diff --git a/module3/exo3/.ipynb b/module3/exo3/.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..eafd0c3a4e739eebc5301b6ea3bd580dccc34192 --- /dev/null +++ b/module3/exo3/.ipynb @@ -0,0 +1,3240 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Subject 7: The SARS-CoV-2 (Covid-19) epidemic\n", + "\n", + "The goal is to produce plots similar to the one of the South China Morning Post (SCMP), on The Coronavirus Pandemic page, which shows for different countries the cumulative number (i.e. the total number since the beginning of the pandemic) of people with coronavirus 2019 disease." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data we are going to use in a first step are compiled by the Johns Hopkins University Center for Systems Science and Engineering (JHU CSSE) and are freely available on GitHub." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Firstly, download the data to make a graph showing the evolution of the cumulative number of cases over time for: Belgium, China (all provinces except Hong Kong), China, Hong-Kong, France except Dom/Tom, Germany, Iran, Italy, Japan, Korea South, Netherlands without the colonies, Portugal, Spain, United Kingdom without the colonies, US." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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274 rows × 403 columns

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" + ], + "text/plain": [ + " Province/State Country/Region Lat Long 1/22/20 1/23/20 1/24/20 \\\n", + "195 NaN Netherlands 52.1326 5.2913 0 0 0 \n", + "\n", + " 1/25/20 1/26/20 1/27/20 ... 2/14/21 2/15/21 2/16/21 2/17/21 \\\n", + "195 0 0 0 ... 1029284 1032094 1034795 1038156 \n", + "\n", + " 2/18/21 2/19/21 2/20/21 2/21/21 2/22/21 2/23/21 \n", + "195 1042674 1047400 1051965 1056639 1060801 1064598 \n", + "\n", + "[1 rows x 403 columns]" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_Netherlands = raw_data[raw_data[\"Country/Region\"].str.contains('Netherlands')]\n", + "data_Netherlands\n", + "data_Netherlands_ex = data_Netherlands.loc[[195],:]\n", + "data_Netherlands_ex" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "data_Portugal = raw_data[raw_data[\"Country/Region\"].str.contains('Portugal')]\n", + "data_Spain = raw_data[raw_data[\"Country/Region\"].str.contains('Spain')]\n", + "data_US = raw_data[raw_data[\"Country/Region\"].str.contains('US')]" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Province/State Country/Region Lat Long 1/22/20 1/23/20 1/24/20 \\\n", + "264 NaN United Kingdom 55.3781 -3.436 0 0 0 \n", + "\n", + " 1/25/20 1/26/20 1/27/20 ... 2/14/21 2/15/21 2/16/21 2/17/21 \\\n", + "264 0 0 0 ... 4038078 4047843 4058468 4071185 \n", + "\n", + " 2/18/21 2/19/21 2/20/21 2/21/21 2/22/21 2/23/21 \n", + "264 4083242 4095269 4105675 4115509 4126150 4134639 \n", + "\n", + "[1 rows x 403 columns]" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_UK = raw_data[raw_data[\"Country/Region\"].str.contains('United Kingdom')]\n", + "data_UK\n", + "data_UK_ex = data_UK.loc[[264],:]\n", + "data_UK_ex" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..e7c7884840ea41542c099330f4a9a1ed5f7068c9 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -1,5 +1,678 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Subject 7: The SARS-CoV-2 (Covid-19) epidemic\n", + "\n", + "The goal is to produce plots similar to the one of the South China Morning Post (SCMP), on The Coronavirus Pandemic page, which shows for different countries the cumulative number (i.e. the total number since the beginning of the pandemic) of people with coronavirus 2019 disease." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import numpy as np\n", + "from pandas import DataFrame " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data we are going to use in a first step are compiled by the Johns Hopkins University Center for Systems Science and Engineering (JHU CSSE) and are freely available on GitHub." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# raw_data = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv')\n", + "raw_data = pd.read_csv(data_url)\n", + "# show the raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Firstly, download the data to make a graph showing the evolution of the cumulative number of cases over time for: Belgium, China (all provinces except Hong Kong), China, Hong-Kong, France except Dom/Tom, Germany, Iran, Italy, Japan, Korea South, Netherlands without the colonies, Portugal, Spain, United Kingdom without the colonies, US." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# download the data for different countries\n", + "data_Belgium = raw_data[raw_data[\"Country/Region\"].str.contains('Belgium')]\n", + "data_Germany = raw_data[raw_data[\"Country/Region\"].str.contains('Germany')]\n", + "data_Iran = raw_data[raw_data[\"Country/Region\"].str.contains('Iran')]\n", + "data_Italy = raw_data[raw_data[\"Country/Region\"].str.contains('Italy')]\n", + "data_Japan = raw_data[raw_data[\"Country/Region\"].str.contains('Japan')]\n", + "data_KS = raw_data[raw_data[\"Country/Region\"].str.contains('Korea')]\n", + "data_Portugal = raw_data[raw_data[\"Country/Region\"].str.contains('Portugal')]\n", + "data_Spain = raw_data[raw_data[\"Country/Region\"].str.contains('Spain')]\n", + "data_US = raw_data[raw_data[\"Country/Region\"].str.contains('US')]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# deal with the data for China (all provinces except Hong Kong), China, Hong-Kong\n", + "data_China = raw_data[raw_data[\"Country/Region\"].str.contains('China')]\n", + "data_HK = data_China[data_China[\"Province/State\"].str.contains('Hong Kong')]\n", + "data_China_main = data_China.drop(index = data_HK.index)\n", + "\n", + "#data_China.loc['CS'] = data_China.apply(lambda x:x.sum(),axis=0)\n", + "#a = data_China.loc[data_China.index[-1],:] #select the last column\n", + "#calcluate the total number of cases in China\n", + "data_China = data_China.apply(lambda x:x.sum(),axis=0)\n", + "data_China['Province/State'] = data_China['Province/State'].replace('AnhuiBeijingChongqingFujianGansuGuangdongGuangxiGuizhouHainanHebeiHeilongjiangHenanHong KongHubeiHunanInner MongoliaJiangsuJiangxiJilinLiaoningMacauNingxiaQinghaiShaanxiShandongShanghaiShanxiSichuanTianjinTibetXinjiangYunnanZhejiang','China')\n", + "data_China['Country/Region'] = data_China['Country/Region'].replace('ChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChina','China')\n", + "#data_China_TC = data_China[data_China.index[-1]]\n", + "data1 = data_China.reset_index()\n", + "#data1.set_index('index',inplace=True)\n", + "data2 = data1.T\n", + "data2.columns = data2.iloc[0,:]\n", + "#data2.columns = data2.loc['index',:]\n", + "data2.columns.name= None\n", + "data2 = data2.drop('index')\n", + "#print(data2)\n", + "#print(data2[1:])\n", + "data_China = data2\n", + "\n", + "data_China_main = data_China_main.apply(lambda x:x.sum(),axis=0)\n", + "data_China_main['Province/State'] = data_China_main['Province/State'].replace('AnhuiBeijingChongqingFujianGansuGuangdongGuangxiGuizhouHainanHebeiHeilongjiangHenanHubeiHunanInner MongoliaJiangsuJiangxiJilinLiaoningMacauNingxiaQinghaiShaanxiShandongShanghaiShanxiSichuanTianjinTibetXinjiangYunnanZhejiang','Mainland')\n", + "data_China_main['Country/Region'] = data_China_main['Country/Region'].replace('ChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChina','China(all provinces except Hong Kong)')\n", + "#data_China__main_TC = data_China_main[data_China_main.index[-1]]\n", + "#print(data_China__main_TC)\n", + "data3 = data_China_main.reset_index()\n", + "#data1.set_index('index',inplace=True)\n", + "data4 = data3.T\n", + "data4.columns = data4.iloc[0,:]\n", + "#data2.columns = data2.loc['index',:]\n", + "data4.columns.name= None\n", + "data4 = data4.drop('index')\n", + "#print(data2)\n", + "#print(data2[1:])\n", + "data_China_main = data4\n", + "\n", + "data_HK['Country/Region'] = data_HK['Country/Region'].replace('China','Hong Kong China')\n", + "#data_HK" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "#France except except Dom/Tom\n", + "data_France = raw_data[raw_data[\"Country/Region\"].str.contains('France')]\n", + "#data_France\n", + "data_France_main = data_France[data_France.isnull().any(axis=1)]\n", + "#data_France_main" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "#Netherlands without the colonies\n", + "data_Netherlands = raw_data[raw_data[\"Country/Region\"].str.contains('Netherlands')]\n", + "#data_Netherlands\n", + "data_Netherlands_main = data_Netherlands[data_Netherlands.isnull().any(axis=1)]\n", + "#data_Netherlands_main" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "#United Kingdom without the colonies\n", + "data_UK = raw_data[raw_data[\"Country/Region\"].str.contains('United Kingdom')]\n", + "#data_UK\n", + "data_UK_main = data_UK[data_UK.isnull().any(axis=1)]\n", + "#data_UK_main\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "frames = [data_Belgium,data_China_main,data_China,data_HK,data_France_main,data_Germany,data_Iran,data_Italy,data_Japan,data_KS,\n", + " data_Netherlands_main,data_Portugal,data_Spain,data_UK_main,data_US]\n", + "result = pd.concat(frames)\n", + "#result\n", + "Name = result[\"Country/Region\"]\n", + "Cases = result[result.columns[-1]] #choose the latest results\n", + "#Cases\n", + "\n", + "plt.barh(Name,Cases)\n", + "plt.title('Latest cumulative number of cases in Covid-19')\n", + "plt.ylabel('Country/Region')\n", + "plt.xlabel('Latest cumulative number of cases')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, make a graph with the date on the x-axis and the cumulative number of cases at this date on the y-axis for different countries or regions.The suggestion is to make two versions of this graph, one with a linear scale and another with a logarithmic scale." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "d = data_Belgium.size # follow the time\n", + "#df_Belgium = data_Belgium.iloc[:,4:d]\n", + "#print(data_Belgium.iloc[:,4:405])\n", + "#df_list = df.values.tolist()\n", + "#print(df_list)\n", + "#fig = plt.figure(figsize=(20,10))\n", + "#plot linear scale\n", + "#ax = plt.subplot(1,2,1)\n", + "#plt.xticks(())\n", + "#ax.plot(df_Belgium.columns.values,df_Belgium.T,'o-')\n", + "#ax.set_title('The cumulative number of cases in Belgium(linear scale)')\n", + "#ax.set_xlabel('date')\n", + "#ax.set_ylabel('the cumulative number of cases')\n", + "#plt.legend('cases')\n", + "#plt.subplots_adjust(bottom=0.15)\n", + "#plot logarithmic scale\n", + "#ay = plt.subplot(1,2,2)\n", + "#plt.xticks(())\n", + "#ay.plot(df_Belgium.columns.values,df_Belgium.T,'o-')\n", + "#ay.set_title('The cumulative number of cases in Belgium(logarithmic scale)')\n", + "#ay.set_xlabel('date')\n", + "#ay.set_ylabel('the cumulative number of cases')\n", + "#plt.yscale(\"log\")\n", + "#plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "d = data_Belgium.size # follow the time\n", + "df = raw_data.iloc[:,4:d]\n", + "df_Belgium = data_Belgium.iloc[:,4:d]\n", + "df_China_main = data_China_main.iloc[:,4:d]\n", + "df_China = data_China.iloc[:,4:d]\n", + "df_HK = data_HK.iloc[:,4:d]\n", + "df_France_main = data_France_main.iloc[:,4:d]\n", + "df_Germany = data_Germany.iloc[:,4:d]\n", + "df_Iran = data_Iran.iloc[:,4:d]\n", + "df_Italy = data_Italy.iloc[:,4:d]\n", + "df_Japan = data_Japan.iloc[:,4:d]\n", + "df_KS = data_KS.iloc[:,4:d]\n", + "df_Netherlands_main = data_Netherlands_main.iloc[:,4:d]\n", + "df_Portugal = data_Portugal.iloc[:,4:d]\n", + "df_Spain = data_Spain.iloc[:,4:d]\n", + "df_UK_main = data_UK_main.iloc[:,4:d]\n", + "df_US = data_US.iloc[:,4:d]\n", + "fig = plt.figure(figsize=(20,10))\n", + "#plot linear scale\n", + "#ax = plt.subplot(1,2,1)\n", + "plt.xticks(())\n", + "plt.plot(df.columns.values,df_Belgium.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_China_main.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_China.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_HK.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_France_main.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values,df_Germany.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Iran.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Italy.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Japan.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_KS.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values,df_Netherlands_main.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Portugal.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Spain.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_UK_main.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_US.T, marker='o', markersize=3)\n", + "plt.xlabel('date')\n", + "plt.ylabel('the cumulative number of cases')\n", + "plt.title('The cumulative number of cases over time (linear scale)')\n", + "plt.legend(['Belgium','China mainland','China','Hong Kong','France without the colonies',\n", + " 'Germany','Iran','Italy', 'Japan', 'Korea South', 'Netherlands without the colonies', \n", + " 'Portugal', 'Spain','United Kingdom without the colonies','US'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(20,10))\n", + "#plot linear scale\n", + "#ax = plt.subplot(1,2,1)\n", + "plt.xticks(())\n", + "plt.plot(df.columns.values,df_Belgium.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_China_main.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_China.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_HK.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_France_main.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values,df_Germany.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Iran.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Italy.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Japan.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_KS.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values,df_Netherlands_main.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Portugal.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Spain.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_UK_main.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_US.T, marker='o', markersize=3)\n", + "plt.xlabel('date')\n", + "plt.ylabel('the cumulative number of cases')\n", + "plt.title('The cumulative number of cases over time (logarithmic scale)')\n", + "plt.legend(['Belgium','China mainland','China','Hong Kong','France without the colonies',\n", + " 'Germany','Iran','Italy', 'Japan', 'Korea South', 'Netherlands without the colonies', \n", + " 'Portugal', 'Spain','United Kingdom without the colonies','US'])\n", + "plt.yscale(\"log\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Another question to work on when this “mess” is over.\n", + "\n", + "The death datas(timeseriescovid19deathsglobal.csv) are used to do the same graphs as above." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "death_url = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv'" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# death_data in different countries\n", + "death_data = pd.read_csv(death_url)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# download the data for different countries\n", + "death_Belgium = death_data[death_data[\"Country/Region\"].str.contains('Belgium')]\n", + "death_Germany = death_data[death_data[\"Country/Region\"].str.contains('Germany')]\n", + "death_Iran = death_data[death_data[\"Country/Region\"].str.contains('Iran')]\n", + "death_Italy = death_data[death_data[\"Country/Region\"].str.contains('Italy')]\n", + "death_Japan = death_data[death_data[\"Country/Region\"].str.contains('Japan')]\n", + "death_KS = death_data[death_data[\"Country/Region\"].str.contains('Korea')]\n", + "death_Portugal = death_data[death_data[\"Country/Region\"].str.contains('Portugal')]\n", + "death_Spain = death_data[death_data[\"Country/Region\"].str.contains('Spain')]\n", + "death_US = death_data[death_data[\"Country/Region\"].str.contains('US')]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "death_China = death_data[death_data[\"Country/Region\"].str.contains('China')]\n", + "death_HK = death_China[death_China[\"Province/State\"].str.contains('Hong Kong')]\n", + "death_China_main = death_China.drop(index = death_HK.index)\n", + "\n", + "death_China = death_China.apply(lambda x:x.sum(),axis=0)\n", + "death_China['Province/State'] = death_China['Province/State'].replace('AnhuiBeijingChongqingFujianGansuGuangdongGuangxiGuizhouHainanHebeiHeilongjiangHenanHong KongHubeiHunanInner MongoliaJiangsuJiangxiJilinLiaoningMacauNingxiaQinghaiShaanxiShandongShanghaiShanxiSichuanTianjinTibetXinjiangYunnanZhejiang','China')\n", + "death_China['Country/Region'] = death_China['Country/Region'].replace('ChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChina','China')\n", + "#data_China_TC = data_China[data_China.index[-1]]\n", + "death1 = death_China.reset_index()\n", + "#data1.set_index('index',inplace=True)\n", + "death2 = death1.T\n", + "death2.columns = death2.iloc[0,:]\n", + "#data2.columns = data2.loc['index',:]\n", + "death2.columns.name= None\n", + "death2 = death2.drop('index')\n", + "#print(data2)\n", + "#print(data2[1:])\n", + "death_China = death2\n", + "\n", + "death_China_main = death_China_main.apply(lambda x:x.sum(),axis=0)\n", + "death_China_main['Province/State'] = death_China_main['Province/State'].replace('AnhuiBeijingChongqingFujianGansuGuangdongGuangxiGuizhouHainanHebeiHeilongjiangHenanHubeiHunanInner MongoliaJiangsuJiangxiJilinLiaoningMacauNingxiaQinghaiShaanxiShandongShanghaiShanxiSichuanTianjinTibetXinjiangYunnanZhejiang','Mainland')\n", + "death_China_main['Country/Region'] = death_China_main['Country/Region'].replace('ChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChina','China(all provinces except Hong Kong)')\n", + "#data_China__main_TC = data_China_main[data_China_main.index[-1]]\n", + "#print(data_China__main_TC)\n", + "death3 = death_China_main.reset_index()\n", + "#data1.set_index('index',inplace=True)\n", + "death4 = death3.T\n", + "death4.columns = death4.iloc[0,:]\n", + "#data2.columns = data2.loc['index',:]\n", + "death4.columns.name= None\n", + "death4 = death4.drop('index')\n", + "#print(data2)\n", + "#print(data2[1:])\n", + "death_China_main = death4\n", + "\n", + "death_HK['Country/Region'] = death_HK['Country/Region'].replace('China','Hong Kong China')\n", + "#data_HK\n", + "#frames = [data_HK,data_China_main,data_China]\n", + "#result = pd.concat(frames)\n", + "#result" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "#France except except Dom/Tom\n", + "death_France = death_data[death_data[\"Country/Region\"].str.contains('France')]\n", + "#data_France\n", + "death_France_main = death_France[death_France.isnull().any(axis=1)]\n", + "#data_France_main\n", + "#Netherlands without the colonies\n", + "death_Netherlands = death_data[death_data[\"Country/Region\"].str.contains('Netherlands')]\n", + "#data_Netherlands\n", + "death_Netherlands_main = death_Netherlands[death_Netherlands.isnull().any(axis=1)]\n", + "#data_Netherlands_main\n", + "#United Kingdom without the colonies\n", + "death_UK = death_data[death_data[\"Country/Region\"].str.contains('United Kingdom')]\n", + "#data_UK\n", + "death_UK_main = death_UK[death_UK.isnull().any(axis=1)]\n", + "#data_UK_main" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Latest cumulative number of death cases in Covid-19\n", + "death_frames = [death_Belgium,death_China_main,death_China,death_HK,death_France_main,death_Germany,death_Iran,\n", + " death_Italy,death_Japan,death_KS,death_Netherlands_main,death_Portugal,death_Spain,death_UK_main,\n", + " death_US]\n", + "death_result = pd.concat(death_frames)\n", + "#result\n", + "death_Name = death_result[\"Country/Region\"]\n", + "death_Cases = death_result[death_result.columns[-1]] #choose the latest results\n", + "#Cases\n", + "\n", + "plt.barh(death_Name,death_Cases)\n", + "plt.title('Latest cumulative number of death cases in Covid-19')\n", + "plt.ylabel('Country/Region')\n", + "plt.xlabel('Latest cumulative number of death cases')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#The cumulative number of death cases over time (linear scale)\n", + "death = death_Belgium.size # follow the time\n", + "death = death_data.iloc[:,4:d]\n", + "d_Belgium = death_Belgium.iloc[:,4:d]\n", + "d_China_main = death_China_main.iloc[:,4:d]\n", + "d_China = death_China.iloc[:,4:d]\n", + "d_HK = death_HK.iloc[:,4:d]\n", + "d_France_main = death_France_main.iloc[:,4:d]\n", + "d_Germany = death_Germany.iloc[:,4:d]\n", + "d_Iran = death_Iran.iloc[:,4:d]\n", + "d_Italy = death_Italy.iloc[:,4:d]\n", + "d_Japan = death_Japan.iloc[:,4:d]\n", + "d_KS = death_KS.iloc[:,4:d]\n", + "d_Netherlands_main = death_Netherlands_main.iloc[:,4:d]\n", + "d_Portugal = death_Portugal.iloc[:,4:d]\n", + "d_Spain = death_Spain.iloc[:,4:d]\n", + "d_UK_main = death_UK_main.iloc[:,4:d]\n", + "d_US = death_US.iloc[:,4:d]\n", + "fig = plt.figure(figsize=(20,10))\n", + "#plot linear scale\n", + "#ax = plt.subplot(1,2,1)\n", + "plt.xticks(())\n", + "plt.plot(death.columns.values,d_Belgium.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_China_main.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_China.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_HK.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_France_main.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values,d_Germany.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Iran.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Italy.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Japan.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_KS.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values,d_Netherlands_main.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Portugal.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Spain.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_UK_main.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_US.T, marker='o', markersize=3)\n", + "plt.xlabel('Date')\n", + "plt.ylabel('The cumulative number of death cases')\n", + "plt.title('The cumulative number of death cases over time (linear scale)')\n", + "plt.legend(['Belgium','China mainland','China','Hong Kong','France without the colonies',\n", + " 'Germany','Iran','Italy', 'Japan', 'Korea South', 'Netherlands without the colonies', \n", + " 'Portugal', 'Spain','United Kingdom without the colonies','US'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#The cumulative number of death cases over time (logarithmic scale)\n", + "fig = plt.figure(figsize=(20,10))\n", + "#plot linear scale\n", + "#ax = plt.subplot(1,2,1)\n", + "plt.xticks(())\n", + "plt.plot(death.columns.values,d_Belgium.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_China_main.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_China.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_HK.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_France_main.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values,d_Germany.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Iran.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Italy.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Japan.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_KS.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values,d_Netherlands_main.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Portugal.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Spain.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_UK_main.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_US.T, marker='o', markersize=3)\n", + "plt.xlabel('Date')\n", + "plt.ylabel('The cumulative number of death cases')\n", + "plt.title('The cumulative number of death cases over time (logarithmic scale)')\n", + "plt.legend(['Belgium','China mainland','China','Hong Kong','France without the colonies',\n", + " 'Germany','Iran','Italy', 'Japan', 'Korea South', 'Netherlands without the colonies', \n", + " 'Portugal', 'Spain','United Kingdom without the colonies','US'])\n", + "plt.yscale(\"log\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To attenuate the effects of counting procedures,once the pandemic is over, take the total number of deaths and normalize per 1000 inhabitants of France. " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Death Rate =Number of Deaths /Annual Average Number of Population ×1000‰\n", + "# 2021 population metropolitan France:65 249 843\n", + "# 2020 population metropolitan France:65 123 843\n", + "# data comes from: 'https://www.insee.fr/en/statistiques/5015919?sommaire=5015923#titre-bloc-3'\n", + "\n", + "#select the index between 2020 and 2021\n", + "t = death_France_main.columns.get_loc(\"12/31/20\")\n", + "\n", + "Tp_20 = 65123843\n", + "Tp_21 = 65249843\n", + "# take the total number of deaths and normalize per 1000 inhabitants of France\n", + "R_Death_20 = death_France_main.iloc[:,4:t]/Tp_20*1000\n", + "#print(R_Death_2020)\n", + "R_Death_21 = death_France_main.iloc[:,t+1:d]/Tp_21*1000\n", + "#print(R_Death_2021)\n", + "Rate_Death_France = pd.concat([R_Death_20,R_Death_21], axis=1)\n", + "#Rate_Death_France\n", + "fig = plt.figure(figsize=(20,10))\n", + "#plot linear scale\n", + "#ax = plt.subplot(1,2,1)\n", + "plt.xticks(())\n", + "plt.plot(Rate_Death_France.columns.values,Rate_Death_France.T, marker='o', markersize=3)\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Death rate per 1000 inhabitants')\n", + "plt.title('Death rate per 1000 inhabitants in France due to Covid-19')\n", + "plt.show()" + ] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +689,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git a/module3/exo3/travail pratique.ipynb b/module3/exo3/travail pratique.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..e7c7884840ea41542c099330f4a9a1ed5f7068c9 --- /dev/null +++ b/module3/exo3/travail pratique.ipynb @@ -0,0 +1,697 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Subject 7: The SARS-CoV-2 (Covid-19) epidemic\n", + "\n", + "The goal is to produce plots similar to the one of the South China Morning Post (SCMP), on The Coronavirus Pandemic page, which shows for different countries the cumulative number (i.e. the total number since the beginning of the pandemic) of people with coronavirus 2019 disease." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import numpy as np\n", + "from pandas import DataFrame " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data we are going to use in a first step are compiled by the Johns Hopkins University Center for Systems Science and Engineering (JHU CSSE) and are freely available on GitHub." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# raw_data = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv')\n", + "raw_data = pd.read_csv(data_url)\n", + "# show the raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Firstly, download the data to make a graph showing the evolution of the cumulative number of cases over time for: Belgium, China (all provinces except Hong Kong), China, Hong-Kong, France except Dom/Tom, Germany, Iran, Italy, Japan, Korea South, Netherlands without the colonies, Portugal, Spain, United Kingdom without the colonies, US." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# download the data for different countries\n", + "data_Belgium = raw_data[raw_data[\"Country/Region\"].str.contains('Belgium')]\n", + "data_Germany = raw_data[raw_data[\"Country/Region\"].str.contains('Germany')]\n", + "data_Iran = raw_data[raw_data[\"Country/Region\"].str.contains('Iran')]\n", + "data_Italy = raw_data[raw_data[\"Country/Region\"].str.contains('Italy')]\n", + "data_Japan = raw_data[raw_data[\"Country/Region\"].str.contains('Japan')]\n", + "data_KS = raw_data[raw_data[\"Country/Region\"].str.contains('Korea')]\n", + "data_Portugal = raw_data[raw_data[\"Country/Region\"].str.contains('Portugal')]\n", + "data_Spain = raw_data[raw_data[\"Country/Region\"].str.contains('Spain')]\n", + "data_US = raw_data[raw_data[\"Country/Region\"].str.contains('US')]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# deal with the data for China (all provinces except Hong Kong), China, Hong-Kong\n", + "data_China = raw_data[raw_data[\"Country/Region\"].str.contains('China')]\n", + "data_HK = data_China[data_China[\"Province/State\"].str.contains('Hong Kong')]\n", + "data_China_main = data_China.drop(index = data_HK.index)\n", + "\n", + "#data_China.loc['CS'] = data_China.apply(lambda x:x.sum(),axis=0)\n", + "#a = data_China.loc[data_China.index[-1],:] #select the last column\n", + "#calcluate the total number of cases in China\n", + "data_China = data_China.apply(lambda x:x.sum(),axis=0)\n", + "data_China['Province/State'] = data_China['Province/State'].replace('AnhuiBeijingChongqingFujianGansuGuangdongGuangxiGuizhouHainanHebeiHeilongjiangHenanHong KongHubeiHunanInner MongoliaJiangsuJiangxiJilinLiaoningMacauNingxiaQinghaiShaanxiShandongShanghaiShanxiSichuanTianjinTibetXinjiangYunnanZhejiang','China')\n", + "data_China['Country/Region'] = data_China['Country/Region'].replace('ChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChina','China')\n", + "#data_China_TC = data_China[data_China.index[-1]]\n", + "data1 = data_China.reset_index()\n", + "#data1.set_index('index',inplace=True)\n", + "data2 = data1.T\n", + "data2.columns = data2.iloc[0,:]\n", + "#data2.columns = data2.loc['index',:]\n", + "data2.columns.name= None\n", + "data2 = data2.drop('index')\n", + "#print(data2)\n", + "#print(data2[1:])\n", + "data_China = data2\n", + "\n", + "data_China_main = data_China_main.apply(lambda x:x.sum(),axis=0)\n", + "data_China_main['Province/State'] = data_China_main['Province/State'].replace('AnhuiBeijingChongqingFujianGansuGuangdongGuangxiGuizhouHainanHebeiHeilongjiangHenanHubeiHunanInner MongoliaJiangsuJiangxiJilinLiaoningMacauNingxiaQinghaiShaanxiShandongShanghaiShanxiSichuanTianjinTibetXinjiangYunnanZhejiang','Mainland')\n", + "data_China_main['Country/Region'] = data_China_main['Country/Region'].replace('ChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChina','China(all provinces except Hong Kong)')\n", + "#data_China__main_TC = data_China_main[data_China_main.index[-1]]\n", + "#print(data_China__main_TC)\n", + "data3 = data_China_main.reset_index()\n", + "#data1.set_index('index',inplace=True)\n", + "data4 = data3.T\n", + "data4.columns = data4.iloc[0,:]\n", + "#data2.columns = data2.loc['index',:]\n", + "data4.columns.name= None\n", + "data4 = data4.drop('index')\n", + "#print(data2)\n", + "#print(data2[1:])\n", + "data_China_main = data4\n", + "\n", + "data_HK['Country/Region'] = data_HK['Country/Region'].replace('China','Hong Kong China')\n", + "#data_HK" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "#France except except Dom/Tom\n", + "data_France = raw_data[raw_data[\"Country/Region\"].str.contains('France')]\n", + "#data_France\n", + "data_France_main = data_France[data_France.isnull().any(axis=1)]\n", + "#data_France_main" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "#Netherlands without the colonies\n", + "data_Netherlands = raw_data[raw_data[\"Country/Region\"].str.contains('Netherlands')]\n", + "#data_Netherlands\n", + "data_Netherlands_main = data_Netherlands[data_Netherlands.isnull().any(axis=1)]\n", + "#data_Netherlands_main" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "#United Kingdom without the colonies\n", + "data_UK = raw_data[raw_data[\"Country/Region\"].str.contains('United Kingdom')]\n", + "#data_UK\n", + "data_UK_main = data_UK[data_UK.isnull().any(axis=1)]\n", + "#data_UK_main\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "frames = [data_Belgium,data_China_main,data_China,data_HK,data_France_main,data_Germany,data_Iran,data_Italy,data_Japan,data_KS,\n", + " data_Netherlands_main,data_Portugal,data_Spain,data_UK_main,data_US]\n", + "result = pd.concat(frames)\n", + "#result\n", + "Name = result[\"Country/Region\"]\n", + "Cases = result[result.columns[-1]] #choose the latest results\n", + "#Cases\n", + "\n", + "plt.barh(Name,Cases)\n", + "plt.title('Latest cumulative number of cases in Covid-19')\n", + "plt.ylabel('Country/Region')\n", + "plt.xlabel('Latest cumulative number of cases')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, make a graph with the date on the x-axis and the cumulative number of cases at this date on the y-axis for different countries or regions.The suggestion is to make two versions of this graph, one with a linear scale and another with a logarithmic scale." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "d = data_Belgium.size # follow the time\n", + "#df_Belgium = data_Belgium.iloc[:,4:d]\n", + "#print(data_Belgium.iloc[:,4:405])\n", + "#df_list = df.values.tolist()\n", + "#print(df_list)\n", + "#fig = plt.figure(figsize=(20,10))\n", + "#plot linear scale\n", + "#ax = plt.subplot(1,2,1)\n", + "#plt.xticks(())\n", + "#ax.plot(df_Belgium.columns.values,df_Belgium.T,'o-')\n", + "#ax.set_title('The cumulative number of cases in Belgium(linear scale)')\n", + "#ax.set_xlabel('date')\n", + "#ax.set_ylabel('the cumulative number of cases')\n", + "#plt.legend('cases')\n", + "#plt.subplots_adjust(bottom=0.15)\n", + "#plot logarithmic scale\n", + "#ay = plt.subplot(1,2,2)\n", + "#plt.xticks(())\n", + "#ay.plot(df_Belgium.columns.values,df_Belgium.T,'o-')\n", + "#ay.set_title('The cumulative number of cases in Belgium(logarithmic scale)')\n", + "#ay.set_xlabel('date')\n", + "#ay.set_ylabel('the cumulative number of cases')\n", + "#plt.yscale(\"log\")\n", + "#plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "d = data_Belgium.size # follow the time\n", + "df = raw_data.iloc[:,4:d]\n", + "df_Belgium = data_Belgium.iloc[:,4:d]\n", + "df_China_main = data_China_main.iloc[:,4:d]\n", + "df_China = data_China.iloc[:,4:d]\n", + "df_HK = data_HK.iloc[:,4:d]\n", + "df_France_main = data_France_main.iloc[:,4:d]\n", + "df_Germany = data_Germany.iloc[:,4:d]\n", + "df_Iran = data_Iran.iloc[:,4:d]\n", + "df_Italy = data_Italy.iloc[:,4:d]\n", + "df_Japan = data_Japan.iloc[:,4:d]\n", + "df_KS = data_KS.iloc[:,4:d]\n", + "df_Netherlands_main = data_Netherlands_main.iloc[:,4:d]\n", + "df_Portugal = data_Portugal.iloc[:,4:d]\n", + "df_Spain = data_Spain.iloc[:,4:d]\n", + "df_UK_main = data_UK_main.iloc[:,4:d]\n", + "df_US = data_US.iloc[:,4:d]\n", + "fig = plt.figure(figsize=(20,10))\n", + "#plot linear scale\n", + "#ax = plt.subplot(1,2,1)\n", + "plt.xticks(())\n", + "plt.plot(df.columns.values,df_Belgium.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_China_main.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_China.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_HK.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_France_main.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values,df_Germany.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Iran.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Italy.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Japan.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_KS.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values,df_Netherlands_main.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Portugal.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Spain.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_UK_main.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_US.T, marker='o', markersize=3)\n", + "plt.xlabel('date')\n", + "plt.ylabel('the cumulative number of cases')\n", + "plt.title('The cumulative number of cases over time (linear scale)')\n", + "plt.legend(['Belgium','China mainland','China','Hong Kong','France without the colonies',\n", + " 'Germany','Iran','Italy', 'Japan', 'Korea South', 'Netherlands without the colonies', \n", + " 'Portugal', 'Spain','United Kingdom without the colonies','US'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(20,10))\n", + "#plot linear scale\n", + "#ax = plt.subplot(1,2,1)\n", + "plt.xticks(())\n", + "plt.plot(df.columns.values,df_Belgium.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_China_main.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_China.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_HK.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_France_main.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values,df_Germany.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Iran.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Italy.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Japan.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_KS.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values,df_Netherlands_main.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Portugal.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_Spain.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_UK_main.T, marker='o', markersize=3)\n", + "plt.plot(df.columns.values, df_US.T, marker='o', markersize=3)\n", + "plt.xlabel('date')\n", + "plt.ylabel('the cumulative number of cases')\n", + "plt.title('The cumulative number of cases over time (logarithmic scale)')\n", + "plt.legend(['Belgium','China mainland','China','Hong Kong','France without the colonies',\n", + " 'Germany','Iran','Italy', 'Japan', 'Korea South', 'Netherlands without the colonies', \n", + " 'Portugal', 'Spain','United Kingdom without the colonies','US'])\n", + "plt.yscale(\"log\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Another question to work on when this “mess” is over.\n", + "\n", + "The death datas(timeseriescovid19deathsglobal.csv) are used to do the same graphs as above." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "death_url = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv'" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# death_data in different countries\n", + "death_data = pd.read_csv(death_url)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# download the data for different countries\n", + "death_Belgium = death_data[death_data[\"Country/Region\"].str.contains('Belgium')]\n", + "death_Germany = death_data[death_data[\"Country/Region\"].str.contains('Germany')]\n", + "death_Iran = death_data[death_data[\"Country/Region\"].str.contains('Iran')]\n", + "death_Italy = death_data[death_data[\"Country/Region\"].str.contains('Italy')]\n", + "death_Japan = death_data[death_data[\"Country/Region\"].str.contains('Japan')]\n", + "death_KS = death_data[death_data[\"Country/Region\"].str.contains('Korea')]\n", + "death_Portugal = death_data[death_data[\"Country/Region\"].str.contains('Portugal')]\n", + "death_Spain = death_data[death_data[\"Country/Region\"].str.contains('Spain')]\n", + "death_US = death_data[death_data[\"Country/Region\"].str.contains('US')]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "death_China = death_data[death_data[\"Country/Region\"].str.contains('China')]\n", + "death_HK = death_China[death_China[\"Province/State\"].str.contains('Hong Kong')]\n", + "death_China_main = death_China.drop(index = death_HK.index)\n", + "\n", + "death_China = death_China.apply(lambda x:x.sum(),axis=0)\n", + "death_China['Province/State'] = death_China['Province/State'].replace('AnhuiBeijingChongqingFujianGansuGuangdongGuangxiGuizhouHainanHebeiHeilongjiangHenanHong KongHubeiHunanInner MongoliaJiangsuJiangxiJilinLiaoningMacauNingxiaQinghaiShaanxiShandongShanghaiShanxiSichuanTianjinTibetXinjiangYunnanZhejiang','China')\n", + "death_China['Country/Region'] = death_China['Country/Region'].replace('ChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChina','China')\n", + "#data_China_TC = data_China[data_China.index[-1]]\n", + "death1 = death_China.reset_index()\n", + "#data1.set_index('index',inplace=True)\n", + "death2 = death1.T\n", + "death2.columns = death2.iloc[0,:]\n", + "#data2.columns = data2.loc['index',:]\n", + "death2.columns.name= None\n", + "death2 = death2.drop('index')\n", + "#print(data2)\n", + "#print(data2[1:])\n", + "death_China = death2\n", + "\n", + "death_China_main = death_China_main.apply(lambda x:x.sum(),axis=0)\n", + "death_China_main['Province/State'] = death_China_main['Province/State'].replace('AnhuiBeijingChongqingFujianGansuGuangdongGuangxiGuizhouHainanHebeiHeilongjiangHenanHubeiHunanInner MongoliaJiangsuJiangxiJilinLiaoningMacauNingxiaQinghaiShaanxiShandongShanghaiShanxiSichuanTianjinTibetXinjiangYunnanZhejiang','Mainland')\n", + "death_China_main['Country/Region'] = death_China_main['Country/Region'].replace('ChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChinaChina','China(all provinces except Hong Kong)')\n", + "#data_China__main_TC = data_China_main[data_China_main.index[-1]]\n", + "#print(data_China__main_TC)\n", + "death3 = death_China_main.reset_index()\n", + "#data1.set_index('index',inplace=True)\n", + "death4 = death3.T\n", + "death4.columns = death4.iloc[0,:]\n", + "#data2.columns = data2.loc['index',:]\n", + "death4.columns.name= None\n", + "death4 = death4.drop('index')\n", + "#print(data2)\n", + "#print(data2[1:])\n", + "death_China_main = death4\n", + "\n", + "death_HK['Country/Region'] = death_HK['Country/Region'].replace('China','Hong Kong China')\n", + "#data_HK\n", + "#frames = [data_HK,data_China_main,data_China]\n", + "#result = pd.concat(frames)\n", + "#result" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "#France except except Dom/Tom\n", + "death_France = death_data[death_data[\"Country/Region\"].str.contains('France')]\n", + "#data_France\n", + "death_France_main = death_France[death_France.isnull().any(axis=1)]\n", + "#data_France_main\n", + "#Netherlands without the colonies\n", + "death_Netherlands = death_data[death_data[\"Country/Region\"].str.contains('Netherlands')]\n", + "#data_Netherlands\n", + "death_Netherlands_main = death_Netherlands[death_Netherlands.isnull().any(axis=1)]\n", + "#data_Netherlands_main\n", + "#United Kingdom without the colonies\n", + "death_UK = death_data[death_data[\"Country/Region\"].str.contains('United Kingdom')]\n", + "#data_UK\n", + "death_UK_main = death_UK[death_UK.isnull().any(axis=1)]\n", + "#data_UK_main" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Latest cumulative number of death cases in Covid-19\n", + "death_frames = [death_Belgium,death_China_main,death_China,death_HK,death_France_main,death_Germany,death_Iran,\n", + " death_Italy,death_Japan,death_KS,death_Netherlands_main,death_Portugal,death_Spain,death_UK_main,\n", + " death_US]\n", + "death_result = pd.concat(death_frames)\n", + "#result\n", + "death_Name = death_result[\"Country/Region\"]\n", + "death_Cases = death_result[death_result.columns[-1]] #choose the latest results\n", + "#Cases\n", + "\n", + "plt.barh(death_Name,death_Cases)\n", + "plt.title('Latest cumulative number of death cases in Covid-19')\n", + "plt.ylabel('Country/Region')\n", + "plt.xlabel('Latest cumulative number of death cases')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#The cumulative number of death cases over time (linear scale)\n", + "death = death_Belgium.size # follow the time\n", + "death = death_data.iloc[:,4:d]\n", + "d_Belgium = death_Belgium.iloc[:,4:d]\n", + "d_China_main = death_China_main.iloc[:,4:d]\n", + "d_China = death_China.iloc[:,4:d]\n", + "d_HK = death_HK.iloc[:,4:d]\n", + "d_France_main = death_France_main.iloc[:,4:d]\n", + "d_Germany = death_Germany.iloc[:,4:d]\n", + "d_Iran = death_Iran.iloc[:,4:d]\n", + "d_Italy = death_Italy.iloc[:,4:d]\n", + "d_Japan = death_Japan.iloc[:,4:d]\n", + "d_KS = death_KS.iloc[:,4:d]\n", + "d_Netherlands_main = death_Netherlands_main.iloc[:,4:d]\n", + "d_Portugal = death_Portugal.iloc[:,4:d]\n", + "d_Spain = death_Spain.iloc[:,4:d]\n", + "d_UK_main = death_UK_main.iloc[:,4:d]\n", + "d_US = death_US.iloc[:,4:d]\n", + "fig = plt.figure(figsize=(20,10))\n", + "#plot linear scale\n", + "#ax = plt.subplot(1,2,1)\n", + "plt.xticks(())\n", + "plt.plot(death.columns.values,d_Belgium.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_China_main.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_China.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_HK.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_France_main.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values,d_Germany.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Iran.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Italy.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Japan.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_KS.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values,d_Netherlands_main.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Portugal.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Spain.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_UK_main.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_US.T, marker='o', markersize=3)\n", + "plt.xlabel('Date')\n", + "plt.ylabel('The cumulative number of death cases')\n", + "plt.title('The cumulative number of death cases over time (linear scale)')\n", + "plt.legend(['Belgium','China mainland','China','Hong Kong','France without the colonies',\n", + " 'Germany','Iran','Italy', 'Japan', 'Korea South', 'Netherlands without the colonies', \n", + " 'Portugal', 'Spain','United Kingdom without the colonies','US'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#The cumulative number of death cases over time (logarithmic scale)\n", + "fig = plt.figure(figsize=(20,10))\n", + "#plot linear scale\n", + "#ax = plt.subplot(1,2,1)\n", + "plt.xticks(())\n", + "plt.plot(death.columns.values,d_Belgium.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_China_main.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_China.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_HK.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_France_main.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values,d_Germany.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Iran.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Italy.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Japan.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_KS.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values,d_Netherlands_main.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Portugal.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_Spain.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_UK_main.T, marker='o', markersize=3)\n", + "plt.plot(death.columns.values, d_US.T, marker='o', markersize=3)\n", + "plt.xlabel('Date')\n", + "plt.ylabel('The cumulative number of death cases')\n", + "plt.title('The cumulative number of death cases over time (logarithmic scale)')\n", + "plt.legend(['Belgium','China mainland','China','Hong Kong','France without the colonies',\n", + " 'Germany','Iran','Italy', 'Japan', 'Korea South', 'Netherlands without the colonies', \n", + " 'Portugal', 'Spain','United Kingdom without the colonies','US'])\n", + "plt.yscale(\"log\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To attenuate the effects of counting procedures,once the pandemic is over, take the total number of deaths and normalize per 1000 inhabitants of France. " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Death Rate =Number of Deaths /Annual Average Number of Population ×1000‰\n", + "# 2021 population metropolitan France:65 249 843\n", + "# 2020 population metropolitan France:65 123 843\n", + "# data comes from: 'https://www.insee.fr/en/statistiques/5015919?sommaire=5015923#titre-bloc-3'\n", + "\n", + "#select the index between 2020 and 2021\n", + "t = death_France_main.columns.get_loc(\"12/31/20\")\n", + "\n", + "Tp_20 = 65123843\n", + "Tp_21 = 65249843\n", + "# take the total number of deaths and normalize per 1000 inhabitants of France\n", + "R_Death_20 = death_France_main.iloc[:,4:t]/Tp_20*1000\n", + "#print(R_Death_2020)\n", + "R_Death_21 = death_France_main.iloc[:,t+1:d]/Tp_21*1000\n", + "#print(R_Death_2021)\n", + "Rate_Death_France = pd.concat([R_Death_20,R_Death_21], axis=1)\n", + "#Rate_Death_France\n", + "fig = plt.figure(figsize=(20,10))\n", + "#plot linear scale\n", + "#ax = plt.subplot(1,2,1)\n", + "plt.xticks(())\n", + "plt.plot(Rate_Death_France.columns.values,Rate_Death_France.T, marker='o', markersize=3)\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Death rate per 1000 inhabitants')\n", + "plt.title('Death rate per 1000 inhabitants in France due to Covid-19')\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}