diff --git a/module2/exo1/toy_notebook_fr.ipynb b/module2/exo1/toy_notebook_fr.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..58d3eb4f4b592c4de93a813a7269d8d1ecee185e 100644 --- a/module2/exo1/toy_notebook_fr.ipynb +++ b/module2/exo1/toy_notebook_fr.ipynb @@ -1,5 +1,113 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# À propos du calcul de $\\pi$" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "## En demandant à la lib maths" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Mon ordinateur m'indique que $\\pi$ vaut *approximativement*" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.141592653589793\n" + ] + } + ], + "source": [ + "from math import *\n", + "print(pi)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "## En utilisant la méthode des aiguilles de Buffon" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Mais calculé avec la **méthode** des [aiguilles de Buffon](https://fr.wikipedia.org/wiki/Aiguille_de_Buffon), on obtiendrait comme **approximation** :" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.128911138923655" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "np.random.seed(seed=42)\n", + "N = 10000\n", + "x = np.random.uniform(size=N, low=0, high=1)\n", + "theta = np.random.uniform(size=N, low=0, high=pi/2)\n", + "2/(sum((x+np.sin(theta))>1)/N)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "## Avec un argument \"fréquentiel\" de surface" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sinon, une méthode plus simple à comprendre et ne faisant pas intervenir d’appel à la fonction sinus se base sur le fait que se $X \\sim U(0,1)$ et $Y \\sim U(0,1)$ alors $ P[X^2+Y^2\\leq 1] = \\pi/4 $ (voir [méthode de Monte Carlo sur Wikipedia](https://fr.wikipedia.org/wiki/M%C3%A9thode_de_Monte-Carlo#D%C3%A9termination_de_la_valeur_de_%CF%80)). Le code suivant illustre ce fait :" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +124,9 @@ "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/bar-plot.png b/module3/exo3/bar-plot.png new file mode 100644 index 0000000000000000000000000000000000000000..d487b4815d034464febbaafd3d532e3994474250 Binary files /dev/null and b/module3/exo3/bar-plot.png differ diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..e85ed12df74605373d01609fa889b8c8b4e582d3 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -1,5 +1,490 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sujet 2 : le pouvoir d'achat des ouvriers anglais du XVIe au XIXe siècle" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Description du sujet**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[William Playfair](https://fr.wikipedia.org/wiki/William_Playfair) était un des pionniers de la présentation graphique des données. Il est notamment considéré comme l'inventeur de l'histogramme. Un de ses graphes célèbres, tiré de son livre \"[A Letter on Our Agricultural Distresses, Their Causes and Remedies](https://books.google.fr/books/about/A_Letter_on_Our_Agricultural_Distresses.html?id=aQZGAQAAMAAJ)\", montre [l'évolution du prix du blé et du salaire moyen entre 1565 et 1821](https://fr.wikipedia.org/wiki/William_Playfair#/media/File:Chart_Showing_at_One_View_the_Price_of_the_Quarter_of_Wheat,_and_Wages_of_Labour_by_the_Week,_from_1565_to_1821.png). Playfair n'a pas publié les données numériques brutes qu'il a utilisées, car à son époque la réplicabilité n'était pas encore considérée comme essentielle. Des [valeurs obtenues par numérisation du graphe](https://vincentarelbundock.github.io/Rdatasets/doc/HistData/Wheat.html) sont aujourd'hui téléchargeables, la [version en format CSV](https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv) étant la plus pratique.\n", + "\n", + "Quelques remarques pour la compréhension des données :\n", + "- Jusqu'en 1971, la livre sterling était divisée en 20 shillings, et un shilling en 12 pences.\n", + "- Le prix du blé est donné en shillings pour un quart de boisseau de blé. Un quart de boisseau équivaut 15 livres britanniques ou 6,8 kg.\n", + "- Les salaires sont donnés en shillings par semaine.\n", + "\n", + "Votre mission si vous l'acceptez :\n", + "1. Votre première tâche est de reproduire le graphe de Playfair à partir des données numériques. Représentez, comme Playfair, le prix du blé par des barres et les salaires par une surface bleue délimitée par une courbe rouge. Superposez les deux de la même façon dans un seul graphique. Le style de votre graphique pourra rester différent par rapport à l'original, mais l'impression globale devrait être la même.\n", + "\n", + "2. Par la suite, améliorez la présentation de ces données. Pour commencer, Playfair a combiné les deux quantités dans un même graphique en simplifiant les unités \"shillings par quart de boisseau de blé\" et \"shillings par semaine\" à un simple \"shillings\", ce qui aujourd'hui n'est plus admissible. Utilisez deux ordonnées différentes, une à gauche et une à droite, et indiquez les unités correctes. À cette occasion, n'hésitez pas à proposer d'autres représentations que des barres et des surface/courbes pour les deux jeux de données si ceci vous paraît judicieux.\n", + "\n", + "3. L'objectif de Playfair était de montrer que le pouvoir d'achat des ouvriers avait augmenté au cours du temps. Essayez de mieux faire ressortir cette information. Pour cela, faites une représentation graphique du pouvoir d'achat au cours du temps, définie comme la quantité de blé qu'un ouvrier peut acheter avec son salaire hebdomadaire. Dans un autre graphique, montrez les deux quantités (prix du blé, salaire) sur deux axes différents, sans l'axe du temps. Trouvez une autre façon d'indiquer la progression du temps dans ce graphique. Quelle représentation des données vous paraît la plus claire ? N'hésitez pas à en proposer d'autres. \n", + "\n", + "4. Déposer dans FUN votre résultat" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Répresentation des données" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " a) Téléchargement des données et librairies" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib as mpl\n", + "import numpy as np\n", + "\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv\", skiprows=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " b) Représentation graphique" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On commence par vérifier que le jeu de données est bien chargé." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Unnamed: 0 Year Wheat Wages\n", + "0 1 1565 41.0 5.00\n", + "1 2 1570 45.0 5.05\n", + "2 3 1575 42.0 5.08\n", + "3 4 1580 49.0 5.12\n", + "4 5 1585 41.5 5.15" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On cherche s'il manque des données et on les élimine." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "data2 = df.dropna()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On peut maintenant reproduire le graphe de William Playfair :" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(1632,9,'Weekly Wages of a Good Mechanic')" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + 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4442O9oPTY5ScnJzj1fTOtmzZMsXGxuqaa67x2u7+sO+e4ukuXvoqQkjeV3+bNGmS2rVr5zkv4uPjdfjwYc/i92dPq3W5XHrssce8tqWkpCguLk7VqlWTlPH6Dx06lOPxveGGGyRJn3/+uW688UZ16dJFr776qipWrKjIyEhdd911XtPEnBRfctO/f3+1bdtWzzzzjKy1+v777zV27Fi1adNGLVu21NSpU3X33XeraNGiucZwT4G01mrKlCl64IEHZIxRfHy8pIx9OG3aNFWrVk1t27b1PM7J6/vvf/+r+Ph4XXfddV7PuWfPHlWvXt3zHE72Z4UKFTR//nyNGDFCLVu29Kzv99RTT2W7Cqgk/fLLL9q4caOGDx+e7b49e/Z4TRtOTk5Wp06dct1H7jGlSpXK9X0jOTlZV111lZo3b67Ro0erSpUqiomJUadOnbyOt8vlUuvWrbMVPHft2uVZI2rZsmW64YYbsr2urHm7iypnF8yTkpK8pnAmJyerRYsWniuc+uIkNynj537FihWSMv7gUaxYMT300EM+YyclJalGjRqewmrW53QfYzf3H3uy/t/166+/ZnusJF188cU+n9d9fm/btk2ff/65p3Dnfh+QMtYBvPXWW5WQkOB5nJNz8osvvlBaWppnanpW0dHRiomJ8bzGY8eOKS0tTdOmTVOxYsV85gwgNJzLH7acjHUaz71mV35jkf7wle8FMGPMNEkdJO231jbM3JYg6X1J1SRtl9TVWnsw874nJfWVdEbSQ9baxfmdM4Bzl5KSkusH/3Xr1mX7EL1+/XqdOXPGsz01NVV/+9vfNH78+BxjuAtZZ0tKSpK11vPh3+2zzz5TVFSUrr32Ws+4K664IsfHZ807NTVVFStWzPlF/oU8Dxw4kG0tLCljofhmzZp5rtyW07o5OUlKSsq2YHtKSorS0tKy7Wv3BQikjMKgtVazZ8/OcT2c3F67e3tuHW4fffSRtm7dqtmzZ0vKWNj+xIkT2ToqvvrqK6/XN3LkSPXr189r3Z+ZM2dKkmcNpuTkZFlrcz1+Z+8HJ8coPT1dP/zwg6Mrnx04cEDly5fPtn3p0qWqWrWq5wNmUlKSqlatmmsR1M19/86dO/WB5fa0AAAgAElEQVTBBx94XazBvQbY5MmTdcMNN6hmzZqe+3799Vft3r07x+PbsGFDRURE6MSJEzp06JBefPFFXX/99dme2/0h+vnnn1fr1q01Z84cz31fffWVTp486bX2VU7714n9+/dr1apV+uCDDyRl/EI5a9YsXXnllerZs6f69OmjXbt2ZSvmnc29RtLixYuVmpqq3r17S8r4AB8dHa19+/bpnXfe0eOPP+71C7WT15eamqoyZcpk+0V82bJlnjFO96cktWvXTu3atVNqaqpeeuklPf3002rcuHGORVb3xRPOfk9Yv369Dhw4oL/97W+SpJ9//lkHDhzI8z0hrwXwx48fr2rVqmnRokWeX+y3b9+u3bt3ex1vl8uV7UqTW7Zs0ZYtW9SqVStP7mfnferUKa1cudJTQE9OTlatWrW8ipvuot+TTz7p2ZaUlKTbbrvN52s7l9ykjHXAJk2apI0bN+qVV17RrFmzfBZZ3Xlk3Q9SRlE/KSkp25qHLpdL5cqV87wnpKam6uGHH87xSpE5FcWycp/fkyZNUmJioufiIvHx8Tpy5IiWL1+ulJQUr4tcOD0nU1NT1bVr1xyvJlykSBEZYzzvKZ988omeeOIJ9ezZUwsXLmRtGwAFjoIV/KUgOsBmSHpD0qws2wZL+sJa+4IxZnDm94OMMfUl3S6pgaQLJS0xxtS21p4RgKCWkpKS6xXPXC6XBg4c6LUtKSlJMTExnuk/FStW1A8//KDGjRvn2DGRG/eUuh07dni2nTp1SmPGjFH37t09HUvJycnZPjy5tzdp0sTzfYUKFbRhw4Zcn+9886xSpYq+/fZbWWs9j1u3bp3mzZvntXC0y+XKtXPJ7bffftMvv/ySrYDlcrkUHx/vNf1RytjX7k4idyErNjZWiYmJjvOvXbu2atasqZkzZ2rgwIFeH5DWr1+v+++/X23btvV8CHQvyJ61oPbjjz9qyZIlXkWnPXv2eE0BO3r0qJ599lnFxsaqVq1akjKOUfHixT1TDvPaD06O0U8//aTjx49n+9CbkypVqmjfvn06duyYZ7rYnj17NGnSJK+pW1kLjb64O8DeeOMNlS9f3qtAEh8fr3Xr1mnJkiXZrmLqPtfPfo6sXVoxMTEqVaqUZ0pTbnbv3q127dp5vj9z5ozntbj3SW771wn3ft+2bZtnW4kSJTR//nxdfvnleu655/Tll1/6nJYm/dkhM3HiRHXt2lWlS5f23BcfH68pU6bo6NGj6tOnzzm/vjJlymjv3r06evSop+vlu+++06JFizRs2DBJzvdnVhUrVtQTTzyh8ePHZ7saoVvlypUlZSwCn7UDbejQoapfv76ncJ/bMT9bcnKyunTpkuv9u3fvVs2aNb0+JLgLUe79sXPnTh08eNCzAL/bc889p9q1a3vO0ypVqmjr1q1eYyZOnKgDBw54ikX79+/PVkyfMGGC0tPTPYU698L9Tn4GneYmZXSAnT59Wp07d1bjxo3VtWvXPONv3LhRN910k9e2bdu26Y8//siW39ldkRUrVlRaWto5vZ+6lSxZUjt37tT06dO9rnwbHx8va63GjRunSy65RM2bN/fc5/ScrFixoo4dO+ZzjPv8at68uf7973+radOmGjp0aLalAgAAKKzyvQBmrV1mjKl21uabJbXI/PdMSUslDcrcPsdae1LSNmPMZklNJa3Mj1wBnJ/U1FT9+uuvOXYgHDx4ULt27crxQ3v9+vU9H8juuOMOvf766+rRo4d69Oih6Oho7dq1S5988okmTpyY6wdll8ulSpUqafjw4SpevLhiYmL00ksv6fDhw3rppZckZXQs7N27N8e/8K9fv159+/b1bLv99tv19NNPq3bt2rruuut04MABLViwQOPGjVP58uXPO8/u3bvr5Zdf1oMPPqjOnTvrp59+0jPPPKPu3bt7OiDS09O1fv163XPPPT73d1xcnKKiovTvf/9bxYoVU8mSJdWgQQPPVNOsRZ/ff/9dO3fu9Oz/kiVLqkOHDhowYIAOHDigunXr6uDBg3K5XIqNjdUTTzyR6/O++uqruvnmm9WmTRvdd999io+P17Jly/T666/r8ssv1wcffOB57ho1aigiIkKzZs3S/fffr++//15PPvmkTp065XWeNG7cWG+88YYuvvhiHT16VC+++KJOnz6thg0bes6N5ORkNWrUKFsxK7f94OQYJScnKzIyMtuaYjm55ZZbNHjwYPXq1Uv9+vVTamqqhg0bpiZNmujRRx/1jEtKSlLnzp3zjOcugM2fP1+jRo3yKibGx8dr1qxZqlChgjp27Oj1OJfLpQsvvDDbOXZ28aN79+6eq1k2btxYhw8f1saNG/XLL79ozJgxkqTExES98847at68uaKjo/Xaa69pz549Klu2rKdwkdv+3b59u6pXr67XXntNAwYMyPE1li1bVq1atdLIkSNljFFiYqJ2796tGTNmKCYmRsePH9fXX3/tdVW73PZVenq6Fi5cqOXLl3vdFx8fr48//li33HJLto4kJ6+vXbt2nuPav39/bdu2TePGjZO11mtKXV77c+PGjerdu7d69OihevXq6dChQxo7dqzq1Knj1Zl0du4333yzhg0bpri4OJUqVUpTpkzR559/rq+//tpzTiQlJalSpUpenWZnO3DggPbt26cTJ05ku2pspUqV1KRJEyUmJurll1/WW2+9pYoVK2r69Olau3at11pn7qsBfvHFF3r11VfVsGFDzZkzR3PmzNGyZcs8OfXo0UODBw/W5Zdfrssuu0yff/65xo4dqzfffNMzxbxWrVqaN2+e1q5dqwsvvFDvvPOOJkyYoKioKE9Bdf369UpPT3dUAHOam5Qx7bBMmTL64YcftGrVqjxjSxnF2WXLlmnZsmWKjo7WlVde6ZnGmdO6g1k7r9z7o3Tp0rr22mt18uRJbd68Wd9//72mTZvm83lLliypFStWqESJErr99ts9293Tbz/++GO99tpr2R7n5Ge8Z8+e6ty5swYOHKgOHTrIWqvt27dr8eLF+vDDDxUREeH5/7NUqVIqVaqU3n77bd1888264oorHL2XASi8/N1hdS5dWHRsIT8Fyxpg5a21qZJkrU01xrgXBqokKetvK7szt2VjjLlX0r1Sxl/Dzucvb6Fgw4YNfn3txAvteIHiXoD57OlukrOuFUlq2rSpPv74Yz377LO67bbbFBERoZo1a6pdu3Y+u0RcLpduueUWXXzxxXrwwQd15MgRtW3bVrNnz/bq/soph+3bt+vw4cNe2x9//HGlpaVp5syZevHFF1W2bFm1adPGM93lfPN0F4iGDRumadOm6aKLLtKgQYP0yCOPeMZs2bJFR48ezbPbIyYmRq+99pqee+45T2fMnDlzcuxAymlR/VmzZmnIkCEaNWqU9u/fr3LlyqlJkyYaNGiQz+dt3769vvjiC40cOVK9e/fWkSNHJEkvv/yyBgwY4PULTeXKlTVu3Dg9//zzGjNmjFq1aqURI0aoXbt2XufJtGnT1KtXL3Xt2lX16tXTiBEjNH78eE/3l/RnAczpfnByjNxTtJysPXThhRfq//7v//TPf/5THTt2VLly5dS9e3c988wznjV4Tpw4oU2bNp1TB1hUVFS2zqX4+Hilp6erb9++nmmxbjkd3127dungwYNe28eMGaMSJUpowoQJ2rNnjxISEnTZZZd5rYM0btw43XnnnbrrrrtUtWpV/fOf/9TXX3/ttfh6bvt39erVioiI8HQp5eaDDz7QM888o9dff1379u1TpUqVdPPNN+vdd9/V4MGD9eyzz6pdu3aeaV++9tUll1yiZs2a5bivzl783unra9CggaZMmaIRI0boP//5j1q0aKGhQ4fqzjvv9Oq4yWt/RkZGqkqVKho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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data = pd.DataFrame(df, columns=['Year', 'Wheat'])\n", + "index = data['Year']\n", + "values = data['Wheat']\n", + "\n", + "fig, ax = plt.subplots(figsize=(18,10))\n", + "bar = ax.bar(index,values, bottom = np.nan_to_num(df[\"Wages\"]), width=5)\n", + "plt.tight_layout()\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))\n", + "plt.subplots_adjust(top=0.8, bottom=0.2, left=0.1)\n", + "\n", + "def gradientbars(bars):\n", + " grad = np.atleast_2d(np.linspace(0,1,100)).T\n", + " ax = bars[0].axes\n", + " lim = ax.get_xlim()+ax.get_ylim()\n", + " for bar in bars:\n", + " bar.set_zorder(1)\n", + " bar.set_facecolor('none')\n", + " x,y = bar.get_xy()\n", + " w, h = bar.get_width(), bar.get_height()\n", + " ax.imshow(grad, extent=[x,x+w,y,y+h], aspect='auto', zorder=1, cmap = plt.get_cmap ('gist_gray'))\n", + " ax.axis(lim)\n", + "gradientbars(bar)\n", + "\n", + "\n", + "plt.plot(data2[\"Year\"],data2[\"Wages\"], color = 'r', linewidth = 3)\n", + "plt.fill_between(df[\"Year\"],y1 = df[\"Wages\"], color='powderblue', alpha= 0.5)\n", + "plt.xlabel(\"Years\", labelpad=10)\n", + "plt.ylabel(\"Price of the Quarter of Wheat in Shillings\", labelpad=10)\n", + "\n", + "plt.xticks(df[\"Year\"], rotation=90)\n", + "ax.set_facecolor('w')\n", + "ax.grid(axis='both',linestyle='-', color='k')\n", + "ax.text(1605, 100, 'The price of the Quarter of Wheat, & Wages of Labour by the Week', style='italic', fontsize=15,\n", + " bbox={'facecolor': 'white', 'alpha': 1, 'pad': 30})\n", + "\n", + "ax.text(1632, 9, 'Weekly Wages of a Good Mechanic', style='italic', fontsize=10, color = \"red\",\n", + " bbox={'facecolor': 'white', 'alpha': 0, 'pad': 10}, rotation = 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Amélioration de la représentation des données : double ordonnées" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(1632,36,'Weekly Wages of a Good Mechanic')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(18,10))\n", + "bar = ax.bar(index,values, bottom = np.nan_to_num(df[\"Wages\"]), width=5)\n", + "plt.tight_layout()\n", + "ax.yaxis.set_major_formatter(mpl.ticker.StrMethodFormatter('{x:,.0f}'))\n", + "plt.subplots_adjust(top=0.8, bottom=0.2, left=0.1)\n", + "\n", + "def gradientbars(bars):\n", + " grad = np.atleast_2d(np.linspace(0,1,100)).T\n", + " ax = bars[0].axes\n", + " lim = ax.get_xlim()+ax.get_ylim()\n", + " for bar in bars:\n", + " bar.set_zorder(1)\n", + " bar.set_facecolor('none')\n", + " x,y = bar.get_xy()\n", + " w, h = bar.get_width(), bar.get_height()\n", + " ax.imshow(grad, extent=[x,x+w,y,y+h], aspect='auto', zorder=1, cmap = plt.get_cmap ('gist_gray'))\n", + " ax.axis(lim)\n", + "gradientbars(bar)\n", + "ax. set_ylabel(\"Price of the Quarter of Wheat in Shillings\", color = 'k')\n", + "ax2 = ax.twinx()\n", + "\n", + "color = 'tab:red'\n", + "ax2.set_ylabel('Weekly Wages (Shillings)', color=color)\n", + "ax2.plot(df[\"Year\"], df[\"Wages\"], color=color)\n", + "ax2.tick_params(axis='y', labelcolor=color)\n", + "\n", + "plt.fill_between(df[\"Year\"], y1 = df[\"Wages\"], color='powderblue', alpha= 0.3)\n", + "\n", + "fig.tight_layout() \n", + "\n", + "plt.xticks(df[\"Year\"], rotation=90)\n", + "ax.set_facecolor('w')\n", + "ax.grid(axis='both',linestyle='-', color='k')\n", + "ax.text(1605, 100, 'The price of the Quarter of Wheat, & Wages of Labour by the Week', style='italic', fontsize=15,\n", + " bbox={'facecolor': 'white', 'alpha': 1, 'pad': 30})\n", + "\n", + "ax.text(1632, 36, 'Weekly Wages of a Good Mechanic', style='italic', fontsize=10, color = \"red\",\n", + " bbox={'facecolor': 'white', 'alpha': 0, 'pad': 10}, rotation=5)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On peut représenter plus simplement les données avec deux courbes." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "\n", + "color = 'tab:red'\n", + "ax1.set_xlabel('Years')\n", + "ax1.set_ylabel('Wages per week (Shillings)', color=color)\n", + "ax1.plot(data2[\"Year\"], data2[\"Wages\"], color=color)\n", + "ax1.tick_params(axis='y', labelcolor=color)\n", + "\n", + "ax2 = ax1.twinx() \n", + "\n", + "color = 'tab:blue'\n", + "ax2.set_ylabel('Wheat price (Shillings/Quarter of wheat)', color=color) \n", + "ax2.plot(df[\"Year\"], df[\"Wheat\"], color=color)\n", + "ax2.tick_params(axis='y', labelcolor=color)\n", + "\n", + "fig.tight_layout() \n", + "\n", + "plt.title('The price of the Quarter of Wheat, & Wages of Labour by the Week')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Mise en évidence de l'augmentation du pouvoir d'achat des Anglais" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Quantity of wheat that can be purchased according to the monthly salary over the years')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ble = data2[\"Wheat\"]\n", + "salaire = data2[\"Wages\"]\n", + "pouvoir_achat = salaire/ble\n", + "\n", + "plt.plot(data2[\"Year\"], pouvoir_achat)\n", + "plt.xlabel(\"Years\")\n", + "plt.ylabel(\"Wheat (Quarter of wheat)\")\n", + "plt.title(\"Quantity of wheat that can be purchased according to the monthly salary over the years\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Purchasing power of wheat over wages')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(df[\"Wages\"], df[\"Wheat\"])\n", + "plt.xlabel(\"Wages (Shillings/week)\")\n", + "plt.ylabel(\"Wheat (Shillings/quarter)\")\n", + "plt.title(\"Purchasing power of wheat over wages\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true + }, + "source": [ + "De ces deux représentations, qui sont censés donner une idée du pouvoir d'achat des anglais par rapport au prix du blé, on se rend compte visuellement, que l'information donnée n'est pas la même. Sur le premier graphe, il semble que le pouvoir d'achat du blé augmente dans le temps, jusqu'à 1790, puis chute. Le second graphique quand a lui, semble montrer que le prix du blé augment en même temps que les salaires. Selon moi, l'information la plus claire est celle du premier graphe. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +501,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } -