Covid-19 analysis.ipynb

{
    "cells": [
        {
            "metadata": {
                "collapsed": true
            },
            "cell_type": "markdown",
            "source": "# Covid-19's propagation\n\n\n### Introduction\n    \n   Covid-19 is a virus originated from china. It's impact on the world is unquestionable. This notebook will try to analyse it's propagation in US comparing with Italy, where the viruses impact is, by the time this notebook is written, more chaotic. <br>\n   In order to help people and prevent this disease from spreading endlessly, I will be comparing both countries, using Folium api for mapping and intregrating it to the dateset already imported to maximize our accuracy of how would the virus spread in US's territory, then we will be capable of elaborating solutions.<br>\n   All the data in this notebook will be from March 17th 2020."
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "## Dataset\n\n    Global dataset. Available on:\n    Confirmed cases:\n    https://github.com/CSSEGISandData/COVID-19/blob/master/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Confirmed.csv\n    Death cases:\n    https://github.com/CSSEGISandData/COVID-19/blob/master/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Deaths.csv\n    Recovery cases:\n    https://github.com/CSSEGISandData/COVID-19/blob/master/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Recovered.csv\n    \n    \n## features\n\n### Global dataset\n\n1. Province/State\n * Province or state\n * type: String\n2. Country/Region\n * Country\n * type: String\n3. Dates\n * Every date since the beginning\n * type: Date\n4. Lat\n * Latitude\n * type: Decimal\n5. Long\n * Longitude\n * type: Decimal\n"
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "## Import used libraries"
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "# Imports\nimport pandas as pd\nimport numpy as np\n\nimport datetime\n\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\n\n#!pip install folium # Uncomment in case of error\nimport folium\nfrom folium import plugins\nfrom folium.plugins import HeatMap\n\nprint(\"\\nImports successfully\")",
            "execution_count": 225,
            "outputs": [
                {
                    "output_type": "stream",
                    "text": "\nImports successfully\n",
                    "name": "stdout"
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "### Global data\nImporting global dataset"
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "confirmed_df = pd.read_csv(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Confirmed.csv\")\nconfirmed_df.head()",
            "execution_count": 76,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 76,
                    "data": {
                        "text/plain": "  Province/State Country/Region      Lat      Long  1/22/20  1/23/20  1/24/20  \\\n0            NaN       Thailand  15.0000  101.0000        2        3        5   \n1            NaN          Japan  36.0000  138.0000        2        1        2   \n2            NaN      Singapore   1.2833  103.8333        0        1        3   \n3            NaN          Nepal  28.1667   84.2500        0        0        0   \n4            NaN       Malaysia   2.5000  112.5000        0        0        0   \n\n   1/25/20  1/26/20  1/27/20  ...  3/8/20  3/9/20  3/10/20  3/11/20  3/12/20  \\\n0        7        8        8  ...      50      50       53       59       70   \n1        2        4        4  ...     502     511      581      639      639   \n2        3        4        5  ...     150     150      160      178      178   \n3        1        1        1  ...       1       1        1        1        1   \n4        3        4        4  ...      99     117      129      149      149   \n\n   3/13/20  3/14/20  3/15/20  3/16/20  3/17/20  \n0       75       82      114      147      177  \n1      701      773      839      825      878  \n2      200      212      226      243      266  \n3        1        1        1        1        1  \n4      197      238      428      566      673  \n\n[5 rows x 60 columns]",
                        "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>Province/State</th>\n      <th>Country/Region</th>\n      <th>Lat</th>\n      <th>Long</th>\n      <th>1/22/20</th>\n      <th>1/23/20</th>\n      <th>1/24/20</th>\n      <th>1/25/20</th>\n      <th>1/26/20</th>\n      <th>1/27/20</th>\n      <th>...</th>\n      <th>3/8/20</th>\n      <th>3/9/20</th>\n      <th>3/10/20</th>\n      <th>3/11/20</th>\n      <th>3/12/20</th>\n      <th>3/13/20</th>\n      <th>3/14/20</th>\n      <th>3/15/20</th>\n      <th>3/16/20</th>\n      <th>3/17/20</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>NaN</td>\n      <td>Thailand</td>\n      <td>15.0000</td>\n      <td>101.0000</td>\n      <td>2</td>\n      <td>3</td>\n      <td>5</td>\n      <td>7</td>\n      <td>8</td>\n      <td>8</td>\n      <td>...</td>\n      <td>50</td>\n      <td>50</td>\n      <td>53</td>\n      <td>59</td>\n      <td>70</td>\n      <td>75</td>\n      <td>82</td>\n      <td>114</td>\n      <td>147</td>\n      <td>177</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>NaN</td>\n      <td>Japan</td>\n      <td>36.0000</td>\n      <td>138.0000</td>\n      <td>2</td>\n      <td>1</td>\n      <td>2</td>\n      <td>2</td>\n      <td>4</td>\n      <td>4</td>\n      <td>...</td>\n      <td>502</td>\n      <td>511</td>\n      <td>581</td>\n      <td>639</td>\n      <td>639</td>\n      <td>701</td>\n      <td>773</td>\n      <td>839</td>\n      <td>825</td>\n      <td>878</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>NaN</td>\n      <td>Singapore</td>\n      <td>1.2833</td>\n      <td>103.8333</td>\n      <td>0</td>\n      <td>1</td>\n      <td>3</td>\n      <td>3</td>\n      <td>4</td>\n      <td>5</td>\n      <td>...</td>\n      <td>150</td>\n      <td>150</td>\n      <td>160</td>\n      <td>178</td>\n      <td>178</td>\n      <td>200</td>\n      <td>212</td>\n      <td>226</td>\n      <td>243</td>\n      <td>266</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>NaN</td>\n      <td>Nepal</td>\n      <td>28.1667</td>\n      <td>84.2500</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>...</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>NaN</td>\n      <td>Malaysia</td>\n      <td>2.5000</td>\n      <td>112.5000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>3</td>\n      <td>4</td>\n      <td>4</td>\n      <td>...</td>\n      <td>99</td>\n      <td>117</td>\n      <td>129</td>\n      <td>149</td>\n      <td>149</td>\n      <td>197</td>\n      <td>238</td>\n      <td>428</td>\n      <td>566</td>\n      <td>673</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows \u00d7 60 columns</p>\n</div>"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "print(\"Shape: \",confirmed_df.shape)",
            "execution_count": 77,
            "outputs": [
                {
                    "output_type": "stream",
                    "text": "Shape:  (460, 60)\n",
                    "name": "stdout"
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "death_df = pd.read_csv(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Deaths.csv\")\ndeath_df.head()",
            "execution_count": 89,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 89,
                    "data": {
                        "text/plain": "  Province/State Country/Region      Lat      Long  1/22/20  1/23/20  1/24/20  \\\n0            NaN       Thailand  15.0000  101.0000        0        0        0   \n1            NaN          Japan  36.0000  138.0000        0        0        0   \n2            NaN      Singapore   1.2833  103.8333        0        0        0   \n3            NaN          Nepal  28.1667   84.2500        0        0        0   \n4            NaN       Malaysia   2.5000  112.5000        0        0        0   \n\n   1/25/20  1/26/20  1/27/20  ...  3/8/20  3/9/20  3/10/20  3/11/20  3/12/20  \\\n0        0        0        0  ...       1       1        1        1        1   \n1        0        0        0  ...       6      10       10       15       16   \n2        0        0        0  ...       0       0        0        0        0   \n3        0        0        0  ...       0       0        0        0        0   \n4        0        0        0  ...       0       0        0        0        0   \n\n   3/13/20  3/14/20  3/15/20  3/16/20  3/17/20  \n0        1        1        1        1        1  \n1       19       22       22       27       29  \n2        0        0        0        0        0  \n3        0        0        0        0        0  \n4        0        0        0        0        2  \n\n[5 rows x 60 columns]",
                        "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>Province/State</th>\n      <th>Country/Region</th>\n      <th>Lat</th>\n      <th>Long</th>\n      <th>1/22/20</th>\n      <th>1/23/20</th>\n      <th>1/24/20</th>\n      <th>1/25/20</th>\n      <th>1/26/20</th>\n      <th>1/27/20</th>\n      <th>...</th>\n      <th>3/8/20</th>\n      <th>3/9/20</th>\n      <th>3/10/20</th>\n      <th>3/11/20</th>\n      <th>3/12/20</th>\n      <th>3/13/20</th>\n      <th>3/14/20</th>\n      <th>3/15/20</th>\n      <th>3/16/20</th>\n      <th>3/17/20</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>NaN</td>\n      <td>Thailand</td>\n      <td>15.0000</td>\n      <td>101.0000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>NaN</td>\n      <td>Japan</td>\n      <td>36.0000</td>\n      <td>138.0000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>6</td>\n      <td>10</td>\n      <td>10</td>\n      <td>15</td>\n      <td>16</td>\n      <td>19</td>\n      <td>22</td>\n      <td>22</td>\n      <td>27</td>\n      <td>29</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>NaN</td>\n      <td>Singapore</td>\n      <td>1.2833</td>\n      <td>103.8333</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>NaN</td>\n      <td>Nepal</td>\n      <td>28.1667</td>\n      <td>84.2500</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>NaN</td>\n      <td>Malaysia</td>\n      <td>2.5000</td>\n      <td>112.5000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows \u00d7 60 columns</p>\n</div>"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "print(\"Shape: \",death_df.shape)",
            "execution_count": 90,
            "outputs": [
                {
                    "output_type": "stream",
                    "text": "Shape:  (460, 60)\n",
                    "name": "stdout"
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "recovery_df = pd.read_csv(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Recovered.csv\")\nrecovery_df.head()",
            "execution_count": 91,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 91,
                    "data": {
                        "text/plain": "  Province/State Country/Region      Lat      Long  1/22/20  1/23/20  1/24/20  \\\n0            NaN       Thailand  15.0000  101.0000        0        0        0   \n1            NaN          Japan  36.0000  138.0000        0        0        0   \n2            NaN      Singapore   1.2833  103.8333        0        0        0   \n3            NaN          Nepal  28.1667   84.2500        0        0        0   \n4            NaN       Malaysia   2.5000  112.5000        0        0        0   \n\n   1/25/20  1/26/20  1/27/20  ...  3/8/20  3/9/20  3/10/20  3/11/20  3/12/20  \\\n0        0        2        2  ...      31      31       33       34       34   \n1        0        1        1  ...      76      76      101      118      118   \n2        0        0        0  ...      78      78       78       96       96   \n3        0        0        0  ...       1       1        1        1        1   \n4        0        0        0  ...      24      24       24       26       26   \n\n   3/13/20  3/14/20  3/15/20  3/16/20  3/17/20  \n0       35       35       35       35       41  \n1      118      118      118      144      144  \n2       97      105      105      109      114  \n3        1        1        1        1        1  \n4       26       35       42       42       49  \n\n[5 rows x 60 columns]",
                        "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>Province/State</th>\n      <th>Country/Region</th>\n      <th>Lat</th>\n      <th>Long</th>\n      <th>1/22/20</th>\n      <th>1/23/20</th>\n      <th>1/24/20</th>\n      <th>1/25/20</th>\n      <th>1/26/20</th>\n      <th>1/27/20</th>\n      <th>...</th>\n      <th>3/8/20</th>\n      <th>3/9/20</th>\n      <th>3/10/20</th>\n      <th>3/11/20</th>\n      <th>3/12/20</th>\n      <th>3/13/20</th>\n      <th>3/14/20</th>\n      <th>3/15/20</th>\n      <th>3/16/20</th>\n      <th>3/17/20</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>NaN</td>\n      <td>Thailand</td>\n      <td>15.0000</td>\n      <td>101.0000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2</td>\n      <td>2</td>\n      <td>...</td>\n      <td>31</td>\n      <td>31</td>\n      <td>33</td>\n      <td>34</td>\n      <td>34</td>\n      <td>35</td>\n      <td>35</td>\n      <td>35</td>\n      <td>35</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>NaN</td>\n      <td>Japan</td>\n      <td>36.0000</td>\n      <td>138.0000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>...</td>\n      <td>76</td>\n      <td>76</td>\n      <td>101</td>\n      <td>118</td>\n      <td>118</td>\n      <td>118</td>\n      <td>118</td>\n      <td>118</td>\n      <td>144</td>\n      <td>144</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>NaN</td>\n      <td>Singapore</td>\n      <td>1.2833</td>\n      <td>103.8333</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>78</td>\n      <td>78</td>\n      <td>78</td>\n      <td>96</td>\n      <td>96</td>\n      <td>97</td>\n      <td>105</td>\n      <td>105</td>\n      <td>109</td>\n      <td>114</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>NaN</td>\n      <td>Nepal</td>\n      <td>28.1667</td>\n      <td>84.2500</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>NaN</td>\n      <td>Malaysia</td>\n      <td>2.5000</td>\n      <td>112.5000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>24</td>\n      <td>24</td>\n      <td>24</td>\n      <td>26</td>\n      <td>26</td>\n      <td>26</td>\n      <td>35</td>\n      <td>42</td>\n      <td>42</td>\n      <td>49</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows \u00d7 60 columns</p>\n</div>"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "print(\"Shape: \",recovery_df.shape)",
            "execution_count": 92,
            "outputs": [
                {
                    "output_type": "stream",
                    "text": "Shape:  (460, 60)\n",
                    "name": "stdout"
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "## Clean global data \nGetting US data from global data<br>\nClean missing values"
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "# Last date from US dataset\nlast_date_update = confirmed_df.columns.to_list()[-1]\nlast_date_update\n",
            "execution_count": 98,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 98,
                    "data": {
                        "text/plain": "'3/17/20'"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "US_confirmed_df = confirmed_df.loc[confirmed_df['Country/Region']=='US']\nUS_confirmed_df.head()",
            "execution_count": 94,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 94,
                    "data": {
                        "text/plain": "       Province/State Country/Region      Lat      Long  1/22/20  1/23/20  \\\n98         Washington             US  47.4009 -121.4905        0        0   \n99           New York             US  42.1657  -74.9481        0        0   \n100        California             US  36.1162 -119.6816        0        0   \n101     Massachusetts             US  42.2302  -71.5301        0        0   \n102  Diamond Princess             US  35.4437  139.6380        0        0   \n\n     1/24/20  1/25/20  1/26/20  1/27/20  ...  3/8/20  3/9/20  3/10/20  \\\n98         0        0        0        0  ...       0       0      267   \n99         0        0        0        0  ...       0       0      173   \n100        0        0        0        0  ...       0       0      144   \n101        0        0        0        0  ...       0       0       92   \n102        0        0        0        0  ...      45      45       46   \n\n     3/11/20  3/12/20  3/13/20  3/14/20  3/15/20  3/16/20  3/17/20  \n98       366      442      568      572      643      904     1076  \n99       220      328      421      525      732      967     1706  \n100      177      221      282      340      426      557      698  \n101       95      108      123      138      164      197      218  \n102       46       46       46       46       46       47       47  \n\n[5 rows x 60 columns]",
                        "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>Province/State</th>\n      <th>Country/Region</th>\n      <th>Lat</th>\n      <th>Long</th>\n      <th>1/22/20</th>\n      <th>1/23/20</th>\n      <th>1/24/20</th>\n      <th>1/25/20</th>\n      <th>1/26/20</th>\n      <th>1/27/20</th>\n      <th>...</th>\n      <th>3/8/20</th>\n      <th>3/9/20</th>\n      <th>3/10/20</th>\n      <th>3/11/20</th>\n      <th>3/12/20</th>\n      <th>3/13/20</th>\n      <th>3/14/20</th>\n      <th>3/15/20</th>\n      <th>3/16/20</th>\n      <th>3/17/20</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>98</th>\n      <td>Washington</td>\n      <td>US</td>\n      <td>47.4009</td>\n      <td>-121.4905</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>267</td>\n      <td>366</td>\n      <td>442</td>\n      <td>568</td>\n      <td>572</td>\n      <td>643</td>\n      <td>904</td>\n      <td>1076</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>New York</td>\n      <td>US</td>\n      <td>42.1657</td>\n      <td>-74.9481</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>173</td>\n      <td>220</td>\n      <td>328</td>\n      <td>421</td>\n      <td>525</td>\n      <td>732</td>\n      <td>967</td>\n      <td>1706</td>\n    </tr>\n    <tr>\n      <th>100</th>\n      <td>California</td>\n      <td>US</td>\n      <td>36.1162</td>\n      <td>-119.6816</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>144</td>\n      <td>177</td>\n      <td>221</td>\n      <td>282</td>\n      <td>340</td>\n      <td>426</td>\n      <td>557</td>\n      <td>698</td>\n    </tr>\n    <tr>\n      <th>101</th>\n      <td>Massachusetts</td>\n      <td>US</td>\n      <td>42.2302</td>\n      <td>-71.5301</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>92</td>\n      <td>95</td>\n      <td>108</td>\n      <td>123</td>\n      <td>138</td>\n      <td>164</td>\n      <td>197</td>\n      <td>218</td>\n    </tr>\n    <tr>\n      <th>102</th>\n      <td>Diamond Princess</td>\n      <td>US</td>\n      <td>35.4437</td>\n      <td>139.6380</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>45</td>\n      <td>45</td>\n      <td>46</td>\n      <td>46</td>\n      <td>46</td>\n      <td>46</td>\n      <td>46</td>\n      <td>46</td>\n      <td>47</td>\n      <td>47</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows \u00d7 60 columns</p>\n</div>"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {
                "scrolled": true
            },
            "cell_type": "code",
            "source": "US_death_df = death_df.loc[death_df['Country/Region']=='US']\nUS_death_df.head()",
            "execution_count": 95,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 95,
                    "data": {
                        "text/plain": "       Province/State Country/Region      Lat      Long  1/22/20  1/23/20  \\\n98         Washington             US  47.4009 -121.4905        0        0   \n99           New York             US  42.1657  -74.9481        0        0   \n100        California             US  36.1162 -119.6816        0        0   \n101     Massachusetts             US  42.2302  -71.5301        0        0   \n102  Diamond Princess             US  35.4437  139.6380        0        0   \n\n     1/24/20  1/25/20  1/26/20  1/27/20  ...  3/8/20  3/9/20  3/10/20  \\\n98         0        0        0        0  ...       0       0       23   \n99         0        0        0        0  ...       0       0        0   \n100        0        0        0        0  ...       0       0        2   \n101        0        0        0        0  ...       0       0        0   \n102        0        0        0        0  ...       0       0        0   \n\n     3/11/20  3/12/20  3/13/20  3/14/20  3/15/20  3/16/20  3/17/20  \n98        29       31       37       37       40       48       55  \n99         0        0        0        2        3       10       13  \n100        3        4        4        5        6        7       12  \n101        0        0        0        0        0        0        0  \n102        0        0        0        0        0        0        0  \n\n[5 rows x 60 columns]",
                        "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>Province/State</th>\n      <th>Country/Region</th>\n      <th>Lat</th>\n      <th>Long</th>\n      <th>1/22/20</th>\n      <th>1/23/20</th>\n      <th>1/24/20</th>\n      <th>1/25/20</th>\n      <th>1/26/20</th>\n      <th>1/27/20</th>\n      <th>...</th>\n      <th>3/8/20</th>\n      <th>3/9/20</th>\n      <th>3/10/20</th>\n      <th>3/11/20</th>\n      <th>3/12/20</th>\n      <th>3/13/20</th>\n      <th>3/14/20</th>\n      <th>3/15/20</th>\n      <th>3/16/20</th>\n      <th>3/17/20</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>98</th>\n      <td>Washington</td>\n      <td>US</td>\n      <td>47.4009</td>\n      <td>-121.4905</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>23</td>\n      <td>29</td>\n      <td>31</td>\n      <td>37</td>\n      <td>37</td>\n      <td>40</td>\n      <td>48</td>\n      <td>55</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>New York</td>\n      <td>US</td>\n      <td>42.1657</td>\n      <td>-74.9481</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2</td>\n      <td>3</td>\n      <td>10</td>\n      <td>13</td>\n    </tr>\n    <tr>\n      <th>100</th>\n      <td>California</td>\n      <td>US</td>\n      <td>36.1162</td>\n      <td>-119.6816</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2</td>\n      <td>3</td>\n      <td>4</td>\n      <td>4</td>\n      <td>5</td>\n      <td>6</td>\n      <td>7</td>\n      <td>12</td>\n    </tr>\n    <tr>\n      <th>101</th>\n      <td>Massachusetts</td>\n      <td>US</td>\n      <td>42.2302</td>\n      <td>-71.5301</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>102</th>\n      <td>Diamond Princess</td>\n      <td>US</td>\n      <td>35.4437</td>\n      <td>139.6380</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows \u00d7 60 columns</p>\n</div>"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "US_recovery_df = recovery_df.loc[recovery_df['Country/Region']=='US']\nUS_recovery_df.head(20)",
            "execution_count": 116,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 116,
                    "data": {
                        "text/plain": "       Province/State Country/Region      Lat      Long  1/22/20  1/23/20  \\\n98         Washington             US  47.4009 -121.4905        0        0   \n99           New York             US  42.1657  -74.9481        0        0   \n100        California             US  36.1162 -119.6816        0        0   \n101     Massachusetts             US  42.2302  -71.5301        0        0   \n102  Diamond Princess             US  35.4437  139.6380        0        0   \n103    Grand Princess             US  37.6489 -122.6655        0        0   \n104           Georgia             US  33.0406  -83.6431        0        0   \n105          Colorado             US  39.0598 -105.3111        0        0   \n106           Florida             US  27.7663  -81.6868        0        0   \n107        New Jersey             US  40.2989  -74.5210        0        0   \n108            Oregon             US  44.5720 -122.0709        0        0   \n109             Texas             US  31.0545  -97.5635        0        0   \n110          Illinois             US  40.3495  -88.9861        0        0   \n111      Pennsylvania             US  40.5908  -77.2098        0        0   \n112              Iowa             US  42.0115  -93.2105        0        0   \n113          Maryland             US  39.0639  -76.8021        0        0   \n114    North Carolina             US  35.6301  -79.8064        0        0   \n115    South Carolina             US  33.8569  -80.9450        0        0   \n116         Tennessee             US  35.7478  -86.6923        0        0   \n117          Virginia             US  37.7693  -78.1700        0        0   \n\n     1/24/20  1/25/20  1/26/20  1/27/20  ...  3/8/20  3/9/20  3/10/20  \\\n98         0        0        0        0  ...       0       0        1   \n99         0        0        0        0  ...       0       0        0   \n100        0        0        0        0  ...       0       0        2   \n101        0        0        0        0  ...       0       0        1   \n102        0        0        0        0  ...       0       0        0   \n103        0        0        0        0  ...       0       0        0   \n104        0        0        0        0  ...       0       0        0   \n105        0        0        0        0  ...       0       0        0   \n106        0        0        0        0  ...       0       0        0   \n107        0        0        0        0  ...       0       0        0   \n108        0        0        0        0  ...       0       0        0   \n109        0        0        0        0  ...       0       0        0   \n110        0        0        0        0  ...       0       0        2   \n111        0        0        0        0  ...       0       0        0   \n112        0        0        0        0  ...       0       0        0   \n113        0        0        0        0  ...       0       0        0   \n114        0        0        0        0  ...       0       0        0   \n115        0        0        0        0  ...       0       0        0   \n116        0        0        0        0  ...       0       0        0   \n117        0        0        0        0  ...       0       0        0   \n\n     3/11/20  3/12/20  3/13/20  3/14/20  3/15/20  3/16/20  3/17/20  \n98         1        1        1        1        1        1        1  \n99         0        0        0        0        0        0        0  \n100        2        6        6        6        6        6        6  \n101        1        1        1        1        1        1        1  \n102        0        0        0        0        0        0        0  \n103        0        0        0        0        0        0        0  \n104        0        0        0        0        0        0        0  \n105        0        0        0        0        0        0        0  \n106        0        0        0        0        0        0        0  \n107        0        0        0        0        0        1        1  \n108        0        0        0        0        0        0        0  \n109        0        0        0        0        0        0        0  \n110        2        2        2        2        2        2        2  \n111        0        0        0        0        0        0        0  \n112        0        0        0        0        0        0        0  \n113        0        0        0        0        0        3        3  \n114        0        0        0        0        0        0        0  \n115        0        0        0        0        0        0        0  \n116        0        0        0        0        0        0        0  \n117        0        0        0        0        0        0        0  \n\n[20 rows x 60 columns]",
                        "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>Province/State</th>\n      <th>Country/Region</th>\n      <th>Lat</th>\n      <th>Long</th>\n      <th>1/22/20</th>\n      <th>1/23/20</th>\n      <th>1/24/20</th>\n      <th>1/25/20</th>\n      <th>1/26/20</th>\n      <th>1/27/20</th>\n      <th>...</th>\n      <th>3/8/20</th>\n      <th>3/9/20</th>\n      <th>3/10/20</th>\n      <th>3/11/20</th>\n      <th>3/12/20</th>\n      <th>3/13/20</th>\n      <th>3/14/20</th>\n      <th>3/15/20</th>\n      <th>3/16/20</th>\n      <th>3/17/20</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>98</th>\n      <td>Washington</td>\n      <td>US</td>\n      <td>47.4009</td>\n      <td>-121.4905</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>New York</td>\n      <td>US</td>\n      <td>42.1657</td>\n      <td>-74.9481</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>100</th>\n      <td>California</td>\n      <td>US</td>\n      <td>36.1162</td>\n      <td>-119.6816</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2</td>\n      <td>2</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>101</th>\n      <td>Massachusetts</td>\n      <td>US</td>\n      <td>42.2302</td>\n      <td>-71.5301</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>102</th>\n      <td>Diamond Princess</td>\n      <td>US</td>\n      <td>35.4437</td>\n      <td>139.6380</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>103</th>\n      <td>Grand Princess</td>\n      <td>US</td>\n      <td>37.6489</td>\n      <td>-122.6655</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>104</th>\n      <td>Georgia</td>\n      <td>US</td>\n      <td>33.0406</td>\n      <td>-83.6431</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>105</th>\n      <td>Colorado</td>\n      <td>US</td>\n      <td>39.0598</td>\n      <td>-105.3111</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>106</th>\n      <td>Florida</td>\n      <td>US</td>\n      <td>27.7663</td>\n      <td>-81.6868</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>107</th>\n      <td>New Jersey</td>\n      <td>US</td>\n      <td>40.2989</td>\n      <td>-74.5210</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>108</th>\n      <td>Oregon</td>\n      <td>US</td>\n      <td>44.5720</td>\n      <td>-122.0709</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>109</th>\n      <td>Texas</td>\n      <td>US</td>\n      <td>31.0545</td>\n      <td>-97.5635</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>110</th>\n      <td>Illinois</td>\n      <td>US</td>\n      <td>40.3495</td>\n      <td>-88.9861</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>111</th>\n      <td>Pennsylvania</td>\n      <td>US</td>\n      <td>40.5908</td>\n      <td>-77.2098</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>112</th>\n      <td>Iowa</td>\n      <td>US</td>\n      <td>42.0115</td>\n      <td>-93.2105</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>113</th>\n      <td>Maryland</td>\n      <td>US</td>\n      <td>39.0639</td>\n      <td>-76.8021</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>114</th>\n      <td>North Carolina</td>\n      <td>US</td>\n      <td>35.6301</td>\n      <td>-79.8064</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>115</th>\n      <td>South Carolina</td>\n      <td>US</td>\n      <td>33.8569</td>\n      <td>-80.9450</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>116</th>\n      <td>Tennessee</td>\n      <td>US</td>\n      <td>35.7478</td>\n      <td>-86.6923</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>117</th>\n      <td>Virginia</td>\n      <td>US</td>\n      <td>37.7693</td>\n      <td>-78.1700</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>20 rows \u00d7 60 columns</p>\n</div>"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "US_confirmed_df['Lat'] = US_confirmed_df['Lat'].astype(float)\nUS_confirmed_df['Long'] = US_confirmed_df['Long'].astype(float)",
            "execution_count": 124,
            "outputs": [
                {
                    "output_type": "stream",
                    "text": "/opt/conda/envs/Python36/lib/python3.6/site-packages/ipykernel/__main__.py:1: SettingWithCopyWarning: \nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n  if __name__ == '__main__':\n/opt/conda/envs/Python36/lib/python3.6/site-packages/ipykernel/__main__.py:2: SettingWithCopyWarning: \nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n  from ipykernel import kernelapp as app\n",
                    "name": "stderr"
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "# Data visualization"
        },
        {
            "metadata": {
                "scrolled": true
            },
            "cell_type": "code",
            "source": "US_coo = [39.0598, -95.3111]\nheat_data = [[[row['Lat'],row['Long']]]*row[last_date_update] for index, row in US_confirmed_df.iterrows()]\n\nmap_hooray = folium.Map(location=US_coo,\n                    zoom_start = 5) \n\nheat_df = []\nfor i in heat_data:\n    for c in i:\n        heat_df.append(c)\n\nHeatMap(heat_df).add_to(map_hooray)\n\nmap_hooray",
            "execution_count": 359,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 359,
                    "data": {
                        "text/plain": "<folium.folium.Map at 0x7fad977af5f8>",
                        "text/html": "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!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_947c03580b5349b980385b6bcd0bd6b7 {
                    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_947c03580b5349b980385b6bcd0bd6b7" ></div>
        
</body>
<script>    
    
            var map_947c03580b5349b980385b6bcd0bd6b7 = L.map(
                "map_947c03580b5349b980385b6bcd0bd6b7",
                {
                    center: [39.0598, -95.3111],
                    crs: L.CRS.EPSG3857,
                    zoom: 5,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_5dc91fae19ed4fd396638f004acef2e9 = 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_947c03580b5349b980385b6bcd0bd6b7);
        
    
            var heat_map_41e52f3ce9ff4b39923adf6aed1b8736 = L.heatLayer(
                [[47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [47.4009, -121.4905], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [42.1657, -74.9481], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [36.1162, -119.6816], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [42.2302, -71.5301], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [35.4437, 139.638], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [37.6489, -122.6655], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [33.0406, -83.6431], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [39.0598, -105.3111], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [27.7663, -81.6868], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [40.2989, -74.521], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [44.571999999999996, -122.0709], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [31.0545, -97.5635], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.3495, -88.9861], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [40.5908, -77.2098], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [42.0115, -93.2105], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [39.0639, -76.8021], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [35.6301, -79.8064], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [33.8569, -80.945], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [35.7478, -86.6923], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [37.7693, -78.17], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [33.7298, -111.4312], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [39.8494, -86.2583], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [37.6681, -84.6701], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.8974, -77.0268], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [38.3135, -117.0554], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [43.4525, -71.5639], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [45.6945, -93.9002], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [41.1254, -98.2681], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [40.3888, -82.7649], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [41.6809, -71.5118], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [44.2685, -89.6165], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [41.5978, -72.7554], [21.0943, -157.4983], [21.0943, -157.4983], [21.0943, -157.4983], [21.0943, -157.4983], [21.0943, -157.4983], [21.0943, -157.4983], [21.0943, -157.4983], [21.0943, -157.4983], [21.0943, -157.4983], [21.0943, -157.4983], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [35.5653, -96.9289], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [40.15, -111.8624], [38.5266, -96.7265], [38.5266, -96.7265], [38.5266, -96.7265], [38.5266, -96.7265], [38.5266, -96.7265], [38.5266, -96.7265], [38.5266, -96.7265], [38.5266, -96.7265], [38.5266, -96.7265], [38.5266, -96.7265], [38.5266, -96.7265], [38.5266, -96.7265], [38.5266, -96.7265], [38.5266, -96.7265], [38.5266, -96.7265], [38.5266, -96.7265], [38.5266, -96.7265], [38.5266, -96.7265], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [31.1695, -91.8678], [38.4561, -92.2884], [38.4561, -92.2884], [38.4561, -92.2884], [38.4561, -92.2884], [38.4561, -92.2884], [38.4561, -92.2884], [38.4561, -92.2884], [38.4561, -92.2884], [38.4561, -92.2884], [38.4561, -92.2884], [38.4561, -92.2884], [44.0459, -72.7107], [44.0459, -72.7107], [44.0459, -72.7107], [44.0459, -72.7107], [44.0459, -72.7107], [44.0459, -72.7107], [44.0459, -72.7107], [44.0459, -72.7107], [44.0459, -72.7107], [44.0459, -72.7107], [44.0459, -72.7107], [44.0459, -72.7107], [61.3707, -152.4044], [61.3707, -152.4044], [61.3707, -152.4044], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [34.9697, -92.3731], [39.3185, -75.5071], [39.3185, -75.5071], [39.3185, -75.5071], [39.3185, -75.5071], [39.3185, -75.5071], [39.3185, -75.5071], [39.3185, -75.5071], [39.3185, -75.5071], [39.3185, -75.5071], [39.3185, -75.5071], [39.3185, -75.5071], [39.3185, -75.5071], [39.3185, -75.5071], [39.3185, -75.5071], [39.3185, -75.5071], [39.3185, -75.5071], [44.2405, -114.4788], [44.2405, -114.4788], [44.2405, -114.4788], [44.2405, -114.4788], [44.2405, -114.4788], [44.2405, -114.4788], [44.2405, -114.4788], [44.2405, -114.4788], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [44.6939, -69.3819], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [43.3266, -84.5361], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [32.7416, -89.6787], [46.9219, -110.4544], [46.9219, -110.4544], [46.9219, -110.4544], [46.9219, -110.4544], [46.9219, -110.4544], [46.9219, -110.4544], [46.9219, -110.4544], [46.9219, -110.4544], [46.9219, -110.4544], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [34.8405, -106.2485], [47.5289, -99.78399999999999], [47.5289, -99.78399999999999], [47.5289, -99.78399999999999], [44.2998, -99.4388], [44.2998, -99.4388], [44.2998, -99.4388], [44.2998, -99.4388], [44.2998, -99.4388], [44.2998, -99.4388], [44.2998, -99.4388], [44.2998, -99.4388], [44.2998, -99.4388], [44.2998, -99.4388], [44.2998, -99.4388], [38.4912, -80.9545], [42.756, -107.3025], [42.756, -107.3025], [42.756, -107.3025], [42.756, -107.3025], [42.756, -107.3025], [42.756, -107.3025], [42.756, -107.3025], [42.756, -107.3025], [42.756, -107.3025], [42.756, -107.3025], [42.756, -107.3025], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [32.3182, -86.9023], [18.2208, -66.5901], [18.2208, -66.5901], [18.2208, -66.5901], [18.2208, -66.5901], [18.2208, -66.5901], [13.4443, 144.7937], [13.4443, 144.7937], [13.4443, 144.7937], [18.3358, -64.8963], [18.3358, -64.8963]],
                {"blur": 15, "max": 1.0, "maxZoom": 18, "minOpacity": 0.5, "radius": 25}
            ).addTo(map_947c03580b5349b980385b6bcd0bd6b7);
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "# Get dates\nnot_used_columns = ['Province/State','Country/Region','Lat','Long']\ndates = set(US_confirmed_df.columns.to_list()) - set(not_used_columns)\n\ndates = list(dates)\n\ndates.sort(key=lambda date: datetime.datetime.strptime(date, \"%m/%d/%y\"))\n\nfull_dates = dates \n\ndates = dates[-8:]",
            "execution_count": 402,
            "outputs": []
        },
        {
            "metadata": {
                "scrolled": true
            },
            "cell_type": "code",
            "source": "states = US_confirmed_df['Province/State'].to_list()\nstates[0:6]",
            "execution_count": 284,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 284,
                    "data": {
                        "text/plain": "['Washington',\n 'New York',\n 'California',\n 'Massachusetts',\n 'Diamond Princess',\n 'Grand Princess']"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "cases = {}\nfor state in states:\n    cases[state] = {}\n    for date in dates:\n        value = US_confirmed_df.loc[US_confirmed_df['Province/State'] == state][date].values[0]\n        if value != 0:\n            cases[state][date] = value",
            "execution_count": 371,
            "outputs": []
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "#cases",
            "execution_count": 372,
            "outputs": []
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "Let's plot the number of confirmed cases in 'Washington', 'New York', 'California', 'Massachusetts', 'Georgia', 'Colorado', 'Florida'"
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "plt.figure(figsize=(15,15))\n\nplt_states = ['Washington', 'New York', 'California', 'Massachusetts', 'Georgia', 'Colorado', 'Florida']\n\nfor key in plt_states:\n    #x = list(cases[key].keys())\n    #y = list(cases[key].values())\n    lists = cases[key].items()\n    try:\n        x, y = zip(*lists)\n    except:\n        pass\n    plt.plot(x, y)\n    plt.legend(plt_states)\n\n#Set descriptions:\nplt.title(\"Number of Confirmed cases\")\nplt.ylabel('Number of cases')\nplt.xlabel('Date')\n    \nplt.show()",
            "execution_count": 373,
            "outputs": [
                {
                    "output_type": "display_data",
                    "data": {
                        "text/plain": "<Figure size 1080x1080 with 1 Axes>",
                        "image/png": "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\n"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "In only 7 day, New york cases went from 173 to 1706, almost 10 times\n\nNow, let's compare deaths in the state of Washington with the number of confirmed cases"
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "state_wash = 'Washington'\nlegend = ['Confirmed', 'Deaths']\ndeaths_wash = {}\nfor date in dates:\n        value = US_death_df.loc[US_death_df['Province/State'] == state_wash][date].values[0]\n        if value != 0:\n            deaths_wash[date] = value",
            "execution_count": 374,
            "outputs": []
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "deaths_wash",
            "execution_count": 375,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 375,
                    "data": {
                        "text/plain": "{'3/10/20': 23,\n '3/11/20': 29,\n '3/12/20': 31,\n '3/13/20': 37,\n '3/14/20': 37,\n '3/15/20': 40,\n '3/16/20': 48,\n '3/17/20': 55}"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "plt.figure(figsize=(10,10))\n\n# Confirmed bar\nlists = cases[state_wash].items()\n\ntry:\n    x, y = zip(*lists)\nexcept:\n    pass\n\nplt.bar(x, y)\n\n\n# Death bar\nlists = deaths_wash.items()\ntry:\n    xx, yy = zip(*lists)\nexcept:\n    pass\nplt.bar(xx, yy, color='r')\n\n#Set descriptions:\nplt.title(\"Number of Deaths vs Number of Confirmed cases\")\nplt.ylabel('Number of cases')\nplt.xlabel('Date')\nplt.legend(legend)\n\nplt.show()",
            "execution_count": 376,
            "outputs": [
                {
                    "output_type": "display_data",
                    "data": {
                        "text/plain": "<Figure size 720x720 with 1 Axes>",
                        "image/png": "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\n"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "### Partial conclusion\nThe infection rate is high and worrisome, but the mortality rate is low.\nlet's see how low the mortality rate is:"
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "avg = 0\ntotal_avg = 0\nfor i in range(len(list(y))):\n    avg = yy[i]/ y[i]\n    total_avg += avg\n\ntotal_avg /= len(list(y))\nprint('Mortality rate in Washington between March 10th and March 17th is: ', total_avg*100, '%.')",
            "execution_count": 377,
            "outputs": [
                {
                    "output_type": "stream",
                    "text": "Mortality rate in Washington between March 10th and March 17th is:  6.647002325490314 %.\n",
                    "name": "stdout"
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "### Mortality rate in Washington = 6.647%\n"
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "# Italy dataset\n\nNow, let's import the dataset from Italy to analyse it and compare it to US's."
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "ITALY_confirmed_df = confirmed_df.loc[confirmed_df['Country/Region']=='Italy']\nITALY_confirmed_df.head()",
            "execution_count": 378,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 378,
                    "data": {
                        "text/plain": "   Province/State Country/Region   Lat  Long  1/22/20  1/23/20  1/24/20  \\\n16            NaN          Italy  43.0  12.0        0        0        0   \n\n    1/25/20  1/26/20  1/27/20  ...  3/8/20  3/9/20  3/10/20  3/11/20  3/12/20  \\\n16        0        0        0  ...    7375    9172    10149    12462    12462   \n\n    3/13/20  3/14/20  3/15/20  3/16/20  3/17/20  \n16    17660    21157    24747    27980    31506  \n\n[1 rows x 60 columns]",
                        "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>Province/State</th>\n      <th>Country/Region</th>\n      <th>Lat</th>\n      <th>Long</th>\n      <th>1/22/20</th>\n      <th>1/23/20</th>\n      <th>1/24/20</th>\n      <th>1/25/20</th>\n      <th>1/26/20</th>\n      <th>1/27/20</th>\n      <th>...</th>\n      <th>3/8/20</th>\n      <th>3/9/20</th>\n      <th>3/10/20</th>\n      <th>3/11/20</th>\n      <th>3/12/20</th>\n      <th>3/13/20</th>\n      <th>3/14/20</th>\n      <th>3/15/20</th>\n      <th>3/16/20</th>\n      <th>3/17/20</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>16</th>\n      <td>NaN</td>\n      <td>Italy</td>\n      <td>43.0</td>\n      <td>12.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>7375</td>\n      <td>9172</td>\n      <td>10149</td>\n      <td>12462</td>\n      <td>12462</td>\n      <td>17660</td>\n      <td>21157</td>\n      <td>24747</td>\n      <td>27980</td>\n      <td>31506</td>\n    </tr>\n  </tbody>\n</table>\n<p>1 rows \u00d7 60 columns</p>\n</div>"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "ITALY_death_df = death_df.loc[death_df['Country/Region']=='Italy']\nITALY_death_df.head()",
            "execution_count": 379,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 379,
                    "data": {
                        "text/plain": "   Province/State Country/Region   Lat  Long  1/22/20  1/23/20  1/24/20  \\\n16            NaN          Italy  43.0  12.0        0        0        0   \n\n    1/25/20  1/26/20  1/27/20  ...  3/8/20  3/9/20  3/10/20  3/11/20  3/12/20  \\\n16        0        0        0  ...     366     463      631      827      827   \n\n    3/13/20  3/14/20  3/15/20  3/16/20  3/17/20  \n16     1266     1441     1809     2158     2503  \n\n[1 rows x 60 columns]",
                        "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>Province/State</th>\n      <th>Country/Region</th>\n      <th>Lat</th>\n      <th>Long</th>\n      <th>1/22/20</th>\n      <th>1/23/20</th>\n      <th>1/24/20</th>\n      <th>1/25/20</th>\n      <th>1/26/20</th>\n      <th>1/27/20</th>\n      <th>...</th>\n      <th>3/8/20</th>\n      <th>3/9/20</th>\n      <th>3/10/20</th>\n      <th>3/11/20</th>\n      <th>3/12/20</th>\n      <th>3/13/20</th>\n      <th>3/14/20</th>\n      <th>3/15/20</th>\n      <th>3/16/20</th>\n      <th>3/17/20</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>16</th>\n      <td>NaN</td>\n      <td>Italy</td>\n      <td>43.0</td>\n      <td>12.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>366</td>\n      <td>463</td>\n      <td>631</td>\n      <td>827</td>\n      <td>827</td>\n      <td>1266</td>\n      <td>1441</td>\n      <td>1809</td>\n      <td>2158</td>\n      <td>2503</td>\n    </tr>\n  </tbody>\n</table>\n<p>1 rows \u00d7 60 columns</p>\n</div>"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "## Data visualization\n\nAs well as we did for US data, let's visualize Italy death rate."
        },
        {
            "metadata": {
                "scrolled": true
            },
            "cell_type": "code",
            "source": "full_dates = full_dates[-26:]\ncases_italy = {}\nfor date in full_dates:\n    value = ITALY_confirmed_df[date].values[0]\n    if value != 0:\n        cases_italy[date] = value\ncases_italy",
            "execution_count": 414,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 414,
                    "data": {
                        "text/plain": "{'2/21/20': 20,\n '2/22/20': 62,\n '2/23/20': 155,\n '2/24/20': 229,\n '2/25/20': 322,\n '2/26/20': 453,\n '2/27/20': 655,\n '2/28/20': 888,\n '2/29/20': 1128,\n '3/1/20': 1694,\n '3/2/20': 2036,\n '3/3/20': 2502,\n '3/4/20': 3089,\n '3/5/20': 3858,\n '3/6/20': 4636,\n '3/7/20': 5883,\n '3/8/20': 7375,\n '3/9/20': 9172,\n '3/10/20': 10149,\n '3/11/20': 12462,\n '3/12/20': 12462,\n '3/13/20': 17660,\n '3/14/20': 21157,\n '3/15/20': 24747,\n '3/16/20': 27980,\n '3/17/20': 31506}"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "legend = ['Confirmed', 'Deaths']\ndeaths_italy = {}\nfor date in full_dates:\n        value = ITALY_death_df[date].values[0]\n        if value != 0:\n            deaths_italy[date] = value\ndeaths_italy",
            "execution_count": 415,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 415,
                    "data": {
                        "text/plain": "{'2/21/20': 1,\n '2/22/20': 2,\n '2/23/20': 3,\n '2/24/20': 7,\n '2/25/20': 10,\n '2/26/20': 12,\n '2/27/20': 17,\n '2/28/20': 21,\n '2/29/20': 29,\n '3/1/20': 34,\n '3/2/20': 52,\n '3/3/20': 79,\n '3/4/20': 107,\n '3/5/20': 148,\n '3/6/20': 197,\n '3/7/20': 233,\n '3/8/20': 366,\n '3/9/20': 463,\n '3/10/20': 631,\n '3/11/20': 827,\n '3/12/20': 827,\n '3/13/20': 1266,\n '3/14/20': 1441,\n '3/15/20': 1809,\n '3/16/20': 2158,\n '3/17/20': 2503}"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "plt.figure(figsize=(30,10))\n\n# Confirmed bar\nlists = cases_italy.items()\n\ntry:\n    x, y = zip(*lists)\nexcept:\n    pass\n\nplt.bar(x, y)\n\n\n# Death bar\nlists = deaths_italy.items()\ntry:\n    xx, yy = zip(*lists)\nexcept:\n    pass\nplt.bar(xx, yy, color='r')\n\n#Set descriptions:\nplt.title(\"Number of Deaths vs Number of Confirmed cases\")\nplt.ylabel('Number of cases')\nplt.xlabel('Date')\nplt.legend(legend)\n\nplt.show()",
            "execution_count": 416,
            "outputs": [
                {
                    "output_type": "display_data",
                    "data": {
                        "text/plain": "<Figure size 2160x720 with 1 Axes>",
                        "image/png": "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\n"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "Fortunately, this dataset gave us more data to work with.\nSo let's calculate it's mortality rate:\n"
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "avg = 0\ntotal_avg = 0\nfor i in range(len(list(y))):\n    avg = yy[i]/ y[i]\n    total_avg += avg\n\ntotal_avg /= len(list(y))\nprint('Mortality rate in Italy: ', total_avg*100, '%.')",
            "execution_count": 418,
            "outputs": [
                {
                    "output_type": "stream",
                    "text": "Mortality rate in Italy:  4.468450831160095 %.\n",
                    "name": "stdout"
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "### 4.46%?? So, can we say that Covid-19 is more deadly in Washington than it is in Italy?\n\nLet's try one more thing to make sure:\n\nOnce the dataset for Italy is way more detailed than that from US, I will compare the death rate for both in the same period and compare it!\n"
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "# Calculating death rate in a differente period of time\n# Confirmed cases\nCI = {}\nfor date in dates:\n    value = ITALY_confirmed_df[date].values[0]\n    if value != 0:\n        CI[date] = value\nlists = CI.items()\n\ntry:\n    x, y = zip(*lists)\nexcept:\n    pass\n\n\n# Death cases\nDI = {}\nfor date in dates:\n        value = ITALY_death_df[date].values[0]\n        if value != 0:\n            DI[date] = value\nlists = DI.items()\n\ntry:\n    xx, yy = zip(*lists)\nexcept:\n    pass\n       \n            \navg = 0\ntotal_avg = 0\nfor i in range(len(list(y))):\n    avg = yy[i]/ y[i]\n    total_avg += avg\n\ntotal_avg /= len(list(y))\nprint('Mortality rate in Italy in the same period of time of the US: ', total_avg*100, '%.')",
            "execution_count": 425,
            "outputs": [
                {
                    "output_type": "stream",
                    "text": "Mortality rate in Italy in the same period of time of the US:  7.054573010702931 %.\n",
                    "name": "stdout"
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "## Wait! 7.05% is higher than the US Mortality Rate!"
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "This is not a definitive solution!\nMore research still needed and I will be doind it for the next few weeks."
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "",
            "execution_count": null,
            "outputs": []
        }
    ],
    "metadata": {
        "kernelspec": {
            "name": "python3",
            "display_name": "Python 3.6",
            "language": "python"
        },
        "language_info": {
            "name": "python",
            "version": "3.6.9",
            "mimetype": "text/x-python",
            "codemirror_mode": {
                "name": "ipython",
                "version": 3
            },
            "pygments_lexer": "ipython3",
            "nbconvert_exporter": "python",
            "file_extension": ".py"
        }
    },
    "nbformat": 4,
    "nbformat_minor": 1
}