From 6ed10809eea37aaf0f6db7731fd7bc275c2e4b22 Mon Sep 17 00:00:00 2001 From: 3aafea210314d192989b2a83c1ab7239 <3aafea210314d192989b2a83c1ab7239@app-learninglab.inria.fr> Date: Fri, 14 Jan 2022 18:46:32 +0000 Subject: [PATCH] update notebook --- module2/exo1/toy_notebook_fr.ipynb | 24 +---------- module2/exo2/exercice.ipynb | 46 +++++++++++++++++++-- module2/exo3/exercice.ipynb | 64 ++++++++++++++++++++++++++++-- 3 files changed, 106 insertions(+), 28 deletions(-) diff --git a/module2/exo1/toy_notebook_fr.ipynb b/module2/exo1/toy_notebook_fr.ipynb index e0a5de0..3720f6a 100644 --- a/module2/exo1/toy_notebook_fr.ipynb +++ b/module2/exo1/toy_notebook_fr.ipynb @@ -83,28 +83,8 @@ "outputs": [], "source": [ "%matplotlib inline\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ + "import matplotlib.pyplot as plt\n", + "\n", "np.random.seed(seed=42)\n", "N = 1000\n", "x = np.random.uniform(size=N, low=0, high=1)\n", diff --git a/module2/exo2/exercice.ipynb b/module2/exo2/exercice.ipynb index 0bbbe37..48fd5a5 100644 --- a/module2/exo2/exercice.ipynb +++ b/module2/exo2/exercice.ipynb @@ -1,5 +1,46 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "data = [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": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "14.113000000000001 4.334094455301447 14.5 2.8 23.4\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "data = np.array(data)\n", + "mean = np.mean(data)\n", + "std = np.std(data,ddof=1)\n", + "med = np.median(data)\n", + "min_val = np.min(data)\n", + "max_val = np.max(data)\n", + "print(mean, std, med, min_val, max_val)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +57,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git a/module2/exo3/exercice.ipynb b/module2/exo3/exercice.ipynb index 0bbbe37..ac4c9ef 100644 --- a/module2/exo3/exercice.ipynb +++ b/module2/exo3/exercice.ipynb @@ -1,5 +1,64 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "data = [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": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.plot(data)\n", + "plt.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data)\n", + "plt.grid()" + ] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +75,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - -- 2.18.1