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cde8958d4fa5e77141921b9ebb43a09a
mooc-rr
Commits
ae559cbd
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ae559cbd
authored
Aug 18, 2022
by
cde8958d4fa5e77141921b9ebb43a09a
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Module 2 Exercice 2
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exercice.ipynb
module2/exo2/exercice.ipynb
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module2/exo2/exercice.ipynb
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ae559cbd
{
"cells": [],
"cells": [
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean : 14.113000000000001\n",
"Min : 2.8\n",
"Max : 23.4\n",
"Stddev : 4.334094455301447\n",
"(Stddev other : 4.312369534258399 )\n",
"Median : 14.5\n"
]
},
{
"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": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\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",
"Array = np.array(liste)\n",
"\n",
"#Compute data\n",
"mean_Array = np.mean(Array)\n",
"min_Array = np.amin(Array)\n",
"max_Array = np.amax(Array)\n",
"stddev_Array0 = np.std(Array)\n",
"stddev_Array = np.std(Array, ddof=1)\n",
"median_Array = np.median(Array)\n",
"\n",
"#Print info\n",
"print(\"Mean : \", mean_Array)\n",
"print(\"Min : \", min_Array)\n",
"print(\"Max : \", max_Array)\n",
"print(\"Stddev : \", stddev_Array)\n",
"print(\"(Stddev other : \", stddev_Array0, \")\")\n",
"print(\"Median : \", median_Array)\n",
"\n",
"#Plot fig\n",
"x = np.linspace(0, 100, len(liste))\n",
"fig = plt.figure(0)\n",
"plt.plot(Array)\n",
"plt.grid(linestyle = \"-.\")\n",
"\n",
"#Plot histo\n",
"fig = plt.figure(1)\n",
"plt.hist(Array, color='b', edgecolor='black')\n",
"plt.grid(linestyle = \"-.\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
...
...
@@ -16,10 +101,9 @@
"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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