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e7422cd3159d46c5212576fce1c4663d
mooc-rr
Commits
298a309d
Commit
298a309d
authored
Oct 09, 2025
by
e7422cd3159d46c5212576fce1c4663d
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exercice.ipynb
module2/exo3/exercice.ipynb
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module2/exo3/exercice.ipynb
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298a309d
{
"cells": [],
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Moyenne (Average): 14.11\n",
"Minimum: 2.80\n",
"Maximum: 23.40\n",
"Médiane (Median): 14.50\n",
"Écart-type (Standard deviation): 4.33\n"
]
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"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, \n",
" 7.3, 9.8, 10.9, 12.2, 9.9, 2.9, 2.8, 15.4, 15.7, 9.7, 13.1, 13.2, \n",
" 12.3, 11.7, 16.0, 12.4, 17.9, 12.2, 16.2, 18.7, 8.9, 11.9, 12.1, \n",
" 14.6, 12.1, 4.7, 3.9, 16.9, 16.8, 11.3, 14.4, 15.7, 14.0, 13.6, \n",
" 18.0, 13.6, 19.9, 13.7, 17.0, 20.5, 9.9, 12.5, 13.2, 16.1, 13.5, \n",
" 6.3, 6.4, 17.6, 19.1, 12.8, 15.5, 16.3, 15.2, 14.6, 19.1, 14.4, \n",
" 21.4, 15.1, 19.6, 21.7, 11.3, 15.0, 14.3, 16.8, 14.0, 6.8, 8.2, \n",
" 19.9, 20.4, 14.6, 16.4, 18.7, 16.8, 15.8, 20.4, 15.8, 22.4, 16.2, \n",
" 20.3, 23.4, 12.1, 15.5, 15.4, 18.4, 15.7, 10.2, 8.9, 21.0])\n",
"\n",
"mean_val = np.mean(data)\n",
"min_val = np.min(data)\n",
"max_val = np.max(data)\n",
"median_val = np.median(data)\n",
"std_val = np.std(data, ddof=1)\n",
"\n",
"print(f\"Moyenne (Average): {mean_val:.2f}\")\n",
"print(f\"Minimum: {min_val:.2f}\")\n",
"print(f\"Maximum: {max_val:.2f}\")\n",
"print(f\"Médiane (Median): {median_val:.2f}\")\n",
"print(f\"Écart-type (Standard deviation): {std_val:.2f}\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1008x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = np.arange(len(data))\n",
"\n",
"fig, ax = plt.subplots(figsize=(14, 6))\n",
"\n",
"ax.plot(x, data, linewidth=2, color='#2E86AB', marker='o', \n",
" markersize=4, markerfacecolor='#A23B72', markeredgecolor='white', \n",
" markeredgewidth=0.5)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
...
...
@@ -16,10 +98,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.
3
"
"version": "3.6.
4
"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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