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1995d227d55b17307fcc5343c5666323
mooc-rr
Commits
af008569
Commit
af008569
authored
Apr 27, 2020
by
1995d227d55b17307fcc5343c5666323
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exercice.ipynb
module2/exo3/exercice.ipynb
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module2/exo3/exercice.ipynb
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af008569
{
{
"cells": [],
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"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"
}
],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\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, 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.plot(data)\n",
"plt.grid(True, linestyle=':')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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"
}
],
"source": [
"plt.hist(data)\n",
"plt.grid(True, linestyle=':')\n",
"plt.show()"
]
}
],
"metadata": {
"metadata": {
"kernelspec": {
"kernelspec": {
"display_name": "Python 3",
"display_name": "Python 3",
...
@@ -16,10 +70,9 @@
...
@@ -16,10 +70,9 @@
"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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