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1f7c63a080d4cffcf1a5b2a7cae53af0
mooc-rr
Commits
8e127261
Commit
8e127261
authored
Sep 14, 2020
by
1f7c63a080d4cffcf1a5b2a7cae53af0
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exercice.ipynb
module2/exo3/exercice.ipynb
+58
-16
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module2/exo3/exercice.ipynb
View file @
8e127261
...
@@ -2,7 +2,7 @@
...
@@ -2,7 +2,7 @@
"cells": [
"cells": [
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
56
,
"execution_count":
71
,
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -12,28 +12,26 @@
...
@@ -12,28 +12,26 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
57
,
"execution_count":
69
,
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
"from matplotlib import pyplot as plt
"
"from matplotlib import pyplot as plt"
]
]
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
58
,
"execution_count":
82
,
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
"data": {
"data": {
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
AAAAAElFTkSuQmCC\n",
"text/plain": [
"text/plain": [
"<Figure size
432x288
with 1 Axes>"
"<Figure size
640x480
with 1 Axes>"
]
]
},
},
"metadata": {
"metadata": {},
"needs_background": "light"
},
"output_type": "display_data"
"output_type": "display_data"
}
}
],
],
...
@@ -46,7 +44,52 @@
...
@@ -46,7 +44,52 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 59,
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['ggplot',\n",
" 'tableau-colorblind10',\n",
" 'seaborn-deep',\n",
" 'seaborn-paper',\n",
" 'classic',\n",
" 'seaborn-talk',\n",
" 'seaborn-bright',\n",
" 'seaborn-poster',\n",
" 'seaborn-white',\n",
" 'bmh',\n",
" 'fast',\n",
" 'fivethirtyeight',\n",
" 'seaborn-notebook',\n",
" 'dark_background',\n",
" 'seaborn-darkgrid',\n",
" 'seaborn-pastel',\n",
" 'grayscale',\n",
" 'seaborn-dark',\n",
" 'seaborn',\n",
" '_classic_test',\n",
" 'seaborn-whitegrid',\n",
" 'seaborn-dark-palette',\n",
" 'seaborn-muted',\n",
" 'seaborn-ticks',\n",
" 'Solarize_Light2',\n",
" 'seaborn-colorblind']"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.style.available"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -58,24 +101,23 @@
...
@@ -58,24 +101,23 @@
" <a list of 10 Patch objects>)"
" <a list of 10 Patch objects>)"
]
]
},
},
"execution_count":
59
,
"execution_count":
104
,
"metadata": {},
"metadata": {},
"output_type": "execute_result"
"output_type": "execute_result"
},
},
{
{
"data": {
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA
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
AAAAASUVORK5CYII=\n",
"text/plain": [
"text/plain": [
"<Figure size
432x288
with 1 Axes>"
"<Figure size
640x480
with 1 Axes>"
]
]
},
},
"metadata": {
"metadata": {},
"needs_background": "light"
},
"output_type": "display_data"
"output_type": "display_data"
}
}
],
],
"source": [
"source": [
"plt.style.use('_classic_test')\n",
"plt.grid(True,linestyle='dotted')\n",
"plt.grid(True,linestyle='dotted')\n",
"plt.axis([0, 25, 0, 25])\n",
"plt.axis([0, 25, 0, 25])\n",
"plt.hist(data,color='blue',bins='auto')"
"plt.hist(data,color='blue',bins='auto')"
...
...
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