{ "cells": [ { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "# Estimation de la latence et de la capacité d’une connexion à partir de mesures asymétriques (sujet 4)" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Pour notre analyse sur les caractéristiques d'une connexion nous utiliserons un modèle simplifié qui néglige certains détails.\n", "Ce modèle permet de mettre en relation le **temps d'envoi $T$** (en secondes) d'un message de **taille $S$** (en octets) par une connexion de **latence $L$** (en secondes) et de **capacité $C$** (en octets/seconde) par la formule suivante : $$T(S) = L + S/C$$" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Nous allons donc tenter de déterminer la latence et la capacité d'une connection à partir de deux jeux de données brutes, qui ont été obtenus pour deux connexions différentes avec l'outil `ping`." ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "## Analyse des données" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dépendances" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Connexion courte à l'intérieur d'un campus" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Récupération et formatage des données" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "raw_data_1 = pd.read_csv(\"http://mescal.imag.fr/membres/arnaud.legrand/teaching/2014/RICM4_EP_ping/liglab2.log.gz\",sep=' ',header=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les données brutes sont stockées dans une variable `raw_data_1`" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def convert_date(raw_date):\n", " return float(raw_date[1:-1])-1421761682\n", "\n", "def convert_size(raw_size):\n", " return int(raw_size)\n", "\n", "def convert_time(raw_time):\n", " if(pd.isna(raw_time)):\n", " return 0\n", " return float(raw_time[5:])\n", "\n", "def format_data(raw_data):\n", " output_data = {}\n", " output_data[\"date\"] = [convert_date(d) for d in raw_data[0]]\n", " output_data[\"size\"] = [convert_size(s) for s in raw_data[1]]\n", " output_data[\"time\"] = [convert_time(t) for t in raw_data[8]]\n", " return output_data\n", "\n", "data_1 = format_data(raw_data_1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les données brutes sont formatée pour obtenir la date, la taille et le temps d'envoi de chaque mesure." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Temps de transmission en fonction du temps" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def display_graph_1(start=0,end=-1,m=1.5):\n", " plt.plot(data_1[\"date\"][start:end],data_1[\"time\"][start:end], 'o', markersize=m)\n", " plt.xlabel(\"Date (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", "display_graph_1()" ] }, { "cell_type": "markdown", "metadata": {}, "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, "metadata": {}, "outputs": [ { "data": { "image/png": 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b64QRcT5wPkB3d3c0KoFmZu2uoWcEEfFo+r8euBJ4BbBO0kyA9H99I9NgZmaVNSwQSHqepOmFz8CRwN3AD4GT02gnA1c1Kg1mZlZdI5uG9gaulFRYzkUR8VNJtwKXSfoA8BBwbAPTYGZmVTQsEETEKuCgEsM3Aq9v1HLNzGxkfGexmVmbcyAwM2tzFZuG0lU97wFeDcwCniXr8P0x8POI8GWdZmYTXNkzAklfBb6bxvki8H7go8BNZHcD/0rSYc1IpJmZNU6lM4JzI+KOEsNvJ7vqZwdgbmOSZWZmzVL2jKBUEJC0i6QD0u/PRcR9jUycmZk1XtXOYknXSdpZ0gzgLuAiSf/S+KSZmVkz1HLV0G4R8SRwDHBBRBwMvKmxyTIzs2apJRB0SdqT7A7gHzU4PWZm1mS1BIKzgF8AD0XEryUtAB5obLLMzKxZqj5iIiIuAS7JfV9F9nIZMzObBKoGAklzgQ+RvWN4aPyIOKZxyTIzs2ap5aFzPwS+DVwDDDY2OWZm1my1BIKtEXFOw1NiZmYtUUsg+LKkvwF+BmwpDIyIOxuWKjMza5paAsF+wCnAW9jWNBTA4Y1KlJmZNU8tgeA4YH5EbKk6ppmZTTi13EdwJzC90QkxM7PWqOWMYHfgXkm3MLyPwJePmplNArUEgrMangozM2uZWu4svq4ZCTEzs9ao9IayGyT9haRZRcO7JB0u6euS3l9tAZI6Jd0m6er0fTdJ10j6Xfo/Y+yrYWZmo1Wps/htwBTgSklrJN0p6XfAKrLXVv5nRHyzhmX8FfCb3PfTgesiYl/guvTdzMxapGzTUEQ8A3wJ+JKkacBewLMR8VitM5c0myygnEX2vmPIHlh3RPp8AXAj8KmRJtzMzOqjls5i0j0ED49i/l8APsnwy0/3joi1ab5rJe01ivmamVmd1HIfwahIOgpYHxE9o5x+iaTlkpZv2LChzqkzG5ue1b2cd8P99KzubXVSzMaspjOCUXoV8A5JbwV2AHaW9F1gnaSZ6WxgJrC+1MQRcT5wPkB3d3c0MJ1mI9KzupcTv7aMrf2DTO3q4MJTFrNonq95sImrYWcEEfHpiJgdEfOB9wLXR8SfkD3W+uQ02snAVY1Kg1kjLFu1ka39gwwG9PUPsmzVxlYnyWxMKl0++ov0v1fS48X/x7DMs4E3piuQ3pi+m00YixfsztSuDjoFU7o6WLxg91YnyWxMFFG61UVSR0QMSuos9XtEDDQ0ZTnd3d2xfPnyZi3OrKqe1b0sW7WRxQt2b2mz0HhJh41PknoiorvaeJUuHx1M/wckHQgcln76ZUTcU59kmk1Mi+bNaHnF674Kq5eqfQSSPgRcBsxNf9+T9JeNTpiZVea+CquXWq4aWgK8IiKeApD0eeB/gf9oZMLMrLJCX0Vf/6D7KmxMagkEAvpy3/vSMDNroUXzZnDhKYvdR2BjVksg+A6wTNIV6fsfkz0awsxabDz0VdjEV8tjqP9Z0g3Aq8nOBE6LiFsbnjIzM2uKqoFA0r8Bl0bEOU1Ij5mZNVktdxbfA/yDpPsk/aOkgxudKDMza56qgSAivh4RR5I9O+gh4AuS7m14yszMrClG8qyhOcB84IXAAw1JjVmD+amhZturpY/gLODdZO8juBQ4NCLG8qwhs5bwnbhmpdVy+eha4PCIWNfoxJg1Uqk7cR0IzGq7fPRcSS+Q9Ir8+BHxvw1NmVmd+U5cs9JqbRo6CbgXKDxxNIC3NjBdZnXnO3HNSqulaejdwH4R8VyjE2PWaL4T12x7tVw19ECN45mZ2QRUyxnBZuA2SdcCWwoDI+KjDUuVmZk1TS2B4Kfpz8zMJqFarhr6uqSpwNyIuL8JaTIzsyaq5Q1lbwPuAq5J3w+WdGWjE2ZmZs1RSyfwUuBQYBNARNwO7NPIRJmZWfPUEgj6ImJT0bBoRGLMzKz5agkEv5F0HNAh6UWSvgAsqzaRpB0k/VrSHZJWSvpcGr6bpGsk/S7990XdZmYtVEsg+BCwCBgEvg88B3ykhum2AK+LiIOAg4E3S1oMnA5cFxH7Atel72Zm1iK1XDX0NPCp9FeziAjgqfR1SvoL4GjgiDT8AuDGkc7bzMzqp2wgkPRVsor7iYj4xGhmLqkT6CHrXD4vIm6RtHdErAWIiLWS9hrNvM3MrD4qnRFckv5vqTBORRExABwsaVfgSkkH1jqtpCXAEoC5c+eONglmE0bP6l4/EM9aomwgiIjr6rWQiNgk6UbgzcA6STPT2cBMYH2Zac4Hzgfo7u72VUo2KRUq/xk7TWXp1Sv90hxriUpNQ7dR4TLRiDik0owl7Um69FTSjsAbgH8CfgicDJyd/l81inSbTXj5N6Z1SAxG+KU51hKVmobenf6fBnQC30nfTyR7EF01M4ELUj9BB3BZRFwt6WbgMkkfAB4Cjh1Vys0muPwb04igo0OI8EtzrOkqNQ39HkDSH0XEq3I/3SbpV8DnKs04Iu4EXlZi+Ebg9aNLrjWC26Zbo/iNaWcctZDeZ7Z6O1jT1fL00edLWhwRywAkHQo8v7HJsmbxC91bx29Ms/GilkBwCvBNSTuQ9Rk8B/xZQ1NlTeMXureW35hm40EtN5TdChwoaff0fWPDU2VN4xe6m1ktZwSAA8Bk5eYJM6s5ENjk5eYJs/bml9KbmbW5Wt5Qdoyk6enz6ZIuk3Rw45Nm40XP6l7Ou+F+elb3tjopZtYAtTQNnRkR35f0R8DbgXOArwCLG5oyGxd8eanZ5FdL09BA+n8U8B8RcQUwrXFJsvGk1OWlZja51HJGsFbSecBbgEWSpuK+hbbhy0ubz3d6W7PVEgiOA94KfDkieiXNwm8Vaxu+vLS53BRnrVD1yD4ingLuBV4n6S+APSLiJw1PmY0bi+bN4IOv3QfAncYN5qY4a4WqZwSSPgucAPwgDbpI0oUR8Y8NTZmNKz5SbQ43xVkr1NI09CfAooh4BkDSWWSvn3QgaCN+JlFzuCnOWqGWQLC6aLwuYFVjkmPjSb7Tsp2OVFvdWes7va3ZagkEzwArJf2M7OmjRwI3SToHICI+2sD0WYuUagpqhyNVN4FZO6olEPw4/RUsa1BabBwp1RT0wdfuM+krxXo0gfWs7uWKFWsQcMwhsyd9ntnEV8tjqL/ejITY+NJOTUF5Y13vntW9HH/+zWwdyF73/b2eNVx8qs8qbHyr5aqhNwN/D8xL4wuIiNitwWmzFmrHTstC38BYXhm5bNVG+lIQAHes28RQS9PQuWQ3ld0FDDY2OTaeNLPTstUdtPXqG1i8YHemdGrojGC0Z1Otzg9rL7UEgjXA7RHhIGANcdEtD3HGVXczGNGyDtp6XR67aN4MLl7yyqp9BJUqendYW7PVEgg+CfxI0o3AlsLAiPhSoxJl7aNndS9nXHU3/YPZEfTWFjWl1LNPpPhMqrjSr1bR+54Na7ZaAsHngD5gV0bQNCRpDvBt4AVpuvMj4ouSdgMuBeYDDwLHRYSfWdCmlq3ayMDgtjb1DqnpHdP16BuoNO/iSr9aRd+uHfXWOrUEgr0iYtEo5t0PfCwiVqQX2/RIugZ4H3BdRJwt6XSyB9h9ahTztwmuZ3Uvj2x6lildHfT3D9LRIZYefWBTj34b3QxTqtKvVtG3Y0e9tVYtgeA6Sa+LiOtHMuOIWAusTZ83S/oN8ELgaOCINNoFwI04EExqpdrD8xVwV4c4/tC5LbnmvtHNMKUq/Voqet9dbM1USyA4Ffi4pGeArYzi8lFJ84GXAbcAe6cgQUSslbRXmWmWAEsA5s6dW+uibJwpd8Sdr4AHBoNZu+7Ykoqv0c0w5Sp9V/Q2ntQSCPYYywIkPR+4AvhIRDwpqabpIuJ84HyA7u7uqDK6jVPljrjHSzt4M5phXOnbeFfLncUDkt4LLIiIz0uaDexN9gTSiiRNIQsCF0bE99PgdZJmprOBmcD6MaTfxrlyFf54agd3RW3tThGVD7YlnQtMAQ6PiBenq35+FhEvrzKdyPoAHo+Ij+SG/wuwMddZvFtEfLLSvLq7u2P58uW1rZGNO+1yc1S7rKdNHJJ6IqK72ni1NA39UUQcIuk2gIh4PL23uJpXAScBd0m6PQ37DHA2cJmkDwAPAcfWMC8bJ0ZT2bXDEbdvArOJrJZA0Cepg+wR1EjanRruJ4iIm8g6lkt5fc0ptHGj+EqfY7vn+OmaiW8Cs4ms7DuLJRWCxHlk7fx7SvoccBPwT01Im40z+cpu60Bw0S0PceLXlrX1O4x7Vvdy3g33M2OnqUzt6qBTo3++kFmrVDoj+DVwSER8W1IP8AayI/xjI+LupqTOxpVCx++WvkGC7BSxnY9+i5uDGnFnslkzVAoEQ806EbESWNn45Nh4VrjS54oVa7i8Zw0DA+39CITi5qDeZ7bywdfu0+pkmY1YpUCwp6Syr6GMiHMakB4b5wodv+86ZPaEvkKmHlf4FM6QtvYNIokZO1W+hsJXFdl4VSkQdALPp3yHr7WxiXwlUL2u8Fk0bwZnHLVw6BHaS69eyf4vmF72sdO+qsjGq0qBYG1ELG1aSsyapJ5X+PQ+s5XBiKrz8lVFNp6VvWoInwnYJFVo0qnHFT61zqueyzSrt7J3FkvaLSIeb3J6SvKdxVZv9Wyvr3VejeojcN+DlVPrncVVHzExHjgQ2FhM5orSfQ9WST0fMWFWN82ulCd7Rem+B6sHBwJrmlZUyhOhohxLcBwvj/O2ic2BwJomXylv6RvkihVrGl4pj/eKcqzBcTw9ztsmLgcCa5rFC3anq0NsHQgCuLxnDe9q8EPrxntFWY8zlol8T4eND5UuHzWrq0XzZnBs95yh65IHBrKKrxnL/eBr9xmXlaUvK7XxwGcENkyjO3OPOWQ2V6xYM26bapptpGcsk/kKKGsdXz5qQ5rVmevKbHQm+xVQVn++fNRGrFlX2LhNe3QmwhVQNjG5j8CGjIf26sKLXtr5ZTfljIftY5OTm4ZsmFY227jpozo3q9lIuGnIRqVRzTa1VGBu+qjOzWrWCA4EBjT2SLPWI/3xfvOX2WTlQGANb5Kp9Uh/vN/8ZTZZNayzWNI3JK2XdHdu2G6SrpH0u/Tfe/o4UKqirqeRdHKO55u/wJ3ZNjk18ozgW8C5wLdzw04HrouIsyWdnr5/qoFpsBo0uklmshzpuzPbJquGBYKI+KWk+UWDjwaOSJ8vAG7EgaDlmlFRT4ZOTndm22TV7D6CvSNiLUBErJW0V7kRJS0BlgDMnTu3SclrX5Ohom40d2bbZDVuO4sj4nzgfMjuI2hxcswmTROXWbFmB4J1kmams4GZwPomL99sTMbLmZNvLLN6anYg+CFwMnB2+n9Vk5dvNuG509rqrZGXj14M3AzsL2mNpA+QBYA3Svod8Mb03cxGoNGX+1r7aeRVQ8eX+en1jVqmWTtwp7XV27jtLDaz0txpbfXmQGBtYbJ1ro6XTmubHBwIbNJz56pZZX4xjU167lw1q8yBwCY9v9nLrDI3DdmkV6/O1cnWz2BW4EBgbWGsnavuZ7DJzE1DZjVwP4NNZg4EZjVwP4NNZm4aMquB+xlsMnMgaGOulEbG/Qw2WTkQtClXSs031jecOXBbozgQtCm/drH5xvKwOAduayQHgjblJ1jWrl5H4mPpZ6glcPuMwUbLgaBNNeMJlpOhYqr3kfho+xmqBW6fMdhYOBCMY/WsSPPzAoY+f/C1+9QjqSWXNxkqpvHShFYtcFdK52jK0WQI4iMx0vWtZfxy44zHvG37QFDYKDN2msrdjz6BgGMOmQ0wNLz3ma0lN+YVK9YMjT/SwlBLuspVpKXmWSk9F93yEGdcdTeDEXR1CCT6B+pTQZcLMI2oQMutd6nl12sHG09NaJXOJgrp3No3iCRm7DQV2L4cnXHUwqrleeGsXVh69crtpim3LxSmL7UflaoAi+dTbniptFXa14qXU60c5JebX9/CPlFctsrlT6l9KJ/vXR3i2O45Q/XKeDxAautAUNhYW/oGidzwS5c/TIdEX382vENsV0COP/9mtg5kU32vZw0Xn1q5MIx0o5erSEvNEyibnp7VvZxx1d30D2a/9Q0EEARjr6CLC3s+wJxx1MK6VqDl1rvc8uu1g02Ul8AsmjeDM45aOBTwl169kv1fMH1YOdr3LgY0AAAOaElEQVTaNzj0e6Xy3NkhImLYNAODUXJfgPL7UXE5zI9TmM8ZRy1k6dUrtxs+0n2toNZ9Lj9eh8RgWt/8XeP5sjUI9JfIn3L70LB8HwguuuUhrlixhncdMruuZ271MqkDQbWMLWysKBrePxAoVZbAdhtt2aqNqULN1FQY+gb5wrX38ZE37Lfd0UaptM3YaSodEhDDKtLvr1gztNPkC2259CxbtZGBwW2/dQg6OzsYGBh7BV1c2Ek51tc/SO8zW0ddgZY6Qiz3iIehYbkAt6VvkK/84vccPGfXUe9UxdtnvAaAvN5ntm5XoeXPaJSr8Lb0DXLFijUly/PAYHbmKGJomnL7ApTfj4rLYX6cwnx+cvfa7YZXStvW/uH7UV7P6l6+cO19NZ2J5ssTEXSk9S3sE8PK20AMW7eBwaBD2b6U34eKz6qmdnUM7auFcrl+85ah7dHZIR7d9Cw9q3sBajpza5RJGwiKj1aP2H8v9pw+jYWzdhk6dZ0+rYsOZdE9v6E7OwDEYDoKEiCJzc/28Zkr7+KxzVvo7NS2I4ROccfDm/jslXeVnf8gcNPvHuPm32/kqJfO5Oo71w411RSn7bHNW7jxvg0MDAadHeJ9r5zPFSvW8F+/+D3X/3b9UFrVkS23kIZCejo6hqd1SlcH/f2DdHSIUw57EU9u6a/5NLuSxQt2p6tDQ0drpLwCuOPhTaPqgyg+chTZEdhRL505FBg7c+vd1Zmtm5SNPDCY7XTX3LOOa+9ZR2eHWHr0gZxw6NwRp6H4tL4eAWU0ap1HvtIv5NGjm57ljKMWDpWr63+7nsFUsV22/GEe27wFGF5+ujrF63JlcunVK9naN8gg2+8LFfej3H5RPE5hPgtn7sytDz4+NH9gKG2FCnVK5/AyVtiPlh594NBZz+Zn+/jaTQ8MnbmUSmepfRO23wevWLGGxzZvKVm2CiIouW8W5yEwNDyAG367fmj4jfdt4KJbHuLSWx/mkLm7DpX5LX2D/M0P7srmM8byVytFFMfx8ae7uzuWL18+omnOu+F+/u3nv2WwyuoVKppCBVmohAs7U6HSLhSwglIbutz8Jaqmo5yONH2p2Xfk5tvVKQ6Zsys9D20aCmD5tL6ne05NbZsj9dkr7+KiWx4a2vmAoWVP7eqoeBpfSqXtJrJ1zu+UhaAdEYjS+dTVIS7981fWnI7iNAiYNmXk+VWPDvN8/04t8ygclV62/OFhlVJHajYrm0e58nzjfRuGNfHlK898ZZtXaj8q3i/yQb3UgdCGzVu45p512w50yPK9kIaVjzzBnWueGPq9g+xgqLi8Q1ZOIthueHGaO5QdOBXOgoY3AWVjRS6d6558jrseeYLBqLxv5tN/+L57brdenWmZtVQLoy1/AJJ6IqK72ngteeicpDdL+q2k+yWd3ohlFI6OVGW87MwwmL7jFD7/xy/hoDm70j8wODR849Nbh50aFwwMBAfN2ZWD5uzKQLmSkOZPpApshERWSIsrRZFVbvkYPjAQTJvSud1RWeG3WbvuSO8zW+v+BM1jDpnNtCnZw9g6i1ZyNMsobLdSBTPIAl/+yGxgEAYHs+aOiCxfiqcdjBhROorLTnEzXK3G+sTSfP/OYGTNItXmsWjeDF64647DymT/QNCX0lHIo+LimC/P/QPD+xQu+XXWvr15S3/JfQFK70fF+0XxPlVoUrzmnnVcsWINR+y/F9OmbJ/vvc9s5fN//BLOePvCYWVsEEpWpoVRqlWyhfLUPxBDTUD9w5rItpWtgcEsf854+8Khhw+W2jeL59/XP8ge06dtt16Dg5GdadRgtOVvJJoeCCR1AucBbwEOAI6XdEC9l1Po5Dv+0Ll0dZbP8eJ2vuKnTL7lwJklK6bCNIsX7M6UKvOfOqWDJa9eMGwHFKTKs/R0XZ3ihEPnsvToA4fNv9zwWtNa7ydoFvL5o0fuXzJNI11GYX4fe9P+nHb48DzrEEzp1LDt2dUppqR1mjqlg6VHHzhs2kLn40jSkS87Y8mvseb39v07qmkexWWyVB4V7xelykhW0W3rcwgoG6RL7UfF+0VH0T5VqsKvlO+L5s1g6dEHlgxksO0AacmrF5RN53bpyeVNpbJVSEel8t7VKY48YG+OPGDvYel/1yGzt1uvUnVCh2Bqp4bSXkhTM5542/SmIUmvBM6MiDel758GiIh/LDfNaJqG8oo7cQqnugtn7VL2crV8m2y1S+NqnX+pTlCg5LTl5l9teC1pbfRNZCO51K+W+VXKs/ylvo24Xnus8xjL9ENNS31Z/85I+jqKtwNsn0eVylX+ssrClV+FK7WKy1el/Shftov3hStWrOHynjVDFy4UX4lUrhzlp833fU3fcUrFfbbcvpnPG6itbJXL52r7WaW6pVx6xlL+am0aakUgeDfw5og4JX0/CTg0Ij5UbpqxBgKziarVNx8148ChXIVZrX+l1XkzEdQaCFpx1VCps7rtopGkJcASgLlza7/iw2wyafWlq41efrn513JDYqvzZjJpRWfxGmBO7vts4NHikSLi/IjojojuPffcs2mJM7PW8xvhmqsVZwS3AvtKehHwCPBe4IQWpMPMxqmJckf3ZNH0QBAR/ZI+BPwM6AS+ERErm50OMxvf3PTTPC25szgi/hv471Ys28zMhmvJDWVmZjZ+OBCYmbU5BwIzszbnQGBm1uYcCMzM2tyEeAy1pA3A6iYvdg/gsSYvc6JxHlXnPKrM+VPdWPJoXkRUvSN3QgSCVpC0vJZndLQz51F1zqPKnD/VNSOP3DRkZtbmHAjMzNqcA0F557c6AROA86g651Flzp/qGp5H7iMwM2tzPiMwM2tzbRcIJHVKuk3S1en730u6U9Ltkn4uaVYavrukGyQ9JenconksknSXpPslfUmq9TXU498I8ueNknpSPvRIel1uHpM2f2BEefSKNOx2SXdI+uPcPJxHw8efm/a1j+eGOY+y4fMlPZsrS1/JzaM+eRQRbfUHfBS4CLg6fd8599v/A76SPj8POAw4DTi3aB6/Bl5J9ra1nwBvafV6tSB/XgbMSp8PBB5ph/wZYR7tBHSlzzOB9bnvzqPh418BfA/4uMvRduVoPnB3mXnUJY/a6oxA0mzgbcDXCsMi4sncKM8jvTYzIp6OiJuA54rmMZNsg90c2Zb4NvDORqe9GUaYP7dFROHNciuBHSRNm8z5AyPOo2cioj8N36Ew3Hm0LY/S+O8EVpGVo8Iw51GJV/gWzaNuedSS9xG00BeATwLT8wMlnQX8KfAE8Noq83gh2es2C9akYZPBaPPnXcBtEbFF0mTOHxhhHkk6FPgGMA84KbIXMzmPUh5Jeh7wKeCNwMdzozuPhu9rL5J0G/Ak8DcR8T/UMY/a5oxA0lHA+ojoKf4tIj4bEXOAC4EPVZtViWET/tKr0eaPpIXAPwF/XhhUYvYTPn9gdHkUEbdExELg5cCnJe2A8yifR58D/j0iniqeVYnZt2serQXmRsTLSM1JknamjnnUNoEAeBXwDkkPApcAr5P03aJxLiI7uq1kDTA793028GiZcSeSEedPOr29EvjTiPh9GjxZ8wfGUIYi4jfA02T9Kc6jbXl0KPDPafyPAJ9R9ipb51HKo4jYEhEb0+ce4PfAftQzj1rdYdKKP+AItnXQ7Jsb/mHg8qJx38f2ncW3AovZ1kHz1lavU7PzB9gVuAN4V4npJ3X+jCCPXsS2zuF5aSfdw3m0/X6Whp/J8M5i51H2eU+gM31eADwC7FbPPGq3PoJSzpa0PzBI9oTT0wo/pIi9MzA1dWgdGRH3AH8BfAvYkSzzf9LkNDdTufz5ELAP8LeS/jYNOzIi1tNe+QPl8+gw4HRJfem3v4yIwlMknUfVOY8yhwNLJfUDA8BpEfF4+q0ueeQ7i83M2lw79RGYmVkJDgRmZm3OgcDMrM05EJiZtTkHAjOzNudAYGbW5hwIbFKTNJAe3bsyPQr6o5Iqlvv02N8TRrGsHSX9QlLn6FM8bH4vkfSteszLrBIHApvsno2IgyN73s8bgbcCf1dlmvnAiAMB8GfA9yNiYBTTbici7gJmS5pbj/mZleNAYG0j3fW8BPiQMvMl/Y+kFenvj9KoZwOvTmcSf51eIPIvkm5NLw758zKLOBG4CrJHBEv6ZZrH3ZJenYYfKenmtLzvSXp+Gv5ySf+bzlp+LanwVMofAe9tVJ6Yge8stklO0lMR8fyiYb3AHwKbgcGIeE7SvsDFEdEt6QiyZ94clcZfAuwVEf8gaRrwK+DYiHggN8+pwEMR8YL0/WPADhFxVmoq2gmYBnyf7OUhT0v6VBp2NnAv8J6IuDU9WfKZyB5Z/Srg9Ih4e8MyydqenzVk7ajw+N4pwLmSDiZ7hst+ZcY/EnippHen77sA+wIP5MbZA9iU+34r8A1JU4AfRMTtkl4DHAD8Kr1RcCpwM7A/sDYiboXtXlCyHhj2WkezenMgsLYiaQFZpb+erK9gHXAQWTPpc+UmAz4cET+rMOtnyd5CBkBE/FLS4WRvofqOpH8BeoFrIuL4ojS9lPLPkd8hzdusYdxHYG1D0p7AV8geKx5kR/ZrI2IQOAkoXO2zmeFvjvoZ8Bfp6B5J+6U3aw2JiF6gM714BknzyF4+8lXg68AhwDLgVZL2SePsJGk/smahWZJenoZPl1Q4SNsPuLue+WBWzGcENtntKOl2smagfuA7wDnpt/8ArpB0LHAD2YtjAO4E+iXdQfaI3y+SXUm0QlmbzgZKvxv252SPnr6W7Dnzn0iPoH6K7OU9GyS9D7g49TVA9trB+yS9B/iypB3JzgDekKZ7LfDjOuSDWVnuLDarE0kvAz4aESfVaX7TgF8Ah0VEfz3maVaKm4bM6iQibgNuqNcNZcBcsiuGHASsoXxGYGbW5nxGYGbW5hwIzMzanAOBmVmbcyAwM2tzDgRmZm3u/wOhIFFvBGZHJAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_graph_1(20300,20500,3)" ] }, { "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." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Temps de transmission en fonction de la taille des messages" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x, y = zip(*sorted(zip(data_1[\"size\"],data_1[\"time\"])))\n", "\n", "def display_graph_2(start=0,end=-1,m=1.5):\n", " plt.plot(x[start:end],y[start:end],'o', markersize=m)\n", " plt.xlabel(\"Taille du message (octets)\")\n", " plt.ylabel(\"Temps d'envoi (ms)\")\n", " plt.title(\"Temps de transmission en fonction de la taille des messages\")\n", " plt.show()\n", "\n", "display_graph_2()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_graph_2(32900,33200,5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On observe une rupture dans le graphique aux alentours de 1500 octets.\n", "En utilisant une échelle plus petite, on peut estimer que la taille à partir de laquelle la variabilité change est 1481 octets.\n", "On va donc traiter ces deux classes séparément." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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TTTdx2mmncfrpp7NixQoAXnjhBaZOncqkSZPIzMzk/vvvd/NISkriwQcfJDs7mzFjxrB//34ACgsLufLKKxk9ejSjR49m1apVAJSVlXHzzTczevRoTj/9dN566y0ANm7cyJlnnsmIESMYPnw4W7ZsaeHaUBqKKhZFaadE2+900kkn4ff7KSgo4E9/+hMAX375Ja+88go33HCDO9ro888/Z+HChXz55ZcsXLiQXbt2AZaiGDNmDOvXr+fcc8/lL3/5CwB33XUXP/nJT/jss894/fXXufXWWwGYPXs2F1xwAZ999hkrVqzgvvvuo6ysjKeffpq77rqLzz//nJycHNLT06NyvkrzoaYwRWmneP1O0erJOes1ffTRR/y//2ct9X7KKadwwgknsHnzZgDGjx9Pt27dABgyZAg7duxgwIABJCQkcOmllwJwxhlnsGzZMgDef/99vvrqK7eMw4cPU1paytKlS1m8eDGPP/44YA3B3rlzJ2effTazZ88mPz+fqVOnkpmZGZVzVZoPVSyK0k6Jtt/pm2++ITY2lrS0NOpaENDrfI+NjaWmpgaA+Ph4d7ird7vf72f16tV07tw5IB9jDK+//jpZWYHnc+qpp3LWWWfx9ttvM3HiRBYsWMAFF1zQLOeoRAc1hSlKOyWafqfCwkJuv/12fvzjHyMinHvuubz88ssAbN68mZ07dx6jACJlwoQJAY57Z8DAxIkT+a//+i9Xia1btw6wFNxJJ53EzJkzmTJlCl988UVTTk1pAVSxKIoCQEVFhTvc+MILL2TChAk8/PDDANxxxx3U1tZy2mmnMX36dF544YVGDxN+8sknycnJYfjw4QwZMoSnn34agF/96ldUV1czfPhwhg0bxq9+9SsAFi5cyLBhwxgxYgRff/01119/ffOcsBI12vWa96NGjTK60JfSEdi0aROnnnpqa4uhdEBC3VsissYYMypaZWqPRVEURWlWVLEoiqIozYoqFkVRFKVZUcWiKIqiNCuqWBRFUZRmRRWLoiiK0qyoYlEUhQMHDjBixAhGjBhBnz596N+/v/u/qqqqUXm+9dZbDB8+nBEjRjBq1Cg++uijkMfNnz+fjIwMRISioqIGp28I+/fv59JLLyU7O5shQ4YwefLksMfedtttboBMh7lz5zJkyBCGDx/O+PHj2bFjh7tv0qRJpKSkuGFsHLZt28ZZZ51FZmYm06dPd+vTGMPMmTPJyMhg+PDhrF27NqQcH3zwASNHjmTEiBGcc8455OXlNSh9q2CMicoHGACsADYBG4G77O2zgN3A5/ZnsifNz4E8IBeYWF8ZZ5xxhlGUjsBXX33V2iK4PPzww+YPf/hDk/MpLS01fr/fGGPM+vXrTVZWVsjj1q5da7Zt22ZOOOEEU1hY2OD0Dtu2bTPnnXdencfMmDHDPPHEE+7/9evXhz02Ozvb1NTUBGxbvny5KSsrM8YY89RTT5mrr77a3ff++++bxYsXm0suuSQgzVVXXWVeeeUVY4wxt912m3nqqaeMMca8/fbbZtKkScbv95vVq1ebM888M6QcmZmZ7v3xpz/9ydxwww0NSh/q3gJyTJTafmNMVGOF1QD3GmPWikhXYI2ILLP3zTPGPO49WESGANcAQ4F+wPsiMtgYUxtFGRWlbTGrWwuUcSj6ZWCFzXcoKysLu0zu6aef3qT0DWHv3r1MmDDB/T98+PCQx23atInBgwcTGxsbsH3cuHHu7zFjxvC3v/3N/T9+/Hg+/PDDgOONMSxfvpy///3vANxwww3MmjWL//iP/+Ctt97i+uuvR0QYM2YMJSUl7N27l759+wbkISIcPnwYgEOHDtGvXz+AiNO3BlFTLMaYvcBe+3epiGwC+teR5DLgVWPMUWCbiOQBZwKroyWjoigNY/r06eTmHruK5z333BMy1Mqbb77Jz3/+cwoKCnj77bcbXF5T0wdz5513Mn36dObPn8+FF17ITTfd5DbUXt59910mTZpUZ17PPfccF198cZ3HHDhwgJSUFOLirKY2PT2d3bt3A7B7924GDBjgHuvsC1YMCxYsYPLkyXTu3Jnk5GQ+/vjjBqVvDVrExyIig4DTgU/sTT8WkS9E5HkR6W5v6w/s8iTLJ4QiEpEZIpIjIjmFhYVRlFpRlGAWLlzI559/fswnXPyuK664gq+//pp//vOfbuyvhhBJ+iuuuIIRI0YwefJkcnJyXN/Qf//3fx9z7MSJE/nmm2/40Y9+xNdff83pp59OqHZkyZIldSqWv/3tb+Tk5HDffffVKb8JETLL6XnVtc/LvHnzeOedd8jPz+emm27innvuaVD61iDqYfNFJAl4HbjbGHNYRP4M/Cdg7O85wM1AqBo5puaMMc8Cz4IVKyxaciuKciwN7bE4nHvuuWzdupWioiJSUxsejbmu9G+++SYA27dv58YbbzzGHBVMjx49+MEPfsAPfvADLr30Uv71r39x5ZVXuvvLy8spKSkJ2ZMBaz2Z2bNns3LlynoDcaamplJSUkJNTQ1xcXHk5+e7+aanp7uLogEB+xwKCwtZv349Z511FmDVv6PwIknfWkS1xyIi8VhK5WVjzBsAxpj9xphaY4wf+AuWuQusHsoAT/J0YE805VMUpWE0pMeSl5fnvlWvXbuWqqoqevbsGXFZTU0fiuXLl1NeXg5AaWkpW7duZeDAgQHHrFixIsCX4mXdunXcdtttLF68mLS0tHrLExHGjRvHokWLAHjxxRe57LLLAJgyZQovvfQSxhg+/vhjunXrdowZq3v37hw6dMhdVG3ZsmVuQMlI0rca0RoVgNUDeQl4Imh7X8/vn2D5VcBy2q8HOgEnAt8AsXWVoaPClI5CRxwV9uijj5ohQ4aY7OxsM2bMGPPvf//b3XfxxReb3bt3G2OM+eMf/2j69+9vYmNjTd++fc0tt9xSb/pQRDIq7LHHHjOnnnqqOe2008zQoUPN448/fswxd955p1mxYkXI9OPHjzdpaWkmOzvbZGdnm+9973vuvnPOOcekpqYan89n+vfvb9577z1jjDFbt241o0ePNieffLKZNm2aqaysNMYY4/f7zR133GFOOukkM2zYMPPZZ5+FrJ833njDDBs2zAwfPtycd955ZuvWrfWm99Iao8KiFjZfRM4B/g18Cfjtzb8Avg+MwDJzbQduM5ajHxF5EMssVoNlOnu3rjI0bL7SUdCw+W2HkSNH8sknnxAfH9/aojQLrRE2P5qjwj4itN/knTrSzAZmR0smRVGU+mhTEw3bKTrzXlEURWlWVLEoiqIozYoqFkVRFKVZUcWiKIqiNCuqWBRFUZRmRRWLoihRCZv/4Ycf0q1bNzefX//61yGPu/baa8nKymLYsGHcfPPNVFdXA3Dw4EGuuOIKhg8fzplnnsmGDRsafX4OTQ2b//TTT3Paaae5Iey/+uord9/999/P0KFDOfXUU5k5c6Y7ufO73/2uWwf9+vXj8ssvP6asFStWuMeMGDECn8/HP//5T8Caa/jggw8yePBgTj31VJ588skm10PUieYkmWh/dIKk0lHoiBMkV6xYcUwI+VC8/fbbxu/3G7/fb6655ho3rPxPf/pTM2vWLGOMMZs2bTIXXHBBnfm0RNj8Q4cOub/feustM3HiRGOMMatWrTLf+c53TE1NjampqTFjxowJOcly6tSp5sUXX6xTxgMHDpju3bu74fmff/5588Mf/tDU1tYaY4zZv39/nemDaY0JktpjUZS2hEj0P22MyZMnIyKICGeeeSb5+fkAfPXVV4wfPx6AU045he3bt7N///4mlbV3717S09Pd/w0Nm5+cnOz+9obyFxEqKyupqqri6NGjVFdX07t374C0paWlLF++PGSPxcuiRYu4+OKL6dKlCwB//vOfeeihh4iJsZrrSELJtDaqWBRFiZjp06cHmGycz0svvRTy+NWrV5Odnc3FF1/Mxo0b68y7urqav/71r26QxezsbN544w0APv30U3bs2OEqncZy5513cssttzBu3Dhmz57Nnj2hwxHWFTb/T3/6EyeffDL333+/a5Y6++yzGTduHH379qVv375MnDjxmNnub775JuPHjw9QTqF49dVX+f73v+/+37p1KwsXLmTUqFFcfPHFbNmypSGn3DpEszsU7Y+awpSOgmuugOh/6qG5TGGHDh0ypaWlxhjL3JWRkVHn8bfeequ56667AtLfeOONJjs721x33XVm1KhR5vPPPz8m3eWXX26ys7PNqaeeahITE904Xs8//3zIcg4cOGBefvllc91115m0tDRTUFBwzDETJkxwY3WF4+WXXzbXX3+9McaYLVu2mMmTJ5vS0lJTWlpqxowZY1auXBlw/KRJk8yiRYvqzHPPnj0mNTXVVFVVudsSExPdmGavv/66Oeecc+rMI5jWMIW1unJoykcVi9JRaC+K5eqrr3Ybbu+nPr+BMeaYpYe9zJo1y1x22WWuHyEYv99vTjjhhAAfRzCR+FiCueSSS45p7MvKysIu8+ultrbWJCcnG2Os4Ja//vWv3X2PPPKI+f3vf+/+LyoqMj169DAVFRV15vnEE0+YH/3oRwHbsrKyzLZt24wxVj04ZUaK+lgURWnTNCRs/r59+6y3VyxTlt/vDxn2fsGCBSxZsoRXXnnF9SMAlJSUuCPSFixYwLnnnluvGak+mho232uGevvtt8nMzARg4MCBrFy5kpqaGqqrq1m5cmWAKey1117j0ksvxefz1SnfK6+8EmAGA7j88stZvnw5ACtXrmTw4MERnm3rEfWFvhRFaQCm46xdt2jRIv785z8TFxdH586defXVV11n9+TJk1mwYAH9+vXj9ttv54QTTuDss88GYOrUqTz00ENs2rSJ66+/ntjYWIYMGcJzzz3XZJnWrFnDj3/8Y+Li4vD7/dx6662MHj064Jh3332XadOmhUw/f/583n//feLj4+nevTsvvvgiANOmTWP58uWcdtppiAiTJk3ie9/7npvu1Vdf5YEHHgjIKycnh6effpoFCxYA1kJlu3bt4rzzzgs47oEHHuDaa69l3rx5JCUluce3ZaIWNr8l0LD5SkdBw+a3HTRsftPRHouiKIoHDZvfdNTHoiiKojQrqlgUpY3Qns3SStukte4pVSyK0gbw+XwcOHBAlYvSbBhjOHDgQL0j0aKB+lgUpQ2Qnp5Ofn4+hYWFrS2K0oHw+XwBIWxaClUsitIGiI+P58QTT2xtMRSlWVBTmKIoitKsqGJRFEVRmhVVLIqiKEqzoopFURRFaVZUsSiKoijNiiqWDs6qvCKmPrWKVXlFrS2KoijHCapYOjhzluaydmcJc5bmtrYoiqIcJ9SpWESkr4jcLSKvi8hqEVkuIk+KyESRuhfPFpEBIrJCRDaJyEYRucve3kNElonIFvu7uyfNz0UkT0RyRWRi85zi8c29E7IYOTCFeydktbYoiqIcJ4QNmy8ifwFOAt4GcoACwAcMBsYB2cD9xpiPwqTvC/Q1xqwVka7AGuBy4Eag2BjzqIg8AHQ3xvxMRIYArwBnAv2A94HBxpjacMJr2HxFUZSG05ph8+cbY9aH2P458A8R8QEDQ+wHwBizF9hr/y4VkU1Af+Ay4Hz7sBeBD4Gf2dtfNcYcBbaJSB6WklndkBNSFEVRWpewprBQSkVEutk9C4wxlcaYzZEUIiKDgNOBT4DettJxlE+afVh/YJcnWb69LTivGSKSIyI5GldJURSl7VGv815EPhCRZNsX8iXwdxH5Q6QFiEgS8DpwtzHmcF2Hhth2jJ3OGPOsMWaUMWZUr169IhVDURRFaSEiGRXWw1YIU4EXjTEjgIgc6yISj6VUXjbGvGFv3m/7Xxw/TIG9PR8Y4EmeDuyJpBxFURSl7RCJYokTkV7AVcD/RJqxPWrsOWCTMWauZ9di4Ab79w3AW57t14hIJxE5EcgEPo20PEVRFKVtEEnY/NnASuAjY8ynInISsC2CdGOBHwJfisjn9rZfAI9iOf9vAXZiKSyMMRtF5B/AV0ANcGddI8IURVGUtknY4cbtAR1urCiK0nBac7ixI8BA4MfAIO/xxpip0RJKURRFab9EYgpbDLwELAP80RVHURRFae9EoliqgpzviqIoHZpVeUXMWZrLvROyGJuR2tritDsiGRUhxeqzAAAgAElEQVT2XyLySxEZLSLDnU/UJVMURWklNHhr04ikxzIYuBW4mG9NYQY4N1pCKYqitCb3TshyeyxKw4lEsVwNDLJjeCmKonR4xmakqgmsCURiCvsC6BptQRRFUZSOQSQ9lp7A1yLyCeD2WnS4saIoihKKSGfeK4qiKEpE1KtYjDEftIQgiqIoSscgrI/FXlb4P0SkX9D2OBE5V0SeE5Gboi+ioiiK0p6oq8dyCdYw4zdFpD9QDHQGOgEfAH8yxmigLkVRFCWAsIrFGFMOPAk8KSKdsFZ6rDDGFLWUcIqiKEr7IxLnPfYcll31HqgoiqIc90Qyj0VRFEVRIkYVi6IoitKsqGJRFEVRmpWwPhYRWWmMOU9EDmIFnRTvtzGmRwvJqCiKorQj6nLej7O/NRKboiiKEjF1DTf229+1IjIMOMfe9S9jzFctIZyiKIrS/qjXxyIiPwb+AQy0P6+JyB3RFkxRFEVpn0Qyj2UGcKYx5giAiPwW+D/gqWgKpiiKorRPIhkVJkC153+1vU1RFEVRjiGSHstfgY9F5HX7/xXAi9ETSVEURWnPRBI2/zERWQF8F6uncrsx5rOoS6YoiqK0S+pVLCIyB1hojJnbAvIoiqIo7ZxIfCxfAb8Rkc0i8jsRGRFJxiLyvIgUiMgGz7ZZIrJbRD63P5M9+34uInkikisiExt+KoqiKEpboF7FYox5zhgzARgL7ASeEJGvI8j7BWBSiO3zjDEj7M87ACIyBLgGGGqneUpEYiM8B0VpcVblFTH1qVWsytNVJBQlmIbEChsADAL6A9vqO9gY8y+sxcEi4TLgVWPMUWPMNiAPOLMBsilKizJnaS5rd5YwZ2lua4uiKG2OSCZIzhaRXOAxrAb/LGPMxU0o88ci8oVtKutub+tP4Hov+fa2UPLMEJEcEckpLCxsghiK0njunZDFyIEp3Dshq7VFUZQ2RyTDjfcC5xpj9jdDeX8G/hMrmOV/AnOAmwk9L8aEysAY8yzwLMCoUaNCHqMo0WZsRipjMzSMnqKEIpLhxvNFpI+InOk93hjzfw0tzKucROQvwP/af/OxTG0O6cCehuavKIqitD6RDDeeDfwQ+BqotTcbYHLYROHz6muM2Wv/vQJwRowtBv4uInOBfkAm8GlD81cURVFan0hMYdOAwcaYyoZkLCKvAOcDqSKSDzwMnG8PVzbAduA2AGPMRhH5B9bQ5hrgTmNMbah8FUVRlLZNJIplG41YadIY8/0Qm5+r4/jZwOyGlqMoiqK0LSJRLKXAOhF5HzjqbDTG3BM1qRRFUZR2SySK5T37oyiKoij1EsmosOdEJAEYaIzJawGZFEVRlHZMJBMkLwG+BJbZ/0eIyJvRFkxRFEVpn0TilP81cBZQAmCM+RzIiKZQiqIoxysdIQ5dJIql2hhTErRNZ7wriqJEgY4Qhy4SxbJJRK4GYkTkRBF5Avg4ynIpiqIcl3SEOHSRjAr7MfAQ4AfeAJYAv4imUIqiKMcrHSEOXSSjwsqAn9kfRVEURamTsIrFDhJpgEPGmPtaTiRFURSlPVNXj+VV+/toHccoiqIoSgBhFYsx5oOWFERRFEXpGNRlCltHHcOKjTEjoyKRoiiK0q6pyxQ2zf6+HYgF/mr/vxYrMKWiKIqiHENdprCtACLyHWPMWM+udSKyCngk2sIpiqIo7Y9IJkgmicgY54+InAUkRU8kRVEUpT0TyQTJW4H/FhEfls+lErg5qlIpiqIo7ZZIJkh+BgwTkZ72/wNRl0pRFEVpt0TSYwFUoSiKoiiR0eC17BVFURSlLlSxKIqiKM1KJCtIThWRrvbvB0TkHyIyIvqiKYqiKO2RSHoss4wxpSLyHeB7wELg6eiKpSiKorRXIlEstfb3pcBTxpjXgU7RE0lRFEVpz0QyKmyviPwJuBg4Q0QSUN+MoiiKEoZIFMTVwEpgsjHmIJAKPBBVqRRFUZR2S72KxRhzBPgauEBE/gNINca8G3XJFEVRlHZJJKPCHgReAfoD6cDfReTnEaR7XkQKRGSDZ1sPEVkmIlvs7+6efT8XkTwRyRWRiY07HUVRFKW1icQUdh0w2hjzoDHmQeBM4PoI0r0ATAra9gDwgTEmE/jA/o+IDAGuAYbaaZ4SkdiIzkBRlOOeVXlFTH1qFavyilpbFIXIFMsOAp38ccA39SUyxvwLKA7afBnwov37ReByz/ZXjTFHjTHbgDwsBaYoilIvc5bmsnZnCXOW5ra2KAqRKZZyYKOILBCRvwBfAiUiMldE5jawvN7GmL0A9neavb0/sMtzXL697RhEZIaI5IhITmFhYQOLVxSlI3LvhCxGDkzh3glZrS2KQmTDjd+2Pw4fR0EOCbEt5LLIxphngWcBRo0aFXbpZEVRjh/GZqQyNiO1tcVQbCIJm/9cM5a3X0T6GmP2ikhfoMDeng8M8ByXDuxpxnIVRVHaNavyipizNJd7J2S1eSUayaiwSSLymT3Cq1hEDopIsO8kUhYDN9i/bwDe8my/RkQ6iciJQCbwaSPLUI5T1IGrdGTakx8pEh/LfOA2LJ9HL6wJkr3qSyQirwCrgSwRyReRW4BHgYtEZAtwkf0fY8xG4B/AV8B7wJ3GmNrQOStKaNrTg9cQVGEq0L78SGJM3W4KEfkQuMAY428RiRrAqFGjTE5OTquU3Z66pccLHfWaTH1qFWt3ljByYApv3DG2tcVROgAissYYMypa+UfivL8f+B9bwRx1NhpjnoyWUO0B79txR2rE2jMd1YF774QsV2EqSnsgElPYI1gRjlOwTGDO57imPXVLlfbN2IxU3rhjbIdUmpESqTlQzYZtg0gUS5oxZoo98/5XzifqkrVx9GGPLtpAKF4i9Z81p58t1D3Y2vdla5cfKZEolg9E5IKoS6IoHqLhiG8vD+XxSPC1Cf4fykIQ6nqGsyQ0pMdz4dwPuWjuSu5ftJ61O0u4b9F6N21j78uG3nuh6uPCuR9yywuftYsBKpE47w8C3bBm4FdhTWY0xpge0RevblrTea9El2g44tUJ3vZYlVfEw4s3kF9cQWWNn4y0RAB2HCinutaQmZbErClDeXjxBg6WVVF2tJafXDSY2847Oez19N47G3YfYt6yzdT4DTX+wPwEYdoZ6SzZuM9VRDNeyqGsKnBAalyMUOM3rsLypn1tza6Qv508nXs3WFZHxolD+7Bk4z4mDu0TkP7JD7ZQVlXrlnnLC59RWWONn0pMiOXZ60c16bmItvM+EsUSMhhkWxgOrIpFaQgdddRYe+aiuSvZUnAEAF9cDD2TEthdUunu75fi41B5dUBj74uLYUi/ZLJ6d+XNdbtJ7BRLj8RObuO+o6icar/BFxfjKhRvWm8ZvrgYKmv89E/xceBIFZU1fuJjhNgYcRtygGRfLIcra0n2xVFV46eyxk+MgJN1YkLsMQqpf4qP3sk+7p2Qxf+u38PCnF2cN7gXuw6Wu4rUSefI4ZUJLJNSbKxQXWsVFB8rnJORysrNhUwfNYDfXTm8UfXe6orFFuIa4CRjzG9FJB0r5teaaAkVKapYFKX98szKrfzu3a/d/zGAd06DAF3tBj1GAGPFeerqi+NwZU1AA9wQHIXgVQzxnsa7Z2I83RMTyCsoiyi/+BiorkOMjLTEkHnZpxQoE4F1EE525/c3v7skIhmPKTvKiiWSmffzgXHAD+1N5cDT0RJIUZTjwx80b9nmgP/eBjU+RjDA4UqrF+A31n5rWw0AiZ1i6ZfiOybfmFCRB73lmMBvgFrPnwNl1RErFahbqQDsKq4Iud37Su/KVE9ZXpmnjxoQ/sBWJhLn/XeMMbcBlQDGmGIgIapSKcpxTkeNIuAlsVP4JZf8EVhSDpRVs8djNnOIrU+zhCyvwUki5mgjelX1keyLbbQZrCWIRLFUi0gMtoIVkZ7Ur1gVRWkCHX2e1Kq8IkrKq8Pur21CQ18bRkt0im24wmlJGiLd4cpahj70Hs+s3Bo1eZpCWMUiIs6s/D8BrwO9ROQR4CPg9y0gm9LOOR7MOdGio8+TenjxhiYpj7oI1/uoikKBsZG8mkdAp1ihU1zDMiurqj3GnNhWqOtMPgUwxrwE/BJ4HDgIXGWMebUFZFMaQVtqzI8Hc47SOKRB7+f15WWNyhqX1QtfXEzYxr4paiUGa5RXz8T4gO21zWS7OVprAgYiRKpieiS1Ta9EXfK7V94Ys9EY80djzBPGmA0tIJfSSNpSY97RzTlK45k1ZWhIx3sk5qoeXb5t3AXomZRAWVUtH+YWUlnjp3dyYL515eh1x3SJr6M5FNhdUsmBsvDmu0hJ9sWGbXj7p/jITEti+uj6HfMC/GFadpPliQZ1KZZeInJPuE+LSag0iLbUmHd0c47SeMZmpJKYEBgD1xcXw/M3nYmvHpNQSYXVuCcmxPK3W88ixVY0xt7mVSRx9ugyh2Bl5pjNMtOSOKVvsru9S3wMGWmJbl7BYwn6pfhcRSSEV0qhlNrhytoAJ7WjS/ul+HhsWjZdfXEsWpsfMj9vvg9cfEqbfbbquoKxQBLQNcxHaYNoY660B1blFbGruDxgW0/brON8J/ti8cXF0D/Fx/dHD8AXF0N8rOA3lgKZOT6TOUtzueqMAWSkJZKZlsSz1387NcOaJ2IC/oudr5V/nNtDmHZGOocrq0n2WYrprJN6srek0k19Ymoi/VJ8xMcI/VN8JCbEUW6PMzbg/vYSG2PNw3HkDkX/FB9Xj7LO7Wh1rRuyxRmAECuWnMF0iothWP9u9dRy6xF2gqSIrDXGjGxheRqETpBUlPaJE+IkGEdheMOszFmaS2llDVsKjpCRlkiyL95dSmDtzhJ3Nn2XhDimnZHOvGWbXX9FvxQfhYePgkBa104BM+5/ctFgXluzi4qqWnfWfajJk17ZpmT3I3d/KVm9u7JoTT5+e9ZmrbGUVo/EeA6UVQdMfnQU1+NLckFg2sh0cveXuhEgguvCMc/5jTWfp1dyJ/aUVAbk6Rz3s0mncNt5Jze4/ltzgmTbHpunKEq7ZeLQPm4D6vRKfHExlFXVsmTjPrfX7SiPXcXlZKYl8ciUYe6+eydkkZgQS2WNn90llWwpOMKTH2yhssaPLy6GzLQk/jAtmy2/ncwLN51J54RYt+dQWePnyQ+2kFdQxu6SSje8ynmDexEjcN7gXowcmMK4LOt/XIxQVlXLwpxdrN1ZwpvrdlPtN8THxLgtZVyM8OT3R5KYEBugAMqrarjtvJM5Lb0b1bWGxev3uEplVV4R+w5/OxdHsBSKMxcnLbmTazKMC5qf4zfw5AdbonJ9mkpdC32NbzEpFEU5rliycZ9r0nICKnpjuTncOyHLDQy5pyRwBvvYjFSevX4UDy/eQEVVrdtjCQ4ACVavJ6+gjIy0RMqraik+UsWU7H58tqPYDW45c3ym1QsxsHrrAZ67cbQr132L1lN8pIorTu9P7v5S9h+udBVSfIxQiyEtuRNjM1KZOT6Tecs2U+33U+u3ehkXzv2QiqpaYsUaJnztgk/on+KjS0KcO8nT6UU5QSmDe21OoMqDZVWUlFcTEyPMHJ8Z/YvVCCKKFdZWUVOYorRPIgkI6o0A/PiSXKr9hp6J8ZzQM5GJQ/vw4urtFB+pcqMdO5GSBWHWlKEB+XrLc3pBziAXR3GNHJjC4cpvw7k4kYgdU5VgmdauP3uQa0ILpcyc4x2znWPGC0VGWqIbkDIzLYll95xXb90Nfeg9yqpqSUyIZeOvJzW47qGNBKFsq6hiUZSOi9NAJybEUlXrp7rWuH4GbzRhX1wMX//m4gBfhS8uhgE9uhyjYAB+/voXLMzZxfRRA8jdX+qW4Tj+g0P0D+vfjesWfOKat5yywy2/ECpsf2KnWMqO1rq+n9gY6JNsjQLbsPsQT36whZnjM4/xl4RSwM+s3Br2+Ehp9SCUitJRaUuTSY93wi3a5fhdkn1x+OJi3FFWU7L7uf4SZxTZvROy6JfiQ7B8KFsKjjDjpZxjFg9zzF1vrtvtDs93zHFjM1J5/57zqaz2u34Y+Na/ER8rTMnuR2JCLBOH9jnmHC6c+yH3L1pPqR0o0/H5lB2tJb1HZzLTknj51rPY+ttLWPXAeMZmpLJk4z7XtxRMqHlpt513Mht/PanRSqUlUMWiNBvtraFuS5NJ2zrRvLbPrNzKD5/75JhrMTYj1Z1Z3ik+liH9kjlcab315+4v5YWbzmTkwBQesycJjs1IpU+yD4PVY3GU0sOLNzD1qVXMWrzR6tHYPvCeSQlhh+fPHJ8ZMKS52m9ITIjlpxOyWLx+T0hF4PhxnIEEsxZvdPPpmWSF4S+rquGWFz5j7KMfBKyOmZGWSGllzTH16yi+iUP7uPXfHp6z2FmzZrW2DI3m2WefnTVjxozWFkOxufvVdazdWcL2ojKmjx7Y2uLUS3r3LmwvKuPeCVkM7NEl7HGr8oq4+9V1pHfvUudxzZWuLRKNa7sqr4ibX/iU/1m/F4PV3id1iqOiqpbfvrOJ9O5d+L+8AxSXVdEn2ccvJp/KF/kl9EzsxC8mn8rYjFSmjx7IwB5d3Lru1jmencXlnJOZSnl1LdU1fuJjY9i8/wg9EuMZ1DOR688eRHlVDQ9/b2hAWu91GjWoB3eOy2DUoB7ufXLtWSe4KzsmJsRy7VknuHIO7NGF9O5d+CK/hNKKGvwGfPEx7D9cye+mDueiIX34+JsD7CmppMZvKK2sYXtRGenduzBnaS5VNYYtBUf4Ir+Ef67b7ebp5PvLf25gZ3EFX+SX8MonO9lZXNGka/HII4/snTVr1rPNciFDoD6WetBVByOno9ZVY5c07khLIUdzqWiw5mT07eZjd0llgA/DcbZ7yw0ePead5xJqHop37ksoh76Ttq7rtCqvyHXyO/4bgC0FR0L6Zw5X1GCAGr9xV5L8as9h18eSmpTAH6853e01O0sye5doDjVfB3CHRjdleWJ13tdBSyiWjtQ4dBRaWoE1trzWVLR1jZBqKzyzcivzlm2mZ1KCa87yrgMfrt68o672llRSVlXrNsTe5Yp98bF0SYgLOH/vNXl48QbyCsqIFYiPjXEd9cFr0S/ZuM9VPt7GvV+Kj32HKvEbawQZEHLSp7PSZU978iQQoIyCR6slJsTSL6Wzq+wcWR2l05SJkQ6qWOqgLfRYOupbeltGlX39eHsDbbWeLpz7IXkFZfRL8dHHXhseqPd5Cu5pBM/Wn7V4I1sKjoQcvutVSk5D7eBVDk6vybsmvbeXEtx7mDk+kxdXb6fw8FGSO8fhi7fCxniHIwcPOw6+LsE9MefFYNoZ6a4JzhkVl5GWyPv3nN/outdRYa1MfbG32qMDuKnOv9Z2HralQJttFcchnJmW1CbraVVeEfn2kr17SyrdZ8hxsN/4/KdcNHdlyHvMeSannZHuNuqL1uSzdmcJsxZvdOODOd/e+9W5dwRxZ+g78cLunZDl7p85PtP9dmb3d/VZvR/HbOWk75fSmZdWb2dPSSXVfkNltZ/rzx5E72Qfs6YM5bbzTuaNO8Yya8pQEhMshZOYEBtwXUKZ9wRxowmUVdUSI9+OgMsvrmjTzvu6Zt5HDRHZDpQCtUCNMWaUiPQAFgKDgO3A1caYg60hX0Pw2oDbC15l2JheVlPTNxVnWKgSHmfYbFtlztLcY2JzOTPLAar9ljO7rnvMO0zXq0wemTLMfdt3Guy1O0t4eLG14ofTCwg2twVbHxxT07D+3Xh48QZ3CHGyL57KmrIAk1W8PRxZsGbWO8ogWP6+Kb4A82Rw78t5QXV6Vc6IMCe/lC7xVFTVUlZVy4yXcprkZ4kmrdljGWeMGeHpjj0AfGCMyQQ+sP+3edpjNOGmvvHXlb4pvZnW7glFSnuRsy3j9Kj6drMiBvsNzFu22Y1U7O1F1JWH0/ACbiyxsRmp7tv+rMUb3bLyiyvIKyhjS8ER5i3bzMShfZizNNe9jo4CmvFSDs+s3Ope47EZqST74t2Gf+LQPm5PyVlXpsYeKdAvxcfIgSkh57o4w5G72tGKvUOgDcZ9phx5BXF9PE4P6pEpw3j2+lGuia6tWkrakinsMuBF+/eLwOWtKEuHpqnKsK70TTENtqZZsSHKoj2aP9saTmO9u6TSDbhYWeNnycZ9PDJlmGtGAqsB9jb0wSxak+822M496fRgnND8Vi/D70bWdSY/eq+jE9TSWfLX6eWsyivicGW1q+i8PaWxGakUH6lyh0s/Ni2bN+4YS+7+Usqqanltza5jzHBeR31ZVQ2JCbFcdcYA3rhjLBt2H2LGSzlUVNW6CnDtzhIWrcl3nzknRlpbNge3lmIxwFIRWSMizkSU3saYvQD2d1qohCIyQ0RyRCSnsLCwhcRtH7SFN+mm9IZa2nfira+GKItoydkWrl9L4W2sf3LR4AB/kPMWP2vxRvf340tyAxr6cG/7Do9MGeb6Rma8lENW764kJsRyzehv124J7lV4G+wku1dRYfcK8grKMBjmLM1183LSOZM4+6b4XMXm9eU4vaANuw+58mX17kqMwJHKGsqqanlx9XamPrWKecs2U1ZVy+6SSnxxMSR2snwyhsBBVm3dUtIqo8JEpJ8xZo+IpAHLgP8HLDbGpHiOOWiM6V5XPhorLBAdLdUwvPUVar5EtAm26R9P16+uc3VGizmRiPeUVBIXI9T4DZlpSXT1xbF2Zwn9UnwcKq8OGzNrVV4Rt7zwmetkDzc/JNToLCddRloij0wZFnKujJOXd2jya2t2BfhwvP4R7/yc3H2lbqwz+HZIcrx9nk6r7AwUaO5h4x1yVJgxZo/9XQC8CZwJ7BeRvgD2d0FryNaeCH7Dbck3/o7wdu2tr9Z4AwzuJR1Po91ChSpxeGTKMNef4KxF0ju5EyMHprgrPWamJbmO8kVrvl3G13tfjs1IdYcI90xKICMtkR1F5W7Px5Ehq3dXhj70Hs+s3Ap8O7AgMSHW9dl4R3U54f6d3ogz4OCl1dsDfDhrd5a4wSJHDkzhzBN7ECNWb2Xm+EzXLOeEy/fFxVDtN/RL8dEz0VpuueDwUfKLKwIc++2BFlcsIpIoIl2d38AEYAOwGLjBPuwG4K2Wli2YSBvP1mpkgxumaDWOoc4vnOkomnXR3Hm3hjIJNfTVUSRt3bzRnDjnumTjPreh9yoEpx6cIcXXnz3IPd4xSx04UgUEmomC78tZU4a68cSSffFU2052QdxynNhfTsDJ4MCUXrp1iSdWoKrWz6gTujNyYAol5dWs3Vnirk4J364C6fhiJg7tw4rcQjf45bD+3ehkz4UZ0KMLt513smtSM0ClvdTx4coat8dVWllTp6+pLdEaPZbewEcish74FHjbGPMe8ChwkYhsAS6y/7cq9dndg229Lf1G4W2Yotmgh6qHcG/X0XRse4eNRvvhilZ9Bg/VbguKJPhcG3Puja2viUP7EB8j5BWUuX4VJ0rwRXNXsmhNfkDAR+e+q6iqdU1HzrBi7/5gZQ1wuLKa/ik++qf4KK+qcefJeANOetMEX5c5S3PZU1JJrYHqWsPCnF3cOyGLI/YwZC/l1d9OvPxy9yEe9zwPPZISAoZbTzsjHcDtnSUmxDFzfCbxMUJsDPRP8dEzKYEtBUd43L5/Zi3e2KB6bmlaXLEYY74xxmTbn6HGmNn29gPGmPHGmEz7u7ilZQumPtOE00iEch62BN4HIJoNeqh6CPfwRdOcE+wQjca5RvtloS2au4LvncbcS429/5Zs3Of2IsAaxTVr8UbXpBT8bDlLEju9lRrPfBfvwmDeYcSAm2eXhDh6J/sCIhB7w9DXpSCdYcDJPsuh7jfWeTtmrP4pPjeUv5fqWgP2+vXxscINZw9yR6D5Da7SdHpXzqTK09K7UeuH3sk+OtsTK53OWbAzv62h0Y3rYGCPLsdET/VGQHWinv5i8hDum3hKq0awjTRSb12Ei8brrYf6aMixDcXJ++ReSU0+13A4UXydSLjNXUZw/UQaATmakZKD753G3Euh0kQic3r3LqzMLaCi2k+sWBMjO8fH0NUXR3WNn1vOOYk/XJUdkP6WFz6joPRowKJfv5s63FVuOduL2XWwgi/zD3H92YMAy/9RXFZNj8R4fjF5CO98sZcav8EXH8PbX+wlvXsXdhWXc8sLn7lpT+6VxM0vfMpfV+/g5F5JjM1I5fqzB7Hsq/3sPVTpRjhesnEf1405gX2HKzk3sxfbispI9sW559QpLoZ7J2RRerSG3SWVlFfVcN/EUxgxIMWts13F5ccMHnGiJVfVGK46YwD7DlfQKS6GZF8cCbGxnNwrqdH3gkY3roOWHBXWVkfsNGessrZ6ji1JS8d+i7TOm3ptonVedeXb0HOLjxGqPdGAvcv7evN3Ro31TIynstrPlOx+5O4vdUdnOevRx8cIacmd3HK8ASlX5RUx85W1AUEhnVn0gDvizBm55Y3N5V3B0fEROSO+vMEwF6/fEzBiLTjopre+xj76AbtLKkn2xVLrt9aDGda/mxtR2Rl4UO03xMcK1bWmSc9phxwV1h6pazGe1qQ5TWD1mWna+mCG5qCl/R6RmsYiPS5c3XtnlTfndanr/os0QoMzkz25s+Vj6GzH0fKaPX/43CfuqC1n1Jgv3mrM31y3m7U7S1iycR9v3DGWx6Zlk5gQS7XfsLuk0v14J1COzUil2FYqYDnZDcad9V9YejRgOHCF57czQfL3731Nt87xJCbEMiW7X4C8oRYDW7Qmn8oaP7tLKo+pL8e0d7iy1h1IMGdprjtMWRDXZOj3t47pvSGoYomQ4DAR0DYa0Oa02TdXwM2WnJne2GvQFq4dRK7IIjnOWTMkVN17Z5U353Wp6/6LJELDjJdyXAd998QEd5ix40sxWOvc+w3uqK2xGalMHNqHPfYorFp7fosziGXO0lxmjs90IxDHijWkd+LQPu51f2blVmI8rZ8vLgZB3Fn/1bVWI+74TAoOH+WiuSt5ZuVW9h22yvUbWJFbSFlVLbn7S93AmJ0gvYQAACAASURBVL64GGJjvi3TwfGLCNaQY++KkD2SEvDFxTAuq5c7kMA7Om3WlKGuLH26+dx5OK19/4ZDFUsDCI6a6m1AW6uhao437Ehlb+636+agsUqsI4Zlcd5wnaGp3utZVxiQpty73lFXDcnDq+h2FZe7cb6ce9lRknkFZfRN8QWM2lqVV8Sj737tuq+r/QaD4eHFG7jlhc/cuSVOY92nm88N4eIMynjygy3U+q3GPzMtiQE9urCl4Ag/fO4TunWOd53xP7XldIJi/u7dr12F5hAjuEpt3rLNVNb43SWUnR7LMyu3kl9cQXysYMDtZT28eIM72mxIv2Ru/e5JZPXpyrD+3QKe7bEZqQFLMbf1+1cVSwPwTtyCwAa0JS/0Myu3BkzoaiqRyt6cb9fNRWOVWFscnRWOhip+p5F0rqeTHgg7jLapw7gb+pI1NiOVmeMziRErbteekopj8nPWHzlaXUu/lM4M698NsNYpcZRKjFjBJyuqaskrKHPnfFTYM/Yra/x0Toh1lZgzyswJ5/KTiwaz7J7zmDVlqDuj/sPcQipr/FRWWyapKdn97KCQ3+L0LgTokWjNP5m1eGPA+i7xseLeX47Cqa61fEi15tv5NN7JouF6nE6dOdevrd+/qlgaQHCD2dgL3dTejRMi4vfvfd0sPaRoRStuy0Sq/EKdf6SKvbnqrqGK3xm26l3bI1x6b8wuxz/QGAXTmJesJRv3ucsHB5vonB6NAQ6UVbOl4AgPL97AhXM/ZMeBcvc4v4Guvji6JIReAcQXF+NGBHZeCr1BIp0exdiMVH426RQSE2LpYc96Ly6znPeL1+/h/XvO55rRAxCsZYWfu3E0hyqqMUDRkSrmLM0NMHUBDOqZ6Pa+aj1DqvceqqS61pCYEOsOJnAmfzo+FSciwTMrt/KdRz8g8xfvMPbRD1iVV8QzK7cy46UcJg7t0+pzoMKhiiUMDXVUQ+i3wVA0tnfjlDUlu5/7dhXtHlJ9b6JNaTwjSVvfMdHuKYZ6m3cUu2PzDydnQ2ULd66Oc9trr68rXbDSrOvFwRvK3VFIDZknFOr+b4jJNNzCV47pzgltkpqUgGBNpHT8H2ApjnsnZLkLcDkxtzonxDJyYArP3TgawF1PZcPuQ0x9ahUTh/Y5ZnIxWIEkffGx9EyMJ0asXseU7H5MfWoV/9pSiAG6d0lw/TzOJMb9hysZ0L0LMQLnZ/Vy56M4Jr1qv8EXF4MvLsYNCePM7HcmhO44UEZ8jOCLj3GDbs5bttldQMxx+oe6/9oaOo8lBM7NsLO4gu1FZUwfPTDssc68h/qO847p/87JqRHNEwieB3DzC5+ycU8plTW1PPn9kc02lyP4HMLJ6jSU3nON9PxDnU8kaZ1jvsgv4aXV2905BcFziRpbD/XNtXDyr6oxbNxzmO1FZVx71gms23mQmeMzGTWoR9h6qE82b9m7issD7rn07l3cfX/9eAc7iysor6oJWU+hyl6VV+TOwTg/K437Jp7CruLysHOxnOG8JeXVLNm4j97JnXj4e0MD5A6W9+5X17F04363Xpyy65rL5M1jbEYqcTHi1uUVI9MDjh3Yowvzlm2mxm/w+w3zpo9w55+ANeHwhJ6JnJ+VxtiMVDbtOcz6/EOkJiXw+yuz3bllt7zwGXkFZRSXVbEqr4i9hyrZf7iSKdn9+OU/N/D+pv1sLSzj428OUHSkitLKGo7W+PEb6BwfC2ItvOUs9NUjMZ6TeyVx/6IvLP+OgdLKGnYWl+M3UFh6lH/df4F7j+8sriBG4KcTs/jRuSexvaiM300d7ir+u19dx8Y9pVRUW2U632D1fpwYYsm+OGZfcRonpiaSs72YHokJnNInuVH3fbTnsahi8eA8jH9bvYOKar878aquB2Ti0D6UV9XU27B5G8i1Ow4ycWgf/vrxjoCHvL6G96+rd1BcVkXPxE48eMmQYyZvlpRX89t3Nrnf4RrL4OMnDu3DvsMVVNUYTu6VxKzFG9m45zCffHOAL/IPuW+Sb67bTXWNn+vGnOA2qCXl1eRsL6a8qoZFa/LrnLQVfD7eCWDh0pWUV7Nu50Fqaq1hmsVlVbzzxV7e+nwPFVW1/PXjHQF1+ecVecz4aw77DlVy4ZDex5yzt1FM794lpLIMbvzSu3dhRW4BPRM78YvJp3LFyHTuHJfh1gGEViJOAxvcoD+zcis3PP+p26B9mX+INTsOsrO44pjJfl/kl3C0xu+W/e6Xe7nh+U/JLy7nqQ/zrPrZddDd75TtbUwdpfzi/21nd0mlO3EweA7Kqrwi7n1tPdV+Q9nRGqaOTA9ZV1/kl/C31TvYdbACwRAjwrVnfXtP1KWsg++B376ziZ3FFew7XME/1+0+Js0rn+6ktLKG3smduGhIH9buPEhpZQ1+AwmxMRSUHmXJhn2MGJDCf779FQYor6rlSo/sJeWWsnAmVAKUH63h428OUFHtp9weSuxtzK8ZPYC8giP0SEzgjIHd2bDnMGD5dJ78/kjmLM0NiA3mi4vhnMxUCkuPui8cq/KKWLJxH+VHa6n2G/YdrmDtjoPHzPlxnqFunePokZhgT4AUKqv91BqoNZaRLS5GePTK4Ywa1IPlXxewef+RiF7oQqETJOuguSdIOhO1HHomxuOLt7rqzuQqICCEdqiQ28ETxp5ZuZXHl+Titx/C6lrj3uTeiVfecOHv33M+q/KK3CVWZ00Zyobdh3h8SS4I/HRCljvxyknn5Pn/2zv34DiKM4H/vtnVavWwJD8w2PILYuMELgHbPENCKF7BJEAeJDGVnKGAoy4klwTIHRDqgOSoIoHwCNxdggkEwiVAQQJx7kJ43RXvgDHGYBOMbbCxDH5gRZYteaXdmb4/uns0u9qVtKvVao3659ryTKt75puemf6mv+7+PmsOsDNprCtvK79ddGUHND3RA5AfmLn0Fnu8+TNa6EylWbetC8x+dCZQtM5iAr6CpqR2nXHmgmk8sHyT9u2U9unck2FyUy0H7juOp97aTrImRnevT2tLkucuOyHLLUd0sVs+rCt1+//8GS2seLcjbDwuX/jRfq7L58/QkRnsorZo/Zy5YBp3v7CB9ztS4XX//sJjwmtMxj0mNiaoT8TD68oX5tbetz29PvWJON29mTC+xkUnHchP/vwmEZM7nsCU5mS/BXxXLV1FW/seUpkglOXgK/8c3jMb0jdQ+p5Pn1Af3uNz7nwpXPdgF9RZ7PNlr8su6sut69aWJNt29ZD29aK875+sg1zZZz96bLuoMZ87+uhzfOaCaSx5ej3tXWkWHT6dzx8ydcD36fLfvcb9L2/i463NvL55Z+iuHvTakh27e8P6mbvvOO5dpj0NRxc8RhctPrRiM75SpH1FUzJGZ8qnvsajOx3QlIyxu8fna4dN59ovfyJ8r+z7JOiFk4uPnsXdL2zoNzvMPsOQ7XrfLuRsqdeBzXKv0d6HqHksmnbE/hN46q3toVz2+MNZ8DrSCyTHvGKJrqIFsqYx5jJ7cgPvd6TChVO2QVh89CyWPL0+XMUL+kVXStHjD1y/cyY3cvXpB3PDY2vCF3vO5EYev/gzoUnOTiHNBCo0A8Q94e5zj+CqpavYuKM7q+GImcbGuruw8jYkYuHDbRu5ga4XdMNx5vxp4QsLcJZpEK5auoptnSk6U/4ARxg6rS3JsKGwDaZdjR2lKRljV8rPkrvGE5rq4vytK02QfdisL9VDpjXT9rfu8F5FlaZtQCzJuMcX57Xy2Btbsu5tLtFYHzZ+SKk0JWPs6Q3CFeO2ofcERKA25rEnHXDc3H146Z32rEV8Flt3+RBgtnnmAP75wZWhIh2oHBDOXLrp8bdIxIWuHh/72MU88AP9MVZbE6N9dy9fnNfKmq27eLe9O/xomdqSDOtHgHd+/Dkge1X64qNnhYraPv/Ra7vnvCND5RVV9rkfTlNbkrTv7g1XutsyNj69jXuSjHscNLUpVG62gf+XB1eyuSPFxIYaZk5sCN/P6HMiQMx82CTjHm9eszDrvYW+Z3hqSxKA9t29XHTSgVkr8u3HRlQZW8URvVb78TDcQXunWAagHIrFfgGC/sruzPFU6gk01uqGbFyevwP9GqShYL/sc2lKxgFFZ8rPahDzkfslmk+uufuNY2XbTjzo1+BC/oZ7KAwmWzkQ8ytUs4WuqdhzJOIePQXuXzHXWYk6KReeaHkH+e7Jyj+lOVmw91gKExtqWP6vJwPZPd9cRb29s4eamIQKddPfurM+aKxCtI2y7eVEe+F2oN72Iiy5vZBobzX6wXHHOYeHigb6FOnsyQ18ZcH0cFrymq27QgVlFUG0xwqE1oTVPzol69o9gUtP+Wi/oGW5iirasykVp1gGoFw9lmsfeTPctw+MRdBO5IpVHHsTtTGh1692f6n9qR1AIewt7C3KqNxyNiXj/PwbC8LGMZ/pKOYJnalM1gdUtAcexToV9kxvJO3rHsS0CXVZ5sqNO7rY0ZUm5sF+TX095Oj12V5QKu2HPVXby+mL56J7flEz6NVLV7N22+7QLBiNLGlNsfmiXkZ7LFYZFTKv5ppGS8UplgEoh2J5bt0HnPurlwY1WTkcjvIyqTHBzxbNy1IuUdOubexrPGHmpHoE4bCZ43lweRu+Ullmu3yKL3p8O15ie+h23MX2FOyxbMNux5ByiYYOjuadP6OFLZ0p3utIMbUlyfOXnZA1RnPRSQdmKQp7vdHxpSi212bN4pZyORMdacWSf1XRGOKqpaucUhkGduDT4SiWD3b38o1fvsiiw6ezbGM7Yv7Z3smEhhq6enwmNiZC/2Ff+s/nwl5DNE58U1283zjYB7t7Oe+uZUyfUB86kZzcVBv2Ju5+YUM4jvbU2u3h2AfolfINtXriTvS40bGvVCagvasnXGNkQyQL2rxlz5nKBDy4vC1LQUDfOqfo+ht7XRMbE2zuSFV93JVCjPkFkh3dhQdlHYMTBiByOEpAAfct2xQG9urqzYR+ui44VpuKNnekQsev1sv4xIYa0n5ATUxorq9hR1c6DMAVJZUJTMAwwhDHl5w8l1ueXBu6fFmzdRf7NSVD316Prt5CKhMwviERhgi2bO5IUZeIheMldnX+LU+u5cwF05g9uYEdu3t55d2OnHw9/bw12IWkX1kwPUyzvZu6RCz0n/bcug/C1ffn/OqlqvYRZhnzimWnUywlE/MYcLaUwzEUrAuUmpjQkIiTygTs25QMG3iA7l49aeaY2ZN44uLjwhlpaV+F7/CuPLMTrZPJhkQ8dOESddZpvSJH/XVFXdzYafnWL9gk03u645zDQ5cznmiXNHe/sIG3t3eFg/M23/wZLXT1+P3cMEVdudiZkNZkZr0hgF6TZFff27GjrZ2pMLRyNTLmTWGTm2rLOtNlLOGPogWsNiYlmzCHMui/twyqjyaegFLDryd7J+pqPDa1d9Paok1VDyzfFI6JKLR5yS7Wjfre2qepNisoF+hp27Mnj+s3+L0rleGwmeNZs2VX1gC6xc6+soP1rS1JrjvzEC749cso9NoZO7axZPFh4ZqrB5ZvYv22rlDRRGdtHTN7UjhJKFDwnXtfYaaJTmpdw7y6qSMMDWCXPtipxtGJQ5MaE4yvT4RjMjc8tqYq/YWN+R7LdWcekuW11LF3MJxxsaHMJPuwKpV85qJ8xL3B34qgBKUytSVJnrDwgO5xpDJB6FZm3bYuZk6qZ/bkBtqNeemGx9Zw1dJVpAMVxlk5++hZLFl8WBikS8/KquOzB+/HVUtXcdKNTwGE8ZQeWrE5NF/l+nazi0/TgSIdqDAAV3O9dqUfdd1vB9H/rrWZtvY9YV187bDprNq8MzR92RX4Np5Ke1c6y5xlnXHano8d5L9q6So2frCbOuXToNLU9aaYW6f4t8+0Mr8+w+F1vVx+SDN0dRV5F0YeNyts3QcsvuPFIc/nHy7D+dK2X9H51ttEKcf6jkog6Jdpb547MWdyI4fNHM+9yzbtFb2ciQ01WebLocgc83SmctynCb1dxHp7iAUBU8fV0Lk7RSadoYYAzw/wVMCRM5rY3tFNTAWc/8mZ3PX0et5v7yKmAo6fM4G/rN2On8lQh8LPZJg9sY5LTpgNvs/a9zr49bNvk0lnqPMUmXSGeBAwoznBzt0penrS1MVA/AA/k2FSXYw6D46c0Yz4Pive2cGs8bWs3LgD8QPiKJoTHl3dPdSK4ojpTYgfsHLjDpTvM77WI8j49PT0Egu0/HUeBOk0XhBQg6IuBr09aRKiwPeJqwAJApoTHjUqoHtPDxIE1IpC+T6xwMcLAv0byhN1xx1w7rlF3Qc3K2yEueGxNSW9MLZRRCAIht6gZEpU5NH1NbsGUCpQGaVSaHFmjQdDnSRWV6YZZYMtUB1sRflgDDTzbe223aFZYiSVSqEFtYXInUJ70UkH9nND4gl8vLWZlW07B7xvflDc7L+o5wd7HtBms5/+4XqOf7uIj8Fb4MacpLxN6J36vznAvw396P2Yav4/uFAGPYeA44dxjlwSwz2AXx7PF+VkzJvCLjl5LlNbkqE5rFA3PR+B0i9d7gs0EKWMS9QnYjRE4k0M+oVZAdte2ld4aAV7yLTmvvSc66sdQJhyTVMebPFqsUrFQ3/ZW8mrYTq1N5SHK0L0mv1A8eDyNtpzfMEFCla27QSy71u+RmGwOvDQ4xH1NR5+joksUH2KxvfGfJNTfpxiqT6OmT2JhkQ8fBGG+lWo6N/A5zoWLBfdvf6Apq8oNTGh0KCRdZGSm1YqAboObOOUN48a3jlGgwDoTGXCRXDlUNQ2vgcY/1KR2zSUw0d7hzVFPlw2rO5QvUeUokYD4Ng5+wyqgAIZ801O+alCxTLmTWHQN5WxnExpTma5hBgJPDN4GX2Z076ixhP8PP2afDozXpSvMOvOos+thd3PlwYggQq7+hIp3y9fpLyEkhZxnhLKhWlhOx2RL9CZxydi7E75+PQ5HcyVmaxj5r9W6YbJaC2bfd7i6tTzoEaEXhX0O09/+cAsoyBQ2Q1+vnvhmeV4pdbpjuUvc5KXfUxyjjUpVvgjxJEfXzwyngexGBk8As8jg4cXj9HcmIRkcrRF7MfYUyxLjoO0tTPrh/6e1C6CxECNRaHGLNKQSHa5eEqhlILaPnv3UBrWfGn5GrOs8rXFlht6Y+blXNeYI6AMRvARYG99c+v3QIMQ2lE92Brbh16vllSgG9HA88h4MQLx8MUjloiT8o0ZLRaDWIxUIASi89kyvngoL0bgeaQRkxbDN38LvBiJRBzf89jjgy8x0qKP01Bfy7wDJvHSuzvZ2RMQq9HnaKiv5ag5k3nx3Q52pQO6faivr2V7t09NIk7LuDo27ewh8GKMH5ekJlHDxp09oWxWLl88Fh7Syn+v3kpaYnjmOs47bg4q5nHbsxtpbEjQ1pnOup5AvPDLx060yOdvrNrYWx/P0tn2JmT2ZCUdACNjFJQC2w7HWOW0OjgtO+nrPT+CfeaGnoyb6nSzZEMgNCXjYVx76xr/WhPvZktnCj8Y+gSNgWbBTWyoYebBDbzybkeYr8YTnpxUz54Wn62dPWSCvo/CRYdP59RDpvZ3kT+u/xk84JFMI0eevD/3v7wplPXhLT6dqRTvxeqZmkwytSkWxj2C7Ekb45Ix/EBfg52WXK2KpeqmG4vIKcDPgBjwS6XUjwvlLWm68TX79VMsDodj9Dip5zrWqmmDZ3TkZYOJaVMMIz3duKpG0kQkBvwHsBA4CDhLRA4q80nKejiHw+FwZFNtprAjgHVKqbcBROQ+4AzgjVGVytGPQEVHazCjM/3TNNIvTRVI6yuf/1hDLzc0+VSOjVJFriv/8QuUG4Z8heoteqyByw1NPpXnnhU6Vla5Iu4Fg8iX71i7VR2ODxfVplhagU2R/TbgyGgGEbkAuABgxowZxZ/h/CcBxck3PwPkf+gtQ20s+r1Uiki54hqNfC99oWMNXK70RmMgBeFwlJtSTDmO6qbaFEu+litrEEgptQRYAnqMpegz7Ksta2+pDf3+5B5wh8PhGD7VpljagOmR/WnAeyNxIqdEHA6HY2SoqsF7YBkwR0T2F5EEsAhYOsoyORwOh6MIqqrHopTKiMi3gUfR043vVEqtHmWxHA6Hw1EEVaVYAJRSfwL+NNpyOBwOh6M0qs0U5nA4HI69HKdYHA6Hw1FWnGJxOBwOR1lxisXhcDgcZaXqnFAWg4hsBzaWUHQS8EGZxSkHTq7iqVbZnFzF4eQqjuHKNVMptU+5hMllr1YspSIiL4+kZ89ScXIVT7XK5uQqDidXcVSrXBZnCnM4HA5HWXGKxeFwOBxlZawqliWjLUABnFzFU62yObmKw8lVHNUqFzBGx1gcDofDMXKM1R6Lw+FwOEYIp1gcDofDUVbGnGIRkVNEZI2IrBORyyp87uki8n8i8lcRWS0i3zXpV4vIZhF51fxOjZS53Mi6RkQ+O4KybRCR1835XzZpE0TkcRFZa/4fX0m5RGRupE5eFZFOEfneaNSXiNwpIttEZFUkrej6EZEFpp7XicgtIjKssJwF5LpeRN4UkddE5CERaTHps0RkT6TeflFhuYq+bxWS6/6ITBtE5FWTXsn6KtQ2jPozVhJKqTHzQ7viXw8cACSAlcBBFTz/FGC+2R4HvAUcBFwNfD9P/oOMjLXA/kb22AjJtgGYlJN2HXCZ2b4M+Eml5cq5d1uAmaNRX8CxwHxg1XDqB3gJOBodLfURYOEIyHUyEDfbP4nINSuaL+c4lZCr6PtWCbly/n4DcOUo1FehtmHUn7FSfmOtx3IEsE4p9bZSqhe4DzijUidXSr2vlHrFbO8C/gq0DlDkDOA+pVSPUuodYB36GirFGcDdZvtu4AujKNcJwHql1ECeFkZMLqXU00B7nvMNuX5EZArQpJR6QekW4NeRMmWTSyn1mFIqY3b/go7EWpBKyTUAo1pfFvNl/1Xg3oGOMUJyFWobRv0ZK4WxplhagU2R/TYGbthHDBGZBcwDXjRJ3zamizsj3d1KyquAx0RkuYhcYNL2VUq9D/rBByaPglyWRWS/8KNdX1B8/bSa7UrJB3Au+qvVsr+IrBCRp0Tk0yatknIVc98qXV+fBrYqpdZG0ipeXzltw97wjPVjrCmWfLbGis+3FpFG4HfA95RSncDPgY8AhwLvo7vjUFl5j1FKzQcWAt8SkWMHyFvRehQdpvp04AGTVA31NRCF5Kh0vV0BZIDfmKT3gRlKqXnAxcBvRaSpgnIVe98qfT/PIvvjpeL1ladtKJi1gAxV8Q6MNcXSBkyP7E8D3qukACJSg35wfqOU+j2AUmqrUspXSgXA7fSZbyomr1LqPfP/NuAhI8NW07W23f9tlZbLsBB4RSm11cg46vVlKLZ+2sg2S42YfCJyNvB54OvGJIIxm+ww28vRdvkDKyVXCfetkvUVB74E3B+Rt6L1la9toIqfsYEYa4plGTBHRPY3X8GLgKWVOrmx4d4B/FUpdWMkfUok2xcBO2NlKbBIRGpFZH9gDnpgrtxyNYjIOLuNHvxdZc5/tsl2NvCHSsoVIetLcrTrK0JR9WNMGbtE5CjzLCyOlCkbInIKcClwulKqO5K+j4jEzPYBRq63KyhXUfetUnIZTgTeVEqFZqRK1lehtoEqfcYGpdKzBUb7B5yKnnGxHriiwuf+FLpb+hrwqvmdCtwDvG7SlwJTImWuMLKuYYRmd6Bnya00v9W2XoCJwJPAWvP/hErKZc5TD+wAmiNpFa8vtGJ7H0ijvwrPK6V+gMPQDep64N8x3i/KLNc6tP3dPmO/MHm/bO7vSuAV4LQKy1X0fauEXCb9LuAfc/JWsr4KtQ2j/oyV8nMuXRwOh8NRVsaaKczhcDgcI4xTLA6Hw+EoK06xOBwOh6OsOMXicDgcjrLiFIvD4XA4yopTLI6yIyITIx5ht0i2R9tEgTKPisg4EYmLSIdJmy3G02yJclwjIt8rtfzeiIhME5GS1i2IyMUikixHPhG5eRDvDY4PMU6xOMqOUmqHUupQpdShwC+Am+y+0s4/85X5rNLO9xzD4xJKD1t7MTCoYhlivluBy0uUw7GX4xSLo6KIyB+No8vVInJ+JL1NTNyQAuXiInKjiLxknBieXyDflaLjUzyOXo1s058VkUPN9n4isi5P2RNFx8R4UHT8i2tEZLGILDPnnGXy7SsivxeRl408R5n040VkpemZvWI8GrSac78qIqtE5JMm7xJTfrWIXBmR4XQj/zMicquIPGzSG0XkLnO+FSJyWh75Be3J9nGzXycid4uOzfGK7UGYurzJyPOaiFwoIhehHRw+IyJPmHwLReQFU/Z+cz1Z+cyx7jHnWCUi3wFQSq0HpojIPoXuqeNDTKVXZLrf2PqRE4MDs3IYvaL+DWC82W8DWoA40GHSZgOvmu0L6YtLUQusQDsIjJ7rCPQq6TqgGXgH7cwP4FngULO9Hzp8Qq6sJ6Jdqu+L/iLfQl9sjkuAn5rt+4GjzPYsTMwOtBfhI812IzqGzKXApSYtBjTm1EMceAYdX6Pe1MNMtDPBB4CHTb7rgEVmezzae0QyR/45wIuR/UuB2832wcBGdByifzLXEMuRpQ1oMduTgaeAerN/BfCDPPmOBB6JnLMlsv0r4IzRfgbdr/K/OA5HZblIRE4329PQ3m5fHkK5k4GPicgis9+MbkjfjeQ5FvidUmoPsEdE/liCfC8q4+xSRN4GHjXpr6ODJ4FWQHOlLzDfeBGpA54DbhaR3xo5dovIMuA2MybxsFJqpSlzloich1YsU+lTLGuUiTkjIveifT3Z618ofVFPk8AMtIKxTAG2R/Y/BVwPoJRaLSLvoZX1icDNSinf/C1ffJJPGpmeN9eZQCvnXNaZuvgZ8Cfgscjftplrc4wxnGJxVAwRORHd+B+llNojIs8yNJs+6C/4C5VSTw6Sr5CPogx9pt+BztkT2Q4i+wF974sAR6j+40XXiMhS4HPAMhE5Tin1vyJynEn7jYhcvh2S/wAAAjhJREFUi3aM+V1zjA4R+S8j00AhZAX4gtImpkLsybm2QscTBnelLsCflVJ/P1AmpdQOEfkE2gP1d9D+tWw8n6SRyTHGcGMsjkrSDLQbpXIwcHgRZR8FLhTt3hwRmWt6CVGeBr4kIknRcTM+H/nbBmCB2T6zJOn7eAL4lt2JjN18RCn1mlLqWrSpbq6IzAS2KKWWoB0dzgOagF1Ap2iPvzZe+WpTZroZL/la5JyPohtue855eeRagw5Ta3ka+LrJ/zF0j2YdulfxTenz3DvB5N+FDosL8DzwGdFefa0H7Dm5+cwYiiilHgCuQof9tRxInwdjxxjCKRZHJfkfoF5EVgJX0hc9cyjchvbw+qqIrEIHjcrqcSulXkLHklmJHp94OvLn64Hvisjz6DGK4fAt4Bgz8P0G8A8m/ft2QBzoQDfgJwArRWQFOpzsrWhPuW+gG93b0SY0lHZx/2204noGHUdjpzn2D9F197qIrEaPXWWhdGCoTaLdqGPOVScir6ODfS02vazb0ONHr5l78VWTfwnwhIg8YcyB5wH3mzzPoxVFVj50TJCnRU8Lvx34AYCI1KLHn1YUVbOODwXOu7HDUUWISKMZmxG0AnhdKXVrEeW/AhyslLp6pGQsQo6DlFI/HE05HKOD67E4HNXFN83X/xvo2W23F1n+QbJjno8WAtw02kI4RgfXY3E4HA5HWXE9FofD4XCUFadYHA6Hw1FWnGJxOBwOR1lxisXhcDgcZcUpFofD4XCUlf8HUMAaCY2cldgAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "indice_rupture = x.index(1481)\n", "x1 = np.array(x[:indice_rupture])\n", "y1 = y[:indice_rupture]\n", "x2 = np.array(x[indice_rupture:])\n", "y2 = y[indice_rupture:]\n", "\n", "reg1=np.polyfit(x1,y1,1)\n", "reg2=np.polyfit(x2,y2,1)\n", "\n", "L1 = reg1[1]\n", "C1 = 1/reg1[0]\n", "L2 = reg2[1]\n", "C2 = 1/reg2[0]\n", "\n", "plt.plot(x, y,'o',markersize=1.5, label='Données')\n", "plt.plot(x1,reg1[0]*x1+reg1[1],linewidth=5,label=f\"T = {L1:.2f} + S / {C1:.2f}\")\n", "plt.plot(x2,reg2[0]*x2+reg2[1],'r',linewidth=5,label=f\"T = {L2:.2f} + S / {C2:.2f}\")\n", "plt.xlabel(\"Taille du message (octets)\")\n", "plt.ylabel(\"Temps d'envoi (ms)\")\n", "plt.title(\"Temps de transmission en fonction de la taille des messages\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour les messages de moins de 1481 octets, on a donc :" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "L = 3.1285830578733735\n", "C = 2100.800143715756\n" ] } ], "source": [ "print(f\"L = {L1}\")\n", "print(f\"C = {C1}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Et pour les messages de plus de 1481 octets, on a :" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "L = 5.289832573707131\n", "C = 387.7603997848882\n" ] } ], "source": [ "print(f\"L = {L2}\")\n", "print(f\"C = {C2}\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_code_all_hidden": true, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }