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0db2f0554d3b3bbdf0f34a0c1240bdef
mooc-rr
Commits
106ddcd3
Commit
106ddcd3
authored
Jun 03, 2020
by
0db2f0554d3b3bbdf0f34a0c1240bdef
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avec les figures (histogramme pas exactement identique)
parent
4acf75fb
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-11
exercice.ipynb
module2/exo2/exercice.ipynb
+13
-11
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module2/exo2/exercice.ipynb
View file @
106ddcd3
...
...
@@ -118,7 +118,7 @@
},
{
"cell_type": "code",
"execution_count":
6
,
"execution_count":
5
,
"metadata": {},
"outputs": [
{
...
...
@@ -144,14 +144,14 @@
},
{
"cell_type": "code",
"execution_count":
17
,
"execution_count":
22
,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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
\n",
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
\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
...
...
@@ -166,8 +166,9 @@
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"plt.plot(valeurs)\n",
"plt.ylim(0, 25);\n",
"plt.xlim(0, 100);"
"plt.ylim(0, 25)\n",
"plt.xlim(0, 100)\n",
"plt.grid()"
]
},
{
...
...
@@ -179,12 +180,12 @@
},
{
"cell_type": "code",
"execution_count": 2
1
,
"execution_count": 2
3
,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAD
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
\n",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAD
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
\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
...
...
@@ -196,10 +197,11 @@
}
],
"source": [
"plt.hist(valeurs, range = (0, 25), bins = 13, color = 'blue',\n",
" edgecolor = 'black')\n",
"plt.ylim(0, 25);\n",
"plt.xlim(0, 25);"
"#plt.hist(valeurs, range = (0, 25), bins = 12, color = 'blue', edgecolor = 'black')\n",
"plt.hist(valeurs, bins = 12, color = 'blue', edgecolor = 'black')\n",
"plt.ylim(0, 25)\n",
"plt.xlim(0, 25)\n",
"plt.grid()"
]
}
],
...
...
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