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17cd4b4f3c8048294d09f68a9013c24d
mooc-rr
Commits
26b70e69
Commit
26b70e69
authored
Nov 23, 2023
by
17cd4b4f3c8048294d09f68a9013c24d
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question 1 finie
parent
0a205d6c
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exercice.ipynb
module3/exo3/exercice.ipynb
+18
-6
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module3/exo3/exercice.ipynb
View file @
26b70e69
...
...
@@ -135,7 +135,7 @@
"outputs": [
{
"data": {
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
\n",
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
\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
...
...
@@ -150,7 +150,7 @@
"def display_graph(start=0,end=-1):\n",
" plt.plot(data_1[\"date\"][start:end],data_1[\"time\"][start:end])\n",
" plt.xlabel(\"Date (sec)\")\n",
" plt.ylabel(\"Temps d'envoi (
sec
)\")\n",
" plt.ylabel(\"Temps d'envoi (
ms
)\")\n",
" plt.title(\"Évolution du temps de transmission au cours du temps\")\n",
" plt.show()\n",
"\n",
...
...
@@ -160,16 +160,21 @@
{
"cell_type": "markdown",
"metadata": {},
"source": []
"source": [
"L'évolution du temps de transmission est représenté ici sur toute la plage de données.\n",
"On constate une tendance du temps de transmission entre 50ms et 100ms.\n",
"Cependant on constate également que cette valeur est très variable, avec des pics à plus de 250ms et des creux avoisinants les 1ms.\n",
"Il semble probable que ces fluctuations ne soient pas seulement dûes à la taille des messages mais également à d'autres paramètres extérieurs."
]
},
{
"cell_type": "code",
"execution_count":
5
,
"execution_count":
6
,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEYCAYAAABRB/GsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJz
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
\n",
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
\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
...
...
@@ -181,7 +186,14 @@
}
],
"source": [
"display_graph(20000,20500)"
"display_graph(20300,20500)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"En observant ici les données sur une échelle plus petite, on constate le même phénomène de fluctuation importante du temps de transmission."
]
}
],
...
...
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