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cde8958d4fa5e77141921b9ebb43a09a
mooc-rr
Commits
068895d6
Commit
068895d6
authored
Aug 18, 2022
by
cde8958d4fa5e77141921b9ebb43a09a
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ae559cbd
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exercice.ipynb
module2/exo2/exercice.ipynb
+3
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module2/exo2/exercice.ipynb
View file @
068895d6
...
...
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
"execution_count": 1
3
,
"execution_count": 1
4
,
"metadata": {},
"outputs": [
{
...
...
@@ -19,7 +19,7 @@
},
{
"data": {
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
=\n",
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
=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
...
...
@@ -68,7 +68,7 @@
"#Plot fig\n",
"x = np.linspace(0, 100, len(liste))\n",
"fig = plt.figure(0)\n",
"plt.plot(Array)\n",
"plt.plot(Array
, color='b'
)\n",
"plt.grid(linestyle = \"-.\")\n",
"\n",
"#Plot histo\n",
...
...
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