diff --git a/module3/exo3/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..d9017fb1cca748c1cc9311805947f5923cfd93b0 100644 --- a/module3/exo3/exercice_fr.ipynb +++ b/module3/exo3/exercice_fr.ipynb @@ -1,5 +1,226 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sujet 2: Le pouvoir d'achat des ouvriers anglais du XIVe au XIXe siècle" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "Pour ce sujet il faut d'abord récuperer les données qui sont dans un fichier csv." + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "metadata": {}, + "outputs": [], + "source": [ + "data_url=\"https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv\"\n", + "raw_data = pd.read_csv(data_url)" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "La première étape est de reproduire le graphe de Playfair." + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": {}, + "outputs": [], + "source": [ + "#on récupère les données du document csv\n", + "annee=raw_data.iloc[:,1]\n", + "prix_ble=raw_data.iloc[:,2]\n", + "salaire=raw_data.iloc[:,3]" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#création du graphe de Playfair\n", + "plt.figure(figsize=(12,6))\n", + "plt.bar(annee,prix_ble,label='Prix du blé',color='black')\n", + "plt.plot(annee,salaire,label=\"Salaire d'un ouvrier\",color='red')\n", + "plt.fill_between(annee,salaire, color='blue',alpha=0.4)\n", + "plt.xlabel=('Annee')\n", + "plt.ylabel=('Valeur')\n", + "plt.title=('Graphe de Playfair')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "La deuxième étape est de refaire le graphe avec deux axes des ordonées pour différencier les \"shillings par quart de boisseau de blé\" et les \"shillings par semaine\"." + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#création d'un graphe avec deux axes d'ordonnées\n", + "fig,ax1=plt.subplots()\n", + "ax1.plot(annee,prix_ble,label=\"shillings par quart de boisseau de blé\",color='black')\n", + "ax1.set_xlabel('Années')\n", + "ax1.set_ylabel('shillings:blé')\n", + "ax2=ax1.twinx()\n", + "ax2.plot(annee,salaire,label=\"shillings par semaine\",color='red')\n", + "ax2.fill_between(annee,salaire, color='blue',alpha=0.4)\n", + "ax2.set_ylabel('shillings:semaine')\n", + "plt.title=(\"Nouveau graphe de Playfair\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "La troisième étape consiste à montrer plus clairement que le pouvoir d'achat des ouvriers avait augmenté au cours du temps.\n", + "Pour cela il faut faire deux représentation differentes." + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "Première représentation: quantité de blé qu'un ouvrier peut acheter avec son salaire hebdomadaire" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [], + "source": [ + "#calcul de la quantité de blé qu'un ouvrier peut acheter avec son salaire hebdomadaire\n", + "quantite=[]\n", + "annee2=[]\n", + "for i in range(min(len(prix_ble),len(salaire)-3)):\n", + " #on fait longueure de salaire -3 car les trois dernières lignes ne contiennent pas de valeur numérique\n", + " #se qui rend le calcul impossible si on enlève pas ces lignes\n", + " quantite.append((salaire[i]*6.8)/prix_ble[i])\n", + "for i in range(min(len(quantite),len(annee))):\n", + " annee2.append(annee[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#création du graphe\n", + "plt.figure(figsize=(12,6))\n", + "plt.plot(annee2,quantite,color='red')\n", + "plt.show()" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "Deuxième représentation: prix du blé et salaire sans représentation du temps" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#création du graphe\n", + "plt.figure(figsize=(12,6))\n", + "plt.plot(salaire,prix_ble,color='blue')\n", + "plt.show()" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "Dans la troisième étape du sujet, on nous demande de désigner le graphique qui représente le mieux l'augmentation du pouvoir d'achat selon nous. Personnellement, je pense que le premier graphique de l'étape trois est le graphique le plus clair." + ] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +237,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } -