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d4612ff6dd12fc8004634814333c5304
mooc-rr
Commits
24b91d60
Commit
24b91d60
authored
Sep 19, 2025
by
d4612ff6dd12fc8004634814333c5304
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89447fea
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exercice.ipynb
module2/exo3/exercice.ipynb
+72
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module2/exo3/exercice.ipynb
View file @
24b91d60
{
{
"cells": [],
"cells": [
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"x = np.arange(0, 100) \n",
"liste=[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]\n",
"plt.figure(figsize=(8, 6)) \n",
"plt.plot(x, liste, 'b-', linewidth=1) \n",
"plt.xlim(0, 100) \n",
"plt.ylim(0, 25) \n",
"plt.grid(True, linestyle='--', linewidth=0.7) \n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"\n",
"plt.figure(figsize=(8, 6)) \n",
"plt.hist(liste, bins=10, color='blue',edgecolor='black') \n",
"plt.xlim(0, 25) \n",
"plt.ylim(0, 25) \n",
"plt.grid(True, linestyle='--', linewidth=0.7) \n",
"plt.show()"
]
},
{
"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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