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COVID19.
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# COVID-19 confirmed cases around the world"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "#First we import the necessary packages\nimport pandas as pd\nimport matplotlib.pyplot as plt\nfrom matplotlib.pyplot import figure\nimport datetime \nimport numpy as np\nfrom matplotlib.ticker import (MultipleLocator, FormatStrFormatter,\n AutoMinorLocator)",
"execution_count": 551,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "#Then we create a dataframe out of CSV pulled from Github\ndf = 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\")",
"execution_count": 552,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "#What have we put into a dataframe?\ndf.head()",
"execution_count": 553,
"outputs": [
{
"data": {
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>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>3/11/20</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 <th>3/18/20</th>\n <th>3/19/20</th>\n <th>3/20/20</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>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 <td>212</td>\n <td>272</td>\n <td>322</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>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 <td>889</td>\n <td>924</td>\n <td>963</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>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 <td>313</td>\n <td>345</td>\n <td>385</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>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 <td>790</td>\n <td>900</td>\n <td>1030</td>\n </tr>\n </tbody>\n</table>\n<p>5 rows × 63 columns</p>\n</div>",
"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 ... 3/11/20 3/12/20 3/13/20 3/14/20 \\\n0 7 8 8 ... 59 70 75 82 \n1 2 4 4 ... 639 639 701 773 \n2 3 4 5 ... 178 178 200 212 \n3 1 1 1 ... 1 1 1 1 \n4 3 4 4 ... 149 149 197 238 \n\n 3/15/20 3/16/20 3/17/20 3/18/20 3/19/20 3/20/20 \n0 114 147 177 212 272 322 \n1 839 825 878 889 924 963 \n2 226 243 266 313 345 385 \n3 1 1 1 1 1 1 \n4 428 566 673 790 900 1030 \n\n[5 rows x 63 columns]"
},
"execution_count": 553,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "#It appears that Curacao is logged under Country/Region the Netherlands\ndf.loc[df['Country/Region'] == \"Netherlands\"]",
"execution_count": 554,
"outputs": [
{
"data": {
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>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>3/11/20</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 <th>3/18/20</th>\n <th>3/19/20</th>\n <th>3/20/20</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>440</th>\n <td>Netherlands</td>\n <td>Netherlands</td>\n <td>52.1326</td>\n <td>5.2913</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>503</td>\n <td>503</td>\n <td>804</td>\n <td>959</td>\n <td>1135</td>\n <td>1413</td>\n <td>1705</td>\n <td>2051</td>\n <td>2460</td>\n <td>2994</td>\n </tr>\n <tr>\n <th>445</th>\n <td>Curacao</td>\n <td>Netherlands</td>\n <td>12.1696</td>\n <td>-68.9900</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>1</td>\n <td>1</td>\n <td>1</td>\n <td>3</td>\n <td>3</td>\n <td>3</td>\n <td>3</td>\n </tr>\n <tr>\n <th>455</th>\n <td>Aruba</td>\n <td>Netherlands</td>\n <td>12.5186</td>\n <td>-70.0358</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>3</td>\n <td>4</td>\n <td>4</td>\n <td>5</td>\n </tr>\n <tr>\n <th>472</th>\n <td>Sint Maarten</td>\n <td>Netherlands</td>\n <td>18.0425</td>\n <td>-63.0548</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>1</td>\n </tr>\n </tbody>\n</table>\n<p>4 rows × 63 columns</p>\n</div>",
"text/plain": " Province/State Country/Region Lat Long 1/22/20 1/23/20 \\\n440 Netherlands Netherlands 52.1326 5.2913 0 0 \n445 Curacao Netherlands 12.1696 -68.9900 0 0 \n455 Aruba Netherlands 12.5186 -70.0358 0 0 \n472 Sint Maarten Netherlands 18.0425 -63.0548 0 0 \n\n 1/24/20 1/25/20 1/26/20 1/27/20 ... 3/11/20 3/12/20 3/13/20 \\\n440 0 0 0 0 ... 503 503 804 \n445 0 0 0 0 ... 0 0 0 \n455 0 0 0 0 ... 0 0 2 \n472 0 0 0 0 ... 0 0 0 \n\n 3/14/20 3/15/20 3/16/20 3/17/20 3/18/20 3/19/20 3/20/20 \n440 959 1135 1413 1705 2051 2460 2994 \n445 1 1 1 3 3 3 3 \n455 2 2 2 3 4 4 5 \n472 0 0 0 0 0 0 1 \n\n[4 rows x 63 columns]"
},
"execution_count": 554,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Let's create the different dataframes we want to use \n* Total number of cases per country\n* Top 20 countries with the most cases\n* Time series per country\n* Time series globally"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Total number of cases per country"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "#The newest data is from yesterday, so let's create a \"yesterday\" variable we can use to use the newest column\nyesterday = datetime.datetime.today()- datetime.timedelta(days=1)\nyesterday = yesterday.strftime('%-m/%-d/%y')\ntoday = datetime.datetime.today()\ntoday = today.strftime('%-m/%-d/%y')\nnextweek = datetime.datetime.today()+ datetime.timedelta(days=7)\nnextweek = nextweek.strftime('%-m/%-d/%y')",
"execution_count": 555,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "#Now let's create a df that includes the grouped countries and the latest cases\ndf_total = df[['Country/Region', yesterday]]\ndf_total = df_total.rename(columns={\"Country/Region\": \"country\", yesterday: \"cases\"})\ndf_total = df_total.groupby(['country'])['cases'].sum()\ndf_total = df_total.reset_index()\ndf_total",
"execution_count": 556,
"outputs": [
{
"data": {
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>country</th>\n <th>cases</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>Afghanistan</td>\n <td>24</td>\n </tr>\n <tr>\n <th>1</th>\n <td>Albania</td>\n <td>70</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Algeria</td>\n <td>90</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Andorra</td>\n <td>75</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Angola</td>\n <td>1</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>157</th>\n <td>Uzbekistan</td>\n <td>33</td>\n </tr>\n <tr>\n <th>158</th>\n <td>Venezuela</td>\n <td>42</td>\n </tr>\n <tr>\n <th>159</th>\n <td>Vietnam</td>\n <td>91</td>\n </tr>\n <tr>\n <th>160</th>\n <td>Zambia</td>\n <td>2</td>\n </tr>\n <tr>\n <th>161</th>\n <td>Zimbabwe</td>\n <td>1</td>\n </tr>\n </tbody>\n</table>\n<p>162 rows × 2 columns</p>\n</div>",
"text/plain": " country cases\n0 Afghanistan 24\n1 Albania 70\n2 Algeria 90\n3 Andorra 75\n4 Angola 1\n.. ... ...\n157 Uzbekistan 33\n158 Venezuela 42\n159 Vietnam 91\n160 Zambia 2\n161 Zimbabwe 1\n\n[162 rows x 2 columns]"
},
"execution_count": 556,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### The top 20 countries with the most cases"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "#Let's create a df for the top 20 countries with the most cases\ndf_top20 = df_total.sort_values(by='cases', ascending = False)\ndf_top20 = df_top20.head(20)\ndf_top20",
"execution_count": 557,
"outputs": [
{
"data": {
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>country</th>\n <th>cases</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>32</th>\n <td>China</td>\n <td>81250</td>\n </tr>\n <tr>\n <th>76</th>\n <td>Italy</td>\n <td>47021</td>\n </tr>\n <tr>\n <th>139</th>\n <td>Spain</td>\n <td>20410</td>\n </tr>\n <tr>\n <th>59</th>\n <td>Germany</td>\n <td>19848</td>\n </tr>\n <tr>\n <th>72</th>\n <td>Iran</td>\n <td>19644</td>\n </tr>\n <tr>\n <th>152</th>\n <td>US</td>\n <td>19100</td>\n </tr>\n <tr>\n <th>55</th>\n <td>France</td>\n <td>12726</td>\n </tr>\n <tr>\n <th>82</th>\n <td>Korea, South</td>\n <td>8652</td>\n </tr>\n <tr>\n <th>144</th>\n <td>Switzerland</td>\n <td>5294</td>\n </tr>\n <tr>\n <th>155</th>\n <td>United Kingdom</td>\n <td>4014</td>\n </tr>\n <tr>\n <th>107</th>\n <td>Netherlands</td>\n <td>3003</td>\n </tr>\n <tr>\n <th>9</th>\n <td>Austria</td>\n <td>2388</td>\n </tr>\n <tr>\n <th>16</th>\n <td>Belgium</td>\n <td>2257</td>\n </tr>\n <tr>\n <th>113</th>\n <td>Norway</td>\n <td>1914</td>\n </tr>\n <tr>\n <th>143</th>\n <td>Sweden</td>\n <td>1639</td>\n </tr>\n <tr>\n <th>43</th>\n <td>Denmark</td>\n <td>1337</td>\n </tr>\n <tr>\n <th>93</th>\n <td>Malaysia</td>\n <td>1030</td>\n </tr>\n <tr>\n <th>122</th>\n <td>Portugal</td>\n <td>1020</td>\n </tr>\n <tr>\n <th>78</th>\n <td>Japan</td>\n <td>963</td>\n </tr>\n <tr>\n <th>28</th>\n <td>Canada</td>\n <td>943</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " country cases\n32 China 81250\n76 Italy 47021\n139 Spain 20410\n59 Germany 19848\n72 Iran 19644\n152 US 19100\n55 France 12726\n82 Korea, South 8652\n144 Switzerland 5294\n155 United Kingdom 4014\n107 Netherlands 3003\n9 Austria 2388\n16 Belgium 2257\n113 Norway 1914\n143 Sweden 1639\n43 Denmark 1337\n93 Malaysia 1030\n122 Portugal 1020\n78 Japan 963\n28 Canada 943"
},
"execution_count": 557,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Time series per country"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_time = df.drop('Province/State', 1)\ndf_time = df_time.drop('Lat', 1)\ndf_time = df_time.drop('Long', 1)\ndf_time = df_time.rename(columns={\"Country/Region\": \"country\"})\ncols = [col for col in df_time.columns if col not in ['country']]\ndf_time = df_time.rename(columns={\"country\": \"index\"})\ndf_time = df_time.groupby(['index'])[cols].sum()\ndf_time = df_time.T\ndf_time = df_time.reset_index()\ndf_time = df_time.rename(columns={\"index\": \"date\"})\ndf_time.head()",
"execution_count": 558,
"outputs": [
{
"data": {
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th>index</th>\n <th>date</th>\n <th>Afghanistan</th>\n <th>Albania</th>\n <th>Algeria</th>\n <th>Andorra</th>\n <th>Angola</th>\n <th>Antigua and Barbuda</th>\n <th>Argentina</th>\n <th>Armenia</th>\n <th>Australia</th>\n <th>...</th>\n <th>US</th>\n <th>Ukraine</th>\n <th>United Arab Emirates</th>\n <th>United Kingdom</th>\n <th>Uruguay</th>\n <th>Uzbekistan</th>\n <th>Venezuela</th>\n <th>Vietnam</th>\n <th>Zambia</th>\n <th>Zimbabwe</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>1/22/20</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>...</td>\n <td>1</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>1</th>\n <td>1/23/20</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>...</td>\n <td>1</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>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>1/24/20</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>...</td>\n <td>2</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>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>1/25/20</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>...</td>\n <td>2</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>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>1/26/20</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>4</td>\n <td>...</td>\n <td>5</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>0</td>\n <td>0</td>\n </tr>\n </tbody>\n</table>\n<p>5 rows × 163 columns</p>\n</div>",
"text/plain": "index date Afghanistan Albania Algeria Andorra Angola \\\n0 1/22/20 0 0 0 0 0 \n1 1/23/20 0 0 0 0 0 \n2 1/24/20 0 0 0 0 0 \n3 1/25/20 0 0 0 0 0 \n4 1/26/20 0 0 0 0 0 \n\nindex Antigua and Barbuda Argentina Armenia Australia ... US Ukraine \\\n0 0 0 0 0 ... 1 0 \n1 0 0 0 0 ... 1 0 \n2 0 0 0 0 ... 2 0 \n3 0 0 0 0 ... 2 0 \n4 0 0 0 4 ... 5 0 \n\nindex United Arab Emirates United Kingdom Uruguay Uzbekistan Venezuela \\\n0 0 0 0 0 0 \n1 0 0 0 0 0 \n2 0 0 0 0 0 \n3 0 0 0 0 0 \n4 0 0 0 0 0 \n\nindex Vietnam Zambia Zimbabwe \n0 0 0 0 \n1 2 0 0 \n2 2 0 0 \n3 2 0 0 \n4 2 0 0 \n\n[5 rows x 163 columns]"
},
"execution_count": 558,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Time series globally"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_global = df.drop('Province/State', 1)\ndf_global = df_global.drop('Lat', 1)\ndf_global = df_global.drop('Long', 1)\ndf_global = df_global.drop('Country/Region', 1)\ndf_global.loc['cases'] = df_global.sum()\ndf_global = df_global.T\ndf_global = df_global[['cases']]\ndf_global = df_global.reset_index()\ndf_global = df_global.rename(columns={\"index\": \"date\"})\ndf_global.head()",
"execution_count": 559,
"outputs": [
{
"data": {
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>date</th>\n <th>cases</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>1/22/20</td>\n <td>555</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1/23/20</td>\n <td>653</td>\n </tr>\n <tr>\n <th>2</th>\n <td>1/24/20</td>\n <td>941</td>\n </tr>\n <tr>\n <th>3</th>\n <td>1/25/20</td>\n <td>1434</td>\n </tr>\n <tr>\n <th>4</th>\n <td>1/26/20</td>\n <td>2118</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " date cases\n0 1/22/20 555\n1 1/23/20 653\n2 1/24/20 941\n3 1/25/20 1434\n4 1/26/20 2118"
},
"execution_count": 559,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Visualization"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Top 10 countries with the most reported cases"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "#Top 10 countries with the most reported cases\ndf_top10 = df_top20.head(10)\nfigure(figsize=(10, 8))\nplt.barh(df_top10['country'], df_top10['cases'], color = 'cornflowerblue')\nplt.xlabel('Reported COVID-19 cases', size = 14)\nplt.ylabel('Country', size = 14)\nplt.title('Top 10 countries with the most reported COVID-19 cases', size = 16)\nplt.xticks(fontsize=14)\nplt.yticks(fontsize=14)\nplt.gca().invert_yaxis()",
"execution_count": 560,
"outputs": [
{
"data": {
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\n",
"text/plain": "<Figure size 720x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Time series of top 5 countries with most reported cases of COVID-19"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "top20 = df_top20['country'].values.tolist()\ntop5 = top20[:5]\nfig, ax = plt.subplots(figsize=(14, 8))\n\nfor country in top5:\n ax.plot(df_time['date'], df_time[country], label =country, linewidth= 2.5)\n \n\n\nax.xaxis.set_major_locator(MultipleLocator(3))\n\nplt.xticks(fontsize=14, rotation = 45)\nplt.yticks(fontsize=14)\nplt.xlabel('Date', size = 15)\nplt.ylabel('Reported cases', size = 15)\nplt.title('Time series of the top 5 countries with the most reported COVID-19 cases', size = 18)\nax.legend(loc='center left', bbox_to_anchor=(1, 0.8), prop={'size': 15})\nplt.grid(linestyle='-', linewidth=0.5)",
"execution_count": 561,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1008x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Time series of top 5 countries with most reported cases of COVID-19 (excl China and Italy)"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# Time series of top 5 countries with most reported cases of COVID-19 (excl China and Italy)\ntop5excl = top20[2:7]\n\nfig, ax = plt.subplots(figsize=(14, 8))\n\nfor country in top5excl:\n ax.plot(df_time['date'], df_time[country], label =country, linewidth= 2.5)\n\nax.set_xlim(['2/24/20', nextweek])\nax.xaxis.set_major_locator(MultipleLocator(2))\n\nplt.xticks(fontsize=14, rotation = 45)\nplt.yticks(fontsize=14)\nplt.xlabel('Date', size = 15)\nplt.ylabel('Reported cases', size = 15)\nplt.title('Time series of the top 5 countries with most reported COVID-19 cases, excluding China and Italy', size = 18)\nax.legend(loc='center left', bbox_to_anchor=(1, 0.8), prop={'size': 15})\nplt.grid(linestyle='-', linewidth=0.5)",
"execution_count": 562,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1008x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Time series of top 10 countries with most reported cases of COVID-19 (excl China and Italy)"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# Time series of top 10 countries with most reported cases of COVID-19 (excl China and Italy)\ntop10excl = top20[2:12]\n\nfig, ax = plt.subplots(figsize=(14, 8))\n\nfor country in top10excl:\n ax.plot(df_time['date'], df_time[country], label =country, linewidth= 2.5)\n\nax.set_xlim(['2/24/20', nextweek])\nax.xaxis.set_major_locator(MultipleLocator(2))\n\nplt.xticks(fontsize=14, rotation = 45)\nplt.yticks(fontsize=14)\nplt.xlabel('Date', size = 15)\nplt.ylabel('Reported cases', size = 15)\nplt.title('Time series of the top 10 countries with most reported COVID-19 cases, excluding China and Italy', size = 18)\nax.legend(loc='center left', bbox_to_anchor=(1, 0.7), prop={'size': 15})\nplt.grid(linestyle='-', linewidth=0.5)",
"execution_count": 563,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1008x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Time series globally"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# Time series of all reported cases of COVID-19\nfig, ax = plt.subplots(figsize=(16, 8))\nax.plot(df_global['date'], df_global['cases'], label = 'world', linewidth= 3, color = 'firebrick')\n\n\nax.xaxis.set_major_locator(MultipleLocator(2))\n\nplt.xticks(fontsize=14, rotation = 45)\nplt.yticks(fontsize=14)\nplt.xlabel('Date', size = 15)\nplt.ylabel('Reported cases', size = 15)\nplt.title('Time series of all reported cases of COVID-19', size = 18)\nax.legend(loc='center left', bbox_to_anchor=(1, 0.7), prop={'size': 15})\nplt.grid(linestyle='-', linewidth=0.5)",
"execution_count": 564,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1152x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Time series of reported COVID-19 cases in the Netherlands"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "#Time series of the Netherlands\nfig, ax = plt.subplots(figsize=(20, 8))\n\nax.plot(df_time['date'], df_time['Netherlands'], label ='Netherlands', linewidth= 3, color = 'indigo')\n\n\nax.set_xlim(['3/3/20', nextweek])\n\n#ax.xaxis.set_major_locator(MultipleLocator(2))\n\nplt.xticks(fontsize=14, rotation = 45)\nplt.yticks(fontsize=14)\nplt.xlabel('Date', size = 15)\nplt.ylabel('Reported cases', size = 15)\nplt.title('Time series of reported COVID-19 cases in the Netherlands', size = 18)\nax.legend(loc='center left', bbox_to_anchor=(1, 0.8), prop={'size': 15})\nplt.grid(linestyle='-', linewidth=0.5)",
"execution_count": 565,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1440x576 with 1 Axes>"
},
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