diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 8577a61641c133d5c07d0a64665d857d144c3402..f09c2548fb23133441e08ffc8afd0b434f935a3b 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 146, "metadata": {}, "outputs": [ { @@ -121,7 +121,7 @@ "4 5 1585 41.5 5.15" ] }, - "execution_count": 86, + "execution_count": 146, "metadata": {}, "output_type": "execute_result" } @@ -136,17 +136,15 @@ ] }, { - "cell_type": "code", - "execution_count": 10, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ "## 1: Reproduction de la figure de Playfair" ] }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 147, "metadata": {}, "outputs": [ { @@ -191,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 148, "metadata": {}, "outputs": [ { @@ -242,19 +240,22 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 158, "metadata": {}, "outputs": [], "source": [ + "\n", + "\n", "# Pouvoir d'achat par semaine\n", - "data['purPower_w'] = data[\"Wheat\"].multiply(data[\"Wages\"]) # En quart de Boiseau / semaine\n", + "data['purPower_w'] = data[\"Wages\"].divide(data[\"Wheat\"]) # En quart de Boiseau / semaine\n", "\n", "# Il est sans doute plus clair de le calculer par année\n", - "data['purPower_y'] = data[\"Wheat\"].multiply(data[\"Wages\"]/7*365) # quart de Boiseau / année\n", + "data['Wages_y'] = data[\"Wages\"]/7*365 # Schillings / année\n", + "data['purPower_y'] = data[\"Wages_y\"].divide(data[\"Wheat\"]) # quart de Boiseau / année\n", "\n", "# Passont en unités SI\n", - "data['Wheat_kg'] = data[\"Wheat\"]*6.8 # kg / Schillings\n", - "data['purPower_ySI'] = data[\"Wheat_kg\"].multiply(data[\"Wages\"]/7*365) # kg / année\n", + "data['Wheat_kg'] = data[\"Wheat\"]/6.8 # Schillings / kg\n", + "data['purPower_ySI'] = data[\"Wages_y\"].divide(data[\"Wheat_kg\"]) # kg / année\n", "\n" ] }, @@ -267,14 +268,14 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 159, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -301,18 +302,60 @@ "\n" ] }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": false + }, + "source": [ + "En unité SI" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figure(num=None, figsize=(10, 6))\n", + "plt.rcParams.update({'font.size': 14})\n", + "\n", + "# Pouvoir d'achat par année\n", + "plt.plot(data.Year, data.purPower_ySI, color=\"r\", marker=\"o\", alpha=0.6, label='Purchasing power')\n", + "\n", + "plt.title('Evolution du pouvoir d''achat')\n", + "plt.legend(loc='upper left')\n", + "plt.xlabel('Years')\n", + "plt.ylabel('Purchasing power of a \"good mechanic\" (kg / year)')\n", + "plt.tight_layout\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Diférente représentation\n", + "### Représentation différente\n", "\n", "L'année est indiqué en code couleur" ] }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 162, "metadata": {}, "outputs": [ { @@ -351,18 +394,51 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "En unités SI et par années" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 165, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figure(num=None, figsize=(10, 6))\n", + "plt.rcParams.update({'font.size': 14})\n", + "\n", + "# Pouvoir d'achat par année\n", + "plt.scatter(data.Wages_y, data.Wheat_kg, c=data.Ind)\n", + "\n", + "cb = plt.colorbar()\n", + "cb.set_label('Years')\n", + "\n", + "Ind_tick = [item.get_text() for item in cb.ax.get_yticklabels(which='both')]\n", + "Ind_tick = [int(numeric_string) for numeric_string in Ind_tick]\n", + "\n", + "cb.ax.set_yticklabels(list(map(str,data.Year[Ind_tick])))\n", + "\n", + "plt.title('Evolution des salaires et du prix du blé')\n", + "plt.xlabel('Wages (Schillings / year)')\n", + "plt.ylabel('Wheat price (Schillings / kg)')\n", + "plt.tight_layout\n", + "plt.show()" + ] }, { "cell_type": "code",