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6c910342295a153c497ab227190222fa
mooc-rr
Commits
d6ee25b9
Commit
d6ee25b9
authored
Sep 29, 2020
by
6c910342295a153c497ab227190222fa
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Update exercice.ipynb
parent
9f8aea3a
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exercice.ipynb
module2/exo3/exercice.ipynb
+6
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module2/exo3/exercice.ipynb
View file @
d6ee25b9
...
...
@@ -27,12 +27,12 @@
},
{
"cell_type": "code",
"execution_count":
3
,
"execution_count":
7
,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzsv
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
AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
...
...
@@ -46,17 +46,18 @@
"source": [
"plt.plot(data)\n",
"plt.grid()\n",
"plt.ylim([0, 25])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count":
5
,
"execution_count":
9
,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAD
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AAAAASUVORK5CYII=\n",
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AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
...
...
@@ -69,6 +70,7 @@
],
"source": [
"plt.hist(data, bins=10)\n",
"plt.ylim([0, 25])\n",
"plt.grid()\n",
"plt.show()"
]
...
...
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