From c2b9ff326e03575ba7955985425283bedb3786e2 Mon Sep 17 00:00:00 2001 From: 39781cc7cca0dc30af9d6060ede9947c <39781cc7cca0dc30af9d6060ede9947c@app-learninglab.inria.fr> Date: Tue, 14 Apr 2020 08:02:41 +0000 Subject: [PATCH] Ajout des 2 graphs (10 ans et 1 an) --- module3/exo3/exercice.ipynb | 40 +++++++++++++++++++++++++++++++++---- 1 file changed, 36 insertions(+), 4 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 4bfda5d..40a03d8 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -278,7 +278,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -435,10 +435,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Graphs sur les données complètes est sur 2 ans\n", + "# La base de chaques cycles a été prie au 15 août (comme la base mensuelle de l'institut Scripps)\n", + "mask_10y = (data.index > '2000-08-15') & (data.index <= '2010-08-15')\n", + "mask_1y = (data.index > '2000-08-15') & (data.index <= '2001-08-15')\n", + "\n", + "fig, axes = plt.subplots(nrows=1, ncols=2)\n", + "data[mask_10y].plot(ax=axes[0], figsize=(15,5))\n", + "data[mask_1y].plot(ax=axes[1], figsize=(15,5))" + ] }, { "cell_type": "code", -- 2.18.1