From 22682a4553fc2d0afc88fd3f5803f136e263120b Mon Sep 17 00:00:00 2001 From: 67a6b213193a2d0a60e6075e4092ba12 <67a6b213193a2d0a60e6075e4092ba12@app-learninglab.inria.fr> Date: Mon, 8 Jun 2020 09:39:12 +0000 Subject: [PATCH] versions finales --- module3/exo3/exercice.ipynb | 298 +++++++++++++++++++----------------- 1 file changed, 156 insertions(+), 142 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index f94030f..5ffb5c3 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -12,7 +12,7 @@ "Dans le cadre de cette exercice évalué par les pairs (Mooc RR, mod3) j'ai choisi le sujet n°2 intitulé :\n", "**Le pouvoir d'achat des ouvriers anglais du XVIe au XIXe siècle**\n", "\n", - "## A. Contexte de l'étude\n", + "## Contexte de l'étude\n", "\n", "William Playfair un des pionnier de la représentation graphique des données, a réalisé un graphique montrant l'évolution du prix du blé et du salaire moyen entre 1565 et 1821. Ce graphique a été publié en 1822 dans son livre *A Letter on our Agricultural Distresses, Their Causes and Remedies*. Ci-dessous une reproduction hébergée sur [Wikipédia][graph original].\n", "\n", @@ -20,22 +20,27 @@ "\n", "[graph original]: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\n", "\n", - "Le premier objectif de l'étude est de reproduire ce graphe, puis dans un second temps de corriger le graphique.Een effet W. Playfair a utilisé la même unité pour représenter deux quantités différentes sur l'axe des ordonnées. Enfin dans un troisième temps le but sera d'améliorer la représentation du pouvoir d'achat des agriculteurs anglais sur cette période.\n", + "Le premier objectif de l'étude est de reproduire ce graphe, puis dans un second temps de corriger le graphique. En effet W. Playfair a utilisé la même unité pour représenter deux quantités différentes sur l'axe des ordonnées. Enfin dans un troisième temps le but sera d'améliorer la représentation du pouvoir d'achat des agriculteurs anglais sur cette période.\n", "\n", - "## B. Les données\n", + "## Les données\n", "\n", "### Sources\n", "\n", - "W. Playfair n'a pas publié les données numériques brutes de son étude. Néanmoins une version numérisée est diponible [ici][data_url], réalisé par [Vincent Arel-Bundock] et publié sur son site [R datasets][vab r datasets].\n", + "Au contraire du descriptif du sujet, j'ai été en mesure de retrouver certaines données numériques originale. W. Playfair a bien publié certaines données numériques de son étude. Dans la copie numérique de son livre, disponible [ici][playfair book], p. 40 on trouve des fragments du graphique qui nous intéresse ici, puis p. 48 le tableau du calcul du prix moyen du Boisseau de blé par tranche de 5 ans. Cette information est importante, le prix du blé est moyenné sur 5 ans, à compter de la date à gauche de chaque barre du graphique original.\n", + "\n", + "Mais je n'ai pas trouvé dans le manuscript le détail du calcul des salaires, il semble que le livre a été mal numérisé pour la partie annexe, ou que des pages sont manquantes.\n", + "\n", + "Néanmoins une version numérisée des données du graphique est diponible [ici][data_url], réalisé par [Vincent Arel-Bundock] et publié sur son site [R datasets][vab r datasets].\n", "\n", "[data_url]: https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv\n", "[Vincent Arel-Bundock]: https://github.com/vincentarelbundock\n", - "[vab r datasets]: https://vincentarelbundock.github.io/Rdatasets/\n" + "[vab r datasets]: https://vincentarelbundock.github.io/Rdatasets/\n", + "[playfair book]: https://books.google.fr/books?id=aQZGAQAAMAAJ&printsec=frontcover&hl=fr&source=gbs_ge_summary_r&cad=0#v=onepage&q&f=false" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 16, "metadata": { "hideCode": false, "hidePrompt": false @@ -46,13 +51,19 @@ "import urllib\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", + "import numpy as np\n", "from os import listdir\n", - "%matplotlib inline" + "%matplotlib inline\n", + "\n", + "# import de fonctions spécifiques pour accès direct\n", + "from matplotlib.ticker import MultipleLocator\n", + "import matplotlib.ticker as ticker\n", + "# from matplotlib.dates import DateFormatter" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": { "hideCode": false, "hidePrompt": false @@ -82,7 +93,7 @@ " '.ipynb_checkpoints']" ] }, - "execution_count": 2, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -107,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": { "hideCode": false, "hidePrompt": false @@ -120,7 +131,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": { "hideCode": false, "hidePrompt": false @@ -196,7 +207,7 @@ "5 1585 41.5 5.15" ] }, - "execution_count": 4, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -219,12 +230,12 @@ "* présence de lignes vides\n", "* rupture de date, ou division non régulière\n", "\n", - "Il est à noter les données sont enregistrées tous les 5 ans." + "Il est à noter les données sont enregistrées tous les 5 ans (moyenne pour le prix du blé, pour les salaires ce n'est pas vérifié mais supposé)." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": { "hideCode": false, "hidePrompt": false @@ -286,7 +297,7 @@ "53 1821 54.0 NaN" ] }, - "execution_count": 5, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -303,12 +314,12 @@ "hidePrompt": false }, "source": [ - "Les 3 dernières lignes sont vides pour la colonne *Wages*, ce qui explique l'arrêt de la ligne rouge et de la surface bleue dans le document originale." + "Les 3 dernières lignes sont vides pour la colonne *Wages*, ce qui explique l'arrêt de la ligne rouge et de la surface bleue dans le graphique originale." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": { "hideCode": false, "hidePrompt": false @@ -350,7 +361,7 @@ "\n", "Avant 1971, la monnaie anglaise était découpée de la manière suivante :\n", "* 1 Livre valait 20 shillings\n", - "* 1 Shilling valait 12 penses" + "* 1 Shilling valait 12 pences" ] }, { @@ -360,17 +371,21 @@ "hidePrompt": false }, "source": [ - "## C. Reproduction du graphique original\n", + "## Reproduction du graphique original\n", "\n", "Ci-dessous le graphique original est reproduit à l'aide de `Matplotlib`.\n", "(Pour représenter des dégradés voir ce lien : https://matplotlib.org/3.2.1/gallery/lines_bars_and_markers/gradient_bar.html?highlight=gradient)\n", "\n", - "Les années 1820 et 1821 sont représentées séparémment du reste des données afin d'avoir une barre de largeur différente (voir le code ci-dessous)." + "Les années 1820 et 1821 sont représentées séparémment du reste des données afin d'avoir une barre de largeur différente (voir le code ci-dessous). Les deux graphiques sont superposés par le biais de la méthode `twinx`.\n", + "\n", + "Plus d'informations sur le placement des graduations, [exemple Matplotlib][mpl ticklocators].\n", + "\n", + "[mpl ticklocators]: https://matplotlib.org/gallery/ticks_and_spines/tick-locators.html#sphx-glr-gallery-ticks-and-spines-tick-locators-py" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": { "hideCode": false, "hidePrompt": false @@ -382,7 +397,7 @@ "Text(0.5,1,'Chart Showing at One View\\nthe Price of the Quarter of Wheat, and Wages of Labour\\nby the Week, from 1565 to 1821')" ] }, - "execution_count": 7, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, @@ -400,9 +415,6 @@ } ], "source": [ - "from matplotlib.ticker import MultipleLocator\n", - "from matplotlib.dates import DateFormatter\n", - "\n", "fig1, ax1 = plt.subplots(1,1)\n", "\n", "fig1.set_size_inches(2.54*6, 2.54*3)\n", @@ -440,8 +452,7 @@ "\n", "ax1.set_title(\"\"\"Chart Showing at One View\n", "the Price of the Quarter of Wheat, and Wages of Labour\n", - "by the Week, from 1565 to 1821\"\"\")\n", - "\n" + "by the Week, from 1565 to 1821\"\"\")" ] }, { @@ -451,7 +462,7 @@ "hidePrompt": false }, "source": [ - "## D. Graphique avec deux axes des ordonnées\n", + "## Graphique avec deux axes des ordonnées\n", "Le graphique précédent est repris et amélioré avec deux axes distincts cette fois-ci.\n", "Le jeu de couleur est changé pour un affichage plus lisible.\n", "La conversion vers l'unité moderne est ajouté en légende de l'axe y, pour information." @@ -459,7 +470,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": { "hideCode": false, "hidePrompt": false @@ -471,13 +482,13 @@ "Text(0.5,1,'Chart Showing at One View\\nthe Price of the Quarter of Wheat, and Wages of Labour\\nby the Week, from 1565 to 1821')" ] }, - "execution_count": 8, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -489,41 +500,41 @@ } ], "source": [ - "fig2, ax11 = plt.subplots(1,1)\n", + "fig2, ax21 = plt.subplots(1,1)\n", "\n", "fig2.set_size_inches(2.54*6, 2.54*3)\n", "\n", "# === représentation du prix du blé === #\n", - "ax11.bar(rawdata['Year'][:-2], rawdata['Wheat'][:-2], align='edge', width=5, color='lightgrey')\n", - "ax11.bar(rawdata['Year'][-2:], rawdata['Wheat'][-2:], align='edge', width=1, color='lightgrey')\n", + "ax21.bar(rawdata['Year'][:-2], rawdata['Wheat'][:-2], align='edge', width=5, color='lightgrey')\n", + "ax21.bar(rawdata['Year'][-2:], rawdata['Wheat'][-2:], align='edge', width=1, color='lightgrey')\n", "\n", "# graduation proche de l'original, avec les siècles comme majeure\n", "# et une graduation mineure tous les 5 ans\n", - "ax11.xaxis.set_major_locator(MultipleLocator(100))\n", - "ax11.xaxis.set_minor_locator(MultipleLocator(5))\n", + "ax21.xaxis.set_major_locator(MultipleLocator(100))\n", + "ax21.xaxis.set_minor_locator(MultipleLocator(5))\n", "# grille\n", - "ax11.grid(True, which='both')\n", + "ax21.grid(True, which='both')\n", "\n", - "ax11.set_xlabel('5 Years each division')\n", - "ax11.set_ylabel('Price of the Quarter (8.6 kg) of Wheat in Shillings')\n", + "ax21.set_xlabel('5 Years each division')\n", + "ax21.set_ylabel('Price of the Quarter (8.6 kg) of Wheat in Shillings')\n", "\n", "# les marges de l'axe x sont diminuées\n", - "ax11.set_xlim([int(rawdata['Year'][0:1]), int(rawdata['Year'][-1:]+5)])\n", + "ax21.set_xlim([int(rawdata['Year'][0:1]), int(rawdata['Year'][-1:]+5)])\n", "\n", "# === représentation du salaire === #\n", "# l'axe 2 partage l'axe x de l'axe 1\n", - "ax12 = ax11.twinx()\n", - "ax12.plot(rawdata['Year'], rawdata['Wages'], 'r', linewidth=2, marker='x')\n", + "ax22 = ax21.twinx()\n", + "ax22.plot(rawdata['Year'], rawdata['Wages'], 'r', linewidth=2, marker='x')\n", "\n", "# les deux axes ont des limites différentes pour montrer que les axes sont différents\n", - "myylim = ax11.get_ylim()\n", - "ax12.set_ylim([0,myylim[1]/2])\n", + "myylim = ax21.get_ylim()\n", + "ax22.set_ylim([0,myylim[1]/2])\n", "\n", - "ax12.set_ylabel('Wages in Shillings/Week')\n", - "ax12.yaxis.label.set_color('r')\n", - "ax12.tick_params(axis='y', colors='r')\n", + "ax22.set_ylabel('Mechanics wages in Shillings/Week')\n", + "ax22.yaxis.label.set_color('r')\n", + "ax22.tick_params(axis='y', colors='r')\n", "\n", - "ax11.set_title(\"\"\"Chart Showing at One View\n", + "ax21.set_title(\"\"\"Chart Showing at One View\n", "the Price of the Quarter of Wheat, and Wages of Labour\n", "by the Week, from 1565 to 1821\"\"\")\n" ] @@ -535,10 +546,12 @@ "hidePrompt": false }, "source": [ - "## E. Représentation du pouvoir d'achat\n", + "## Représentation du pouvoir d'achat\n", "\n", "### Le pouvoir d'achat en équivalent blé acheté\n", - "Le pouvoir d'achat est définie ici comme la quantité de blé qu'un ouvrier peut acheter avec son salaire hebdomadaire. \n", + "Le pouvoir d'achat est défini ici comme la quantité de blé qu'un ouvrier peut acheter avec son salaire hebdomadaire. Soit $pp$ le pouvoir d'achat (*purchasing power*), défini comme dans l'équation suivante avec $p_w$ le prix du blé (*price of wheat) en Shillings par kg, et $w$ le salaire hebdomadaire (*wages*) en Shillings : \n", + "\n", + "$$ pp = \\frac{s}{p_w} $$\n", "\n", "Le prix du blé par boisseau est converti en prix du blé par kg pour une représentation plus moderne.\n", "Le pouvoir d'achat sera donc exprimé en kg de blé par semaine.\n", @@ -548,7 +561,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 14, "metadata": { "hideCode": false, "hidePrompt": false @@ -576,7 +589,7 @@ "dtype: float64" ] }, - "execution_count": 9, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -591,13 +604,14 @@ "quarter_to_mass = 8.6 # in kg\n", "shilling_to_pence = 12\n", "\n", - "purchasing_power = data['Wages']/(data['Wheat']/quarter_to_mass)\n", + "converted_wheat = data['Wheat']/quarter_to_mass\n", + "purchasing_power = data['Wages']/converted_wheat\n", "purchasing_power.head()" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": { "hideCode": false, "hidePrompt": false @@ -609,7 +623,7 @@ "Text(0.5,1,\"Pouvoir d'achat d'un ouvrier\\n en équivalent masse de blé hebdomadaire\\n de 1565 à 1810\")" ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, @@ -630,6 +644,7 @@ "fig3, ax31 = plt.subplots(1,1)\n", "fig3.set_size_inches(2.54*6, 2.54*3)\n", "\n", + "# affichage du pouvoir d'achat sous forme d'histogramme\n", "ax31.bar(data['Year'], purchasing_power, align='edge', width=5)\n", "\n", "# les mêmes limites que précédemment sont conservées pour comparaison\n", @@ -640,18 +655,12 @@ "ax31.xaxis.set_major_locator(MultipleLocator(100))\n", "ax31.xaxis.set_minor_locator(MultipleLocator(5))\n", "\n", - "# ax31.xaxis.set_major_formatter(DateFormatter('%Y'))\n", - "# ax31.xaxis.set_minor_formatter(DateFormatter('%y'))\n", - "\n", - "\n", "ax31.grid(True, which='both')\n", "\n", "ax31.set_xlabel(\"Année\")\n", "ax31.set_ylabel(\"Pouvoir d'achat en masse de blé hebdomadaire [kg/sem]\")\n", "\n", - "ax31.set_title(\"Pouvoir d'achat d'un ouvrier\\n en équivalent masse de blé hebdomadaire\\n de 1565 à 1810\")\n", - "\n", - "# fig3.autofmt_xdate()" + "ax31.set_title(\"Pouvoir d'achat d'un ouvrier\\n en équivalent masse de blé hebdomadaire\\n de 1565 à 1810\")" ] }, { @@ -659,12 +668,12 @@ "metadata": {}, "source": [ "### Le pouvoir d'achat représenté différemment\n", - "Le pouvoir d'achat est ici représenté différemment, pour faire apparaitre les variations des deux grandeurs qui ont servi à sa construction. Les années sont représentées par une couleur." + "Le pouvoir d'achat est ici représenté différemment, pour faire apparaître les variations des deux grandeurs qui ont servi à sa construction. Le prix du blé pour un quinquennat est représenté en fonction du salaire hebdomadaire pour ce même quinquennat. Les quinquennats sont représentées par une couleur." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -681,11 +690,6 @@ } ], "source": [ - "import matplotlib.ticker as ticker\n", - "\n", - "converted_wheat = data['Wheat']/quarter_to_mass\n", - "purchasing_power = data['Wages']/(data['Wheat']/quarter_to_mass)\n", - "\n", "fig4, ax41 = plt.subplots(1,1)\n", "fig4.set_size_inches(2.54*6, 2.54*3)\n", "\n", @@ -710,44 +714,64 @@ "metadata": {}, "source": [ "Ce graphique permet de représenter le pouvoir d'achat de manière indirecte. \n", - "L'axe des abscisses est de type logarithmique pour étaler un peu les valeurs basses de salaire.\n", - "\n", - "Mais comme on peut le voir ci-dessus, ce n'est pas lisible directement :\n", + "L'axe des abscisses est de type logarithmique pour étaler un peu les valeurs basses de salaire. Mais comme on peut le voir ci-dessus, ce n'est pas lisible directement :\n", "\n", "* Le pouvoir d'achat est le plus élevé dans le coin inférieur droite, et le plus faible dans le coin supérieur gauche (ce qui est assez contre-intuitif : les valeurs élevées sont attendues conventionnellement en haut à droite);\n", - "* de plus la variation entre les deux coins n'est pas linéaire puisque le pouvoir d'achat est le salaire divisé par le prix du blé.\n", - "* L'évolution avec les années n'est pas vraiment visibles.\n", + "* de plus la variation entre les deux coins n'est pas linéaire puisque le pouvoir d'achat est le salaire divisé par le prix du blé;\n", + "* enfin l'évolution avec les années n'est pas vraiment visibles.\n", "\n", - "Si le but de la représentation est le pouvoir d'achat alors cette représentation n'est pas adaptée. La représentation directe est plus claire, bien qu'il y ait une perte d'information pa rapprot au prix du blé et au niveau de rémunération.\n", + "Si le but de la représentation est l'évolution du pouvoir d'achat alors cette représentation n'est pas adaptée. La représentation directe est plus claire, bien qu'il y ait une perte d'information par rapprot au prix du blé et au niveau de rémunération.\n", "\n", - "## F. Représentation du pouvoir d'achat et des autres grandeurs sur le même graphique\n", + "## Représentation du pouvoir d'achat et des autres grandeurs sur le même graphique\n", "Différentes représentations permettant de répondre aux problèmes relevés ci-dessus sont présentées ci après.\n", "\n", "### Représentation du pouvoir d'achat avec une couleur\n", "\n", - "La représentation précédente est reprise, avec cette fois-ci la couleur des points qui indique le pouvoir d'achat. Les données permettant de représenter les années de gauche à droite de manière classique, avec des annotations il n'y a pas lieu d'utiliser d'autre moyen de les représenter.\n", + "La représentation précédente est reprise, avec cette fois-ci la couleur des points qui indique le pouvoir d'achat. La représensation des années est réalisée avec des annotations. Afin de mieux comprendre l'évolution du pouvoir d'achat, des contours ont été ajoutés pour délimiter les zones colorés plus aisèment car le nombre de points reste faible.\n", + "\n", + "Le calcul est réalisé sur le jeu de données original, [les `NaN` ne sont pris en compte dans l'affichage][mpl nan] avec `matplotlib`. Cela n'est pzs gênant dans notre cas, car aucun calcul n'est fait sur ces valeurs.\n", "\n", - "Afin de mieux comprendre l'évolution du pouvoir d'achat, des contours ont été ajoutés pour délimiter les zones colorés plus aisèment car le nombre de points reste faible." + "[mpl nan]: https://matplotlib.org/3.1.3/gallery/lines_bars_and_markers/nan_test.html" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# === conversion de l'unité du prix, et ajout d'une colonne pouvoir d'achat === #\n", + "data_by_year = data.set_index('Year')\n", + "data_by_year['Wheat'] = data_by_year['Wheat']/quarter_to_mass\n", + "data_by_year['Purchpower'] = data_by_year['Wages']/data_by_year['Wheat']\n", + "\n", + "# === préparation des données pour les contours === #\n", + "wheat_v = np.arange(2, 12)\n", + "wages_v = np.arange(4, 31)\n", + "\n", + "# matrice de pouvoir d'achat\n", + "xx, yy = np.meshgrid(wages_v, wheat_v)\n", + "purchpower_mat = xx / yy\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(2, 12)" + ">" ] }, - "execution_count": 12, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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" ] @@ -759,28 +783,13 @@ } ], "source": [ - "import numpy as np\n", - "\n", - "# === conversion de l'unité du prix, et ajout d'une colonne pouvoir d'achat === #\n", - "data_by_year = data.set_index('Year')\n", - "data_by_year['Wheat'] = data_by_year['Wheat']/quarter_to_mass\n", - "data_by_year['Purchpower'] = data_by_year['Wages']/data_by_year['Wheat']\n", - "\n", - "# === préparation des données pour les contours === #\n", - "wheat_v = np.arange(2, 12)\n", - "wages_v = np.arange(4, 31)\n", - "\n", - "# matrice de pouvoir d'achat\n", - "xx, yy = np.meshgrid(wages_v, wheat_v)\n", - "purchpower_mat = xx / yy\n", - "\n", "# === tracé de la figure === #\n", "fig5, ax51 = plt.subplots(1,1)\n", "fig5.set_size_inches(2.54*6, 2.54*3)\n", "\n", "# tracé des contours de pouvoir d'achat\n", "myCont = ax51.contour(xx, yy, purchpower_mat, linestyles='-.', colors='grey', levels=[1, 2, 3, 4,5])\n", - "ax51.clabel(myCont, inline=1, fontsize=12, fmt='%d')\n", + "ax51.clabel(myCont, inline=1, fontsize=12, fmt='%d kg/sem')\n", "\n", "# ajout des marqueurs colorés en fonction du pouvoir d'achat\n", "mypoints = ax51.scatter(data_by_year['Wages'], data_by_year['Wheat'], c=data_by_year['Purchpower'], s=50)\n", @@ -820,7 +829,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Cette dernière figure est plus intéressante que la précédente, mais elle est complexe. De plus si l'information principale est l'évolution du pouvoir d'achat en fonction des années, cette figure rend l'interprétation complexe.\n", + "Cette dernière figure est plus intéressante que la précédente, mais elle est chargée. De plus si l'information principale est l'évolution du pouvoir d'achat en fonction des années, cette figure rend l'interprétation complexe.\n", "Cette figure est plutôt intéressante pour voir l'évolution du prix du blé et des salaires de manière précise. Mais la mise en relation de ces variables, a priori indépendantes, ne fait pas sens.\n", "\n", "### Représentation du pouvoir d'achat directe\n", @@ -828,12 +837,14 @@ "Pour la dernière itération de cette étude, le pouvoir d'achat est représentée directement en fonction des années. Et des informations secondaire et qualitatives sont données par la taille et la couleur des points pour les autres variables :\n", "\n", "* le prix du blé est codé par une couleur\n", - "* le salaire est codé par la taille des points" + "* le salaire est codé par la taille des points\n", + "\n", + "Une ligne en marches d'escalier est utilisée pour relier les points et rappeler que les données sont moyennées sur 5 ans." ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -857,12 +868,12 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -877,26 +888,14 @@ "import matplotlib.gridspec as gridspec\n", "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n", "\n", - "# example to use gridspec\n", - "# https://scientificallysound.org/2016/06/09/matplotlib-how-to-plot-subplots-of-unequal-sizes/\n", - "# https://matplotlib.org/3.2.1/gallery/subplots_axes_and_figures/gridspec_multicolumn.html#sphx-glr-gallery-subplots-axes-and-figures-gridspec-multicolumn-py\n", - "\n", "# === tracé de la figure === #\n", - "\n", "fig6, ax61 = plt.subplots(1,1)\n", "fig6.set_size_inches(2.54*6, 2.54*3)\n", "\n", - "\n", - "# below a test with subplot, fail\n", - "# # set up subplot grid\n", - "# gridspec.GridSpec(1,6)\n", - "\n", - "# ax61 = plt.subplot2grid((1,6), (0,0), colspan=3, rowspan=1)\n", - "# ax62 = plt.subplot2grid((1,6), (0,3), colspan=2, rowspan=1)\n", - "# ax63 = plt.subplot2grid((1,6), (0,5), colspan=1, rowspan=1)\n", - "\n", "# add a spine to scatter to ease reading of each year\n", - "ax61.plot(data_by_year.index, data_by_year['Purchpower'], '--', color='lightgrey')\n", + "#ax61.plot(data_by_year.index, data_by_year['Purchpower'], '--', color='lightgrey')\n", + "ax61.step(data_by_year.index, data_by_year['Purchpower'], linestyle='--', color='lightgrey', where='post', marker=None)\n", + "\n", "# main data scatter plot with size and color link with variables\n", "myScat6 = ax61.scatter(data_by_year.index, data_by_year['Purchpower'], \n", " c=data_by_year['Wheat'], s=data_by_year['Wages']**2, cmap='coolwarm')\n", @@ -905,14 +904,15 @@ "\n", "ax61.set_title(\"Pouvoir d'achat des ouvriers anglais sur la période 1565 à 1810\")\n", "ax61.set_xlabel(\"Année\")\n", - "ax61.set_ylabel(\"Pouvoir d'achat en kg de blé par semaine\")\n", + "ax61.set_ylabel(\"Pouvoir d'achat en kg de blé par semaine, moyenne sur 5 ans\")\n", "\n", "ax61.xaxis.set_major_locator(MultipleLocator(25))\n", "ax61.xaxis.set_minor_locator(MultipleLocator(5))\n", "\n", + "# do it before inset ax, otherwise function messes up axes\n", "plt.tight_layout()\n", "\n", - "# wages legend = size of each circle\n", + "# === wages legend = size of each circle === #\n", "# add above all an inset axe (do it at the end otherwise, layout not compatible)\n", "axins62 = inset_axes(ax61, width=\"15%\", height=\"40%\", loc=2)\n", "# no visible axis\n", @@ -928,12 +928,12 @@ "axins62.text(0.5,0.95,'Salaire en Shillings/sem', transform=axins62.transAxes, horizontalalignment='center')\n", "\n", "for cur_wage in wages_levels:\n", - " axins62.text(0.58, cur_wage, ' : ' + str(cur_wage), verticalalignment='center')" + " axins62.text(0.60, cur_wage, ' : ' + str(cur_wage), verticalalignment='center')" ] }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -973,7 +973,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -982,13 +982,13 @@ "Text(1788,2,'Famine de 1788, Fr')" ] }, - "execution_count": 57, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1001,21 +1001,12 @@ ], "source": [ "# === tracé de la figure === #\n", - "\n", "fig6, ax61 = plt.subplots(1,1)\n", "fig6.set_size_inches(2.54*6, 2.54*3)\n", "\n", - "\n", - "# below a test with subplot, fail\n", - "# # set up subplot grid\n", - "# gridspec.GridSpec(1,6)\n", - "\n", - "# ax61 = plt.subplot2grid((1,6), (0,0), colspan=3, rowspan=1)\n", - "# ax62 = plt.subplot2grid((1,6), (0,3), colspan=2, rowspan=1)\n", - "# ax63 = plt.subplot2grid((1,6), (0,5), colspan=1, rowspan=1)\n", - "\n", "# add a spine to scatter to ease reading of each year\n", - "ax61.plot(data_by_year.index, data_by_year['Purchpower'], '--', color='lightgrey')\n", + "ax61.step(data_by_year.index, data_by_year['Purchpower'], linestyle='--', color='lightgrey', where='post', marker=None)\n", + "\n", "# main data scatter plot with size and color link with variables\n", "myScat6 = ax61.scatter(data_by_year.index, data_by_year['Purchpower'], \n", " c=data_by_year['Wheat'], s=data_by_year['Wages']**2, cmap='coolwarm')\n", @@ -1024,7 +1015,7 @@ "\n", "ax61.set_title(\"Pouvoir d'achat des ouvriers anglais sur la période 1565 à 1810\")\n", "ax61.set_xlabel(\"Année\")\n", - "ax61.set_ylabel(\"Pouvoir d'achat en kg de blé par semaine\")\n", + "ax61.set_ylabel(\"Pouvoir d'achat en kg de blé par semaine, moyenne sur 5 ans\")\n", "\n", "ax61.xaxis.set_major_locator(MultipleLocator(25))\n", "ax61.xaxis.set_minor_locator(MultipleLocator(5))\n", @@ -1047,7 +1038,7 @@ "axins62.text(0.5,0.95,'Salaire en Shillings/sem', transform=axins62.transAxes, horizontalalignment='center')\n", "\n", "for cur_wage in wages_levels:\n", - " axins62.text(0.58, cur_wage, ' : ' + str(cur_wage), verticalalignment='center')\n", + " axins62.text(0.60, cur_wage, ' : ' + str(cur_wage), verticalalignment='center')\n", " \n", "ax61.axvline(1586, ls='-.', color='r', linewidth=1)\n", "ax61.axvline(1788, ls='-.', color='r', linewidth=1)\n", @@ -1061,12 +1052,35 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Commentaires de l'auteur\n", + "### Représentation du pouvoir d'achat par Playfair lui même\n", + "\n", + "Dans une [seconde copie][playfair book 2], toujours hébergée par Google, les graphiques apparaissent, mais en faible résolution, sinon en noir et blanc avec un effet de seuil. Cela permet de voir que Playfair a représenté le pouvoir d'achat autrement, le graphique montré au début de cette étude lui permettait de représenter les données ayant conduit au second graphique. Ce graphique est numérisé à la p. 28 du manuscrit.\n", + "\n", + "Dans ce graphique, Playfair mélange encore une fois deux unités sur le même axe, à savoir le nombre jour de travail nécessaire pour se payer un boisseau de blé, et le prix en Shilling de ce même boisseau. Son graphique montre clairement que malgré l'augmentation du prix du boisseau de blé, les ouvriers devait travailler mons longtemps qu'auparavant pour l'acheter. Mais la moyenne sur 25 ans gomme les effets des famines comme on peut le voir sur le graphique présenté à la section précédente. Playfair dit lui-même l'avoir fait pour faciliter la lecture du graphique.\n", + "\n", + "[playfair book 2]: https://books.google.fr/books?id=x51hAAAAcAAJ&printsec=frontcover&hl=fr&source=gbs_ge_summary_r&cad=0#v=onepage&q&f=false\n", + "\n", + "\n", + "## Conclusions et perspectives\n", + "\n", + "Cette exercice est intéressant pour moderniser les représentations historiques des pionniers de la statistique et de la visualisation de données.\n", + "\n", + "Il a été montré qu'une représentation qui sert un objectif, ici la visualisation de l'évolution du pouvoir d'achat, permet de faire parler un jeu de données plus facilement.\n", + "\n", + "Il est donc important de choisir la représentation des informations de manière cohérente avec la question que l'on se pose, et de choisir les modes de représentation adaptées au type des données utilisées.\n", + "\n", + "En perspective, ce graphique peut encore être améliorer avec notamment le remplacement des points par des rectangle de largeur 5 ans, et centrés sur les intervalles de 5 ans et sur la valeur du pouvoir d'achat moyen sur ces 5 ans. La hauteur du rectangle représenterait alors de manière linéaire le salaire moyen hebdomadaire. La couelur serait toujours utilisée pour le prix du blé. De cette manière le lecteur aurait la représentation des grandeurs moyennes. En effet l'utilisation des marches d'escaliers pourraient faire croire à l'utilisation d'une valeur annuelle pour tout l'intervalle." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Commentaires de l'auteur\n", "\n", - "Il m'a fallu une après-midi et une soirée complète pour arriver à ce résultat, dont je suis très fier. J'imagine donc aisèment le temps que cela pouvait prendre à Playfair de réaliser ses graphiques à la main.\n", + "Il m'a fallu un après-midi et une soirée complète pour arriver à ce résultat, dont je suis très fier :) . J'imagine donc aisément le temps que cela pouvait prendre à Playfair de réaliser ses graphiques à la main.\n", "\n", - "J'ai beaucoup appris sur `matplotlib` au cours de l'exercice j'espère que cela servira aussi aux relecteurs de ce travail :)\n", - "Si ces relecteurs connaissent des manières plus élégantes de faire les choses avec `matplotlib`, je suis preneur." + "J'ai beaucoup appris sur `matplotlib` au cours de l'exercice, j'espère que cela servira aussi aux relecteurs de ce travail :). D'ailleurs, si ces relecteurs connaissent des manières plus élégantes de faire les choses avec `matplotlib`, je suis preneur." ] }, { -- 2.18.1