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2019-nCoV.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "2019-nCoV.ipynb",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"authorship_tag": "ABX9TyO/bPyZT4j4nHMwlzSTfjEU",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/iam-abbas/fa95401b7d32d471843511cd53f70677/2019-ncov.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "HJyGwTm1NzkO",
"colab_type": "text"
},
"source": [
"# **Data Visualization of 2019-nCov (Novel Corona Virus)**\n",
"![2019-nCoV](https://news.images.itv.com/image/file/2114540/stream_img.jpg)\n",
"\n",
"---\n",
"\n",
"#### *Coronaviruses (CoV) are a large family of viruses that cause illness ranging from the common cold to more severe diseases such as Middle East Respiratory Syndrome (MERS-CoV) and Severe Acute Respiratory Syndrome (SARS-CoV). A novel coronavirus (nCoV) is a new strain that has not been previously identified in humans.*\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "O3D0BoT-PT7t",
"colab_type": "text"
},
"source": [
"### Dataset used in this notebook was obtained from [kaggle](https://www.kaggle.com/sudalairajkumar/novel-corona-virus-2019-dataset).\n",
"\n",
"#### First let's install *geopandas and folium*, libraries used for plotting spatial graphs"
]
},
{
"cell_type": "code",
"metadata": {
"id": "B8n4tYBuJq2v",
"colab_type": "code",
"outputId": "9e8f2e61-3735-43d7-bfbf-898cde373e84",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 595
}
},
"source": [
"!pip install geopandas folium\n"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"Collecting geopandas\n",
"\u001b[?25l Downloading https://files.pythonhosted.org/packages/5b/0c/e6c99e561b03482220f00443f610ccf4dce9b50f4b1093d735f93c6fc8c6/geopandas-0.6.2-py2.py3-none-any.whl (919kB)\n",
"\u001b[K |████████████████████████████████| 921kB 2.9MB/s \n",
"\u001b[?25hRequirement already satisfied: folium in /usr/local/lib/python3.6/dist-packages (0.8.3)\n",
"Collecting pyproj\n",
"\u001b[?25l Downloading https://files.pythonhosted.org/packages/d6/70/eedc98cd52b86de24a1589c762612a98bea26cde649ffdd60c1db396cce8/pyproj-2.4.2.post1-cp36-cp36m-manylinux2010_x86_64.whl (10.1MB)\n",
"\u001b[K |████████████████████████████████| 10.1MB 13.2MB/s \n",
"\u001b[?25hCollecting fiona\n",
"\u001b[?25l Downloading https://files.pythonhosted.org/packages/50/f7/9899f8a9a2e38601472fe1079ce5088f58833221c8b8507d8b5eafd5404a/Fiona-1.8.13-cp36-cp36m-manylinux1_x86_64.whl (11.8MB)\n",
"\u001b[K |████████████████████████████████| 11.8MB 53.9MB/s \n",
"\u001b[?25hRequirement already satisfied: pandas>=0.23.0 in /usr/local/lib/python3.6/dist-packages (from geopandas) (0.25.3)\n",
"Requirement already satisfied: shapely in /usr/local/lib/python3.6/dist-packages (from geopandas) (1.6.4.post2)\n",
"Requirement already satisfied: branca>=0.3.0 in /usr/local/lib/python3.6/dist-packages (from folium) (0.3.1)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from folium) (1.12.0)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from folium) (1.17.5)\n",
"Requirement already satisfied: jinja2 in /usr/local/lib/python3.6/dist-packages (from folium) (2.10.3)\n",
"Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from folium) (2.21.0)\n",
"Requirement already satisfied: attrs>=17 in /usr/local/lib/python3.6/dist-packages (from fiona->geopandas) (19.3.0)\n",
"Collecting cligj>=0.5\n",
" Downloading https://files.pythonhosted.org/packages/e4/be/30a58b4b0733850280d01f8bd132591b4668ed5c7046761098d665ac2174/cligj-0.5.0-py3-none-any.whl\n",
"Requirement already satisfied: click<8,>=4.0 in /usr/local/lib/python3.6/dist-packages (from fiona->geopandas) (7.0)\n",
"Collecting munch\n",
" Downloading https://files.pythonhosted.org/packages/cc/ab/85d8da5c9a45e072301beb37ad7f833cd344e04c817d97e0cc75681d248f/munch-2.5.0-py2.py3-none-any.whl\n",
"Collecting click-plugins>=1.0\n",
" Downloading https://files.pythonhosted.org/packages/e9/da/824b92d9942f4e472702488857914bdd50f73021efea15b4cad9aca8ecef/click_plugins-1.1.1-py2.py3-none-any.whl\n",
"Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.23.0->geopandas) (2018.9)\n",
"Requirement already satisfied: python-dateutil>=2.6.1 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.23.0->geopandas) (2.6.1)\n",
"Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.6/dist-packages (from jinja2->folium) (1.1.1)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->folium) (2019.11.28)\n",
"Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->folium) (2.8)\n",
"Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->folium) (1.24.3)\n",
"Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->folium) (3.0.4)\n",
"Installing collected packages: pyproj, cligj, munch, click-plugins, fiona, geopandas\n",
"Successfully installed click-plugins-1.1.1 cligj-0.5.0 fiona-1.8.13 geopandas-0.6.2 munch-2.5.0 pyproj-2.4.2.post1\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "n2u5p2XlQMUF",
"colab_type": "text"
},
"source": [
"#### **Importing all the necessary libraries.**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "1KAYc7yfIgQI",
"colab_type": "code",
"colab": {}
},
"source": [
"import pandas as pd \n",
"import matplotlib.pyplot as plt \n",
"import geopandas as gpd\n",
"import numpy as np\n",
"import seaborn as sns"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "b5YBcr5mQ5BE",
"colab_type": "text"
},
"source": [
"#### **Downloading Dataset**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "xYTXGRu-NWJP",
"colab_type": "code",
"outputId": "4f4e5c6e-b6dc-4577-c986-319f74ba3cf0",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 578
}
},
"source": [
"!wget https://raw.githubusercontent.com/iam-abbas/Coronavirus-Data-Visualization/master/Data/2019-nCov_Data.csv\n",
"!wget https://github.com/iam-abbas/Coronavirus-Data-Visualization/raw/master/Data/Countries.zip\n",
"!unzip Countries"
],
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"text": [
"--2020-02-03 09:46:12-- https://raw.githubusercontent.com/iam-abbas/Coronavirus-Data-Visualization/master/Data/2019-nCov_Data.csv\n",
"Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n",
"Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 43865 (43K) [text/plain]\n",
"Saving to: ‘2019-nCov_Data.csv’\n",
"\n",
"\r2019-nCov_Data.csv 0%[ ] 0 --.-KB/s \r2019-nCov_Data.csv 100%[===================>] 42.84K --.-KB/s in 0.02s \n",
"\n",
"2020-02-03 09:46:12 (1.76 MB/s) - ‘2019-nCov_Data.csv’ saved [43865/43865]\n",
"\n",
"--2020-02-03 09:46:13-- https://github.com/iam-abbas/Coronavirus-Data-Visualization/raw/master/Data/Countries.zip\n",
"Resolving github.com (github.com)... 140.82.113.3\n",
"Connecting to github.com (github.com)|140.82.113.3|:443... connected.\n",
"HTTP request sent, awaiting response... 302 Found\n",
"Location: https://raw.githubusercontent.com/iam-abbas/Coronavirus-Data-Visualization/master/Data/Countries.zip [following]\n",
"--2020-02-03 09:46:13-- https://raw.githubusercontent.com/iam-abbas/Coronavirus-Data-Visualization/master/Data/Countries.zip\n",
"Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n",
"Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 1980312 (1.9M) [application/zip]\n",
"Saving to: ‘Countries.zip’\n",
"\n",
"Countries.zip 100%[===================>] 1.89M --.-KB/s in 0.1s \n",
"\n",
"2020-02-03 09:46:14 (13.4 MB/s) - ‘Countries.zip’ saved [1980312/1980312]\n",
"\n",
"Archive: Countries.zip\n",
" extracting: Countries/Countries.cpg \n",
" inflating: Countries/Countries.dbf \n",
" inflating: Countries/Countries.prj \n",
" inflating: Countries/Countries.shp \n",
" inflating: Countries/Countries.shx \n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "pQ539udfQ-D-",
"colab_type": "text"
},
"source": [
"#### **Preparing the Dataset**\n",
"\n",
"##### I am going to use **```data```** as a primary data variable and derive other data-frames from it.\n",
"\n",
"##### We also get rid of serial number and change the date fromat"
]
},
{
"cell_type": "code",
"metadata": {
"id": "fAPsXyePlpRO",
"colab_type": "code",
"outputId": "350e60f6-8e3b-4499-a54f-86d6a8bb8dd8",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
}
},
"source": [
"data = pd.read_csv('2019-nCov_Data.csv')\n",
"data['Last Update'] = data['Last Update'].apply(pd.to_datetime)\n",
"data['Country'] = data['Country'].replace('Mainland China', 'China')\n",
"data.drop(['Sno'],axis=1,inplace=True)\n",
"data.head()"
],
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Date</th>\n",
" <th>Province/State</th>\n",
" <th>Country</th>\n",
" <th>Last Update</th>\n",
" <th>Confirmed</th>\n",
" <th>Deaths</th>\n",
" <th>Recovered</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1/22/2020 12:00</td>\n",
" <td>Anhui</td>\n",
" <td>China</td>\n",
" <td>2020-01-22 12:00:00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1/22/2020 12:00</td>\n",
" <td>Beijing</td>\n",
" <td>China</td>\n",
" <td>2020-01-22 12:00:00</td>\n",
" <td>14.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1/22/2020 12:00</td>\n",
" <td>Chongqing</td>\n",
" <td>China</td>\n",
" <td>2020-01-22 12:00:00</td>\n",
" <td>6.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1/22/2020 12:00</td>\n",
" <td>Fujian</td>\n",
" <td>China</td>\n",
" <td>2020-01-22 12:00:00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1/22/2020 12:00</td>\n",
" <td>Gansu</td>\n",
" <td>China</td>\n",
" <td>2020-01-22 12:00:00</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Date Province/State Country ... Confirmed Deaths Recovered\n",
"0 1/22/2020 12:00 Anhui China ... 1.0 0.0 0.0\n",
"1 1/22/2020 12:00 Beijing China ... 14.0 0.0 0.0\n",
"2 1/22/2020 12:00 Chongqing China ... 6.0 0.0 0.0\n",
"3 1/22/2020 12:00 Fujian China ... 1.0 0.0 0.0\n",
"4 1/22/2020 12:00 Gansu China ... 0.0 0.0 0.0\n",
"\n",
"[5 rows x 7 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 4
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "f3EKsCUvRo-U",
"colab_type": "text"
},
"source": [
"##### The First Data Frame is of Confirmed cases. I grouped the entities by ```'Countries'``` and added the number of confirmed cases\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "o26lSPaemIAB",
"colab_type": "code",
"outputId": "0ebd30f5-c42b-4ae1-e6ec-44085658b24a",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"cases = pd.DataFrame(data.groupby('Country')['Confirmed'].sum())\n",
"cases['Country'] = cases.index\n",
"global_cases = cases[['Country', 'Confirmed']]\n",
"global_cases[['Confirmed']]"
],
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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"\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Confirmed</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Country</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Australia</th>\n",
" <td>67.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Brazil</th>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Cambodia</th>\n",
" <td>7.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Canada</th>\n",
" <td>21.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>China</th>\n",
" <td>77245.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Finland</th>\n",
" <td>5.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>France</th>\n",
" <td>43.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Germany</th>\n",
" <td>38.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Hong Kong</th>\n",
" <td>97.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>India</th>\n",
" <td>5.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Italy</th>\n",
" <td>8.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ivory Coast</th>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Japan</th>\n",
" <td>101.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Macau</th>\n",
" <td>61.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Malaysia</th>\n",
" <td>57.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mexico</th>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Nepal</th>\n",
" <td>9.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Philippines</th>\n",
" <td>6.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Russia</th>\n",
" <td>6.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Singapore</th>\n",
" <td>95.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>South Korea</th>\n",
" <td>69.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Spain</th>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Sri Lanka</th>\n",
" <td>7.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Sweden</th>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Taiwan</th>\n",
" <td>71.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Thailand</th>\n",
" <td>132.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>UK</th>\n",
" <td>6.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>US</th>\n",
" <td>56.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>United Arab Emirates</th>\n",
" <td>21.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Vietnam</th>\n",
" <td>30.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Confirmed\n",
"Country \n",
"Australia 67.0\n",
"Brazil 0.0\n",
"Cambodia 7.0\n",
"Canada 21.0\n",
"China 77245.0\n",
"Finland 5.0\n",
"France 43.0\n",
"Germany 38.0\n",
"Hong Kong 97.0\n",
"India 5.0\n",
"Italy 8.0\n",
"Ivory Coast 0.0\n",
"Japan 101.0\n",
"Macau 61.0\n",
"Malaysia 57.0\n",
"Mexico 0.0\n",
"Nepal 9.0\n",
"Philippines 6.0\n",
"Russia 6.0\n",
"Singapore 95.0\n",
"South Korea 69.0\n",
"Spain 3.0\n",
"Sri Lanka 7.0\n",
"Sweden 3.0\n",
"Taiwan 71.0\n",
"Thailand 132.0\n",
"UK 6.0\n",
"US 56.0\n",
"United Arab Emirates 21.0\n",
"Vietnam 30.0"
]
},
"metadata": {
"tags": []
},
"execution_count": 5
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TyViVyfTSDDg",
"colab_type": "text"
},
"source": [
"##### Second Data Frame is of Death and Recovered cases. nCoV had almost equal number of deaths and recovered cases. The Graph below shows the Growth of Coronavirus"
]
},
{
"cell_type": "code",
"metadata": {
"id": "t9JfLa93F75Q",
"colab_type": "code",
"outputId": "c69cfa3a-571f-4c3b-eeed-2a7d2903e9c9",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 731
}
},
"source": [
"data_by_date = data\n",
"data_by_date['Day'] = data_by_date['Last Update'].apply(lambda x: x.day if(x.day > 21) else x.day+31 )\n",
"data_by_date\n",
"ax = data_by_date[['Day', 'Deaths', 'Recovered']].groupby(['Day']).sum().plot(figsize= (23, 12))\n",
"ax.set_ylabel(\"Count\")\n",
"ax.set_xlabel(\"Date\")"
],
"execution_count": 27,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 0, 'Date')"
]
},
"metadata": {
"tags": []
},
"execution_count": 27
},
{
"output_type": "display_data",
"data": {
"image/png": 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SJElS0fp0Aqx4B04bBhVrxXw5S05JkiRJkiRJRSdnD0y6GWo1h46/isuSKXFZRZIkSZIk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"text/plain": [
"<Figure size 1656x864 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_MUPjeJ0SUQC",
"colab_type": "text"
},
"source": [
"#### **Loading the World Map Dataset**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "ghG09nWxKbsb",
"colab_type": "code",
"outputId": "5bf518b1-45f8-4aac-b30a-4b54a74d9628",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
}
},
"source": [
"world = gpd.read_file('Countries/Countries.shp')\n",
"world.head()"
],
"execution_count": 28,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>OBJECTID</th>\n",
" <th>CNTRY_NAME</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>Aruba</td>\n",
" <td>POLYGON ((-69.88223 12.41111, -69.94695 12.436...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>Antigua and Barbuda</td>\n",
" <td>MULTIPOLYGON (((-61.73889 17.54055, -61.75195 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>Afghanistan</td>\n",
" <td>POLYGON ((61.27656 35.60725, 61.29638 35.62853...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>Algeria</td>\n",
" <td>POLYGON ((-5.15213 30.18047, -5.13917 30.19236...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>Azerbaijan</td>\n",
" <td>MULTIPOLYGON (((45.02583 41.03055, 45.00999 41...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" OBJECTID ... geometry\n",
"0 1 ... POLYGON ((-69.88223 12.41111, -69.94695 12.436...\n",
"1 2 ... MULTIPOLYGON (((-61.73889 17.54055, -61.75195 ...\n",
"2 3 ... POLYGON ((61.27656 35.60725, 61.29638 35.62853...\n",
"3 4 ... POLYGON ((-5.15213 30.18047, -5.13917 30.19236...\n",
"4 5 ... MULTIPOLYGON (((45.02583 41.03055, 45.00999 41...\n",
"\n",
"[5 rows x 3 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 28
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "dmNbXjJnSZ9G",
"colab_type": "text"
},
"source": [
"##### First we get rid of Antarctica then we join our very first Datat Frame with the World Dataset under a common identity of Country Name"
]
},
{
"cell_type": "code",
"metadata": {
"id": "7LG6TVgjmdgi",
"colab_type": "code",
"outputId": "65cb816f-7754-45e6-f30a-28bdddeabcdd",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 235
}
},
"source": [
"world = world[world['CNTRY_NAME'] != 'Antarctica']\n",
"world_map = world.set_index('CNTRY_NAME').join(global_cases.set_index('Country'))\n",
"world_map['Confirmed'] = world_map['Confirmed'].fillna(0)\n",
"world_map.head()"
],
"execution_count": 29,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>OBJECTID</th>\n",
" <th>geometry</th>\n",
" <th>Confirmed</th>\n",
" </tr>\n",
" <tr>\n",
" <th>CNTRY_NAME</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Aruba</th>\n",
" <td>1</td>\n",
" <td>POLYGON ((-69.88223 12.41111, -69.94695 12.436...</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Antigua and Barbuda</th>\n",
" <td>2</td>\n",
" <td>MULTIPOLYGON (((-61.73889 17.54055, -61.75195 ...</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Afghanistan</th>\n",
" <td>3</td>\n",
" <td>POLYGON ((61.27656 35.60725, 61.29638 35.62853...</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Algeria</th>\n",
" <td>4</td>\n",
" <td>POLYGON ((-5.15213 30.18047, -5.13917 30.19236...</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Azerbaijan</th>\n",
" <td>5</td>\n",
" <td>MULTIPOLYGON (((45.02583 41.03055, 45.00999 41...</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" OBJECTID ... Confirmed\n",
"CNTRY_NAME ... \n",
"Aruba 1 ... 0.0\n",
"Antigua and Barbuda 2 ... 0.0\n",
"Afghanistan 3 ... 0.0\n",
"Algeria 4 ... 0.0\n",
"Azerbaijan 5 ... 0.0\n",
"\n",
"[5 rows x 3 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 29
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "aPaL3tfdS5N9",
"colab_type": "text"
},
"source": [
"##### The confirmed cases in China were over 45,000. So I changed the max value to 250 to have a visual difference in the graph below"
]
},
{
"cell_type": "code",
"metadata": {
"id": "oLvznEd1ovaJ",
"colab_type": "code",
"outputId": "bbad1aa3-99ab-4625-ab82-14a286531a16",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 592
}
},
"source": [
"fig, ax = plt.subplots(1, figsize=(28, 10))\n",
"ax.axis('off')\n",
"maxVal = 75000.0\n",
"world_map['Confirmed'] = world_map['Confirmed'].where(world_map['Confirmed'] <= maxVal, maxVal)\n",
"world_map.plot(column=\"Confirmed\", cmap='gist_heat_r', ax=ax, linewidth=0.9, edgecolor='0.5')\n"
],
"execution_count": 35,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f6e7a983dd8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 35
},
{
"output_type": "display_data",
"data": {
"image/png": 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yk5oYACitsSvro78QYEdfETv6SigFUn/gpCZWlbT22ldpPfRtkPM3D/j5oYJlcGit0ZP1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\n227oSbztS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oooACQlJWHfvn3o1q3bcZP+tBSff/65f8eOHQ5KqZ8QQiRJ2hgI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sOl6TsGg8rB3tRoYxNgrAV/X/jgLgURTFzxgjhJBKAHpGRsYJTzac898DcNV7VE4/7q1GK7xh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e2Y1YHXjxRFmVvT00FRlHBwPgeEDFBhh72Wcvod9R1ijtCw/hExaQaAv1/P81YUpYlN8y2G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\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Li8OoUaPUn3/+2ZAkSbrzzjsv6UbHjh07tA0bNhRpmvb/DMNIAVB5lYlHCwDcb7W2TMvi\nopJSrFy7qRzA4OZIYrFarUO9Xi8URfnxm2++GfD3v//9gqbZTqcTqampELIMtbp+IQsAntatSXyP\nHnW+TxVFwa233YZRo0fj43kfYNfGCnRpJenDOsjKusPGw4yxx+vyqqWUVk2ZMkWzWq3wer2nH+/e\nvTuPjo72SZL0Qr0CbmQYYw4CjJJleYAkkS2ci02SJC01DK4zxsiFrkkmJpcDpZQDMD2fryJM8dak\n0an5YjKFW5MmQdf1zmikLZ41QtxaxlifVatWZVit1ladOnVq1KrbYWFhmDRpktXj8UQ6nU6sWrXq\nH3l5eRMZY8MBdARwsOZQIcuyLyYmho8cOdK+evVq48SJE7IQQr3tttsEucAe0JUrV+rJyckKABQV\nFdkBLGu0QV0Axlhri8WyQ1GUKH9/f5fb7VbnzJlTRQhZ43a7J1FK82s7z2azUYfDMTIuLm54Wlqa\nVQgBWZZ9nHMREhIidF1X9+7dSyIiIggApKamIiMjw62qKhISEuyLFy92AeCqqho2m40HBgb62Ww2\nS1VVVesz+mAAnldV1atpmlwj0sJut3/14osv3gMAs2bNmilJ0r1CiKcBrKwZEwFwHYCtpqBr0pxQ\nSsXcuXN3Z2VlDa9v9lVjEhAQ0KziLSEEDscVUecILpeLN3Xm7ZXMoEGD1C5duqiLFy+enp+fH8gY\nS6pZzJ4XzvnMjIyM2/v169cuOjq60WLz+XxYu3YtsrKytKqqKlkIQaKjo42uXbvK7dq1I5GRkZDP\nuLsSHh4uf/jhh0LX9Uuac2zcuNHj8Xj6XkU+t+fydZeO7W8BEHjBI5uYktJyzP9iSaXX67ujuQRz\nr9f7PIAPdF0/rGlabmFhoa1169Z1npOTk4O1a9fCnpcnZK+3XjcNKjp3hi8oiJwqmOd0OuHn54dT\nBQ7//f/+n1ZcWKiEhocb3Xr1kkeMHEmeePpZZcuWLdi2aa0SalfQK1JyZRbzzxhjj9a1i84wjJ2P\nP/744N27d/tXVlbK119/fXVwcDBRFKU3pfTg+c5rSiRC/qqoChvY5xpx6GiWq6KyOtPt8cwHcFCW\npYkAPmvuGE1MTK4cTPHWxMTkquJCC7MG6qNwxowZ45YvXz5L07SBXbp0Qfv27QPCwsLgcDjQqlWr\nBu2PEAK73Q673Y6JEyc6/ve///U5fvx4VUBAgFZaWoq7774boaGhxOFwWE+JEA8//LBcUVGBwMBA\n1CXcFhcXIzs7Gz///LNy6623YunSpZoQoiopKak5BcYQIYTdz89Pf+CBB4JDQ0PhdDr9lyxZcn9O\nTs7dr7/++sYXXnjhV6Xp3W73U7quv1hQUPBHSZK8drt9j6Zp3SRJsldXV1fv3r27CEC3srIyYhgG\nlixZAlmW3wXw8LFjxw54PJ7HAOzzeDz2qqqqsKKior2SJB3inJ+eXHu93qr27dtLw4cPD9J1HQ6H\nA5mZmd4ffvhhAmNM4OT36hsAZp2TXdMawI8AggA0iKWHicmlwjnPrKqqGt7ccQAndxhIkgSfzweL\npXmz5iRJghAtNxHK4/HgQoKLyS8QQhAaGop77rnHsXDhwqcKCwv/xBgbSynddb5zKKWFM2fOZOvW\nrfvHxIkTAxojLl3X8f777xvh4eEYOnSo2q5dOwQFBQF1rMtCQ0MRExNjrFmzRh43bly9hDTOOSoq\nKrB//35hGEbRVSzcAsDarOy8FmFvcgpN0/Dt6g3Og0ePV3ODP5GUlLShuWKpSaQ5AAAvv/zytO3b\nt795yy23+Nd1TteuXREeFiYqS0sh6fWr3xpw7BjAOSwWCxbMn88PHz4sBfr5GTdPmCDv3r0bRfn5\navyHH6IqNlbZcuONiGrTBt26dcPgwYOxa8c24/VNTvkvgyx+fqoxPjnPyGCMDaSU5tXW15w5c25m\njHW/4YYbJiiKMlPTtO8URfkrpfTERb48jYbNZr3z7ltGy+3bRSPxugGBx07k9t938Gj3nSkZICDe\nC7dgYmJi8gumeGtiYmJyCSQlJe0AMIox5p+enj7m0KFDIwghQznnkRMmTAivy+vrciCE4L777gsQ\nQpzOZDgfNYtBeDwefPbZZ5xzLs4UJgghyMvLkxVFwbBhw+B0Orksyyc0TVvYGLHXl5oiZREzZsx4\n+l//+tfc1RUXAAAgAElEQVQcVVXhcrnsABSr1epxuVxjGGM2SulZBrbTp0/fD+DhGTNmfAUg9/nn\nn08FAMaYnVLqrvl/H875DwsWLLDa7fbPXnzxxRcAnLu9rhpAMWMsgnNecs62tt35+flHFi5cWArA\nJYRoJ4TYbxjGTAClAHoB2CbL8i0AvjtjTAUAznpPMMYSAeyszQLDxKQxEUJoLUmk9Pf357m5uVJT\neIlfybjdbuLvX6feYlILAQEBuOeee4L++c9/wmKxzARwU13H67r+UW5u7uOLFi3qNm7cOH+b7YI7\nzOsN5xwffvihHhUVhbvvvlu5mMJoiYmJyvz588WYMWPq/P73eDyYN29eVWVlpVAUpYBzXuH1en/f\nEPG3VCilztfmzMnOzS/sFh3Z/Dc4hBBYsmqd8/DRrM+8Pu2plrTjhnOeXlhYWKvl07k8/OijZM6c\nORCSBFIPP+G8G27QgwIDydzZs4lWWCjFf/EFyrt0wZdeLwKOHTM6f/+9bCstha20FIrLhUWKIp6b\nMoX4+fnhr8/9Xf5q4Zfix2OZ/Lbuqj2viocdLxcTALx/vv5qahLsBTCrvuNvKhhjiqIoXWPbRgE4\nOefuENMGMW0i/VIyDlRrmv51M4doYmJyhWGKtyYmJiaXQU125dc1P2CMdViyZMnW3r17B95www32\ni6noW18IIbiYBZ/L5UJhYaF0xx13nHWeEALLly/n48aNk+Lj4zF//vxKTdPeU1W1T4MHfQkkJSX9\nkzH2saZpvVRVvV3TNOr1enUARl0euElJSavO/P2UcFvz/+QZM2bclZ2d/ZamaU/W1T+l9FcVOpKS\nktYBiD/fOYwxfwCcc16bJ7EfgM6U0lQAkGX5M875O2iBiw6TqxtZlrsFBDRKUuElERgYyIuKilqE\neNuSRO1z8fl85EqxeGgplJWVYcuWLfq+ffuUuLg4vaCg4FrGWB9K6XntvCilnDE2NDMzMyk/P/+p\nRx55JMBms6GoqAgLFy7UAgMDye23367s2LEDAQEB6Nev3wVvpp5i/vz5up+fH7nzzjvli/keB4CI\niAi0bt2a//DDD3JiYuJ5j/v222+rKisr502ePPm5i+rgCkc39IWHjmZNiY5s3azr29z8Qnz/w0+V\nBUXFu1qacFvDjtzcXH9N06Cqaq0HHDp0CJ06dYLNZkPrgAD94H33kc4LFsjkAtfHsvh42et2k9DU\nVKPL8uWQNQ1++fly6x07IHs88pnv+JADB+DavNl4c+ZM+a6JE0m3bt1w081jyPvvZEqts3TeO1q2\nFDj1hxljH7TA17A+3KAq8q8+55IkgRAiANgAuGs908TExKQWTPHWxMTEpAGhlB5ljHVOTk5+ISMj\n469Dhgzx7969u3wqC7ap+eGHH/jGjRslh8PBu3Xr9qvV5caNG8WpRafb7eaEkFs55y3CKww4WZQC\nwJaanwYhKSnpewDdG6q9M6kR88+n2PcCsJUxNoFSutQwjCcAtKhqyCZNA2NsoKIo43Vdf5VS6mri\nvh1Wq3VAu3btmrLbOgkJCUFRUVFzh1FvAa658Hg8pCWJ7i0Zl8uFnJwcfP7554iNjcWNN96Inj17\nKhkZGYGrV6+eBuDOus6v2dkx5dVXXx2Wmpp63aBBg/DVV19p8fHxSmlpqfHOO+8gJiZGP3LkCFm/\nfr3Url07MXr0aCk8PPy8bS5cuNDwer3SI488Il1qscCRI0fKX375JR8+fLh05vv1zJsOTqdT8vl8\nmy+pgysYTdOXHzxy7Klhg/uHNkf/Hq8XXy1dU5lXUFjg9fomcSGWNIWV1yXgsFqtXvV8yi2ABQsW\nYODAgdVjxozx//Ozzyr/mDXLyBozRo9ZuVKp65ZD/Icfkuq2bRF46NBZQq3i8dR6fJuNGxVLVRXW\nh4Xp3bp1UwIDA/HYX54k//n3u6JXBESXVlK3zGK+gTF29xVo+/GD16fVWhw3oXsXkpJ+IJkx1vN8\nhW9NTExMzsUUb01MTEwamBrBMYkx9uXGjRsf3LRp08TQ0FDrwIEDgxMSEhrFTuF8XHPNNdLmzZsR\nGBgIp9P5q8I8nPPTgoUsyxYhxD+mTZu2pClj/K1AKd3GGLMAsDDGogAsstls7wN4qplDM2liJEla\nL4TwlyTpKICPzn2eMRYPoIpSmt3QfVut1hcSEhKUOtbtTU5oaKh8/PhxgXOsRZoal8vVYgVczjnc\nbrcUEhLS3KG0eKqrqzF37lwoioKhQ4eKxMTE0+udrl27Yvny5SMZY0pdOzgYY48A+A+A91avXn1d\njx494HK55ISEBBIWFnaqPQU4md27a9cu/tFHHwmbzWb069dPGTx48FnvpRUrVvD8/Hzypz/9Sbqc\nz167du3gcDiwY8cODBo0CKmpqWLTpk1V1dXVhHOuOhwOn9fr3Q3gt/g9nl5cUmZtrs6/XLzKdSI3\nb6Vh8PvOsVtqURBCRsfExPxKVBZCoKqqCqdsQnbs2OGfmJgIq9WKJ59/Xn57zhwjixA9dsWK8+oH\niseDoEOHLioeT3i4Ed6mzWmRMzQ0FM8894L0xtzXpPhw4jc4Rh6yNctYzBgbQSm9ZJ9YxpiqqmrQ\nlClTfrWrqpGwyrKkoRa95abhg/13pmR0BRAFIKuJ4jExMbnCaZkzVJOzYIyFz5gxY0xzx2FiYnJx\nUEozJk2a9KLH44nOzc0du2LFihNvv/122cKFCyu2bNnC8/JqrcHQoLRq1QrPPfccQkNDxb/+9S/O\nz/Es83q9JDAwEEII5ObmOmBmgjYqNRkWwYSQPQD8PB7PpBo7BZPfEJzzoVardbXFYpHnzJkzhzEm\nXnnllSGnnldV9WtVVec2dL+MMUnX9b+pqup38OBBbNu2DYsXL8abb75pvPPOO9q7776r79mzp6G7\nvSBBQUHE6XTWryJOI5KVlYXg4OAWtz2Xc46FCxcawcHBenMXdbsSyM/Ph8PhMKZOnYrExMSzbghY\nLBZER0dzANfV1YaiKKd2ZzxhsVjmrFq1qqq6uloqLS391bEhISEYPXq0/Pzzz5Mbb7xRyczM1F97\n7TWRk5MDANi4cSMOHDhA/vjHP0qX65/r8XgQHBxM1q1bh9mzZ1d/9913a8vKykZMnjw5UNf18PLy\n8v5ut3vkFbrN/HLx6LohG0bzDN3ldts4F0EtWbgFAJvNdsc111wTeO7j6enp+Mc//oHdu3dzq9W6\n32KxbFq1ahX27NkDm82GEWPHyhVdusgNPjjOIavqWZ9Tm82G4SNGoqRaiO6tJTkuVOoNwMMYu5wt\nI4amaRUzZswYxBhrCpF/fOcOMbW+GbPzCmC3WfdSSk3h1sTEpN6YmbdXAJTSIgCrLnigiYlJi6Rm\nIr+NMda+rKysXVlZ2TWZmZkJP/74499Hjx4d1qlTJ9THVsHpdOKNN96AqqoiMTGR9O3bt17V2f39\n/XHnnXfK7733nnj77beNZ5999nSGwykPxU2bNp3Kejt85rmMMQIgF0AkgABKqfPiRm9yLpTSHMZY\ngtVqneD1er8AoDPGwiillc0dm0nTQClNATAGAF555ZXHZVn+WZKk0yK+pmljAXRqhK5jCSGOvXv3\nigMHDgir1Sratm2LG264QQ4KCpLdbjdWr14tdF0nAwcObITuayc6Ohrl5eXqpk2b+LBhw5otsWD/\n/v2ipYmjQgh88803enFxMZ544glz3l4PysvL4efnd16NKTIy0n7s2LFOADae75ipU6f+nTG2Tpbl\nQJ/P90NmZuZLnTp1Mjp27HhevwNJktCtWzd069ZN+fTTT/Xc3FwlLy8PO3bsEI888shlW15s3brV\nt3HjRpckSct0Xf8SwMopU6acHmfN93OLsT1qaiilYubMmRW5+UW2dm0iG70/p7Ma367ZUOHnZ5cL\nCov1Smd1thDi0Ubv+DJgjDksFsv4zMxMERYWRsLDw6EoCnw+H5KTkw0A8ubNm1d5vd5HAQSlpqbu\n37t3r+jbty/p168f1ixdit3/93/oM3MmZK1hdvvbiouRmZrKnTfeKJ25O2zAgAHYtGGd9O42DQ/2\nVe3+Foid2Txr9ivsrz4D79TXkoIxFkEISaCUfgeAM8ZSLieDtx79RVtUdQGAryzniNIAoOs6Pv5y\nGQghf2usGExMTK5OzEmgiYmJSRNRI+Jm1fysZIx9vX79+mnff//9zb179w7o0aOH3eFwIDg4+KzC\nYrqu49ChQ1i4cKEAQDRNI2vWrMGaNWswduxYbcCAAbXuwdy4caOelZV1Zju/WnT6fD6yevVqz4ED\nB7YCeJBSKhhjYQBKT2WPSJL0Iud8OyHk6Rox9z2c3OrVHsD3dW09NakdSmnh66+/fusZD0UDMMXb\n3yDTpk17H+dU07ZarQ97vd4kxtgQSunWBuzuOkVR8PDDDxOHw1GrRUFISAiZN28eVq1ahSFDhhij\nR4++NHPOiyA0NBRDhgwRx44da+yu6iQzMxN//OMfG3289UUIgWXLlum5ubl44oknlJZq6dDSKC0t\nNfz8zr+hITw83Ga1WnsDJ29Qni9TklK68tT/Z82aVX777bcHX8TfQBw/fhyHDx8WDz74IAkNvTwb\n1pycHGzatCnb6/X2pZRWXFZjVzEE+NfRrBPT2rWJbLTPsRACBYXF2JGcZhw9nr1QN4y1ODmv297S\ns24BxPl8PkdaWhrS0tIAnLzBb7FYqiorK0sA3PrCCy+k1Ryb/+qrry6Jioq6CYBdkiSQGssPwhvO\nyjc8OVmu6tDBeHvuXDHo+uvJyJEjAZzMkn9pyjTy/Xff4X87t2NQO9kY302Rlu/X3wLwFupps1Pj\nlfvdGb83mnBbww0+TRuuyHLH7LyCs16o9P2HjEUr1skAIIQ4780jExMTk9owxVsTExOTZoJSehDA\ng4wxW2pq6uyMjIx+hmG0DQwMDBs6dGig1WrF0aNHPXv27NEURdkDYPIpIYcxZgfwh/Xr1/89Ly+v\n7bhx4/zPLICSlZWFbdu2ycOHDydnLjbbtm171oJGVVVkZmbaNE0bASBrzpw5Wy0WSx9CSMncuXOL\n/fz8DkiSFK3r+hSPx9OtdevWutPpfMlqtfLQ0FBy+PDhIMYYJEm6cfr06d83xet2teByuV63WCwl\nQohhmqa1au54TFoOPp9vpc1m83g8ntQGbtoVFxdX5XA4zpsC2LZtWyQlJaG4uBjz5s2TRowYAUU5\ne7rocrlgtVpRW9Elj8eDsrIyREVFXVRgJ06cMGJjY5ttXpqamgqLxSLCw8Ob1Xf3TL7//nv98OHD\n5Mknn5TP/Rs0JkePHkVGRgaKi4uN/Px8uVu3bk3W9+Xi8XiwZ88e+aGHHjrvMZ07d8b333//B8bY\nLAA5NTclIyilhbUdzxiLVhTFejFFxiorK+UjR47goYceIpGRl58FWlFRAUmSdpvCbd1ouv7h5m17\n/t61U5wjIjyswds/np2LRcu+q6xyVgcCkAG8Sik90uAdNR5HVFXdzjkfdMpeorq6GkKI76ZNm3bX\nuQd7vd4ZhYWFo4GT9i3c5yN95s6F1MDWFO2//VY+Ksv4SQjEx8cjOjoawMls9uuHDcO27dvh1kFG\ntpEluwJ8la6DMRbTQm0HDgHA2FFD28XFtD39YLXLjRrh9l4A22qKIpqYmJjUG1O8NTExMWlmaiZw\nz536fcaMGYmrVq16lBASoev6D16v9/9NmjSp6pxz3AA+ZIx9vG/fvvdyc3N/9+CDDwbY7XZwzrFk\nyRKemJgoDRgwoM6+X3rpJXDO8dZbbwmfz0eGDRvW/9prr1ULCgraAGhTVlaW4HA4IIRAu3btQAhR\nAJz2SsvOzsbu3btFSkrKd4yxZwD8m1Lqa8jX52qFUpoye/ZsTdO0BAA/N3c8Ji2DGiFp10svvbS9\ngdtVbDYbS0hIuODebUIIwsPD0bFjR+Mf//iH9OSTT0qnMhl37dplrFixQu7QoYPx+9//Xk5LS4PH\n40Hr1q0hhMD//vc/AEBcXJyGmswoIQSEOJmQdurfU/2c4tixY8ro0aMbbsC1wDmHx+OB0+mEy+WC\ny+XCwYMHUVVVhdzcXDFu3LhG7f9iOHjwIFJSUqRnnnlGakorB4/HgwULFqBXr156586dpfj4eBEe\nHn7FrBcOHjyIgIAAPSIi4rwxBwQEoGvXrmpaWto2zjkBAEVRXgXwcG3HS5J0T0BAALda62+TGRcX\nhyFDhojY2NjLuhnAOcfOnTv1H3/80UMIaapCS1cslNKcl1+e8fm/Pv7isZeeeRS2i/ibXQjO+Snh\nNhGAD4CTUnq0wTpoAmqsNa5ljMkABgPoIkmS3eVyfXCe45Nnz57t9fl8/hUVFeAWC2Rfw0/xJF1H\nh0WLcPj3vxc//fQTueuuX3Rkm82GQH+b4dJ8QjMEukfIuM0AX5WpL2eM3UMp3d/gAV0GlNKdM2e+\nUtY2KiIkKPAXG4jC4lIoslyhG8Zic55sYmJyKVwxkzETExOT3wpJSUnrAayvz7E1BbAemz17dvrr\nr7/+5o033kjCwsKIz+fDhYRbADh27BiWLl1qBAQEkPvuu4/4+fmpAHAqU+hCGUNt27aFzWYjKSkp\nAPA2gLcZY31qPD1NLoDP51sB4G84KYibtgm/QRhjKgBOCBkry/L7FotlJSGkF4BrG7IfVVWfad++\nffsuXbrU+5zbb79deeedd/DOO+/gqaeegp+fHzZu3Cjddddd2Lp1q5g1axZkWUaHDh2we/duHQDi\n4uKUVq1aITQ0VD0z658QctbPuYJu79690arVpSeg+3w+7N27F/7+/mjTpg3O3Da/aNEiIzMzUyaE\nQJZloaqqUFUVuq4jJCQEhBB+7733KjExMS0i69bpdGLx4sXi9ttvv+wCV5cCIQSjR49W7HZ7k/d9\nOQghsHXrVt6jR48Lrm/GjBnjn5qa6l/z60NTp06df75jFUWZWFZW5q9pGlS1Vpei2tq/ZI8Lp9OJ\n3NxcHD9+3JuSkuITQqx3u91/u8IyPJsNzgUD8FhufiHiYi+nvtXZHD52AoZh7KKU7m6wRpuJmoJ2\nm2t+6kQIIWVkZGDZN9/AWtF4id+Ec1TFxpJrrz37q0+SJDz5zHPye+/+k2865uIjO6pSQpQklbjk\n7ntyjY9wUoRuUSiysikrJ//W8LCQ098p2/ekVXEhZgBwMMbK6+vZa1I7jLFIACcAhFJKqy50vInJ\n1YAp3pqYmJhcBUyePPktxpi6Zs2a1ydOnAifz3fBhSPnHAsWLEBiYiK59tprpTOz4Opz7s6dO9Gz\nZ0+0atUKTzzxBP73v/+J8vJyAiCZMaaaXrj14gdCyARCyLUAvm7uYEyaFsaYLElSidVqXejz+X7S\ndb2NoiiBiqKwBuzDIcvyI35+fv83fvx4x4XP+AVFUfDoo49i2bJlxrvvvkseeughyel0knbt2qFH\njx7K0qVLRb9+/Ujbtm2BZpxTHj16FIsWLeL+/v4oKyuTJEk6LQxLkiQCAwPJs88+ixoxkuDXXokt\nykz2m2++0bt06SJ17ty5ycXkDz74QE9ISIDdbr/i1ghCCBQWFkqPPvpLzSjOOZYtW4Zx48adZf9h\ntVoxatQoV1lZmSU5OfnD2bNnvwHg6cmTJ39+brs+n2+YqqqrMjIyru/du3ejxF5aWorjx4/jwIED\nzmPHjrkURdnhcrlWCSGWUkpzGqXTqxRKac6cV1+dc+DQ0WfiYts12B2IKmc1DIP/5nbJWCyWfSdO\nnBhsKynhPd5/v/GulYRA0jSUlJSg5jvlNLquo6LSKcV1rPHcJQRD28vyzmyjG2PM2gQ+theFx+v9\nZEdy+s1RrVtZrVYLQoMDMXxI/4BjJ3Kf9vr4GwDWMsbGmPPkS0dRlEmSJKVPnjzZFG5NfjNccRMz\nExMTE5PaoZTOnTlzZu6nn366IDg4WMcFrvEulwu6rqNHjx4XJdwCwLJly5CRkYGNGzfymkw60rFj\nR0OWZVFeXv7FtGnTzAlpPaCU8jlz5tzk8Xgenzlz5j1Tp079qrljMmlSuNVqnavrerJhGMsBpOq6\nvnfq1KnuhupAkqRvDcMYMWzYMOHv73/hE87B4XDg3nvvlb/99lv+0UcfoW3btnpgYKACALfddluz\nZaq6XC4cPXoU33//vW4Yhjx8+HDRv39/+dRzc+fOxfPPPw/OOfH39ycXe41rLoqKinD8+HHlhRde\naPK+P/nkE62srEwdO3Zsk/fdEEiSBEVRwGuKKXHOsWfPHqSkpGDv3r244447YLfbsWjRIt6vXz9J\nCOE3YMAA9OnTBxaLJWzevHkfvf7669PcbvdDSUlJO0+1SymtZozNz83NHdC7d+8GS4UWQmDfvn3Y\nuHFjeVVVVQWATZqm/ajr+n8nTZrUsKaivzE8Xu/s3SkZTzj8/XH9tf0apM02URGQJGkczrC5+i1g\nGEZyUFDQIF9ICKmKjUXA8eMN3ocAQIQAhBCRkZGEc47jx49DCIG4uDhkZ2cLmwIS6vfLddyqEHRp\nJVnSCvh9AD5q8KAuj+TC4lLrhwu+AQD06xVfPX70MH+vT2sPAISQQUKIzgD2NWOMVzS6ric1dwxX\nOoyxAEmSOk+fPn1Pc8diUj9M8dbExMTkKmLq1Kn/e/nllzuUl5e/cuTIEcTFxdV6XHZ2NubNmwcA\nyMzM5P379693NsX+/fuRkpKCv/zlL+CcS6qqntrurJSVleHDDz8c1hBj+a3g8XiSVFW9RQjxOABT\nvP0NUVOZfMYZDzX4dlzO+VgA8WvXrv2hQ4cOgSEhITjTzqA+EELQv39/KSMjA7feemuzzh337t17\nKkPR4JxLI0aMkHr37k0IIaerSXHOYbFYcPDgQSQkJDRnuBfNvHnz0Lt3b8Nms9W/OlYDkZeXp9x3\n330X/f5oSfj5+eHdd981XC6XxDknqqry3/3ud5JhGPzrr7+W7Ha7aNOmDUlLS+OKomDr1q0SAMTF\nxfGnn37aWlRU1P2LL75YyRiLp5Se6TG75dixY24ADSbepqenY+XKlfs8Hs/DlNJtDdWuCUAprZgx\ng92//sdt3zaUeNsqNBiGYVxcJcarAI/H82F6evp9t917b/Ayr1fE//vfxOJ0Xnw7oaHIHTFCr4qN\nlYUkwVJVxXW7nRhWqyQkCfaiIkGsVmG1Wslbb72FyspKSJKEyMhIXlhYKCkAAs6xMI4LlfwOlfBE\ntDDxllJ6lDHWGcBBAKh2uTkARISHVRQUlbwohEixWtSpc1591e3xeimlNLdZA74CoZSaVmOXj8E5\nL2vuIEzqjynempiYmFxlTJ8+fSZjbPFXX331bYcOHSIGDRrkOFXIrFWrVsjOzsb8+fMRERGh9+vX\nT1mxYoWUnp7OR40aJVVVVSEuLg7nFmbJy8vDV199xbt27SolJyfjtttuQ0RExK/6Tk1N9QHY0URD\nvVookWX5R4/H815zB2Jy9VFTEDF55syZk9555533AOBvf/sbAgIuWLfsLNq0aYOePXvy9evXS7/7\n3e8aI9QLsnLlSmPv3r1SbGysoeu68sQTT8DPz+9XKbUOhwPXXnut2L59u0hISLgsJVLXdUiS1GSC\nZnBwsNGxY8cmF25PnDgBwzDI8ePHeefOna9I9VYIAZ/PJ4YOHSoLIQQhhH/33XdSly5dIEmS1KNH\nD+AXy4zT75vq6mqsWLGCv/3229KwYcMwcuTI4PXr1y9jjF1PKdUZY1EWi+Xx0tJSP875Jb8XysvL\nsXnzZldwcLC9qKjInZmZ6fF4PHdRSvde/uhNzkUILLdZrbll5ZXRIcGBFz7hAlQ5qyHLclEDhHal\nkVpcXBxQUlLCrxkyBD8rCrp+/DHxKyiodwOGxYL9jz6K+D7XKH17dYNhGHC6PHKrkCBIhODn9APG\nzuQM2ZBlsmDBAlFZWUkm3HwD2kaGI/3AYcmmCBFJCnDuNrHuERJWZuI2xphc4+PbYqCUHpoxY8YL\nocGBc+4cNzIAAGLbRgUVFpe+DyEkr0/DiOsG8B+377lt9qxZu3ya9ncAeVaL+oXXpz1JKT3czEMw\nucqhlLoAXFFFF3/rmOKtiYmJyVUIpXQvYyw+MzPzD1lZWQ8CCAag+3y+Hpqm2QYOHIgxY8YoANC1\na1d89NFH0scffwxJkqBp2mlxJyUlBZs2bdJdLpccFBQkbdu2DX/6058QFfXr5BNd17F161aPz+d7\npImHe6XT1uPx/B4nRe8LFg8xMbkUdF3/AMB7AGC326HrOnJzc7Fy5Uru8/nQvXt3MnDgQBIYeH6R\nw2q1kry8PANAk4qLnHOsWLECqamp8hNPPIHQ0NALzl8TEhLItm3bsGXLFgwePLjegltlZSVWrVol\niouLDVmWUVJSoiiKItq2bSuioqKkoUOHwmKxXPaYauPo0aMoLS2Vd+/eLbp3796kPg8LFiwQo0aN\nQr9+/a5I4RYADMOAx+M5VfCIACD9+vW74N/e398f99xzj1JSUoL//Oc/4qGHHlK6dOnSY9++faWM\nsZkAPgOgqqq6YvPmzeOHDRt2UW8AXdeRkpJirF27tsIwjNc45xLn/DCAzWbGXeNBKRUzZ74y96ed\nyS+PG33DxXvGnIPVaoHb4+nAGIuilOY1RIxXApRSwRiTN27cCEop/AIDkVJSYsT/5z/1+h4QAI7d\negsPjYoQd4wdUes5URGt5NEjBsOn6Vi2drPBdQ2x0RFKcFAAbri2LzIyj5BV3+WJUR0FztRvVQnQ\nDAQA6AUguSHG2xAwxtrjpCj2dklZhfTWfz7X+vWKl5LT95cLIcJOHbcjOd2r60Y4YIwBMIYQuLw+\nzc9us34EwNzFdg6MMQIgzhS2TX6rmOKtiYmJyVUKpVTDya1kp7eTMcaCFEWhu3fvfjInJ8fZtm1b\n2+DBg/3++te/AgDcbjdee+01bNiwATfddBMOHTqE8PBw+brrriMxMTGoK+soPz8fqqpmmMUDLhpC\nCBkthDhryzxjLJRSWtpcQZlcdUiSJHlkWba9/vrr0HX9lDeoBABbtmzBtm3bYLfbhSzLePLJJ4mq\nqrNXQksAACAASURBVGc1oGmaUVZWJqelpaFnz56NHvDChQt1u90uJyQkkOTkZLRv394IDAysl2AQ\nEhKC2267TWzYsEFs2LBBeuyxx2rdLXAm+/btw9KlS0XPnj15fHy8QghBu3btIIQgycnJPDs72/jn\nP/+Jxx9/XPbz8wNw0qPW5/MhKirqvNdGn8+HtLQ0VFVVwWq1gnOOhIQEOBwn68cVFxdjwYIFutPp\nVAYNGoRdu3ahuLj4lB1Nk2C32w273S7LcpMn/TYYe/fuFQ6Hw8AZ65tz38N1ERYWhpEjR/L58+dL\nI0eODOjfvz/++9//vgpgzeTJk59gjN1SVFQ0EsB5xdvCwkLk5+dD0zRwzrF3796K3NxcoijKT16v\n9yFKaf3TFU0uG103lh7Nyp4O4LLF26PHs0/991kAL11ue03BnDmvfgog+KWXJt1yOe2oqrpC07Rx\nx48fR2JiIrZu2CAbqgpZ01DSs6co6969whcYyG2lpWq7NWsC1DNsFdKefRZaYKD0/L231tmHJEmw\nWS24e1zir/SJ+E7tsWa9yg+WcLlLq1+uUWcIuS0te/24RMgk1aI+IUvSLk3TIn/alerVNH2CxaKu\nkIhk8Xi9kS632wXA3rVjLA4cPg5CyA4hxHDD4OYOtlpQFOUfuq7/lTEWZs6PTX6LmOKtiYmJyW8I\nSmkFgL8xxmbk5OTEFhYWjt65c+cszrkaFhbm9ff3JwAsycnJ6Nu3L/bt24drrrnGiImJUQDUmcFU\nUVEBIcTBJhrKVYOiKNtkWd4wadKktaceY4xdAyBtxowZg5OSkkwvRJOGYAAAmxACwMls1tatW6N1\n69bo1asXduzYYRw6dEh2Op0kPDycc85/lfk5evRoJSsrSyxevBgdO3bEKQGzMfj444+1srIyRVEU\n7NmzBxaLBQ888MBFKYvx8fGSruv45ptvkJycLG6++eY6s1kzMzPRoUMHMW7cuF/1k5iYKAshsGLF\nCmPBggV63759ldTUVKOoqEi2WCxCCMFvvvlmuXv37qfPKSwsxOeff6673W4lPDxcDwgIEJqmQQhB\nNm/erDgcDj0mJkZJT0/HiBEjpJ49e8Lf3x8Oh0N88sknfODAgXLv3r1Pi7yNRWlpKXRdlwoLC88S\nPq801q1bd9mezP3795dbt26Nr7/+WiQkJIjExET+448/fsgYuxNAlM1ms9Z2Hucc27dv1zZt2lRA\nCFlhGEaZEMLQNG0LgNWTJ08WlxOXySVzrKqqWr0cu4tTxHfpiE4dYnHk+InGSb1vYGqyFP9gtVgu\nu8KYpmm3Abhnw4YN/7733nsDhCTBsNmg+/nh6J13EgATAWS72rRJjvjpJ5wp3gpFEX9+4A7i53fp\ndtGSJEEiEHIthSf9Lais9iEAgPeSO2hgarKVV2o+bUaHjrHR0ZGtyc6UDJfgYoDPp8XY7bYNsiyp\nEpEqdF3/qri0/P520ZGOE7n5wwEMmDxlyq7mHkML5R5Jkv41ffp0U7g1+U1yxU7QTExMTEwuHUpp\nOYByAKmMsbcBXFtSUhJVUlJisVqtw71e78Pz5s1DXFycMWHChHp9VxBCoGlaYqMGfhViGMatuq6f\nm618xGazrfF6vU26ddrkquaAEAI333wzFEUBIQSSJCEsLAxRUVHo3Lmz7PV6wTmH3W6vVeWwWCx4\n/PHHybfffmt8+eWX+OMf/9hoaZpOp5MMHjxYDBgwQDpy5Ag6dOhwSe2EhoZCVVX4fD4BgNQl4mRn\nZxtDhgw575gIIbjxxhvl//73v3zjxo2iT58+uO+++2C1WsmePXuwcuVKsWHDBiMiIkLx9/fHzz//\nLIYPHy4NHDgQhJCzrqOGYSA9PV05cOCANn78eKlnz56n+x00aJC0fft2bN26VaSnpxt/+ctfGnW+\n/vnnn+vXXHONPHz48Ct2XeB2u+F2u0nHjh0vu62YmBhMnDiR/Pe//8WECROUUaNG9Vu7du1mwzDm\npqWluQcPHmwLDQ0FAGRlZaGqqgrLli3TJEna7fF4xpkZYS0HSimf+/prh/MLixOiI1tfVlsnr5mk\njHO+soHCa2zaKooMzvnWy22IUmowxr7IycmZV1lZCcL5aYFW9njchs2WQinNfnnqVKe9sPCsu02t\ndu/mq76LxUP3T7jk7wvOOao9mtI+5Ne6eZcwyba3iH8A4I5Lbb8xoJSmMcaijmblHL7t5uHBQYGO\ngDUbfhqpu41ot9tTDqCdAd4ZwPKyiipfSVnFqfneTpzhyW3yC7quxwHQmjsOE5Pm4oqdpJmYmJiY\nNAyUUh+ATad+Z4ylAHh49OjRvC4h41y++uorAGhb23MzZsx4QAjxJaW02TMjGGNhAMoopfyMx/qq\nqnrHlClTpjV1PElJSb/KsKgpInBzU8diclUTKYTA8uXLf/WE3W4Xp7af1vxLCCFQVZWHhYWR8ePH\nk6CgoNPHh4aGSs7zVBvXdR35+fmIiorCpW7B37ZtG0pKShSr1cplWUbnzp0vqR3gZKG1Z555Bp9+\n+inefPNNo7q6Wg4NDdWffPLJs+bAH330kQ5A6tWrV53tWSwW/OUvfzml/p4eYL9+/eQePXrg4MGD\nSlFRkeF0OvmoUaOkfv361foiyLKMhIQEJCQk/GpfPyEEcXFxutfrVY4ePap88skn2gMPPFD//f8X\nic/nI7t37yZ79uzBU089ddHF7JqbZcuW6cnJyYrdbueosQG5XMLDwzFmzBgsXrwYiYmJxN/fv015\neflbQog1//znP29q06ZNpSzLRkFBQaXX620rSdL706dP/2tD9F0fGGOtZFk+oqpqKQAVQInP53tw\n+vTpLcb3s6Xg9fo+TUnf1yU6srX9ctsqKiklAK4Uv80+um5AkkhKQzRmtVp/AFBgGEZ7P5tNzx41\nCq2SkxViGMcopdmMsRBYLI70p56qsFRUCHdkpC1i61abf06OfDS3QFQ6qxHouDT3CkmSYLPIRoFT\nyNGBv+iauiGwt5Bzn4FvGmKMDQ2ltPS1Oa9u3b4nPTE8LMQKoJOqKsMkQh7y+rTnAewCMF4IsVyW\npAKD8whZlitqMv0NQkicEGINpTSjeUfSMqgpwGpi8pvFFG9NTExMTM6iJlugzdq1a4/l5eX5brnl\nFtvlFuhRFEXTNK1Zt40yxvoA+BuAP1it1sKXX375d9OnT/+h5mld07SpjLG5AForivJfXdfHq6o6\nzDCMiOnTp3/YCPHYAPSklO5s6LZNTGrBXduDw4cPx6BBgwjnHJxz6LqORYsWoaKiwhgyZIi8bt06\n8c4778BqtUJVVe71eiW3203atGkjTpw4gejoaFRVVUEIgeDgYGzYsAE//fQT/Pz88Pzzz4PUss31\ngoG63XA4HKJPnz4NIsQ5HA489thjUk5ODg4cOCC2bt2qrF+/XmRkZIhx48ZJkZGRyMvLU1544YVL\nFpwBwGaznfIClnGZRd0iIyOV1atXo3v37sbBgwcbTbgFgMcee0zOz8/H119/LbxeL7mSxNtDhw5h\n37590vPPPw8/P78GLbbWq1cvsmvXLv7dd99JhmFIt956K1avXn0NADknJ+dGAFUAtlNK9YbstzYY\nY10BRAHYUuNn7zAMIyAsLMyi67pRWloaLctyeGPHcSWiG8YHP+/NnHbD4AF2f/9Lt3o5mpUNt8db\nQCk90oDhNSY9CAE4F8WX0whjLIYQkiaECCSEwOfz4c/PPaf8w+NBxPbtEIT4AwCltIwx1scXEuL0\nhYS0AeDLu/76ZXJ1dYi1oIAs/+5Hcd8ddVvX1EalsxpffbtGd3sNxSKf/REv9wh4DdgAtKi/yexZ\ns970adpnOFlE7bkfftq1HwBkSVoG4G2N89YAbpYkUs65SBRCQBBEEEIOKIpcJMvSwi5xsU5Flv1S\nMg68zhiLpZRm19WniYnJ1Y8p3pqYmJiY/ApKaS5jLPDAgQPvq6r6u1tvvbXOjBUhBCRJ4pzz/rU9\nP2XKlM8bJ9L6Y7FYFvh8vvg//elPKCsra718+fJ/AejGGFOsVutCzrlL07QoACd0Xb8OQBmAFznn\nrzHG/kMpbVDxWVXVFzVNYzC3x5k0AZTSI4yxxwB8CABRUVF8wIABkhACaWlpGDBgAAAgOzsb2dnZ\n6NOnj9y/f3/079+fuFwu7N+/H0FBQVJ4eDjmz59vlJSUyB9//DGioqJEQUEBkSRJyLJMhBB88ODB\nSE5OJvv37xfx8fH1FtRSU1Oxc+dOPS8vT7nvvvsa9HOhKApiY2Nhs9nInj17sG3bNnLDDTeQr776\nSowcOZJYLBahqmqL+Sz269cPbdq0wbx582RCCLZs2YLrrruuUfpyOBzo1KkToqOjjV27duHmm2++\nItYHuq7j22+/FWPHjpUaw3/58OHDKC4uxtNPPw1VVeF2uwEgDEAYpXR1g3dYA2NsAIBOANZRSgsB\nwGKx3OTz+d4C0AdACqX0GGMstLCwcCiAYgCp06ZNczVWTFcylNKq2bNmvbty3Y8v3nXLjeql3FAy\nDAOLln9f6fF4f9cIITYWMwgIBMTCy2wnV1GUw4ZhHBFC3JmXl4fY2FgoksSL+vaVIEmn50aU0lNZ\nvocAgDE2Rg8K2qEHBcHpqvX+4XnZtjsd+w4dFQWFRegZQaT+8bJo5S+d9cdTfvl1+6UPr+Hxadpz\nAJ6zqCqdPGXKjFdnzx4nhOjl07Q3FFm+X1Hk93Xd+IiASASinwDAuQCArl6v7/8IIUNi20bZ+vWK\nV/ZmHoFuGP8H4NHmHJOJiUnzc0VMzkxMTExMmh5KqYcx9vi+ffuGxsbGdkxISDjviqe0tBSccwlA\nYROGeEEYY0SW5QesVutzQUFBbSMjI/HBBx8AAGRZnlFzWAwhJMbf399aXl5+L6WUMsZUAB00TTsC\n4JuGFm4BQNO0pQC+b+h2TUzOB6X0P4yxnwFsz8vLk7799tvTz/Xv3x9OpxNOpxMdO3ZEZWWlQM2N\nBT8/P/Tt2/f0sX/+85/ldevWoXfv3vjiiy/4XXfdJXfu3Jns2bMHHTt2lEJCQuB2u5GcnCzi4+Pr\nFVtBQQFWrlyJm266SWnXrh3CwxsniTAiIgJRUVGcECJdd911sFqtZMWKFZAkqcUIt8DJbcKRkZGQ\nJAmjRo1Cenq6ft111zXqvD0uLk45duzYFeMn+MknnxjBwcH8mmuuafDM5OLiYixatEiMHz9e8vPz\nw5IlS5wHDx4EgGk4KZY2CoyxvjabbV23bt1IWlqajTF2D6V08eTJk98G8PaZx1JKywAsa6xYriZ8\nmjbn8NGssVt3pfQYMqDPRW8lOpqVAyHEHkppamPE19AwxiQAiqzIBdOnTD3XU/+ioJTqjLHhiqIc\nkGUZ27Zt49dee60UEhVF8oYPB4AH6jg9hfh88yBJnfOKSodlHslCl7iYOvvb9fM+bN6+26hweuV2\nQYRM7KOgTWDt1+dyT8utAyjL8gnd0JcAwKTJk1cCWMkYs+iGEQ+AqopyVNP15aqi2EHwomHwVM75\nGkkiT3IuZqxev+WpEzn5ti4dY0X6/kPmXNHExMQUb01MTExMzk+NgJu4evXq7/Lz89uPHj3aVlux\nH0mSIEmSzjlvvPLz9YAx1gpAJKU0nTEWbLfbl0ZGRvZJTEwMyMjIENu2bQMhJF8I8eK0adP+V3Na\njsfjsXs8HgBIeu211yb6+/vn67q+1uv1zqWUNoq/3bmLQMaYA4CDUprfGP2ZmACAJEnzCSGHAPgb\nhhF16vGPP/7YKCgokO12u2G320Vd2ZcWiwVjxowBADz33HOn7QH69/8l8T46OhorV66UNm/eLIYO\nHXpBYTQkJARCCPTu3fuyq8KfixACa9eu1TnnUkVFhSgsLCSPP/746Zh37dqld+rUSUYLy4I/fPgw\nDMOAoijwer2NrlL4+/sjPz9fSU9PF9dcc02Lei1qo7S0VLr//vsbpWheamoqj46OJt27dwdjDAAc\nAKCqaj+c9NU1LrVtxhgB0A4nb3YKSZLG2u32B4UQcQEBAbF33HFHQLt27ZCZmVnlcrl+boDh/Oah\nlFYxxhJ/2LIjO75zR0tIcOBFnV9SVg6fz/dTI4XX4FBK+Zw5r+bputFQW+3767oeKcuyMyQkxL+i\nogIFRUUEQnAQ8mMdcWiMsbnEMJaCc+xJPyC6xMXUeW35YfMOHu0w5F6tJD68g3Le+2oGF/j+kO61\nKdjw0lR6yZ/HhoQx1oEQ8ker1ZLu82kPJSUlnfv51QBMaRPZeqpP094pKin7WNN1AHiAUvodYyxQ\nlqRPJIL/0w0D6fsPiaGD+miqqgwB8GWTD8ik2WGMWQEEUEob7aahyZWDKd6amJiYmNQJpfQEY6xf\nSkrKF6mpqeM7d+5sDBgwQImIiEBJSQkiIiJw/PhxWCyWj1966aWDTR0fY8wPwDgAG6xW625/f/+g\n2bNnK1arFUOGDFGvu+46y/Lly3lGRgZRVdXQdf33AH585ZVXJlqt1skWi6Vdx44dq2JiYgKCg4MR\nHh7eweVyddi3b1/fPXv2/IkxNoxSmnmRMbUGkCDL8g2GYbxyoSILjLF4AHsVRVkE4K5LfS1MTC4E\n53yMqqqfcM59qqrKmqa1BgCn04mnnnoKDoejQcSwAQMGYMuWLWLdunXk2muvhaLUPeVMS0uDoiii\nrgxYIQQ452c95vF4YLFYIISAoijYvn07F+L/s3efgVFUax/A/2dmdnY3PQQSkkBCgNBBegskoYNU\nBaV5Qa6i4rXdiy8KCOMJSvV6RQULKHiRKk0QUHrovZcQAkmABAKpm7a7U877IQmXkl5B5/dFkp05\n50xMtjzznOdhnK+vL7y9vaGqKpYuXcpSU1N5Pz8/mM1mbsKECXBy+l9DdF9fX+769etMVVVSlpq3\n5eXSpUvahg0bOFEUtUGDBnGJiYmql5dXhda9BYBnnnkGAMj69evRtGnTUtUrrixJSUlQFAXe3t5F\nH1wKzs7O3K1bt7SMjAzSqVMnODo6Yv/+/UwUxZGaph0C8G1xx6KUtnVwcJhst9sjNE3LNhqNExwc\nHMyZmZkGQgi8vb2Vdu3auXl4eMDT0xOEENy7dw+yLNvwhNXyfFJRSucCmC9JUlxBx0iSlDpjxoyp\nB4+dmjmgd2iJbjT7+XrDKIr9AUwt61orCyHkC1VVj5TTcOcBtFJVdWS9evXe/2X5cg0AD00bLoWF\nFXpjSZKkCAANKaUDOML9fOD4WcfmjeoJrs5O+R7v5OTIDHy61qVOwYHbm6ka1l+U07Nl3LKp+FsZ\nr63cEELWMcZaaar25vTp008++rgkSYxSmlavTi0xtHNbQ2JyKr5ftk5VVDUTAASB36Uo6iUGwNXF\nyW6z2YXI6zcMsqy8Qymdp9e9/Uvy5TjOjArc8aF7eujBW51Op9MVSZKkLErpQo7jBt67d09YvXq1\narVaeVEUNaPRSHr06EGsVuurlNIDkiT9VFnropQGiKK4wdnZuXFSUpJos9nwwQcfPBR0OHHiBKKi\nosi4ceNISkoKv3r16t0ASN26dS09evRw8fDweCyw5OHhgdq1axudnJy89u/fvwhASBHrqIWcGm/9\nJUnaZTAYvpZl+QVVVQHgl9yt6iJy6iVmAbAAMANwBdAcQCcA/RRF2VVOPxqdriAyIcRdVdW3VFW9\ngdzgUHJyMm+xWB4KapZVWloaAYDY2FjUq1fvscdVVQUhBBzHYefOnaxbt26Fjrd+/Xr1woULvNFo\nBGP34wWMEALGGLHb7XBzc2MWiwVms5llZmYSnufh6enJJk+eXGA6b//+/bk5c+awe/fuoWbNmqW/\n4HJgt9uxefNmbuTIkahTpw7HcRwOHDjAxcfHa8jJ+KyQOdesWaPeuHGDBwBnZ2dGnuDI7alTp9S4\nuDheEIT7pT3Km6OjI2JiYriFCxfC09NTiY+PFzp27Mjatm0rfPvtt7MppYfz2T3BiaL4tizLGYyx\n8wCumUymT52cnEb17dvXOSkpSRVFkff394e3tzc0TQMhJN8gubu7O2RZ9qiIa/szmTFjRj9N03YC\n+FCSJK2o4zVNW3oxIuqT/r1CSnRzwpTznONYlrVWprCwsDZG0eA8ffr0feUxHs/zn6mq2pfn+bNH\nDxwgSlwceCcnq2oylSQ4nHY15qbj5agY4fqNeMuYof3upz9v33tEO3PxMhRV42QVfAKA2q4qOvo9\n/N5M1RhWnVMst9K0dKuCsZIkVeh7JkqpKEmSvZjH1kdOTWpMmTr1m4KOMxnFlg5mE59ttWHh0jUw\niqKNcOS/8+bOaaMoajtCcBYMcHNxVm8nJFoTk1O+APA+ct4r6sHbv5inqEGirhLowVudTqfTFdcp\nAGndunVzDQwM5O12O0RR5LZt26Zu27aNiKLIAfgHgEoJ3lJKfQFc9/Ly0kaOHMmtWbMms1mzZiIh\n5H6GmqIo2L17tzZ8+HDOy8srr44mqVevnjJq1Kgi9016enpCVVVvSmkIAB9CSE0HB4dOhBAfxphJ\nURSDzWZ7DkA0gO4ALgCALMufAngBAARB2M1xHG+3213zm8PZ2dmenp4uAmiQ20Vcp6swuZlpzfO+\nppQ68zy/TlXV3rt27WJ/+9vfyi0YNm3aNCxYsEBhjAmMsfslABhjWLRoEbt9+zbp3Lmz2r17d57j\nOFanTp1Cg5NXr17l3333Xbi5uT347fvrTUtLg9ls5mfNmoXRo0cTDw8PfPbZZxg6dGih43IcBzc3\nNy0yMpLUrFmzQgKkxbV9+3bFy8uL1K1b934KsK+vLzl27FiRganSuHr1Kn755Rc0adKEvfvuu+A4\nDl999RU7cOCAFhQUxD9pMdzIyEi2Y8cOThAEtXHjxhW2uKZNmyIwMBAGgwF79+4VsrKytNDQUI7j\nOIwcOdJ15cqV4Z988snrqqpuAODG83x/URTn+fv7Gx0dHXHjxg0tOzubdOjQwdi5c2fRYDAAwENp\n3YWVB8n9uRMAjQFcqqjrfNrl3sRxI4QEAiiyrIEkSWnz5s49ez3mZlC9gMJrrz6OVMjfYEVwMJs+\nyczK7ksp/ViSyl5SQFXVrQBG2Gy2XmpmJrxOndLudOlyCkCBmc75OKwo6jACrLoZl+CyY/8xu5eH\nuyE2PoFcjLhK6roBfRqI4Aiw/aqi+blx3JeHbFqaFVyfQAEcB2VXlGIjBHusCoaWx3UVhlJKCCEh\nKH5vgqS8f8yePSvcZrP/Q5KkC48exBjrvufQCW3PweOM5znm51tTbdW8kfNvO/Y9n/M4zgDodTPu\nzlaNMTOAZSaj2ERR1GAA28rh0nS6fFFKDfrnkCebHrzV6XQ6XXHVdnBw4GvXro2EhAR4enoCAPr1\n68f369cPiqLgyy+/bEgp7SBJUmV0/m3XpEkTywsvvOACAGPHjn0sK+bQoUPw8vLS/P39OQCIjo4G\nAKSlpVkZY05FBSbq1auHtm3b+t65c2d9tWrVRFdXV4caNWpwzs7O4DgOR44csV+5cuUXm832NoDj\nufXdWnActyJve3fHjh3dg4ODycyZMwEAHMftYozNZYyd4jhuTufOnf++e/fuzNzmaDpdpZIkKQNA\nnxkzZpxPSEhoqCiKoagSB8XFcRzq16/PrVmzBg4ODiwjI4O0bt1ajY6O5hITE4mHhwfOnTvHnzhx\nAowxbs+ePUrPnj0FD4/8Ew49PT2VixcvCkFBQfk+7uqac3+kT58++PHHHzFmzBgwxhAfH4+CxgRy\nAph3797lQ3Oa71SpK1eu8GPHjn3oialOnTowmUxk586d6NmzZ7nOd+7cOfj4+KhDhgy5/z/99ddf\n5xYtWqQ5OzuzwhpVVoW7d+8yb29vjBkzpsLrW4hiTl+rhg0b4siRI1xetnft2rXx2muvua5du/b7\nxMTEH0RRVGrUqEGeffZZl8J+z0pi2bJlNgBGjuP2APAql0H/hKZPn76NUurIGCtWdiQAZGVn0/1H\nT66pF+DnVtSxqqpi9/6j2YeOnzYDaFCmxVYim80+zyiKv304eXK5BDglSVpNKU0EYztdrl9X4rt3\nJ0wQxpakmaskSQqAXz/95JMRHGGzD50434jnuBuqpvl18edYj/qG+3cz2tfmuS1XFKRl59zj2Bap\nwGzAdquCf0iSFFMe11SM9TIUM3BLKW0IIAIAOEJsTNPqAlDyO5YBCZqqLuMI95xRFF2bN65fZ9vu\ngxnZVltd0WDQ7LKcAeCoxpgBAETRMM9qsw+B/jygq2CEkJ6U0j1FlXrTVR09eKvT6XS64soghGhJ\nSUlYvHgxXFxc5DFjxhjyPqwKgoDhw4e7LFu2bDOltEtJ68SWlMlk6hUQEOBc2DHx8fHMzy+nOYbV\nasXGjRstALpmZGTMPHjwYO8uXboUWkeSEILevXs7AMi3Pt6QIUPEY8eONb98+fJvt2/fFufNm5cg\niqJ3UFCQ2KlTJ+RmWz0U/NA0rQeARgB8NU3D3r17bcgppfDktk3W/elpmtZCVdWvFy5c+FLv3r1d\nvL297wdDAeDSpUvIzMzEhQsXVE3TGCGEDBgwgM+7iVOQHj16cKdPn2aKouCtt97Chg0bYLFY8MYb\nb0DTNKxZs0bp3bu3YDKZcOTIEWHDhg3qK6+8whNCoKoqrl+/DkVR4OHhgbp16/KxsbEsKCio0IBi\nx44dcejQIRYbG4vRo0eTdevWsXPnzimjR48u8O/dZDKhcePGJf2xlautW7fKsiwL1atXR0pKCk6e\nPKk6OTlxoigSHx8fcvDgQTDGtF69epU5O1jTNKxfvx7Xr1/H8OHDHwqEurq64sUXX+RWrVrFGjRo\nALPZXNbpyk1SUpJmMBgqNTvax8cH1atXl1evXs0NHz6c53kebm5uePXVV0vW9aoELBZLFoAGmqbF\nV9QcfxaSJGUCOJH3dVhY2JuMsRWSJKUWcMqu2JvxboeOn0bndq0KHTv6xi2cPHcxBsBvACr0PU15\nmvrRR7sB7C6v8cLCwgYYDIZ3NYsF1U+fFlIaN7YDKFUz16kfffQrpfQ2gKOqpjU1cNh5IFbrMkTK\nggAAIABJREFU4OGospbePDkVp7KtVxSi5r4j0jR8CmD6pClFl8WoCpRSV+QGbk1G8azVZu8wecpU\nW0HHT548JQgAZswIiyME76da0iErisYYExVVWS0I/LeCIHysyEosA/PXNK0dAAgCP3rO7FlxH3w4\neU2lXJjuL2f69Ol6ZvcTrkq3hul0Op3u6SFJ0hVFUeYsW7YsCQAsFoth3bp1aQ8e4+vri6FDh9Yg\nhJyhlLYszriUUjdKaY2SrofjuBBvb+9CgzhJSUmqj48PDwC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/v/vfdLx1C0RV3QEU/8np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4448oKiqq0Puzs7Ph9/tZUlLSBV/DGIPH4wkCqNbqyZQpU0a53e5l3bp186pqxerTu3fvDgQC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\nXZ3jOM6jLXVeAAAAAGgJxph6Sf9Q6hw4Ou9azAUAgI7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"text/plain": [
"<Figure size 2016x720 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "zVkPTVu6S7sl",
"colab_type": "text"
},
"source": [
"##### China is the Primary Country to get affected. I grouped the Data by Date and Seperated China's data from the entire dataset and added a bar plot"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Q5jfSv4nvIyt",
"colab_type": "code",
"outputId": "6a5ce6d4-d7f9-440f-8611-282d270639ce",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 623
}
},
"source": [
"china = data[data['Country']=='China']\n",
"plt.rcParams[\"figure.figsize\"] = (23,10)\n",
"nums = china.groupby([\"Province/State\"])['Confirmed'].aggregate(sum).reset_index().sort_values('Confirmed', ascending= False)\n",
"ax = sns.barplot(x=\"Confirmed\", y=\"Province/State\", order = nums['Province/State'], data=china, ci=None) \n",
"ax.set_xlabel(\"Total Confirmed Cases\")\n"
],
"execution_count": 36,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 0, 'Total Confirmed Cases')"
]
},
"metadata": {
"tags": []
},
"execution_count": 36
},
{
"output_type": "display_data",
"data": {
"image/png": 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8Ocl2wIsnOH5JkiRJkiRJParv7sRNMoP1q2sBPgVcmOQPgcuAB0bbo6oeTPIO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\nzT8vAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1656x720 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-2BtOOqeT0Tw",
"colab_type": "text"
},
"source": [
"#### The Third Dataframe is of Chinese Death, Recovered and Infected comparision"
]
},
{
"cell_type": "code",
"metadata": {
"id": "fCZhPCCuwcH9",
"colab_type": "code",
"outputId": "780c5c93-fe3d-4d10-b37a-1ae0b933299b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 932
}
},
"source": [
"f, ax = plt.subplots(figsize=(22, 16))\n",
"\n",
"sns.set_color_codes(\"pastel\")\n",
"sns.barplot(x=\"Confirmed\", y=\"Province/State\", data=china[1:],label=\"Confirmed\", color=\"g\")\n",
"sns.set_color_codes(\"muted\")\n",
"sns.barplot(x=\"Recovered\", y=\"Province/State\", data=china[1:],label=\"Recovered\", color=\"b\")\n",
"sns.barplot(x=\"Deaths\", y=\"Province/State\", data=china[1:],label=\"Deaths\", color=\"r\")\n",
"\n",
"ax.legend(ncol=3, loc=\"lower right\")\n",
"ax.set(xlim=(0, 24), ylabel=\"\",\n",
" xlabel=\"Stats\")\n",
"sns.despine(left=True, bottom=True)"
],
"execution_count": 37,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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AAABgJ28DBwAAAAD6TVgJAAAAAPSCsBIAAAAA6AVhJQAAAADQC0sHXcCw27R+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\nKhOPJQ/cUY8AAAAASURBVDWvBh4AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1584x1152 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "UQseBvDz_bR1",
"colab_type": "code",
"colab": {}
},
"source": [
"linear_data = data_by_date.groupby([\"Day\"])['Confirmed'].aggregate(sum).reset_index()\n",
"x, y = linear_data['Day'], linear_data['Confirmed']"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "PelVAj2y_nGr",
"colab_type": "text"
},
"source": [
"### **Linear Regression doesn't actuallly makes sense here because the growth is exponential**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "zHGksJEM_boo",
"colab_type": "code",
"outputId": "8927b61e-eca5-405b-9195-55a139c1037f",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 592
}
},
"source": [
"from sklearn import datasets, linear_model\n",
"\n",
"x, y = np.array(x), np.array(y)\n",
"x = x.reshape(11, 1)\n",
"y = y.reshape(11, 1)\n",
"regr = linear_model.LinearRegression(n_jobs=100)\n",
"regr.fit(x, y)\n",
"\n",
"plt.scatter(x, y, color='black')\n",
"plt.plot(x, regr.predict(x), color='blue', linewidth=3)\n",
"plt.show()"
],
"execution_count": 65,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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1eeGF/dbmK16htcloLSws5PDhw1leXk6r1cr8/HwOHTo06mMBMCQ7DTrvKaWc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\n",
"text/plain": [
"<Figure size 1656x720 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "HCswHzm8AQ7E",
"colab_type": "code",
"outputId": "5fffaff1-c5a7-4eee-ff1e-498cc67a8df1",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 609
}
},
"source": [
"future_x = [[i] for i in range(33, 101)]\n",
"plt.scatter(future_x, regr.predict(future_x), color='black')\n"
],
"execution_count": 74,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7f6e795a81d0>"
]
},
"metadata": {
"tags": []
},
"execution_count": 74
},
{
"output_type": "display_data",
"data": {
"image/png": 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K+ZtvvvmqxgIAAABuUdu2GccxdV2nlJK6rjOOo8VGwI3cZKv7v5nkg0n+zmEP0QeS/O1S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\nyKYjbLYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1656x720 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "bWi0nW11jgeu",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "3a8f4c8d-23bb-4cba-81d8-f4f25efe26f8"
},
"source": [
"int(sum(y)+sum(regr.predict(future_x[:1])))"
],
"execution_count": 77,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"98342"
]
},
"metadata": {
"tags": []
},
"execution_count": 77
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Rt0nRFPII0vU",
"colab_type": "text"
},
"source": [
"## **On Feb 14**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "xAajfLK-Ghqd",
"colab_type": "code",
"outputId": "17bfe2cb-3250-42b9-c5b6-2dcadfb296a9",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"print(\"On Feb 14 confrimed cases as per the model will be around\", int(regr.predict([[45]])[0][0]))"
],
"execution_count": 64,
"outputs": [
{
"output_type": "stream",
"text": [
"On Feb 14 confrimed cases as per the model will be around 46389\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "uvSiyzJcWYb_",
"colab_type": "code",
"colab": {}
},
"source": [
"import folium as fm\n",
"\n",
"m = fm.Map(location=[0, 20], tiles='cartodbdark_matter', zoom_start=2.5)\n",
"m"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "U1wUcts6Wnqa",
"colab_type": "code",
"colab": {}
},
"source": [
""
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "UHlAEY2WZIQv",
"colab_type": "code",
"colab": {}
},
"source": [
""
],
"execution_count": 0,
"outputs": []
}
]
}
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