diff --git a/module3/exo3/exercice_en.ipynb b/module3/exo3/exercice_en.ipynb index 8141072eb59f6c70fba748775c26605899bd2399..c4f81f5e4334b1a3ed632262e0f3ab7c0b2e5391 100644 --- a/module3/exo3/exercice_en.ipynb +++ b/module3/exo3/exercice_en.ipynb @@ -903,299 +903,6 @@ "print(\"Average time between zero crossings:\", times_between_crosses)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Subject 4: Latency and capacity estimation for a network connection from asymmetric measurements\n" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "# Importation des bibliothèques nécessaires\n", - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "import pandas as pd\n", - "import isoweek" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "# Importation des bibliothèques nécessaires\n", - "url_liglab2 = \"http://mescal.imag.fr/membres/arnaud.legrand/teaching/2014/RICM4_EP_ping/liglab2.log.gz\"\n", - "url_stackoverflow = \"http://mescal.imag.fr/membres/arnaud.legrand/teaching/2014/RICM4_EP_ping/stackoverflow.log.gz\"\n", - "\n", - "# Charger les données dans un DataFrame pandas\n", - "df_liglab2 = pd.read_csv(url_liglab2, sep=\" \", header=None)\n", - "df_stackoverflow = pd.read_csv(url_stackoverflow, sep=\" \", header=None)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 0 1 2 3 4 5 \\\n", - "0 [1421761682.052172] 665 bytes from lig-publig.imag.fr (129.88.11.7): \n", - "1 [1421761682.277315] 1373 bytes from lig-publig.imag.fr (129.88.11.7): \n", - "2 [1421761682.502054] 262 bytes from lig-publig.imag.fr (129.88.11.7): \n", - "3 [1421761682.729257] 1107 bytes from lig-publig.imag.fr (129.88.11.7): \n", - "4 [1421761682.934648] 1128 bytes from lig-publig.imag.fr (129.88.11.7): \n", - "\n", - " 6 7 8 9 \n", - "0 icmp_seq=1 ttl=60 time=22.5 ms \n", - "1 icmp_seq=1 ttl=60 time=21.2 ms \n", - "2 icmp_seq=1 ttl=60 time=21.2 ms \n", - "3 icmp_seq=1 ttl=60 time=23.3 ms \n", - "4 icmp_seq=1 ttl=60 time=1.41 ms \n" - ] - } - ], - "source": [ - "# Affichage des premières lignes des données pour vérification\n", - "print(df_liglab2.head())\n" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 0 1 2 3 4 \\\n", - "0 [1421771203.082701] 1257 bytes from stackoverflow.com \n", - "1 [1421771203.408254] 454 bytes from stackoverflow.com \n", - "2 [1421771203.739730] 775 bytes from stackoverflow.com \n", - "3 [1421771204.056630] 1334 bytes from stackoverflow.com \n", - "4 [1421771204.372224] 83 bytes from stackoverflow.com \n", - "\n", - " 5 6 7 8 9 \n", - "0 (198.252.206.140): icmp_seq=1 ttl=50 time=120 ms \n", - "1 (198.252.206.140): icmp_seq=1 ttl=50 time=120 ms \n", - "2 (198.252.206.140): icmp_seq=1 ttl=50 time=126 ms \n", - "3 (198.252.206.140): icmp_seq=1 ttl=50 time=112 ms \n", - "4 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n" - ] - } - ], - "source": [ - "# Affichage des premières lignes des données pour vérification\n", - "print(df_stackoverflow.head())" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "\n", - "# Définir une fonction pour extraire les informations pertinentes de chaque ligne\n", - "def process_ping_data(df):\n", - " df.dropna(inplace=True) # Supprimer les lignes incomplètes\n", - " df.columns = [\"date\", \"size\", \"bytes\", \"from\", \"url\", \"ip\", \"icmp\",\"ttl\",\"time\", \"ms\"] # Nommez les colonnes\n", - " df[\"time\"] = df[\"time\"].str[5:].astype(float) # Extraire le temps en ms et convertir en float (supprimer la chaîne \"time-\")\n", - " df[\"date\"] = df[\"date\"].str[1:18] # Les [ ] sont supprimés donc la date est extraite de la première colonne\n", - " df[\"date\"] = pd.to_datetime(df[\"date\"], unit='s') # La date obtenue précédemment est convertie au format \"datetime\"\n", - " return df\n", - "\n", - "# Traiter les données ping pour liglab2 et stackoverflow\n", - "df_liglab2 = process_ping_data(df_liglab2)\n", - "df_stackoverflow = process_ping_data(df_stackoverflow)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " date size bytes from url \\\n", - "0 2015-01-20 13:48:02.052172 665 bytes from lig-publig.imag.fr \n", - "1 2015-01-20 13:48:02.277315 1373 bytes from lig-publig.imag.fr \n", - "2 2015-01-20 13:48:02.502054 262 bytes from lig-publig.imag.fr \n", - "3 2015-01-20 13:48:02.729257 1107 bytes from lig-publig.imag.fr \n", - "4 2015-01-20 13:48:02.934648 1128 bytes from lig-publig.imag.fr \n", - "\n", - " ip icmp ttl time ms \n", - "0 (129.88.11.7): icmp_seq=1 ttl=60 22.50 ms \n", - "1 (129.88.11.7): icmp_seq=1 ttl=60 21.20 ms \n", - "2 (129.88.11.7): icmp_seq=1 ttl=60 21.20 ms \n", - "3 (129.88.11.7): icmp_seq=1 ttl=60 23.30 ms \n", - "4 (129.88.11.7): icmp_seq=1 ttl=60 1.41 ms \n" - ] - } - ], - "source": [ - "# Affichage des premières lignes des données pour vérification\n", - "print(df_liglab2.head())" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " date size bytes from url \\\n", - "0 2015-01-20 16:26:43.082701 1257 bytes from stackoverflow.com \n", - "1 2015-01-20 16:26:43.408254 454 bytes from stackoverflow.com \n", - "2 2015-01-20 16:26:43.739730 775 bytes from stackoverflow.com \n", - "3 2015-01-20 16:26:44.056630 1334 bytes from stackoverflow.com \n", - "4 2015-01-20 16:26:44.372224 83 bytes from stackoverflow.com \n", - "\n", - " ip icmp ttl time ms \n", - "0 (198.252.206.140): icmp_seq=1 ttl=50 120.0 ms \n", - "1 (198.252.206.140): icmp_seq=1 ttl=50 120.0 ms \n", - "2 (198.252.206.140): icmp_seq=1 ttl=50 126.0 ms \n", - "3 (198.252.206.140): icmp_seq=1 ttl=50 112.0 ms \n", - "4 (198.252.206.140): icmp_seq=1 ttl=50 111.0 ms \n" - ] - } - ], - "source": [ - "# Affichage des premières lignes des données pour vérification\n", - "print(df_stackoverflow.head())" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Graphique du temps de transmission dans le temps\n", - "plt.figure(figsize=(10, 6))\n", - "plt.plot(df_liglab2[\"date\"], df_liglab2[\"time\"], label=\"df_liglab2\")\n", - "plt.xlabel(\"Time\")\n", - "plt.ylabel(\"Transmission Time (ms)\")\n", - "plt.title(\"Transmission time evolution (df_liglab2)\")\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Graphique du temps de transmission dans le temps\n", - "plt.figure(figsize=(10, 6))\n", - "plt.plot(df_stackoverflow[\"date\"], df_stackoverflow[\"time\"], label=\"df_stackoverflow\")\n", - "plt.xlabel(\"Time\")\n", - "plt.ylabel(\"Transmission Time (ms)\")\n", - "plt.title(\"Transmission time evolution (df_stackoverflow)\")\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Graph of transmission time based on message size\n", - "plt.figure(figsize=(10, 6))\n", - "plt.plot(df_liglab2[\"size\"][-300:], df_liglab2[\"time\"][-300:], label=\"liglab2\")\n", - "plt.xlabel(\"Message Size\")\n", - "plt.ylabel(\"Transmission Time (ms)\")\n", - "plt.title(\"Transmission time evolution (liglab2)\")\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Graph of transmission time based on message size\n", - "plt.figure(figsize=(10, 6))\n", - "plt.plot(df_stackoverflow[\"size\"][-300:], df_stackoverflow[\"time\"][-300:], label=\"df_stackoverflow\")\n", - "plt.xlabel(\"Message Size\")\n", - "plt.ylabel(\"Transmission Time (ms)\")\n", - "plt.title(\"Transmission time evolution (df_stackoverflow)\")\n", - "plt.legend()\n", - "plt.show()" - ] - }, { "cell_type": "code", "execution_count": null,