Goibibo_EDA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Goibibo dataset \n",
    "\n",
    "\n",
    "EDA for the given dataset has been performed below "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np                 \n",
    "import pandas as pd               \n",
    "import matplotlib                 \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns           \n",
    "plt.style.use('fivethirtyeight')\n",
    "%matplotlib inline\n",
    "import plotly as plotly                \n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "from plotly.offline import init_notebook_mode, iplot, plot\n",
    "init_notebook_mode(connected=True)\n",
    "import folium\n",
    "from folium import plugins\n",
    "from folium.plugins import HeatMap\n",
    "from sklearn import preprocessing\n",
    "from sklearn import metrics\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.preprocessing import LabelEncoder,OneHotEncoder\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import r2_score, mean_absolute_error\n",
    "from sklearn.linear_model import LinearRegression,LogisticRegression\n",
    "from sklearn.tree import DecisionTreeRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('goibibo_com-travel_sample.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>additional_info</th>\n",
       "      <th>address</th>\n",
       "      <th>area</th>\n",
       "      <th>city</th>\n",
       "      <th>country</th>\n",
       "      <th>crawl_date</th>\n",
       "      <th>guest_recommendation</th>\n",
       "      <th>hotel_brand</th>\n",
       "      <th>hotel_category</th>\n",
       "      <th>hotel_description</th>\n",
       "      <th>...</th>\n",
       "      <th>room_count</th>\n",
       "      <th>room_facilities</th>\n",
       "      <th>room_type</th>\n",
       "      <th>similar_hotel</th>\n",
       "      <th>site_review_count</th>\n",
       "      <th>site_review_rating</th>\n",
       "      <th>site_stay_review_rating</th>\n",
       "      <th>sitename</th>\n",
       "      <th>state</th>\n",
       "      <th>uniq_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Room Service|Internet Access|Restaurant|Free I...</td>\n",
       "      <td>15th Mile, N.H.21,Manali, District Kullu,Himac...</td>\n",
       "      <td>Others</td>\n",
       "      <td>Manali</td>\n",
       "      <td>India</td>\n",
       "      <td>2016-07-24</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>gostays</td>\n",
       "      <td>The standard check-in time is 12:00 PM and the...</td>\n",
       "      <td>...</td>\n",
       "      <td>17</td>\n",
       "      <td>Room Service |Basic Bathroom Amenities|Cable /...</td>\n",
       "      <td>Deluxe Room</td>\n",
       "      <td>https://www.goibibo.com/hotels/woodchime-homes...</td>\n",
       "      <td>87.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Service Quality::3.9|Amenities::3.7|Food and D...</td>\n",
       "      <td>goibibo</td>\n",
       "      <td>Himachal Pradesh</td>\n",
       "      <td>2c8db027d43a9452a43e88eb30d9f983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Room Service|Gym/Spa</td>\n",
       "      <td>A-585, Sushant Lok-1 ,Near Iffco Chowk Metro S...</td>\n",
       "      <td>Sushant Lok</td>\n",
       "      <td>Gurgaon</td>\n",
       "      <td>India</td>\n",
       "      <td>2016-07-24</td>\n",
       "      <td>87.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>regular</td>\n",
       "      <td>The standard check-in time is 12:00 PM and the...</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>Room Service |Air Conditioning |Basic Bathroom...</td>\n",
       "      <td>Deluxe Room With Free WIFI</td>\n",
       "      <td>https://www.goibibo.com/hotels/stepinn-iffco-c...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>Service Quality::4.7|Amenities::4.7|Food and D...</td>\n",
       "      <td>goibibo</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>e98f69f889c0235e6dc480e7df6de0de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Restaurant|Swimming Pool</td>\n",
       "      <td>Cobra Vaddo,Calungate Baga Road, Bardez, Calan...</td>\n",
       "      <td>Calangute Area</td>\n",
       "      <td>Goa</td>\n",
       "      <td>India</td>\n",
       "      <td>2016-07-24</td>\n",
       "      <td>50.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>regular</td>\n",
       "      <td>The standard check-in time is 12:00 PM and the...</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>Room Service |Air Conditioning |Cable / Satell...</td>\n",
       "      <td>Standard Room</td>\n",
       "      <td>https://www.goibibo.com/hotels/sunrise-beach-r...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Service Quality::2.5|Amenities::2.5|Food and D...</td>\n",
       "      <td>goibibo</td>\n",
       "      <td>Goa</td>\n",
       "      <td>9b59d00eaffc273d83000ed7dcda0e83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Simsa</td>\n",
       "      <td>Village Simsa</td>\n",
       "      <td>Manali</td>\n",
       "      <td>India</td>\n",
       "      <td>2016-07-24</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>regular</td>\n",
       "      <td>The standard check-in time is 12:00 PM and the...</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>Basic Bathroom Amenities|Cable / Satellite / P...</td>\n",
       "      <td>Deluxe Room</td>\n",
       "      <td>https://www.goibibo.com/hotels/green-cottages-...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Service Quality::5.0|Amenities::5.0|Food and D...</td>\n",
       "      <td>goibibo</td>\n",
       "      <td>Himachal Pradesh</td>\n",
       "      <td>df0971f9c5501af112485ee28b468ce5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Internet Access|Restaurant</td>\n",
       "      <td>8180 Street No.-6,Arakashan Road,Paharganj</td>\n",
       "      <td>Paharganj</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>India</td>\n",
       "      <td>2016-07-24</td>\n",
       "      <td>63.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>regular</td>\n",
       "      <td>The standard check-in time is 12:00 PM and the...</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>Basic Bathroom Amenities|Cable / Satellite / P...</td>\n",
       "      <td>Standard Room Non AC</td>\n",
       "      <td>https://www.goibibo.com/hotels/delhi-continent...</td>\n",
       "      <td>121.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>Service Quality::2.7|Amenities::2.6|Food and D...</td>\n",
       "      <td>goibibo</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>0c3514344c9cda8718f558e84bdb44ef</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     additional_info  \\\n",
       "0  Room Service|Internet Access|Restaurant|Free I...   \n",
       "1                               Room Service|Gym/Spa   \n",
       "2                           Restaurant|Swimming Pool   \n",
       "3                                                NaN   \n",
       "4                         Internet Access|Restaurant   \n",
       "\n",
       "                                             address            area     city  \\\n",
       "0  15th Mile, N.H.21,Manali, District Kullu,Himac...          Others   Manali   \n",
       "1  A-585, Sushant Lok-1 ,Near Iffco Chowk Metro S...     Sushant Lok  Gurgaon   \n",
       "2  Cobra Vaddo,Calungate Baga Road, Bardez, Calan...  Calangute Area      Goa   \n",
       "3                                              Simsa   Village Simsa   Manali   \n",
       "4         8180 Street No.-6,Arakashan Road,Paharganj       Paharganj    Delhi   \n",
       "\n",
       "  country  crawl_date  guest_recommendation hotel_brand hotel_category  \\\n",
       "0   India  2016-07-24                  85.0         NaN        gostays   \n",
       "1   India  2016-07-24                  87.0         NaN        regular   \n",
       "2   India  2016-07-24                  50.0         NaN        regular   \n",
       "3   India  2016-07-24                 100.0         NaN        regular   \n",
       "4   India  2016-07-24                  63.0         NaN        regular   \n",
       "\n",
       "                                   hotel_description  ... room_count  \\\n",
       "0  The standard check-in time is 12:00 PM and the...  ...         17   \n",
       "1  The standard check-in time is 12:00 PM and the...  ...         18   \n",
       "2  The standard check-in time is 12:00 PM and the...  ...         15   \n",
       "3  The standard check-in time is 12:00 PM and the...  ...         24   \n",
       "4  The standard check-in time is 12:00 PM and the...  ...         20   \n",
       "\n",
       "                                     room_facilities  \\\n",
       "0  Room Service |Basic Bathroom Amenities|Cable /...   \n",
       "1  Room Service |Air Conditioning |Basic Bathroom...   \n",
       "2  Room Service |Air Conditioning |Cable / Satell...   \n",
       "3  Basic Bathroom Amenities|Cable / Satellite / P...   \n",
       "4  Basic Bathroom Amenities|Cable / Satellite / P...   \n",
       "\n",
       "                    room_type  \\\n",
       "0                 Deluxe Room   \n",
       "1  Deluxe Room With Free WIFI   \n",
       "2               Standard Room   \n",
       "3                 Deluxe Room   \n",
       "4        Standard Room Non AC   \n",
       "\n",
       "                                       similar_hotel site_review_count  \\\n",
       "0  https://www.goibibo.com/hotels/woodchime-homes...              87.0   \n",
       "1  https://www.goibibo.com/hotels/stepinn-iffco-c...               8.0   \n",
       "2  https://www.goibibo.com/hotels/sunrise-beach-r...               2.0   \n",
       "3  https://www.goibibo.com/hotels/green-cottages-...               1.0   \n",
       "4  https://www.goibibo.com/hotels/delhi-continent...             121.0   \n",
       "\n",
       "   site_review_rating                            site_stay_review_rating  \\\n",
       "0                 4.0  Service Quality::3.9|Amenities::3.7|Food and D...   \n",
       "1                 4.5  Service Quality::4.7|Amenities::4.7|Food and D...   \n",
       "2                 2.5  Service Quality::2.5|Amenities::2.5|Food and D...   \n",
       "3                 5.0  Service Quality::5.0|Amenities::5.0|Food and D...   \n",
       "4                 2.8  Service Quality::2.7|Amenities::2.6|Food and D...   \n",
       "\n",
       "  sitename             state                           uniq_id  \n",
       "0  goibibo  Himachal Pradesh  2c8db027d43a9452a43e88eb30d9f983  \n",
       "1  goibibo           Haryana  e98f69f889c0235e6dc480e7df6de0de  \n",
       "2  goibibo               Goa  9b59d00eaffc273d83000ed7dcda0e83  \n",
       "3  goibibo  Himachal Pradesh  df0971f9c5501af112485ee28b468ce5  \n",
       "4  goibibo             Delhi  0c3514344c9cda8718f558e84bdb44ef  \n",
       "\n",
       "[5 rows x 36 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['additional_info', 'address', 'area', 'city', 'country',\n",
       "       'crawl_date', 'guest_recommendation', 'hotel_brand',\n",
       "       'hotel_category', 'hotel_description', 'hotel_facilities',\n",
       "       'hotel_star_rating', 'image_count', 'latitude', 'locality',\n",
       "       'longitude', 'pageurl', 'point_of_interest', 'property_id',\n",
       "       'property_name', 'property_type', 'province', 'qts',\n",
       "       'query_time_stamp', 'review_count_by_category', 'room_area',\n",
       "       'room_count', 'room_facilities', 'room_type', 'similar_hotel',\n",
       "       'site_review_count', 'site_review_rating',\n",
       "       'site_stay_review_rating', 'sitename', 'state', 'uniq_id'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "additional_info              True\n",
       "address                     False\n",
       "area                         True\n",
       "city                        False\n",
       "country                     False\n",
       "crawl_date                  False\n",
       "guest_recommendation         True\n",
       "hotel_brand                  True\n",
       "hotel_category              False\n",
       "hotel_description            True\n",
       "hotel_facilities             True\n",
       "hotel_star_rating           False\n",
       "image_count                 False\n",
       "latitude                    False\n",
       "locality                     True\n",
       "longitude                   False\n",
       "pageurl                     False\n",
       "point_of_interest            True\n",
       "property_id                 False\n",
       "property_name               False\n",
       "property_type               False\n",
       "province                    False\n",
       "qts                          True\n",
       "query_time_stamp            False\n",
       "review_count_by_category     True\n",
       "room_area                    True\n",
       "room_count                  False\n",
       "room_facilities              True\n",
       "room_type                   False\n",
       "similar_hotel                True\n",
       "site_review_count            True\n",
       "site_review_rating           True\n",
       "site_stay_review_rating     False\n",
       "sitename                    False\n",
       "state                       False\n",
       "uniq_id                     False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage of null rows in column room_facilities : 6.75\n",
      "Percentage of null rows in column site_review_count : 39.6\n",
      "Percentage of null rows in column site_review_rating : 39.6\n"
     ]
    }
   ],
   "source": [
    "empty_col_list = ['room_facilities', 'site_review_count', 'site_review_rating']\n",
    "for i in empty_col_list: \n",
    "    print('Percentage of null rows in column', i ,':', sum(pd.isnull(df[i]))/df.shape[0] * 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>guest_recommendation</td>\n",
       "      <td>2416.0</td>\n",
       "      <td>75.537666</td>\n",
       "      <td>22.698935</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>hotel_star_rating</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>1.306000</td>\n",
       "      <td>1.479159</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>image_count</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>12.995500</td>\n",
       "      <td>11.631113</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>129.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>latitude</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>21.288213</td>\n",
       "      <td>7.576905</td>\n",
       "      <td>8.080476</td>\n",
       "      <td>13.748553</td>\n",
       "      <td>22.225083</td>\n",
       "      <td>28.018203</td>\n",
       "      <td>79.608077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>longitude</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>77.432995</td>\n",
       "      <td>4.506588</td>\n",
       "      <td>12.939682</td>\n",
       "      <td>74.723694</td>\n",
       "      <td>76.967365</td>\n",
       "      <td>78.286097</td>\n",
       "      <td>95.346775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>room_count</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>22.200250</td>\n",
       "      <td>96.132138</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>5874.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>site_review_count</td>\n",
       "      <td>2416.0</td>\n",
       "      <td>47.765728</td>\n",
       "      <td>93.233924</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>2094.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>site_review_rating</td>\n",
       "      <td>2416.0</td>\n",
       "      <td>3.750993</td>\n",
       "      <td>0.842863</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>3.900000</td>\n",
       "      <td>4.300000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       count       mean        std        min        25%  \\\n",
       "guest_recommendation  2416.0  75.537666  22.698935   0.000000  67.000000   \n",
       "hotel_star_rating     4000.0   1.306000   1.479159   0.000000   0.000000   \n",
       "image_count           4000.0  12.995500  11.631113   0.000000   6.000000   \n",
       "latitude              4000.0  21.288213   7.576905   8.080476  13.748553   \n",
       "longitude             4000.0  77.432995   4.506588  12.939682  74.723694   \n",
       "room_count            4000.0  22.200250  96.132138   0.000000   7.000000   \n",
       "site_review_count     2416.0  47.765728  93.233924   0.000000   4.000000   \n",
       "site_review_rating    2416.0   3.750993   0.842863   0.000000   3.400000   \n",
       "\n",
       "                            50%        75%          max  \n",
       "guest_recommendation  80.000000  90.000000   100.000000  \n",
       "hotel_star_rating      1.000000   3.000000     5.000000  \n",
       "image_count            9.000000  17.000000   129.000000  \n",
       "latitude              22.225083  28.018203    79.608077  \n",
       "longitude             76.967365  78.286097    95.346775  \n",
       "room_count            14.000000  26.000000  5874.000000  \n",
       "site_review_count     17.000000  55.000000  2094.000000  \n",
       "site_review_rating     3.900000   4.300000     5.000000  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(df.corr(), cmap='coolwarm')\n",
    "sns.set(rc={'figure.figsize':(10,10)}, font_scale=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow0_col0 {\n",
       "            background-color:  #b40426;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow0_col1 {\n",
       "            background-color:  #5b7ae5;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow0_col2 {\n",
       "            background-color:  #6384eb;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow0_col3 {\n",
       "            background-color:  #3c4ec2;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow0_col4 {\n",
       "            background-color:  #3c4ec2;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow0_col5 {\n",
       "            background-color:  #455cce;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow0_col6 {\n",
       "            background-color:  #5b7ae5;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow0_col7 {\n",
       "            background-color:  #edd1c2;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow1_col0 {\n",
       "            background-color:  #6282ea;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow1_col1 {\n",
       "            background-color:  #b40426;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow1_col2 {\n",
       "            background-color:  #cbd8ee;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow1_col3 {\n",
       "            background-color:  #4e68d8;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow1_col4 {\n",
       "            background-color:  #4358cb;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow1_col5 {\n",
       "            background-color:  #6b8df0;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow1_col6 {\n",
       "            background-color:  #98b9ff;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow1_col7 {\n",
       "            background-color:  #92b4fe;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow2_col0 {\n",
       "            background-color:  #6282ea;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow2_col1 {\n",
       "            background-color:  #c6d6f1;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow2_col2 {\n",
       "            background-color:  #b40426;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow2_col3 {\n",
       "            background-color:  #445acc;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow2_col4 {\n",
       "            background-color:  #3b4cc0;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow2_col5 {\n",
       "            background-color:  #6f92f3;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow2_col6 {\n",
       "            background-color:  #92b4fe;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow2_col7 {\n",
       "            background-color:  #85a8fc;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow3_col0 {\n",
       "            background-color:  #3f53c6;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow3_col1 {\n",
       "            background-color:  #4a63d3;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow3_col2 {\n",
       "            background-color:  #4a63d3;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow3_col3 {\n",
       "            background-color:  #b40426;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow3_col4 {\n",
       "            background-color:  #5470de;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow3_col5 {\n",
       "            background-color:  #445acc;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow3_col6 {\n",
       "            background-color:  #3b4cc0;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow3_col7 {\n",
       "            background-color:  #3d50c3;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow4_col0 {\n",
       "            background-color:  #3b4cc0;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow4_col1 {\n",
       "            background-color:  #3b4cc0;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow4_col2 {\n",
       "            background-color:  #3b4cc0;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow4_col3 {\n",
       "            background-color:  #4e68d8;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow4_col4 {\n",
       "            background-color:  #b40426;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow4_col5 {\n",
       "            background-color:  #3b4cc0;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow4_col6 {\n",
       "            background-color:  #3f53c6;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow4_col7 {\n",
       "            background-color:  #3b4cc0;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow5_col0 {\n",
       "            background-color:  #4e68d8;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow5_col1 {\n",
       "            background-color:  #6c8ff1;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow5_col2 {\n",
       "            background-color:  #7a9df8;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow5_col3 {\n",
       "            background-color:  #4a63d3;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow5_col4 {\n",
       "            background-color:  #455cce;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow5_col5 {\n",
       "            background-color:  #b40426;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow5_col6 {\n",
       "            background-color:  #5470de;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow5_col7 {\n",
       "            background-color:  #506bda;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow6_col0 {\n",
       "            background-color:  #6384eb;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow6_col1 {\n",
       "            background-color:  #9abbff;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow6_col2 {\n",
       "            background-color:  #9abbff;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow6_col3 {\n",
       "            background-color:  #3d50c3;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow6_col4 {\n",
       "            background-color:  #4961d2;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow6_col5 {\n",
       "            background-color:  #536edd;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow6_col6 {\n",
       "            background-color:  #b40426;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow6_col7 {\n",
       "            background-color:  #7a9df8;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow7_col0 {\n",
       "            background-color:  #edd1c2;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow7_col1 {\n",
       "            background-color:  #8caffe;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow7_col2 {\n",
       "            background-color:  #86a9fc;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow7_col3 {\n",
       "            background-color:  #3b4cc0;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow7_col4 {\n",
       "            background-color:  #3d50c3;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow7_col5 {\n",
       "            background-color:  #485fd1;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow7_col6 {\n",
       "            background-color:  #7396f5;\n",
       "            color:  #000000;\n",
       "        }    #T_881efc34_0f6a_11ea_9718_105bad5386ecrow7_col7 {\n",
       "            background-color:  #b40426;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_881efc34_0f6a_11ea_9718_105bad5386ec\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >guest_recommendation</th>        <th class=\"col_heading level0 col1\" >hotel_star_rating</th>        <th class=\"col_heading level0 col2\" >image_count</th>        <th class=\"col_heading level0 col3\" >latitude</th>        <th class=\"col_heading level0 col4\" >longitude</th>        <th class=\"col_heading level0 col5\" >room_count</th>        <th class=\"col_heading level0 col6\" >site_review_count</th>        <th class=\"col_heading level0 col7\" >site_review_rating</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_881efc34_0f6a_11ea_9718_105bad5386eclevel0_row0\" class=\"row_heading level0 row0\" >guest_recommendation</th>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow0_col0\" class=\"data row0 col0\" >1</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow0_col1\" class=\"data row0 col1\" >0.0786641</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow0_col2\" class=\"data row0 col2\" >0.075867</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow0_col3\" class=\"data row0 col3\" >-0.0381069</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow0_col4\" class=\"data row0 col4\" >-0.0571215</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow0_col5\" class=\"data row0 col5\" >0.0130453</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow0_col6\" class=\"data row0 col6\" >0.0814082</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow0_col7\" class=\"data row0 col7\" >0.549253</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_881efc34_0f6a_11ea_9718_105bad5386eclevel0_row1\" class=\"row_heading level0 row1\" >hotel_star_rating</th>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow1_col0\" class=\"data row1 col0\" >0.0786641</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow1_col1\" class=\"data row1 col1\" >1</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow1_col2\" class=\"data row1 col2\" >0.399877</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow1_col3\" class=\"data row1 col3\" >0.0234373</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow1_col4\" class=\"data row1 col4\" >-0.031867</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow1_col5\" class=\"data row1 col5\" >0.133108</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow1_col6\" class=\"data row1 col6\" >0.262808</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow1_col7\" class=\"data row1 col7\" >0.222165</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_881efc34_0f6a_11ea_9718_105bad5386eclevel0_row2\" class=\"row_heading level0 row2\" >image_count</th>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow2_col0\" class=\"data row2 col0\" >0.075867</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow2_col1\" class=\"data row2 col1\" >0.399877</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow2_col2\" class=\"data row2 col2\" >1</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow2_col3\" class=\"data row2 col3\" >-0.00879827</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow2_col4\" class=\"data row2 col4\" >-0.0633484</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow2_col5\" class=\"data row2 col5\" >0.145609</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow2_col6\" class=\"data row2 col6\" >0.240303</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow2_col7\" class=\"data row2 col7\" >0.184787</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_881efc34_0f6a_11ea_9718_105bad5386eclevel0_row3\" class=\"row_heading level0 row3\" >latitude</th>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow3_col0\" class=\"data row3 col0\" >-0.0381069</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow3_col1\" class=\"data row3 col1\" >0.0234373</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow3_col2\" class=\"data row3 col2\" >-0.00879827</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow3_col3\" class=\"data row3 col3\" >1</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow3_col4\" class=\"data row3 col4\" >0.0252906</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow3_col5\" class=\"data row3 col5\" >0.0104342</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow3_col6\" class=\"data row3 col6\" >-0.0305002</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow3_col7\" class=\"data row3 col7\" >-0.0426549</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_881efc34_0f6a_11ea_9718_105bad5386eclevel0_row4\" class=\"row_heading level0 row4\" >longitude</th>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow4_col0\" class=\"data row4 col0\" >-0.0571215</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow4_col1\" class=\"data row4 col1\" >-0.031867</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow4_col2\" class=\"data row4 col2\" >-0.0633484</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow4_col3\" class=\"data row4 col3\" >0.0252906</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow4_col4\" class=\"data row4 col4\" >1</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow4_col5\" class=\"data row4 col5\" >-0.0236621</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow4_col6\" class=\"data row4 col6\" >-0.010539</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow4_col7\" class=\"data row4 col7\" >-0.0541793</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_881efc34_0f6a_11ea_9718_105bad5386eclevel0_row5\" class=\"row_heading level0 row5\" >room_count</th>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow5_col0\" class=\"data row5 col0\" >0.0130453</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow5_col1\" class=\"data row5 col1\" >0.133108</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow5_col2\" class=\"data row5 col2\" >0.145609</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow5_col3\" class=\"data row5 col3\" >0.0104342</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow5_col4\" class=\"data row5 col4\" >-0.0236621</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow5_col5\" class=\"data row5 col5\" >1</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow5_col6\" class=\"data row5 col6\" >0.0575882</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow5_col7\" class=\"data row5 col7\" >0.0237852</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_881efc34_0f6a_11ea_9718_105bad5386eclevel0_row6\" class=\"row_heading level0 row6\" >site_review_count</th>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow6_col0\" class=\"data row6 col0\" >0.0814082</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow6_col1\" class=\"data row6 col1\" >0.262808</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow6_col2\" class=\"data row6 col2\" >0.240303</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow6_col3\" class=\"data row6 col3\" >-0.0305002</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow6_col4\" class=\"data row6 col4\" >-0.010539</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow6_col5\" class=\"data row6 col5\" >0.0575882</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow6_col6\" class=\"data row6 col6\" >1</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow6_col7\" class=\"data row6 col7\" >0.152578</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_881efc34_0f6a_11ea_9718_105bad5386eclevel0_row7\" class=\"row_heading level0 row7\" >site_review_rating</th>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow7_col0\" class=\"data row7 col0\" >0.549253</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow7_col1\" class=\"data row7 col1\" >0.222165</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow7_col2\" class=\"data row7 col2\" >0.184787</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow7_col3\" class=\"data row7 col3\" >-0.0426549</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow7_col4\" class=\"data row7 col4\" >-0.0541793</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow7_col5\" class=\"data row7 col5\" >0.0237852</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow7_col6\" class=\"data row7 col6\" >0.152578</td>\n",
       "                        <td id=\"T_881efc34_0f6a_11ea_9718_105bad5386ecrow7_col7\" class=\"data row7 col7\" >1</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x25af2e32148>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.corr().style.background_gradient(cmap='coolwarm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.city.value_counts().nlargest(10).plot.pie(shadow=True)\n",
    "plt.title('City distribution.')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_523eb437487841dbaef18dc67874c440 {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
    <script src="https://leaflet.github.io/Leaflet.heat/dist/leaflet-heat.js"></script>
</head>
<body>    
    
            <div class="folium-map" id="map_523eb437487841dbaef18dc67874c440" ></div>
        
</body>
<script>    
    
            var map_523eb437487841dbaef18dc67874c440 = L.map(
                "map_523eb437487841dbaef18dc67874c440",
                {
                    center: [21.15, 79.09],
                    crs: L.CRS.EPSG3857,
                    zoom: 4,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_35a7a97ad0ef4dc687afb7e9f75d8758 = L.tileLayer(
                "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",
                {"attribution": "Data by \u0026copy; \u003ca href=\"http://openstreetmap.org\"\u003eOpenStreetMap\u003c/a\u003e, under \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eODbL\u003c/a\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_523eb437487841dbaef18dc67874c440);
        
    
            var heat_map_420628f462ea45079627dbe5d7045f19 = L.heatLayer(
                [[32.1393865, 77.1546599], [28.4720966, 77.0725457], [15.5483979815, 73.7576337604], [32.2236026, 77.1858995], [28.646777500000002, 77.2127353], [15.5609234692, 73.74975872479999], [28.540319699999998, 77.26133259999999], [28.6505881342, 77.19469199550001], [26.9047751, 75.74886409999999], [28.5732907, 77.2219418], [26.166182814699997, 91.77741357110001], [28.552237899999994, 77.3597194], [28.709747600000004, 77.1103954], [32.2459026, 77.1880853], [15.5049283, 73.7919103], [12.894462800000001, 80.2273584], [24.26778, 72.48350699999999], [26.0065687, 76.6037222], [32.537371, 75.98247370000001], [9.498066699999999, 76.3388484], [18.4788581929, 73.8223181405], [19.138251399999998, 77.32095550000001], [21.661413329899997, 87.6978331375], [11.7887759755, 78.21110564199999], [32.212801114, 77.198374263], [28.4667564, 77.0930199], [34.0988217041, 74.8429782876], [18.296268899999998, 73.63743199999999], [17.532310600000002, 73.5177928], [18.547933400599998, 73.90096309479999], [32.226787, 77.18544870000001], [12.9058293, 77.57832090000001], [16.1846503, 75.7009452], [11.6045217, 76.0834992], [30.704648600000002, 76.71787259999999], [32.241862100000006, 76.3208346513], [15.5606883347, 73.7527654812], [30.0869281, 78.2676116], [14.415892800000002, 77.72552759999999], [29.4240533, 79.4266449], [10.7770321, 76.67637380000001], [9.498066699999999, 76.3388484], [34.125541299999995, 74.94425849999999], [12.966109900000001, 80.1479566], [12.9570902252, 77.7022349063], [26.489749, 74.5510856], [17.7656238, 73.16741280000001], [11.2587531, 75.78041], [15.580924800000002, 73.7448437], [26.178320499999998, 91.7530844], [12.2358388, 79.0263645], [15.912899800000002, 79.7399875], [18.9304462, 72.8260931], [30.131590999999997, 78.3241469], [26.1973344, 78.1684973], [26.848166600000003, 80.98527], [9.976876034, 76.3026112597], [9.498066699999999, 76.3388484], [15.594540693499999, 73.73433530220001], [26.918220227800003, 75.7997847462], [28.541142794699997, 77.3828284668], [22.283036399999997, 80.6181218], [10.0889333, 77.0595248], [9.498066699999999, 76.3388484], [24.544324780300002, 73.6441764164], [12.9715987, 77.5945627], [28.6139391, 77.20902120000001], [13.370154000000001, 77.6834551], [10.03087, 77.1618783], [15.299326500000001, 74.12399599999999], [28.889098200000003, 76.6138327], [21.659976999999998, 87.6908123], [18.7624023, 72.86522430000001], [10.0866509, 77.0610071], [13.368573600000001, 75.65717509999999], [22.5827198, 88.40827942], [32.2396325, 77.1887145], [32.0965025688, 77.1267876583], [28.6139391, 77.20902120000001], [10.4184641, 76.0994875], [10.235603779, 77.4924222226], [16.1086061, 73.47105400000001], [13.069427300000001, 80.1980712], [26.8619742962, 80.9784085179], [9.498066699999999, 76.3388484], [22.7176110782, 75.8746234387], [13.054749000000001, 80.2111616], [26.0169176317, 76.3649125045], [11.6517395, 76.187579], [25.2980853, 83.0008432], [11.016844500000001, 76.9558321], [13.0826802, 80.2707184], [17.4468922696, 78.3837946587], [19.1199358, 72.84660759999998], [26.925489101799997, 75.790819347], [15.544368599999999, 73.7615756], [16.7024958, 74.2322025], [15.594590435399999, 73.7379630908], [28.4599209209, 77.06226874229999], [27.1878853, 88.6747675], [15.4540736701, 75.0073431242], [12.897173599999999, 77.59997890000001], [28.1433381717, 76.8159565517], [21.449815100000002, 87.0168535], [17.9313112, 73.6672583], [18.536208399999996, 73.8939748], [28.664471000000002, 77.321394], [32.0521085, 76.6492869], [28.462233500000004, 77.09488640000001], [12.9546284, 77.6822522], [13.0123464, 80.24154140000002], [26.9150981683, 70.94675353310001], [28.4546386, 77.0390265], [26.901934000000004, 70.9458929], [31.4531151, 76.52048570000001], [26.9098688, 70.91049129999999], [13.0826802, 80.2707184], [26.1446451, 91.7842783], [29.593587, 79.54486729999999], [26.2508270548, 73.3963421143], [15.5060246156, 73.8251888487], [27.207015537199997, 77.9716572646], [31.3260152, 75.5761829], [8.7403891, 76.69746640000001], [15.351336199999999, 75.1379375], [29.380303899999998, 79.4635658], [12.3374942, 75.80690820000001], [30.9676214, 77.1916497], [15.565477816700001, 73.7497782216], [12.9839161, 77.7520895], [21.3981985, 77.3447554], [29.376395600000002, 79.391605], [17.923950100000003, 73.8036752], [27.472832699999998, 94.9119621], [28.4601745, 77.06661209999999], [12.410275196199999, 76.6708806808], [10.037643699999999, 77.1629804], [27.327023399999998, 88.61112879999999], [26.7662554175, 75.8359361825], [30.4209685, 78.2509964], [11.775250999999999, 78.20925759999999], [12.0231359884, 93.0043134214], [22.6183660819, 88.43279062399999], [13.626993573900002, 79.4285833248], [15.541667000000002, 73.761944], [29.380303899999998, 79.4635658], [12.9715987, 77.5945627], [17.4471644, 78.3722413], [15.582884303, 73.7398321841], [28.519884478, 77.0836660624], [8.0883064, 77.5384507], [25.5657858, 83.9770718], [23.740738, 92.7172255], [29.343056, 79.559167], [12.3369072598, 75.8257909515], [28.5482235, 77.2393398], [32.2211495138, 76.33433567], [19.1629338, 72.839241], [10.273395800000001, 77.15872390000001], [13.005833599999999, 77.6571505], [13.4008043, 75.286064], [28.6139391, 77.20902120000001], [9.4907281734, 76.3234578847], [18.5857867197, 73.7343496128], [27.3311995, 88.60638359999999], [12.740912699999999, 77.8252923], [25.43815, 75.63730600000001], [18.6122881426, 72.9006202415], [25.305252511, 83.00927127920001], [12.839938900000002, 77.6770031], [34.0836581, 74.7973681], [8.951097599999999, 77.298937], [23.247251411799997, 72.63414917989999], [30.1290485, 77.2673901], [19.7984678, 85.8221719], [20.4170634481, 72.8400797794], [10.0380683, 77.0053233], [27.493852729, 77.6770469785], [12.2958104, 76.6393805], [19.1629338, 72.839241], [10.0889333, 77.0595248], [26.5775358, 93.16893329999999], [17.7361885, 83.32968050000001], [12.4307791, 77.2175223], [27.1614467, 78.0372502], [15.5494718, 73.744731], [24.5890187, 73.6783031], [9.625640954400001, 77.1605980133], [12.422598800000001, 75.74031409999999], [21.8828307, 84.0246733], [13.217176, 79.10032890000001], [27.285840000000004, 88.39456690000002], [11.3552079, 76.8067603], [13.072086599999999, 77.5034333], [13.0826869, 80.2705066], [13.6403071, 79.41763909999999], [12.820671699999998, 77.8907068], [23.6813648, 87.6861602], [11.406992599999999, 76.70355179999999], [29.3456842, 79.56054329999999], [18.6554173028, 72.8670509643], [15.5754515089, 73.76061563649999], [26.4918891, 89.52710259999999], [27.325694899999995, 88.6132309], [32.250898055, 77.17828607140001], [12.9724861, 77.60713359999998], [12.969799900000002, 77.74994670000001], [15.4586072, 73.8167385], [17.4640665, 73.1960032], [22.314436800000003, 70.790491], [15.5396068101, 73.7594301507], [28.5561624, 77.0999578], [27.073658000000002, 88.47720090000001], [28.458338399999995, 77.06652], [10.596158599999999, 76.0439883], [28.6691565, 77.45375779999999], [30.1146663, 78.30099659999999], [18.010037, 76.0710681], [16.990215, 73.3120233], [20.37121773, 72.923172], [26.724811146700002, 72.88811317449999], [28.6412478, 77.2115913], [32.2330513354, 76.3248494165], [12.4244205, 75.7381856], [22.307158800000003, 73.1812187], [28.635308000000002, 77.22496], [27.074475899999996, 88.4767834], [31.013228465999997, 77.1767869093], [26.108617432, 73.0800983701], [10.7978225, 78.6840936], [26.8304527, 70.5071565], [12.911588900000002, 77.60448079999999], [9.9629965362, 76.2421841025], [19.787681600000003, 85.7956868], [11.0331511, 77.02766], [28.5706494, 77.221724], [34.1064027916, 74.8577929047], [28.2002661275, 76.6238453079], [15.5543466776, 73.7541057459], [24.5787016632, 73.6705704977], [28.635308000000002, 77.22496], [9.500813699999998, 76.3533724], [26.449895399999996, 74.6399163], [31.6392512544, 77.4019492287], [32.2396325, 77.1887145], [9.396466824700001, 76.35258131020001], [9.9312328, 76.26730409999999], [11.406413800000001, 76.69324379999999], [15.299326500000001, 74.12399599999999], [18.5454891, 73.901995], [18.9684004, 72.8218168], [8.495769300000001, 76.948048], [9.9685644008, 76.2455854785], [30.6526298, 76.8213748], [23.3440997, 85.309562], [28.635308000000002, 77.22496], [31.1020640914, 77.1779387699], [32.2254938, 77.1827345], [30.445283, 77.60205690000001], [26.2939712, 73.0196819], [15.5480826877, 73.7862736985], [34.1105857, 74.8682569], [11.0454924481, 77.0394160579], [15.249677499999999, 74.6173738], [12.414598300000002, 75.74994170000001], [19.8368546, 85.8590198], [15.5145247, 73.7683784], [21.2513844, 81.62964129999999], [12.9050047368, 80.2098215265], [28.9287735, 77.09128100000001], [31.4520937, 78.40127009999999], [15.518258414100002, 73.7664328516], [24.967308600000003, 75.5524157], [15.2436676, 73.98300290000002], [28.384764, 77.303723], [10.5192579, 76.2145961], [15.616005900000001, 73.78800964], [27.066667, 88.466667], [15.299326500000001, 74.12399599999999], [18.6329476901, 72.92476012270001], [29.4464076, 79.5596415], [15.5754408526, 73.7478430078], [13.0567685, 77.6277409], [9.49442, 76.32217299999999], [12.2958104, 76.6393805], [22.9569938, 86.7919009], [30.094031166100002, 78.3836462405], [15.299326500000001, 74.12399599999999], [15.499755100000002, 73.82945649999999], [15.456859099999999, 73.8038889], [26.8416156, 70.54582950000001], [23.344186999999998, 85.3228297], [28.468328000000003, 77.07686600000001], [18.010037, 76.0710681], [8.7378685, 76.7163359], [15.1573147, 73.9462689], [15.3555438, 75.132963], [11.6675019, 92.7412765], [19.1199648096, 72.8856164107], [28.6429575, 77.2125569], [11.934353300000001, 79.8262733], [28.7990445, 76.13351120000002], [30.8095473, 78.21292079999999], [15.0046790507, 74.031705355], [22.307158800000003, 73.1812187], [25.317645199999998, 82.97391440000001], [12.9704738, 77.6135333], [12.455718800000001, 75.9608267], [8.0835553, 77.5504491], [24.592590899999998, 72.7156274], [34.088472664499996, 74.8167067766], [30.412053999999998, 78.3429], [12.9718915, 77.6411545], [19.7984678, 85.8221719], [17.9207349996, 77.52076001489999], [10.527641599999999, 76.2144349], [25.6310210083, 85.1100109063], [15.4608885588, 73.8771952197], [28.527957899999997, 77.289785], [18.793160600000004, 73.53806290000001], [10.0889333, 77.0595248], [27.1661937175, 77.2870593926], [19.1551485, 72.8678551], [30.1411840281, 78.385477066], [21.739940100000002, 86.8431671], [19.1241087, 72.8614488], [10.1744419817, 78.7807284321], [18.74806, 73.40722], [31.641142582399997, 77.4067503828], [22.5135652, 88.3475776], [15.580924800000002, 73.7448437], [12.9589583, 77.66360440000001], [28.3624961, 77.1873772], [15.6657393952, 73.7127158545], [31.6993508011, 76.5190583607], [28.487598, 77.089062], [32.2396325, 77.1887145], [14.4462682, 79.9794142], [34.08546066, 74.8372345], [17.385044, 78.486671], [12.9007644387, 80.2279681457], [21.665414833699998, 87.7081227619], [27.0366757508, 88.26578583610001], [34.1392303066, 74.8396764376], [23.0590810803, 72.5228979029], [22.7230386862, 75.8870194663], [30.4554533, 78.1022729], [24.58, 73.68], [28.472767206700002, 77.5106168397], [28.455020500000003, 77.0601733], [30.2153505, 78.7483293], [11.4234426, 76.86727490000001], [18.794883, 72.8940142], [19.0408636, 72.8434571], [32.236734999999996, 77.1943747], [32.2180778105, 77.1855505338], [9.498066699999999, 76.3388484], [32.5444428, 75.9598266], [22.514083499999998, 88.3546409], [15.5591286373, 73.76325001640001], [15.4936831, 73.8360063], [13.0826802, 80.2707184], [15.5145247, 73.7683784], [28.628466600000003, 77.3877033], [26.7083818, 88.42687409999999], [30.288279100000004, 78.0259281], [15.536423600000001, 73.76451740000002], [12.957362713399998, 80.1435605087], [27.330700899999997, 88.6113309], [33.5958493, 78.29317059999998], [28.478464199999998, 77.09885229999999], [34.0836708, 74.7972825], [25.575979108000002, 91.88874083389999], [33.5958493, 78.29317059999998], [30.5628455, 77.4701972], [15.6494609052, 73.8205490962], [15.5512277, 73.76543670000001], [24.893829530599998, 74.80664529229999], [21.666, 87.705], [12.424878900000001, 75.9535815], [15.4883720172, 73.8122052953], [10.786730300000002, 76.6547932], [17.0005383, 81.8040345], [15.61598206, 73.78794861], [17.4027421, 78.45245909999998], [9.7322165404, 77.1495580177], [11.4006193945, 76.7037700321], [26.760554499999998, 83.37316750000001], [17.7339421544, 73.2033396625], [30.6660881, 76.81584167], [28.6429341, 77.2104942], [28.5960875, 77.3683319], [34.063895966, 77.6258053311], [22.540689800000003, 88.3688034], [9.843299900000002, 78.4808775], [9.961959593, 76.26965577909999], [15.600363699999999, 73.74752559999999], [29.947724800000003, 78.15755659999999], [26.2638039379, 73.03562213069999], [15.3064122, 73.9376693], [12.9236898, 80.25107690000002], [10.0543016, 77.0669966], [29.9395424, 77.8119892], [30.1146663, 78.30099659999999], [27.086307799999997, 88.6615125], [15.299326500000001, 74.12399599999999], [30.678187, 74.7395591], [17.9178060403, 73.805327612], [26.895909200000002, 75.8265853], [28.0158586289, 73.32746815670001], [13.6366545927, 78.9621721113], [33.909155334699996, 78.45782089229999], [15.52869102, 73.7663824365], [12.92390251, 77.61832428], [17.9167, 73.6667], [13.9299299, 75.568101], [13.315257999999998, 75.7754018], [30.1146663, 78.30099659999999], [11.5397344855, 76.0529623596], [26.707656, 89.56032569999999], [26.9132858, 75.80344649999999], [11.4069933, 76.714624], [22.368008, 88.2717848], [12.707543248699999, 80.2282858534], [33.9813634, 75.3200528], [24.599752075399998, 72.71279068060001], [23.7410147, 92.7167939], [9.6079748717, 77.1613828981], [16.0630693, 73.47105400000001], [27.329350800000004, 88.6126041], [30.0794925831, 78.4422259033], [26.614811, 70.716087], [28.492338899999996, 77.1079088], [28.4330113, 77.0471068], [13.0509809, 80.22728790000001], [27.328268199999997, 88.61142149999999], [12.9316556, 77.6226959], [30.694209100000002, 76.86056500000001], [9.9672391718, 76.2816978454], [25.4528147, 81.83695949999999], [10.035580778, 77.0547665612], [21.708045000000002, 72.588307], [30.4243727279, 78.2499475434], [9.636789044, 77.1579603994], [18.5633602525, 73.7849155799], [10.0573111, 76.32127220000001], [10.1287712057, 76.8884588734], [30.739833899999997, 76.782702], [24.0420432, 84.09072459999999], [28.0229348, 73.31191590000002], [27.58, 77.7], [29.380303899999998, 79.4635658], [29.361556237, 79.2351613516], [26.8944101634, 75.8915641399], [10.0889333, 77.0595248], [9.4839463, 76.32044920000001], [15.279110500000002, 73.93557890000001], [10.0592989401, 77.00795933170001], [24.3792801, 92.1619112], [29.380303899999998, 79.4635658], [28.641051300000004, 77.2131881], [30.1385124, 78.5941402], [28.651162300000003, 77.23412929999999], [18.9886587, 73.271179], [30.1376039258, 78.3872821825], [30.413744899999998, 78.3458198], [22.5495342163, 88.30807937969999], [27.322143100000005, 88.6107834], [10.0402664, 77.0427052], [12.3374942, 75.80690820000001], [12.7455799341, 80.2410335776], [17.712981027, 83.29956326119999], [15.5434203262, 73.7628405454], [32.1372965947, 77.1706648207], [28.453807, 77.0492504], [15.4957706, 73.83087890000002], [12.3374942, 75.80690820000001], [10.2349785, 78.8269385], [18.7546171, 73.4062342], [15.4290801, 76.5352105], [31.105162692199997, 77.1672222622], [15.372971037300001, 73.8332704859], [12.92378, 77.61709640000001], [32.2231513303, 77.1962568718], [25.2921212, 82.99816170000001], [13.315257999999998, 75.7754018], [34.92851339999999, 77.4572897], [16.703604000000002, 74.25021219999999], [15.544495987000001, 73.7619192407], [9.9312328, 76.26730409999999], [15.348916199999998, 75.11275970000001], [23.0810004896, 72.6171822357], [12.3374942, 75.80690820000001], [30.1375144327, 78.392092064], [12.424001396700001, 75.7289373433], [22.862357415199998, 69.288530363], [28.553539175, 77.244036232], [24.58032227, 73.66916656], [12.423815, 75.73590659999999], [19.0917123, 73.38080550000001], [11.5343513174, 76.6411863409], [30.1236621078, 78.3300089954], [28.375456699999997, 76.9066829], [15.249677499999999, 74.6173738], [26.9033674, 70.9125595], [9.620175099999999, 76.4447196], [32.0103852462, 77.3169225242], [13.2044921, 77.7076907], [15.0453327347, 73.9855752185], [30.707967699999998, 76.7610647], [28.455472600000004, 77.0219019], [9.603108800000001, 77.161458], [22.7798632244, 72.2011873753], [26.912161162399997, 70.9117775275], [12.378211448900002, 75.7708069113], [15.334978699999999, 76.4619485], [11.806719926500001, 79.7979068771], [13.0361426, 80.2779054], [31.6355038, 74.8745873], [15.2144855357, 73.9334940122], [29.4710995957, 79.1513007457], [11.4047494, 76.7147023], [15.5347769909, 73.76419869909999], [29.351088300000004, 79.07971500000001], [26.8428754301, 70.5352034285], [17.5392302, 78.9481657], [28.566003179899997, 77.268704], [22.747635168600002, 75.895152994], [26.2129018, 78.1702663], [13.315257999999998, 75.7754018], [12.4411860421, 75.7160681044], [12.9531946, 80.14160079999999], [31.662202500000003, 76.05949720000001], [28.652707710399998, 77.326411995], [22.467446300000002, 78.4345854], [28.4650891092, 77.0649388378], [28.692446399999998, 76.92397270000001], [9.498066699999999, 76.3388484], [34.1105857, 74.8682569], [10.0746385816, 77.0615346828], [9.9588628, 76.2956985], [11.703206, 76.0833999], [32.1103701, 77.1629808], [26.5913415, 93.39937509999999], [13.0418465333, 77.6134110061], [18.5455256, 73.9056822], [26.8557251617, 70.5515801561], [26.917547209299997, 70.9471826865], [12.9325274, 77.6305881], [29.4106016, 79.0086616], [9.498066699999999, 76.3388484], [9.9312328, 76.26730409999999], [12.4244205, 75.7381856], [10.2381136, 77.4891822], [28.4964343, 77.0900843], [13.019812400000001, 77.64126970000001], [19.046641, 73.017572], [15.299326500000001, 74.12399599999999], [26.851931800000003, 81.0337813], [15.289520000000001, 73.9303483], [15.5089941746, 73.8432539813], [12.418136599999999, 75.74324240000001], [28.416042600000004, 77.0593246], [9.6181641973, 76.4274591196], [29.3446797, 79.5615184], [11.0209104186, 76.9888167994], [16.0370463, 73.4847782], [27.9769633, 75.18663959999999], [22.80989, 86.20760920000001], [15.0118624751, 74.0231978129], [23.2298801283, 69.6892710053], [12.9715987, 77.5945627], [17.4027421, 78.45245909999998], [15.52930191, 73.7647665801], [15.912899800000002, 79.7399875], [15.5441869361, 73.7610998208], [18.459321600000003, 73.8250466], [15.2386938383, 73.9299314687], [12.3374942, 75.80690820000001], [31.642140555999998, 74.8696911317], [28.019890000000004, 73.317551], [29.4653823838, 79.1470901954], [32.199859000000004, 76.33608620000001], [27.325538800000004, 88.6120105], [11.4157526814, 76.71174836], [9.9680898, 76.24456500000001], [12.9594601, 77.5935757], [11.6233774, 92.7264828], [8.727514, 76.7278803], [18.772737300000003, 73.4044181], [12.9715987, 77.5945627], [32.2251172173, 77.1823339546], [15.2056881003, 73.93694807109999], [12.1949851, 75.8040022], [28.462353000000004, 77.03152800000001], [28.6139391, 77.20902120000001], [15.045581400000001, 73.9888797], [18.1667259373, 72.9884074721], [18.553836899999997, 73.9155096], [31.8338883018, 76.1773009943], [26.693318400000003, 88.4361123], [32.0459135, 76.7394237], [18.510006, 73.929323], [12.4244205, 75.7381856], [12.3950983, 75.7330083], [10.0242194, 77.0417743], [28.4215896, 77.0539152], [8.305963220399999, 77.086459057], [22.5187789171, 88.3582221534], [12.43905, 75.9072511], [13.2292191, 75.6656515], [24.4270268761, 72.7009499359], [20.2722096864, 72.9879460804], [25.1495495, 73.58370500000001], [27.167665399999997, 78.01597120000001], [29.4624679207, 79.1474764335], [11.703206, 76.0833999], [12.4166525, 75.7494907], [22.6249642, 88.4175181], [11.8744775, 75.3703662], [28.5143206215, 77.0927637017], [11.6233774, 92.7264828], [28.512155100000005, 77.3912953], [27.1620923, 78.0381322], [12.9882393184, 77.59398602510001], [12.9273756, 77.6792764], [28.4743045, 77.09237209999999], [29.4598389167, 79.14560909810001], [12.5102239, 74.9851678], [32.9491611993, 74.9205996313], [9.0577457, 76.642185], [22.5957689, 88.2636394], [13.0257953075, 77.641249481], [11.401606768599999, 76.6968333762], [15.5297608, 73.7656205], [18.5204303, 73.85674370000001], [18.5544496, 73.9512284], [28.5483727, 77.12668029999999], [15.5514453858, 73.7648928949], [28.6139391, 77.20902120000001], [28.644115000000003, 77.32687659999999], [12.9282699647, 77.56322561729999], [8.3870779406, 76.9771318022], [26.751214299999997, 83.3762678], [13.161738, 75.4606903], [10.3035775983, 76.88053600479999], [12.4602275, 75.95864990000001], [15.92, 75.680278], [18.6553938, 72.8670819], [30.530139540900002, 79.5630420647], [29.458144570300004, 79.1448612402], [15.299326500000001, 74.12399599999999], [9.5014064, 76.3521741], [15.4971752234, 73.8348862757], [17.43793508, 78.45767568], [15.912899800000002, 79.7399875], [13.0177033, 77.5918416], [17.1488663, 73.2726946], [29.3947643, 79.1264998], [28.461639783899997, 77.080421582], [22.5524372, 75.75652729999999], [22.8119895, 70.82361949999999], [12.9316556, 77.6226959], [30.210994, 74.9454745], [25.6841967, 94.10287790000001], [31.0014696623, 77.2272265204], [18.757679521300002, 73.4275852016], [12.8968355, 80.2476588], [28.5314115538, 77.1032014151], [24.0316509, 74.7787387], [23.6983983983, 87.68855689809999], [30.8010168, 76.82884890000001], [28.4159442752, 77.0417870333], [11.6403005798, 76.67174110010001], [17.4369108034, 78.4583349261], [13.033812, 80.25918829999999], [9.498066699999999, 76.3388484], [9.8038873159, 76.32686399010001], [29.708464799999998, 76.98562709999999], [29.870404695599998, 78.8384960827], [32.244254461, 76.3349732133], [26.846693699999996, 80.946166], [12.929392544, 77.5853352474], [19.1019705729, 73.0231230186], [11.0365425, 77.0420541], [34.0836581, 74.7973681], [22.7527233, 75.8885681], [22.5199608, 88.3809929], [19.0825013, 72.83873270000001], [13.038573699999999, 80.2399116], [22.59644, 88.42420899999999], [24.5768909776, 73.6941916989], [9.603108800000001, 77.161458], [9.592137199999998, 76.4429022], [17.4690779097, 78.367906605], [31.118420699999998, 77.14146590000001], [18.448803899999998, 73.90694509999999], [9.9956279715, 77.04364612260001], [11.740086699999999, 92.6586401], [19.9525746551, 73.755389145], [11.928643899999999, 79.8274708], [15.515579163699998, 73.7693225376], [12.961857199999999, 77.64348840000001], [15.586421966600001, 73.7580718994], [12.93758202, 77.62541199], [32.9929758, 74.9321588], [12.9694839, 77.6024402], [13.613793061700001, 79.4409705265], [34.0836581, 74.7973681], [16.0498975, 73.4686605], [13.080548199999999, 80.2685631], [22.7525964588, 75.8837703695], [25.298034645700003, 83.0015483562], [9.604804199999998, 77.17127590000001], [26.8458446, 75.79857609999999], [31.892598200000002, 77.1282667], [18.529602899999997, 73.87601529999999], [22.572646, 88.363895], [32.2087968508, 77.197637544], [30.516433600000003, 78.1792434], [8.500943271699999, 76.9497918619], [18.7620734889, 73.3921177135], [12.3374942, 75.80690820000001], [32.2415294, 77.18881209999999], [9.5915668, 76.5221531], [13.2578980644, 77.7164140844], [9.9312328, 76.26730409999999], [10.040701199999999, 76.98313359999999], [9.9971124888, 77.0882727162], [15.3207155, 73.90224690000001], [79.6080767, 29.467242600000002], [31.104814500000003, 77.17340329999999], [9.9312328, 76.26730409999999], [28.9937720762, 77.0142041286], [21.1913742463, 81.2717093155], [34.0848310226, 74.8347044495], [13.188011600000001, 77.65247159999998], [13.033819066300001, 80.2593426365], [19.067924100000003, 73.1080243], [23.012452, 72.5112209], [29.6704762, 76.99147559999999], [24.552806973200003, 73.6865836539], [26.668792653, 80.8120071089], [17.4370061, 78.4582306], [9.996954800000001, 76.2860462], [26.862338, 81.0199613], [15.57509422, 73.74112701], [23.831457, 91.2867777], [9.959093094, 76.24331665], [34.1182224, 74.8317052], [12.2888755, 76.62431049999999], [26.715679100000003, 88.42635290000001], [28.4898032, 77.0868946], [28.567812300000003, 77.26164729999999], [30.968636600000004, 77.1965012], [19.1110063436, 72.8670459573], [28.589228000000002, 77.246286], [18.7077988884, 73.6821211643], [10.045792455199999, 76.9598916429], [26.8532093, 81.0176685], [12.9893285059, 77.5951828347], [20.2762659, 73.0083061], [22.799517, 86.17373459999999], [15.5511903868, 73.7553377654], [13.9299299, 75.568101], [11.662147861600001, 76.3557149732], [15.5513489084, 73.7550957009], [29.36989802, 79.428070787], [13.0145899014, 80.2299189921], [18.5617616, 73.9077983], [15.851413599999999, 73.6389038], [18.4989823411, 72.9620651901], [31.142596537600003, 77.7003915535], [13.337115099999998, 74.746596], [24.6979959, 84.9886402], [8.4266349, 76.9614255], [10.983424900000001, 76.22088670000001], [15.5449921337, 73.7576598927], [13.9299299, 75.568101], [17.4606782113, 78.3663692549], [28.4916812, 77.094897], [25.5940947, 85.1375645], [30.554990243000002, 79.5514856504], [28.527335200000003, 77.1515453], [23.0119698, 72.5098864], [17.9153964, 73.80164309999999], [34.0182287, 75.3179863], [15.4909301, 73.8278496], [13.801762300000002, 79.7267483], [28.576227392, 77.2324077202], [34.1186444734, 74.7956305015], [12.974105005999998, 77.5743960659], [10.0358315, 77.0822448], [30.0869281, 78.2676116], [12.93566799, 77.61859131], [15.558017800000002, 73.7542211], [10.527641599999999, 76.2144349], [22.4308892, 87.32149079999999], [27.9490794, 80.7824012], [10.0492381839, 77.0567164004], [30.3819446, 75.5467979], [12.413650500000001, 75.7426657], [33.9813634, 75.3200528], [18.5596581, 73.77993740000001], [13.3260986, 75.77135290000001], [27.3261678, 88.6078679], [12.0071274, 92.9766644], [31.6986051869, 76.94850413340001], [12.978203, 77.569774], [11.586239342999999, 76.03108500430001], [26.9018188479, 75.7953689193], [17.4447068, 78.4663812], [31.130445, 77.17024659999998], [9.7299933, 77.1542352], [18.4897806, 74.19445290000002], [9.9665371, 76.2416303], [28.462378899999997, 77.0772197], [24.585445, 73.712479], [13.163611478900002, 77.6316643732], [23.250568899999998, 77.4626358], [11.676406128900002, 92.73962788360001], [11.4003323, 76.71646870000001], [22.283036399999997, 80.6181218], [12.9691897, 77.6064659], [25.5666978, 91.8900079], [12.9557967532, 77.6420409701], [18.1872943971, 72.9848818621], [22.467446300000002, 78.4345854], [10.6710831116, 76.00006759770001], [13.0825793, 80.2706684], [18.505301199999998, 73.9389213], [24.5620628, 73.72277740000001], [11.403058900000001, 76.7147123], [26.9121853, 75.7941754], [10.679065699999999, 76.0101767], [15.2635610247, 73.9249897273], [19.180873499999997, 72.8574558], [26.9099727, 70.91277070000001], [32.1108599, 76.5362526], [15.496616699999999, 73.7757324], [9.9526617, 76.24501529999999], [22.572646, 88.363895], [9.965177800000001, 76.28673509999999], [25.615868208400002, 85.1217280247], [13.058550506, 80.2630247683], [19.8596163, 75.31097059999999], [13.2428742, 75.6499025], [19.1551485, 72.8678551], [15.5825144, 73.7494405], [28.5771650825, 77.32815559630001], [24.5822425, 72.7306177], [17.4852755, 78.38944659999999], [29.5892407, 79.646666], [30.2457963, 75.84207159999998], [23.0197420175, 72.56469582439999], [17.4173892, 78.5438631], [12.3123712795, 76.64824840850001], [28.447793786, 77.0608981094], [9.945654600000001, 76.293509], [28.645968589200002, 77.1879702784], [26.9124336, 75.78727090000001], [11.680228563900002, 92.7217783394], [19.0174953, 73.10785190000001], [17.4336303, 78.5018098], [23.022505, 72.57136209999999], [28.545782, 77.12307129999999], [28.4592576, 77.0695165], [22.5600686, 88.3524678], [27.158832, 78.05411120000001], [28.6485985608, 77.2289032893], [15.507094899999998, 73.7701584], [26.683791600000003, 80.9813983], [15.7869239, 80.2096269], [9.5929402, 76.5197298], [15.540995, 73.7843966], [13.315257999999998, 75.7754018], [26.901835499999997, 75.82719509999998], [18.7546171, 73.4062342], [26.655053600000002, 80.7998796], [15.64883232, 73.71673584], [18.7616768, 73.4047608], [18.5230753102, 73.8490665472], [15.912899800000002, 79.7399875], [27.264494300000003, 92.4159308], [18.3959325, 73.50780340000001], [31.425485899999998, 78.26499559999999], [9.9844247851, 76.27617680659999], [12.427439428, 75.7400780656], [28.439154100000003, 77.1047548], [15.388577879300001, 73.8498772401], [10.1280754, 76.1957618], [14.400762400000001, 79.95057220000001], [10.05466, 77.0664266], [17.9260006632, 73.6578228509], [13.315257999999998, 75.7754018], [24.5799459783, 73.6819925331], [28.5358203723, 77.2056515751], [19.0802177, 72.8495157], [28.481429734299997, 77.1033477546], [8.4884790652, 76.9542502438], [10.040847229099999, 76.97561457319999], [13.078220300000002, 80.2639689], [21.1339751, 79.0777225], [13.6287539, 79.42703859999999], [9.501339, 76.352319], [13.0252880097, 80.2684593274], [28.4644810642, 77.1020697553], [29.384430600000005, 79.456325], [12.342788159500001, 76.6534743917], [10.0410585192, 77.1747095839], [8.7426243041, 76.6993511853], [9.9526617, 76.24501529999999], [8.7382932262, 76.7052479288], [11.8744775, 75.3703662], [9.964001, 76.2391003], [34.0718132282, 74.8242169161], [28.5296974092, 77.3702720651], [13.0994689, 77.4522697], [26.915748699999998, 70.9083443], [12.9715987, 77.5945627], [23.0420922, 72.5695801], [24.596263820700003, 73.6632958805], [28.4896428166, 77.0868244724], [12.9444612237, 80.2420159885], [31.0830333096, 77.1628670253], [26.715013371599998, 88.7645589609], [30.8543056141, 77.0718886703], [18.642294763699997, 73.798439215], [17.3874364, 78.4721729], [9.6020486, 77.1644069], [12.9647888572, 77.71757299720001], [27.1305961, 78.0192026], [13.390305800000002, 75.6486457], [30.486142001599998, 76.6041225366], [16.910145800000002, 73.9462689], [28.628725095100002, 77.2148025366], [32.1108599, 76.5362526], [19.186413100000003, 72.8343601], [12.4645258, 75.95412459999999], [32.2242801952, 77.1828900831], [28.6139391, 77.20902120000001], [34.11555862, 74.88352966], [18.503082603299998, 73.7645758828], [18.947933600000002, 72.8403894], [17.4254869, 78.4232304], [32.2312445, 77.1877098], [17.9307285, 73.6477342], [31.6339793, 74.8722642], [34.0209903, 75.3189885], [28.867698699999995, 77.14819190000001], [15.6030640467, 73.7375433251], [22.737261899999996, 75.77283829999999], [28.5230679153, 77.2080070979], [9.9312328, 76.26730409999999], [13.0224583622, 77.6383324703], [15.864447400000001, 74.515567], [22.528932, 87.247599], [15.532476, 73.761608], [11.703206, 76.0833999], [27.196354200000002, 73.7279265], [23.113460500000002, 70.0260132], [12.670611599999999, 75.61062659999999], [10.0837092, 77.0615374], [25.317645199999998, 82.97391440000001], [11.7223606629, 76.1710517689], [12.3374942, 75.80690820000001], [13.0826802, 80.2707184], [28.577596000000003, 77.245389], [32.0591872, 77.13558909999999], [12.9754133, 77.5790533], [23.2156354, 72.6369415], [31.6339793, 74.8722642], [15.580924800000002, 73.7448437], [9.498066699999999, 76.3388484], [26.923295168299997, 75.8025265148], [11.775250999999999, 78.20925759999999], [24.592590899999998, 72.7156274], [15.5638141402, 73.7636840836], [11.013204699000001, 77.0056564476], [28.6139391, 77.20902120000001], [18.623757240299998, 73.8398298824], [15.2781133, 73.91544329999999], [25.6146619358, 85.1210980254], [18.5204303, 73.85674370000001], [16.009323499999997, 73.49314720000001], [28.551361, 77.13279910060001], [10.2020123704, 77.1919064367], [12.4602275, 75.9608385], [17.2761367, 82.4152739], [28.470247999999998, 77.078514], [15.863961999999999, 74.50810059999999], [18.5193894465, 73.8419432915], [9.498066699999999, 76.3388484], [11.0140221477, 76.9794355393], [15.4628222397, 73.8106710717], [10.9587024229, 79.3854577909], [15.5123349, 80.0392026], [25.317645199999998, 82.97391440000001], [9.9038128, 76.3106031], [27.073658000000002, 88.47720090000001], [11.703206, 76.0833999], [77.5712723, 12.939682300000001], [8.187915, 77.4217629], [23.0484829094, 72.6015186921], [9.9312328, 76.26730409999999], [9.9250824675, 78.1017603432], [22.5854744, 88.4490266], [28.489982121300002, 77.1038388143], [18.7692034, 73.37676409999999], [27.338935600000003, 88.6065035], [28.5485912138, 77.2367885804], [9.680556, 76.866667], [28.4364220076, 77.0433549508], [32.2502966, 77.1768662], [30.7105625, 76.7205651], [18.5204303, 73.85674370000001], [28.4592996655, 77.0751547486], [17.5287427, 78.266725], [11.2587531, 75.78041], [34.1105857, 74.8682569], [11.968712400000001, 79.2086621], [17.727934775599998, 83.3073662599], [24.5762174799, 80.7937802374], [12.3374942, 75.80690820000001], [26.7079975557, 88.36203953399999], [12.892855841500001, 77.6069632386], [26.888604200000003, 75.76282640000001], [14.1104968, 78.1617876], [23.357751800000003, 85.324057], [32.227599100000006, 78.07099029999999], [30.903215000000003, 75.8345733], [15.912899800000002, 79.7399875], [30.095720299999996, 78.2837385], [18.5454502913, 73.9063416251], [23.179301300000002, 75.7849097], [11.775250999999999, 78.20925759999999], [19.7693884151, 74.4838709081], [27.1991222, 73.74092399999999], [32.0998031, 76.26910059999999], [10.958390377, 79.3853659253], [26.9059304, 75.8413563], [21.256658781800002, 81.6334415508], [9.6631958662, 77.1586317023], [11.9887239, 79.8466554], [25.435801100000003, 81.846311], [28.4422266131, 77.0461332835], [12.9892033604, 80.1930472697], [23.0120338, 72.510754], [26.8481116221, 70.5488853767], [17.512511399999998, 78.3522278], [12.941435703, 77.57113798600001], [22.5895296, 88.4243333], [26.281912100000003, 73.0127192], [13.3415541, 77.1053673], [11.1271225, 78.65689420000001], [11.016844500000001, 76.9558321], [17.923424100000002, 73.7976812], [23.179301300000002, 75.7849097], [29.5819878434, 74.32293491829999], [21.146660699999998, 79.0594189], [28.4846766237, 77.0901595245], [32.3102153736, 77.1772561031], [13.0291967419, 77.5591568705], [25.608658399999996, 94.1193028], [11.398866, 76.68630999999999], [17.4947934, 78.3996441], [9.627935, 76.4302771], [13.631240599999998, 79.4269356], [26.6, 93.466667], [29.3947643, 79.1264997], [28.5714406988, 77.2216040581], [14.681887699999997, 77.6005911], [29.8688993317, 78.652952321], [28.4730026925, 77.1008174725], [14.164664499999999, 77.81204220000001], [17.7140459, 83.30029870000001], [16.0370463, 73.4847782], [28.643548100000004, 77.2110547], [12.4027466, 75.743835], [19.0759837, 72.87765590000001], [15.97591841, 73.49799267979999], [32.229129, 77.19659140000002], [10.5945113, 76.04215400000001], [31.6339793, 74.8722642], [17.9262446099, 73.7589463753], [24.5355419644, 73.6813653754], [8.0804761762, 77.5432728331], [33.7049708, 75.2479061], [25.317645199999998, 82.97391440000001], [17.8887566, 73.7220197], [22.6981379446, 75.86451546149999], [11.703206, 76.0833999], [34.1595291792, 77.58165348850001], [27.689056899999997, 88.7429723], [17.4099224102, 78.4464807801], [25.1812389, 80.8571521], [20.92737, 77.7671112], [13.0827279, 80.266817], [11.406413800000001, 76.69324379999999], [28.572028999999997, 77.183238], [18.7802463, 73.40328740000001], [19.0952075, 74.7495916], [15.932646700000001, 77.4050291], [25.2857954, 83.0053145], [13.2343586, 75.35579270000001], [25.07, 73.88], [12.3060793427, 76.6504982564], [28.4569343026, 77.0697632711], [12.9733923, 77.5696047], [16.691307600000002, 74.2448662], [22.5925272, 88.4066297], [18.1573576, 72.99917940000002], [27.301986100000004, 88.2383218], [12.973017, 77.5702926], [12.9854542, 77.6639248], [15.637746300000002, 73.7255145], [12.9790936, 77.5777031], [9.2338123, 76.732737], [18.6731051, 73.8477874], [9.498066699999999, 76.3388484], [28.535516100000002, 77.3910265], [32.5385553287, 75.9699056357], [18.441976999999998, 72.9065824], [30.726830699999997, 78.43540420000001], [10.527641599999999, 76.2144349], [11.409671277100001, 76.7095709542], [9.498066699999999, 76.3388484], [28.4909779398, 77.1073105933], [28.4641637, 77.08234820000001], [24.58, 73.68], [14.169162400000001, 75.03075770000001], [21.654720899999997, 87.6785803], [19.0759837, 72.87765590000001], [28.5204565972, 77.2016492209], [22.7176294, 75.9390662], [22.1772853, 75.5829782], [10.786730300000002, 76.6547932], [32.2279167564, 78.0716125725], [28.073363, 79.63464640000001], [9.498066699999999, 76.3388484], [21.18842, 80.75875], [21.6818986, 75.0942651], [34.1525864, 77.5770535], [12.9874689, 77.6049218], [11.4092198388, 76.7199357634], [17.4138277, 78.4397584], [9.1394278777, 76.5524573328], [28.0229348, 73.31191590000002], [22.5134233, 88.356013], [28.727725399999997, 77.09287950000001], [11.776593054400001, 78.2220580725], [22.749750638400002, 75.9037982687], [10.853139960999998, 78.68937267], [11.784142300000001, 78.21022959999999], [28.630276004499997, 77.1135592363], [22.732007, 75.9020854], [18.655251702, 73.8471204042], [10.9616945, 79.38811319999999], [10.4408698, 77.5306082], [17.4667858, 78.3674687], [16.6945202, 74.23003809999999], [31.102090999999998, 77.1775677], [23.016721, 72.54256109999999], [10.08439619, 76.9051265577], [13.6739092, 79.35113790000001], [11.303907175, 76.9373282742], [12.9517694, 77.6653692], [10.0267541587, 76.4496084823], [25.305374, 83.0105964], [30.2844141, 78.9811407], [11.934857800000001, 79.8304135], [20.453889, 72.8396534], [19.8025512, 85.84117979999999], [17.9245364377, 73.65790666699999], [28.5531502006, 77.33285315399999], [26.8435087, 80.92790809999998], [13.0414559, 80.2520162], [16.9553658478, 82.2303630353], [17.4157064553, 78.4313752058], [11.037134679100001, 77.0377591936], [12.9733494, 77.63865909999998], [28.5960875, 77.3683319], [16.0630693, 73.47105400000001], [13.6287557, 79.4191795], [17.3687826, 78.5246706], [16.986309, 78.04853790000001], [20.013904800000002, 73.81062320000001], [13.315257999999998, 75.7754018], [12.9827352, 77.5492213], [32.2415294, 77.18881209999999], [13.044207, 80.2323287], [12.922920800000002, 80.11341879999999], [24.929141100000002, 73.8213213], [17.668791199999998, 80.89359250000001], [22.0086978, 86.41873079999999], [12.310332135, 76.6577527692], [25.2913323667, 83.005729281], [26.9149457, 75.79561290000001], [25.2946109346, 83.0051106983], [22.6822292, 81.7532219], [32.2370955157, 77.1850278037], [18.9979191, 73.1214988], [24.6040311, 73.688307], [11.3832879281, 77.8987967633], [17.4138055, 78.4489848], [13.025248231099999, 77.6312419083], [15.828125699999998, 78.0372792], [24.929141100000002, 73.8213213], [29.5318323072, 75.0700167046], [28.459416600000004, 77.06938609999999], [11.6639608209, 92.7557001028], [16.0630693, 73.47105400000001], [9.9312328, 76.26730409999999], [12.9290541, 80.1131048], [23.181760999999998, 75.77790309999999], [26.1458767, 85.8911533], [13.621927635799999, 79.4323258521], [34.0731212, 74.8293182], [28.6408355302, 77.2153297258], [11.0058202594, 76.9536738283], [16.0595262, 73.46221609999999], [22.5237731934, 88.3955154419], [11.6747314761, 78.12619009630001], [13.0826802, 80.2707184], [27.0626652, 88.4617946], [12.9854542, 77.6639248], [9.603108800000001, 77.161458], [26.1445169, 91.7362365], [12.4244205, 75.7381856], [23.0531192529, 72.5193004231], [13.631596300000002, 74.68999170000001], [29.976785600000003, 78.12223359999999], [13.9299299, 75.568101], [27.1568107154, 78.050394042], [17.360456, 82.5462853], [13.0429670684, 80.2295642317], [21.2769802955, 81.4895656164], [32.250049670799996, 77.1741447406], [8.724896171000001, 77.7212588715], [15.5431419137, 73.7631852433], [13.915386900000001, 75.064035], [28.4710706378, 77.0440491189], [18.755730800000002, 73.4090566], [13.3471826943, 75.73979279310001], [14.095205900000002, 74.4955605], [17.9307285, 73.6477342], [9.498066699999999, 76.3388484], [28.646209600000002, 77.19578249999999], [18.5744266134, 73.89085395869999], [34.1525864, 77.5770535], [17.7277843, 83.2974188], [18.6805063, 78.93202990000002], [26.8467088, 80.94615920000001], [30.0869281, 78.2676116], [28.6139391, 77.20902120000001], [28.9875082, 79.4141214], [18.531411151300002, 73.87472596960001], [28.6139391, 77.20902120000001], [30.2989082, 78.0066412], [21.0060279672, 71.4364790171], [20.792713199999998, 76.6943283], [29.460414899999996, 79.65582420000001], [16.0294598, 73.4876722], [19.121679447200002, 72.8481337984], [10.4353196313, 76.2656022291], [28.6139391, 77.20902120000001], [17.742474899999998, 83.3388608], [9.603108800000001, 77.161458], [18.544097179, 73.9030309269], [12.877873699999999, 74.8399072], [24.5960388291, 73.71149986270001], [15.53534889, 73.76164246], [26.301289250700002, 73.0246527228], [20.2352166822, 85.7529642004], [27.563049056, 76.6051742552], [19.965107686099998, 79.29938701260001], [23.181467, 79.9864071], [19.7691937, 74.4760687], [31.6750021, 78.24761459999999], [26.288401001500002, 73.0352976006], [32.2085128, 76.34613420000001], [17.431003147200002, 78.4355172385], [13.631596300000002, 74.68999170000001], [18.0506962, 73.0119222], [28.5625942802, 77.1889637636], [9.9209241577, 78.1201116725], [27.209858299999997, 78.0077416], [16.870070866600003, 81.9263340297], [26.266174, 73.0336348], [17.2952217, 73.7993208], [12.740912699999999, 77.8252923], [15.5613112508, 73.7533435247], [27.0309599, 88.265525], [26.5229076, 89.2055316], [27.338935600000003, 88.6065035], [27.6182159, 75.15051170000001], [9.9312328, 76.26730409999999], [34.0254659, 74.35640490000002], [15.539568901099999, 73.7686462402], [21.561152399999997, 88.2663447], [10.062698, 78.7900372], [27.155524699999997, 78.04997009999998], [18.5018322, 73.8635912], [10.062698, 78.7900372], [19.1141632732, 72.8516871747], [27.3065811, 88.36399859999999], [15.541667000000002, 73.761944], [34.1614436, 77.5820959], [13.6739092, 79.35113790000001], [32.091516999999996, 78.38337829999999], [28.543955, 77.229504], [13.6403071, 79.41763909999999], [34.1105857, 74.8682569], [13.1196968, 80.2185372], [12.412894913399999, 75.7355623996], [15.2898636, 73.9571734], [16.0630693, 73.47105400000001], [18.7493892, 73.40807590000001], [8.737274099999999, 77.7121311], [20.260656100000002, 85.8307059], [22.6905361, 75.8838032], [26.2974632, 73.0374532], [21.8106608, 79.5069436], [9.5915668, 76.5221531], [10.7812030234, 79.1485060032], [9.983474800000002, 76.2742259], [19.121346728, 72.9097767774], [17.385044, 78.486671], [34.1105857, 74.8682569], [23.6460187, 81.03129890000001], [21.6266172, 87.5074315], [25.606032100000004, 85.077343], [19.1167749, 72.90310620000001], [27.0375418, 88.36035759999999], [27.1604954, 78.02855550000001], [28.4172641, 77.05289909999999], [28.5293293, 77.21876479999999], [18.7573194368, 73.3696876576], [30.4599274052, 78.0579185765], [23.1637897, 79.9371744], [12.4244205, 75.7381856], [30.704189000000003, 76.76002199999999], [27.323100099999998, 88.61136809999999], [21.1750113, 79.65582420000001], [12.9608572094, 77.5984747018], [31.3260152, 75.5761829], [10.068956746, 76.3295604617], [28.480418100000005, 77.0784152], [22.5180566, 88.3511382], [9.897220599999999, 76.71213809999999], [30.876286, 76.95802009999998], [28.536773200000003, 77.25745], [13.6522110298, 79.4231700548], [30.3671754325, 78.0702513736], [32.2063473514, 77.19176934020001], [15.6404677556, 73.7209350869], [22.508970899999998, 88.3329766], [28.644544692399997, 77.1878381766], [26.507342262399998, 76.2405033742], [26.9556117, 75.8402782], [28.56402016, 77.19050598], [13.315257999999998, 75.7754018], [22.5216956, 88.3480859], [19.125379100000004, 72.866447], [32.9957536, 74.9387312], [10.2381136, 77.4891822], [15.261368445899999, 73.9283912101], [12.9715987, 77.5945627], [15.598055599999999, 73.74472220000001], [17.9231206, 73.7849199], [10.8944291, 78.8274818], [10.2443491947, 77.4992860417], [11.0423208851, 77.0443325785], [26.9251839981, 75.8006774874], [27.322143100000005, 88.6107834], [12.9726913911, 77.6010749399], [17.923643, 73.7983062], [11.028619366600001, 76.89599278729999], [12.967075300000001, 77.5654657], [15.5455622, 73.75912609999999], [11.406413800000001, 76.69324379999999], [12.9601981, 77.6494066], [11.610191795, 75.9862786531], [11.703206, 76.0833999], [9.5040033, 76.3535986], [11.6595323, 76.20651559999999], [26.992710499999998, 71.31414670000001], [19.1565109, 72.9637728], [21.652069811700002, 87.66725893120001], [12.9885138, 77.5480697], [34.081579, 74.831232], [17.917900468699997, 73.80736139689999], [8.4767337, 76.9617927], [18.529993432999998, 73.83805014640001], [26.543477199999998, 88.72052559999999], [13.0173118, 80.1922798], [28.467184999999997, 77.0946863], [27.157901912199996, 78.04832831520001], [11.414027956099998, 76.71942216], [26.862338, 81.0199613], [29.5892407, 79.646666], [26.9818678825, 75.9015973771], [26.4778509944, 80.3503110353], [19.1137357789, 72.8713809176], [34.1105857, 74.8682569], [26.7083818, 88.42687409999999], [19.1725542, 72.942537], [29.424411600000003, 79.512305], [28.4720966, 77.0725457], [31.811937300000004, 75.1984691], [17.9307285, 73.6477342], [30.3397809, 76.38687970000001], [29.3561592, 79.55347929999999], [9.6388386, 76.4300984], [27.1620108425, 78.0390512905], [15.5557296988, 73.7561286024], [18.0056228, 79.5572463], [27.342926706500002, 88.63874940950001], [32.2236026, 77.1858995], [34.0, 78.0], [12.991833900000001, 77.578508], [12.969098763800002, 77.6002950876], [8.4982124693, 76.9476631078], [13.010354, 76.1185625], [27.0371516, 88.2644083], [11.9368897, 79.48726190000001], [22.310868, 73.176506], [19.714804100000002, 74.48231990000001], [22.7940554716, 86.17652787819999], [12.0308704, 79.8681907], [32.2396325, 77.1887145], [12.451732172, 75.9405538265], [17.4158533, 78.41363050000001], [30.9095295207, 76.8119551652], [17.5690433971, 78.55535700850001], [28.5593151923, 77.2063726012], [18.506490416400002, 73.9268266923], [15.270874599999999, 74.53850200000001], [12.9175337, 77.6504572], [11.840652363299998, 93.02115237049999], [13.071062, 80.2174686], [24.495235261399998, 73.6757191944], [15.649720499999999, 73.7162161], [18.553880221900002, 73.95183252560001], [33.9937272, 75.3199199], [18.757167499999998, 73.4119821], [28.838648100000004, 78.7733286], [15.5350821, 73.7608402], [27.0467571, 88.2686511], [9.4807463, 77.8081363], [27.0421631419, 88.265998357], [30.0869281, 78.2676116], [13.6739092, 79.35113790000001], [25.7669837, 87.4863957], [12.3374942, 75.80690820000001], [34.1105857, 74.8682569], [15.5297189957, 73.76657477], [18.4395384, 76.5784728], [11.9336896625, 79.8119176368], [27.5329718, 88.5122178], [17.4615130528, 78.35265856470001], [13.0295384, 80.2452464], [15.5204210973, 73.773806791], [15.2665071, 73.9242775], [9.9657787, 76.2421147], [27.578461400000002, 77.68965820000001], [31.3905219994, 78.3562331658], [13.0572527, 77.6224272], [21.2091288922, 72.839709808], [9.969006599999998, 76.2446068], [32.536455100000005, 75.98247370000001], [17.6868159, 83.2184815], [29.5294964, 75.1014998], [27.066667, 88.466667], [26.8324635465, 70.5351864946], [23.1962392, 71.7919027], [30.8795833, 75.898315], [15.5589147649, 73.7636358544], [12.968867, 77.6416069], [27.31884, 88.238499], [9.6028648, 77.16596729999999], [28.6139391, 77.20902120000001], [29.391297636100003, 79.4563989375], [23.621248100000003, 72.416172], [27.209918300000002, 77.9851116], [15.010616986099999, 74.0226180309], [23.8889476, 72.95712940000001], [9.996552403799999, 76.2507900801], [11.5549739, 76.13489440000001], [12.2958104, 76.6393805], [15.4498832627, 73.8806448708], [32.216215999999996, 78.0754448], [29.957360700000002, 78.17496870000001], [30.531843300000002, 79.07227320000001], [27.1766701, 78.0080745], [30.9042776, 76.9731708], [26.8565025, 80.9978123], [9.498066699999999, 76.3388484], [10.0889333, 77.0595248], [15.5226416, 73.76684], [10.273395800000001, 77.15872390000001], [15.5342737, 73.75869329999999], [13.0583838455, 77.5861318159], [10.2791095, 78.5425099], [18.6553938, 72.8670819], [18.969024700000002, 72.8205292], [22.5948554544, 75.9004093319], [31.808286300000002, 76.10338359999999], [30.1146663, 78.30099659999999], [30.726830699999997, 78.43540420000001], [15.5444694954, 73.7619696783], [13.10197, 77.5863591], [32.0254358873, 77.3478839334], [15.006233499999999, 74.0329499], [29.9559262, 78.1709094], [22.5220527, 88.3280165], [8.3898898019, 76.9772998887], [12.4249132, 75.733333], [19.1538061, 72.8847104], [28.443861199999997, 77.05894570000001], [12.3374942, 75.80690820000001], [30.921557500000002, 76.8020985], [19.1959421, 72.8350703], [10.4939281469, 76.8697353095], [26.346351300000002, 73.0864053], [28.813062899999995, 77.5530285], [10.644001199999998, 76.29116540000001], [28.527822226399998, 77.2204269179], [15.238362699999998, 74.6158872], [29.547019899999995, 79.10548], [25.583377600000002, 85.21166590000001], [12.9595286283, 77.6029155809], [19.2045739549, 81.6984207352], [34.125541299999995, 74.94425849999999], [12.3319209182, 76.64926175800001], [23.165164844099998, 79.9338300635], [18.976258173399998, 72.840535185], [29.306766599699998, 79.1855602876], [30.066753000000002, 79.01929969999999], [11.6820734796, 92.72384350629999], [15.35237, 75.0835901], [17.2761367, 82.4152739], [27.324236699999997, 88.61154499999999], [32.5356846, 75.98342], [12.3374942, 75.80690820000001], [11.703206, 76.0833999], [31.136905600000006, 77.16577159999999], [10.062083099999999, 77.1038197], [28.3775844, 80.97570909999999], [27.0238036, 74.21793259999998], [27.599935693699997, 76.55531808890001], [28.5632857, 77.1911547], [26.954069, 75.771214], [16.990215, 73.3120233], [13.315257999999998, 75.7754018], [12.19176, 75.80467], [15.247775500000001, 74.6327797], [18.4597792279, 73.9203211091], [19.9974533, 73.78980229999999], [13.046551273499999, 80.26674682550001], [17.922107399999998, 73.6937199], [29.480095000000002, 79.14668490000001], [21.055563600000003, 70.5294682], [32.5333074, 75.99337840000001], [10.5971261, 76.04562759999999], [27.701830199999996, 88.74774599999999], [28.5720392, 77.2212053], [11.6695992367, 92.7273062382], [15.536279648399999, 73.7630048307], [25.4796224, 80.3380213], [11.3197591124, 76.5961393886], [29.3663166, 79.543425], [30.345480300000002, 78.39465600000001], [25.7710893, 73.3234478], [23.035284251, 72.5602528788], [9.6285171, 77.14432420000001], [29.681214899999997, 79.508152], [28.6139391, 77.20902120000001], [28.552942699999996, 77.3367498], [15.249677499999999, 74.6173738], [26.915748699999998, 70.9083443], [12.9718915, 77.6411545], [8.949640025399999, 77.2672274783], [12.9715987, 77.5945627], [32.9923608, 74.9257719], [26.449661499999998, 74.6403783], [27.3301214, 88.6111078], [29.464211909, 79.14708443239999], [25.44, 75.64], [29.4143580192, 79.14210806], [32.2062904286, 77.1905591084], [11.4064939955, 76.7234621977], [12.9151631842, 77.63061352369999], [22.467446300000002, 78.4345854], [17.9218135402, 73.6637202013], [26.017794389400002, 76.486343425], [12.011954646300001, 93.0081642627], [26.2389469, 73.0243094], [8.3932201, 77.004626], [27.166996, 88.3652122], [12.4244205, 75.7381856], [27.0599869112, 88.469990257], [12.906336629, 77.5735725649], [12.4244205, 75.7381856], [28.6462838, 77.214768], [28.6480367, 77.21298709999999], [18.5628949026, 73.7800941496], [10.0889333, 77.0595248], [23.0403983329, 72.568768938], [27.3255711, 88.61178570000001], [15.580924800000002, 73.7448437], [26.915748699999998, 70.9083443], [15.560346447999999, 73.75198995390001], [13.085547, 80.2757934], [12.3374942, 75.80690820000001], [24.556252399999998, 73.6962948], [23.5201614727, 87.31224188290001], [23.002976699999998, 72.453774], [15.5590982231, 73.7540979192], [13.060443, 80.248962], [28.6471419, 77.186798], [19.224061199999998, 72.8666469], [9.596397132, 76.43058607489999], [25.4539914, 81.8290356], [27.1766701, 78.0080745], [25.6234486, 85.13237790000001], [17.9119035157, 73.67405894779999], [15.619155300000001, 73.73552420000001], [9.445621169099999, 76.3648337528], [27.0360066, 88.2626751], [28.4833869, 77.10778], [12.8034137442, 80.2239986596], [29.419541600000002, 78.998565], [22.3112677232, 80.48444050270001], [22.7017104, 78.1934911], [28.609342569299997, 77.3758171722], [12.979649199999999, 77.57824029999999], [15.2950611555, 73.9099806046], [17.388386116, 78.4785180468], [18.407588, 73.52026009999999], [26.875698699999997, 88.27474740000001], [16.0630693, 73.47105400000001], [28.4653115, 77.0948973], [27.3251406, 88.61307959999999], [17.9268989438, 73.69433038220001], [9.501024099999999, 76.35092490000001], [32.2159916, 76.32534659999999], [12.3374942, 75.80690820000001], [11.016844500000001, 76.9558321], [10.245802889, 77.5312775356], [14.446569647999999, 79.9805984755], [9.9312328, 76.26730409999999], [26.92200029, 70.91032671], [26.5405485529, 74.75643890229999], [23.022505, 72.57136209999999], [12.024657000000001, 75.988412], [15.277897400000002, 73.9139546], [29.606499939299997, 79.0931690278], [18.5231980203, 73.8436111789], [19.2114533, 72.8737217], [11.3523184704, 76.79073820100001], [26.8523616619, 70.5300026252], [25.2716565, 91.73080329999999], [9.891795676100001, 76.3091143741], [10.838805699999998, 76.69035699999999], [18.5508459011, 73.9394595577], [12.4244205, 75.7381856], [19.829689300000002, 75.8800305], [12.3374942, 75.80690820000001], [29.4042316, 79.04347159999999], [12.9316556, 77.6226959], [25.286311899999998, 82.7640751], [9.498066699999999, 76.3388484], [15.5992816, 73.745992], [28.883061199999997, 76.61954890000001], [26.8416156, 70.54582950000001], [18.536208399999996, 73.8939748], [27.301986100000004, 88.2383218], [17.385044, 78.486671], [30.693371000000003, 76.868226], [18.666032016099997, 73.3978000819], [26.2955309, 73.01381579999999], [11.256457600000001, 75.8040022], [23.3507855, 85.3069244], [12.4038366, 75.7420233], [20.421865, 72.8736877], [34.1105857, 74.8682569], [29.480975, 79.14662829999999], [26.4535071, 74.6305276], [13.315257999999998, 75.7754018], [29.4715846681, 79.1506570535], [12.3374942, 75.80690820000001], [9.9312328, 76.26730409999999], [12.438419999999999, 75.8674016], [11.025301800000001, 77.0117175], [15.299326500000001, 74.12399599999999], [12.297233343399999, 75.8797569968], [26.9509733, 75.77280490000001], [26.920984999999998, 75.78547540000001], [29.3947643, 79.1264997], [13.339167699999999, 77.1139984], [12.422598800000001, 75.74031409999999], [15.299326500000001, 74.12399599999999], [9.523546219, 76.31167603], [25.1221981212, 73.6015577832], [25.5288545171, 73.9080737518], [18.6553938, 72.8670819], [19.0759837, 72.87765590000001], [12.926898593299999, 77.6157015577], [17.717781600000002, 83.3095106], [28.4912652, 77.08416240000001], [15.556877050399999, 73.75568640680001], [29.380303899999998, 79.4635658], [27.059356199999996, 88.4694535], [28.388230100000005, 77.3069287], [28.646837400000003, 77.1845518], [23.798048372399997, 86.427832437], [31.708165500000003, 76.93136750000001], [19.1372408, 72.82415400000001], [27.1409962, 78.0068733], [27.6094, 75.139911], [11.6759247876, 78.1364869936], [12.92167664, 77.62095642], [29.6856929, 76.9904825], [31.042126899999996, 77.1197521], [15.5692088441, 73.7534649178], [23.2053494, 73.10250359999999], [29.4610358027, 79.14590279999999], [29.643361499999997, 79.4321825], [32.2251388059, 76.3199848338], [28.63452721, 77.22219086], [30.4367137912, 78.08225872189999], [29.460414899999996, 79.65582420000001], [15.569022811099998, 73.7534434602], [34.0834562, 74.8379324], [31.622523699999995, 74.8786713], [29.3151233, 79.19903659999999], [29.3903716, 79.1284283], [22.5828871, 88.42748449999999], [15.5293674288, 73.7712692042], [12.3630478724, 76.6060638254], [29.218264399999995, 79.5129767], [12.9821666, 77.60330920000001], [15.540061699999999, 73.81678259999998], [11.6760205852, 78.1284024162], [12.953248, 77.547827], [17.385044, 78.486671], [34.094657, 74.81563620000001], [26.9110360512, 75.74754011510001], [22.5970058, 88.41454959999999], [28.6480367, 77.21298709999999], [11.3998711, 76.664179], [13.315257999999998, 75.7754018], [29.058775699999998, 76.085601], [12.947348743800001, 77.64714233689999], [26.4014456815, 72.4917725198], [9.6140737884, 77.1403792217], [32.2396325, 77.1887145], [27.338935600000003, 88.6065035], [12.967851457, 79.9420904615], [26.482535568000003, 74.5581338754], [12.613023325599999, 80.1715536353], [15.905262699999998, 73.8213213], [32.2396325, 77.1887145], [31.4520937, 78.40127009999999], [27.319771600000003, 88.2400333], [12.4244205, 75.7381856], [20.4148699, 72.8353005], [28.539493100000005, 77.2522537], [12.4181883, 75.74378829999999], [23.740738, 92.7172255], [12.9821666, 77.60330920000001], [28.628501399999998, 77.23344559999998], [30.066753000000002, 79.01929969999999], [27.0360066, 88.2626751], [21.654720899999997, 87.6785803], [12.2958104, 76.6393805], [12.4244205, 75.7381856], [12.476836599999999, 75.9593833], [30.230140000000002, 74.9355317], [22.7201319, 71.649536], [22.5904009729, 88.4115686825], [27.3193140568, 88.240097673], [29.4617644846, 79.1456521328], [26.8654143251, 80.9968975476], [15.5551519, 73.7565688], [30.313761007399997, 78.0475008033], [16.7043759, 74.241465], [17.9247087, 73.6577276], [22.3082547, 73.1827353], [30.596403999999996, 76.8432663], [17.0686039, 73.6241855], [25.60952628, 85.1296019554], [26.834705, 80.9210032], [27.493031199999997, 77.65674720000001], [29.7440348, 78.5204834], [29.864040217600003, 77.88994118149999], [22.603012535700003, 79.6028836089], [25.5762559123, 91.8837582651], [28.6588952504, 77.4275365247], [24.5799186757, 73.6827545922], [26.4858119238, 74.5552966682], [15.3544383, 75.1352105], [30.4552473, 78.0812724], [31.0851473, 77.17224959999999], [24.6383118, 87.8539028], [30.642549600000006, 76.8173359], [28.6455966, 77.1855916], [26.950124, 75.77158100000001], [17.9256130772, 73.6579131832], [23.0334419, 72.4658984], [23.177237899999998, 75.7877501], [27.3371364, 88.6096575], [27.1581316, 77.99511], [29.8650892548, 77.88671381350001], [10.5209244, 76.2124515], [30.70579529, 76.76506042], [23.632791301100003, 86.1735588592], [23.235655800000004, 77.4334422], [28.6430266, 77.2105123], [27.15877616, 78.05650354], [15.5452815521, 73.7616081044], [30.9676214, 77.1916497], [12.3090235476, 76.65937368600001], [30.4411911, 77.5996379], [26.915748699999998, 70.9083443], [22.239442699999998, 68.9636048], [25.5242339, 90.1701218], [32.1010318701, 76.5330629531], [23.022505, 72.57136209999999], [22.572646, 88.363895], [23.0419628, 72.56956240000001], [17.92172, 73.6556], [34.0820234726, 74.8270079592], [10.5295508248, 76.2145797393], [23.1761021919, 75.7725073646], [13.6739092, 79.35113790000001], [28.6338707863, 77.2210547037], [22.225103100000002, 84.8595735], [10.1123296, 76.34770520000001], [16.7044049175, 74.234984942], [19.0759837, 72.87765590000001], [32.22782135, 77.18895721], [24.586807485100003, 73.6850512701], [22.3381268, 77.10051209999999], [27.3356712, 88.6155101], [29.970657300000003, 77.54175090000001], [26.457505100000002, 74.6374814], [28.653002, 77.1923631], [25.6116588344, 85.1426854952], [25.2414303, 86.9924358], [17.4351078323, 78.4996881284], [20.1199814321, 72.7393232545], [32.729785372600006, 74.8624868775], [26.9247554, 70.90987009999999], [28.896435999999998, 76.5838602], [20.0130064925, 73.7932113877], [17.6876259157, 74.00216990930001], [23.334169600000003, 75.0376325], [26.463401399999995, 80.3018107], [19.9974533, 73.78980229999999], [32.2516014, 77.1806565], [10.1659855251, 76.43710269569999], [19.537529100000004, 73.7694815], [10.242153606799999, 77.49508892909999], [25.7790319, 73.3227983], [31.092465999999998, 77.17746], [30.900741211, 76.9667384788], [22.753020899999996, 77.71689920000001], [22.309452899999997, 73.186587], [26.7083818, 88.42687409999999], [28.050016999999997, 75.14870069999999], [30.900965000000003, 75.8572758], [32.7266016, 74.85702590000001], [21.144286899999997, 79.08376209999999], [22.8119895, 70.82361949999999], [29.2148703404, 79.528691375], [31.538999699999998, 78.2518863], [25.612317718499998, 85.1372378005], [24.581173100000004, 72.7231464], [31.876029499999998, 76.3102478], [9.9443387, 76.6411363], [29.839700899999997, 77.88514350000001], [33.9813634, 75.3200528], [26.983019399999996, 94.63431440000001], [19.016339000000002, 72.840289], [29.612862800000002, 78.3337405], [20.9055016, 70.4041605], [29.9172221275, 78.09831004680001], [17.1488663, 73.2726946], [30.559932699999997, 77.29548299999999], [31.1846474, 76.5656095], [10.5192579, 76.2145961], [30.9023489, 77.0895421], [24.573234, 73.693352], [13.077187, 80.2624594], [8.8055446, 78.138808], [17.432529100000004, 78.4048263], [21.243918995599998, 81.6351043846], [30.4599099, 78.0663978], [25.5856070867, 91.8897134609], [31.0658281, 77.1312586], [31.235892, 76.5010524], [30.2227119, 78.78859059999999], [32.2459085, 77.1826108], [30.461782793, 78.0711896474], [22.7205033528, 75.8718987325], [31.425485899999998, 78.26499559999999], [11.8693905726, 75.364893539], [24.571178916399997, 80.8477551877], [19.77, 74.48], [22.7195687, 75.8577258], [8.0829445, 77.55120550000001], [34.05502903, 74.4009448003], [12.946457410599999, 77.5762106427], [26.8970951281, 75.73901729], [13.034871800000001, 80.2577892], [23.250568899999998, 77.4626358], [31.535050199999997, 75.9101093], [28.8856565, 76.6231746], [21.5631303, 88.2595023], [23.6083987, 90.4775171], [25.6060801, 85.1372679], [18.6252200874, 73.80430380920001], [34.0815124, 74.8311931], [20.2592001, 85.831986], [26.7180956, 88.81242040000001], [23.2308357567, 77.4431985382], [22.2874646, 70.77675440000002], [32.1215925, 76.28483940000001], [17.767697000000002, 73.1910115], [26.7225376, 88.41711020000001], [20.277348100000005, 85.8357166], [34.0815124, 74.8311931], [31.104814500000003, 77.17340329999999], [18.5225965039, 73.8638980686], [21.2436524011, 81.6350591582], [12.994110026900001, 76.08484436020001], [26.4684882, 74.63679959999999], [22.7540003, 75.89956059999999], [23.5879607, 72.36932519999999], [19.9943238943, 73.7983796685], [29.957360700000002, 78.17496870000001], [18.6364425965, 73.7980927527], [19.8607272558, 75.31110818100001], [30.4585, 78.0737511], [21.4600405, 80.1942787], [30.911389899999996, 77.1045679], [15.299326500000001, 74.12399599999999], [9.9758748287, 76.2849077282], [19.1210567788, 74.7281594714], [23.1639205, 79.92639940000001], [26.744849600000006, 83.3655823], [27.039187199999997, 88.2658727], [27.0398589, 88.2654828], [25.7227599, 73.6094662], [26.489749, 74.5510856], [26.915748699999998, 70.9083443], [23.836802300000002, 91.2830851], [30.1245718, 77.2897197], [22.9579116356, 72.6565597871], [12.9554591, 77.65104579999999], [13.564975500000001, 74.7003731], [31.698636874499996, 76.9486519899], [21.638316195999998, 69.6124828182], [22.7195687, 75.8577258], [25.317270800000003, 74.63255579999999], [13.193358499999999, 77.6455922], [27.472832699999998, 94.9119621], [17.279294699999998, 82.3967108], [15.268854199999998, 76.39092409999999], [30.731287, 76.76467896], [11.0126194633, 76.966289249], [32.239639306, 77.1885428386], [27.166996, 88.3652122], [23.795653100000003, 86.4303859], [19.077492499999998, 72.8785958], [28.0176411515, 73.3367801071], [29.049537, 75.5742467], [16.990215, 73.3120233], [22.4724898282, 78.4355686877], [26.897668164499997, 75.7568689676], [18.994474434, 73.115308415], [26.4852231199, 74.5639876681], [23.0926465, 71.88677879999999], [27.335715500000003, 88.6155002], [30.7256005, 76.7473592], [30.457938881799997, 78.0555898388], [22.0599038, 79.05313790000001], [23.367560736799998, 85.3249117294], [26.811711600000002, 79.0046898], [19.2215115, 73.16446280000001], [21.148373, 79.0715671], [32.242575800000004, 76.3212781], [27.216873, 79.0351065], [23.2239595, 72.5101301], [24.4763852, 74.8624092], [27.0444583, 88.2636833], [16.511596400000002, 80.6277973], [15.5003650102, 73.826564912], [26.7672962, 83.3411318], [27.946058899999997, 80.7833035], [11.380569900000001, 77.89489], [17.458436499999998, 78.4329018], [23.332077899999998, 86.365208], [15.912899800000002, 79.7399875], [28.522107399999996, 77.2153169], [30.7275172, 76.8040476148], [25.2948299, 82.9718443], [10.997908800000001, 76.96925999999999], [30.710482, 76.759886], [14.4425987, 79.986456], [21.6395686211, 69.6099755343], [26.285107990500002, 73.0169480774], [34.0823233188, 74.8210169143], [24.58, 73.68], [24.569189216799998, 73.69883983609999], [23.169457, 79.9400593], [25.307539461399998, 82.9834988762], [17.6720112, 74.028001], [21.139145199999998, 79.09598359999998], [28.647151399999995, 77.1877684], [18.506718, 73.8852827], [26.1816884, 91.7482538], [26.4650134058, 74.6298548517], [24.4763201, 86.6913222], [29.844294461999997, 79.6012816172], [23.2373904698, 77.4014939365], [32.530628, 75.9731073], [25.6653262, 78.46093929999999], [23.348570300000002, 85.328647], [23.0262331, 72.56231240000001], [27.3306706, 88.61119079999999], [12.910491, 77.5857168], [28.4727033, 77.0796055], [19.160510100000003, 77.31054449999999], [19.102414399999997, 72.888717], [23.3509521, 85.3154878], [22.9884509883, 72.6283168386], [27.323107399999998, 88.6113699], [26.5, 78.0], [24.5772967, 73.6815602], [12.3264707, 76.6405391], [23.005586399400002, 72.5528953492], [28.5482660511, 77.1264476297], [19.025323, 73.0952223], [16.7059815, 74.25805179999999], [30.2132752175, 74.9340185757], [19.0607843248, 72.8999516575], [34.0953008, 74.83316740000001], [24.585445, 73.712479], [21.62524223, 73.00209045], [10.374066411900001, 77.9678752273], [31.6246005, 74.8743655], [23.7880937, 86.418098], [25.310811899999997, 82.9900146], [20.715228394, 70.9937279066], [25.883496100000002, 86.60062490000001], [25.9548043, 80.15262709999999], [24.028333, 73.041389], [30.0715174, 80.2373401], [30.460503105300003, 78.0656388158], [19.2609695, 76.77475109999999], [21.1506178782, 79.10425051189999], [28.6458711, 77.2155578], [26.751214299999997, 83.3762678], [18.522928398599998, 73.8484517529], [29.9505108, 78.1632744], [20.005748826199998, 73.7856540224], [26.449624600000003, 74.6368603], [26.944755699999998, 75.74091120000001], [18.5308225, 73.8474647], [18.3987172, 76.5746983], [31.1235963, 75.7724302], [32.2396325, 77.1887145], [27.172220000000003, 78.00910329999999], [19.0867369, 74.73277320000001], [28.65941811, 77.09162140000001], [24.5764631065, 73.6952480306], [23.2564812, 69.6762411], [12.7105259, 77.6911295], [26.489749, 74.5510856], [31.4616728, 74.9267229], [15.5577959245, 73.7555543587], [29.9877213, 78.1855581], [26.0377772, 76.35215140000001], [32.2415294, 77.18881209999999], [24.8318452, 79.91985490000002], [21.170602, 70.5963974], [22.750273791199998, 75.9040906295], [26.916209999999996, 70.9095755], [32.2242126465, 77.1900558472], [23.1251995, 83.20441679999999], [28.9694706, 77.7240292], [11.412858400000001, 76.69307990000001], [23.0032071, 72.5969191], [28.6480367, 77.21298709999999], [23.162625199999997, 79.9417411], [24.067045870500003, 82.6347031546], [8.4916527439, 76.94786262939999], [19.1241695, 74.7399301], [28.836592699999997, 78.7674363], [9.9175802324, 78.1137183015], [28.148736199999995, 77.3320262], [32.2062722, 76.3250307], [26.449895399999996, 74.6399163], [21.913844663800003, 83.3832694276], [24.5889736417, 72.7129005096], [15.912899800000002, 79.7399875], [28.6461554, 77.2112032], [26.4573881, 74.6301216], [30.3397809, 76.38687970000001], [30.4590185, 78.0717043], [9.9217202998, 78.1124457461], [32.1112865, 77.1631569], [30.131919915900003, 78.32491654], [26.449895399999996, 74.6399163], [21.624981523000002, 87.5205743242], [27.301986100000004, 88.2383218], [29.981256300000002, 78.1828833], [24.9040516379, 74.62288755760001], [27.0403083, 88.2641766], [10.95, 78.0833], [12.331391499999999, 76.6469808], [23.3674556, 85.319789], [26.8533837, 80.9469616], [25.317645199999998, 82.97391440000001], [22.307158800000003, 73.1812187], [9.9290296, 78.14869540000001], [30.73195267, 76.77706146], [32.2481111, 77.18393909999999], [21.2064906523, 72.8386365139], [19.8356915, 85.8599655], [22.1053397, 85.3789642], [30.7022191, 76.82247009999999], [30.3164945, 78.03219179999999], [27.472832699999998, 94.9119621], [23.179359299999998, 75.7971004], [27.058650800000002, 88.4665606], [26.893193100000005, 76.33752840000001], [27.086307799999997, 88.6615125], [26.476739399999996, 90.5593121], [30.6982396, 76.8173138], [29.9324142761, 78.1436055194], [31.6334295, 74.8834301], [15.5451110021, 73.7728519246], [26.463488800000004, 74.62912299999999], [21.3079809895, 76.22488412050001], [27.472832699999998, 94.9119621], [23.016492843600002, 72.5759277344], [27.216981, 77.489515], [24.8887435, 74.62692159999999], [12.995377000000001, 77.63714590000001], [26.528849797, 88.71934949610001], [22.1772853, 75.5829782], [27.6157743367, 75.1519487541], [34.0160751, 75.3149796], [13.6294160176, 79.4238949567], [27.215598999999997, 77.49015], [34.0836581, 74.7973681], [15.497812740699999, 73.8276103549], [20.2594970203, 85.8406394768], [8.8790646, 76.59256309999999], [17.3239135, 76.8207943], [20.0021512, 73.7870247], [12.4158516, 75.7361733], [26.862338, 81.0199613], [29.393199900000003, 79.44902490000001], [32.224939355100005, 77.1931562381], [10.365944, 77.976775], [28.645720899999997, 77.2166553], [28.6471694097, 77.18956917930001], [22.6009049, 75.6828789], [29.643286902699998, 79.4318016263], [22.470701899999998, 70.05773], [19.7896705, 85.8071144], [30.7333148, 76.7794179], [34.173978600000005, 77.57866290000001], [28.8332912, 78.74053570000001], [32.2396325, 77.1887145], [17.441504600000002, 78.4897127], [21.2138924841, 81.3786649124], [22.297383800000002, 70.7914278], [29.923099238000002, 73.864884125], [19.5406298, 74.00542800000001], [22.470701899999998, 70.05773], [22.8086646, 70.874701], [26.9138891, 70.938333], [28.645393199999997, 77.21536640000001], [12.6194085, 80.194441], [27.495842974699997, 77.66005754470001], [12.1065271, 78.13614090000002], [28.466969899999995, 77.0209947], [22.53306007, 88.3530426], [10.2360906, 77.494242], [8.4961042735, 76.9480400327], [17.9257744523, 73.6576666932], [21.2563974271, 81.6512562341], [17.6868159, 83.2184815], [32.7295067473, 74.8666558513], [22.7195687, 75.8577258], [29.716312899999995, 75.9056753], [28.645611900000002, 77.2127435], [13.7520171, 79.7037255], [31.1061603, 77.1652517], [23.0179749, 72.56556529999999], [30.3167, 78.0664998], [19.0455012, 73.02134140000001], [16.7066456, 74.23407309999999], [24.600507500000003, 80.83224279999999], [29.583084999999997, 74.3254032], [28.4542439, 77.0852483], [17.94258088, 73.905005618], [24.8887435, 74.62692159999999], [27.3169197, 88.60100809999999], [34.0305012, 75.3213197], [20.010949399999998, 73.8085416], [31.6351235, 74.8720223], [23.2195169, 77.4364912], [22.472251889099997, 78.4371900831], [20.8441427, 85.12070609999999], [19.8672486, 75.3192102], [26.9160686, 70.9400049], [27.160666600000003, 78.05991829999999], [24.8887435, 74.62692159999999], [26.9210147, 75.80113929999999], [13.0704590999, 80.21530824], [28.2088218, 76.8445999], [19.0559133, 72.8694297], [22.4649185, 69.0701995], [19.7963066604, 85.82370025680001], [25.437786300000003, 78.5867353], [27.141443300000002, 78.0036621], [23.2016599585, 77.4171539682], [22.3198722, 87.3086783], [9.923546, 78.11747890000001], [19.0952075, 74.7495916], [30.6980011, 76.8562405], [29.9921359439, 78.1884084867], [9.3605036, 78.85477840000001], [10.998053156600001, 76.97019872], [23.232421399999996, 87.8614793], [17.43705631, 78.50049004], [23.2419997, 69.66693240000001], [17.9296302, 73.6534542], [30.454641535, 78.0810034009], [23.0406707, 72.5226959], [30.974791600000003, 77.197535], [20.7007960665, 76.5714624469], [26.483546812199997, 74.5709567176], [29.9513413, 78.1655282], [30.184463993, 78.1681774417], [29.929136, 73.8731938], [28.3417983, 79.4160349], [13.0724645, 77.50332390000001], [19.790771399999997, 85.8067193], [26.178991500000002, 91.7535627], [31.342942600000004, 76.7625073], [28.6410929764, 77.21363556109999], [26.4877242916, 74.5561731612], [18.408793399999997, 76.5603828], [26.489001799999997, 74.56047559999999], [23.0854828, 79.621444], [21.1529391795, 79.0946200648], [16.8493454, 75.7111829], [18.5168187778, 73.8435525961], [19.8805024776, 75.323354195], [15.284671900000001, 76.3868144], [23.0194906, 72.59220079999999], [25.178207500000003, 75.8853465], [26.911125199999997, 70.9105189], [28.6457211, 77.21665390000001], [21.0167633, 75.5635054], [34.026206200000004, 74.8243939], [29.609707905300002, 79.6669756867], [22.7146964389, 75.8740145557], [23.0314594, 72.56410770000001], [28.6422895, 77.2179307], [16.5137556, 80.6106024], [27.3008336, 88.2360967], [17.9231206, 73.7849199], [22.8494883, 86.2085117], [31.6413977632, 77.4088264126], [13.631538699999998, 79.4273341], [27.338935600000003, 88.6065035], [13.04469, 80.2422648685], [21.9395703713, 79.75894981270001], [22.225062899999998, 84.8623948], [15.549529753900002, 73.7504608438], [28.7939594, 76.0493444], [29.665470160500004, 79.4773187133], [23.896838199999998, 76.8891728], [12.8908105552, 77.59483413550001], [19.068789300000002, 72.87026469999999], [9.4972093985, 76.3180483915], [28.0159381583, 73.3274297957], [9.8138076, 76.9297354], [30.8361531, 76.981844], [10.052973, 77.0731339], [15.912899800000002, 79.7399875], [28.5106590584, 77.0730566092], [19.8729838547, 75.3213331971], [13.056505699999999, 80.240306], [23.037511188000003, 72.56653396819999], [30.6368748596, 76.8138999903], [19.9974533, 73.78980229999999], [23.0473758, 72.596929], [31.6372794026, 77.4266616302], [28.466778, 77.0977094], [22.6938091252, 72.8577290036], [9.9664383964, 76.2977748808], [29.4806701085, 79.2328175633], [28.5680706685, 77.36366735680001], [30.4499979335, 78.0829933787], [27.062777299999997, 88.46227809999999], [29.4683219064, 79.11448340359999], [30.720240899999997, 76.75500840000001], [17.340479100000003, 78.3088258], [24.692801199999998, 84.98524809999999], [8.0818162387, 77.5485572636], [22.6694618758, 81.7601325363], [12.9735766, 80.25129890000001], [21.856400543000003, 79.5616150357], [31.7082305149, 76.9335838902], [12.943548829600001, 77.58355491420001], [25.1497112, 75.8364277], [15.535095199999999, 73.8154394], [30.8989, 76.9647], [22.5428435248, 88.3607219575], [11.8817811968, 79.8200448847], [9.964525, 76.24082170000001], [28.4867079377, 77.1037265029], [29.600425, 79.09191329999999], [26.9056988, 75.74101740000002], [30.287783100000002, 78.0466933], [27.06, 88.47], [27.0598996907, 88.4601545334], [32.246531, 76.3326127], [26.9038651, 80.9482556], [17.926031931700003, 73.6936345976], [12.972629199999998, 77.57359], [32.9872762121, 74.9201859006], [19.9848863, 79.2744399], [23.664930951, 80.9251038956], [12.3078278913, 76.6597766507], [26.644952000000004, 74.0309418], [19.8355647, 85.8596767], [11.6137043, 76.1970685], [31.2577718, 77.46015809999999], [18.7863155579, 73.4043646799], [32.255140000000004, 77.1838917], [17.433470362, 78.3742978647], [23.647187, 80.988453], [26.474454922899998, 80.356274927], [25.5940947, 85.1375645], [27.5329718, 88.5122178], [26.058864750500003, 76.42331644890001], [9.5923340884, 76.4246265017], [23.0707488, 70.1346364], [9.9487657, 78.1566213], [23.00196457, 72.61533356], [13.052583376700001, 80.2358223181], [12.9596883, 77.5938566], [28.5652109, 77.27001700000001], [13.053338027799999, 80.2687952839], [15.299326500000001, 74.12399599999999], [12.975043300000001, 77.60398470000001], [9.9252007, 78.11977540000001], [28.5561624, 77.0999578], [33.9930878, 75.3176793], [15.418455827999999, 75.0416546949], [12.969357800000001, 77.6024115], [10.0051665655, 76.3058923706], [25.5856272425, 91.8897600733], [29.9873342, 78.185477], [15.5679226, 73.7621673], [13.368573600000001, 75.65717509999999], [11.425534869100002, 76.8485096139], [27.141208000000002, 78.00518690000001], [26.888597999999998, 80.983239], [31.957851, 77.1094597], [29.1491875, 75.7216527], [9.9838702631, 76.2774071328], [27.3261811785, 88.6101320386], [14.462052700000001, 75.9284831], [9.498066699999999, 76.3388484], [34.0416028, 74.37047700000001], [11.572176800000001, 76.6427152], [9.6110288, 77.16617679999999], [9.498066699999999, 76.3388484], [10.041436599999999, 77.17785490000001], [11.5901512494, 76.0387506752], [10.594928, 76.045321], [13.315257999999998, 75.7754018], [22.5900724, 88.4110004], [12.9735949, 77.6070334], [18.7075180798, 72.88135217899999], [19.2114533, 72.8737217], [26.016676378299998, 76.3654318159], [26.6027844076, 70.7777134343], [9.498066699999999, 76.3388484], [34.1525864, 77.5770535], [27.3284974, 88.6117801], [22.5469109, 88.35306390000001], [18.9255728, 72.82422209999999], [34.0828413971, 74.8331239074], [23.647187, 80.988453], [19.7527357479, 74.4773254969], [27.158857899999997, 78.05837109999999], [28.563758899999996, 77.2343103], [9.8093050048, 77.2368253911], [11.9138598, 79.81447220000001], [15.565527834000001, 73.749577637], [23.6460187, 81.03129890000001], [15.5201916, 73.7672116], [23.610180800000002, 85.2799354], [17.445823999999998, 78.3773954], [12.902902099999999, 77.5858748], [13.6049398202, 79.4358306536], [12.9211031, 77.6133985], [8.5205240735, 76.9294104255], [28.80421448, 77.14267731], [15.299326500000001, 74.12399599999999], [13.0826802, 80.2707184], [10.0573111, 76.32127220000001], [32.218313503400005, 77.1856540995], [9.498066699999999, 76.3388484], [11.1132494, 77.3405185], [26.934979349200002, 75.83414685439999], [8.4953214002, 76.9499669656], [25.4098788, 77.6742478], [24.5931083781, 73.7098341331], [15.500072, 73.88675500000001], [27.2600506325, 76.4614959167], [12.3374942, 75.80690820000001], [12.988186845, 77.5490710884], [11.240983900000002, 78.8665733], [12.93530369, 77.61312866], [28.472557178699997, 77.5175343674], [27.167762100000004, 78.0182233], [18.9816546949, 73.2679603492], [28.493601799999997, 77.088325], [12.973040047000001, 77.5707196207], [27.159893800000003, 78.032916], [9.9327869423, 78.1488961049], [29.4126086377, 79.0625648234], [8.4893549394, 76.94098379729999], [27.157983299999998, 78.0594033], [13.392570000000001, 75.6903291], [24.8318452, 79.91985490000002], [12.8563103821, 77.67533045399999], [30.7205759577, 76.7714352027], [12.999357, 77.5838052], [22.5234887281, 88.34394134850001], [23.022505, 72.57136209999999], [26.8877353888, 75.9118328296], [19.6935581, 72.7655184], [17.9873458711, 73.8853740692], [19.098821, 72.8320717], [15.5748585, 73.806533], [32.1098051, 77.154462], [15.587748756099998, 73.7652048892], [28.054580975700002, 73.4728958208], [27.422633291599997, 76.5493011475], [22.713023266799997, 75.8420645058], [22.0166165, 79.82967430000001], [13.0290877, 80.25290679999999], [17.494935, 79.7399875], [21.649969965500002, 87.65497659040001], [11.6459527099, 76.2173098885], [27.988889, 76.38833299999999], [8.888970175299999, 76.5906447505], [12.9715987, 77.5945627], [12.3374942, 75.80690820000001], [28.4750572, 77.07568140000001], [19.8643487109, 75.3111492883], [19.106638317999998, 72.8899419343], [28.5822668215, 77.2512259521], [9.603594699999999, 77.1672636], [9.9636196267, 76.2454225791], [30.7023276, 76.7912985], [12.4341183, 75.813085], [11.423352699999999, 76.7044143], [30.382372086500002, 75.5444268272], [8.8748738961, 76.5921157478], [19.2640341707, 72.9670662042], [20.4751441619, 85.8735526957], [26.2040014821, 78.166398917], [24.5819295, 73.6393631], [25.4572339, 81.8394058], [23.0826088665, 72.5338956993], [27.1648998, 78.0540874], [28.4635059537, 77.0327155797], [28.647266700000003, 77.19211170000001], [25.5667438, 91.88645720000001], [19.991772199999996, 73.7927771], [13.333217999999999, 75.80539040000001], [26.8070234, 75.8097867], [23.647187, 80.988453], [27.1582239375, 78.0578004866], [30.4367698944, 78.08582773479999], [22.5242782, 88.36748349999999], [17.385044, 78.486671], [28.555124643800003, 77.2236351779], [34.1105857, 74.8682569], [30.1186933, 78.3047517], [9.5001394899, 76.3164956868], [29.967079, 77.5510172], [12.895530909100001, 77.6080645766], [15.3350225198, 76.4602780822], [31.131684570900003, 77.2057834547], [25.130007875500002, 73.58623700529999], [24.411953399999998, 76.5660007], [12.9741527, 77.64619420000001], [13.1570505537, 77.63816401359999], [32.2415294, 77.18881209999999], [12.9663091, 77.6015972], [23.012210544000002, 72.5127862538], [12.9714447, 77.6235253], [24.5804649, 73.67959920000001], [32.2523124, 76.3034345], [26.065618899999997, 76.43307890000001], [9.498066699999999, 76.3388484], [21.4502646, 87.021233], [23.075297, 70.133673], [26.482687, 74.5624625], [27.16667, 78.0084733], [31.633175199999997, 74.8765618], [11.6675019, 92.7412765], [17.43052, 78.507335], [24.585445, 73.712479], [9.9664387223, 76.2423974042], [18.5857358569, 73.7309214038], [23.0432905, 72.5107792], [10.076082300000001, 77.0630386], [9.986299300599999, 76.28114141350001], [8.3903950389, 76.9762058095], [24.589122092100002, 73.6977776814], [17.4404966019, 78.4975692859], [11.406413800000001, 76.69324379999999], [12.9731594, 77.56955529999999], [26.8805027, 75.75878906], [19.0759837, 72.87765590000001], [11.940121941600001, 76.2788686063], [31.305501300000003, 75.5924368], [9.9587511693, 76.26899685939999], [15.2471388, 74.6224732], [17.408879199999998, 78.42648390000001], [22.6335407, 75.8053345], [15.478569400000001, 78.4830934], [13.0449345, 80.2408494], [15.5356730272, 73.764313929], [11.3983050793, 76.7219082832], [12.9942966, 77.72183249999999], [9.9700331448, 76.2840323671], [28.6047, 77.2233], [12.9804552, 77.5794848], [12.3217336, 76.6464852], [28.5415895, 77.2402375], [32.5334214027, 75.9832618092], [15.299326500000001, 74.12399599999999], [23.0217330435, 72.5678428052], [30.7249940566, 76.7654979372], [28.4965699875, 77.0222708897], [11.794838498199999, 78.22247552600001], [19.9913459, 73.73845899999999], [21.9279896, 86.76300570000001], [13.217176, 79.10032890000001], [23.795653100000003, 86.4303859], [30.66172409, 76.83539581], [15.6860920561, 73.71680180279999], [26.9278232741, 75.7890190582], [26.8966032, 75.73767009999999], [21.8810812, 74.4613553], [18.5176521, 73.8378635], [9.5040033, 76.3535986], [27.5329718, 88.5122178], [14.997937370499999, 74.0396227632], [9.498066699999999, 76.3388484], [9.6100026, 77.16216130000001], [23.4954888, 87.31747259999999], [19.1209700144, 72.870202676], [15.5452350385, 73.7605513141], [15.57147884, 73.75791168], [29.757251399999998, 76.95865649999999], [34.0160751, 75.3149796], [22.8282881, 70.85611479999999], [28.4637632337, 77.03263789420001], [25.338071411799998, 82.9788609287], [9.498066699999999, 76.3388484], [12.372679469500001, 76.6239584687], [23.7880937, 86.418098], [8.4836394246, 76.9111354153], [27.0844909515, 88.52328194450001], [20.752123100000002, 71.0170897], [28.556550296999998, 77.2330687797], [19.8761653, 75.34331390000001], [9.9639516, 76.25625169999999], [26.218287100000005, 78.18283079999999], [26.9303687829, 75.7927723601], [18.936008191099997, 72.8379862207], [9.498066699999999, 76.3388484], [28.391154200000003, 76.952673], [16.0630693, 73.47105400000001], [12.9817147, 77.6285585], [22.9734229, 78.65689420000001], [11.928179611300001, 79.8321224714], [27.167913300000002, 78.0145333], [22.597921799999998, 80.3713855], [26.891035700000003, 75.80553499999999], [10.232484300000001, 77.4647938], [19.1345980094, 72.8983316004], [8.524139100000001, 76.9366376], [12.868511, 74.84031829999999], [31.890006699999997, 77.1448449], [28.975263800000004, 77.692817], [27.382612599999998, 79.5940544], [21.1344867, 79.0730964], [26.047202, 76.3973632], [28.630410100000002, 77.21608499999999], [17.5607448052, 73.5003844491], [25.3386785, 82.978219], [28.5253830058, 77.0980422424], [27.081972128, 75.8961226126], [12.291792016199999, 76.67041853], [24.537793073200003, 73.7113671005], [28.641037, 77.21283100000001], [29.3652520111, 79.1829286838], [26.9046772, 75.7970297], [11.2587531, 75.78041], [8.402109, 76.97337409999999], [22.983197, 72.4687152], [11.3965993656, 76.7026891594], [12.93890858, 77.61380768], [9.9312328, 76.26730409999999], [15.629444, 73.735833], [26.061479000000002, 76.42727059999999], [8.512627, 76.92541340000001], [32.5486016, 75.9528579], [11.9381411, 79.8308998], [28.467063, 77.08037850000001], [12.312492133800001, 76.64058208760001], [26.5772298, 93.2711973], [16.0630693, 73.47105400000001], [11.406413800000001, 76.69324379999999], [31.087041525, 77.1800993771], [28.640776000000002, 77.2091298], [23.2741263734, 77.3566533911], [32.2417979, 77.1919516], [15.615040289300001, 73.7692315979], [20.834101899999997, 86.3326058], [12.308988360699999, 76.6563454422], [25.178815399999998, 80.8654534], [28.5554975964, 77.2755163113], [29.533105100000004, 75.03578759999999], [23.075584399999997, 72.6202567], [18.51826477, 73.83256531], [32.2443463636, 76.3299787156], [8.3853670776, 76.9793332253], [32.2076883448, 77.200419473], [9.503611099999999, 76.3425859], [15.912899800000002, 79.7399875], [25.016611899999997, 85.4092348], [28.4690346213, 77.03852912079999], [22.3132947, 73.1765879], [24.627103263800002, 73.8834036514], [16.1746655, 75.690568], [20.2960587, 85.8245398], [28.501904259, 80.5095896912], [27.176361286, 75.977578994], [22.3132974931, 80.51182866069999], [29.3947643, 79.1264997], [17.4982784, 78.3907814], [18.339043833199998, 82.8767851059], [13.033703, 80.24426940000001], [28.641353100000003, 77.2117879], [13.028004699999999, 77.63997109999998], [17.927623999999998, 73.7629453], [28.539667100000003, 77.2273532], [24.579180442600002, 73.71119945529999], [23.723049254699998, 81.0239664283], [32.2415294, 77.18881209999999], [12.9889954, 80.1838449], [32.246137, 78.03491600000001], [12.9847346, 77.5794502], [32.1296996, 77.1240512], [9.957386971, 76.28402709999999], [17.9172678, 73.7617191], [11.655873754000002, 76.65534405560001], [29.311118699999998, 79.43663240000001], [19.173513765899997, 72.7958189931], [27.392611900000002, 76.3754296], [12.3508111, 76.61238840000001], [11.4136337, 76.7147631], [13.0406339628, 80.2437207694], [28.462917100000002, 77.07724549999999], [32.1972269655, 76.354245693], [26.052101999999998, 76.40492259999999], [10.5109754876, 76.87357623279999], [20.6129454, 86.28695069999999], [26.8809896, 75.7923778], [13.096893418199999, 77.588200327], [17.4581398, 78.3699885], [12.977028599999999, 77.5773054], [9.2557842739, 76.4658872633], [10.262963000000001, 77.4934585], [9.498066699999999, 76.3388484], [26.9122586, 70.91097690000001], [8.735410400000001, 76.70405749999999], [12.9715987, 77.5945627], [32.251546814099996, 77.1822691518], [15.2571758298, 73.93171022], [13.1177661051, 77.61409769859999], [23.0494755996, 72.5316085476], [32.2471936249, 77.1760112833], [31.6339793, 74.8722642], [27.3254521, 88.6118988], [13.0240398, 77.63498299999999], [31.0262455, 75.7763764], [26.019727399999997, 76.37906590000001], [32.9914962, 74.93181729999999], [12.3262418, 76.6098311], [13.0267338, 77.5581412], [11.775250999999999, 78.20925759999999], [30.550552399999997, 79.56596329999999], [8.3859789641, 76.9785812442], [32.273443, 75.6369579], [11.3981936, 79.6953594], [23.071984, 72.524462], [28.5345021746, 77.1001811818], [10.261784646, 77.491554496], [30.2844141, 78.9811407], [25.5940947, 85.1375645], [30.4556891561, 78.0736977881], [28.4497201709, 77.03195204020001], [15.3162262, 73.90805809999999], [19.8035941, 85.8436637], [9.9699221932, 76.28552836909999], [22.717838697199998, 75.87876544], [24.6074254833, 73.6462074551], [11.8192139967, 75.4191568919], [10.7513623677, 76.272274841], [9.933510719700001, 76.2988945841], [23.0265094, 72.56090959999999], [21.081718600000002, 79.9973278], [32.2396325, 77.1887145], [15.5376392, 73.7847373], [12.936359199999998, 77.57461579999999], [12.9715987, 77.5945627], [34.0836581, 74.7973681], [8.949513897100001, 76.523502393], [32.236790899999995, 77.19447070000001], [20.2655816, 72.9992013], [13.065873, 80.27552929999999], [11.4142991, 76.8663307], [28.984461800000002, 77.7064137], [18.566076083, 73.9469644517], [22.6211070067, 88.41368097719999], [10.2417370964, 77.49496960329999], [11.674123199999999, 92.74235429999999], [12.92965412, 77.63230133], [32.2124950628, 77.18978738359999], [15.364708300000002, 75.1239547], [12.395178300000001, 75.74508829999999], [27.3379779776, 88.611713415], [17.401307492, 78.4769345813], [26.8445859382, 75.8010498092], [15.6192249398, 73.7631208703], [12.2336516, 75.65191], [9.5719978147, 76.5223089376], [15.687125199999997, 73.7213063], [13.6278907, 79.4193979], [30.739833899999997, 76.782702], [28.472191, 77.09535699999999], [19.98462, 73.7360175], [13.738159099999999, 75.30331679999999], [11.4136236, 76.71475240000001], [11.4672277592, 76.5749149968], [8.0825732343, 77.5511450687], [15.287592961, 73.95481424180001], [17.443945899999996, 78.3867051], [12.9959588491, 77.6953577042], [15.535875099999998, 73.7619433], [26.719547506599998, 88.7678351414], [12.915931599999999, 77.6058222], [30.6803703308, 76.8674697876], [9.498066699999999, 76.3388484], [12.020050886500002, 93.0066630365], [15.2689671, 73.9527583], [12.9544822955, 77.6410704863], [15.5177746521, 73.7930328652], [12.910505631700001, 77.600447999], [8.4960505, 76.94894529999999], [21.2049118, 72.839214], [12.9567678125, 77.70904758180001], [13.315257999999998, 75.7754018], [12.2942253797, 76.6532984166], [28.442533, 77.05723590000001], [13.0839393, 80.2705443], [28.4699899777, 77.042054389], [30.1385124, 78.5941402], [12.973391900000001, 77.5696011], [15.598055599999999, 73.74472220000001], [11.703206, 76.0833999], [27.338935600000003, 88.6065035], [29.911177399999996, 73.877595], [19.95, 79.3], [30.6803436279, 76.86734771729999], [34.072609899999996, 74.95594799999999], [11.0236471423, 77.0219334837], [29.530013800000003, 78.7746603], [10.0880864, 77.0733397], [28.647475443, 77.3413157782], [24.5758144, 80.8111551], [34.0882068985, 74.8389586637], [19.3021883, 72.78735], [25.5724539, 83.9876008], [8.383773985, 76.9823299184], [10.0167638197, 77.1623340847], [10.961207431400002, 78.0643788147], [19.9925259, 73.77443670000001], [31.0521816, 77.2686883], [31.253826792199998, 77.4554103795], [10.2381136, 77.4891822], [21.7644725, 72.1519304], [32.730231600399996, 74.8670668999], [30.698932577399997, 76.9382417731], [15.5698289529, 73.7424785897], [15.517014999999999, 73.7686433], [15.5231481, 73.7875766], [15.6665843044, 73.7123520181], [12.993845824700001, 80.1862465124], [27.3371364, 88.6096575], [31.693501157800004, 77.27809665939999], [34.145409912, 74.8378372696], [22.5279046, 88.3624861], [11.400286999999999, 76.7163468], [19.0809979278, 72.8437406409], [26.9028084964, 75.7395413159], [22.568539224699997, 88.4344790876], [19.0673003, 72.8335623], [17.4501795, 78.38103559999999], [24.5768695623, 73.6951539217], [9.603108800000001, 77.161458], [30.7333148, 76.7794179], [19.1161503, 72.8946032], [19.8615340377, 75.311368], [34.3031616, 75.293111], [22.9867569, 87.8549755], [12.4244205, 75.7381856], [26.1820281, 91.7506874], [28.684771500000004, 77.191862], [23.181467, 79.9864071], [15.6631077, 73.7419017], [8.4003984, 76.97870759999999], [28.559563899999997, 77.2679968], [12.938813900000001, 77.5709608], [9.498066699999999, 76.3388484], [12.974133725, 77.5706380817], [12.2654762026, 76.6442824816], [23.9307202623, 69.75769780579999], [12.9842, 77.5842], [13.0380627, 80.1596041], [13.3332464, 75.7948219], [26.3057886, 73.0793582], [29.4945878648, 79.027113917], [12.993005199999999, 80.19344559999999], [26.881537400000003, 88.7986806], [19.0741059, 72.8804183], [32.2220228, 77.18923509999999], [31.111477299999997, 77.176046], [30.066753000000002, 79.01929969999999], [18.7417874, 73.3996038], [12.8341735, 79.7036402], [15.540899599999998, 73.761342], [23.2397572, 69.6689305], [10.2387050751, 77.48589458880001], [19.8133822, 85.83146550000001], [15.5111583904, 73.769686918], [29.957360700000002, 78.17496870000001], [23.032042800000003, 72.51621109999999], [30.4086421507, 77.9668626253], [18.4927, 73.8683697], [28.435761300000003, 77.0406147], [28.646566610700003, 77.18631909189999], [28.5010687622, 77.0888626701], [12.422598800000001, 75.74031409999999], [28.6139391, 77.20902120000001], [18.5204968009, 73.9303900936], [11.687181800000001, 76.1743647], [25.001336399999996, 73.5653021], [26.8941622145, 75.7656580769], [30.060221747800004, 78.3908039117], [29.4397192554, 74.6626774505], [16.0553795511, 73.465584201], [13.0249869112, 77.5762539413], [12.9884099574, 80.182342863], [15.5629363757, 73.7618360211], [22.592388600000003, 88.3910688], [34.0836581, 74.7973681], [15.5217443073, 73.7916595742], [15.509237816099999, 73.7669403359], [19.1282743, 72.86770920000001], [16.0575415, 73.45903990000001], [23.1036257, 72.59583429999999], [28.434241839600002, 77.0504192166], [9.699995800000002, 77.86959959999999], [17.715328271199997, 83.3012076791], [28.50799536, 77.2094910862], [12.4583656218, 75.767110542], [9.658091477100001, 76.3372368179], [15.6579376994, 73.7126631543], [12.9985219873, 77.5820139795], [30.0869281, 78.2676116], [32.219042, 76.3234037], [11.7405811073, 76.2508367582], [28.5730729, 77.2588478], [13.5016472553, 83.3477783203], [15.5466436404, 73.760776648], [13.0347987, 80.2623931], [24.7954523, 84.999431], [9.4099439, 76.4088821], [29.6305672, 79.84182690000002], [15.677658035799999, 73.7075240418], [19.7119349, 72.7571458], [27.564434000000002, 77.6570277], [22.0166165, 79.82967430000001], [12.9715987, 77.5945627], [29.4119746666, 79.5408569046], [19.8593992, 75.3040457], [22.149998999999998, 88.8748515], [9.4032939, 76.34694250000001], [18.6742178649, 73.89347602640001], [13.3440956752, 74.7668190266], [15.5511787497, 73.8054401248], [17.1488663, 73.2726946], [20.7310259271, 86.1130938142], [11.8358457, 93.0451011], [27.320671899999997, 88.6089422], [12.9373281242, 77.61971184890001], [9.501339, 76.352319], [26.460787847, 74.6021306805], [30.1146663, 78.30099659999999], [29.460414899999996, 79.65582420000001], [8.0833378775, 77.5494490981], [24.5830641, 73.70935250000001], [12.9784224, 77.54277979999999], [22.762213199999998, 78.3486781], [12.9171296, 77.6284372], [15.5077131983, 73.8033057258], [28.4544617316, 77.0907093579], [32.2396325, 77.1887145], [26.9439484652, 75.7741708147], [13.3715104, 75.74372109999999], [28.646837400000003, 77.1845518], [29.355842509000002, 79.5432771469], [17.403748999999998, 78.4491815], [12.916803, 77.5945627], [11.8189941246, 93.05651729629999], [21.831921100000002, 84.0146757], [9.9312328, 76.26730409999999], [15.5164514167, 73.7641937539], [30.8534086, 76.954755], [22.1568577, 75.4453973], [27.3204911521, 88.6057721524], [26.847675800000005, 75.8052836], [12.979446035699999, 77.6291271283], [12.9222208714, 80.1433350577], [9.498066699999999, 76.3388484], [18.8171659841, 73.3045400307], [12.9529635673, 77.6395747075], [15.912899800000002, 79.7399875], [21.2487420749, 81.6325458209], [17.9307285, 73.6477342], [15.5506439, 73.7676218], [27.338935600000003, 88.6065035], [11.9466536, 79.8126869], [31.125772100000002, 77.226916], [9.6127405, 76.430077], [33.5958493, 78.29317059999998], [29.643361499999997, 79.4321825], [26.653932199099998, 80.7997817608], [31.4311430625, 78.2597477467], [11.572176800000001, 76.6427152], [28.488134999999996, 77.1762353], [15.5349759395, 73.7655670449], [24.609135093699997, 73.8114550273], [15.320074438299999, 73.9183885858], [11.5549739, 76.13489440000001], [31.638763, 74.8580233], [29.3762872256, 79.53180200770001], [30.4561550327, 78.0746302176], [21.163262600000003, 79.0743915], [17.1488663, 73.2726946], [30.1471155, 78.77453929999999], [9.655604362, 76.38426208], [31.5405227, 78.25211879999999], [13.0391168, 80.141768], [19.1121881, 72.8671481], [18.7546171, 73.4062342], [9.498066699999999, 76.3388484], [28.4825979, 77.0861074], [9.603108800000001, 77.161458], [28.4689664125, 77.0382874761], [22.5200602531, 88.397934355], [23.3991287, 85.3870441], [24.0630813, 77.2503545], [26.902580007199997, 76.34467319779999], [9.498066699999999, 76.3388484], [31.6328545435, 77.4348880684], [18.5160604491, 73.8610826433], [25.3390887574, 82.9811483177], [27.039468300000003, 88.2668983], [11.5516594, 76.04026209999999], [28.863028999999997, 76.9146636], [11.5351765213, 76.6072885833], [22.992081, 72.6173344], [11.4189677156, 76.699105199], [22.8045665, 86.20287540000001], [28.6139391, 77.20902120000001], [15.555984200000001, 73.7563561], [26.831109299999998, 80.92439759999999], [18.74806, 73.40722], [12.9407882, 77.6898328], [25.291313100000004, 83.00476479999999], [18.964119709600002, 72.8060334079], [32.9871024914, 74.9327673233], [32.9885682089, 74.9233473626], [22.5338332177, 88.3531737909], [24.7740667, 79.6221368], [26.9141557951, 76.4671434684], [32.2914045, 75.69788220000001], [30.4568507032, 78.057839155], [12.929010733699998, 80.2329840009], [22.5889691908, 88.3995341817], [19.7678848924, 74.4841289572], [15.5467146517, 73.76078608729999], [26.449895399999996, 74.6399163], [19.7668633, 74.4772614], [22.5454982629, 88.3635383556], [23.1783907, 75.78057079999999], [27.156620500000002, 78.01383059999999], [23.0276690199, 72.5801471707], [27.1606439044, 78.0307338018], [19.7668633, 74.4772614], [32.377578899999996, 75.5218468], [19.770876410499998, 74.47941363380001], [19.8025512, 85.84117979999999], [17.6599188, 75.9063906], [20.4011496, 72.8921617], [29.945690600000002, 78.1642478], [16.9997298, 81.7718537], [23.6036268, 72.96394609999999], [27.331097999999997, 88.61375059999999], [14.1532161, 77.781803], [13.0693795, 80.1982519], [26.716141200000003, 88.42325759999999], [26.490596999999998, 74.6025824], [23.2644664, 77.4060333], [27.1409962, 78.0068733], [19.9974533, 73.78980229999999], [17.9296302, 73.6534542], [26.463488800000004, 74.62912299999999], [19.0759773627, 72.8776921098], [24.4790568, 73.7419017], [18.6553938, 72.8670819], [30.1301868, 78.3230559], [19.7668633, 74.4772614], [27.2017217, 77.9540764], [28.2920484, 74.96179240000001], [23.026753, 72.56198959999999], [8.4002957876, 76.9787364737], [22.7180057, 75.8780855], [28.6614021928, 77.2205532969], [19.8164779, 85.83845620000001], [32.244812294, 77.1920320988], [34.125541299999995, 74.94425849999999], [31.434150469099997, 78.2595252313], [10.2381136, 77.4891822], [27.041517, 88.2654904], [26.962199800900002, 75.8464990974], [28.6139391, 77.20902120000001], [20.995713033, 75.5591652724], [26.278425399999996, 73.0369438], [23.262974399999997, 77.4097885], [18.6568171913, 72.87623567109999], [21.8974003, 83.39496319999999], [9.9188757, 78.11714599999999], [24.4164292, 76.5690519], [30.6628421354, 76.8369538151], [19.7668633, 74.4772614], [28.9657143, 77.7348209], [26.462232929699997, 74.6273664417], [17.726217022, 83.3033132153], [29.945690600000002, 78.1642478], [11.016321699999999, 76.9729834], [34.166208000000005, 77.58518470000001], [25.416675, 86.1293792], [34.071928, 74.8148887], [27.042337300000003, 88.2680974], [30.9188652, 77.089546], [19.2002535946, 72.9725898305], [24.623838451100003, 73.7155902508], [30.7333148, 76.7794179], [25.4535456, 78.5570252], [9.6057539712, 77.1679590359], [31.845385200000003, 74.74980009999999], [21.6194267573, 87.4974372639], [23.0263517, 72.5819013], [25.8990151, 85.8092998], [26.701836990700002, 77.8912405389], [34.0692348, 74.8387842], [17.4361224651, 78.50378855539999], [28.9623322, 77.7312005], [28.038311346900002, 73.3264876474], [34.1318056472, 74.8832631615], [30.642549600000006, 76.8173359], [20.4260451086, 72.8321463173], [28.895515200000002, 76.606611], [26.797454339899996, 75.8137067775], [31.099882136399998, 77.1741673901], [26.4793123396, 80.3148666669], [19.769439513800002, 74.4802232367], [23.175825600000003, 75.7710585], [11.6357989, 92.7120575], [24.571653100000002, 80.8467328], [20.9172563, 74.781752], [28.0521777561, 75.1466096878], [28.4683613, 77.0255377], [11.412369900000002, 76.70890770000001], [25.4531271482, 81.82481973739999], [26.178806761300002, 91.75055679280001], [25.862967899999997, 85.7810263], [26.275174413400002, 73.0353476999], [16.818020399999998, 74.6465968], [19.762490826700002, 74.4767005967], [18.990894, 73.1207371], [26.463488800000004, 74.62912299999999], [30.288279100000004, 78.0259281], [25.3082408, 83.0097115], [17.4424225, 78.48666829999999], [12.957138038399998, 77.64405136239999], [19.9972458299, 73.7799290217], [23.07958603, 72.61775208], [28.45608, 77.032496], [19.796589899999997, 85.8234131], [34.081016, 74.8196765], [23.2156354, 72.6369415], [17.9256986206, 73.6578235513], [17.390714399999997, 78.480384], [16.5061743, 80.6480153], [22.1704402, 83.34874090000001], [21.66309547, 87.70090485], [21.2513844, 81.62964129999999], [18.7546171, 73.4062342], [19.77, 74.48], [19.7691937, 74.4760687], [23.551063100000004, 87.2710041], [23.1619384, 79.9387136], [31.630969899999997, 74.88176170000001], [19.8713827027, 75.3135541204], [16.8521, 74.5727], [24.575917182199998, 73.6982121627], [25.7528073, 71.413832], [29.876961600000005, 77.898729], [8.482760193099999, 76.9474335922], [26.218287100000005, 78.18283079999999], [25.7227599, 73.6094662], [28.642852899999998, 77.17317390000001], [32.2192665666, 77.1846375423], [17.6599188, 75.9063906], [34.0661987, 74.82878070000001], [31.107139399999998, 77.17080390000001], [28.8958499, 76.60878340000001], [19.994811300000002, 73.753625], [26.9229221, 75.79919579999999], [11.6233774, 92.7264828], [19.7668633, 74.4772614], [20.3756999969, 72.92055511470001], [26.439087199999996, 74.63940229999999], [30.310805322100002, 78.0087322823], [30.904485700000002, 77.09673570000001], [18.602113723800002, 73.8265075684], [19.9781888, 73.78152970000001], [28.459496500000004, 77.02663829999999], [28.6458876069, 77.2158530403], [10.2482280096, 77.4897508283], [21.20290947, 72.83874512], [23.349294600000004, 75.03628979999999], [22.620465, 75.6848074], [26.922576899999996, 75.79979540000001], [19.9170369, 73.2276282], [30.918278100000002, 75.8488553], [29.945690600000002, 78.1642478], [29.8692054068, 77.8886868455], [12.9211031, 77.6133985], [18.7742164, 75.71155340000001], [28.892656750700002, 76.6357577965], [17.5233971, 73.5357723], [19.789065899999997, 85.8011412], [26.188922199999997, 73.02068890000001], [19.8752928992, 75.3363099064], [18.5142310403, 73.8332891395], [28.5699436, 77.2207531], [12.8697401, 74.8462038], [12.3084444922, 76.65964984060001], [33.9813634, 75.3200528], [32.0838257009, 76.5042168839], [26.0174668, 76.37124190000002], [26.909666560700003, 70.9131695941], [19.95306, 73.83910159999999], [17.9256182009, 73.6574823973], [23.166667, 79.93333299999999], [24.592590899999998, 72.7156274], [28.583139399999997, 77.0577574], [8.6827558, 76.9095647], [28.663466600000003, 77.4345266], [19.0914282362, 72.8279264038], [14.166996300000001, 77.8091496], [28.594995619000002, 77.214360391], [19.7668633, 74.4772614], [22.9880491735, 72.50527246989999], [27.1766701, 78.0080745], [26.1829689, 91.74565909999998], [31.538999699999998, 78.2518863], [23.034048080399998, 72.58387756350001], [23.029246709499997, 72.5994733291], [19.1819944025, 72.9953570692], [19.8133822, 85.83146550000001], [16.756911499999998, 81.6712191], [23.590174800000003, 72.37798690000001], [19.765204500000003, 74.4728945], [25.7769677, 87.4653502], [23.0119046, 72.5688037], [15.912899800000002, 79.7399875], [31.6357517, 74.867944], [26.968602691399997, 75.8489053], [18.5368823779, 73.83039687], [19.7705937111, 74.47912395520001], [26.449227299999997, 80.30825990000001], [25.7447292, 82.700989], [25.6135145426, 85.1457935048], [32.9869415, 74.9316134], [17.4429333097, 78.487369068], [32.2445508602, 77.1920672613], [8.091235099999999, 77.549293], [18.7602664, 73.86303459999999], [29.9262838, 78.1464665], [34.1541376788, 77.5769285095], [24.647893, 77.3058772], [26.9149920223, 75.7958806852], [32.3001342, 75.8853465], [21.1989823, 81.29019040000001], [19.7668633, 74.4772614], [23.1628418, 79.9379486], [28.617848, 77.21133499999999], [19.776457100000002, 74.47109640000001], [9.383452199999999, 76.574057], [19.7668633, 74.4772614], [26.718169800000002, 88.81187], [26.206162, 78.1652008], [10.958424753900001, 79.38930429189999], [28.6416293067, 77.2148807396], [28.645770000000002, 77.1901283], [19.7668633, 74.4772614], [19.8034208, 85.84541709999999], [22.9961698, 72.5995843], [20.2681669952, 85.8432251215], [19.7668633, 74.4772614], [18.972642261300003, 72.81583745260001], [26.218287100000005, 78.18283079999999], [23.2341502064, 77.43523794], [11.7860568, 78.2051656], [23.0116600691, 72.50622668359999], [12.9814173024, 77.60295816680001], [19.1150328096, 74.72963875159999], [19.7691937, 74.4760687], [28.542668300000003, 77.2460266], [27.3302684, 88.6110755], [24.478615891799997, 72.7806920099], [18.4745883, 73.8560816], [13.0453249, 80.26092159999999], [28.6139391, 77.20902120000001], [25.317645199999998, 82.97391440000001], [29.596808600000003, 79.5608425], [26.8978729, 80.9656932], [34.0839157889, 74.8248661068], [22.7788044, 73.61427950000001], [28.3371343, 79.41082440000001], [25.150386800000003, 82.5593293], [30.3152962641, 78.0377466549], [26.306171999999997, 73.0353773], [22.9867569, 87.8549755], [24.688036, 78.3956874], [22.9185345, 69.26540370000001], [22.8460699, 69.69836140000001], [20.9060022, 70.3843721], [28.7330721, 77.0877437], [29.929136, 73.8731938], [22.3139759, 73.1747877], [19.8683914486, 75.31778623470001], [30.147064, 74.2028122], [31.1014416, 77.1720555], [26.915748699999998, 70.9083443], [21.204893600000002, 72.8408395], [24.8508755, 79.92323420000001], [29.9166667, 73.8833333], [21.0167633, 75.5635054], [22.467446300000002, 78.4345854], [28.6459333462, 77.2155044256], [28.65069199, 77.11999512], [31.0837597, 77.16923359999998], [15.505723199999998, 80.049922], [24.929141100000002, 73.8213213], [9.9255542738, 78.1365814822], [17.4627184746, 78.368685754], [23.1812968236, 75.7717987954], [22.2964119, 70.79752690000001], [32.9914962, 74.93181729999999], [18.7535426307, 74.2401110375], [32.2532855108, 77.1798283415], [18.6396828471, 72.87149404350001], [32.9918463985, 74.9309340141], [26.731032399999997, 88.4116999], [24.492774100000002, 86.6976144], [26.9170032, 75.8042311], [21.204893600000002, 72.8408395], [30.9178146486, 75.8480970701], [25.4051582, 87.6099982], [24.592590899999998, 72.7156274], [26.9225883829, 75.7876779537], [17.6599188, 75.9063906], [16.8301708, 75.710031], [27.4997005818, 77.6475128532], [22.6054858, 77.75354399999999], [18.754820300000002, 73.3777772], [21.6266172, 87.5074315], [22.5219853768, 88.39739708370001], [25.22253664, 75.87999101], [21.1411933, 79.0810311], [28.6458287509, 77.21598062529999], [30.4585, 78.0737511], [23.1769033904, 75.7881095754], [12.9549875208, 79.9318640007], [27.3354581, 88.6118627], [28.645395, 77.188715], [30.3155865, 78.0377468], [23.233964216999997, 77.4357362836], [28.647685, 77.19229659999999], [23.2504527971, 69.6666910012], [19.2183307, 72.9780897], [27.328620500000003, 88.6115304], [23.0341142873, 72.67544123340001], [29.266328, 79.546088], [17.923950100000003, 73.8036752], [31.1042713473, 77.17004743310001], [25.5840419, 83.5770202], [24.592590899999998, 72.7156274], [20.385622693800002, 72.9108591084], [23.04500558, 72.53015521420001], [20.4166602, 72.8335002], [28.901121399999997, 76.567025], [26.7299099, 88.4123197], [20.0054983, 73.8031816], [19.7691937, 74.4760687], [14.681887699999997, 77.6005911], [28.653711307600002, 77.1911429688], [32.995605, 74.9368156], [15.217367800000002, 73.9413951], [24.929141100000002, 73.8213213], [32.9923608, 74.9257719], [18.2789607, 74.1577421], [27.2776673, 75.3836152], [24.8887435, 74.62692159999999], [34.0920495, 74.8679691], [31.636348499999997, 74.8742917], [31.1073786486, 77.16902133020001], [23.183955100000002, 75.77093509999999], [26.8388006, 80.92558620000001], [27.338935600000003, 88.6065035], [30.225927120100003, 74.9511784874], [24.007881899999997, 76.7278803], [20.9060022, 70.3843721], [26.9124336, 75.78727090000001], [13.2160241774, 79.1092352373], [34.1525864, 77.5770535], [12.2958104, 76.6393805], [27.3192925, 88.607874], [34.1288895, 74.41064140000002], [24.8529529842, 79.9232237545], [22.0363157, 74.903339], [29.315351500000002, 76.31886159999999], [23.231115600000003, 77.4335921], [22.307158800000003, 73.1812187], [12.877873699999999, 74.8399072], [18.9467367768, 72.8402322932], [17.6906744978, 74.01332253449999], [17.523573499999998, 73.5362282], [26.2082337, 72.9608202], [21.6256604227, 87.52958085680001], [23.1648201, 79.9284213], [23.135412300000002, 79.8758756], [27.715555, 76.2078476], [31.5366266, 75.8984154], [23.022505, 72.57136209999999], [25.4415512, 81.82858370000001], [20.8406964, 85.09751740000002], [25.75262748, 71.41392983], [15.456938416600002, 73.8038260743], [25.24172, 86.7334719], [25.4796224, 80.3380213], [8.524139100000001, 76.9366376], [26.928328399999998, 75.7975009], [30.8534086, 76.954755], [10.514076699999999, 76.2076478], [28.4091516, 77.0427782], [22.987930399999996, 72.50711679999999], [23.2419997, 69.66693240000001], [30.2297838, 74.9426145], [26.8902017971, 75.7691610687], [11.6675019, 92.7412765], [10.248219500000001, 77.4898213], [24.199210100000002, 82.6645469], [29.5896102865, 79.6428108216], [27.169317200000002, 78.0405712], [27.0357581333, 88.2622674042], [26.7452327, 88.39916629999999], [23.1588306, 79.9318623], [11.0004628952, 76.9675426246], [21.2049461127, 72.8388144322], [20.0008707, 73.7858728], [25.2814947, 83.1198203], [22.2474076, 68.9759832], [30.3164945, 78.03219179999999], [28.6435638018, 77.2130873991], [12.985767999999998, 77.55220059999999], [30.3164945, 78.03219179999999], [24.5782083, 80.8304565], [21.205564499999998, 72.83813719999999], [21.2571538633, 81.6365077551], [19.011009100000003, 73.05255720000001], [26.921387859299998, 75.80392205359999], [22.4730252437, 78.4354680491], [31.628593199999997, 74.8200069], [23.232414600000002, 87.07860440000002], [21.910803100000003, 77.9011842], [19.9339858576, 73.5308739117], [26.926394800000004, 75.7996432], [25.1388919, 75.8388698], [30.3359144753, 78.05357077939999], [18.629781100000002, 73.7997094], [29.1642242112, 75.7220112897], [19.0390214, 72.8618952], [24.7497194, 84.37852], [32.7266016, 74.85702590000001], [32.246137, 78.03491600000001], [18.042169199999996, 74.19011259999999], [19.8761653, 75.34331390000001], [17.9844507, 74.4360424], [30.928867600000004, 74.6253778], [31.627041211799998, 74.8851346325], [22.4731718, 78.4354957], [27.1409962, 78.0068733], [26.218287100000005, 78.18283079999999], [32.9870081, 74.9353273], [26.457356, 74.62883570000001], [23.2624760809, 77.411229577], [17.388369100000002, 78.4796063], [17.923689152999998, 73.78827407060001], [24.4763852, 74.8624092], [26.895652600000002, 75.77049129999999], [22.587476000000002, 88.34020500000001], [22.0796251, 82.1391412], [26.915748699999998, 70.9083443], [25.578772600000004, 91.8932535], [28.6480367, 77.21298709999999], [23.179301300000002, 75.7849097], [21.685814999999998, 87.6876969], [26.536832399999998, 74.6024129], [26.9111126, 70.9092734], [21.628933, 85.58168470000001], [22.718262009, 75.88209993310001], [26.7080934, 88.44270259999999], [28.648933000000003, 77.18871899999999], [17.9267954, 73.65889090000002], [30.317249761, 78.0337754783], [25.1015328, 76.50027890000001], [25.3082951, 82.984876], [30.2236084329, 74.9389626534], [18.5276231948, 73.8426595225], [17.4376423462, 78.4486758781], [26.85404, 80.99436], [28.6461760983, 77.2140004446], [26.460004700000002, 74.6298023], [30.900842476599998, 77.0054266617], [28.014504872399996, 73.3354048044], [26.460004700000002, 74.6298023], [27.0426766, 88.26594329999999], [22.4445044, 73.34611059999999], [23.181987399999997, 75.7753618], [15.4175902, 75.63644740000001], [22.2970503, 70.8155257], [17.716030899999996, 83.29742040000001], [13.685878500000001, 79.3509543], [23.2349202177, 77.4021382481], [23.6036268, 72.96394609999999], [20.3653736115, 72.92337799069999], [23.270097458200002, 77.3307224135], [34.0836581, 74.7973681], [28.838648100000004, 78.7733286], [12.9756725, 80.2589316], [19.989586600000003, 73.7831648], [28.631524, 77.140038], [32.5313287, 76.0011991], [21.8974003, 83.39496319999999], [30.7333148, 76.7794179], [17.393510199999998, 78.4718627], [22.0569305, 78.9317444], [15.299326500000001, 74.12399599999999], [20.5992349, 72.93424509999998], [26.4591152, 80.30320379999999], [22.5413513184, 88.3839569092], [19.7691937, 74.4760687], [24.6986208, 84.98939240000001], [28.6139391, 77.20902120000001], [30.1680858, 77.2969204], [22.0868691, 79.54348409999999], [15.436319899999999, 76.5309397], [26.961501799999997, 75.8454326], [29.322737899999996, 76.3426469], [19.7655019649, 74.4755421686], [19.166386399999997, 72.84978609999999], [24.577734699999997, 73.7014444], [17.706425159400002, 83.3103417943], [12.616354600000001, 80.1923643], [13.6287557, 79.4191795], [26.7924492531, 80.918388272], [29.8377457, 78.6871069], [14.1672027499, 75.038639456], [15.278101800000002, 76.38766600000001], [13.0383183, 80.13155], [28.6139391, 77.20902120000001], [30.969691600000004, 77.1894733], [27.073658000000002, 88.47720090000001], [16.2120031, 77.34392829999999], [18.693202600000003, 73.3878417], [25.1275526, 73.472527], [28.0389758381, 73.42479175140001], [28.459496500000004, 77.02663829999999], [28.544085, 77.1238562], [18.7675940327, 73.3974328946], [32.1108599, 76.5362526], [17.6796967, 75.89880579999999], [10.0837092, 77.0615374], [79.4648108, 29.635012699999997], [8.8932118, 76.6141396], [31.15894, 77.204025], [11.841605523599998, 76.0542334888], [11.6656117, 76.2626653], [18.7546171, 73.4062342], [33.073378456, 75.3351512851], [18.0896872866, 73.913269043], [25.0119721015, 74.7684564053], [15.6355085405, 73.72865984890001], [30.0637542813, 78.398760892], [12.9715987, 77.5945627], [11.389120073299999, 75.7169312682], [10.0846722, 77.0529938], [29.659764199999998, 76.8994819], [13.108414000000002, 80.22570309999999], [28.557652, 77.29443], [26.4593905, 74.601551], [9.9312328, 76.26730409999999], [28.0229348, 73.31191590000002], [15.217187170599999, 73.932863881], [25.1838247, 80.87189140000001], [17.9307285, 73.6477342], [13.036316900000001, 80.2623721], [32.2111697497, 77.1993575054], [26.970284464299997, 75.773444663], [11.409461, 76.708527], [18.992155899999997, 73.1153303], [17.385044, 78.486671], [17.9486823, 73.8918897], [19.6180317, 72.7282852], [8.4003984, 76.97870759999999], [18.320399, 82.881187], [9.605221748, 76.30215454], [10.151783400000001, 76.392958], [26.888604200000003, 75.76282640000001], [22.5747688, 88.402203], [11.703206, 76.0833999], [11.604785000000001, 76.0829202], [16.6577071, 73.51769200000001], [24.076836, 75.0692952], [12.930488, 77.623502], [28.451250199999997, 77.0853183], [15.5857961104, 73.7436909482], [12.4159987628, 76.6731548759], [27.1621202, 78.0362214], [15.534288126300002, 73.76556878310001], [24.591707338899997, 72.7127644178], [11.488047995499999, 76.7028618402], [12.8401058966, 77.6634658367], [34.0881098049, 74.83461797560001], [9.8116268268, 77.2440117797], [11.703206, 76.0833999], [28.3542852, 76.9398195], [28.463062923800003, 77.0921777332], [22.8020603, 86.1777277], [22.513169100000002, 88.4017861], [27.492190899999997, 95.346775], [32.2370641, 77.1953689], [18.7546171, 73.4062342], [22.603707500000002, 88.4142453], [11.934401600000001, 79.8264083], [15.555806200000001, 73.7561062], [18.6553938, 72.8670819], [23.5879607, 72.36932519999999], [19.8759327553, 75.35900518220001], [17.923643, 73.7983062], [9.6063405141, 77.1663235272], [9.498066699999999, 76.3388484], [32.220632300000005, 77.1888594], [13.023029800000002, 77.5527439], [15.6184353, 73.7354199], [18.3273486, 82.8775218], [21.2032923792, 72.84034508100001], [19.862719199999997, 75.3151657], [18.5845841945, 73.7304040031], [15.580924800000002, 73.7448437], [13.0859992, 80.2372353], [17.9231206, 73.7849199], [11.3695262, 77.59668520000001], [17.9340091, 73.665026], [19.2236104822, 72.9778895799], [15.510320948199999, 73.7681665682], [9.9660654815, 76.2415599442], [15.2026266, 73.9406116], [25.658596300000003, 94.1053307], [18.506527, 73.7794093], [27.0232473, 88.2548587], [30.8961066, 76.9937963], [27.3105755, 88.5975892], [29.3348941, 79.5841139], [34.1274218, 74.8417631], [12.5858802, 78.6302985], [34.3031616, 75.293111], [17.9307285, 73.6477342], [25.4796224, 80.3380213], [23.249333346999997, 69.6695455421], [34.015775700000006, 75.3181335], [11.406992599999999, 76.70355179999999], [29.679193599999998, 79.51108029999999], [11.7820201353, 78.1983195516], [24.6156785, 73.7060171], [15.4974, 73.7671], [28.4697398263, 77.1029576925], [34.1466004993, 77.4803816924], [15.535543948299999, 73.7589602088], [15.4938004921, 73.90467806390001], [28.5996207, 77.3736349], [28.4720192, 77.3060566], [22.58452034, 88.40893555], [13.0903871, 80.2172838], [26.887755313299998, 70.692646009], [17.7333049, 83.3040333], [17.4091108322, 78.425674914], [32.222578999999996, 77.1845794], [9.9687, 76.2579], [9.5040033, 76.3535986], [21.6205113, 87.4975335], [10.2330644201, 77.49466761949999], [17.730704199999998, 83.308702], [10.448406634400001, 77.5318194553], [32.2450768522, 77.1919067865], [10.013367, 76.3308145], [12.9656733, 77.5896133], [25.2096483, 75.86641379999999], [13.036787833900002, 80.2581801442], [32.1378400022, 77.1583834754], [15.5513316, 73.759737], [12.663003300000002, 75.6149433], [9.498066699999999, 76.3388484], [22.4667, 78.4333], [26.916425063000002, 75.8113471665], [16.9890648, 82.24746479999999], [22.868817, 87.867277], [25.456196300000002, 78.5640577], [17.4442711, 78.3873233], [11.406413800000001, 76.69324379999999], [18.506527, 73.7794093], [21.14967537, 72.79520416], [10.0177094, 76.99299470000001], [15.5145247, 73.7683784], [31.6835896476, 76.94456942859999], [15.55751514, 73.75357056], [30.9968657, 78.4616526], [12.311774, 76.6486403], [31.122158000000002, 77.1312586], [18.314332399999998, 83.8946865], [31.957851, 77.1094597], [12.518611300000002, 78.2137365], [12.871051800000002, 74.8461441], [22.620815, 88.4325882], [12.4248496, 75.73434909999999], [18.9151, 72.8209], [28.6139391, 77.20902120000001], [9.9312328, 76.26730409999999], [12.518611300000002, 78.2137365], [9.4598, 76.3697], [26.8416156, 70.54582950000001], [11.703206, 76.0833999], [18.7546171, 73.4062342], [30.700754844099997, 76.8614352683], [11.6656117, 76.2626653], [13.9579524, 74.7102958], [11.1361332, 77.3227542], [34.125541299999995, 74.94425849999999], [15.6280702, 73.7280873], [9.499705300000002, 76.3314859], [12.991257300000001, 77.59393840000001], [28.420249699999996, 77.1041062], [17.9942351, 73.02579940000001], [23.3021885, 81.3568021], [27.308363699999997, 88.6723578], [18.5455442338, 73.90123128890001], [30.8997997, 76.9671865], [14.4206342, 74.4220389], [17.753111999999998, 73.1880618], [11.412646, 76.69387059999998], [11.4003323, 76.71646870000001], [29.682166093200003, 79.5005786322], [26.923091039499997, 75.7467442525], [15.8590435, 74.50899179999999], [32.242194899999994, 77.1919957], [34.118595452, 74.8274994962], [9.498066699999999, 76.3388484], [10.993768199999998, 77.01041500000001], [12.9478531675, 80.1895246604], [15.6404124, 73.7223316], [15.3970177326, 73.8089646609], [9.9657787, 76.2421147], [19.116262, 72.8822225], [13.0625, 80.2614], [12.3746466, 76.66588540000001], [18.546328600000002, 73.90331390000001], [31.181749800000002, 77.1900429], [9.9901897, 76.2810132], [13.0826802, 80.2707184], [18.6553938, 72.8670819], [18.6553938, 72.8670819], [11.703206, 76.0833999], [10.2400824092, 77.4863996193], [28.621929607800002, 77.0828790955], [10.978278999999999, 79.396525], [8.735585400000001, 76.7046225], [30.122733899999997, 78.38217940000001], [28.419164823800003, 77.1028275849], [12.3486749, 76.6156373], [21.2133079, 72.840112], [29.4717417317, 79.1494734556], [28.538389000000002, 77.1988968], [34.0836581, 74.7973681], [13.066969199999999, 80.25952209999998], [15.4954014, 73.8198001], [17.6868159, 83.2184815], [9.9782552932, 76.2857306211], [25.317645199999998, 82.97391440000001], [28.6139391, 77.20902120000001], [30.559932699999997, 77.29548299999999], [10.2343586, 77.48632950000001], [28.5681666419, 77.1897725138], [26.031047, 76.3945098], [13.613949100000001, 79.362951], [29.369761600000004, 79.54396659999999], [28.6139391, 77.20902120000001], [13.360501500000002, 74.7863698], [13.0290549, 80.2526394], [26.9114039, 75.80018840000001], [15.009964800000002, 74.02321859999999], [16.992844100000003, 81.7755526], [9.498066699999999, 76.3388484], [17.4027421, 78.45245909999998], [16.056839800000002, 79.7453318], [31.0856576, 77.30085059999999], [12.30958, 75.6884429], [29.8377457, 78.6871069], [29.944801399999996, 78.16410309999999], [29.443390899999997, 79.6108067], [15.5635065, 73.8154394], [28.5434687509, 77.2923265304], [9.6032504634, 77.1697819715], [26.9145785981, 75.79107450859999], [25.6032296, 94.11432690000001], [15.49755, 73.835788], [19.068325851500003, 73.0099011281], [26.264775699999998, 82.0727061], [28.0657961, 76.1014781], [12.422598800000001, 75.74031409999999], [28.4495762188, 77.0643966849], [27.038095000000002, 88.2665483], [18.5892426809, 73.9974170925], [30.315259109899998, 78.0385455091], [23.2413214569, 77.3858365416], [13.323140599999999, 75.7720705], [11.064632503399999, 76.7065857043], [32.1531757662, 77.1827602421], [23.179301300000002, 75.7849097], [18.5713005066, 73.7646102905], [17.8669587652, 73.08245348210001], [25.614034467, 85.0526278521], [31.1808614, 77.18464159999999], [30.928514899999996, 76.7962378], [31.3260152, 75.5761829], [28.459496500000004, 77.02663829999999], [9.9312328, 76.26730409999999], [15.629444, 73.735833], [12.9515651, 80.2415006], [11.5606677, 76.040662], [11.9356147955, 79.8359881669], [23.1230742612, 79.9280370958], [9.498066699999999, 76.3388484], [11.5613793, 76.0419106], [11.2587531, 75.78041], [15.912899800000002, 79.7399875], [26.8518284317, 75.8027069496], [16.8674464448, 74.1952958175], [11.306929184500001, 76.62295645100001], [17.923950100000003, 73.8036752], [30.896465799999998, 77.0586127], [31.0437822, 77.1623566], [17.923950100000003, 73.8036752], [17.8809637296, 83.4428643773], [15.536892771400002, 73.7601725983], [31.046561600000004, 77.1170116], [31.0475387, 77.13323609999999], [28.5741278, 77.16093470000001], [11.5398962, 76.0363604], [11.984276300000001, 75.3994546], [10.0837171478, 77.05919421770001], [10.2381136, 77.4891822], [27.689056899999997, 88.7429723], [12.985650300000001, 77.6056927], [11.412858400000001, 76.69307990000001], [15.4955807, 73.8314054], [9.498066699999999, 76.3388484], [11.4991508, 76.4941418], [12.3374942, 75.80690820000001], [28.4023269, 77.0821388], [34.0203549, 75.3151618], [18.7471122, 73.3937306], [17.923643, 73.7983062], [12.9594549, 77.58056850000001], [17.4026049, 78.4607238], [9.498066699999999, 76.3388484], [12.916731599999999, 77.6031066], [13.631596300000002, 74.68999170000001], [32.2396325, 77.1887145], [11.010403300000002, 76.94990279999999], [28.050016999999997, 75.14870069999999], [11.518487, 76.045331], [9.5078761337, 76.3512489849], [28.6139391, 77.20902120000001], [26.1665736, 91.7667071], [12.4244205, 75.7381856], [15.296128, 73.92422509999999], [23.267210290900003, 77.3682122316], [12.427743300000001, 75.7331083], [9.498066699999999, 76.3388484], [28.8976429, 77.0909809], [18.7616768, 73.4047608], [30.451078429200003, 78.0871502124], [28.4636193, 77.04711400000001], [34.125541299999995, 74.94425849999999], [21.1582486, 79.0829521], [11.937772621099999, 76.2703513738], [26.988206400000003, 75.91148299999999], [9.498066699999999, 76.3388484], [26.915748699999998, 70.9083443], [21.1353775158, 79.0781026408], [8.083862616900001, 77.5433739676], [29.3439212, 79.5623421], [31.6509576, 78.4751945], [17.6689547635, 80.89278783729999], [11.5239480824, 76.1717076571], [19.07085429, 73.0093431959], [15.299326500000001, 74.12399599999999], [28.6017, 77.2286], [30.1301468189, 78.325866855], [16.0630693, 73.47105400000001], [8.58357, 76.840383], [27.492413399999997, 77.673673], [28.4580168, 77.05572679999999], [15.495597653199999, 73.8312869929], [18.3056, 83.8945383], [12.992964599999999, 77.5870155], [34.068292, 74.82592840000001], [9.498066699999999, 76.3388484], [28.4580168, 77.05572679999999], [28.480013995, 77.0851881799], [24.594292929699996, 73.7091104638], [15.5698444556, 73.7665272758], [34.1105857, 74.8682569], [16.9662097346, 73.7710980826], [28.558448900000002, 77.2029376], [26.4882016044, 80.32662661260001], [16.056535, 73.468752], [28.6139391, 77.20902120000001], [10.2432819, 77.49372840000001], [17.3511599222, 78.527380575], [28.6139391, 77.20902120000001], [12.9715987, 77.5945627], [23.7185449437, 92.71796734540001], [34.017362983299996, 74.7992779958], [26.4758281032, 74.63882195869999], [9.498066699999999, 76.3388484], [18.9405903087, 72.8275611227], [17.1488663, 73.2726946], [11.73002, 75.91148299999999], [17.4432275078, 78.4607368804], [16.0521777523, 73.4709700845], [23.1518926, 79.91427009999998], [18.761942, 73.44036340000001], [11.3530164, 76.7875915], [15.565295408399999, 73.7768886546], [9.9312328, 76.26730409999999], [10.0889333, 77.0595248], [15.5354983, 73.80971540000002], [34.0787243, 74.814528], [9.6861814, 76.90522940000001], [17.1488663, 73.2726946], [11.656407885799998, 75.96877379029999], [12.838117694500001, 77.401807356], [32.2464951704, 77.1885345962], [15.3975510633, 73.812788103], [16.0630693, 73.47105400000001], [34.0699047246, 74.8093128484], [10.304664280299999, 77.7526824136], [9.5712872004, 76.9733171309], [16.6932084, 74.2452998], [9.7986606921, 77.2051653437], [15.495593192100001, 73.83147687350001], [19.2798533, 72.85741], [28.0229348, 73.31191590000002], [15.571678114200001, 73.7961530685], [28.6418767, 77.2132443], [23.8286354, 71.6139348], [18.734888, 73.09660190000001], [13.0105379481, 77.70154329420001], [32.2215084949, 77.1912465053], [9.7433477677, 76.5140759688], [23.6776471, 87.6852323], [17.1488663, 73.2726946], [34.1217442312, 74.8272277919], [27.552990700000002, 76.6345735], [11.0218211, 76.9975572], [31.1296226, 77.2283453], [11.772513293, 78.2239369729], [17.4957469447, 78.39856048760001], [15.571971557000001, 73.7603652341], [30.374581717399998, 75.550177889], [27.161886600000003, 78.036975], [32.1935173213, 76.34778471899999], [26.8984445, 80.9672173], [24.9294718933, 73.8166006121], [25.351907765900002, 78.63562500729999], [30.6612441429, 76.8296369896], [21.6266172, 87.5074315], [23.230208573000002, 77.4346596192], [10.2381136, 77.4891822], [27.5109859, 77.6778939], [24.5900519735, 72.7117033282], [22.5419553, 73.45927009999998], [27.884313, 78.06626290000001], [28.380210100000003, 75.6091696], [19.8356943, 85.8599358], [28.6475183, 77.1922183], [31.708165500000003, 76.93136750000001], [26.8465108, 80.94668320000001], [25.7531537, 71.4180622], [25.7769677, 87.4653502], [16.1595736, 75.6726295], [26.9059759879, 75.7970310203], [26.232256300000003, 72.96606990000001], [23.179301300000002, 75.7849097], [17.71717, 83.29975], [23.216535999999998, 77.3767386], [23.0315989, 72.58407199999999], [26.449895399999996, 74.6399163], [33.084704800000004, 75.3353875], [26.464529223499998, 74.635718651], [24.5755984775, 73.6969593588], [16.6900416, 74.4563935], [25.222693600000003, 75.8781699], [23.179301300000002, 75.7849097], [23.0044431, 72.5527961], [19.1109255051, 72.879038145], [24.5118486, 86.69699909999999], [21.4489781532, 83.9125019492]],
                {"blur": 15, "gradient": {"0.125": "blue", "0.25": "purple", "0.5": "yellow", "0.75": "orange", "1.0": "red"}, "max": 1.0, "maxZoom": 18, "minOpacity": 0.5, "radius": 7}
            ).addTo(map_523eb437487841dbaef18dc67874c440);
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x25af297a188>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nycmap=folium.Map([21.15, 79.09],zoom_start=4)\n",
    "HeatMap(df[['latitude','longitude']].dropna(),radius=7,gradient={0.125:'blue',0.250:'purple',0.5:'yellow',0.75:'orange',1.0:'red'}).add_to(nycmap)\n",
    "display(nycmap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axarr = plt.subplots(2, 2, figsize=(15, 10))\n",
    "plt.suptitle('Plots', fontsize=15)\n",
    "sns.kdeplot(df['site_review_rating'], ax=axarr[0][0])\n",
    "sns.kdeplot(df['site_review_count'], ax=axarr[0][1])\n",
    "sns.countplot(df['hotel_star_rating'], ax=axarr[1][0])\n",
    "sns.kdeplot(df['room_count'], ax=axarr[1][1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'JointPlot')"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(df['hotel_star_rating'], df['site_review_rating'])\n",
    "plt.suptitle('JointPlot', fontsize=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}