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cb1e5ba91280d02583d0604166e71c1c
mooc-rr
Commits
7ea60172
Commit
7ea60172
authored
Mar 30, 2020
by
cb1e5ba91280d02583d0604166e71c1c
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+93
-8
exercice.ipynb
module2/exo2/exercice.ipynb
+12
-5
exercice.ipynb
module2/exo3/exercice.ipynb
+81
-3
No files found.
module2/exo2/exercice.ipynb
View file @
7ea60172
...
@@ -16,7 +16,7 @@
...
@@ -16,7 +16,7 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
1
,
"execution_count":
22
,
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -29,7 +29,7 @@
...
@@ -29,7 +29,7 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 2,
"execution_count": 2
3
,
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -38,14 +38,14 @@
...
@@ -38,14 +38,14 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
18
,
"execution_count":
26
,
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
"name": "stdout",
"name": "stdout",
"output_type": "stream",
"output_type": "stream",
"text": [
"text": [
" Valeur moyenne :
23.4
\n",
" Valeur moyenne :
14.113000000000001
\n",
" Ecart-type : 4.334094455301447\n",
" Ecart-type : 4.334094455301447\n",
" Valeur min : 2.8\n",
" Valeur min : 2.8\n",
" Valeur max : 23.4\n",
" Valeur max : 23.4\n",
...
@@ -54,7 +54,7 @@
...
@@ -54,7 +54,7 @@
}
}
],
],
"source": [
"source": [
"data_moy = np.m
ax(data)
\n",
"data_moy = np.m
ean(data) # np.average
\n",
"data_ecart_type = np.std(data,ddof=1)\n",
"data_ecart_type = np.std(data,ddof=1)\n",
"data_min = np.min(data)\n",
"data_min = np.min(data)\n",
"data_max = np.max(data)\n",
"data_max = np.max(data)\n",
...
@@ -62,6 +62,13 @@
...
@@ -62,6 +62,13 @@
"print(f' Valeur moyenne : {data_moy}\\n Ecart-type : {data_ecart_type}')\n",
"print(f' Valeur moyenne : {data_moy}\\n Ecart-type : {data_ecart_type}')\n",
"print(f' Valeur min : {data_min}\\n Valeur max : {data_max}\\n Valeur mediane : {data_med} ')"
"print(f' Valeur min : {data_min}\\n Valeur max : {data_max}\\n Valeur mediane : {data_med} ')"
]
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
}
],
],
"metadata": {
"metadata": {
...
...
module2/exo3/exercice.ipynb
View file @
7ea60172
{
{
"cells": [],
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# <center>Réaliser un affichage graphique<center>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Affichage graphique (séquence plot + histogramme) des données : "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([ 4., 3., 5., 9., 16., 20., 22., 9., 8., 4.]),\n",
" array([ 2.8 , 4.86, 6.92, 8.98, 11.04, 13.1 , 15.16, 17.22, 19.28,\n",
" 21.34, 23.4 ]),\n",
" <a list of 10 Patch objects>)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x1080 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"data = [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, \n",
" 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, \n",
" 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, \n",
" 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, \n",
" 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",
"\n",
"\n",
"fig = plt.figure(figsize=(10,15)) \n",
"axe = fig.add_subplot(211)\n",
"axe.set_xlim(0,100)\n",
"axe.set_ylim(0,25)\n",
"axe.grid(which='major', color='#CCCCCC', linestyle='--')\n",
"axe.plot(data)\n",
"\n",
"axe_hist = fig.add_subplot(212)\n",
"axe_hist.set_xlim(0,25)\n",
"axe_hist.set_ylim(0,25)\n",
"axe_hist.grid(which='major', linestyle='--')\n",
"axe_hist.hist(data,edgecolor = 'black')\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"\n"
]
}
],
"metadata": {
"metadata": {
"kernelspec": {
"kernelspec": {
"display_name": "Python 3",
"display_name": "Python 3",
...
@@ -16,10 +95,9 @@
...
@@ -16,10 +95,9 @@
"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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