HeHg4AgIC8NNPP6GkpAT29vacNiIiIrBz506sXLkSly5dwujRo1FWVqbwOuKsrCwEBQXB19cXERERcHBwQFNTEy5evIiTJ0/26Rg8IarQjJjovZ07d4LH4yEpKQn79+/HokWLUFBQoPI9OTk5SElJwb///W9s2LABGRkZaG5uhq+vr9L3eHp6Ys+ePbhw4QIWLVqEhw8fAuie0fr6+mLLli1IS0uDg4MDtm3bprCN5557DiUlJWhra8OGDRtQWVmJuLg4ZGVl9T4A/xMWFobdu3fDyMgISUlJ2LZtGyZPnoxjx47JXUOsqQ8++ADr1q3D1atXkZiYiB9++AH79u2DmZmZ2jtpeXp64v3330d1dTViY2MRFRWF6upqAMDixYuRkJCA77//Hu+99x4uXLiA4uJiuUuihg4digMHDuBPf/oT8vPzkZqaitGjR7OrHj05OjqioqICs2fPRnFxMRISEpCbm4uWlhYkJSX1avsJ0YRBS0vLwJw1QcggJxKJkJ6ejmvXrkEgEOi6O2rFxMSgtLQUjY2Nuu5Kn3R2dsLR0RGzZs1Cdna2rrtDiM7RjJgQMmB6Hm9mFBYWorm5GVOmTNFBjwgZfOgYMSHPkNbWVkgkEpV1LCwslF561N9KS0uRn5+PoKAgjBgxAufPn0dhYSFcXV3Zk94I0XeUiAl5hqxduxZffPGFyjoXL158ajfUcHFxgampKbZu3YrW1lZYWFjgrbfeQmJiIj3VipD/oWPEhDxDqqur0dDQoLKOt7c3PXKQkEGEEjEhhBCiQ3SyFiGEEKJDlIgJIYQQHaJETAghhOgQJWJCCCFEhygRE0IIITr0X6QdGhE62sQ4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "train.plot(kind='scatter', x='pickup_longitude', y='pickup_latitude',\n",
    "                color='blue', \n",
    "                s=.02, alpha=.6)\n",
    "plt.title(\"Pickups\")\n",
    "\n",
    "plt.ylim(city_lat_border)\n",
    "plt.xlim(city_long_border)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "a091539d9f4a66ec6e3105b723d4e72dbe13cd50"
   },
   "source": [
    "Apart from Manhattan, we can see heavy pickups and dropoffs near JFK and La Guardia Airport. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "1557f0e1c8e640f06ef481713564dc5b3d343794",
    "collapsed": true
   },
   "source": [
    "**Heatmap based on fare amount across NYC**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "_uuid": "1b3f6f3fb3cc2f17790ebe021d73cfdbe5d00290"
   },
   "outputs": [],
   "source": [
    "# Let us round pickup and dropoff lat lng to 3 decimal places\n",
    "train['pickup_latitude_round3']=train['pickup_latitude'].apply(lambda x:round(x,3))\n",
    "train['pickup_longitude_round3']=train['pickup_longitude'].apply(lambda x:round(x,3))\n",
    "train['dropoff_latitude_round3']=train['dropoff_latitude'].apply(lambda x:round(x,3))\n",
    "train['dropoff_longitude_round3']=train['dropoff_longitude'].apply(lambda x:round(x,3))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "_uuid": "5f73e7a7a4036f5286aa71c5374fb0d077e614a9"
   },
   "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>pickup_latitude_round3</th>\n",
       "      <th>pickup_longitude_round3</th>\n",
       "      <th>avg_fare</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40.573</td>\n",
       "      <td>-74.228</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40.573</td>\n",
       "      <td>-73.983</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40.574</td>\n",
       "      <td>-74.243</td>\n",
       "      <td>5.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>40.574</td>\n",
       "      <td>-74.224</td>\n",
       "      <td>4.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40.574</td>\n",
       "      <td>-74.223</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   pickup_latitude_round3  pickup_longitude_round3  avg_fare\n",
       "0  40.573                 -74.228                   8.5     \n",
       "1  40.573                 -73.983                   13.5    \n",
       "2  40.574                 -74.243                   5.7     \n",
       "3  40.574                 -74.224                   4.1     \n",
       "4  40.574                 -74.223                   4.5     "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pickup_fare_amount=train.groupby(['pickup_latitude_round3','pickup_longitude_round3'])['fare_amount'].mean().reset_index().rename(columns={'fare_amount':'avg_fare'})\n",
    "pickup_fare_amount.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "edc4cb82a0e4567e23cec3696773e250bd4cc306"
   },
   "source": [
    "## In the scatter plot, we saw the high density of pickups and dropoffs from and to JFK and La Guardia Airport\n",
    "Let us look at over time how fares are from La Guardia and JFK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "_uuid": "8ab9fcc6394e03c7eb7a5b19d6940a13161c440c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Trips with Pickups from JFK 90182\n",
      "Number of Trips with Dropoffs to JFK 45609\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "\"\\n# Create a folium map with JFK as the center \\nm=folium.Map(location =JFK_center,zoom_start = 10,)\\nfolium.Marker(location=JFK_center, popup='JFK Airport',icon=folium.Icon(color='black')).add_to(m)\\n\\n#mc = MarkerCluster().add_to(m)\\n#Add markers in blue for each pickup location and line between JFK and Pickup location over time. The thickness of line indicates the fare_amount\\n\\nfor index,row in JFK_data.iterrows():\\n    folium.Marker([row['dropoff_latitude'],row['dropoff_longitude']]).add_to(m)\\n\""
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "JFK={'min_lng':-73.8352,\n",
    "     'min_lat':40.6195,\n",
    "     'max_lng':-73.7401, \n",
    "     'max_lat':40.6659}\n",
    "JFK_center=[40.6437,-73.7900]\n",
    "# Get all pickups to JFK\n",
    "JFK_data=train.loc[(train.pickup_latitude>=JFK['min_lat']) & (train.pickup_latitude<=JFK['max_lat'])]\n",
    "JFK_data=JFK_data.loc[(train.pickup_longitude>=JFK['min_lng']) & (train.pickup_longitude<=JFK['max_lng'])]\n",
    "\n",
    "print(\"Number of Trips with Pickups from JFK\",JFK_data.shape[0])\n",
    "\n",
    "JFK_dropoff=train.loc[(train.dropoff_latitude>=JFK['min_lat']) & (train.dropoff_latitude<=JFK['max_lat'])]\n",
    "JFK_dropoff=JFK_dropoff.loc[(train.dropoff_longitude>=JFK['min_lng']) & (train.dropoff_longitude<=JFK['max_lng'])]\n",
    "\n",
    "print(\"Number of Trips with Dropoffs to JFK\",JFK_dropoff.shape[0])\n",
    "\n",
    "'''\n",
    "# Create a folium map with JFK as the center \n",
    "m=folium.Map(location =JFK_center,zoom_start = 10,)\n",
    "folium.Marker(location=JFK_center, popup='JFK Airport',icon=folium.Icon(color='black')).add_to(m)\n",
    "\n",
    "#mc = MarkerCluster().add_to(m)\n",
    "#Add markers in blue for each pickup location and line between JFK and Pickup location over time. The thickness of line indicates the fare_amount\n",
    "\n",
    "for index,row in JFK_data.iterrows():\n",
    "    folium.Marker([row['dropoff_latitude'],row['dropoff_longitude']]).add_to(m)\n",
    "'''\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "8a5b648382b4dd32756aa727ca10abec372724dd",
    "collapsed": true
   },
   "source": [
    "**What is the Average Fare amount of trips from JFK**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "_uuid": "d6e63b9f35f46d8c7fab4082bcf36b526eec0c3d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Fare Amount Distribution')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2srjHH38cW7ZsweDBg9G+fXu4ubmhZcuW6NWrl8U6vf322zh+/DhWrVqFU6dOoUuXLsjOzsa2bduQlZWF1157jS0dVGEMOqjKe+utt+Dv749169Zh9erV8PX1Rbdu3fDmm2/i7bfftuua9erVw/79+/H5558jISEBW7ZsgUajQUBAAMLDw/Huu+8iOjq63GuUJpD269cPgYGB5R47duxYnDp1CqtXr3ZK0OHu7o5t27Zh+fLl2Lx5M7744gsoFAo0bdoUr732mtlvqKWB0ieffIJvvvkGPj4+6NGjBzZs2IC4uDiH1MvPzw/r16/HwoULsWXLFuTl5QEAOnXqZHPQUbr4n0KhgLe3N4KDgxETE4OYmBj079/f5pERzz33HGrXro1ff/0Vx48fh0ajQXBwMEaPHo3JkyeLuqWaNGmCzz//HEuXLsXatWuFYZ+jRo1ySNAxdepU9O7dGytWrEBaWhp8fHzw9NNP48033zTp2mjSpAkSEhLw9ttv44cffoBcLkfbtm2RmJiIlJQUs0HHokWLoFAosH//fhw5cgR6vR5jxowpN+jw8/PD999/jyVLliAxMRHLly+Hh4cHWrZsiYkTJ6Jv374Vft1EsqysLOe09xIRERGVwZwOIiIiqhQMOoiIiKhSMOggIiKiSsGgg4iIiCoFgw4iIiKqFAw6iIiIqFIw6CAiIqJKwaDDQVJTU11dhWqLz84+fG7247OzD5+b/fjsSjDoICIiokrBoIOIiIgqBYMOIiIiqhQMOoiIiKhSVItVZrVaLfLz811djXJ5eHggOzvb1dWolvjs7OPm5gatVgulslr8GhMRVf2gQ6vVIjc3F2q1GjKZzNXVscjd3R0eHh6urka1xGdnHzc3N+Tm5sLHx4eBBxFVC1W+eyU/P7/KBxxEriCTyaBWq6t8KyARUakqH3QAYMBBZAF/N4ioOqkWQQcREVWuv/O0SPirAOl3da6uCt1H2BFMREQi57M06LnjJnI1BtR2l+PngQEI9lK4ulp0H2BLx31s/fr1qFevns3Ht2jRAkuXLnVijYioOth+qQC5GgMAILNIj91/F7q4RnS/YNDhJBMnTsTw4cMBAAsWLIBarTb52bFjh7C/ffv2ovN//fVXNGzYEBMnToRWqzV7jxYtWgjXCg4ORvv27fHVV18J+5988kmcOnXKSa+QiO5X2cX6creJ7MXulUoSHh4uBBml1Gq12WP379+Pp556CmPHjsXcuXPLTRZ85ZVXMG7cOOTn52PDhg2YPn06fH198eSTT8LT0xOenp4OfR1EdP/TGoy29QbzBxJJVG2DDvVX/1Tq/bKetb2bwhylUonAwECrx23fvh0TJkzArFmz8NJLL1k93sfHR7juG2+8gW3btmHnzp148sknsX79erzyyiv45597z2rv3r149913cfbsWXh6eiIqKgpff/212XkyNm3ahBkzZuCzzz5Dnz590LdvX0RGRmLx4sXCMRMnTsTt27exadMmAEDfvn0REREBNzc3bNy4EQDw9NNPIy4uDnJ5ScNaQkICFi5ciIsXL8LDwwMPP/ww1qxZg4CAAKuvl4iczzjG0DDmIAex2r3yxRdfoEOHDggJCUFISAh69uyJvXv3lnvO2bNn0adPHwQFBaFp06ZYtGgRDAa+a6356quv8Nxzz2Hx4sU2BRzmuLu7Q6PRmN33448/YtSoUejevTv279+PxMREdOrUCXq9adPpp59+ildeeQUbN25Enz59JNUhPj4eer0eP/zwA5YsWYKvv/4ay5cvBwCkp6dj3LhxGDlyJI4fP45du3Zh6NCh0l8oETmNccuGji0d5CBWWzrq1q2LuLg4NGrUCHq9Ht988w1Gjx6N/fv3o3nz5ibH5+TkYNCgQejQoQOSkpKQmpqKyZMnw8vLC1OnTnXKi6gOLly4IErqDAkJwbFjx4TttLQ0TJ8+HYsXL8bTTz8t+fparRabNm3CuXPnMG7cOLPHLF68GLGxsXjjjTeEMnP/h/PmzcPq1auRkJCAVq1aSa5LYGAg3n33XchkMkRERODPP//E8uXLMWXKFFy/fh0ajQaxsbFo0KABAKBhw4ackZSoCjHtXnFNPej+YzXo6Nu3r2j7zTffxJdffolffvnF7AdWfHw8CgoKsGLFCnh6eiIyMhIpKSnCh86DOpnRQw89hPj4eGHbeNrqwMBA+Pv7Y/ny5XjiiScQEhJi03XfeecdLFy4EEVFRXBzc8OLL76IZ5991uyxycnJGDVqVLnX+/TTT5Gbm4t9+/ahUaNGNtXBWLt27UT/z1FRUZg3bx5ycnLQokULdOvWDR06dED37t3RrVs39OrVC/Xr17frXkTkeMYtG8ZBCJG9JOV06HQ6bN++Hfn5+YiKijJ7zIkTJ9C+fXtRAmOPHj0wb948XL58GWFhYRWqcKmK5lhUNjc3NzRs2NDifm9vb2zfvh1DhgxBv379kJiYKLQElGfy5MkYM2YMPD09ERQUVOGgLjo6Gj/++CM2b96MWbNmifbJ5XKTbjJLI2ssUSgU2LZtG3755RckJSVh7dq1iIuLw86dO9GiRYsK1Z2IHEPHRFJyEpuCjrNnzyImJgaFhYWoUaMG1q1bh2bNmpk9NiMjA3Xr1hWV+fv7C/vKCzpSU1NNyjw8PODu7m5LNV2usPDeWHadTgedTofCwkJotVro9XrR/rJK97u5uWHDhg0YPXo0+vTpgy1btiA0NNTi/QwGA3x8fITnXVRUJNqv0WhgMBiE+zZv3hxJSUnCUF5z12vWrBnGjx+P4cOHQ6fTiXJL/Pz8cO3aNdHrSE5ORkhIiFCm1+vxv//9DwUFBUIAdPToUQQFBcHNzU04rmXLlmjZsiWmTZuGLl26ID4+HuHh4RZfK5lXWFiInJwcZGRkuLoq1Y65vzdU4k6OG8p+PGRmZSE19SYAPreKeBCenbW/4zYFHeHh4Th06BCys7ORkJCAiRMnYseOHYiMjDR7vPG37dJvx9a+hZurbHZ2drXo7y8sLBTVU6FQQKFQwMPDA0qlEnK53OLrKLvfw8MDW7duxbBhwzB48GAkJibioYceMnueTCaDSqWyeF2VSgWZTCbsnzlzJkaMGIHw8HAMGTIEBoMBSUlJePbZZ+Hl5SVcr3379ti2bRsGDRoElUqFmTNnAgC6d++OV199FUlJSQgPD8dXX32F69evIywsTLiHXC5Heno65syZg/Hjx+PcuXNYvnw5Zs6cCQ8PD/zyyy/Yv38/evToAX9/fyQnJ+PatWto1qxZtfh/rkpK33M1a9a0uTuOSqSmpjLILYfXlUzg1r0vF94+vggP9+NzqwA+uxI2BR1luwbatGmD3377DcuXL8eyZctMjg0ICDD51nXr1i0A91o8HgR6vR4KhX3TBteoUQPx8fEYOXIk+vbti8TERLvzK8qKiYnBunXrsGjRInz88cfw9vZGVFSU2cTTtm3bCoEHUBKwPPXUUzh79iymTJkCABg3bhz69u2L27dvi84dOnQo9Ho9evToAZlMhjFjxmDSpEkAgJo1a+L48eP4/PPPkZ2djXr16mH69OkWW1+IqPKZJJKyd4UcRJaVlSX57dS/f38EBwfj888/N9n35ZdfYs6cOUhNTRW+ub7//vtYuXIlzp07JznnIDs7G76+vlKrWOmMWzoGDRqEhx56CB988IELa1X5zM3lYY3xsyPblD636vI7UpXwW2f5hv9wC3uv3uuuHdHIE592qcXnVgF8diWsztMxZ84cHDlyBJcvX8bZs2cRFxeHn3/+WZhbIS4uDgMGDBCOHzJkCDw9PTFp0iScO3cOCQkJWLJkCSZNmvRAjFzJzMzEzp07cfjwYXTr1s3V1SEiksw4kdR4m8heVrtX0tPT8fzzzyMjIwM1a9ZEs2bNsHnzZvTo0QMAcOPGDVy6dEk43tfXF9u2bcOMGTPQvXt3qNVqTJ48WWiSv98988wzuHjxIl588UX079/f1dUhIpKM83SQs1gNOlasWCF5f7NmzbB79277a1WNJSYmuroKLrVz505XV4GIKsh4iKyGQ2bJQbjKLBERiZjM08GYgxyEQQcREYno9MbbjDrIMRh0EBGRiNZ45mHGHOQgDDqIiEiE06CTszDoICIiEeMggy0d5CgMOoiISMRkng4OmSUHYdDhYmq1Gt99953FbUdJSUmBWq3GuXPnHH7tUqtWrSp3JV1Xy8rKglqtxv79+x1+7SeeeAKzZ892+HWJXMF09AqbOsgxGHQ42enTp1GrVi306tWrwtdq0aIF1Gq1xZ++fftaPLdRo0a4cOECIiIiKlwPS0aOHInjx4/bff6qVavKfX1qtRq//PKL3df39fXFhQsX0KFDB7uv4Sg7duyAWq2GVqt1dVWITJh0r7ClgxzEpgXfyH5r1qzBuHHjsGnTJly4cAFNmjSx+1r79u2DTqcDAPz+++8YPHgwkpKSUK9ePQAlC/OZU1xcDDc3NwQGBtp9b1t4enrC09PT7vNLF7gr9cwzzyA0NBRxcXFCWa1atUzOK3191shkMqc/A6L7gemCb2zpIMeotkGH99hulXq/vK/3Sz6noKAA8fHx2LVrFwoKCrB27VrMnTvX7jrUqVNH+Pe1a9cAALVr1xZ9kBYWFiIoKAhLlizBnj17cPDgQUyaNAnDhg1DVFQUjhw5gsjISPz4448YMmQI4uPj8dZbbyEtLQ3NmzfHkiVL0KJFCwDA7du38corr2Dfvn3Iy8tD3bp1MWXKFLOr0gIlLRVz587FxYsXAZSs27N//35MmDABCxYswJ07d9C9e3d8/PHHUKvVJucbBy1ubm7w9PQ0CRRmz56NU6dOYfDgwfj4449x48YN3Lx5EwkJCVi6dCkuXLgApVKJqKgoLFy4EGFhYQBKulfCwsKwfft2dOvWDcnJyejSpQs2bdqEJUuW4NSpU2jYsCHef/99REdHW/x/yM7OxvTp07F7926o1WpMmzbN5JivvvoKq1atwsWLF+Ht7Y2uXbti/vz5qFOnDpKTk/HUU0+J/k9feOEFLFy40OprIKoMepN5OlxTD7r/sHvFib777juEhISgefPmGD58ODZu3AiNRlMp954/fz769++PI0eO4Omnn7Z43H//+18sWLAASUlJCAgIwMiRI1FUVLK65Jw5c5CWlobNmzfjxIkTWLJkCfz9/SXVIy0tDXv27MHGjRvx7bff4pdffsGCBQsq9NqAkpaeffv2YcOGDdi3bx+AkoBr+vTpOHDgALZu3Qq9Xo+nnnoKeuO/oEbefvttzJgxA4cOHULDhg0xbtw4FBcXWzz+5Zdfxm+//YZNmzYhPj4eP/30E37//XfRMTqdDnFxcTh8+DDWrFmDtLQ0TJ48GQAQGRmJTz75BABw7tw5XLhwAa+//nqFXgORIxm3bHAadHKUatvSUR2sWbMGI0aMAAB06tQJnp6e2LVrF2JjY51+7+HDh2P06NHCdkpKitnjZs+eja5duwIoWUenWbNm2L59O4YPH44rV66gTZs2aNOmDQAgNDRUcj0MBgM++eQTeHt7AwBGjx7tkPVZDAYDPv30U9SsWVMoGzZsmOiYpUuXokmTJjh//jwiIyMtXuvll18WFjB87bXX0L59e/z5559mz0lPT8fWrVvxzTffoEuXLgCATz/9FM2aNRMdN378eOHfYWFhWLhwIXr27Im8vDx4e3sLS9EHBARAqbz3a2jvayByJOMcDg6ZJUdhS4eTXLx4EcePH8eQIUMAlOQTDBs2DGvXrq2U+5cGCtZERUUJ/1ar1YiIiMCFCxcAlHxwbtiwAZ07d8Z///tfHD16VHI9QkNDhYADAIKDg3Hz5k3J1zHWsGFDUcABAOfPn8fYsWPRsmVL1K9fH4888ggA4OrVq+Veq2zAEBwcDAAW65iamgq9Xi96brVr1zYZtVP6f9+8eXPUr19fCDSt1cXe10DkSDqjlg52r5CjVNuWDntyLCrTmjVroNPp0Lx5c6HM8P+/yFevXkX9+vWden8vL68KX6Nv3744c+YMvv/+exw4cACDBw/GiBEj8MEHH9h8DZVKJdqWyWQO6SqoUaOGaFun02Hw4MFo2bIlli1bhqCgIBQXF6NTp07ldpWYqyNw7//K1vKyMjMzMWTIEMTGxikLLbYAACAASURBVGLGjBmoXbs2Ll26hGHDhpVbl4q8BiJH4pBZcha2dDiBVqvFN998g7feeguHDh0Sfn7++Wc0a9YM69evd3UVBWWHoGZnZyMlJUU0rNbf3x+jR4/G559/jvfeew9r1qypkvkFf//9N/755x/Mnj0bXbp0QUREBDIzMx1+n4iICMjlctFzu337tpA8C5Tkm+Tm5mLu3LmIjo5GeHg40tPTRdcpHW1TOhqpMl8DkTUm3StV71eeqqlq29JRle3duxeZmZkYO3asyRDPwYMH48svv8TMmTMhl7s+5lu4cCF8fX3h7++PefPmwdfXFwMHDgRQkmDZrl07PPzwwygqKsLOnTsRHh5eJeptLDAwEN7e3li1ahX+85//4K+//sJbb73llPsMGjQIs2bNgpeXF/z8/PD222+L8jJCQ0OhUCiwYsUKjBw5EsnJySatQw0aNAAA7NmzBx07dhRG6VTGayCyxrh7hS0d5ChV79PjPrB27Vp07tzZ7JwSAwcOxJUrV5wyK6Y93nrrLcyaNQvdunXDtWvXsHHjRnh4eAAAlEol5syZg44dO6JPnz7Q6XSVlpMilZeXF1auXInDhw8jOjoa//3vfys0PLk877//Plq1aoWhQ4fiySefRNeuXUXdaGFhYViyZAnWr1+Pxx57DMuXL8e8efNE13j44Yfx4osv4uWXX0bjxo3xzjvvVOprICqPceIoczrIUWRZWVlVOoTNzs4WMv2rssLCQuHDujoonafj6tWrokRPV6huz66qKH1u1eV3pCpJTU1FeHi4q6tRJRkMBvitviYq81AAN56ux+dWAXx2JdjSQUREAuMkUoA5HeQ4DDqIiEhgLsDQGmwbuUVkDRNJH1D/+te/kJWV5epqEFEVYylplJOSkiOwpYOIiATmulcAzkpKjsGgg4iIBDoLTRpcf4UcoVoEHexLJDKPvxvkaJZaNJhMSo5Q5YOOGjVqICsri39ciYwYDAZkZWWZTAlPVBGWuleMJwwjskeVTyRVKpXw8fFBTk6Oq6tSrpycHJMFyMg2fHb2ycrKQr169USzoRJVlNZCNwpbOsgRqsVfK6VSWeUnP8rIyEBISIirq1Et8dnZJyMjgwEHORwTScmZqnz3ChERVR5LU55bagEhkoJBBxERCSzN02GpBYRICgYdREQksJS7wZYOcgQGHUREJLA0SkVrAG4UyrD54l38laut5FrR/YJZaEREJLDUjZKWo8XEkx7I092Bt1KGpP7+iFCrKrdyVO2xpYOIiASWulcS/ipAnk4GAMjTGpB4ubASa0X3CwYdREQksNS9cqtQHI3kFHPiDpLOatDxwQcfoHv37ggJCUGjRo0wfPhwnDt3rtxzLl++DLVabfLz448/OqziRETkeJbm4ygw2sF5O8geVnM6fv75Z4wbNw6PPPIIDAYD5s+fj4EDB+L48ePw8/Mr99wtW7agefPmwra144mIyLUsLfh21yjK4AJwZA+rQcfWrVtF25999hkaNGiAY8eOoXfv3uWeW6tWLQQGBlashkREVGksJZIWGO3gvB1kD8k5HXl5edDr9VCr1VaPHTNmDBo3boxevXrhu+++s6uCRERUeSwlkpp0r7Clg+wgy8rKkvTOeeaZZ5CWlob9+/dDoVCYPSYzMxMbNmxAdHQ0lEoldu3ahffffx8rVqzA8OHDLV47NTVVWu2JiMihDmQqMOMPd5NytdKALK1M2O4XoMVbEcWVWTWqBsLDw8vdLynoeO2117B161bs2bMHYWFhkiry8ssv4+jRozhy5Iik86qL1NRUqw+bzOOzsw+fm/347CxLvFyAMUm3Tcq9lDJRXsewRp74vEutyqxatcb3XAmbu1deffVVbNmyBQkJCZIDDgBo27YtLl68KPk8IiKqPJYWfDNOJOVS92QPm2YknTVrFrZu3YodO3YgIiLCrhudOXOGSaVERFWcpQXfTI5jTgfZwWrQMWPGDGzatAnr1q2DWq1Geno6AKBGjRrw9vYGAMTFxeHXX39FQkICAGDDhg1QqVRo2bIl5HI59uzZg5UrV2LOnDnOeyVERFRhto5K4TwdZA+rQcfKlSsBALGxsaLyWbNm4dVXXwUA3LhxA5cuXRLtf++993DlyhUoFAo0atQIy5YtKzeJlIiIXM/WFgy2dJA9rAYdWVlZVi+yYsUK0faoUaMwatQo+2tFREQuYXNLB3M6yA5ce4WIiASWEkmNcUZSsgeDDiIiEticSMqYg+zAoIOIiAS2dpvY2iJCVBaDDiIiElha2t6YxsbjiMpi0EFERAImkpIzMeggIiKB7d0rbOkg6Rh0EBGRwPbuFSdXhO5LDDqIiEhg66gUTg5G9mDQQUREAlu7TTTM6SA7MOggIiKBrYmktnbDEJXFoIOIiAS2JpJy9ArZg0EHEREJbJ2RlNOgkz0YdBARkcD27hXn1oPuTww6iIhIYOv05uxeIXsw6CAiIgG7V8iZGHQQEZHA5mnQDYCBI1hIIgYdREQkkDLpF/M6SCoGHUREJJASSDCvg6Ri0EFERAJbE0kB2/M/iEox6CAiIoGUQIItHSQVgw4iIhJICSTY0kFSMeggIiKBXkIgwUXfSCoGHUREJLB1aXuAy9uTdAw6iIhIIKV7hUNmSSoGHUREJJCyZD1nJSWpGHQQEZGA83SQMzHoICIigZQ8DSn5H0QAgw4iIipDWksHow6ShkEHEREJJM3Twe4VkohBBxERCaRM+MVEUpKKQQcREQmkxBHM6SCpGHQQEZFA0jwdbOkgiRh0EBGRQFr3ihMrQvclBh1ERCSQNHqFC76RRFaDjg8++ADdu3dHSEgIGjVqhOHDh+PcuXNWL3z27Fn06dMHQUFBaNq0KRYtWgQD36BERFWalC4Tjl4hqawGHT///DPGjRuHvXv3IiEhAUqlEgMHDsSdO3csnpOTk4NBgwYhICAASUlJWLhwIZYuXYply5Y5tPJERORYXPCNnElp7YCtW7eKtj/77DM0aNAAx44dQ+/evc2eEx8fj4KCAqxYsQKenp6IjIxESkoKli9fjilTpkAmkzmm9kRE5FA6KfN0MOYgiSTndOTl5UGv10OtVls85sSJE2jfvj08PT2Fsh49euD69eu4fPmyfTUlIiKn4zwd5ExWWzqMzZ49Gy1atEBUVJTFYzIyMlC3bl1Rmb+/v7AvLCzM7HmpqalSq1OlVPf6uxKfnX343OzHZ2eeRucJwLbW6Gs30pEKnXMrdB95EN5z4eHh5e6XFHS89tprOHbsGPbs2QOFQlHuscZdKKVJpOV1rVirbFWWmpparevvSnx29uFzsx+fnWWGo9cA2NaCUds/EOHhNZxbofsE33MlbA46Xn31VWzduhWJiYkWWypKBQQEICMjQ1R269YtAPdaPIiIqOph9wo5k005HbNmzcLmzZuRkJCAiIgIq8dHRUXh6NGjKCwsFMr27duH4OBghIaG2l9bIiJyKkkLvjHmIImsBh0zZszAhg0bsHLlSqjVaqSnpyM9PR15eXnCMXFxcRgwYICwPWTIEHh6emLSpEk4d+4cEhISsGTJEkyaNIkjV4iIqii9wWBjx0oJToNOUlntXlm5ciUAIDY2VlQ+a9YsvPrqqwCAGzdu4NKlS8I+X19fbNu2DTNmzED37t2hVqsxefJkTJkyxZF1JyIiB5IyGynAadBJOqtBR1ZWltWLrFixwqSsWbNm2L17t321IiKiSid1hlFOg05Sce0VIiICAOgkBhFs6SCpGHQQEREA6S0dzOkgqRh0EBERAOktHRy9QlIx6CAiIgD2JJIy6iBpGHQQEREAe7pXnFMPun8x6CAiIgDSR6OwpYOkYtBBREQAAKkxBHM6SCoGHUREBADQSow6pB5PxKCDiIgASG+5YEsHScWgg4iIAEhPDJWaeErEoIOIiABITyRl9wpJxaCDiIgASG/p0DDmIIkYdBAREQDpk4NxGnSSikEHEREBsGeeDidVhO5bDDqIiAgAl7Yn52PQQUREAAC9xCCC06CTVAw6iIgIgPR5NzgNOknFoIOIiADY073inHrQ/YtBBxERAQB0nKeDnIxBBxERAbCjpYM5HSQRgw4iIgJgR0sHR6+QRAw6iIgIgPTJwThPB0nFoIOIiABI7y7hkFmSikEHEREBsGPBN3avkEQMOoiICAAgdTAKu1dIKgYdREQEgNOgk/Mx6CAiIgDS593gkFmSikEHEREBkD56hZODkVQMOoiICIBpd4nKyicEp0EnqRh0EBERANMhsB4KWbnH6w3SV6alBxuDDiIiAmDaveJuJegAmNdB0jDoICIiAKbdK+5yG4IOtnSQBAw6iIgIgGmrhbvC+jmcq4OkYNBBREQATPMzrOV0AICOI1hIApuCjsOHD2PEiBFo2rQp1Go11q9fX+7xly9fhlqtNvn58ccfHVJpIiJyPOOWDjcbgg62dJAUSlsOys/PR2RkJEaOHIkXXnjB5otv2bIFzZs3F7b9/Pyk15CIiCqF8RBYW1o6OGyWpLAp6IiJiUFMTAwAYNKkSTZfvFatWggMDLSvZkREVKl0xomkNo1eYdRBtnNqTseYMWPQuHFj9OrVC999950zb0VERBVkOk+H9XM4ZJaksKmlQypvb2+88847iI6OhlKpxK5du/Dss89ixYoVGD58uMXzUlNTnVGdSlPd6+9KfHb24XOzH5+dqcwsFQCVsK0pyIe1j4m0v/6C3outHbZ4EN5z4eHh5e53StBRu3ZtTJ06Vdhu06YNbt++jY8++qjcoMNaZauy1NTUal1/V+Kzsw+fm/347MzzzrgD3LgrbNfx9QEyC8o9p15IKMJrqco9hvieK1VpQ2bbtm2LixcvVtbtiIhIIvtGr7CVg2xXaUHHmTNnmFRKRFSFGc8uatM8HYw5SAKbulfy8vKEVgq9Xo+rV68iOTkZfn5+CAkJQVxcHH799VckJCQAADZs2ACVSoWWLVtCLpdjz549WLlyJebMmeO0F0JERBVj3Ghhy+gVtnSQFDYFHSdPnkT//v2F7QULFmDBggUYOXIkVqxYgRs3buDSpUuic9577z1cuXIFCoUCjRo1wrJly8rN5yAiIteyZRp0hUzcusF5OkgKm4KOzp07Iysry+L+FStWiLZHjRqFUaNGVaxmRERUqYzn3DDX0lFDKUOO5t5xnAadpODaK0REBMA0P8NcToenUlzGadBJCgYdREQEwHRGUjczS9sbBx1c2p6kYNBBREQATHM6zLV0eBmVcUZSkoJBBxERATDtXjGXSGrS0sGggyRg0EFERABsm6fDi90rVAEMOoiICIDpgm/mRq8wkZQqgkEHEREBME0k9VDakEjKIbMkAYMOIiICYDrRl7nRK15K8ccGp0EnKRh0EBERANtGr3gqjLtXGHWQ7Rh0EBERAPPdK/Vr3BvCUt9DD5XRpwZHr5AUDDqIiAiAaSKpUgbMi/KFt1KGmioZ/vOQBko5czrIfjatvUJERPc/4+GvSjkQG+aJ2DBPAEBqaiquZBmfU1m1o/sBWzqIiAiAaVKoUmaa06FiSwdVAIMOIiICYJqfYWbwChRGnxoaxhwkAYMOIiICYJpIapy/AZi2dHBpe5KCQQcREQEw171ieoxxGUevkBQMOoiICIBpAKE08wlh2r3Clg6yHYMOIiICYDp6RWFTIqlTq0T3GQYdREQEANAbBRDGrRoAu1eoYhh0EBERADPzdNjS0sHuFZKAQQcREQEwbbUws/SKSesHWzpICgYdREQEwMzoFbPdK5wcjOzHoIOIiKA3GFA2fJABkJvtXhFvcxp0koJBBxER2dS1AphOGMaWDpKCQQcREdnUtQKYjl7RMKeDJGDQQURENo1cAUxbOoynTicqD4MOIiKCznixN0stHcYzkrKlgyRg0EFERPg7Tyva9rKQ1MHRK1QRDDqIiAgHrxeJth/xdzN7nHFLB0evkBQMOoiICIduFIu2uwS7mz3OZMgsWzpIAgYdREQPOK3egCM3xC0dnYPMBx0m3SuMOUgCBh1ERA+405ka5GruRQ91PORo6qc0e6zJ0vZMJCUJGHQQET3gjPM5OgW5m52NFDBd8E3H7hWSgEEHEdED7pBR0GEpnwMws7Q9Yw6SwKag4/DhwxgxYgSaNm0KtVqN9evXWz3n7Nmz6NOnD4KCgtC0aVMsWrQIBk4iQ0RUpRTrDDiWIU4i7RxsfuQKYNrSoWFLB0lgU9CRn5+PyMhILFy4EJ6enlaPz8nJwaBBgxAQEICkpCQsXLgQS5cuxbJlyypcYSIicpxfbxXjbpnmimAvORrXNJ/PAXBpe6oYy++sMmJiYhATEwMAmDRpktXj4+PjUVBQgBUrVsDT0xORkZFISUnB8uXLMWXKFMgs9BUSEVHlMu5a6RzkXu7faOPRK5wGnaRwSk7HiRMn0L59e1GrSI8ePXD9+nVcvnzZGbckIiI7/JWrE20/Fmi5awUwnaeDo1dICptaOqTKyMhA3bp1RWX+/v7CvrCwMLPnpaamOqM6laa619+V+Ozsw+dmPz67Eul33FD2o6DodgZSU69bPP7ypYsAvITtYq2Oz9JGD8JzCg8PL3e/U4IOACbNc6VJpOU121mrbFWWmpparevvSnx29uFzsx+f3T2yS7cA3OtiaRxSF+EhHmaPTU1NRZPwRsDxe0GJHnI+SxvwPVfCKd0rAQEByMjIEJXdunULwL0WDyIicr18ozGvNVTl59yZzkjKnA6ynVOCjqioKBw9ehSFhYVC2b59+xAcHIzQ0FBn3JKIiOyQrzEKOown4jBisuAbczpIApuCjry8PCQnJyM5ORl6vR5Xr15FcnIyrly5AgCIi4vDgAEDhOOHDBkCT09PTJo0CefOnUNCQgKWLFmCSZMmceQKEVEVkm8UNVhv6RBvaw3gHExkM5uCjpMnT6JLly7o0qULCgoKsGDBAnTp0gXz588HANy4cQOXLl0Sjvf19cW2bdtw/fp1dO/eHTNnzsTkyZMxZcoU57wKIiKyi2lLR/kfCzKZDAqjwEPHmINsZFMiaefOnZGVlWVx/4oVK0zKmjVrht27d9tfMyIicjqpOR1AybBZXZmRtlq9abcLkTl8mxARPaAMBoNp0GElpwMwnQq9iFOhk40YdBARPaAKdUDZeMFdASjl1oMOT6PApICrvpGNGHQQET2gTJJIbewj8VQw6CD7MOggInpA5RknkdqQzwGYdsHcZdBBNmLQQUT0gDIeueJtQz4HYNq9wqCDbMWgg4joAWUcLHgx6CAnY9BBRPSAMp0YzLaPBOPulQIdpyUl2zDoICJ6QJnkdNjc0iH+6LirYUsH2YZBBxHRA8p4jg5vGxNJTbpXOCUp2YhBBxHRA8q4hcLWnA6T7hXmdJCNGHQQET2g8iQu9laKiaRkLwYdRPRg4YqoAqmLvZVi0EH2smnBNyKiasNgAAryAS9vcbleD/c1S6A8+gNa6nSQqWvDUNMP+qAQaJ4YCn2Dxq6prwvZm9PB7hWyF4MOIrp/5GXDc+FLUFxJg7Z1exROiQNUbgAA5c97oNqXAABQAMDN68DN61CknYMy+RjyF64BvH1dV3cXMG3psLF7RcGWDrIPu1eI6L7hlrgeiitpAADlqaNQ/bC1ZIfBANXeeIvnyXKz4bZrU2VUsUoxnqeDk4ORszHoIKL7g8EA5a+HREWq3ZuAokIo/jgJxdVL5Z6u+mErZDl3nFnDKsekpcPeycEYdJCNGHQQ0X1Bdv1vyG9eF5XJc+5AdWAHVN9vEZVnRbRG/vzV0Pv63Tu/uBCqnd9USl2rCofN06HljKRkGwYdRHRfUJ46arbcLWEtFKeOiMoyonvCUC8Mmn6jReWqn7ZDdueW0+pY1dib02HcDcPuFbIVgw4iui8oT5sPOmS52ZCVGSarCw1Hfkg4AEDTrT/0fnXuHasphipxnXMrWoUYz9Nha06Hl9HQ2gLOSEo2YtBBRNVffi7kKWdsOlQTMxiQ/f+Hq5s7ivuPEe1X7d8B2fW/HV3DKsm4hcLbxpwOk+4Vrr1CNmLQQUTVnvLMCcj0976162sHwqBUmRynr+kH7WOPi8q0XftAXydQ2JbptPB6/d9wX/UeZBnXnFfpKsBh3Sts6SAbMeggompPYZTPoY1+HNrOvU2O03YfIMzbIVCqUDzgaVGRTKeF6sAOeM166r7ubjFOJLV1GnTjoIOjV8hWDDqIqHrTaaFMPiEq0rZuj+K+I2FQKIQyg0IJzeMDzF5C26kXtK07mJTL9Hq4b14JhdFQ3PuBTm8w6V7hPB3kbAw6iKhak6edgyw/R9g21KgJfaNIGPyDUTzkOaG8eMh4GNS1zV9EoUTh1LdR+OwM6P3rmux22/71fbdmi3GXiJdSBrnM/tErhvvs+ZBzcBp0IqrWlKeOiba1LaMARcmfNk2fEdBG9wBggKFWgJULKaHt1g/azk9Aefh7eHz5rrBL8fefUJw8DN0jnRxdfZcxTv60NZ8DAFRyGZQyoLSBQ2cANHrATVH+eURs6SCiak1hNFRW17q9aNtQy996wCG6oBLaLn2gfbSrqPh+a+2wN5+jlJeKXSwkHYMOIqq2FL8eEk1vbpDLoW0R5ZBrF8eOFd/rcqpJwmp1lqcRz9EhpaUDALy46BvZgUEHEVVLsswMURcIAOiatgFq+Djk+vqQhtC26yIqc9u++r5p7TBp6VBK+zgwTiblCBayBYMOIqp+9Dp4fDoXsvxcocigUKB46HPlnCRdcax4KK3irxQoTh+zcHT1YtwyIbl7hXN1kB0YdBBRtaP6bi0UKcmisuIhz0H/0MMOvY++QWNo23YWlblt+gwoKnTofVwhrwKJpICZoEPDRd/IOgYdRFStyFPOwO27NaIybYtHoXlimFPuZ9Lace0vuK/9yCn3qkz5xjkdEls6PLn+CtmBQQcRVStuW76EzFBmynNfPxQ99yogd86fM31oODSdeonKVId2Q3lwt1PuV1lMl7WX9vy40izZg0EHEVUbspvXoTx/SlRW9NxrMPjWcup9i8ZMgz64gajMfe0SyK9edOp9ncl43RVbZyO1dDyDDrIFgw4iqjaUR34QbesaN4OuxaPOv7GHFwqnzIHBzV0okhUXwWPZW0DhXeff3wlMR69I7V5h0EHS2Rx0rFy5Ei1btkRgYCC6du2KI0eOWDz20KFDUKvVJj8pKSkOqTQRPYAMBqgOfy8q0nSMqbTb6+s3RNHY6aIy+fUrcNu9qdLq4Ej52orldHDRN7KHTUHH1q1bMXv2bLz88ss4ePAgoqKiMHToUFy5cqXc844dO4YLFy4IP40aNXJIpYnowSNPOwd5+lVh26BUQRvVvVLroO30BDRd+ojKVD9sBQqqX2uHcfeKt8R5Ojg5GNnDpnfZJ598glGjRmHs2LFo0qQJFi9ejMDAQKxatarc8/z9/REYGCj8KBScmJ+I7GPcyqFr3R7wrlnp9SgaNQWGMhOQyfJzodqXUOn1qCjj7hXjac2tYfcK2cNq0FFcXIxTp07h8ccfF5U//vjjOH78eLnnduvWDU2aNMGAAQNw8ODBitWUiB5cmmIojyeJizr2snCwk3l6QdPzSVGRas8moLjINfWxU0Xn6TA+nt0rZAurq8xmZmZCp9PB399fVO7v74+MjAyz5wQFBeGDDz7AI488guLiYmzatAmxsbHYsWMHOnbsaPFeqampEqtftVT3+rsSn519HpTn5vvHr2hYZvZRjZc3LnjVgqECr78iz07RsDWaqTZCoSkJNOTZd3Bny9e41a5yu3sq4laOO4B7rc9ZGdeQWmx9gq/S55Z7RwnATSi/nnkHqanmPxOoxIPw+xoeHl7ufpuXtpfJxFGtwWAwKSt707I3joqKwt9//42lS5eWG3RYq2xVlpqaWq3r70p8dvZ5kJ6bx87Vom1Dxxg0frip3ddzxLPT/WsgFGWSSOv98hP8hv4bUNr8Z9WlDOczAGiE7SahIQgPcLN8AsTPLRT5QFqWsE9VoybCw507dLk6e5B+X8tjtXuldu3aUCgUJq0at27dMmn9KE/btm1x8WL1HdNORC6SkwVFsni9E20ljlqxRPPEMBhUKmFbnpkO5dEfyjmjaqno0vbGC8RxRlKyhdWgw83NDa1bt8a+fftE5fv27cNjjz1m843OnDmDwMBA6TUkogea6ngSZDqdsK2vGwp9WBMX1qiEQV0bmi59RWVu360FCvJdVCNpjHM6pE4OZpJIqmHQQdbZ1A44efJkTJgwAW3btsVjjz2GVatW4caNG3j22WcBABMmTAAAfPbZZwCA5cuXo0GDBmjatCmKi4vx7bffYufOnVizZo3FexARmaM8vFe0rekYA1jo2q1smj4joNqfKARF8pvX4PH5fBROfcdp07LbymAw4Gh6MVKytegd4oFAr5L8jb/ztDh/R4usInH+hndFR6+wpYNsYFPQ8eSTT+L27dtYvHgx0tPT0bRpU3z77bdo0KBkWuCrV6+KjtdoNHjzzTdx/fp1eHh4CMfHxLi+SZSIqg/ZP39BcemCsG2QyaDt0NOFNRIz1AmCtms/qJK+E8qUvx2G6rs10Ax6xnUVA7D1UgHGHbgDAFhWU4l9A/xx7rYG/ffcgrl8UePuEms4eoXsYXPG0/jx4zF+/Hiz+3bu3CnanjZtGqZNm1axmhHRA89kbo7IR2CoFeCi2phXNHIS5Gl/QHH53ozL7ttXQx/aGLpHOrmsXp+czRP+/WeOFt+m3UV8WoHZgEMuAzwkTqPEeTrIHlx7hYiqJr0OyiPioEPrqrk5yuPmjsJp70DvoxYVe3w2D7Jrl11SpZxiPU5lakRlHybn4VhGsdnj9QbTEYrWcME3sgeDDiKqkhR/nIT8zi1h2+DuAW1b17UclMdQOxCFU+JgKDPrsqywAB5fvQcYKv/D+Fh6MfRGt72arzN/MIAgT+kfBVx7hezBoIOIqiTlz0atHO26Ah5eLqqNdfqH9bJohAAAGE9JREFUW6F41BRRmSLljMnKuJXh8A1ps6M28JY+twi7V8geDDqIqOopvAvl/8RLJ1SFuTms0fQYCG2raFGZ26ZPK30Y7c9Wgg5vpQxPhXtBhpIWixmtfMo93hxPMwu+GVzQqkPVC4MOIqpylP87BFlxobCtr+UPXdPWLqyRjWQyFI2eAoOyzKRh2bfhtv3rSqtCrsY0n8PYiMZeWNbJDykjgpAyIggxIR6S76OUy+BW5hPEAKDIcg8OEQAGHURUBRnPzaFt3xOQV49Vqg2B9aHpM0JUpvp+M+RXL1XK/Y+nF8PalBljIkq6qfw9FfBW2f8xYJpMan3tFnqwMeggoipFlpUJxR8nRWWaTlVw1Eo5ivuNhr72vRmYZXo93NZ+VClJpcZdK4/6q0TbrWqr0Kp2+Wus2IojWEgqBh1EVKUofzkAWZkPZ11oOAx1Q11YIzu4e6Bo1GRRkfL8Kah+2OL0Wxsnkb4Q6Y2ZrXygkgOBnnJ83FFt4UzpjJNJuf4KWVM9lkMkogeG8liSaFv72OMuqknF6Np2hrZZOyjP/k8oc9v4KXThLaB/yDlrxxy4VojfbonzOToGuWNwQy9Ma+ENL6UMcgdOIe+llAO4l8iRz/VXyAq2dBBRlSHLTIfiz99FZdqobq6pTEXJZCh69mUYPGvcK9Jp4bE8zuGjWYp1Bkz5+Q5i92aK8jka11Qi6P/XXPFWyR0acABm5upgSwdZwaCDiKoM5XHxata6RpEw+Ae7qDYVZ/APRuG/Z4rK5BnX4L76A4fmd7z5SzbWpd41KY8Nkz4qRQqT7hXmdJAVDDqIqMpQHjfqWomunl0rZemiukHTvb+oTHXsJygP7LRwhjQ3C3T46oK45UQG4PmmNTCrdU2H3MMS45aOfAYdZAWDDiKqEmTpV6H4696iaQaZDNpHu7muQg5UNGoKdPUbisrc130M+eXUCl979YV80SJuQZ5y7O1bB+9Gq+GmcGx3ijFOhU5SMeggoirBuGtF36QlDH51XFQbB3NzR+Hkt2Bwu9fdIdMUw2PpW0B+rt2XLdYZ8OV5cSvH1BY+iApwt/uaUhjPSsqgg6xh0EFEVYJx14qmmo5ascRQNxRFz7wkKpPfvAaPlQsl5XekZGnQa+dNPLL5BlrG38CNgnvNHDWUMoxuXHnr07B7haRi0EFELie/egmKMjN2GuTykgXe7jPajjHQdB8gKlP+dhiqXRttvsbLR7NwPKMYF3N1ooADAEY19oLavfL+rLN7haRi0EFELqfcv0O0rYtsC9R03CRWVUnR6CnQGc3T4Rb/BRS//8/CGfdcv6vDoRvFFvc/H1nD4j5n4OgVkopBBxG5lCwrE6r9iaKy+2HUikUqNxROngNDjXsru8oMenh88hZk1y6Xe+quvwss7utRzx3hviqL+53BtHuFa69Q+Rh0EJFLqXZvgkxz79u7vpY/tNE9XFgj5zP4B6NwwhswlJmsS3Y3H54fvgrkZVs8b8flQrPlwV5yLHrM1+H1tMa4KyejgEEHlY9BBxG5jCznDlRJCaIyTd9RgMoxC5JVZbpWj6F42ARRmTzjGjyX/hfQmi5Nn1Wkx6Hr4nVVTgwKQMqIICQPDULjSm7lAIBQb/FKGn/laiu9DlS9MOggIpdR7fkWsuJ739716trQdOnjwhpVLk3v4dB07i0qU5w/DfdV7wF6cavB3quFKJsyEeGrRIRahQBPBVRy587HYUmYj0K0/VeuzsKRRCUYdBCRa+RlQ/XjNlGRpu9IwK1y5pioEmQyFD3zEnRNWomKVYf3wv2rksAju1iPP7M1WJcino+jX6hzpzi3RV0vBVRlPkUyi/TIKWYXC1nGVWaJqMIMBgNOZ2pQoDMgOsANMhsWFnPbuxmyojKtHL5+0HTt58xqVk1KFQqmxsErbhLkN68JxaqDu/Bnrh7t1KNRZDD9ftivgWdl1tIshVyGBt4KpOXca+G4nKdDi1r8Pkvm8Z1BRBX23ulcdEu8id67bmHmMcuJkIKCu1D9sFVUpOk9AnB3/bd3l/BR44fR7+CGu5+ouOnJPfjw/Fdw04tzPOp5KdCmTuXncJgT5sO8DrIdgw4iqpA7RXosPn1vKu8vz+fjdmH5ffuqn/dAVmZ5d4OPLzSPDyjnjPvPqVvF+O1mMXR6AxIvFyD2tAceb/UarruJ5yd5/noSzh9/Gf++tg8KfclzHfSQp02tSZWBQQdJwe4VIqqQzRfvihYcMwA4malBj3oK8yfo9aa5HD0GAu6u7y6oDBq9AZMO3UH8xZI5NwI95cgs1ENrAFK86uJfrV7HT6fmIkhzr8WoQVEmPk9ZiZlXduBI4y7oV6MDoG0GKF3f2hHmLf5/vsxkUioHgw4iqpANf941KTt5S4Me9cx3lSjO/g/yG1eEbYNCaTI1+P1Kozdg3P7bSCgz30a60dwWF2rUxb9av44fTs9HcHGWaF94wQ2En/kWOPMtDG4e0NcLhcFHDYO3Lwy+ftBFtICuWbtK7aYKZUsHScCgg4jsdu6OBidvmc4p8dsty1N1G+dyaKO6waCu7fC6VRXn7mjwxR95SM3WIqNAj5Rsyx/KMgD1aihwHvXQpt0CvHr5O0y6/iNUetNzZMWFUFy6IC7cvQkGN3fomreDtm1naNt2ATztXADOYID84h+Auwf09RtaPIzDZkkKBh1EZLdvzLRyAMBJC0GH7MZVKE8fE5Vp/jXI4fVyJcP/rxgrk8nwbdr/tXfvcVGXewLHP7/LzHBTB5FQw0uhhpIpsoGaHks3W7PSpWNtp7bWdNXSbqbrbTuudnELtdXjObuvQvfoCUpfRXXMS3U6WF4WtdSXelADfakpiAGCM4zM5fd79o8xYBwU0mRAnvd/fuf5DV8GHL7z/J7n+7h4fvs5GljiUmPZXXb+8ZZw/uPb82w+qbEzcRL/dNtTtN/4HvrWTShmw9tRFY8bfc929D3bEWv+C1/qPXh/NQqzZ19o7DoQw4ftf17HsisXAM+Yp/Ckj6936KUzHSedPgxToIWod4jUvMmiQ5Kkq+IzBWuP1l90FLtMil0GnSICPwVbvgpcy2HcchtmQp/rluMv6YTDx03hWsAhZ6ecPqIsKnabisNrsmjvef73sAuBID5Sp/D85Wc1bmmj8eG9HTh4zsuRCv/tqJRYfyfWJYPsLBlUO9b99Ew8Y/8F7eButEN70fL3olaUNpiz4q7GsnUTlq2bMLr2wP3US5g9khq8zvr+H2oKDgDrp6sxYztCxx5BY9tZVdrbVMrd/oLIY8Lv/+bk62I3yR2szOnfRhYgUg1ZdEiSdFX+crr6imdt7PnRw+hudRaHVruwbN0cMMZ778ON//QdIoWVXqZu8x8nH64pTOodyV0dbSzZ72DnWQ+qAikdLBRVmZx21U5pXKng6GPXWXdvDPFROgntdKDhRbSifSy+X92P71f3gxAopWdQKstRHJUojkrUE9+j79mOWn623uu1k4WEvzYN390P4h73r1DnwLm6LF/mYL3kFhiA7Y9LiXx8OvTsGfRY9zZaTdEB8NtvzwPw1Wk3bSwKL/St/2tJrY8sOiRJuiqZhwI7ZCr4d678ZG+p1190+Hzou7dg2fhBwDZZs200vtS7myTXy8k/52VfqYc2VpVBcVaOVvpY8Tcnu856sGoKfdtbyD3t5oLh/84uGIJlB50sO+iseQ5TwO4fg9e11GXT4LU729G3vYUoi8ptdv3aWpcrCiK2EyK2U53gKDxPPI96shB91xb07Z+jngucDVGEwJL7Z7Q9W/H93TDMhD4YCb0Rbewohg/1+wNYs1bU/yV9Xm758A94+g1AxMQFPNa9jc6eetb2AKw6XMXzt0c1my2+UmjJokOSpJ+toNLLX067QQgeL9nGQ6Xf4U1M5p+1oQjF3/5nT6kH7dtvsGX/HrWsJOg5fHc/0GQHu13wCbIKqvyzFbpClFvn4NFSvrnkALVL/eC89kWRN0dorBnevubWyXWlKJjdeuLp1hPPw0+jHfgWy5b16Hu2BQxTK89h/eoT+OqTKz6dsFgDTgC2VDnQ/30CZqcuiPY3YXbuhnfE2KDFpHWdcBrsOuuhfwcr3/7ooUuURtco+aentZI/eUmSfrZ3L85yzPzhMxYd+8Af3Lab4vgfmNnjCQC6Hfya8P2/q/d6ER7p783xM1X7BJUek9hwFVVR8JmCbWfcHD3vIz5SJyXWQqVb8HWxmyMVXsJ1BV1RyCqsothV91aQFbhywXE1dAWm3R7FpN5RFLkMzntM0m6yEmkJQR9GVcPol4bRLw3t0F5sf1wasFW5IUJRqZ62AO1oPtY//6kmrricaEcPwdFDAOg7vqTPY28Cly88Vh6uouB8JXtLvUToCqvujuYfuoRjCsH+Mi9xEVrQ+h/pxtTooiMzM5Ply5dTUlJCYmIiixYtYvDgwZcdv23bNubNm8fhw4fp2LEjL7zwAk8//fQvkrQkSaFz3mOSXeDiN2e21RYcF710ahNFtmj2RN3CigP/HXStUBTKbh9M/t8/ya3h0fzUe9PpNTldZeA2BB4TPIbAawocXsHZCyanqnzklXj4rtSD24B2VoUBHazkn/MG9bm4HtpaFF5Lbcc5t8nyA07K3CZ3d7YxL7ktN0dq/LWomhKXyYPdwuhl9zfs6hzZfP6IGr2Tcb2aiWXD+1g3ZAfMXlyO5/FpGP0HYdyRhnr6OPp3W+sdp/5YTPra3zKjx1wqLJH1jll3sREagMsnmPLNOT4frfPSjgp2lHgI02DpIDu/6RnJ2qMuVhx0Eheu8kZqO3rZLVS4TTacvEC0TeXe+LCQnaorXTuloqJCNDQoJyeHSZMmsWTJEgYOHEhmZibZ2dnk5eXRpUuXoPHHjx9n8ODBPP7440ycOJG8vDxefvllVq5cyZgxY67LNxJqBQUF9KxngZXUMPnaXZ0me918XtQzp1AcFfhiOpJxOpydf93JZwfewiLqv/3gVG1EmbUzCV5F4/34e/hTj/vJFf71ABYV7upoo8Jtsr/ci9ngO9H1kRprxW0KDpR7EQJG3Gxj2u1RRFlUvvvRg9sQ/PrWiJoiwjAFTp+gnbWFniJR5UArOIB29BDq0Xy0k4Vg+EDTEZoFERGF754H8I78de011S7C3v1PtO+2ooj6f1D/17Yn9/WbTSd3BamOo8R4HRwLj+NAZBd+sMX4FwwLQRvjAlGGm0pbG1x1PvcqwKiuYWw8Wds4rZ1V4d/6t+V3BxycuVhcDuhgYekgOxt/qCbrexdWDZ5OjGRCYiTfV/j47GLjtQe6hdEvxoJP+Nfu+EzoE20hXFcwheDoeR/VBvRqp2PT/EVMldek2hC0t6k1a1CEEPgE11zoyPc5v0YVHSNGjCApKYnly5fXxAYMGMCYMWOYP39+0Pj58+ezfv169uzZUxN77rnnOHz4MF9++eUvlHrD1BMFWHNWNcnXqqqqIjKy/ir/RlZUZVBQ6cOmKSgKuA2B1xBYNAWbWidmgq5SE/MaAo/wT0drmFg0DY/pH6cpYFUVVMXfwdFrglon5hMXY/jfCLQ6MSUg5t/WCaCrCroKhul/zpqYAgb+cUJcOWbWiWmXxEzh//40RUEEjKuNGUJgmLXjwJ+3YfrH6Y2IqUrtm5/HZyAUFVXx56hcHOerM+7SmK4qqNS+Xrow6eBzEu0+T7vqSnTTR4W1DZVh7aiyRWF3lRNfVYIuamcTqlQbmjAJE1dePFnXk4nPkN1xyFX+lv0ywjSYkBhFfKTGvh9KiY+N5sFu4fTv4F9r4fKZWFUFXX6KvqzCQ/n0jLGjlJ/FuvGDoJ4rbkXHJoJ37VRoEVzQrMR4HVgvFqomCiXWdpyytcephRFlVNPGd4FI080F1cp5LRynHoZbsWATXsJMLzbTi4FKtWalWrXgUXQswodFGFiFgRDgVTU8io5P0bDpCj5DYF4slFQEUbpCtSEwTIGCQAGiLCpeU1B9ccGwpipE6CqGEFzwCQyhYNMgXFcwTLhg+v+P2zQFm66S0sFKQ782VVVVREZFXfsP4VJXuUDXM+YpzFsTf+FkGtZg0eHxeOjUqRMrV65k7Njae7AzZswgPz+fjRs3Bl0zatQokpKSWLx4cU3sk08+YeLEiRQXF2OxhP68AEmSJEmSmlaD84NlZWUYhkFsbGxAPDY2lrNn698Pfvbs2XrH+3w+ysrKriFdSZIkSZJaqkbflLx0j7UQ4or7rusbX19ckiRJkqTWocGiIyYmBk3TgmY1SktLg2YzfnLTTTfVO17Xddq3b38N6UqSJEmS1FI1WHRYrVb69+9Pbm5uQDw3N5e0tLR6r0lNTWXLli1B45OTk+V6DkmSJElqpRp1e2Xq1KlkZ2ezZs0ajhw5wqxZszhz5gzjx/tPHZw8eTKTJ0+uGT9+/HiKioqYPXs2R44cYc2aNWRnZzNt2rTr811IkiRJktTsNaroSE9PZ9GiRWRkZDB06FDy8vJYt24dXbt2BeDUqVOcOnWqZnz37t1Zt24dO3bsYOjQoSxevJg333zzhu3RcTlCCB5++GHsdjuffvppqNNp1s6dO8fMmTO588476dixI0lJSUyfPp3y8vJQp9YsZWZmcscddxAXF8ewYcPYsWNHqFNq1pYuXco999xDly5dSEhI4NFHHyU/Pz/UabU4S5YswW63M3PmzFCn0iKcOXOGKVOmkJCQQFxcHGlpaWzbtq3hC29gje5IOnHiRCZOnFjvYxs2bAiKDRkyhG+++ebqM7sBrFixAk1rPl0Jm7Pi4mKKi4tZsGABiYmJFBUVMWPGDCZMmMDHH3/c8BO0Ijk5OcyePTugWd+4ceMu26xP8ndInjBhAgMGDEAIwRtvvMHYsWPZuXMn0dHRoU6vRdi9ezerV68mKSkp1Km0CBUVFdx3330MHDiQdevWERMTw4kTJy67FrK1aFRzMOnn27t3L0888QRbtmyhZ8+erF69utXN9FyrL774gkcffZQTJ07Qtm3bUKfTbPzcZn1SMKfTSdeuXcnKymLUqFGhTqfZq6ysZNiwYSxbtoy33nqLPn36kJGREeq0mrWFCxeyfft2Pv/881Cn0qy00D6+zZvD4WDChAm8/fbbrb6qvRYOhwObzUZERESoU2k2PB4P+/btY/jw4QHx4cOHs3PnzhBl1fI4nU5M08Rutzc8WOLFF19kzJgxDBs2LNSptBgbNmwgJSWF8ePH06NHD4YMGcI777xT0z6itZJFx3Uwffp0RowYwciRI0OdSotVUVHB66+/zpNPPomuy8OQf3I1zfqkYLNnz6Zv376kpqaGOpVmb/Xq1Rw7dox58+aFOpUW5fjx46xcuZLu3bvz0UcfMWXKFBYsWMC7774b6tRCSr6bN9Jrr70W0Na9PuvXr+f06dMcPHgwaItxa9XY123o0KE1/66qquKxxx6jU6dOLFy48Hqn2CL93GZ9Uq25c+eSl5fH5s2b5ZqrBhQUFLBw4UI2bdqE1WoNdTotimmaJCcn19zy7NevH8eOHSMzM5NJkyaFOLvQkUVHIz3zzDM88sgjVxwTHx9PdnY2hw8f5uabbw54bPz48aSmprJ58+brmWaz09jX7SdOp5Nx48YBsHbtWsLCwq5rfi3N1TTrk2rNmTOHnJwc1q9fT/fu3UOdTrO3a9cuysrKGDRoUE3MMAx27NjBqlWrKCoqwmazhTDD5isuLo7bbrstINarV6+AnZ6tkSw6GikmJoaYmJgGx73yyis899xzAbHBgwfz6quvMnr06OuVXrPV2NcN/Gs4xo0bhxCCDz/8kKjrcSJjC1e3WV/dAxhzc3N56KGHQphZ8zdr1ixycnL47LPP6NWrV6jTaRFGjx5NcnJyQGzq1KkkJCQwffp0OftxBQMHDqSwsDAgVlhY2Op3mMmi4xfWuXNnOnfuHBSPj4+Xn6yuwOFwkJ6ejsPhICsrC5fLhcvlAiA6Olq+udUxdepUJk+eTEpKCmlpaaxatSqgWZ8UbMaMGaxdu5b33nsPu91OSUkJAJGRkbK4vQK73R602DYiIoLo6Gj69OkToqxahmeffZaRI0eyePFi0tPT2b9/P++88w6vvPJKqFMLKVl0SM3Cvn372L17NwApKSkBj1265qO1S09Pp7y8nIyMDEpKSujdu3dAsz4pWGZmJkDQtvVZs2YxZ86cUKQk3eAGDBhAVlYWCxcuJCMjg/j4eObOnXvZflethezTIUmSJElSk5BbZiVJkiRJahKy6JAkSZIkqUnIokOSJEmSpCYhiw5JkiRJkpqELDokSZIkSWoSsuiQJEmSJKlJyKJDkiRJkqQmIYsOSZIkSZKahCw6JEmSJElqEv8PZlolF2BAt0UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.kdeplot(np.log(JFK_data['fare_amount'].values),label='JFK Pickups')\n",
    "#sns.kdeplot(np.log(JFK_dropoff['fare_amount'].values),label='JFK Dropoff')\n",
    "sns.kdeplot(np.log(train['fare_amount'].values),label='All Trips in Train data')\n",
    "plt.title(\"Fare Amount Distribution\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "d2896892a40c422e5b780213a60983d70ea6f09b"
   },
   "source": [
    "As we can see, the fare amount is much higher when pickup is from JFK."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "_uuid": "4f645d853452781185f75e3a4a4dd439550f9e46"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Dropoffs vs Fare Amount')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.kdeplot(np.log(JFK_dropoff['fare_amount'].values),label='JFK')\n",
    "sns.kdeplot(np.log(train['fare_amount'].values),label='train')\n",
    "plt.title(\"Dropoffs vs Fare Amount\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "_uuid": "c94280f7535ab0564abca297431a6ef34ca5a400"
   },
   "outputs": [],
   "source": [
    "del JFK_data\n",
    "del JFK\n",
    "del JFK_dropoff"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "e57a91ecdca1c8f686c8ffefa11faf4b0433abc7"
   },
   "source": [
    " Distribution of fare amount for  both pickup and dropoff to JFK is similar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "_uuid": "3e2dc30df82c2a759dd916508c58d4dd37ddd95b"
   },
   "outputs": [],
   "source": [
    "## Based on the above, let us create a function to see whether pickup or dropoff is an Airport. \n",
    "\n",
    "'''\n",
    "def isAirport(latitude,longitude,airport_name='JFK'):\n",
    "    if airport_name=='JFK':\n",
    "        boundary={'min_lng':-73.8352,\n",
    "     'min_lat':40.6195,\n",
    "     'max_lng':-73.7401, \n",
    "     'max_lat':40.6659}\n",
    "    elif airport_name=='EWR':\n",
    "        boundary={\n",
    "            'min_lng':-74.1925,\n",
    "            'min_lat':40.6700, \n",
    "            'max_lng':-74.1531, \n",
    "            'max_lat':40.7081\n",
    "\n",
    "        }\n",
    "    elif airport_name=='la guardia':\n",
    "        boundary={'min_lng':-73.8895, \n",
    "                  'min_lat':40.7664, \n",
    "                  'max_lng':-73.8550, \n",
    "                  'max_lat':40.7931\n",
    "                 }\n",
    "    if latitude>=boundary['min_lat'] and latitude<=boundary['max_lat']:\n",
    "        if longitude>=boundary['min_lng'] and longitude<=boundary['max_lng']:\n",
    "            return 1\n",
    "    else:\n",
    "        return 0\n",
    "        \n",
    "\n",
    "\n",
    "'''\n",
    "\n",
    "nyc_airports={'JFK':{'min_lng':-73.8352,\n",
    "     'min_lat':40.6195,\n",
    "     'max_lng':-73.7401, \n",
    "     'max_lat':40.6659},\n",
    "              \n",
    "    'EWR':{'min_lng':-74.1925,\n",
    "            'min_lat':40.6700, \n",
    "            'max_lng':-74.1531, \n",
    "            'max_lat':40.7081\n",
    "\n",
    "        },\n",
    "    'LaGuardia':{'min_lng':-73.8895, \n",
    "                  'min_lat':40.7664, \n",
    "                  'max_lng':-73.8550, \n",
    "                  'max_lat':40.7931\n",
    "        \n",
    "    }\n",
    "    \n",
    "}\n",
    "def isAirport(latitude,longitude,airport_name='JFK'):\n",
    "    \n",
    "    if latitude>=nyc_airports[airport_name]['min_lat'] and latitude<=nyc_airports[airport_name]['max_lat'] and longitude>=nyc_airports[airport_name]['min_lng'] and longitude<=nyc_airports[airport_name]['max_lng']:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "_uuid": "ee5973d0fa3f0e85f73fa7a58893dcdbacf8b91e"
   },
   "outputs": [],
   "source": [
    "train['is_pickup_JFK']=train.apply(lambda row:isAirport(row['pickup_latitude'],row['pickup_longitude'],'JFK'),axis=1)\n",
    "train['is_dropoff_JFK']=train.apply(lambda row:isAirport(row['dropoff_latitude'],row['dropoff_longitude'],'JFK'),axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "_uuid": "ef012ea7dab72c9a40fe2f2b72dca7e65a90b048"
   },
   "outputs": [],
   "source": [
    "train['is_pickup_EWR']=train.apply(lambda row:isAirport(row['pickup_latitude'],row['pickup_longitude'],'EWR'),axis=1)\n",
    "train['is_dropoff_EWR']=train.apply(lambda row:isAirport(row['dropoff_latitude'],row['dropoff_longitude'],'EWR'),axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "_uuid": "c7b01ae39119553b3711b90e75bbab00e36ebd86"
   },
   "outputs": [],
   "source": [
    "train['is_pickup_la_guardia']=train.apply(lambda row:isAirport(row['pickup_latitude'],row['pickup_longitude'],'LaGuardia'),axis=1)\n",
    "train['is_dropoff_la_guardia']=train.apply(lambda row:isAirport(row['dropoff_latitude'],row['dropoff_longitude'],'LaGuardia'),axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "ee1b236413bca137b8442b7790542632c6f26c10"
   },
   "source": [
    "**Trip Distance**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "_uuid": "783676cde5ce39c18b22ea543b94c9269d313c85"
   },
   "outputs": [],
   "source": [
    "#calculate trip distance in miles\n",
    "def distance(lat1, lat2, lon1,lon2):\n",
    "    p = 0.017453292519943295 # Pi/180\n",
    "    a = 0.5 - np.cos((lat2 - lat1) * p)/2 + np.cos(lat1 * p) * np.cos(lat2 * p) * (1 - np.cos((lon2 - lon1) * p)) / 2\n",
    "    return 0.6213712 * 12742 * np.arcsin(np.sqrt(a))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "_uuid": "d980d9db974ee3ecd83c31d443cf362e3ff40d61"
   },
   "outputs": [],
   "source": [
    "train['trip_distance']=train.apply(lambda row:distance(row['pickup_latitude'],row['dropoff_latitude'],row['pickup_longitude'],row['dropoff_longitude']),axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "_uuid": "14fb8e418eb801913f4d8fd8ed3555a93c57cc0d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of Trip Distance (log scale)')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2fIqLi3WOUSpjyczM1Pta9fX1qKioaFGV8LVr1yCTyRAUFKSzgnbMmDF44403OH9L6n9/mnRta87jjz+OL774Ao899himTJmC8PBwhIaGarUaCwoKkJ2djR49emDAgAG8XvvSpUvYsmULzpw5g4KCAq3hjXv37jVbXFJUVIQbN27Aw8MDH374oc59bG1tkZ2djbq6Oq0kpvzxVFxcrDdWk0pSeXl5AKB3jODRRx/F3r17sXnzZuzatQs7duwAAAQEBGDFihWIiopq8XvzrSzje5ybmxvy8/M7PEmVl5c3G5dEIuHsp66pUnahUMi7L70t799RlDG0hEgk0tkq6datG0QikcE/j/IC7Orq2ux+1tbWOHz4MN577z0cOnQIr732GgDA0dERMTExWLNmDe+KxevXr2P8+PGoqqrCqFGj8PDDD8PJyQlCoRA3b97Ed999p1XUoKTr3FF2F6mfO8ruRz7FA8oL2LFjx3Ds2LEm92uqOEMzFisrK95jzUDjOdrU+aLrXFYWTLm5uWntb29v36LpAyNHjsSRI0fw3//+FwcOHFC10nx9fbFs2TLMnj0bQMu+U6ChqOnxxx8HwzAYM2YMpkyZAgcHBwgEAvz22284duxYk//OSsp/m7y8PKxfv77ZfauqqrSSlPLHj62trd54TSZJ3bp1C3fv3oVIJOJVHhoZGYnIyEjU1NTg4sWLOH78OLZt24Z///vfOHjwYIsH3vX9Ym1KQUEB/Pz8tLYru2nUExTDME1WgilPtLZSXiwKCgp0Pp+fn8/Zz9CM/f58tObfWiaToaSkRCtRFRcXQyaTGfzzKKs8+bTwXVxcsH79eqxfvx63bt3CqVOn8NVXX2H79u3Iy8tTVbjqs2nTJpSXl2PHjh1aP/R27NiB7777ruUfREPXrl0BgFd3r/I73bhxI/7973+36X0ZhoGrqyvu378PlmV5nQPK91ees5p0nctOTk4oKCjA/fv3tebbVVdXo6qqqkWJavjw4Rg+fDjq6uqQkZGBX375BYmJiVi0aBG6dOmCKVOmtOg7BYD169ejvr4ex48f1+pVWLduXbM/CJSUnzk0NLTJKsfmKJOcrmSuyWTGpN59910AwCOPPNKiloednR1GjRqFtWvXYt26dWBZllOaquy+aklVTUvo6qPPzMxEQUEBfH19OZ9FLBY32QervkSLUmtiV46rpaen6/w19H//938AdHfPGIKykEXXCh91dXWqLhzNghdzoKt8X7mtNeOZTcnIyMDRo0chEokQHR3domN9fX0xZ84cHDp0CC4uLpxfxcrzqakfSrdv34ZAINA5TaKpsaiWCgkJAQBeFzblvmlpaQZ57wEDBkAmk+H27du89g8ICICVlRUyMjJ0tpR1/S0pz4OzZ89q7a9rG182NjYICwvDyy+/jI0bNwJoqC4FGnotfHx8kJOTg2vXrul9rdu3b8PLy0tntzff71o5PeHKlSut6kXIzMyElZUV/P399e5r9CRVWlqqqvYSi8Va86R0OXHihM45AspfNupNSGXX4Z07dwwTsIZPP/2U89pyuRxr1qwBy7Kq5rhSSEgIcnJytP5Ad+zYobp4q3N2dgbDMC2K3cvLC5GRkbh79y42bdrEee7PP/9EUlISbGxseJWYtsaMGTNgbW2Nbdu24e+//+Y8t2HDBuTm5mL8+PEdsqqDob3zzjucrqWKigrVjyvNf+vWUk6vUCgUWLJkid6qtRs3bmh9z8rYamtrYWVlpRqAV/4tNPVDydvbGwqFQishHTp0iHdxgj7Tpk2Dh4cHDhw4gP3792s9f//+fdUSaSNHjsSQIUOwd+/eJgfgr1+/3uQ4mSZlde/58+d57e/o6Ijp06ejrKwMb7/9Nue5rKwsbN68GQKBgPNv/8QTTwAAEhISOHMla2trtV5Dn5MnT+qcb6nspVC/zsXFxYFlWTz//PNaSUOzus/b2xt5eXm4ceMGZ79PPvkEZ86c4R3fc889h+rqaixZskRnT1BZWZnOH9/l5eX4+++/ERwczKtV2aHdfcrBT4VCoVoW6cyZM6ipqVEti+Tr66v3dV555RVkZ2dj5MiR8Pb2hq2tLa5evYpffvkF3bp1w9y5c1X7RkREYNOmTXjjjTfw559/qvrn1cus22LYsGEYPXo0Z57UtWvXMHToUDz33HOcfZcsWYLjx4/jqaeewrRp0+Dm5oaMjAxkZGRgwoQJWutZOTg4YNiwYThz5gxmzpyJoKAgiEQijBgxQmfBhtKGDRswceJEvPXWW0hNTUVISIhqnlRNTQ02bdrUbstMeXt7Y/369Vi6dCnGjh2LadOmQSKRID09HadPn4aXlxc++OCDdnnv9mRvbw93d3cMGzYMU6ZMAQAcPHgQOTk5OqvP9Pn1119VCa+2thZ5eXk4d+4cbt++DSsrK7z00ku8yvEvXryIuLg4DBkyBP3794eHhweKiorw448/oqqqCi+99JJqbMjV1RUDBw7E5cuX8a9//QsBAQEQiUQYM2YMQkJCsGDBAuzbtw9PPPEEoqKi4ObmhitXruDEiROYNm2azqTSUnZ2dtixYwdiYmIwb948JCYm4sEHH4RUKsWNGzdw4sQJXL9+HS4uLmAYBtu3b8e0adMQFxeHjz76CMHBwejatSvu3buHK1eu4Nq1a/j+++95/eiZMmUK1qxZg19++YX3+oVvvfUWzp8/j08//RQXL17EqFGjUFxcjP3796O8vByvv/66qvwcaJiMHRMTgz179mD48OGYMmUKBAIBjhw5gu7du0MsFvOe/P3+++/j/PnzGDVqFHx8fODg4IC//voLx44dg6OjI5555hnVvs8++ywuXLiAffv2YejQoZg0aRLc3NyQl5eHtLQ0PPzww6oS+vj4eMydOxeRkZGYNm0aHBwccPHiRVy8eBFTpkzBwYMHecX3zDPP4PLly/jqq6+QmpqqmtZSWlqKrKwspKWlISoqSmsOYUpKChQKhervSJ8OTVLKATYrKys4OjrC09MTUVFRmDx5MiZOnMgpqWzOsmXLcPjwYfz++++qbiVPT0/Ex8dj4cKFnAtweHg43nvvPWzfvh2JiYmqgVNDJam3334bBw8exI4dO5CdnQ1XV1csXLgQq1at0hosHDVqFHbv3o13330XP/zwA6ytrTFixAgcO3YMBw4c0Lno4qefforVq1cjLS0Nx44dg0KhwIoVK5pNUj4+Pjhx4gTef/99HD16FGfPnoWDgwNGjhyJJUuWtHrZIL7mzZsHX19fbN68GYcPH0ZVVRW6d++OBQsW4MUXX2x1kYoxMQyDXbt24e2338b+/ftRUFCAHj16YO3atVo/RvhISUlBSkoKGIaBg4MDxGIx+vXrh6eeegozZszgTGtoTlhYGJ5//nmkpaXh+PHjKC0thaurKwYMGID58+drdd1t374dq1evxqlTp3Do0CGwLAtbW1uEhITgwQcfxP79+/H222/jyJEjYFkWAwcORHJyMuRyuUGSlDLmkydPYtOmTTh+/LhqPUIfHx+88MILnC7yXr16ITU1FVu3blW16ORyOdzd3dG3b188/fTTGDp0KK/37d27N8aNG4dDhw6hvLyc1ziim5sbfv31V2zYsAGHDh3Cli1bYGtriyFDhmDhwoU615/75JNPEBgYiK+++grbtm2Dq6sroqKisGLFCjzwwAO8C3fi4+PRvXt3/Pbbbzh79ixkMhm6d++OuXPnYtGiRZwf9AKBANu2bcPDDz+Mr776CgcOHEBdXR3c3Nzw4IMPcrqNo6KisGPHDmzcuBHfffcdRCIRQkNDcfToUfz222+8kxTDMNi8eTMmTpyIHTt24MSJEygtLYWzszO8vLwQHx+vs8dm586dsLOz4937wJSWlrK89iSkk/L19UVdXR3u3r1r7FBIG508eRJTpkzB+vXrERcX16HvfenSJYSHh2Ps2LEGS/jmJjs7G0OHDsW8efM4k6ObY/QxKUII6SijR4/G5MmTsWHDBp3j2oaQn5+vWj9UqaKiAq+88goAtGqKjKV499134ejo2KKVZUymBJ0QQjrC22+/jZ07dyIrK0trVRRD+O9//4sff/wRI0aMgEQiQV5eHlJSUpCfn48RI0bgqaeeMvh7mgOZTIbevXvjs88+a9HKQNTdR4ge1N1HWuKXX37B1q1bceXKFRQVFUEoFMLX1xfR0dFYuHAhrwmspBElKUIIISaLxqQIIYSYLEpShBBCTBYlKUIIISbLIpMUn6X7TRXFbhwUu3FQ7MZhTrHzTlKJiYkYNGgQJBIJwsPDm12I8OTJkxCLxVr/6VpjjBBCCGkKr3lS+/btw8qVK/HBBx9g2LBhSExMRExMDM6ePdvs8i1nz57l3NpA371xCCGEEHW8WlJbtmzBrFmzMHfuXPj7+yMhIQESiQRJSUnNHufm5gaJRKL6T9ddXwkhhJCm6E1SUqkUGRkZiIiI4GyPiIjQeXsJdWPGjIG/vz+mTp2K1NTUtkVKCCGk09Hb3VdUVAS5XK51B0U3N7cm777q4eGBDRs2YOjQoZBKpdi9ezeioqJw6NChZlfvNuRgnjkNDGqi2I2DYjcOit04OiJ2XXctbynea/dp3m65uVsw+/n5cYILDQ1FdnY2Nm/e3GySMsQHAhq+fEO9Vkej2I2DYjcOit04zCl2vd19Li4uEAqFWq2mwsJCXvenVwoODsatW7daHiEhpNPIqpBh7YUyRBwswILUYpTWKYwdEjEyvS0pa2trBAUFISUlBdOmTVNtT0lJwdSpU3m/0eXLl3nf7IsQ0rncq5Zj+ZlSHM6uhXIx0d8K6+EoEmDDCLFRYyPGxau7b9GiRYiLi0NwcDDCwsKQlJSEvLw8zJs3DwBUNw/bunUrAODjjz+Gt7c3+vfvD6lUiuTkZBw+fBhffvllO30MQoi5Kq1T4JEj93G7Qvu26ntuVeOt0K6wE+keWiCWj1eSio6ORnFxMRISEpCfn4/+/fsjOTkZ3t7eAICcnBzO/vX19Xj11Vdx79492NraqvYfP3684T8BIcRsKVgg7mSJzgQFABX1LH7OqUVUL7sOjoyYCt6FE7GxsYiNjdX53OHDhzmPn3/+eTz//PNti4wQYvGS7ojw053aZvfZe6uaklQnZpFr9xFCTN+Z/Dp8lm3F2TbU1QqHJnFXpvkppxZlUiqg6KwoSRFCjOLzP6vAonGsydVWgC/HdsNIiTV8HBtXp6mTA4ezaowRIjEBlKQIIUaRni/lPP5olBg9HEVgGAaP+3K79/bepiTVWVGSIoR0uJxKGe5WNxZL2AqBCE9b1ePHfO05+5/IrcP9Gt3FFcSyUZIihHS48/e5raghrtawFjZ2/QU4WyFA3FjXJWeBI9nNF1gQy0RJihDS4dILuEkq1M1aa59pvbldfv93r65dYyKmiZIUIaTDnddIUiHu2klqjKcN53HqvTqwLKu1H7FslKQIIR2qRsbiUlE9Z1uojiQ11NUaTlaNXYCFtQpcK5G1e3zEtFCSIoR0qIwiKWRqDaJeTkK422nfEFUkYDBCwk1eqdTl1+lQkiKEdKhzPMajlB5Sq/gDaFyqM6IkRQjpUFpJSkdXn9JD3bnjUml5dZApaFyqM6EkRQjpMCzLaiUpXUUTSoHOIrjYNF6myuu1x7OIZaMkRQjpMP9UyHG/tnEdPjsBi0Bnqyb3FzAMRmu0pqjLr3OhJEUI6TCn87kJJtBJAZGg+XtFhXfXLkUnnQclKUJIh/n1LjfBDO2qf6kjzXGps/l1qJPTuFRnQUmKENIh5AoWv97lLm003Fn/LTh8uwjhad94qaqVA9dKaFyqs6AkRQjpEL8X1aNU2tgCcrZh0N9Rf5JiGAZDXLnFFX9Q8USnQUmKENIhjudwW1FjPW0hbH44SmWQC7e44o9iSlKdBSUpQkiH0ByPivCyaWJPbYO6cZPUZWpJdRqUpAgh7a6kToELhdz5UZFetk3srW2QC7e770pJPeQ0qbdToCRFCGl3J3JroZ5TApxF6G6vvV5fUzztBeimNqm3WsbiZjktNtsZUJIihLS7XzS6+sa1oBUFNBRP0LhU50RJihDSrlhWu/Q8sgXjUUqa41JU4dc5UJIihLSru1Vy5FarLYUkZDBM0ookRS2pTomSFCGkXZpcCF4AACAASURBVF3RmHg7sJsVbPjWnqvR1ZKiO/VaPkpShJB2pVkuPtCl6QVlm9Oniwj2osbkVlynwN0q/csqEfNGSYoQ0q4ua3TLDWhm1fPmCAWM1rHU5Wf5KEkRQtrVlWLDtKQAHeNSVDxh8ShJEULaTUW9ArcqGrvkBEzDHKnWouKJzoeSFCGk3VzVSCIN40qtv+xoFk9ovj6xPJSkCCHtRqurr1vru/oAoJ/YCur3SMyqlKNcqn8ldWK+KEkRQtqNZtFEW5OUrYjBA1243YV/0r2lLBolKUJIu9Gq7GtjkgKAQI0Kv2sltIafJaMkRQhpFzIFq3UH3ba2pAAgUHNcilpSFo13kkpMTMSgQYMgkUgQHh6OtLQ0XsedOXMGLi4uGD58eKuDJISYn5vlMtSqzbV1sxVAYtf238WBGtWBlKQsG68zZt++fVi5ciWWLVuG1NRUhIaGIiYmBnfu3Gn2uNLSUjz77LMIDw83SLCEEPOhWTQxoJsVGKblyyFpCnDWbknR8kiWi1eS2rJlC2bNmoW5c+fC398fCQkJkEgkSEpKava45557Dk8++SRCQkIMEiwhxHwYumhCydtRCCerxmRXLmWRQ8sjWSy9SUoqlSIjIwMRERGc7REREUhPT2/yuMTERBQUFGD58uVtj5IQYnbaYzwKaLi3lGbxBHX5WS69U7+Lioogl8vh5ubG2e7m5oaCggKdx1y9ehXr16/HsWPHIBTyv/tmZmYm73078rU6GsVuHBS7Yf1VZAv138G25bnIzNTulmtN7F4CKwCNiSo1Mw99aju+ys8Uv3e+OiJ2Pz+/Nr8G7/VJNPuSWZbV2b9cV1eH+fPnY926dejVq1eLgjHEBwIavnxDvVZHo9iNg2I3LAXLIu9MLmfb6ABfiG24nTetjX2EvBJ788pUj/MEXeHn1611wbaSKX7vfJlT7HqTlIuLC4RCoVarqbCwUKt1BQB5eXm4fv06Fi1ahEWLFgEAFAoFWJaFi4sL9uzZo9V1SAixLHnVCtSpDRN1tWa0ElRbaM+Vou4+S6U3SVlbWyMoKAgpKSmYNm2aantKSgqmTp2qtb+np6dWefq2bduQkpKCr7/+Gt7e3gYImxBiyrIquV1vPo6tX1RWl/4aSSqzTIZaGQtbUdurB4lp4XXmLFq0CHFxcQgODkZYWBiSkpKQl5eHefPmAQDi4uIAAFu3boWVlRUCAgI4x7u6usLGxkZrOyHEMmVVcKvtejnxH5vmo6u1AN6OQmRXNryPnAX+KqvHYBdrg74PMT5eSSo6OhrFxcVISEhAfn4++vfvj+TkZFWrKCcnp12DJISYl38qNFpSToZtSQEN86WUSQpoWBGdkpTl4X3mxMbGIjY2Vudzhw8fbvbYVatWYdWqVS2LjBBitrIquS0pH0fDtqSAhjv8Hr1Tq3r8Zymt4WeJaO0+QojBZWm0pHq1Q0uqn8bySH+VUvGEJaIkRQgxOM0xKR8Dj0kBgL+YWzxBLSnLREmKEGJQdXIWudXcJNXTwfAtKb8uIs4NEO9UylFZTzdAtDSUpAghBpVTKYf6uhKe9oJ2KQ23FTHordFC+5taUxaHkhQhxKC05ki1w3iUUj+NLr/rNC5lcShJEUIM6h+N8SjvdqjsU+on1iyeoJaUpaEkRQgxKM3KvvZsSWkWT1BLyvJQkiKEGJTmHKleHdiSuk4tKYtDSYoQYlAdsdqEkl9XK06FX1alHFVU4WdRKEkRQgxKe3HZ9mtJ2YkYrZZaZhm1piwJJSlCiMGUSRUoqWssQLcWAN3t2y9JATSp19JRkiKEGIxm0URPRyGEgva9fYZ2hR8VT1gSSlKEEIPRXli2/cajlPo5U0vKklGSIoQYTLZmkmqHNfs0+XellpQloyRFCDGY3CpukurRDmv2aeorFkG9QzGrQo5qGVX4WQpKUoQQg7mrkaS8HNq/JWUvEnBabCyAP0uoy89SUJIihBjM3SpucvDsgCQFAIO6ccelfiuUdsj7kvZHSYoQYjCaLakeHZSkgt24t42/eJ+SlKWgJEUIMQiZgkVeDXcsyLOd50gpDXXlJqnfCql4wlJQkiKEGERetRwKtRtJudq2z32kdAlyteIUT/xdJkOZlIonLAElKUKIQWh29XVUKwoAnKwEWpN6M2hcyiJQkiKEGITmLeM7orJP3VDNcSnq8rMIlKQIIQaRY6SiCaVgVyqesESUpAghBqHV3dfRLSlXKkO3RJSkCCEGYYyJvOoCu1nBRu0t71UrtFbAIOaHkhQhxCA0E0JHJykrAYPB3TTHpag1Ze4oSRFCDMLYLSkAGOqm0eVH41Jmj5IUIaTNpHIW+RoTedv7Zoe6aBZPXKAkZfYoSRFC2iyvRg61ebxwtxPARtgxE3nVaa48cbm4HizLNrE3MQeUpAghbWYKXX0A0LuLEA5qq1yUSlncq6aVJ8wZJSlCSJsZc7UJdQKG0Vp54loJTeo1Z5SkCCFtZiotKQAI0LidPCUp80ZJihDSZsa6RYcumknqKiUps0ZJihDSZqbdkqK79Joz3kkqMTERgwYNgkQiQXh4ONLS0prc99SpUxg/fjx69+4NDw8PhISEYPPmzQYJmBBieoy9JJK6wG7cMam/y+ohU1CFn7kS6d8F2LdvH1auXIkPPvgAw4YNQ2JiImJiYnD27Fn07NlTa39HR0fExcUhICAAdnZ2SE9PxwsvvAA7OzvExsYa/EMQQozLlFpSrrZCuNsJUPC/eVt1cuBmuQz+Yis9RxJTxKsltWXLFsyaNQtz586Fv78/EhISIJFIkJSUpHP/oKAgPPbYY+jfvz969eqFmTNnIiIiAmfOnDFo8IQQ46uTs7hf21jmzcA4E3nVUfGE5dCbpKRSKTIyMhAREcHZHhERgfT0dF5vcunSJZw7dw4jR45sXZSEEJOluWafh70AVoKOn8irLsCZ20l0lcalzJbe7r6ioiLI5XK4ublxtru5uaGgoKDZYwMCAlBYWAiZTIYVK1bg6aefblu0hBCTk1XJTQDejrxGEdoVtaQsB++ziWG4v4xYltXapunIkSOoqqrChQsXsGbNGvj4+OCJJ55ocv/MzEy+4ehlyNfqaBS7cVDsrXMuTwjARvXYma1uUTztEbtThQCArerxpYJqZGYWG/x96Jxpnp+fX5tfQ2+ScnFxgVAo1Go1FRYWarWuNPXq1QsAEBgYiIKCArz77rvNJilDfCCg4cs31Gt1NIrdOCj21qstLwNQqXo8oLsz/Py68Dq2vWL3kinAXLqnWk/wbq0A3Xv1gaOV4WbdGPt7bwtzil3vv5i1tTWCgoKQkpLC2Z6SkoKwsDDeb6RQKCCV0orEhFia7ErumJS3k3GLJgDAXiSAbxduHNdLaVzKHPHq7lu0aBHi4uIQHByMsLAwJCUlIS8vD/PmzQMAxMXFAQC2bt2q+l8fHx9Vpj59+jQ++ugjzJ8/vz0+AyHEiLIquBd/HxMYkwIaxqVuljcm0Gsl9XjQzbqZI4gp4nU2RUdHo7i4GAkJCcjPz0f//v2RnJwMb29vAEBOTg5nf7lcjrVr1yI7OxsikQi9evXCmjVrqHCCEAuUpdGS8jGBlhTQkKQOZtWqHl8tpuIJc8T7J09sbGyTE3EPHz7Mebxw4UIsXLiwbZERQkxetUyhmjQLAALGuBN51VGFn2WgtfsIIa12p1J7pQljz5FSCnTWvGWHjG6AaIYoSRFCWi2rQqOrz9E0WlEA0NtJBDu1uwMX1XFbfcQ8UJIihLSaKU7kVRIKGPjTDRDNHiUpQkirabWkTKRoQonuLWX+KEkRQlotu9I0y8+VNNfwo3tLmR9KUoSQVjPV8nOlQKrwM3uUpAghraY5kdeUxqQA7e6+66X1kNMNEM0KJSlCSKuUSRUolTZe8K0FQHd707qkuNsJ4GLTGFOtHLhdQV1+5sS0zihCiNnQXLOvp6MQAj13RuhoDMPQvaXMHCUpQkirmOqafZpo5QnzRkmKENIqmkUT3iY0kVddYDdKUuaMkhQhpFW0WlJO1JIihkdJihDSKppjUqa0JJK6fhqrTtwql6NaRssjmQtKUoSQVrmjuSSSibakHK0E6KU2f4sFcJ2KJ8wGJSlCSKvkayzW6mlvmi0pABig0eV3qYi6/MwFJSlCSItJ5SwKaxuTFIOGOUmmKsiVe0fejCKpkSIhLWW6ZxUhxGTl13DHo9zsBBCZyH2kdAly4bakMqglZTYoSRFCWiyvmtvV52Fnul19ADDYRbvCr05OyyOZA0pShJAWy9NoSZnackia3OyE8FIbM6tXAH9SKbpZMO0zixBikvKquUlKYsJFE0qDXal4whxRkiKEtJhmkvIwgySlPS5FxRPmgJIUIaTF7mmMSXU38TEpAAhy0azwo5aUOaAkRQhpMc3qPg8TH5MCgCCN7r6rxfWQUvGEyTP9M4sQYnLumWF3n7udEJ5qyVSqAP4spdaUqaMkRQhpMa0SdDNIUgAwWKPLj4onTB8lKUJIi9TJWRTXNSYpAQO42ZrHpUSzyy+jkJKUqTOPM4sQYjK0VpuwNe3VJtRpF09QhZ+poyRFCGkRcyw/V9IsQ79aUg+ZgoonTBklKUJIi2iWn5tTkpLYCzkL4dbJgVvldNsOU0ZJihDSIvkaLanuJrz6uS7ad+qlJGXKzOvsIoQYnea6feawJJK6AGfuzRmv0Bp+Jo2SFCGkRbRWmzCzJBWo1ZKiJGXKKEkRQlpEs7vPHFabUKeZpK4WU5IyZeZ1dhFCjE6rus8M1u1T5y+2gnrFfFalHBX1iqYPIEbFO0klJiZi0KBBkEgkCA8PR1paWpP7/vDDD5g+fTr69OmDHj16IDIyEkeOHDFIwIQQ47qntW6feSUpOxGDPl2441LXqXjCZPFKUvv27cPKlSuxbNkypKamIjQ0FDExMbhz547O/U+fPo2HHnoIycnJSE1NxcMPP4ynnnqq2cRGCDF9tTIWJXWN84rMabUJdZrFE1dpXMpk8Tq7tmzZglmzZmHu3Lnw9/dHQkICJBIJkpKSdO6/fv16vPDCCwgODoavry9WrlyJoKAgHD582KDBE0I6luZqExI7AYRmstqEOq1xKUpSJktvkpJKpcjIyEBERARne0REBNLT03m/UWVlJcRiccsjJISYDHNebUKd5lwpKp4wXXqTVFFREeRyOdzc3Djb3dzcUFBQwOtNPv/8c+Tm5mLmzJmti5IQYhLyargFBhIzK5pQGtBNuwydZWl5JFMk0r9LA4bhNulZltXapsuBAwfw2muvYdu2bfD29m5238zMTL7h6GXI1+poFLtxUOz6Xc4VAWhcpNW+vgKZmcVtek1jfO8KFrAT2KFG0XANK5WyOH31JiQ2LUtUdM40z8/Pr82voTdJubi4QCgUarWaCgsLtVpXmg4cOIBnn30Wn376KR555BG9wRjiAwENX76hXqujUezGQbHzU1NSBqBS9bhf927w8+vS6tcz5vce+HcBLtxv7OarEfeAXw9b3sfTOdMx9Hb3WVtbIygoCCkpKZztKSkpCAsLa/K4/fv3Iy4uDh9//DGioqLaHikhxOj+qeCWavdy4t0ZY3JoUq954HWGLVq0CHFxcQgODkZYWBiSkpKQl5eHefPmAQDi4uIAAFu3bgUA7N27F3FxcVi3bh1GjBiB/Px8AA0Jz9nZuT0+ByGkA9zWSFK9zThJaRZP0K3kTROvMyw6OhrFxcVISEhAfn4++vfvj+TkZNUYU05ODmf/pKQkyGQyrFq1CqtWrVJtHzlyJJWhE2KmWJZFVgW3uq93F/MsnACAvl25l7/b5fIm9iTGxPtnUGxsLGJjY3U+p5l4KBERYnnu1ypQJWssLHCyYuBiY34TeZV6a6w6odlKJKbBfM8wQkiHuq1xc0AfJxGvCl9T1cNBCJFa+PdrFbSGnwmiJEUI4eW2Zlefk/l29QGASMDA25H7GTQTMTE+SlKEEF4sqWhCyVery4/GpUwNJSlCCC+WVH6upJloqSVleihJEUJ4+cfCuvsAKp4wB5SkCCG8aHX3dbGElpTGmBR195kcSlKEEL0q6xUoUFtcVsg0VMeZO80xqVvU3WdyKEkRQvTSnMTb01EIkRneR0qTj6MI6p/ibpUcdXJaDd2UUJIihOhliZV9AGArYuCpdk8sFkAWjUuZFEpShBC9LDVJAdpLO9G4lGmhJEUI0UtrzT4LqOxT0ipDp5aUSaEkRQjRS/PC7WNBLSkqnjBtlKQIIXppTnK1hPJzJc2WlOakZWJclKQIIc2SKVhkV3K7+3pZUncfjUmZNEpShJBm5VTJoXaHDrjZCuBkZTmXDl0tKbmCytBNheWcaYSQdnFTs6vPgsajAKCLtQCuto2XwnoFcLe6sTVVUa+gpGVElKQIIc3KLOMmKT+xZSUpQLtaMbNMBpZl8fzpEvh8cw8h+/Jxs4zGqoyBkhQhpFk3NJOUBRVNKPUVW3Ee/3SnFj/n1GHH39VQsMCtCjk2XK4wUnSdGyUpQkizNFtSD3S1vCQ1qact5/EP/9RgVXopZ9s3mdUdGRL5H8s72wghBqXVkrLAJDXOyxaOIgaV/6sQyavRfRt5BctCwJj/moXmhFpShJAmVdYrOEUEQsbyCieAhjX8HvG21btfThWVp3c0SlKEkCZptqJ8HIWwFlpmS2Jabzu9+2h+H6T9UZIihDTpRrlmZZ9VE3uavwhPW3Sxaj4Ba47PkfZHSYoQ0iSt8nMLrOxTshUxmKSny08zaZP2R0mKENIkrSRlgUUT6qbr6fKj7r6OR0mKENKkzlB+rm6spy262TR9WaTuvo5HSYoQopOCZbWWRLL0lpSNkMHmkWK42AjgbMPgs4ecObeXz6mSo0ZGSyR1JMs+4wghrZZbJUe12gW5qzUDN1vL/1072ccOE/43uVckYPDWb+XIUlsF/ma5DAO6WW4Biamx/DOOENIqWpV9XUVgOslEVpGAgUjQ8Fk1W480LtWxKEkRQnT6u1RjPMqCK/uaozkORxV+HYuSFCFEp0ytllTn7OLSTM6ZZfVGiqRzoiRFCNFJs1vL0iv7mkLdfcZFSYoQotNfpdwWg6VX9jWlTxft7j6WpQq/jkJJihCi5X6NHLnVjSuBWws675iUp4MQ9qLGgpEyKYvCWt2rpBPDoyRFCNHyRzG3FRXgbGWxC8vqI2AYna0p0jF4J6nExEQMGjQIEokE4eHhSEtLa3LfvLw8xMbGIiQkBN26dUN8fLxBgiWEdIxLRdwkNdilcxZNKGm2ImlcquPwSlL79u3DypUrsWzZMqSmpiI0NBQxMTG4c+eOzv3r6urQrVs3/Oc//8GDDz5o0IAJIe3vD40kNaiTJynfLkLO4+xKuq9UR+GVpLZs2YJZs2Zh7ty58Pf3R0JCAiQSCZKSknTu7+Pjg/feew+zZ8+Gs7OzQQMmhLS/S0VSzuPBLtZGisQ0eDtyW1LZlS1vSUnlLG6WyWhZpRbSm6SkUikyMjIQERHB2R4REYH09PR2C4wQYhxlUgVuV3Dvxhvo3LlbUt6ObWtJlUsVGHuwAMH78jHqQD7yqqklxpfecp2ioiLI5XK4ublxtru5uaGgoMCgwWRmZprka3U0it04KPYGF8sEABrvq+Rjp0DO7RsGe31N5vC9K2oYAI238bhZUguAf+z78oS4WmLTcGy5HFvSszGnh3HHtTrie/fz82vza/CuKdVcs4tlWYOv42WIDwQ0fPmGeq2ORrEbB8Xe6OerlQDKVI9DujvAz6+nwV5fnbl8795yFriYq3p8XypAvQII8OcXe3lJGYBK1eMqG2f4+YkNHSZv5vK9Azy6+1xcXCAUCrVaTYWFhVqtK0KI+aPxKG02Qgbd7RsvlyyA/Dr+P9LvaXTvlUppnhVfepOUtbU1goKCkJKSwtmekpKCsLCwdguMEGIcVNmnm2bxRG5bklQdJSm+eHX3LVq0CHFxcQgODkZYWBiSkpKQl5eHefPmAQDi4uIAAFu3blUd88cffwAAysvLwTAM/vjjD1hbW6Nfv36G/gyEEAOplinwt8YcoIF07yQADcUT6WodSvdq+ScpzUKJEmpJ8cYrSUVHR6O4uBgJCQnIz89H//79kZycDG9vbwBATk6O1jEPPfQQ5/HRo0fRs2dPXL582QBhE0Law9ViGRRqFdK+TkJ0taaFaQDAR6slxe97YVkWedXcpEQtKf54F07ExsYiNjZW53OHDx/W2lZaWtr6qAghRkHjUU3zduKWofNtSZVJWdTIuXOjaEyKP/qJRAhROX+fm6RoPKqR5lypezzHpDTHowCgtI6FglZS54WSFCFE5XQeN0mFulNLSkmrcIJnS0rXxF0WQLmUkhQflKQIIQCArAoZcqoaL6g2QiDYlZKUkpeDEOpp6b6UgVSuP9HkNrG6BHX58UNJihACADidV8d5/KCbNWxFnfP2HLpoz5ViOEm9KZpFE0pUPMEPJSlCCADgdD63q2+kh42RIjFdrVlotql1+qglxQ8lKUIIACBNoyU1UkJJSlNrFpptsruvjsak+KAkRQhBbpWcs/K5lQAIcafKPk1aLakKPt19uvcpoe4+XihJEUK0xqOGulrDXkSXB02ac6X4dfc1MSZF3X280FlICNFKUiM9qKpPF58WdvfJFSzyaqgl1RaUpAghVDTBU0sLJwprFWiqSp1aUvxQkiKkk8uvliNTbVFZIUOTeJuiOVcqt1qBX+7WNrm/rtUmlKgEnR9KUoR0cj9k1XAeB7lYwcmKLg26WAsZ9BdzW1OzfynC/+XW6dy/uSRF3X380JlISCe3+2Y15/Ej3nZN7EkAYMWQLpzHtXLgyV+KkFEo1dq3qaIJACilZZF4oSRFSCd2o6weF+5zb3IY04eSVHOietkhYVhXzrZqGYvV58u09r3XRNEEQGNSfFGSIqQT+/Ymt6tvpIe1VnEA0fZMf0e80JvbcjqdJ0VWBbeQ4l4zyybRmBQ/lKQI6aQULItkja6+mX3sjRSN+ZnlJUOIG3fCs+b32dREXgCoqGchU1CXnz6UpAjppM7mSznzfGyFDV1ZhL8nHuAm9d03a8Cq3SfqXk3zraUy6vLTi5IUIZ3Utxq/+if1tKNbxbfQ9F52UC+EvFEuw8XCxjE+zZaUnZC7qjxV+OlHZyQhnVCZVIF9t7jjUTMfoFZUS3WzFWJCD1vOtt03GpJ/aZ0ChbWNSUjAAA905Y73UYWffjRCSkgn9OXfVaiUNV4g3e0EiPSybeYI0pSZD9jjUHbjhN49t6rR1VqArzOrOPu52wrgYsttF1DxhH6UpAjpZGQKFluvcS+gsf0cYCWgGxy2xvgetnC2YVDyv1tvlEpZvP9HhdZ+A7tZwVFjkjR19+lH3X2EdDIHs2q0bhP/dD8HI0Zk3myEDKJ7N18V6eskxLthYohtuD8EaK6UfpSkCOlktlyt5Dx+oo89XG2FTexN+Fg2yAnudtqXUysB8OJgJ6RNk6BPVxHE1tTd11LU3UdIJ3Imv05rhYn4QEcjRWM5PB2EyHhcgpP3pPinQoasShlcbYV41NsWfcWNc6mcbTS6+6glpRclKUI6ifs1cixILeFsG+dlg35iugOvIdiLBJjQs/niE7GNZkuKqvv0oe4+QjqBWhmL2b8U447GTfoWD6BWVEfSnIdGY1L6UZIixMIpWBaLT5fg3H3uWnPz+zkg3JPKzjuSVncfjUnpRUmKEAvGsiyWppVij8bE3bGeNng3rGsTR5H2IrbmVveVUZLSi5IUIRaKZVm8dLYMX/zNXf6ob1cRto/pRvOijEBrTIq6+/SiwglCLFBulRyrzpXiwD/cW5t72Amwe5yL1sWSdAzt7j4qnNCHkhQhFqReweLTa5VY/3sFZ9kjoGHpox8muqJ3F/qzNxZHEQMhA8j/909TI2dRJ2dhI6RWbVPobCXEQpzOq8OLZ0rxZ6lM6zkXGwEOTHDlzNkhHY9hGIitBShSG4sqrVNAYk+TqZtCbX5CzFh2pQzJuSJM+6kQk38s1JmgglyscOQRV/R3pgRlCjS7/N74rRy5zdzBt7OjlhQhZqBapsDNcjlK6xQolyrwe2E9frxTg6slMgDWAOq0julqzeC14C74d18HCKlIwmS42Qlwo7zx8TeZ1dh3qwZbH3LGVLrppBbeSSoxMREffvgh8vPz0a9fP7zzzjsYMWJEk/ufOnUKq1evxvXr1+Hh4YHnn38eTz/9tEGCJsQS1CtY5FXLIWcBKwEDmYLF7QoZbpTJkFetQKlUgaJaBf4srcffZTK05E7jTz5gjzce7AI3O+pGMjUzfO1xJp87Z61GzmJBajG8Hd0Q5GoNlmVRrwCsaayKX5Lat28fVq5ciQ8++ADDhg1DYmIiYmJicPbsWfTs2VNr/3/++QczZszA7Nmz8dlnn+Hs2bNYtmwZXFxcEBUVZfAPQbhYlgXDcE9uuYKFgIHWduX+crZhMFemYKEAYC1gYC1o2F/9ebny/ysaJokqr5sMgLL6hv51hlE/HpDKAamCBcMAVgwDkQBQqL2e7H+v1fgeDStz2woZiBgGVTIFKusb3stG2PC6NTIWlbKGQWc7IQN7EQORgIFUwaJeDtSzLKTyhj/0egULqaLhcwqYhoFrqYJFVT2LWnnD91JQKMQ1qxpUy1jUyhrey0oACBmgWsaivJ5FjaxhXwED1MlZlEtZVNQrIGAY1d1ZK6QsyusVkCkabscuEjAorlMgv1qOEqkCtkIGtkIGtXIWedUKGLq2a7CLFd4N64rhEhsDvzIxlHn9HNDVmsG638pxu6Kxm69WDvwrpRjPBTrik2uVuFMpxzgvG6wa0gWDXKyQUViPqyX1cLUVYFR3GzhZCcCyLO5VKyBjWfRwEEKg9vctU7AQ6WlBsyyLghoFauQNx+vb3xiY0tJSvX8nkZGRCAwMxIcffqjaNnToUERFRWHNmjVa+69ZswYHDx7Eb7/9ptq2ePFiXL9+HceOHTNQ6I2yH/p01QAACkJJREFUKmRYcroUVTIFqutZsLI6uDrawUrAoLK+4UICAF2sBXAQMahTsKiQNlzgHKwYOFkJYC0AZGzDBU3+v/+tVzT8Q8sUDRdbOxEDOyGDGjmL4loFKuobLpCOVgyshQzkChYytuHCZiNsuHBV1rMokypQKwecrBh0sRZArmBRXKdAmZSFnYhBNxsB7EVMwy/nGhlYRgBHq4YLr0wBVNYrUCtnwaDhAqu8UAoZ5n//2/A9VMtZVNc3xGArbPgVplA0/EpTVhPZCgERwzQmCBbN/kIXMM0/T4xLwACDneSY3tcZE3vawq+rSOcPEVOVmZkJPz8/Y4fRKm2NvV7B4uOrlVhzoVzvvl2tGZSp3cXXSgD0E1shu1Km2u4gYtBPLEKdomGsslzKopuNAN6OQjhaMbhfo8D9WgWEDGDPyOBoa43sSjkq6huOtxEC/l2tVO81p689Yvsbf9ksvS0pqVSKjIwMLF68mLM9IiIC6enpOo85d+4cIiIiONsiIyOxa9cu1NfXw8rKsAO4Pk4iHJjoatDXJIS0P3NNUEDbY7cSMHh+oBOeH+hkoIgsk97qvqKiIsjlcri5uXG2u7m5oaCgQOcxBQUFOveXyWQoKipqQ7iEEEI6E94l6JpdCLrGPfTtr2s7IYQQ0hS9ScrFxQVCoVCr1VRYWKjVWlJyd3fXub9IJEK3bt3aEC4hhJDORG+Ssra2RlBQEFJSUjjbU1JSEBYWpvOY0NBQnDhxQmv/IUOGGHw8ihBCiOXi1d23aNEi7Ny5E19++SX++usvrFixAnl5eZg3bx4AIC4uDnFxcar9582bh9zcXKxcuRJ//fUXvvzyS+zcuRPPPfdc+3wKQgghFolXkoqOjsY777yDhIQEjB49GmfPnkVycjK8vb0BADk5OcjJyVHt36tXLyQnJyMtLQ2jR4/G+++/j/Xr17f7HKkvvvgCjz76KLy9vSEWi5GVlaW1T2lpKRYsWABvb294e3tjwYIFKC0tbde4WiM/Px8LFixA37594enpiZEjRyI5OdnYYfF28eJFTJs2DV5eXujRowfGjx9vVkUzLMviscceg1gsxoEDB4wdjl4lJSVYvnw5QkJC4OHhgcDAQCxduhTFxcXGDq1JiYmJGDRoECQSCcLDw5GWlmbskPTasGEDxo4di549e6JPnz6YOXMmrl27ZuywWuWDDz6AWCzG8uXLjR1Ks3ivOBEbG4vY2Fidzx0+fFhr26hRo5Camtr6yFqhuroaEREReOSRR/Dyyy/r3Cc2NhY5OTnYs2cPGIbBkiVLEBcXh927d3dorPo8++yzKCkpwc6dO+Hq6oqDBw8iLi4OXl5eGDlypLHDa9aFCxcQHR2NJUuW4O2334a1tTWuXbsGkch8VuH66KOPIBSaz2oN9+7dw7179/D666+jX79+yM3NxYsvvoj58+dj//79xg5PS0sXCDAVp06dwvz58zF06FCwLIu3334b06ZNQ3p6OpydnY0dHm/nz5/Hjh07EBgYaOxQ9OI1mdfc/P777xg7diwuXboEHx8f1fa//voLYWFhOHr0KIYNGwYAOHPmDCZNmoTz58+b1JwNLy8vrF+/Hk899ZRq24ABAxAXF6c1Z83UjB8/HqNHj8arr75q7FBa5ffff8dTTz2FEydOwM/PDzt27DDLlVJ+/vlnzJw5E1lZWejSpYuxw+Fo6QIBpqqyshLe3t745ptvMGnSJGOHw0tZWRnCw8OxadMmvPfeewgICEBCQoKxw2pSp1oF/dy5c3B0dOQUfAwbNgwODg5NTkw2lmHDhuH7779HcXExFAoFDh8+jKKiIoSHhxs7tGbdv38f586dg0QiwcSJE+Hn54dJkybh//7v/4wdGi8VFRWYP38+/vvf/zZZvWouKioqYGNjA3t7e2OHwqFcIEBzwn9zCwSYqsrKSigUCojFYmOHwtt//vMfREVFmfy1RKlTJamCggK4uLhw5moxDANXV9cmJyYby/bt28EwDHx9feHu7o4FCxao+vBN2T///AMAeOeddzB79mx89913GD58OKKjo3H58mXjBsfD0qVLERkZifHjxxs7lDYpLS3FW2+9hTlz5phcN2trFggwVStXrsTAgQMRGhpq7FB42bFjB27duoXVq1cbOxTeTD5JvfnmmxCLxc3+d/LkSd6v19QCqx0xybgln+XNN99EUVERDhw4gJSUFCxevBjx8fFGu9DzjV2haFgncd68efjXv/6FwYMH47XXXkNwcDC2b99u0rF/++23uHLlCtatW2eUOHVpzflfVVWFJ598Et27d8cbb7xhpMj1a+kCAabm5ZdfxtmzZ/HVV1+ZxfhlZmYm3njjDXz++eewtrY2dji8mdZPLB3i4+MxY8aMZvfp0aMHr9dyd3dHYWEh54+BZVkUFRV1SNcO389y+/ZtfPbZZzh58iQGDhwIABg4cCDOnDmDzz77DJs3b273WDXxjV35S9jf35/zXN++fTkVoB2Jb+w7d+7E9evX4eXlxXlu3rx5CA0NxdGjR9szTJ1aev5XVlYiJiYGALB7927Y2tq2a3yt0ZoFAkzNqlWrsG/fPhw8eBC9evUydji8nDt3DkVFRRg+fLhqm1wuR1paGpKSkpCbmwsbG9NbPd/kk5SLiwtcXFwM8lqhoaGorKzEuXPnVONS586dQ1VVVZMTkw2J72eprq4GAK1fZ0KhUNVS6Wh8Y/fx8UH37t2RmZnJ2X7z5k0EBAS0V3jN4hv7q6++qlWUMmLECKxbtw6TJ09ur/Ca1ZLzv6KiAjExMWBZFt999x0cHY2/grUu6gsETJs2TbU9JSUFU6dONWJk/KxYsQL79u3DoUOH0LdvX2OHw9vkyZMxZMgQzrZFixahT58+WLp0qcm2rkw+SbVEfn4+8vPzcePGDQAN1XxlZWXo2bMnnJ2d4e/vj3HjxuGFF17Apk2bwLIsXnjhBUyYMMGkKvv69u0LX19fLFu2DG+++Sa6deuGQ4cOISUlBTt37jR2eM1iGAaLFy/Gu+++iwEDBmDQoEHYv38/zp8/j/fee8/Y4TXL09MTnp6eWtt79Ohh8r+WKyoqEB0djYqKCnzzzTeorq5W/dhxdnY2uQvQokWLEBcXh+DgYISFhSEpKYmzQICpevHFF7F79258/fXXEIvFyM/PBwA4ODiY7I8CJWX3sDp7e3s4Ozsb7QckHxaVpJKSkrB+/XrVY2U3yZYtWzB79mwAwOeff44VK1YgOjoaADBp0iSTu3haWVlhz549WLt2LZ544glUVVWhd+/e2LJli1mUuS5cuBD19fV45ZVXUFxcjH79+uG7775TdV0Sw8vIyMD58+cBAMHBwZznDh48iNGjRxsjrCZFR0ejuLgYCQkJyM/PR//+/TkLBJiqxMREANCakrBixQqsWrXKGCFZPIucJ0UIIcQymHx1HyGEkM6LkhQhhBCTRUmKEEKIyaIkRQghxGRRkiKEEGKyKEkRQggxWZSkCCGEmCxKUoQQQkwWJSlCCCEm6/8BaHU7ZGtFkyAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(np.log(train['trip_distance'].values)).set_title(\"Distribution of Trip Distance (log scale)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "_uuid": "6d4a51968e351a2f63f52b2521e74632806f0a53"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Fare Amount')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=train['trip_distance'],y=train['fare_amount'])\n",
    "plt.xlabel(\"Trip Distance\")\n",
    "plt.ylabel(\"Fare Amount\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "5d86de88b08f5490a63f1607d945df014d43d617"
   },
   "source": [
    "The fare seems to be fixed for trip distances > 50 miles. Normally airports pickup or dropoff have fixed prices.\n",
    "We can remove the airport pickup and dropoff and plot the distribution of Fare Amount vs Trip distribution "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "_uuid": "7a993656c88c7fcf6f8b6d7a45b52400385510b4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5547254, 25)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "non_airport=train.loc[(train['is_dropoff_JFK']==0) & (train['is_dropoff_EWR']==0) & (train['is_dropoff_la_guardia']==0)]\n",
    "non_airport=non_airport.loc[(non_airport['is_pickup_JFK']==0) & (non_airport['is_pickup_EWR']==0) & (non_airport['is_pickup_la_guardia']==0)]\n",
    "non_airport.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "_uuid": "dd2cc43d04610a009f774cad1ec418271681d8d2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Trip Distance vs Fare Amount (excluding airport rides)')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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stL4j1O8loEybNk3v/aDvvTHmT33v2NvbK2fOnNFZr+8+io6O1twP27Zt09p+ypQpmlhzXsv79+8rVatWVWxtbZVDhw5pvebPP/9UKlWqpJQvX15zT/z111+a+yfnZ139Z+h537p1awVQLly4kO+5F2u37fHjxxeqQdbkyZOxtbXV/N/Ozk5T1LZq1aoiiw/QNEyOjo7Oczszs+xLZWVlpXddxYoVjT6mSqXSFCnmZG1tzVtvvUVqairHjx/X+9oPP/xQqzFXmTJlGDhwIICmWgGySz4iIyN59dVXtUqJ1FxcXLC0tASyi9nPnj1L3759NSUnahUrVmTChAlkZmbqrWrIrW3btri5ufHrr7/y8OFDrXVr1qwB0MQL2ddOpVLp/WVV0HYO6enpfPHFFzp/uXvfubq6Ym1trfP6li1b4uvra/DXgJ2dHR9//LHmXlA7ceIEv//+OwMGDMDf319rXaVKlRg/fjwZGRls2rTJ6HNRVy2pq5py/vvHH380+DonJyedksZ+/foB2cW9n332mVb86mrVv/76S+s1q1evxsLCghkzZmj9snN0dNS0U1I3WH5aDg4OTJkyRathvq+vL/Xr1+ePP/4wWH1ZELGxsSQnJxtsCLls2TIyMzP58ssvcXR01FoXEBBAmzZtCA4O5t69e5rlZmZmLF++HCcnJyZOnMjy5cuZO3cunp6ezJs3T2sfwcHB/PPPP/j6+upt02dvb6/1zCsq6nt/6tSpms87gLOzc74lrobMmDFDK9YKFSrQu3dvUlNT+fvvvzXL169fj6IovPvuu1olaObm5kydOrXAx33ppZd0PnsAI0aMwMLCokC9YQA++eQTKlSoYHB99+7dNc0H1MaNG4eDgwM7duzg0aNHAFy6dImzZ8/i5eXFiBEjtLZv2rQpAwYMICEhQacKVX1O7733XoHiNtaIESPw8vIyatuDBw9y7949unTpQvv27bXWjRo1Sm+PwG3btnH37l1GjRql067Pw8ODESNG8OjRI/bu3Qs8+Q4tV66c1mddzdDzXn3v3L17N9/zKNYqJx8fn0K9Tl9XNfUyY+rKC0PfBc7pX//6F97e3qxcuZLQ0FACAgLw8/OjSZMmlClTpsDHu3nzJgsWLODo0aPcu3ePlJQUrfURERF6X9eoUSOdZeqkMT5HXbS63rZLly75xqKu64yLi9PUI+uLJTQ0NN99qVQqBgwYwNy5c9m6daumV05MTAz79++nVq1aWlUF/fr148CBA7Rp04bevXvTunVr/Pz8cHNzy/dYudnY2Bh10wNs376dlStXcuHCBeLi4nTaEyQnJ+skr7Vq1aJ8+fI6+1Jfv5iYGL3XTx3T1atXjYotNjaWnTt34uDgQNeuXTXLvb298fHx4dy5cwYbB3t7e+vcj+qHkZubm07ibWdnh42NjdYXdXh4ODExMXh5eeltk6F+4OVXt26sOnXqULZsWZ3lVatW5eLFiyQlJRmsYjNWXFwcgMEqHfV7eOjQIY4ePaqzXv3lFRoaqvUjzcXFhWXLlvH6668zceJEypUrx48//qiTnJw5cwbI/jzm96wpKoqi8Ndff2FlZUWTJk101rdq1arA+7SwsKB+/fo6y9XVL/G52kgBtGjRQmd7b29vKlSooPOjJy+pqaksW7aM7du3c/XqVRISElAURbPe0DPTkPy+n/RdH2traxo3bsz+/fv5+++/adGiheZz0Lp1a70JV/v27Vm1apXez0vjxo3zrQoqrJzP2fyoY9N3zmXLlsXHx4dff/1Va7n6M3P9+nW9z71//vkHePLcq1q1Kq1bt2b//v20a9eO7t2706xZM3x9ffX+wFRTP7NiY2PzPY9iTWiMqdfOzcLCQm9pR6VKlbCwsNA8WIqK+kOQ+1dZbmXKlOHXX39lzpw57Nq1i08++QTIbjHet29fPv30U6Prvy9fvkyXLl1ISkqidevWdO7cGTs7O8zNzbl+/TqbNm3SabCrpu8L1cIi+23M+UtW/aDIWc9riPphv2/fPr0Ns9QMNTzObdCgQXz11VesWbNGk9Bs2LCBjIwMrdIZyC4hsLW1ZcmSJfzyyy/88MMPQPYQAB999JHWF3pR+fzzz/n8889xdHSkXbt2uLm5aUqItmzZQmhoKKmpqToJjaFf9+rrFxQUlGcD4NyNRw1Zs2YNaWlp9O3bV+tXNWRf23PnzvHjjz/qTWj0ffGrH5iGkgJzc3Ot9gzqz5ih83V2dkalUhXZZ1HfPa2OCyiSzgDq9zc1NVXvevV7OHfu3Dz3o+8z4OfnR+XKlbl79y5t2rTRO3yF+vNYkl2Ik5KSyMjIMHjMwnTbtba21jxvctL3Xqkb6jo5ORk8vrEJjbrNy9GjR/Hy8qJnz544OTlpPh/z5883+N7qU758+Ty/RNXx6aM+H/X9n9/nRf09qO/zUpxdpwuyb3Vseb1Xuak/M7nbbuaW87m3bt065s+fz+bNm5k5cyaQ/dns0aMH06dP1zuUS3JyMqC/diS3Yk1oCvNLJCMjgwcPHugkNXFxcWRkZBh8+BWWupeKMdmsg4ODphrjxo0bHDt2jF9++YUff/yR+/fvs3btWqOOuWDBAh49esTPP/+s1WAKsovxC1I1YYi6KDXnL29D1Nd0/vz5RTLOSfXq1WnevDknT57k2rVreHp6smbNGk03vNy6detGt27dSEpK4uzZs+zbt48ffviBQYMGsW/fPr2/LgsrKSmJr7/+Gg8PDw4fPqxzn+3fv9/gaw3dz+rrt3DhQt58882njlFdlbNkyRJNY9Pc1A+Epy250Ed9PlFRUXrXR0VFoSiK1mdR/cvUUPJRkF/ixUH9QFY/hHMrX748cXFxREdH6/3Czsu4ceO4e/cuDg4O7Nu3j/Xr1+vc5+rPY0FLEXIq6DW2sbHBwsLCYHW6ofe3qKjvzejoaL0lfQU5/pEjRzh69Cjdu3dn5cqVWiUh6t54Rc1QfOrrqb7/8/u8REZGam2XU3GW1hVk3+rYCnKvqF+zfft22rVrZ9RxbG1tmTJlClOmTOHOnTucPHmStWvXsnHjRkJDQzl8+LDOa9Sf2fwKHeAZncvp2LFjBpcV5QBpf/zxB3v37sXCwkLTPcxYNWrU4N///je7du3SPMjUpSr5/bK8efMmZmZmmm50ORlqO1NQ6lbpv/32m9HbnjhxokiODU/ayaxdu5aLFy9y8eJFTfdHQ2xsbGjXrh0zZszgww8/JDMzkz179hRZTJBd/ZOamkqbNm30Js25u9kaQ9177eTJk08d39GjR7l27Rpubm68+eabev8aNGhAUlKSUW2aCsPNzQ1HR0du3ryp010Zsr9cQLv6U106qa9La0pKCpcuXSqS2ApbamNlZUXNmjUJCwvT+0u+adOmKIrCqVOnCrTfVatWsX79etq1a8eRI0dwcHBg/PjxXLt2TWf/QJ4loPnJ6xpHRUXpLFepVDRo0IDk5GSt9nVqRfWsMUT9rNb3ubh8+XKBklz1cArdu3fX24YtZ9VTUdF3fR4/fszvv/+Oubk59erVA7KbI6i319feS9/nJT/q+7wo2o8ZI+c55Jaamqq3R5z6ni7sc69atWr069ePLVu2UKdOHf744w+9z5vQ0FDKli1L7dq1893nM5nQzJ49W6toNyEhgc8//xzQbiT5NH777Tf69+9PVlYW77//PjVr1sxz+2vXrultA5GQkEBKSgqWlpaaD5q6cZOh8Qrc3d3JysrSuXl27dpVZF9SvXr1wtXVle3bt7N161ad9dHR0ZpqhlatWtG4cWM2b97M+vXr9e7v8uXLBfp12bt3b2xsbFi/fr2mIXfu6ibIboyWu/0QPPlFYGw3TGO5ublhZmbGmTNntL7YUlJSGDdunNHVQjm1bduWhg0bsmHDBoOla5cuXTJq7iB1Y+BRo0axcOFCvX/qz0JejYOf1uDBg8nIyODjjz/WeqjGxcVpjp+zNMrNzY3KlStz8OBBbt26pVmelZXFJ598YrBkpKDy+2zlpU2bNqSlpelth/d///d/mJmZERgYqBW/Wnp6us4PrcuXLxMYGIiTkxPLli3Dzc2NJUuWkJSUxJAhQ7Tu67Zt21K3bl1CQkJYtGiRzv7j4+PzrdJt0KABZcuWZevWrVptVVJTUxk/frzeL3X183Lq1Kla1YpRUVF88803eR7vafXv3x+VSsWiRYu0fuFnZWUVeIwpdQlPznGfILsEWj02UVHbtWuXzo+8efPmERsbS48ePTQlFHXq1MHX15erV6+yYsUKre3Pnz/PunXrsLOzK9CPZhsbG02XZkPj+xSlDh06UKVKFX777TedUpKFCxfqfXb16dOHypUrs2jRIk3Sltu5c+c0VY/37t3jjz/+0Nnm8ePHJCQkoFKpdNrSxcfHc/36dXx9fY36LijWKqfCsLa2xtnZmebNm9OjRw8Adu7cSXh4uN5eOPk5ePCg5kGRkpLC/fv3CQkJ4ebNm1haWhIYGGjU6LLnzp1jxIgRNG7cmDp16uDq6kpsbCx79uwhKSmJwMBATVG1o6MjDRo04K+//uLNN9+kbt26WFhY0L59e5o2bcrw4cPZsmULAwYM0NQFX7x4kcOHD9OrVy+9CUhBWVlZ8fPPP9O3b1+GDh3KihUr8PX1JS0tjWvXrnH48GEuX76Mg4ODZlj9Xr16MWLECL799lt8fHyoUKECERERXLx4kX/++Ydt27YZPV2Fra0tPXr0YN26dXz//fdaY8/kNH78eB48eEDLli1xd3enTJkyXLhwgcOHD+Pi4lJkCayatbU1Q4YM4YcffqBVq1Z06dKFx48fc+TIEdLT0/Hz89MMkmgslUqlqT585513WLhwIU2aNKF8+fLcu3ePv//+m3/++YedO3fmOX9QTEwMu3btoly5cnnOA9aqVStq1arFX3/9xfnz54u0Sk4tMDCQI0eOsG3bNq5evUqnTp1ITk5m+/btREVFMWLECJ3hyMeOHUtgYCAdOnSgZ8+eWFpacvz4cR49ekTTpk01DWOfRqtWrShTpgy//PIL6enpuLq6olKp+M9//pNvm4GePXvy008/sX//fp1xNRo1asS8efOYMGECfn5+dOzYkZo1a5KWlkZ4eDgnT57E1tZW0xssOTmZoUOHkpyczOrVqzXtJDp37syoUaP45ptv+Oijj/jqq6+A7Hvkp59+4tVXX+Wjjz5i8+bNmh40N27c0IyjklcJtJ2dHcOGDePbb7+ldevWBAQEkJmZyeHDh7Gzs6NmzZo6VQZDhw5l+/btHD16lFatWuHv709KSgpbt26ladOmRlVJF1bDhg15//33WbBgAS1btqRXr17Y2Niwb98+srKyqFmzJtevX9fbkDa3tm3bUr9+fVavXs2tW7fw8fHh/v37BAUF4efn91RVeYYEBATQq1cvevXqhZubG2fOnCE4OJjKlStr2n+offvtt3Tr1o3AwECCgoL417/+RXh4ONu3b0dRFL755psC9YQ1MzOjXbt2BAUF0bdvX5o2bYqlpSW+vr68/PLLRX2qWFpasnDhQgYMGEDfvn3p2bMn7u7u/P7775w+fVpTApmTtbU1q1atol+/fvTs2ZMWLVpQv359ypUrx927d/n999+5efMmf/75J3Z2dly/fp0ePXpQt25d6tevT9WqVUlISCAoKIjw8HAGDx6s8xk+cOAAiqJoxqLKzzOX0KhUKtauXcusWbPYunUrUVFRuLm5MXXq1EJ1bzt06BCHDh1CpVJhY2ODvb093t7eDB48mH79+lGtWjWj9tOsWTNGjx7NiRMn2L9/P/Hx8Tg6OlK/fn3efvttneqjH3/8kY8++ohjx46xa9cuFEWhXLlyNG3aFF9fX7Zu3cqsWbPYvXs3iqLQoEEDNmzYQGZmZpEkNOqYg4ODWbBgAfv379fMT+Xh4cHYsWO12l+89NJLHD16lKVLl2pKijIzM3F2dqZWrVq89dZbBf7iHDRoEOvWrdOMzqovw1ZPQPbnn39y5MgRzMzMqFq1KqNHj2bkyJHFMoHg7NmzqVy5MuvXr+f777+nUqVKdOzYkY8//pixY8cWap/Vq1cnODiYJUuW8Ouvv2reS2dnZ2rXrs3bb7+db5GzujFw//79821g/uabb/Lxxx/z448/FktCY21tzfANczAAACAASURBVK5du/j222/ZsmULS5cuxdLSknr16vHZZ5/pTbiGDx+OhYUFS5cuZfXq1VSoUIHOnTszdepUxowZUyRxVa5cmZUrVzJ37lzWr1+vKVHz9/fPN6Fp3749np6erFu3Tmf+NoAhQ4bQuHFjvvvuO44fP86BAwewtrbG1dWVHj160Lt3b822EydO5NKlS4wbN07nC+aTTz7h1KlTfP/997Rp00YzoFqtWrU0n8c9e/awfPlyypYti5ubG8OGDdPbziS36dOnU6FCBVatWsVPP/2Ek5MTPXv25MMPPyQgIEBne3Nzc9avX8/cuXPZsGEDS5cupWrVqowYMYK33nor35LppzVt2jReeuklli1bxsqVK6lQoQL+/v5MmzaNNm3aYGZmZlR39TJlyrBlyxamTZvG4cOHOXv2LNWqVWPkyJGMGzdO70CYT2vgwIH069eP+fPns2PHDqysrOjXrx+ffPKJTmcLb29vDh8+zNy5c9m/fz9Hjx7Fzs6ODh06MG7cuAINiKc2f/58PvroI4KDgzly5AhZWVn897//LZaEBqBjx47s2LFD871kYWGBn58fe/fuZc2aNXpLYXx8fDh+/DiLFi1i3759rFq1CpVKhYuLC/Xq1WPixImaH8He3t4EBgZy7Ngxjh49SlxcHBUrVqRmzZpMmTKFvn376ux/7dq12NjYMGDAAKPOQRUfH1/0lY+FVKNGDVJTU43ueiuEEAWxcuVK3n//fTZu3KgzKqkoOdHR0dSqVYtatWrpHSK/NH3wwQcsWbKEVatWaUarFyVPXRI3fPhwvd3C9Xkm29AIIURxGDx4MPXr12fmzJnF0pBUaIuOjtZpwJ2amkpgYGCBqhLEi2fWrFlUqFCBSZMmGf2aZ67KSQghiouZmRnffvste/bsITIysliqNMUT69atY9GiRbRt25YqVaoQExNDcHAwYWFh1KlTp9CjFYvnW3p6Op6engWe30wSGiHEC6VRo0YF6kIrCq9FixaEhIRw4sQJYmNjURQFDw8Pxo0bx+jRo4tlHCVh+tQddgrqmWpDI4QQQghRGNKGRgghhBAmTxIaIYQQQpg8SWiEEEIIYfIkoTFhoaGhpR3CU5H4S48pxw6mHb8pxw4Sv3h2SUIjhBBCCJMnCY0QQgghTJ4kNEIIIYQweZLQkD1Zob29vdZfrVq1NOsVRWH27Nl4e3vj6upKt27duHTpktY+4uPjGT58OO7u7ri7uzN8+HDi4+NL+lSEEEKIF5IkNP/j5eXFlStXNH8nTpzQrFuwYAGLFi3iiy++4ODBgzg5OdG7d28SEhI027zzzjtcuHCBjRs3smnTJi5cuMCIESNK41SEEEKIF45MffA/FhYWuLi46CxXFIXFixczZswYevbsCcDixYvx8vJi06ZNDB06lCtXrrB//3727t1Ls2bNAPj6668JCAggNDQULy+vIo01LCGdD0495PT9cpifvUdTpzLMblYBDzvLIj2OEEIIYSqkhOZ/bt26RZ06dWjYsCFvvfUWt27dAiAsLIzIyEg6dOig2dbKyoqWLVtqpr0PCQnB1tZWk8wANG/eHBsbG802RSUsIZ1uu6PZE55KXIYZ0SkKu++k0m1PDGEJ6UV6LCGEEMJUSEID+Pr68t1337Fx40a++eYbIiMj6dKlC3FxcURGRgLg5OSk9RonJyeioqIAiIqKwsHBAZVKpVmvUqlwdHTUbFNUZpxPIPyx7vRb4UlZzDifoOcVQgghxPNPqpyAzp07a/3f19eXRo0asWbNGpo2bQqglaxAdlVU7gQmt9zb6FPQQZ5uxJQFzPWvi00kNDS2QPsrbaY+yJUpx2/KsYNpx2/KsYPEn5eibmIgjCcJjR62trZ4e3tz48YNunfvDmSXwri5uWm2iYmJ0ZTaODs7ExMTo5XAKIpCbGysTslObgW9+Wvci+Pco2T96xxs8fJyL9D+SlNxtC8qSaYcvynHDqYdvynHDhK/eHZJlZMeKSkphIaG4uLigoeHBy4uLhw6dEhr/cmTJzVtZvz8/EhMTCQkJESzTUhICElJSVrtaorClCZ2uFnrlvq42ZgxpYmdwdeFJaQz7Egc3fdEM+xInLS3EUII8VyREhpgypQpdO3aFTc3N2JiYvjyyy95/Pgxb7zxBiqVipEjR/LVV1/h5eWFp6cnc+fOxcbGhj59+gBQu3ZtOnXqxNixY1mwYAGKojB27Fj8/f2L/JeAh50lv77ilN3LKTIZc3PzfHs5hSWk0ysolpsJmZplZ6PT2ObvID2jhBBCPBckoQHu3bvHO++8Q2xsLI6Ojvj6+rJv3z7c3bOrb0aPHk1ycjITJ04kPj4eHx8ftmzZgp3dkxKR5cuXM2nSJF577TUAAgICmDNnTrHE62FnydrOjkYXnc44n6CVzADcTMhkxvkElrerVCwxCiGEECVJEhrghx9+yHO9SqVi8uTJTJ482eA2FStWZNmyZUUdWpGIeJypd/l9A8uFEEIIUyNtaF4Ala3194pyNbBcCCGEMDWS0LwApjSxo7qddvJS3c48z0bEQgghhCmRKqcXgIedJdv8HZhxPoH7jzNxtc5OZqRBsBBCiOeFJDQvCA87S2kALIQQ4rklVU5CCCGEMHmS0AghhBDC5ElCI4QQQgiTJwmNEEIIIUyeJDRCCCGEMHmS0AghhBDC5ElCI4QQQgiTJwmNEEIIIUyeDKxngo5HJDPy2ENiHlvBqXtUt1VRt1JZGf1XCCHEC0sSGhNzPCKZnkFxZCgAKshS+Dte4e/4ZM5Gp7HN30GSGiGEEC8cqXIyMSOPPfxfMqPrZkImM84nlGxAQgghxDNAEhoTE5+alef6+48zSygSIYQQ4tkhCY2JsS+b91vmam1eQpEIIYQQzw5JaEzM4tYVsFDpX1fdzpwpTexKNiAhhBDiGSAJjYlpVdmK7f6VcLc1x8ZMwdpCRX17M/rWsJIGwUIIIV5Y0svJBLWqbMWFvlaEhobi5eVV2uEIIYQQpU4SGhMUlpDOjPMJ3IgpS417cTL+jBBCiBeeJDQmJiwhnV5BsdxMyATMOfdIxp8RQgghpA2NiZlxPuF/ycwTMv6MEEKIF50kNCYmwsA4M4fvpRKWkF7C0QghhBDPBkloTExlA+PMRKdk0SsoVpIaIYQQLyRJaEzMlCZ2VLfTn9RI1ZMQQogXlSQ0JsbDzpJt/g44ldM/up5MfSCEEOJFJAmNCfKws6R9lXJ618nUB0IIIV5EktCYqClN7HArpz1RpUx9IIQQ4kUl49CYKA87S76tl8rqB5W4/zgTV2tzGWBPCCHEC0sSGhNW1UphecNKpR2GEEIIUeqkykkIIYQQJk8SGj2++uor7O3tmThxomaZoijMnj0bb29vXF1d6datG5cuXdJ6XXx8PMOHD8fd3R13d3eGDx9OfHx8SYcvhBBCvHAkocnlzJkz/Pzzz9SrV09r+YIFC1i0aBFffPEFBw8exMnJid69e5OQ8GTcl3feeYcLFy6wceNGNm3axIULFxgxYkSRx3g8IpmGG+/z8kkrGm68z/GI5CI/hhBCCGFKJKHJ4eHDhwwbNoyFCxdib2+vWa4oCosXL2bMmDH07NmTunXrsnjxYhITE9m0aRMAV65cYf/+/cyfP59mzZrh5+fH119/TVBQEKGhoUUW4/GIZHoGxXE7MZPETBW3EzPpGRQnSY0QQogXmiQ0OagTlnbt2mktDwsLIzIykg4dOmiWWVlZ0bJlS06fPg1ASEgItra2NGvWTLNN8+bNsbGx0WxTFEYee0iGor0sQ8leLoQQQryopJfT//z888/cuHGDpUuX6qyLjIwEwMnJSWu5k5MTERERAERFReHg4IBK9WQEX5VKhaOjI1FRUQaPW9DSm7hkK0B3lOC45IwiLQkqKaYYc06mHL8pxw6mHb8pxw4Sf168vLyKbd8ib5LQkH1zT58+nT179lCmTBmD2+VMViC7Kip3ApNb7m1yK+jNX+mP+yQm6k5vUMnKwuQ+SKGhoSYXc06mHL8pxw6mHb8pxw4Sv3h2SZUT2dVFsbGxtGjRAgcHBxwcHDh+/DgrVqzAwcGBSpWyx3rJXdISExOjKbVxdnYmJiYGRXlSH6QoCrGxsTolO09jcesKWOTKjyxU2cuFEEKIF5UkNEC3bt04ceIEwcHBmr/GjRvz+uuvExwcjKenJy4uLhw6dEjzmpSUFE6ePKlpM+Pn50diYiIhISGabUJCQkhKStJqV/O0WlW2Yrt/JdxtzbE1V3C3NWe7fyVaVbYqsmMIIYQQpkaqnAB7e3utXk0A1tbWVKxYkbp16wIwcuRIvvrqK7y8vPD09GTu3LnY2NjQp08fAGrXrk2nTp0YO3YsCxYsQFEUxo4di7+/f5EXb7aqbMWFvlZSdCqEEEL8jyQ0Rho9ejTJyclMnDiR+Ph4fHx82LJlC3Z2TyaDXL58OZMmTeK1114DICAggDlz5pRWyEIIIcQLQxIaA3799Vet/6tUKiZPnszkyZMNvqZixYosW7asuEMTQgghRC7ShkYIIYQQJk8SGiGEEEKYPElohBBCCGHyTDKhOX36NHFxcQbXP3jwoEinGxBCCCHEs80kE5qAgAAOHDhgcP2hQ4cICAgowYiEEEIIUZpMMqHJORqvPmlpaZiZmeSpCSGEEKIQTKbbdmJiIgkJCZr/P3z4UDMxZE7x8fFs3boVV1fXkgxPCCGEEKXIZBKab7/9VjNInUqlIjAwkMDAQL3bKorCRx99VJLhCSGEEKIUmUxC07ZtWywsLFAUhVmzZtGzZ0/q16+vtY1KpcLa2prGjRvTvHnzUopUCCGEECXNZBKali1b0rJlSwBSU1Pp3bs39erVK+WohBBCCPEsMJmEJqcpU6aUdghCCFGkwhLSmXE+gYjHmVS2NmdKEzs87CxLOywhTIZJJjQAjx49YuvWrdy6dYsHDx7o9HxSqVTMnz+/lKITQgjjhSWk0ysolpsJmZplZ6PT2ObvIEmNEEYyyYQmODiYQYMGkZCQgLW1Nfb29jrbqFSqUohMCCEKbsb5BK1kBuBmQiaTTz/ExtJMSm2EMIJJJjSTJ0+mfPny7Nixg0aNGpV2OEII8VQiHmfqXX7wbiopWU/+L6U2QhhmkqPPhYaG8u6770oyI4R4LlS2Nte7PGcyA9mlNjPOJ+jdVogXnUkmNO7u7qSlpZV2GEIIUSSmNLGjup12UlNOf47DfQOlOUK86EwyoRk7diw//fQT8fHxpR2KEEI8NQ87S7b5O9C3hhVtXMvQt4YVL1cuq3dbVwOlOUK86EyyDU1cXBz29vb4+Pjw2muvUa1aNZ25m1QqFe+++24pRSiEEAXjYWfJ8naVNP8PS0jncq6eT9XtshsGCyF0mWRC8/HHH2v+vWLFCr3bSEIjhDBl6lKbGecTuP84E1fp5SREnkwyoTl//nxphyCEEMUud6mNEMIwk0xoqlevXtohCCGEEOIZYpKNgoUQQgghcjLJEpomTZrkOxKwSqXi7NmzJRRRyQtLSOfjK5YkXouWEUSFEEK88EwyofH19dVZlpWVxe3btzl79ix16tR5rmfifjLviyWQPR6PjCAqhBDiRWaSCc2yZcsMrjt//jz9+vXj888/L8GIStYHpx7qnfdlxvkEaUAohBDihfTctaFp0qQJ//73v/n0009LO5RiEZaQzqGIVL3rZARRIYQQLyqTLKHJj5ubG//8809ph1EsZpxPIMVA3iIjiArxbJO2b0IUn+cuocnIyGDr1q04OjqWdijFwtCsvOXMkBFEhXiGSds3IYqXSSY0o0eP1rv84cOHhISEEBERwezZs0s4qpJhaFbeDlXLykNRiGfYjPMJ0vZNiGJkkgnNvn37dLptq1QqKlSogI+PD0OHDqVDhw6lFF3xmtLEjrPRaTrzu8xuVqEUoxJC5MdQ6aq0fROiaJhkQvO8to8xRs75XW7EJlLDwVbq4YUwAYZKV6XtmxBF47nr5VQYy5cvp2XLllSrVo1q1arRuXNngoKCNOsVRWH27Nl4e3vj6upKt27duHTpktY+4uPjGT58OO7u7ri7uzN8+HDi4+OLJV71/C5LGqSyvF0lSWaEMAFTmthR3U47eZHZs4UoOiab0GRlZbF27VqGDh1Kx44d6dixI0OHDmXdunVkZWUVaF9VqlRh2rRpHDlyhEOHDtG2bVsGDRrExYsXAViwYAGLFi3iiy++4ODBgzg5OdG7d28SEhI0+3jnnXe4cOECGzduZNOmTVy4cIERI0YU6TmrLbkYj8NPd2l6zAqHn+6y5GLxJE5CiKKjLl3t6pROG9cy9K1hJQ2ChShCqvj4eKW0gyiohIQE+vTpw5kzZ7C2tsbd3R2A27dv8/jxY/z8/Ni0aRO2traFPsZLL73Ep59+ypAhQ/D29mbYsGFMmDABgOTkZLy8vPjss88YOnQoV65coVmzZuzdu5fmzZsDcPLkSQICAjhz5gxeXl5Pf9L/s+RiPB+cSdJZ/nlTG/5b377IjlMSQkNDi/TalDRTjt+UYwfTjt+UYweJXzy7TLKEZubMmZw5c4bp06dz/fp1Tpw4wYkTJ7h+/TqfffYZZ86cYebMmYXad2ZmJps3byYpKQk/Pz/CwsKIjIzUamRsZWVFy5YtOX36NAAhISHY2trSrFkzzTbNmzfHxsZGs01R+eisbjKT13IhhBDiRWCSjYJ37tzJkCFDeO+997SWly1blnfffZfr16+zY8eOAnXd/vvvv+nSpQspKSnY2NiwatUq6tWrp0lInJyctLZ3cnIiIiICgKioKBwcHLR6XqlUKhwdHYmKisrzuKGhoUbHCJCpWAG6E3NmKkqB9/UsMMWYczLl+E05djDt+E05dpD48yKlP6XHJBOamJiYPCefrFevHqtXry7QPr28vAgODubhw4fs2LGDkSNHsmvXLs363N3EFUXRSWByy72NoeMWhPnxu2TqqSQ0V6lM7oNk6kW/phy/KccOph2/KccOEr94dplklZObmxtHjhwxuP7IkSO4ubkVaJ9lypShRo0aNG7cmE8//ZQGDRrw3Xff4eLiAqBT0hITE6MptXF2diYmJgZFeZJpKIpCbGysTsnO0xpXv1yBlheVsIR0hh2Jo/ueaIYdiSMsIb1YjyeEEEIUhEkmNIMGDWLnzp2MGjWKq1evkpmZSWZmJlevXuX9999n165dDB48+KmOkZWVRVpaGh4eHri4uHDo0CHNupSUFE6ePKlpM+Pn50diYiIhISGabUJCQkhKStJqV1MUbiXpL/ExtLwoqIds33gjmWP309h4I5leQbGS1AghhHhmmGSV05gxY7h58yarVq1i9erVmJll52VZWVkoisKbb77JmDFjjN7f1KlT6dKlC1WrViUxMZFNmzZx7NgxNmzYgEqlYuTIkXz11Vd4eXnh6enJ3LlzsbGxoU+fPgDUrl2bTp06MXbsWBYsWICiKIwdOxZ/f/8iL9osjdFGZch2IYpfWEI6M84nEPE4UyauFKIQTDKhMTMzY+HChQwfPpygoCBu374NgLu7O/7+/jRo0KBA+4uMjGT48OFERUVRvnx56tWrx6ZNm+jYsSOQPXdUcnIyEydOJD4+Hh8fH7Zs2YKd3ZMBsZYvX86kSZN47bXXAAgICGDOnDlFdMZPlMZoozJkuxDF68nElU8+UzJxpRAFY5IJjVqDBg0KnLzos3jx4jzXq1QqJk+ezOTJkw1uU7FiRZYtW/bUseRnShM7Tt5PIfyxdsvgqKQMwhLSi+XhJ0O2C1G8pBRUiKdnkm1oclMUhaysLJ2/51WGotte5khkOt12RxdLuxYZsl2I4iWloEI8PZMsoVEUhe+//55ffvmFmzdvkpiYqLONSqUiNja2FKIrXjPOJ3A/WX+yFv5YKZZfdDknxLz/OBNXqd8Xz6HSbMMipaBCPD2TTGgmTZrEihUrqFmzJgEBAZQvX760Qyoxhn7JqRXXLzr1hJhCPI9Kuw3LlCZ2nI1O0zq+lIIKUTAmmdCsW7eOHj168PPPP5d2KCXO0C85NflFJ0TBlXYbFikFFeLpmWRCY2FhQfv27Us7jFLR1c2SjTeS9a5zs1bJLzohCiGvNiwlVRUlpaBCPB2TbBTcvXt3goODSzuMUjHtvP5JKMuawa+vOMkvOiEKwVDJp62FSgaVFMJEmGRCM3v2bOLj4xk1ahSnT58mPDyciIgInb/nUWyy/l+SliokmRGikAz15FOpMFgVJYR4tphklVOZMmXw9vZmyZIleU5CGRcXV4JRlQxFpQJ0Z6fMymcSTCGEYYbasLx7LF7v9tKdWohnj0kmNOPHj2fVqlU0b94cX1/fF6qXk2d5cy7EZehdLoQoPH1tWKQ7tRCmwyQTmu3bt/PGG2+waNGi0g6lxNW2t9Sb0NS2l+omIYqadKcWwnSYZBuaMmXK0KRJk9IOo1Toq+u3sYAhtaxKKSIhnl/qqqi+Naxo41qGvjWsZH4lIZ5RJpnQvP766+zdu7e0wygVHnaWfNuqAjYWT9rMJGXAe8cfSs8LYbLCEtIZdiSO7nuiGXYk7pm6l9VVUTsDnFjerpIkM0I8o0yyyqlXr14EBgbSr18/Bg0aRLVq1TAz083NGjVqVArRFb/3jsSRlKvW6WZCJh+cesjazo6lE5QQhVTao/QKIZ4PJpnQBAQEAPDXX3+xf/9+nfWKoqBSqZ7LXk4Tj0dzU/+4ehy4m1psM24LUVxKe5ReIcTzwSQTmgULFpR2CKVm+dU0g+vSFORLQJgcmWlaCFEUTDKh+fe//13aITyz5EtAmBrpGi2EKAom2Sg4L3FxcSxfvpwuXbqUdiilQr4EhKkxNEqvdI0WQhSESZbQ5JaSksLu3btZv349hw4dIj09HRcXl9IOq1gMq1XGYLWTTE4pTFFBZ5oOS0jn4yuWJF6LLtbJIoUQpsWkE5ojR46wfv16du3aRWJiIp6enrz//vt07doVHx+f0g6vWLzX0J41N6J0ejm1c7HkmzYVARh2JK7YZwYWpa+kZoEuCequ0epzevdYvN5zetIjyhLITuylR5QQAkwwofnrr7/YsGEDmzdvJiIiAg8PD1577TVWrlzJ1KlTeeWVV0o7xGI1+fRDnWQGwKZMdu2hdH99MTyPXZ2NOSfpESWEMMRk2tDMnz+fli1b0rZtWzZs2ECPHj347bff+OOPPxg3bhyKojth4/PoTLT+6qYz0Wl5PuzF8yWv9/pZHqQuL8bcv9IjSghhiMmU0EybNg0PDw/Wr19Pp06d9A6k92LQP9t2piIP+xeJoff65qNnu+Qmr2oyY+5f6RElhDDEZLKC5s2bc/v2bUaMGMHYsWM5cuTIC1Mqk5Ovo/4vpcfpCuUtVXrXycP++WPoiz0qRXlmS+nUVUobbyRz7H4aG28k0ysoVlOCZEyyIj2ihBCGmExCs2fPHv7880/effddTp8+Ta9evfD29iYwMJAzZ86gUun/Mn/evFffRu/ylCxQFORhb0KepmrI0Be7s5X+j/SzUEqXX5WSMcmKukdUV6d0mSxSCKHFZKqcAKpVq8aECROYMGECv//+O+vXr2fr1q0sX74clUrFli1bqFixIs2bN39uE5yfrhqY9wCITsksUPdXUXqetlGvoa7OM84ncDZaNzF6Fkrp8qtSMrb7toedJZ/VTsfLy6nYYxZCmA6TSmhyaty4MY0bN2bWrFkcOHCAjRs3snv3bk1S06VLFxYvXlzaYRa536MNJzR3kzI13V/Fs60oeuvoe6+nNLHjbHSa1r4LW0pX1N3CjalSkvtXCFFYJpvQqJmZmdG5c2c6d+5MUlISO3bsYMOGDWzatOm5TGhuJhpel5pVcnGIp1NcDbgLOkidIcXRLbwoky0hhMjNZNrQGMPGxoY33niDrVu38vfff5d2OMUiM4920ObPZy3bc6k4e+t42FkypYkdrtbmRDx+0pW7IIpjCAB1stW3hpXR7V9MtQu6EKLkmXwJjSHOzs6lHUKJa+pUprRDEEYqztKKpy1dCUtI5/C9FL3riqIEydgqpbzOQwghcntuE5oX0exmFUo7hBdSYdqaFFXVkD5P0z5HnUREp+gvCizJxsV5nUdglSfX/WZCBlHJWTiVU1GjvKU0hBfiBSUJzXPkaR/iz9PcQCXlaUpDjJ2/qKCepn2OviRCraTbu+R1HneTVYzNdd1vJ8K5mIxnaiBBIUTJkYRGAM/n3EAl4Wl7K+m77jtuJdOxallmN6tQqGv/NO1zDCURTuXMCnwvPG2CnNd5LLltYTDxkrmdhHgxPVeNggtr3rx5vPzyy1SrVo2aNWvSv39//vnnH61tFEVh9uzZeHt74+rqSrdu3bh06ZLWNvHx8QwfPhx3d3fc3d0ZPnw48fHxJXkqhSbzQBXO0/ZW0nfdU7Ng951UrVF0C+JpRtM1lES0r1K2wMmMvlGBj0ckG93IN6/ziE7N+9H1LAwkKIQoWSZdQpOamsqff/5JdHQ0zZs3x8GhcI0Fjx07xttvv02TJk1QFIVZs2bRq1cvTp8+TcWKFQFYsGABixYtYtGiRXh5eTFnzhx69+7NmTNnsLPL/qJ45513CA8PZ+PGjahUKt5//31GjBjB+vXri+ycjZXz17GdhQqVCh6lKwZ/Kcs8UHnLeT3LW6pQFIh6VJboLP3Xx9i2JoauOxhX0qA3rpRMUjKyqFRWhbkqu7G4saU9+hormwEH7qbwxr4YPm9u3H4MJcj99j8gKeNJ+5y8SgENtTMCuJea9/FzX3+pThXi+WeyCc3y5cuZOXMmjx49AmDr1q20a9eO2NhYmjZtyvTp0xk8eLBR+9qyZYvW/5cuXYq7uzunTp0iICAARVFYvHgxY8aMoWfPngAsXrwYLy8vNm3axNChQ7ly5Qr79+9n7969NGvWDICvv/6agIAAQkND8fLyKsKz1y8sIR0PO0u91Rg56fsSkUn/DDN8Pc2BTCxUkOM7ukBtTQxdLChT0QAAIABJREFUd7W8Esr83me1S/EZRsUCT5KID0495OC9VFKzIAuIS1XYE57KX7uj+fUVp3yTAUOJWs5kBvJP2nL3ilKfc0Sq4euW+/pLdaoQLwaTrHJat24dgYGBtG3blvnz52tNUung4EDr1q11kpSCSExMJCsrC3t7ewDCwsKIjIykQ4cOmm2srKxo2bIlp0+fBiAkJARbW1tNMgPZE2ra2Nhotilu6uqhvBp2gv6qJJn0z7D8rmeGAu625oWaW0jfdc8pr4Qyv7jUClp16GFniW0ZM70DNYY/VozaV36JWk4FKQU0dM7WFip8HS30Xv8PTj2U6lQhXgAmWUKzcOFCunTpwsqVK4mLi2P06NFa6xs3bszy5csLvf8PPviABg0a4OfnB0BkZCQATk7ac8c4OTkREREBQFRUFA4ODlpzSKlUKhwdHYmKijJ4rNDQ0AJGZwXoH0HvRmwioaGx3IgpS3bpgWHqbXP6upaKJbctiE4zw8ZcASWdt36LwKlsFv91z6CqVdHPbl7w8y95xlxPJ/M05nlm14Ok3Y8l9L7x+/+6lop5Nyw4FW9BmvLkvXUrl8WginE671NB4tJsq+f9zuva57VvffvKbVBFFSfLlSU85clvJiszheQs3XvXJjOJ0FDj2poZiquOTQaLvZMA7et/N1nFgbvl0PeZMeY8iosp3Pd5kfgNK4nSeKGfSSY0169f5+233za43sHBgdjYwj2oPvzwQ06dOsXevXsxN9d+cOae8FJRFJ0EJrfc2+RW4Jv/2F2Dq24kmzPnngPO5bPgUd6NDGo42OLl5a4dC9C+ob4ienOupJQr8iL6kqqKK6jc7S0Kez1z78/QeCk5r3tBxqWpcS+Oc48Mz+2VU3RmGcZes9K0H0m7fyvPa5/XvvM6VzUv4Nfq2uczpJYV7x3XLi2pbmfOF+2cjb6vDMVlKKY5R+JIUwp/HsXhWb3vjSXxi2eVSSY0NjY2JCQYLi6+fv06jo6OBd7v5MmT2bJlCzt37uSll17SLHdxcQGyS2Hc3Nw0y2NiYjSlNs7OzsTExGglMIqiEBsbq1OyU1wepMHGG8m4lMueBsHQNAn5VSUVxcSJpkpfews3GzPcrFWEP9Z/QavbZX9ZDzsSp9PoVN/+8hsvxdhyMH0NePWxUMHtxExuJ2ZvdzY6ja9rqcjrkT6liR0nI1MJT9Kud3KzVuV57+TX+Habv4XepM3YRrsFHWHZUFuecmZIdaoQzxmTTGjatm3LmjVr+L//+z+ddREREaxcuZLu3bsXaJ+TJk1iy5Yt7Nq1i1q1ammt8/DwwMXFhUOHDtGkSRMAUlJSOHnyJNOnTwfAz8+PxMREQkJCNO1oQkJCSEpK0mpXUxIi9Y9aj1M5Fe2rlMv3l//z3OMpvy9OfclceFIWr1QrSwtXM+4/zsRO3Zso4TE1HGz1ljyok5W82rnkTBL1JT4nI1NpUNGShAz9vdNy9wKys1SRlJbFhQfpPM4AG0sV5cxV3HucpXPcJbctaN/Q8HXysLPk1wBHJp9+yMnI1Oz9Waho6GB4eg1jGt/qm/qgII121ec86chdksxt8i3JMtSWp0PVgnVDF0I8+0wyofnoo4/o2LEjL7/8Mr1790alUnHw4EGCg4P54YcfMDc3Z9KkSUbvb8KECaxfv55Vq1Zhb2+vaTNjY2ODra0tKpWKkSNH8tVXX+Hl5YWnpydz587FxsaGPn36AFC7dm06derE2LFjWbBgAYqiMHbsWPz9/Z+Z4k1ve+Pm0XleezwZ88VpKJlLSFdY00n72mUXXbsz7EicwRKtvLplAxy+l0L3PdFaJShq4UlZhCc9qerS9yWfM0FQn9+DtOx1qakKZc30l/dEp+XfH8DDzpLZzSr8b5+ZpKYp7L6TyqX4WL3JRmFL9gr6Og87Sz6rnY6XV/4ln4ZKdGSaECGePyaZ0Hh6erJ3714CAwOZMWMGAN988w0ALVu2ZP78+VpVQ/lZsWIFgKZLttqkSZOYPHkyAKNHjyY5OZmJEycSHx+Pj48PW7Zs0YxBA9ldySdNmsRrr70GQEBAAHPmzCn8iRYxYxOSp5k4saTG+yjMcYz54ixMMpdXiVZ+vX2iUxSi76fluY2hWHMzNEifPk5lDKz4H/X1PXwvRWdeJ0NxFKRkL+f7d8VAt/KiKBHMXYpl+78xmYpqmgkhxLPDJBMagDp16rBz507i4uK4du0aWVlZVK9eXdPepSCMGc1XpVIxefJkTYKjT8WKFVm2bFmBj1/UVICLlRn3k598aRWkC3ZhJ04sqfE+CnscY75wC5LM3U1WMedIHFfi9Y92q75uxrRzMVZeX/IG24uYQ0qOVdXtzPmvu+HGxMaMb6MvDmOTQWPHzymqEsGcc2blPu7u28ls6FSJVpWtiuRYQojSY3IJTXJyMgMHDqRPnz4MGjSISpUqabpXi2wK2UlNgFtZEjOUQs3krK+tQ37yGu+jKBsTF7Zqw5gvXGOTubCEdN77uyzhKfoTAzdrFUnpWbx7LB7vChbUsbcgOiWLyOQsnMupCEvMIjol71KS/GI19vxerlwW2zJmWueTdt9wo3pjxrfRF4exyaAx+y+OMZD0HTcpA/rtf8CJXhZSUiOEiTO5hMbKyopz587Rq1ev0g7lmRaRnEW5hxlPVTpSkGqdsIR0DkXo79pcVI2J1fEE3dHf6jm/4xj7hWtMMjfjfILWGCtqTuXM8HW05K8H6ey+8+R6VLcz13ovhh2JY+MN3WTI3dYcD1tz7CxV/H97Zx7fRJ3//9fkakKaNrSkrdAWy1mgsNy3gJxyKAgLrrqKsAqr8nNFRdEvrquyWwEV8QvyRRBxEVcBkUXlWKuclUOuRUW0WigUepeGNM098/sjJOSYydGmTaa8n48HD+1kMnlnOp3Pa97nmSqrV2WVy1ah34vQ9+MbVxCoT06wvB+hSqdQxaDwAEwG2Vp5vQR4KATqXnwzVPARRHNHdIIGcObJHDlyBDNnzoy2KTFNQ7wj4YZ1Fp80eIU1PIlE6CCUMEWwz6lvKI0PocUxWytDvELiV+7s+7sQEh+e55evLw0Awd8LAHTRylBrYwEw6NtKHvLsJU+C5f30SFYIHjMUMSg8AFPZqKIi0PdqDhV8BHGzI0pBs2TJEkydOhUvv/wyZs+ejYyMjGibFLP43qhD9bqEG9Zp7H4fwcIUoYYofKuC6pvAnCDnb5aY1kIaUq5OKOKKTxwIVVQ9cfAqjlfZPWYlcTinD32GkyfB8n4MtuCdcgKd24YknTeERb012HnRBCPPaRF7BR9BECIVNEOGDIHD4cCKFSuwYsUKyGQyxMXFee3DMAwuXrwYJQtjB88bdThel3B70TR2vw8hexLlDMZmBO+t4wvfudhxwYRRbeKCTqYuMthwpsq/MildLcGi3hrBGUEaOePXfC9cj4TQeThYZoNvRk59PXQusXXn7iq/UnIg+OIf7DqLpKcsHNpq5Ng8Oslv4jfNLCOI5oEoBc2ECROibYIokDHAQ51uVG+E43UJt3y5of0+8ktMePSQHjUWFto4CVYPTfSqPBGyZ2xG/cIUQiXOgfqseL6Xr2tw95ZywVyWdLXELyemPhVgQudBKL24vqGUtho5Pr8j2U+Y8E2y9vXEhHOdRX46WGCG3KLCt1P4uxUTBCFuRCloYqE0WgzYOWDDLya3MDhv4A9BXODZHm5YIJynbtciWFgZh3ZXqnFHuhxzD16D66H5ms2BiburMTxVjrdvaxkw4bW+T9aBEl+DeTaE3lt7/QvwnYtaK4tdxd5J0/XxoPCdhziJcL8ZjUBoLBSC/U6FPDHJSv6mfS5x1VTl/ULUp4KPIIjYR5SChggdzyf0chP/qlfGs70+YYFQFgrvxUyKE9dM2HbexDt3an+Zc1/XQhfJMEWwxNdAng2h956rseOR/dVuuzzPxaRdFWF/jgtfL8jKIYnY8IvJfR6MNtarosqTM1VWFBlsXuepyGDDiz/LUftrhV9+C5/HJZxGfucNDsEZYi7v3s08K4wgiMZD1IKmvLwcZ86cgV6vB8v6L8rTp0+PglWxhWeISKdkcLHWf58UJf9TfGM8yfItZkILIOC90EXSnmCJr2ktpCgy2LDwiB7HK20AOPTTKZA7INE5uLHU7Bd2qjCz2FJowqeFJiQqgIEpce4qIyERVFTrwKRd/sLC/XoI3owigw0/1fBXgBXXeZck3zieHIDV63iAcAUVn137rvCLqBQlAykjFfSmNedZYQRBRA9RChqbzYYnnngCW7ZscQsZjnMuLq5J1wAJGt+QTLsEOU5U+oeXdMqmq/AI1uOEj2ALXX2qlVwen4VH9NhbYvEqOVfLgDvS5Zi4s8JLtOy8ZMGZ6kqsuU0LMAyEMkBYOCef7yq24PudFfhygo5XQPlOwd550YRsrQztEuTu7xCKN8P1XUZ/UcnbrM/z/AU6nuv/A30WcEMUCTUGzEqQ473ruTR83rTmOiuMIIjoIkpBk5ubi82bN2PBggUYNGgQpkyZgpUrVyI1NRWrVq1CdXU13nnnnWibGVV0Sonfk7WQZ+H7qza/sIQvkZrRJLSYCcuDwAtdQ9rZt9XI8a8xrZBfYvKqfDHagSe+vcZb3ltsZPHoIb1fnxkhius43Lm7Cp/fkewVMiviGUZptAMnKu04UWl3e0aCeTM8fy8qmXApuYtAxxM6/76CMlAJvUtEB/Km8Yk7tcw7gZ0gCCJcRClotm7dihkzZmDhwoWorq4GAKSnp2P48OEYNWoUJkyYgH/+859YsmRJlC2NHiNaO8ulfYVIhwQZiuu8Zw8VG9mA+QuRTOIUTO7tpcaLx2tRUsd6LaxqGVB4zebOTQHg9X2MNpa3nf3E3dVIUTLIiJd6eTx8v5drAKNnGa/rGELohTJwBbhY63DnArnOsWvCthAuz0igUFV+iQnz8v3HTXji6aUrMtgEPzNexiBewZ/M6xJEwTo165SM4DXhJ4h7qfHEtwYvETkvX4/t42gEAUEQ9UOUgqa0tBQDBgwAAMhkzq9gNjtvsgzDYPLkyXjrrbduWkHjambHJ0SEokuBwjr1SeIU8uh4JvcWVtWiXXK8+7Vp7W+09b9gsOPsVWejOJfX4nCZBeA4Lw9THP8aDAAoN3MoN3t7PAJV6IRKYpwEelt47wt1qrcnpXUOrByq5c31uVjr8Oun4olS6pzh5MrhcX1fIUHz/VUb1tzm/1me4xaCna8RrZWCYobPi+YrGhuaGNxUk94JgohNRCloWrVqBb1eDwDQaDRQqVQoKipyv26321Fby5P9epPgambH11W2PuMJwk3iDKWx2trhSSgoqELHjpnu93guRjqlxG+x5gvzhOos8V0sQxmQqJQAvmki6Wpnj5xgnhE+9l0xuxOAH+qkCjqFu+i6+BBqcickZgDn7zleIXEv6MG+b7GRxYZfTIKVZHzXkieBSuiFhkLyUd/E4GiXghMEEX1EKWi6d++OEydOAHB6ZAYPHozVq1ejV69eYFkW7777LnJycqJsZfRwNbMLNI7Ac6EO1s8l3CTOcD06fIuRQPSDFwmEG8t54tlvJ1hyskICDExVgGM5nNU74Fnl5PQyyfDc/sswStW8+TB8VJg5VJTeqCxylV97eqM88QxVZcZLQ/oMTzzFQSjJ2KV1DsHcl4Z0ag4nEby+icFUCk4QRBjLRuzw4IMPwmq1usNMr7zyCvR6PcaNG4fx48fDYDBg8eLFUbYyOkiBoNUkI9vEYXo7FW5LU2B6O1XQp9hFvTXI0ngfK5AICtejw7cYWcNIU0mOC74P4Oy3U2Rw5uOcrbYF3NfKAvtKrDhUbkOVmUWNmcPxCiv+tP8qHtnvzNt6tbMNn4/XQSdQ9h6I8wYHpuddxXmDHbdqZNg8uiUy4/1/X+cNDty5uwoagYRfdYBHEk9xEEqIK5CYCNapOdD1E8pnA43TKJFKwQni5kGUHpqJEydi4sSJ7p+7du2KkydPYv/+/ZBKpRg0aBCSk5OjaGH06Ku78SsNNI4gHDd8uE3twvXoFF4LLC48kQPw3DtLI0VSHIMKS/BBjAkyLuy8GVePHBaunBwbjlfYcLzCiucyJVi6vxo/VPN/NgOgr06OCwYHb4lznZ27fizn8YT6BF2sdYDlOKS3YLzyh7I0ziZ7K38w+pWe+4qDYH13gomJhnRqDvbZ9Z3H5QmVghMEIUpBw4dWq8XkyZOjbUbUSfbI+o1kd91wmtqFu/hVmEOf6COVAGPaxMFg49zfZ/FJA29/HV+u2ZmwwzZCnDc48ORPcTCzJsF9clpK8dWkFNz7VaXf2AO+4zk44cW32MhiQkYcBqVJ/H6XQ25RuWdh6S0sEuMkWDnEW7T6XguMtQ7qFmpUWliUmVgkxTFYfNIgeH005FoKNuyyvvO4PInWBG+CIGIH0Qiap59+Gn/84x/Rq1cv97arV68iISEBUik9hbk4Um5FfokJG34xRa3ao61GjpVDEvHoIT2qzQ7YWKDawmL0FxVeeSguUlSSkIWGmQXUcgk+Gp3kTiQ+b7BDLWMCJslmaaRIVob+OaHZEjjUdLmOxSP7q2EK1ArZA62CgVQjFfRkGGwcPhrNn4M0L1/v/m56m4O3BNpTlBYUFECR1tpd+XSxFrzVYJ40pFNzqMMu60u0JngTBBE7iEbQrF+/HgMHDnQLmurqanTo0AGfffYZhg8fHmXrYodqC4fJe6rhubZ7traPVFlroBJZ3wUWACxWp0E7L1lwoqIcfXRxKNM7h1OmCAwzFKK0zsGbSCxjAD5NEycB2sZL8ePV0ENbkaDawmFLoSlgabknFSYWuye2EvRkeIZPPM//RZ6k5FASYps6kbY+oiOcUmwaOkkQNzeiETR8uMYdEN74LurnDQ7c8WUlpBLv0uf6lrUGK5ENViJcZsb1YYrO4ZRKCSBnAFuIv854GYM7vqxAicn7DUIOGsv1BN9oEWppeaWJxeOHatBNKwPLcV6/q3S1BLVWFpN2VUAjY/D9VVvQbsXBEmKjkUgbjugIdJ2F+n7qS0MQNw+iFjRE6JTwTNT2fRoPdQEQerJ3tfgPd16TwEggXhgA31VYUBk4JUWU2AAcul7Wnd6CwYQMZ66QRs7gTJU1aB6OL8ESYhPkwUclRJNAHqRnWwd+L/WlIYibDxI0NznbC034+vIVgANMDg4mj/VDaAEQEiyuvinZiY13WXFAQDETLJdGLBTXcbCwVoxorUStlfWbvxWMYLkpl01OkeRLuloSM4m0DfEgUV8agrj5EJWguXDhgruh3rVr1wA4kxvj4+N59+/Tp0+T2SZWbHDmevAh5MH5uUa4oui8wYEuWhmyAiS3NhYKCbB5dEs8ekgf0eTfaFFhdubghDoMPTNeirbxUq/cFCGv2/9dlPGKpO4t5Y2SV1UfGlKKTX1pCOLmQ1SCJjc3F7m5uV7bnn32Wb/9OI4DwzDuwZVE/dl3xYwigzOZNtQeLgYb507+vGCw40yVLeQ8kobAAPjr8Wsw27mA07ubAjkDqKTAteDV5EERGlfhiVIKdNPK3LObgMBhlwoLf6ZybT29W40R4glUim0treK1wSWoftPzn/hYCacRBBF5RCNoVq1aFW0TbkoqzJw7jBSqxyWthdQr+bMhgyDDwcIipH40TYGNA2yNaIoEQL8UGf5baYeZdYqeXcUWnLs+KkEoOdvlddPFsXD2lfYmlkYPBKqKKij13jeUayyWwmkEQUQe0Qia++67L9om3LScNzhQK1CCpJQiYIdawHth2nfFLNhIr4WMgYzhEEbj4JsWFkBJHeeXUO0pIgKFXZ7OtONnszJiPWHCCfE0Ril2KMNGGxJOIwgi9hGNoCGiDb8Iuf0W5yCl45U2ABy6aPkvKdfCNGlXhXtAoy8MONTe5GJGDiBVLQlakg0AeoE4nktEBMpBaaPiItqILtR8l8aqPgqlsq6+4TSCIMSBKIdTEk1PP52Cd0DlvBw1zuntqDCzqDBz2HnJgil7qlBksLkHQU7aVYFH9lcjv8SEwgBJJUZ7aFOzmzMJcmDNbVreQZW+JAp07HOJiGBDRV0i8/PxuqADJoMR6gDTQKGphtDQ4ZsEQYgf8tAQQVHLGDzeTY30eJlzQbpmQ7mZQ7JSwltRJNTIb0uh8NwjwkmVDVj5g5F3TIAvj3VRYs05s2DYKFgOSiSrkkLtAtxY1UcNHb5JEIT4IUFDBMVo567PBkrGot4aj/k/wosQXyM/IjSOVli9BMKOCybeKrFXTtVhy+iW2PCLSVBECOWgXDYxmB/h0E8o+S6NNRXbV1DFyxgwDLyGmFL+DEE0byjkdJ38/Hz84Q9/QJcuXaDVarFp0yav1zmOQ25uLrKzs5GWloaJEyfip59+8tqnpqYGc+bMQWZmJjIzMzFnzhzU1NQ05ddoNFxhgVCSL4mGYbyegO0SCHFS/o6+dXYOU/9TDaONxcqh2pDDRkUGGx79QdEooZ9ghBqaqg+eIbR/jWmFj0a3ikg4jSAIcUCC5jpGoxFdu3bFa6+9BpVK5ff6ihUrsGrVKixZsgTffPMNdDod7r77bhgMNxaAhx9+GGfOnMGWLVuwdetWnDlzBnPnzm3Kr9GofHbehK8vm6NtRrNH7TOSQBtguqWFhVfekie+OUyuvKYpe6pQYuH3iDR24zmXJ2V6OxVuS1NgejsVjSMgCCIiUMjpOmPHjsXYsWMBAI899pjXaxzHYfXq1XjyyScxefJkAMDq1avRsWNHbN26FbNmzcLPP/+MvLw87N69GwMGDAAALF++HOPHj0dBQQE6duzYtF+oEbBzwl2FicgxQKfw+nn10ERM2l0dsFEgX1dnvmqiLtrA/YSaInGWpmITBNEYkIcmBIqKilBWVoaRI0e6t6lUKgwePBhHjx4FABw7dgzx8fFuMQMAAwcOhFqtdu9DEMFIb8HgtYGJAG54WHJP1yIhBAeGp3dFqJrouwrhqeNqGfBQJ3/vJEEQhBggD00IlJWVAQB0Op3Xdp1Oh5KSEgBAeXk5kpOTwTA3wgUMw6BVq1YoLy8XPHZBQUGY1qjgbPJPNDdSFCxWdrHAWnoB+84zmPdjHIrNoT9zqB1GFBQ4c7YKK+PA1wnY4XBA6DnGaAfm7qvEym4WtFHFvicu/L+d2EHMtgNkfyCagzderJCgCQNPsQLcmBkl9DrfPr6EffEfuhze/oRoKLdK8D+/qdE1KQ5GG4tic4Cx4j5kaaRYMjzFnYuScqESuOb//u5JcbhYxwqGnYrNEmy6moS1PWI7JCTmMK6YbQfIfiJ2IUETAqmpqQCcXpj09HT39srKSrfXJiUlBZWVlV4ChuM4VFVV+Xl2CEKIH2tY/FhjQoA8YOiUDPrpFOA4Z/dbvrJkIQ2tVkiw/baWeG7/ZRyuUUDPM9KCJlITBCFGKIcmBNq2bYvU1FTs3bvXvc1sNuPw4cPunJn+/fujtrYWx44dc+9z7NgxGI1Gr7waggiFQNPJs7VyfDS6Ff41Rrgs+ZrA7C2DjUNbjRyvdrZhbIaSdx/qqEsQhBghQXOd2tpanDlzBmfOnAHLsiguLsaZM2dw6dIlMAyDRx99FG+99RZ27NiBs2fP4rHHHoNarcbvf/97AEDnzp0xevRozJ8/H9999x2OHTuG+fPnY9y4ceTeJCLKuRqbuwxbiFAa2DVmTxiCIIimhgTNdU6dOoVhw4Zh2LBhMJlMyM3NxbBhw/CPf/wDAPCXv/wFjz32GBYsWIDbb78dpaWl2LZtGzSaGzf/tWvXIicnB1OnTsW0adOQk5ODNWvWROsrEc2UCjOHLYUm3t4zLkIRK9QThiCI5gRTU1MT++UMhBvt+5QUfDMiAf/gzuntVII9XVyzmvjGIog9MVLM9ovZdoDsJ2IXSgomCBEglFITKIGXGtgRBHEzQSEnghAxlMBLEAThhAQNQYiUdLWEEngJgiCuQyEnghAp3VvKKYGXaDa4cr5K6hy4hae3EkEEgwQNQYiUWjvl8xPNA6FhqlR1R4QDhZwIoomQMMCC7kpIIzSKi/JniOaC0DDVxScNUbKIECMkaAiiieiaKME7P5nhiIBjhRrgEc2JEoFqPRrDQYQDhZwIoom4ZmdgtIe2r5QBr/DRKSUY0TqO8guIZkUona0bG8rhET8kaAiiEWAAeOqRLI0UyUoJLtaG9sTJJ2ayNFLKKSCaDZ4CIkHOIL0Fg+K6Gxd+U3ohKYeneUCChiAaAbnE+XSZomSQlSDHot4aLD5pwPEK4flLgciMJzFDNB/4BES6WoLx6QrBCfKNSaAcHmpOKR5I0BBEI2BlgYu1DkgZKd67fmNe1FuD4xVWrxunSgokyIAyS+DjtY2XkpghBBFbuIRPQBQbWQxKleBfY5Ka/PtQDk/zgAQNQTQink95rmGQvvOVALi3FdU6eMNSkcgl8Fwk4h1yLEmzxfSiR4RGJMIl4QoIvv0BhHwMIQGx74oZ+SUmzMvXN2n4JxZyeIiGQ4KGIBqInAFsASqXPJ/y+OYruSZmcwByWsrAsmzEcwn8Fz05ft5TRWEskcEnJBoaLhESRCuHJGLlD0Ycr7TBYmdh5QAZA8i5OBjYcni2QdpSaPI77pZCEwakyPDX3gnY8IsJZ6stOF/LQQIOLPh7F1SYOczIuwqjT4+lxg7/8HlPqZJQfJCgIYgGIg0iaAI95TVVLgHlCIgfIeGhFriLn78WWr6W0LUx7T/VMPNORQ3da3G03I67dlfD3x8j/AfjK2ZchBr+qU+4Ssh7SmJfXJCgIYgGwn/Td6KUIOBTXrBcgkghphwBseWDNBVCwqOFjN/bcaWOxSP7qwOexyKDDfuumHnfH+i6DodIXWGhhH8Chd8A5zksrIxDuyvVfueDptOLHxI0BNGIBOuhV1+hEe6iL5YcASqfFUboWpEIXGWVZtYrFLTzognZWhnaXa+6A4Ape6pQYY79ERqhhn+ERN/CI3qc09uvvybFiWsmuq7wrutgAAAfGUlEQVSaISRoCKIRsbAIGNapj9Coz6IvlhwBCo0JI3StJCmlqOVJJLf6eFiMduBEpR0nKu04XmFFF63M71zHEjolg2ytHGktpHiok8rpXblmwxUjC4uDg1TCoG8rOV4bmOi+7gsFwmzHK22o8HE50XXV/KDRBwTRyATytizqrUGWxnuhCiY06jP3xpUjML2dCrelKXCHzhaTT6diCo01NULXyuqhiX7blUEcb+cNDnxXYQ24jyLKq8OI1kp8Pl6HRb01mJevx5ZCE05U2lFiYlFt5VBhZrGr2IKJOytQZLChyGDDuRqhVtwNy8shxAF5aAiikSmqdWDSrgre0FB9khHru+h75ggUFNTEnJgBxBMaiwaBrpXt42Re22utzsU+ML79rL0Z3SYOHOf0blgcLCwOp9enKQJUKinwUCcVAH4B70lxHecW83yjRdQyBv10Cuy85H8+6LpqXpCgIYggKKWAmed+qmA4WLnAo7NljLPBnqu3DF9oKNxkxOa86IslNBYtPK+VQHlURQYbzvmEJX3p20rukVfiTZZGitwBzlCO63P2XTE3Wb6NyQHMPViDL8fLBAW8J6V1DkGh1bWlDLkDEvFTTRVdV80cEjQEEYDWLST4XZKc92l3YEsHLljjeBvh6ZQSqGSM32uhxu0DLVbNedGPtfLZWK24CqWaJ1kpgYMDEuVAoYH1KofO0kjx2sBEAMDCI3ocrbDCaOOgljMYoFO481LyS0yYkVcd8lDVSFJsZLH4pEFQwHsSSMzfqpF5XVeFVbVolxwfM79LInKQoCGIAEjAYV6O2u9JNksjxVNZJiy+qOIVNLdqpIiT+gsaILQKpkBJv201cqwckohHD+mht7BIjJNg5ZDEsG/OsbpYR7J8tiHfMZYrrkKr5nGilAIDdXKoZBK/3kZFBhvO6e2otjjFjsXC4ZzeqV7yS0y4a08176DUpqK0zoGVQ7V+At6T9BaMW8wHEvqu66qgoAodO2Y2vvFEk0OChiACUFzHYeUPRnTRylBrYwHcqKywlhpQbuJv1lFmYjEgRcH7WrDQUKCk30W9NVh4RI+9JRZ3GExvc2Bevh7bx8lCXmgvmxjMj9HFOlLwCZLPi0y4/ZY4r8oYIWK54kooDPPNFQssPpek2QHsK7VBLWPQpaX3LV/oO/bcWt4kuTLBSGsh9fKunL9mw2UjCwvLQcr4VznFknePaHpI0BBEEDzFA3DjCRZwlpZerPV/T4qSqXdoSGixumCw+y3QLsJdaP/von/Jbiws1pH0GvEt1mYHsKvYgnMhjH2I5YoroTCMr5jxxGjncLzCdv2fU7wKfcdYEDM6JYNaKyuYUM8HNce7uSFBQxBB8E0Idi38z7YG2iXIcaLSP8EgRSWtVz5IkcHGG6YCnF4fodeA8BbaCgt/TW6gYzR2iCrSIZ5AyaShiLdYTb4uMthgtLGIkwQWMIFwhacKr0UhOSZEqsycV+5ac/MgEpGHBA1B1APXwv9QJxW2nTf55Rl8c9mC0V+UI0sj81r480tMuHN3FWosLLRxEqwemoghtzjLU10LOp9oUcsAjSzwc3Og8nBfdHEs+GbyCC3WTZFPEukQT7Bk0mACMBaTr/l+D/Ul77Il4AyyaOOr1WLBg0jENiRoCCIAKUoJynmG2rgW/g2/+IsZwDkHx+XeP1xqRo9kBYqNDnxfbXe786/ZHJi0uxrrhiVgWnv+qckujHbgQq3w43go5eGe/DnTjp/NypAX66bIJ4l0iIdPkHgSzNMSqYorX8/W/S0ZdAzrCDcI1pPFRUs5cDXIbMpYFjNCxEK4j4hdSNAQRADSWkhgtLNeZatSBvjpqhUvGuSoRHCXfXEdh+I6/iZnHIA5B6+hb4pSsG27C6Pd2STMs/xWKQGSlBJcqfNv6/78UT3UcglviKiNigtrsQ4mNjwX7QQ5A44DKiwsyk0sdErGPT+oqeZNuexJVkpgtHF+ojQUT0skQmx8HpUvJEps1Zm8PHPBPse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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=non_airport['trip_distance'],y=non_airport['fare_amount'])\n",
    "plt.xlabel(\"Trip Distance\")\n",
    "plt.ylabel(\"Fare Amount\")\n",
    "plt.title(\"Trip Distance vs Fare Amount (excluding airport rides)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "0109404e023e2049ec16d3da64c31b2f052731ee"
   },
   "source": [
    "In the plot above, we can see two clusters with linear realtionship between taxi fare and distance. But for trip distances >50miles, though a linear relationship exists,the fare amount is very low. Let us check where these trips originate and end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "_uuid": "7db470c808784bc5afc2481309aa1be1e7aedb82"
   },
   "outputs": [],
   "source": [
    "non_airport_long_trips=non_airport[non_airport['trip_distance']>=50]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "_uuid": "b5dc516bd23f101c6a4b685380cb9405635c9962"
   },
   "outputs": [
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</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1af16f6dd0>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drop_map = folium.Map(location = [40.730610,-73.935242],zoom_start = 12,)\n",
    "#print(pickup.shape)\n",
    "### For each pickup point add a circlemarker\n",
    "\n",
    "for index, row in non_airport_long_trips.iterrows():\n",
    "    \n",
    "    folium.CircleMarker([row['dropoff_latitude_round3'], row['dropoff_longitude_round3']],\n",
    "                        radius=3,\n",
    "                        \n",
    "                        color=\"#008000\", \n",
    "                        fill_opacity=0.9\n",
    "                       ).add_to(drop_map)\n",
    "for index, row in non_airport_long_trips.iterrows():\n",
    "    \n",
    "    folium.CircleMarker([row['pickup_latitude_round3'], row['pickup_longitude_round3']],\n",
    "                        radius=3,\n",
    "                        \n",
    "                        color=\"blue\", \n",
    "                        fill_opacity=0.9\n",
    "                       ).add_to(drop_map)\n",
    "\n",
    "'''\n",
    "hm_wide = HeatMap( list(zip(drop.dropoff_latitude_round3.values, drop.dropoff_longitude_round3.values, drop.Num_Trips.values)),\n",
    "                     min_opacity=0.2,\n",
    "                     radius=5, blur=15,\n",
    "                     max_zoom=1 \n",
    "                 )\n",
    "drop_map.add_child(hm_wide)\n",
    "\n",
    "'''\n",
    "\n",
    "drop_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "5e87f6348af019a4ed787ddab74eac05037d053a"
   },
   "source": [
    "Most of the long trips dropoffs and pickups are in lower Manhattan. There are a lot of dropoffs in Brooklyn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "cb99455c0df55343dd866aeee4e0e28319b1742f"
   },
   "source": [
    "New York city is divided into 7 Boroughs. Let us calculate which borough pickup and dropoff points are. And whether that effects the fare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "_uuid": "8cb2163300ad029a3f222fcdc3eee7b51465a0f4"
   },
   "outputs": [],
   "source": [
    "nyc_boroughs={\n",
    "    'manhattan':{\n",
    "        'min_lng':-74.0479,\n",
    "        'min_lat':40.6829,\n",
    "        'max_lng':-73.9067,\n",
    "        'max_lat':40.8820\n",
    "    },\n",
    "    \n",
    "    'queens':{\n",
    "        'min_lng':-73.9630,\n",
    "        'min_lat':40.5431,\n",
    "        'max_lng':-73.7004,\n",
    "        'max_lat':40.8007\n",
    "\n",
    "    },\n",
    "\n",
    "    'brooklyn':{\n",
    "        'min_lng':-74.0421,\n",
    "        'min_lat':40.5707,\n",
    "        'max_lng':-73.8334,\n",
    "        'max_lat':40.7395\n",
    "\n",
    "    },\n",
    "\n",
    "    'bronx':{\n",
    "        'min_lng':-73.9339,\n",
    "        'min_lat':40.7855,\n",
    "        'max_lng':-73.7654,\n",
    "        'max_lat':40.9176\n",
    "\n",
    "    },\n",
    "\n",
    "    'staten_island':{\n",
    "        'min_lng':-74.2558,\n",
    "        'min_lat':40.4960,\n",
    "        'max_lng':-74.0522,\n",
    "        'max_lat':40.6490\n",
    "\n",
    "    }\n",
    "    \n",
    "    \n",
    "    \n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "_uuid": "47c337ab893721f8b11299ca968337480e3b7d91"
   },
   "outputs": [],
   "source": [
    "def getBorough(lat,lng):\n",
    "    \n",
    "    locs=nyc_boroughs.keys()\n",
    "    for loc in locs:\n",
    "        if lat>=nyc_boroughs[loc]['min_lat'] and lat<=nyc_boroughs[loc]['max_lat'] and lng>=nyc_boroughs[loc]['min_lng'] and lng<=nyc_boroughs[loc]['max_lng']:\n",
    "            return loc\n",
    "    return 'others'  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "_uuid": "1f17843beffbf412afc14896547e543d11819593"
   },
   "outputs": [],
   "source": [
    "train['pickup_borough']=train.apply(lambda row:getBorough(row['pickup_latitude'],row['pickup_longitude']),axis=1)\n",
    "train['dropoff_borough']=train.apply(lambda row:getBorough(row['dropoff_latitude'],row['dropoff_longitude']),axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "_uuid": "b104ff03ad29e43690a7c78b60a96420d890b5fe"
   },
   "outputs": [],
   "source": [
    "train.to_csv(\"Training_FeatureEngineering.csv\",index=False)\n",
    "del train"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "b50b8dea0e71acbabff0225a64519c767bd8221c"
   },
   "source": [
    "### How does the tripfare vary across buroughs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "_uuid": "2d600c07052327c21eb2a312603db0d0f6324eb2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of Pickup Boroughs')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train=pd.read_csv(\"Training_FeatureEngineering.csv\")\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.countplot(y=train['pickup_borough'])\n",
    "plt.title(\"Distribution of Pickup Boroughs\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "_uuid": "9ea6606331f354b54c3bd3e205fb9961c72b75bb"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "plt.figure(figsize=(16,10))\n",
    "plt.title(\"Distribution of Fare Amount Across Buroughs\")\n",
    "i=1\n",
    "for key in nyc_boroughs.keys():\n",
    "    plt.subplot(3,2,i)\n",
    "    sns.kdeplot(np.log(train.loc[train['pickup_borough']==key,'fare_amount'].values),label='Pickup '+ key)\n",
    "    sns.kdeplot(np.log(train.loc[train['dropoff_borough']==key,'fare_amount'].values),label='Dropoff'+ key).set_title(\"Fare Amount (log scale) for \"+key)\n",
    "    \n",
    "    i=i+1\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "fe511cd51b5b482bfa55fe83184bd46493e9e0c6"
   },
   "source": [
    "There is a significant difference in pickups and dropoffs fare amount for each burough exceept Manhattan. We can see pickups from Queens is expensive compared to pickups from other Buroughs.Very high difference in pickup and dropoff prices for Staten Island."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "_uuid": "f674e94c5a0315e26a172dfc8d5fc0178b7b0588"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(24,15))\n",
    "plt.title(\"Distribution of Trip Distances Across Buroughs\")\n",
    "i=1\n",
    "for key in nyc_boroughs.keys():\n",
    "    plt.subplot(3,2,i)\n",
    "    sns.kdeplot(np.log(train.loc[train['pickup_borough']==key,'trip_distance'].values),label='Pickup '+ key)\n",
    "    sns.kdeplot(np.log(train.loc[train['dropoff_borough']==key,'trip_distance'].values),label='Dropoff'+ key).set_title(\"Trip Distance (log scale) for \"+key)\n",
    "    i=i+1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "b1e07c3c654d166c226c00cd0de95fba8fbab53b"
   },
   "source": [
    "Dropoffs to Bronx and Staten island are long trips. In Manhattan the pickup and dropoffs fare amount has similar distribution. Let us add a field, is_lower_manhattan as we had seen above that dropoffs to lower manhattan had higher trip distance but lower fare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "_uuid": "6a14c4f0fbef9e854fb7ef127c631a334816453a"
   },
   "outputs": [],
   "source": [
    "\n",
    "lower_manhattan_boundary={'min_lng': -74.0194,\n",
    "                          'min_lat':40.6997,\n",
    "                          'max_lng':-73.9716,\n",
    "                          'max_lat':40.7427}\n",
    "\n",
    "def isLowerManhattan(lat,lng):\n",
    "    if lat>=lower_manhattan_boundary['min_lat'] and lat<=lower_manhattan_boundary['max_lat'] and lng>=lower_manhattan_boundary['min_lng'] and lng<=lower_manhattan_boundary['max_lng']:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "_uuid": "8da666cd1194da01c1bc6d86fae1ca28886031d4"
   },
   "outputs": [],
   "source": [
    "train['is_pickup_lower_manhattan']=train.apply(lambda row:isLowerManhattan(row['pickup_latitude'],row['pickup_longitude']),axis=1)\n",
    "train['is_dropoff_lower_manhattan']=train.apply(lambda row:isLowerManhattan(row['dropoff_latitude'],row['dropoff_longitude']),axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "3bf49c1866f920c9a5e9f760170cf13d676137a8"
   },
   "source": [
    "**How does Fare Amount differ for pickups and dropoff for Lower Manhattan compared to rest of Manhattan**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "_uuid": "f687dfc08c8f119d23c30ac04305688aef6c906e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5778790, 29)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manhattan=train.loc[(train['pickup_borough']=='manhattan') | (train['dropoff_borough']=='manhattan')]\n",
    "manhattan.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "_uuid": "8aea0bc7667b0ed01386b84109ddb67e9e6d2941"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of Fare Amount - Manhattan vs Lower Manhattan')"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.kdeplot(np.log(manhattan.loc[manhattan['is_pickup_lower_manhattan']==1,'fare_amount'].values),label='Lower Manhattan Pickups')\n",
    "sns.kdeplot(np.log(manhattan.loc[manhattan['is_pickup_lower_manhattan']==0,'fare_amount'].values),label='Rest of Manhattan Pickups')\n",
    "plt.xlabel(\"fare amount (log)\")\n",
    "plt.title(\"Distribution of Fare Amount - Manhattan vs Lower Manhattan\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "_uuid": "427068eb1e1d7dd0b1a06bd6621bfa55d842de96"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of Fare Amount - Manhattan vs Lower Manhattan')"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.kdeplot(np.log(manhattan.loc[manhattan['is_dropoff_lower_manhattan']==1,'fare_amount'].values),label='Lower Manhattan Dropoffs')\n",
    "sns.kdeplot(np.log(manhattan.loc[manhattan['is_dropoff_lower_manhattan']==0,'fare_amount'].values),label='Rest of Manhattan Dropoffs')\n",
    "plt.xlabel(\"fare amount (log)\")\n",
    "plt.title(\"Distribution of Fare Amount - Manhattan vs Lower Manhattan\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "_uuid": "39b15afbf2ae67ac1bc4162fcef586ecf3ac576f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Trip Distance vs Fare Amount (Lower Manhattan pickups)')"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=manhattan.loc[manhattan['is_pickup_lower_manhattan']==1,'trip_distance'].values,y=manhattan.loc[manhattan['is_pickup_lower_manhattan']==1,'fare_amount'].values)\n",
    "plt.xlabel(\"Trip Distance\")\n",
    "plt.ylabel(\"Fare Amount\")\n",
    "plt.title(\"Trip Distance vs Fare Amount (Lower Manhattan pickups)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "_uuid": "3f160ba7905a385c7a3c01824ee84a48d8aeb380"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Trip Distance vs Fare Amount (Rest of Manhattan pickups)')"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=manhattan.loc[manhattan['is_pickup_lower_manhattan']==0,'trip_distance'].values,y=manhattan.loc[manhattan['is_pickup_lower_manhattan']==0,'fare_amount'].values)\n",
    "plt.xlabel(\"Trip Distance\")\n",
    "plt.ylabel(\"Fare Amount\")\n",
    "plt.title(\"Trip Distance vs Fare Amount (Rest of Manhattan pickups)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "_uuid": "34f1be8bb977f34b874029a0c28c5f45545cff9a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Trip Distance vs Fare Amount (Lower Manhattan dropoffs)')"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=manhattan.loc[manhattan['is_dropoff_lower_manhattan']==1,'trip_distance'].values,y=manhattan.loc[manhattan['is_dropoff_lower_manhattan']==1,'fare_amount'].values)\n",
    "plt.xlabel(\"Trip Distance\")\n",
    "plt.ylabel(\"Fare Amount\")\n",
    "plt.title(\"Trip Distance vs Fare Amount (Lower Manhattan dropoffs)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "_uuid": "215657288003bdba215f52b11cd1f0245246b030"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=manhattan.loc[manhattan['is_dropoff_lower_manhattan']==0,'trip_distance'].values,y=manhattan.loc[manhattan['is_dropoff_lower_manhattan']==0,'fare_amount'].values)\n",
    "plt.xlabel(\"Trip Distance\")\n",
    "plt.ylabel(\"Fare Amount\")\n",
    "plt.title(\"Trip Distance vs Fare Amount (Rest of Manhattan dropoffs)\")\n",
    "\n",
    "del manhattan\n",
    "del non_airport_long_trips\n",
    "del non_airport"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "4d61006d912a8450f5e568c11a4ae2a1ba5ed01b"
   },
   "source": [
    "The distribution of trip distance and fare amount for Lower Manhattan pickups and dropoffs is very different. Also, slope of linear realtionship for pickups for Lower Manhattan is higher than that for Rest of Manhattan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "3dfa849ab2b840b4d9581723e29e26557a20a05d"
   },
   "source": [
    "### Let us now look at datetime features and their realtionship with Fare Amount\n",
    "**What is the time period  in out sample**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "_uuid": "4056994051175fcaca557258127a51bd1bb20892"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a530c5d10>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trips_year=train.groupby(['pickup_year'])['key'].count().reset_index().rename(columns={'key':'Num_Trips'})\n",
    "trips_year.head()\n",
    "sns.barplot(x='pickup_year',y='Num_Trips',data=trips_year)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "_uuid": "7d759caa556b527da4196cc6a433569bc3a77b62"
   },
   "outputs": [],
   "source": [
    "trips_year_fareamount=train.groupby(['pickup_year'])['fare_amount'].mean().reset_index().rename(columns={'fare_amount':'avg_fare_amount'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "_uuid": "5a00352671e1c751e926ceb8e3dc42edd7bfb58c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Avg Fare Amount over Years')"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x='pickup_year',y='avg_fare_amount',data=trips_year_fareamount).set_title(\"Avg Fare Amount over Years\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "c851b55bbf5031dec2a5e9a69a325fbc0fb5b524"
   },
   "source": [
    "Avg Fare amount has beern increasing over the years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "_uuid": "a27285890fa760c4e4405a7bd157144c0fb08d4d"
   },
   "outputs": [],
   "source": [
    "def groupandplot(data,groupby_key,value,aggregate='mean'):\n",
    "    plt.figure(figsize=(16,10))\n",
    "    agg_data=data.groupby([groupby_key])[value].agg(aggregate).reset_index().rename(columns={value:aggregate+'_'+value})\n",
    "    plt.subplot(1,2,1)\n",
    "    count_data=train.groupby([groupby_key])['key'].count().reset_index().rename(columns={'key':'Num_Trips'})\n",
    "    sns.barplot(x=groupby_key,y='Num_Trips',data=count_data).set_title(\"Number of Trips vs \"+groupby_key)\n",
    "    \n",
    "    plt.subplot(1,2,2)\n",
    "    sns.barplot(x=groupby_key,y=aggregate+'_'+value,data=agg_data).set_title(aggregate+'_'+value+\" vs \"+groupby_key)\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "_uuid": "f98b47e9bafb35b7e30d85461b2ff413a1f321ab"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "groupandplot(train,'pickup_month','fare_amount')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "f3227dc003505cdb1f046887ba25135873daad9c"
   },
   "source": [
    "Fares across months are fairly constant, though number of trips are lower from june to decemeber"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "_uuid": "831bdfc81813491d68e3ab4da0da4b487efe0ee5"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "groupandplot(train,'pickup_day_of_week','fare_amount')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "981cdce1148a9a8cd3599481301b48fe8faa3b7b"
   },
   "source": [
    "Saturday has low avg fare amount, compared to other days though there are a lot of trips of saturday. On sunday and monday though the number of trips are lower, avg fare amount is higher"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "_uuid": "2a19d5a1171d10510e9e4d5c8626de00f0d343d1"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "groupandplot(train,'pickup_hour','fare_amount')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "8929cdd48af80ee93dfce2e0b26b6ea7735b7ab1"
   },
   "source": [
    "The avg fare amount at 5am is the higher while the number of trips at 5 am are the least. The number of trips are highest in 18 and 19 hours"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "_uuid": "69f414f735628d3bdf8335e4ae96c1f314f613e8"
   },
   "outputs": [],
   "source": [
    "# Let us encode day of the week to numbers\n",
    "def encodeDays(day_of_week):\n",
    "    day_dict={'Sunday':0,'Monday':1,'Tuesday':2,'Wednesday':3,'Thursday':4,'Friday':5,'Saturday':6}\n",
    "    return day_dict[day_of_week]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "_uuid": "b1c0187b52c8cd703ed9fe4cac90bd3fcab0d60b"
   },
   "outputs": [],
   "source": [
    "train['pickup_day_of_week']=train['pickup_day_of_week'].apply(lambda x:encodeDays(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "a20cdd567775fdf2e2aa354de24f954273702d6a"
   },
   "source": [
    "### How does Number of passengers affect Fare time\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "_uuid": "ad72aa76b1ddde6e3d0d6d199819ae21beaf40cc"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1152x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "groupandplot(train,'passenger_count','fare_amount')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "5a4c6a559e27ad94565179fccee2d09235b53341"
   },
   "source": [
    "1. There are trips with 0 passengers as well. In these cases are drop and pickup location the same? If so it would mean that passenger didnt take the cab after the cab arrived and a cancellation fee was charged - there were 20719 such records. In the test set there were 38 such records\n",
    "2. The fare is very high when there were 9 passengers. - only 2 records\n",
    "3.  the number 129 and 208 passengers are surely outliers - three such records\n",
    "4. There are no records in test data where number of passengers is greater than 8 - so we will remove from train data records where number of passengers >8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "_uuid": "7bb8b880dd9d84895c1ca34bba8231eb77ec0eaf"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Avg trip distance (in miles) when there are zero passengers 1.7726290784433825\n"
     ]
    }
   ],
   "source": [
    "print(\"Avg trip distance (in miles) when there are zero passengers\",np.mean(train.loc[train['passenger_count']==0,'trip_distance'].values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "_uuid": "4cd8cf54895488f16177a3efe8cb5f6874d9b4a1"
   },
   "outputs": [],
   "source": [
    "train=train[train['passenger_count']<=8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "_uuid": "6abc5c373f784c0a92c142ddf337b731d7c073d6"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1152x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "groupandplot(train,'passenger_count','fare_amount')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "8981344da83ad3bb0ff67cbd69a722bfccf69e3f"
   },
   "source": [
    " if there are 7 passengers, fare amount is lower. Fare amount is higher for 6 passengers**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "_uuid": "8572b9781b0db3c046df30ba415da20e2451ad3b"
   },
   "outputs": [],
   "source": [
    "train.to_csv(\"train_cleaned.csv\",index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "_uuid": "3d5fb44e25784466a99587724a815962bcc99ebb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of test data (9914, 28)\n"
     ]
    }
   ],
   "source": [
    "test =  pd.read_csv('test.csv')\n",
    "test['pickup_datetime']=pd.to_datetime(test['pickup_datetime'],format='%Y-%m-%d %H:%M:%S UTC')\n",
    "\n",
    "test['pickup_date']= test['pickup_datetime'].dt.date\n",
    "test['pickup_day']=test['pickup_datetime'].apply(lambda x:x.day)\n",
    "test['pickup_hour']=test['pickup_datetime'].apply(lambda x:x.hour)\n",
    "test['pickup_day_of_week']=test['pickup_datetime'].apply(lambda x:calendar.day_name[x.weekday()])\n",
    "test['pickup_month']=test['pickup_datetime'].apply(lambda x:x.month)\n",
    "test['pickup_year']=test['pickup_datetime'].apply(lambda x:x.year)\n",
    "test['is_pickup_JFK']=test.apply(lambda row:isAirport(row['pickup_latitude'],row['pickup_longitude'],'JFK'),axis=1)\n",
    "test['is_dropoff_JFK']=test.apply(lambda row:isAirport(row['dropoff_latitude'],row['dropoff_longitude'],'JFK'),axis=1)\n",
    "test['is_pickup_EWR']=test.apply(lambda row:isAirport(row['pickup_latitude'],row['pickup_longitude'],'EWR'),axis=1)\n",
    "test['is_dropoff_EWR']=test.apply(lambda row:isAirport(row['dropoff_latitude'],row['dropoff_longitude'],'EWR'),axis=1)\n",
    "test['is_pickup_la_guardia']=test.apply(lambda row:isAirport(row['pickup_latitude'],row['pickup_longitude'],'LaGuardia'),axis=1)\n",
    "test['is_dropoff_la_guardia']=test.apply(lambda row:isAirport(row['dropoff_latitude'],row['dropoff_longitude'],'LaGuardia'),axis=1)\n",
    "test['pickup_latitude_round3']=test['pickup_latitude'].apply(lambda x:round(x,3))\n",
    "test['pickup_longitude_round3']=test['pickup_longitude'].apply(lambda x:round(x,3))\n",
    "test['dropoff_latitude_round3']=test['dropoff_latitude'].apply(lambda x:round(x,3))\n",
    "test['dropoff_longitude_round3']=test['dropoff_longitude'].apply(lambda x:round(x,3))\n",
    "test['trip_distance']=test.apply(lambda row:distance(row['pickup_latitude'],row['dropoff_latitude'],row['pickup_longitude'],row['dropoff_longitude']),axis=1)\n",
    "test['pickup_borough']=test.apply(lambda row:getBorough(row['pickup_latitude'],row['pickup_longitude']),axis=1)\n",
    "test['dropoff_borough']=test.apply(lambda row:getBorough(row['dropoff_latitude'],row['dropoff_longitude']),axis=1)\n",
    "test['is_pickup_lower_manhattan']=test.apply(lambda row:isLowerManhattan(row['pickup_latitude'],row['pickup_longitude']),axis=1)\n",
    "test['is_dropoff_lower_manhattan']=test.apply(lambda row:isLowerManhattan(row['dropoff_latitude'],row['dropoff_longitude']),axis=1)\n",
    "test['pickup_day_of_week']=test['pickup_day_of_week'].apply(lambda x:encodeDays(x))\n",
    "print(\"Shape of test data\", test.shape)\n",
    "\n",
    "test.to_csv(\"test_cleaned.csv\",index=False)"
   ]
  }
 ],
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