diff --git a/module2/exo3/exercice.ipynb b/module2/exo3/exercice.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..248061a6b19f2009554e983dffaaaf51e234607b 100644 --- a/module2/exo3/exercice.ipynb +++ b/module2/exo3/exercice.ipynb @@ -1,5 +1,71 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np # For maths\n", + "import matplotlib.pyplot as plt # For plots\n", + "import seaborn as sns # For nice plots" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data = np.array([14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9, 18.1, 7.3, 9.8, 10.9,12.2, 9.9, 2.9, 2.8, 15.4, 15.7, 9.7, 13.1, 13.2, 12.3, 11.7, 16.0, 12.4, 17.9, 12.2, 16.2, 18.7, 8.9, 11.9, 12.1, 14.6, 12.1, 4.7, 3.9, 16.9, 16.8, 11.3, 14.4, 15.7, 14.0, 13.6, 18.0, 13.6, 19.9, 13.7, 17.0, 20.5, 9.9, 12.5, 13.2, 16.1, 13.5, 6.3, 6.4, 17.6, 19.1, 12.8, 15.5, 16.3, 15.2, 14.6, 19.1, 14.4, 21.4, 15.1, 19.6, 21.7, 11.3, 15.0, 14.3, 16.8, 14.0, 6.8, 8.2, 19.9, 20.4, 14.6, 16.4, 18.7, 16.8, 15.8, 20.4, 15.8, 22.4, 16.2, 20.3, 23.4, 12.1, 15.5, 15.4, 18.4, 15.7, 10.2, 8.9, 21.0])" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with sns.axes_style('darkgrid'):\n", + " fig, axes = plt.subplots(figsize=(7, 10), nrows=2, ncols=1)\n", + "\n", + " ax = axes[0]\n", + " ax.plot(data)\n", + "\n", + " ax.tick_params(axis='both', which='major', labelsize=15)\n", + " ax.xaxis.get_label().set_fontsize(15)\n", + " ax.yaxis.get_label().set_fontsize(15)\n", + " \n", + " ax = axes[1]\n", + " ax.hist(data, bins=15)\n", + "\n", + " ax.tick_params(axis='both', which='major', labelsize=15)\n", + " ax.xaxis.get_label().set_fontsize(15)\n", + " ax.yaxis.get_label().set_fontsize(15) \n", + "\n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +82,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } -