From 9036d58d5194952bf08d89bfde7a460ee947d2e9 Mon Sep 17 00:00:00 2001 From: 6fe417a114f34bcda6e186e0c8a18f64 <6fe417a114f34bcda6e186e0c8a18f64@app-learninglab.inria.fr> Date: Mon, 23 Oct 2023 11:27:57 +0000 Subject: [PATCH] 24 octobre 2023 --- module3/exo3/exercice.ipynb | 28 +++++++++++++++++----------- 1 file changed, 17 insertions(+), 11 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 277315b..ae70cbf 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -1641,7 +1641,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -1650,13 +1650,13 @@ "Text(0,0.5,'Wages/Month')" ] }, - "execution_count": 17, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1671,13 +1671,19 @@ "y3=c1['Wheat2']\n", "y4=c1['Wages/month']\n", "fig, ax1 = plt.subplots(figsize=(9, 6))\n", - "plt.bar(x,y3,width = 5, color='r')\n", - "plt.plot(x,y4/10)\n", - "\n", + "plt.bar(x,y3*10,width = 5, color='r')\n", + "plt.plot(x,y4)\n", "ax2 = ax1.twinx() \n", "ax1.set_xlabel('year')\n", "ax1.set_ylabel('shillings/kg')\n", - "ax2.set_ylabel('Wages/Month')" + "ax2.set_ylabel('Wages/Month')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Le salaire par mois a augementé avec le prix du blé pouvoir d'achat devrait augementer fin du 18e siècle." ] }, { @@ -1732,11 +1738,11 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "Pouvoir d'achat au plus haut vers la fin du 18e siècle." + ] } ], "metadata": { -- 2.18.1