diff --git a/module3/exo3/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb index 40435f0a2042dcfce36b09843a5d384647c0f38b..3577692c00c1d0aa0523686105a8ef046500cad2 100644 --- a/module3/exo3/exercice_fr.ipynb +++ b/module3/exo3/exercice_fr.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Le but de ce notebook est de revenir sur les travaux de __William Playfair__. Plus précisément, nous nous attarderons sur [ce graphe](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). " + "L'objectif de ce notebook est de revenir sur les travaux de __William Playfair__. Plus précisément, nous nous attarderons sur [ce graphe](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). " ] }, { @@ -37,19 +37,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "A partir du [fichier csv](https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv) contenant les données obtenues par numérisation du graphe de Playfair, l'objectif de cette partie est de produire un graphe similaire à celui présenté lors de l'introduction de ce notebook." + "À partir du [fichier csv](https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv) contenant les données obtenues par numérisation du graphe de Playfair, l'objectif de cette partie est de produire un graphe similaire à celui présenté lors de l'introduction de ce notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Rien ne garantit que l'URL utilisée reste toujours valable. Nous avons fait une copie des données en local, puis nous avons utilisé cette copie pour les calculs." + "Rien ne garantit que l'URL utilisé reste toujours valable. Nous avons fait une copie des données en local, puis nous avons utilisé cette copie pour les calculs." ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -103,8 +103,10 @@ }, { "cell_type": "code", - "execution_count": 43, - "metadata": {}, + "execution_count": 4, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -165,10 +167,319 @@ "plt.grid(axis='y')\n", "plt.legend(frameon=True) \n", "\n", - "# Affichage du graphe\n", + "# Affichage du graphique\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercice 2: Amélioration de la présentation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Le graphique précédent n'est plus acceptable aujourd'hui. 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*. Pour remédier à cette situation, le graphique ci-dessous sépare ces deux unités sur deux ordonnées différentes, nommées correctement cette fois-ci. Afin de garder une cohérence avec le graphique précédent, les mêmes représentations pour le prix du blé et le salaire hebdomadaire sont gardées." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Définition des deux axes\n", + "fig, ax1 = plt.subplots(figsize=(20, 10))\n", + "ax2 = ax1.twinx()\n", + "\n", + "# Représentation du prix du blé sur l'axe de gauche (ax1) par des barres noires\n", + "ax1.bar(\n", + " df['Year'], \n", + " df['Wheat'], \n", + " width=5, \n", + " color='black', \n", + " edgecolor='black',\n", + " linewidth=0.5,\n", + " label='Prix du blé (shillings/quart de boisseau)',\n", + " zorder=1\n", + ")\n", + "\n", + "# Suppression des salaires nuls\n", + "salaire_non_nuls = df.dropna(subset=['Wages'])\n", + "\n", + "# Représentation de la surface bleue \n", + "ax2.fill_between(\n", + " salaire_non_nuls['Year'],\n", + " salaire_non_nuls['Wages'],\n", + " color='blue',\n", + " alpha=0.5,\n", + " zorder=2\n", + ")\n", + "\n", + "# Représentation du salaire moyen hebdomadaire sur l'axe de droite (ax2) par une courbe rouge\n", + "ax2.plot(\n", + " salaire_non_nuls['Year'],\n", + " salaire_non_nuls['Wages'],\n", + " color='red',\n", + " linewidth=2,\n", + " label='Salaires (shillings/semaine)',\n", + " zorder=3\n", + ")\n", + "\n", + "# Ajout de la légende\n", + "ax1.set_title(\"Évolution du prix du blé et des salaires entre 1565 et 1821\", fontsize=25, pad=20)\n", + "ax1.set_xlabel(\"Année\", fontsize=20)\n", + "ax1.set_ylabel(\"Shillings par quart de boisseau\", fontsize=20)\n", + "ax2.set_ylabel(\"Shillings par semaine\", fontsize=20)\n", + "ax1.set_xticks(range(1565, 1830, 5))\n", + "ax1.set_xlim(1565, 1830)\n", + "ax1.grid(axis='y')\n", + "lines1, labels1 = ax1.get_legend_handles_labels()\n", + "lines2, labels2 = ax2.get_legend_handles_labels()\n", + "ax1.legend(lines1 + lines2, labels1 + labels2, frameon=True, loc='upper left')\n", + "\n", + "# Affichage du graphique\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercice 3: Représentation du pouvoir d'achat des ouvriers anglais du XVIe au XIXe siècle" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "L'objectif de Playfair était de montrer que le **pouvoir d'achat** des ouvriers avait augmenté au cours du temps. Afin de rendre cet objectif plus visible, deux graphiques vont être produits:\n", + "- Une représentation temporelle de la quantité de blé qu'un ouvrier peut acheter avec son salaire hebdomadaire.\n", + "- Un graphique relationnel entre le prix du blé et le salaire hebdomadaire." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Représentation temporelle" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Dans ce graphique, le pouvoir d'achat est représenté par la formule suivante: $ \\text{Pouvoir d'achat} = {\\text{Salaire hebdomadaire} \\over \\text{Prix du blé}} $, correspondant ainsi à la quantité de blé qu'un ouvrier peut acheter avec son salaire hebdomadaire. Dû au manque de données pour les années 1815, 1820 et 1821, ainsi que pour éviter toute division par 0, un nettoyage des données sera fait en amont de la réalisation du graphique." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Suppression des données nulles et modification pour éviter une division par 0\n", + "\n", + "nouvelle_df = df.dropna(subset=['Wages']).copy() \n", + "nouvelle_df = nouvelle_df[nouvelle_df['Wheat'] > 0] \n", + "nouvelle_df['Pouvoir_Achat'] = nouvelle_df['Wages'] / nouvelle_df['Wheat']\n", + "\n", + "plt.figure(figsize=(20, 10))\n", + "\n", + "# Représentation du pouvoir d'achat par une courbe rouge\n", + "plt.plot(nouvelle_df['Year'], nouvelle_df['Pouvoir_Achat'], \n", + " color='red', \n", + " linewidth=3,\n", + " label='Quantité de blé par semaine')\n", + "\n", + "# Représentation de la surface bleue\n", + "plt.fill_between(nouvelle_df['Year'], nouvelle_df['Pouvoir_Achat'], \n", + " color='blue', \n", + " alpha=0.5)\n", + "\n", + "# Ajout de la légende\n", + "plt.title(\"Pouvoir d'achat des ouvriers entre 1565 et 1821\")\n", + "plt.ylabel(\"Quantité de blé par semaine\")\n", + "plt.xlabel(\"Année\")\n", + "plt.xticks(range(1565, 1830, 5))\n", + "plt.xlim(1565, 1830)\n", + "plt.grid(axis='y')\n", + "plt.legend(frameon=True) \n", + "\n", + "# Affichage du graphique\n", "plt.tight_layout()\n", "plt.show()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Représentation relationnelle" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Dans ce graphique, le pouvoir d'achat est représenté par la relation entre le prix du blé et le salaire hebdomadaire sur les deux axes. La progression du temps n'est donc pas indiquée sur un des axes. Une liaison chronologique est néanmoins introduite afin que le graphique soit lisible." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 12))\n", + "\n", + "# Nuage de points \n", + "sc = ax.scatter(df['Wheat'], df['Wages'], \n", + " s=150)\n", + "\n", + "# Liaison chronologique entre les points du nuage\n", + "ax.plot(df['Wheat'], df['Wages'], \n", + " color='grey', \n", + " alpha=0.5, \n", + " linestyle='--')\n", + "\n", + "# Ajout de la légende\n", + "ax.set_title(\"Pouvoir d'achat des ouvriers entre 1565 et 1821\")\n", + "ax.set_xlabel(\"Prix du blé (Shillings par quart de boisseau)\")\n", + "ax.set_ylabel(\"Salaire hebdomadaire (Shillings par semaine)\")\n", + "\n", + "# Affichage du graphique\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Bilan" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. **Représentation temporelle** :\n", + " - Avantage : Montre la tendance temporelle.\n", + " - Inconvénient : Ne montre pas la relation directe prix/salaires.\n", + "\n", + "2. **Représentation relationnelle** :\n", + " - Avantage : Montre la corrélation entre les variables.\n", + " - Inconvénients : Moins intuitive, pas de tendance temporelle." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Autre représentation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les deux représentations précédentes étant complémentaires, en dehors de l'intuitivité, une représentation mixte est créée ci-dessous. Son but est de prendre en compte les avantages des deux représentations précédentes et d'avoir un graphique plus complet et représentant le mieux possible l'objectif initial de Playfair." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(16, 12))\n", + "\n", + "# Nuage de points coloré\n", + "sc = ax.scatter(df['Wheat'], df['Wages'], \n", + " c=df['Year'], \n", + " cmap='magma', \n", + " s=150)\n", + "\n", + "# Liaison chronologique entre les points du nuage\n", + "ax.plot(df['Wheat'], df['Wages'], \n", + " color='grey', \n", + " alpha=0.5, \n", + " linestyle='--')\n", + "\n", + "# Ajout d'une barre de vouleur pour représenter les années\n", + "cbar = plt.colorbar(sc)\n", + "cbar.set_label('Année', rotation=270, labelpad=20)\n", + "\n", + "# Ajout de la légende\n", + "ax.set_title(\"Pouvoir d'achat des ouvriers entre 1565 et 1821\")\n", + "ax.set_xlabel(\"Prix du blé (Shillings par quart de boisseau)\")\n", + "ax.set_ylabel(\"Salaire hebdomadaire (Shillings par semaine)\")\n", + "\n", + "# Affichage du graphique\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Représentation Mixte** :\n", + " - Avantage : Montre la tendance temporelle, montre la corrélation entre les variables.\n", + " - Inconvénient : Moins intuitive que la représentation temporelle." + ] } ], "metadata": {