diff --git a/module3/exo3/exercice_en.ipynb b/module3/exo3/exercice_en.ipynb
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..4e636cdcbe9994c07ad1b4e28b70bae1506b4f91 100644
--- a/module3/exo3/exercice_en.ipynb
+++ b/module3/exo3/exercice_en.ipynb
@@ -1,6 +1,727 @@
{
- "cells": [],
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "hideCode": true,
+ "hidePrompt": true
+ },
+ "source": [
+ "# Analysis of Corona Virus Dataset"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "hideCode": false,
+ "hidePrompt": true
+ },
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "hideCode": false,
+ "hidePrompt": true
+ },
+ "outputs": [],
+ "source": [
+ "url=\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\"\n",
+ "df = pd.read_csv(url)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "hideCode": true,
+ "hidePrompt": true
+ },
+ "source": [
+ "### A first look at the format of the dataframe"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "hideCode": false,
+ "hidePrompt": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Province/State | \n",
+ " Country/Region | \n",
+ " Lat | \n",
+ " Long | \n",
+ " 1/22/20 | \n",
+ " 1/23/20 | \n",
+ " 1/24/20 | \n",
+ " 1/25/20 | \n",
+ " 1/26/20 | \n",
+ " 1/27/20 | \n",
+ " ... | \n",
+ " 2/28/23 | \n",
+ " 3/1/23 | \n",
+ " 3/2/23 | \n",
+ " 3/3/23 | \n",
+ " 3/4/23 | \n",
+ " 3/5/23 | \n",
+ " 3/6/23 | \n",
+ " 3/7/23 | \n",
+ " 3/8/23 | \n",
+ " 3/9/23 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " NaN | \n",
+ " Afghanistan | \n",
+ " 33.93911 | \n",
+ " 67.709953 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " ... | \n",
+ " 209322 | \n",
+ " 209340 | \n",
+ " 209358 | \n",
+ " 209362 | \n",
+ " 209369 | \n",
+ " 209390 | \n",
+ " 209406 | \n",
+ " 209436 | \n",
+ " 209451 | \n",
+ " 209451 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " NaN | \n",
+ " Albania | \n",
+ " 41.15330 | \n",
+ " 20.168300 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " ... | \n",
+ " 334391 | \n",
+ " 334408 | \n",
+ " 334408 | \n",
+ " 334427 | \n",
+ " 334427 | \n",
+ " 334427 | \n",
+ " 334427 | \n",
+ " 334427 | \n",
+ " 334443 | \n",
+ " 334457 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " NaN | \n",
+ " Algeria | \n",
+ " 28.03390 | \n",
+ " 1.659600 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " ... | \n",
+ " 271441 | \n",
+ " 271448 | \n",
+ " 271463 | \n",
+ " 271469 | \n",
+ " 271469 | \n",
+ " 271477 | \n",
+ " 271477 | \n",
+ " 271490 | \n",
+ " 271494 | \n",
+ " 271496 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " NaN | \n",
+ " Andorra | \n",
+ " 42.50630 | \n",
+ " 1.521800 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " ... | \n",
+ " 47866 | \n",
+ " 47875 | \n",
+ " 47875 | \n",
+ " 47875 | \n",
+ " 47875 | \n",
+ " 47875 | \n",
+ " 47875 | \n",
+ " 47875 | \n",
+ " 47890 | \n",
+ " 47890 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " NaN | \n",
+ " Angola | \n",
+ " -11.20270 | \n",
+ " 17.873900 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " ... | \n",
+ " 105255 | \n",
+ " 105277 | \n",
+ " 105277 | \n",
+ " 105277 | \n",
+ " 105277 | \n",
+ " 105277 | \n",
+ " 105277 | \n",
+ " 105277 | \n",
+ " 105288 | \n",
+ " 105288 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 1147 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Province/State Country/Region Lat Long 1/22/20 1/23/20 \\\n",
+ "0 NaN Afghanistan 33.93911 67.709953 0 0 \n",
+ "1 NaN Albania 41.15330 20.168300 0 0 \n",
+ "2 NaN Algeria 28.03390 1.659600 0 0 \n",
+ "3 NaN Andorra 42.50630 1.521800 0 0 \n",
+ "4 NaN Angola -11.20270 17.873900 0 0 \n",
+ "\n",
+ " 1/24/20 1/25/20 1/26/20 1/27/20 ... 2/28/23 3/1/23 3/2/23 \\\n",
+ "0 0 0 0 0 ... 209322 209340 209358 \n",
+ "1 0 0 0 0 ... 334391 334408 334408 \n",
+ "2 0 0 0 0 ... 271441 271448 271463 \n",
+ "3 0 0 0 0 ... 47866 47875 47875 \n",
+ "4 0 0 0 0 ... 105255 105277 105277 \n",
+ "\n",
+ " 3/3/23 3/4/23 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n",
+ "0 209362 209369 209390 209406 209436 209451 209451 \n",
+ "1 334427 334427 334427 334427 334427 334443 334457 \n",
+ "2 271469 271469 271477 271477 271490 271494 271496 \n",
+ "3 47875 47875 47875 47875 47875 47890 47890 \n",
+ "4 105277 105277 105277 105277 105277 105288 105288 \n",
+ "\n",
+ "[5 rows x 1147 columns]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Number of entries: 289\n"
+ ]
+ }
+ ],
+ "source": [
+ "display(df.head())\n",
+ "print(f\"Number of entries: {len(df)}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "hideCode": true,
+ "hidePrompt": true
+ },
+ "source": [
+ "### Keep only countries/regions of interest for analysis"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 105,
+ "metadata": {
+ "hideCode": false,
+ "hidePrompt": true
+ },
+ "outputs": [],
+ "source": [
+ "# Filter by country, drop Lat and Long\n",
+ "keep = [\"Belgium\", \"China\", \"France\", \"Germany\", \"Iran\", \"Italy\", \"Japan\", \"Korea, South\", \"Netherlands\", \n",
+ " \"Portugal\", \"Spain\", \"United Kingdom\", \"US\"]\n",
+ "subset = df.loc[df[\"Country/Region\"].isin(keep), :].drop(columns=[\"Lat\", \"Long\"])\n",
+ "\n",
+ "# Remove colonies\n",
+ "french_colonies_idx = list(subset.loc[(subset[\"Country/Region\"] == \"France\") & subset[\"Province/State\"].notna(), :].index)\n",
+ "british_colonies_idx = list(subset.loc[(subset[\"Country/Region\"] == \"United Kingdom\") & subset[\"Province/State\"].notna(), :].index)\n",
+ "dutch_colonies_idx = list(subset.loc[(subset[\"Country/Region\"] == \"Netherlands\") & subset[\"Province/State\"].notna(), :].index)\n",
+ "\n",
+ "drop_colonies = french_colonies_idx + british_colonies_idx + dutch_colonies_idx\n",
+ "subset = subset.drop(drop_colonies)\n",
+ "\n",
+ "# Group data for China. \n",
+ "# I could not find the orginal figure, but I assumed the Chinese provinces were grouped\n",
+ "# since it is explicitly stated that only Hong Kong was to be displayed separately.\n",
+ "subset.loc[subset[\"Province/State\"] == \"Hong Kong\", \"Country/Region\"] = \"Hong Kong\" #ensure Hong Kong remains separate\n",
+ "subset = subset.groupby(\"Country/Region\").sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 106,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Transform columns into proper date format\n",
+ "subset.columns = pd.to_datetime(subset.columns, format=\"%m/%d/%y\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 107,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " 2020-01-22 00:00:00 | \n",
+ " 2020-01-23 00:00:00 | \n",
+ " 2020-01-24 00:00:00 | \n",
+ " 2020-01-25 00:00:00 | \n",
+ " 2020-01-26 00:00:00 | \n",
+ " 2020-01-27 00:00:00 | \n",
+ " 2020-01-28 00:00:00 | \n",
+ " 2020-01-29 00:00:00 | \n",
+ " 2020-01-30 00:00:00 | \n",
+ " 2020-01-31 00:00:00 | \n",
+ " ... | \n",
+ " 2023-02-28 00:00:00 | \n",
+ " 2023-03-01 00:00:00 | \n",
+ " 2023-03-02 00:00:00 | \n",
+ " 2023-03-03 00:00:00 | \n",
+ " 2023-03-04 00:00:00 | \n",
+ " 2023-03-05 00:00:00 | \n",
+ " 2023-03-06 00:00:00 | \n",
+ " 2023-03-07 00:00:00 | \n",
+ " 2023-03-08 00:00:00 | \n",
+ " 2023-03-09 00:00:00 | \n",
+ "
\n",
+ " \n",
+ " | Country/Region | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | Belgium | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " ... | \n",
+ " 4717655 | \n",
+ " 4717655 | \n",
+ " 4727795 | \n",
+ " 4727795 | \n",
+ " 4727795 | \n",
+ " 4727795 | \n",
+ " 4727795 | \n",
+ " 4727795 | \n",
+ " 4727795 | \n",
+ " 4739365 | \n",
+ "
\n",
+ " \n",
+ " | China | \n",
+ " 548 | \n",
+ " 641 | \n",
+ " 918 | \n",
+ " 1401 | \n",
+ " 2067 | \n",
+ " 2869 | \n",
+ " 5501 | \n",
+ " 6077 | \n",
+ " 8131 | \n",
+ " 9790 | \n",
+ " ... | \n",
+ " 2027418 | \n",
+ " 2027418 | \n",
+ " 2027418 | \n",
+ " 2027418 | \n",
+ " 2027418 | \n",
+ " 2027418 | \n",
+ " 2027418 | \n",
+ " 2027418 | \n",
+ " 2027418 | \n",
+ " 2027418 | \n",
+ "
\n",
+ " \n",
+ " | France | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 3 | \n",
+ " 3 | \n",
+ " 4 | \n",
+ " 5 | \n",
+ " 5 | \n",
+ " 5 | \n",
+ " ... | \n",
+ " 38579269 | \n",
+ " 38583794 | \n",
+ " 38587990 | \n",
+ " 38591184 | \n",
+ " 38591184 | \n",
+ " 38591184 | \n",
+ " 38599330 | \n",
+ " 38606393 | \n",
+ " 38612201 | \n",
+ " 38618509 | \n",
+ "
\n",
+ " \n",
+ " | Germany | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 4 | \n",
+ " 4 | \n",
+ " 4 | \n",
+ " 5 | \n",
+ " ... | \n",
+ " 38168908 | \n",
+ " 38189954 | \n",
+ " 38202571 | \n",
+ " 38210850 | \n",
+ " 38210850 | \n",
+ " 38210851 | \n",
+ " 38210851 | \n",
+ " 38231610 | \n",
+ " 38241231 | \n",
+ " 38249060 | \n",
+ "
\n",
+ " \n",
+ " | Hong Kong | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 2 | \n",
+ " 5 | \n",
+ " 8 | \n",
+ " 8 | \n",
+ " 8 | \n",
+ " 10 | \n",
+ " 10 | \n",
+ " 12 | \n",
+ " ... | \n",
+ " 2876106 | \n",
+ " 2876106 | \n",
+ " 2876106 | \n",
+ " 2876106 | \n",
+ " 2876106 | \n",
+ " 2876106 | \n",
+ " 2876106 | \n",
+ " 2876106 | \n",
+ " 2876106 | \n",
+ " 2876106 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 1143 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " 2020-01-22 2020-01-23 2020-01-24 2020-01-25 2020-01-26 \\\n",
+ "Country/Region \n",
+ "Belgium 0 0 0 0 0 \n",
+ "China 548 641 918 1401 2067 \n",
+ "France 0 0 2 3 3 \n",
+ "Germany 0 0 0 0 0 \n",
+ "Hong Kong 0 2 2 5 8 \n",
+ "\n",
+ " 2020-01-27 2020-01-28 2020-01-29 2020-01-30 2020-01-31 \\\n",
+ "Country/Region \n",
+ "Belgium 0 0 0 0 0 \n",
+ "China 2869 5501 6077 8131 9790 \n",
+ "France 3 4 5 5 5 \n",
+ "Germany 1 4 4 4 5 \n",
+ "Hong Kong 8 8 10 10 12 \n",
+ "\n",
+ " ... 2023-02-28 2023-03-01 2023-03-02 2023-03-03 \\\n",
+ "Country/Region ... \n",
+ "Belgium ... 4717655 4717655 4727795 4727795 \n",
+ "China ... 2027418 2027418 2027418 2027418 \n",
+ "France ... 38579269 38583794 38587990 38591184 \n",
+ "Germany ... 38168908 38189954 38202571 38210850 \n",
+ "Hong Kong ... 2876106 2876106 2876106 2876106 \n",
+ "\n",
+ " 2023-03-04 2023-03-05 2023-03-06 2023-03-07 2023-03-08 \\\n",
+ "Country/Region \n",
+ "Belgium 4727795 4727795 4727795 4727795 4727795 \n",
+ "China 2027418 2027418 2027418 2027418 2027418 \n",
+ "France 38591184 38591184 38599330 38606393 38612201 \n",
+ "Germany 38210850 38210851 38210851 38231610 38241231 \n",
+ "Hong Kong 2876106 2876106 2876106 2876106 2876106 \n",
+ "\n",
+ " 2023-03-09 \n",
+ "Country/Region \n",
+ "Belgium 4739365 \n",
+ "China 2027418 \n",
+ "France 38618509 \n",
+ "Germany 38249060 \n",
+ "Hong Kong 2876106 \n",
+ "\n",
+ "[5 rows x 1143 columns]"
+ ]
+ },
+ "execution_count": 107,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# A final look at transformed df\n",
+ "subset.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Plot figures"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 108,
+ "metadata": {
+ "hideCode": true,
+ "hidePrompt": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Plot\n",
+ "subset.T.plot.line(cmap=\"tab20\", figsize=(20, 8))\n",
+ "\n",
+ "plt.title(\"Total cumulative number of reported Corona virus cases since beginning of pandemic.\")\n",
+ "plt.ylabel(\"# cases\")\n",
+ "plt.xlabel(\"date\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 109,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Plot log version\n",
+ "subset.T.plot.line(logy=True, cmap=\"tab20\", figsize=(20, 8))\n",
+ "\n",
+ "plt.title(\"Total cumulative number of reported Corona virus cases since beginning of pandemic.\")\n",
+ "plt.ylabel(\"# cases (log)\")\n",
+ "plt.xlabel(\"date\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Evidently, more cases were reported in the US than in any other country. It is of course a very populous country in comparison to some others shown. China on the hand reported very few cases for its population, despite being at the source of the pandemic. Were their preventive measures the reason for this or was it a result of a less precise tracking and reporting of cases?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 118,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#population size estimates from 2020 (may not be the most accurate as data here span 3 years, but it was fast)\n",
+ "population_2020 = {\n",
+ " \"US\": 331_449_281, # U.S. Census Bureau, Apr 1, 2020\n",
+ " \"China\": 1_411_778_724, # National Bureau of Statistics of China, 2020 Census; mainland China only\n",
+ " \"Hong Kong\": 7_474_200, # National Bureau of Statistics of China, 2020 Census; Hong Kong SAR\n",
+ " \"Belgium\": 11_492_641, # Statbel, Jan 1, 2020\n",
+ " \"United Kingdom\": 65_186_000, # ONS, 2020; Great Britain = England + Wales + Scotland\n",
+ " \"France\": 65_269_154, # INSEE, Jan 1, 2020; metropolitan France only\n",
+ " \"Netherlands\": 17_407_585, # CBS, Jan 1, 2020; European Netherlands\n",
+ " \"Korea, South\": 51_836_239, # World Bank, 2020\n",
+ " \"Spain\": 47_365_655, # World Bank, 2020\n",
+ " \"Portugal\": 10_297_081, # World Bank, 2020\n",
+ " \"Italy\": 59_438_851, # World Bank, 2020\n",
+ " \"Japan\": 126_261_000, # World Bank, 2020\n",
+ " \"Germany\": 83_160_871, # World Bank, 2020\n",
+ " \"Iran\": 87_290_893, # World Bank, 2020\n",
+ " \"Canada\": 38_005_238, # Statistics Canada, July 1, 2020\n",
+ "}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 119,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cases_per_thousand = subset.div(pd.Series(population_2020), axis=0) * 1_000"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 120,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Plot\n",
+ "cases_per_thousand.T.plot.line(cmap=\"tab20\", figsize=(20, 8))\n",
+ "\n",
+ "plt.title(\"Total cumulative number of reported Corona virus cases since beginning of pandemic.\")\n",
+ "plt.ylabel(\"# cases (per thousand people)\")\n",
+ "plt.xlabel(\"date\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "By normalizing counts by population size (counts per thousand people), we get a more accurate representation of how Covid impacted each country. France and South Korea top the list, at least among countries presented here, with Portugal and the Netherlands not too far behind. Notice how at the end of the pandemic (beginning 2023), it was 600 cases reported per thousand people in France and South Korea. That corresponds to 60% of the poplation, assuming each case corresponds to a different individual. Also notice the stark difference between China (still very low) and Hong Kong compared to the previous figures.\n",
+ "\n",
+ "The spikes in cases are also more easily identifiable in this figure, with most countries experiencing one at the end of 2021 and in the beginning of 2022. Japan, South Korea and Hong Kong were mostly spared until 2022. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
"metadata": {
+ "hide_code_all_hidden": true,
"kernelspec": {
"display_name": "Python 3",
"language": "python",
@@ -16,10 +737,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.3"
+ "version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
-