exo2

parent 14909ec0
{ {
"cells": [], "cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data = [\n",
" 14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9,\n",
" 18.1, 7.3, 9.8, 10.9, 12.2, 9.9, 2.9, 2.8, 15.4, 15.7, 9.7,\n",
" 13.1, 13.2, 12.3, 11.7, 16.0, 12.4, 17.9, 12.2, 16.2, 18.7,\n",
" 8.9, 11.9, 12.1, 14.6, 12.1, 4.7, 3.9, 16.9, 16.8, 11.3,\n",
" 14.4, 15.7, 14.0, 13.6, 18.0, 13.6, 19.9, 13.7, 17.0, 20.5,\n",
" 9.9, 12.5, 13.2, 16.1, 13.5, 6.3, 6.4, 17.6, 19.1, 12.8,\n",
" 15.5, 16.3, 15.2, 14.6, 19.1, 14.4, 21.4, 15.1, 19.6, 21.7,\n",
" 11.3, 15.0, 14.3, 16.8, 14.0, 6.8, 8.2, 19.9, 20.4, 14.6,\n",
" 16.4, 18.7, 16.8, 15.8, 20.4, 15.8, 22.4, 16.2, 20.3, 23.4,\n",
" 12.1, 15.5, 15.4, 18.4, 15.7, 10.2, 8.9, 21.0\n",
"]\n",
"\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"plt.figure() \n",
"plt.plot(data, linestyle='-', marker='', color='blue') \n",
"plt.xlabel(\"Index\") \n",
"plt.ylabel(\"Valeur\") \n",
"plt.title(\"\") \n",
"plt.grid(True, linestyle=':') \n",
"plt.tight_layout() \n",
"plt.figure() \n",
"plt.hist(data, bins=12, edgecolor='black') \n",
"plt.xlabel(\"Valeur\") \n",
"plt.ylabel(\"Fréquence\") \n",
"plt.grid(axis='y', linestyle=':') \n",
"plt.tight_layout()\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": { "metadata": {
"kernelspec": { "kernelspec": {
"display_name": "Python 3", "display_name": "Python 3",
...@@ -16,10 +86,9 @@ ...@@ -16,10 +86,9 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.6.3" "version": "3.6.4"
} }
}, },
"nbformat": 4, "nbformat": 4,
"nbformat_minor": 2 "nbformat_minor": 2
} }
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