From 83f56f632e521c871f6dd6b7e2cd79c168bc61a4 Mon Sep 17 00:00:00 2001 From: 17cd4b4f3c8048294d09f68a9013c24d <17cd4b4f3c8048294d09f68a9013c24d@app-learninglab.inria.fr> Date: Thu, 23 Nov 2023 21:06:51 +0000 Subject: [PATCH] q3 finie --- module3/exo3/exercice.ipynb | 137 +++++++++++++++++++++++++++++++----- 1 file changed, 121 insertions(+), 16 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 31952f7..df98f8b 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -66,7 +66,8 @@ "source": [ "%matplotlib inline\n", "import pandas as pd\n", - "import matplotlib.pyplot as plt" + "import matplotlib.pyplot as plt\n", + "import numpy as np" ] }, { @@ -113,7 +114,7 @@ "\n", "def convert_time(raw_time):\n", " if(pd.isna(raw_time)):\n", - " return None\n", + " return 0\n", " return float(raw_time[5:])\n", "\n", "def format_data(raw_data):\n", @@ -149,7 +150,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -161,8 +162,8 @@ } ], "source": [ - "def display_graph_1(start=0,end=-1):\n", - " plt.plot(data_1[\"date\"][start:end],data_1[\"time\"][start:end])\n", + "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", @@ -188,7 +189,7 @@ "outputs": [ { "data": { - "image/png": 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YBlAtE2QyFlJmQQyGMmMUgWEA1eIyqZZYiMGQD6MIDANILExT6RZBlVg+BkM+jCIwDMCqtoKyCj9OgyEfRhEYBlAtLhOjCAwGG6MIDANIpI9WeLOhuGlDbTAARhEYMuAu1FLpFoHpPmow2BhFYBhAtSzhGKsSF5jBkA+jCAwDqJY75Wrpsmow5MMoAsMAquVOuVqC4gZDPowiMAzAvUNWBa3gSdJUFhsMNkYRGAbgvUOuZPdQtbjADIZ8GEVgGIB3Yqzk6uJqcYEZDPkwisAwAG9efSXn2FdLBbXBkA+jCAwD8FoElew2qZaeSgZDPowiMAygWhRBzFgEBgMAoVIOLiKbgQNAHIip6gIRGQ/cDcwGNgOXq+r+UsphKAyr2oLFFez+Mhj8MBwWwdtU9XhVXeA8/xqwUFUPBxY6zw0HEXFPOmUlT5IxkzVkMADlcQ1dCtzmPL4NuKwMMhhyEPck1lfyJJkIFlewsjMY/FBqRaDA4yKyVESudl6brKrNAM7/SSWWwVAgKRZBBSuCaumpZDDko6QxAuAMVd0pIpOAJ0Rkjd8dHcVxNcDMmTNLJZ8hA153UCVX3SaX5LQrqEWkzBIZDOWhpBaBqu50/u8BHgBOBnaLyFQA5/+eLPveqKoLVHVBU1NTKcU0pOHNoqnkGIHXEjBGgaGaKZkiEJEGERnlPgYuAt4A/gJc6Wx2JfBQqWQwFEdqi4nKNQliVZImazDko5SuocnAA465HQLuUNXHROQV4B4R+TiwFXhfCWUwFEGKRVC5eiDlOE3A2FDNlEwRqOpG4LgMr7cC55fqcw2Dp1oKyrwrcVbycRoM+TCVxYYBVEv3Ua/by7SZMFQzRhEYBlCVwWKjCAxVTE7XkJPV837gLGAa0IMd8P0r8LhW8qolVUy1BFHjVaLwDIZ8ZLUIROQm4I/ONr8EPgp8AXgBuxr4RRE5cziENAwv1dKG2lgEBoNNLovgBlV9PcPry7CzfmoBU+lVgaQsTBOv3AkyJVhcwQrPYMhHVosgkxIQkTEicrTzfq+qri2lcIby4E0ZrWyLoDp6KhkM+cgbLBaRhSIyWkTGASuAO0Tkp6UXzVAuqqUNdaprqIyCGAxlxk/W0HhV7QDeA9ymqscDby+tWIZyUi11BFaVtNs2GPLhRxGERKQJuwL44RLLYzgIqJY6gphxDRkMgD9F8EPgWWCrqi4WkTnAptKKZSgnVVNH4Dm0So6FGAz5yNtiQlXvAu7yPN+IvbiMoUKJW4oIqFb2nbIJFhsMNnkVgYjMBP4De43hxPaq+p7SiWUoJ3FLCQcD9Mesip4gq2UBHoMhH36azv0F+APwBGByK6qAuCo1jiKoZJeJZSnhoBCNq1EEhqrGjyLoV9XrSi6J4aAhbinhUAD6KvtOOWZZRIIBovF4RcdCDIZ8+FEEvxKRbwF/B/rcF1V1ecmkMpQVS+07ZajsrpyWQiQUoKs/blpMGKoaP4pgHvBvwD+RdA0pcHaphDKUl7ilREJ2QlklT5Axy0ocZyVbPgZDPvwogsuB2aral3dLQ0VgWRAJOhNkBbtMLAvCVXCcBkM+/NQRLAdGlVoQw8FDXDU5QVbwnXLc0oTCMy0mDNWMH4tgArBGRBaRGiMw6aMVitc1VMmKIOY9TmMRGKoYP4rghyWXwnBQYWnyTrmSFYHlsXwqORZiMOTDT2XxwuEQxHDwEIsrDZHKVwTVYvkYDPnItULZ0yLyKRGZlvZ6SETOFpGbReSjpRfRMNxY6tQRUNkuk7iVTJOt5OM0GPKRyyJ4J3ba6AMicgiwD6gDaoCFwK9VdUnpRTQMN3YQ1Z4gK9ll4rbScB8bDNVKVkWgqt3A9cD1IlIDTAJ6VHVvIR8gIkFgCbBDVS8RkfHA3di9izYDl6vq/uLEN5SCuHpdJmUWpoTELaXGuIYMBl/po6hqn6puK1QJOHwWWO15/jVgoaoejm1ZfK2IMQ0lxLKUUMCdICtXE3jTZCu5p5LBkA9fiqBYRGQ6tovpd56XLwVucx7fBlxWShkMhRNXJRgQQgGpWN+5qppgscHgUFJFAPwC+AqpXUsnq2ozgPN/UqYdReRqEVkiIktaWlpKLKbBi2VBQIRAQCrWNeTO+9WQJmsw5KNkikBELgH2qOrSYvZX1RtVdYGqLmhqahpi6Qy5iFtKMABBkYp1DbkTv5sdVahr6Pl1LTy9Zs+Qy2UwlIOswWIReVZVzxGR/dhN5sT7X1XH5xn7DODdIvIOoBYYLSJ/BHaLyFRVbRaRqYD5NR1kxCzbNRSsYIvAVQRJi6Cw/f/3mQ30ROO87ciMBq3BMKLIZRG8zfk/EWjK8D8nqvp1VZ2uqrOBDwBPqeqHsRe6udLZ7ErgoeJEN5QKS5WA2IqgUoOobuyj2BYT0bhFtFK1pKHqyJU+ajn/4yIyHzjTees5VV01iM/8MXCPiHwc2Aq8bxBjGUpA3GMRxCrdNVRkvUQ0rkRjlakkDdVH3hiBiPwHcA8w0/m7V0T+vZAPUdVnVPUS53Grqp6vqoc7//cVI7ihdFiWbREEpBpcQ8GU536JWQeHRfDAa9vZ2dZTbjEMIxw/weKrgZNV9Ruq+g3gFOCa0oplKCdxVUJO+milVhYng8WS8twvsbjSX2ZFEI1bfP7u17lv6fayymEY+fhRBAJEPc+jzmuGCsXrGqrUOoIBweIRGCOIxW2Z+2Plt0wMIxs/bahvB14Wkfud5/9MsiDMUIFYqgQCQiBQufn1A4LFBbuGlGi8vOcm6sRvyq2QDCMfP22o/1tEngbOwrYErlHVV0oumaFsxC0lKEIoEKhYRWAlgsXFrUcQiyvRMt+JJywCowgMgySvIhCRnwF3q+p1wyCPocyoKpZiWwRSue2ZY0PgGir3BBxzPj9WZsvEMPLxEyNYBfxARNaKyI9E5PhSC2UoH64FEHTqCOIVOsm4xxkqMn3Udg2VOVjsyFxuOQwjn7yKQFVvVtWLsCuFtwK/EJE1JZfMUBbcO+NgwO43VKkWgVsoFwoEigqKR+MWlpY3huJaBOW2TAwjn0J6Dc3AXkPgEGBTSaQxlB23fiwQEELByk0fdd0pyZ5Kxe1fzrvxaEKGyvyODMOHnxjBD4H3AtuwF5Q5xRSBVS4Ji0DEniAr3CIIBgIEAoU3nXMrrvvjFrXh4JDLV4gMMWMRGAaJn/TRZuBsVd1damEM5ScRIwi4bagrSxGs39PJpr1dNI2qAbwWgf/jVE2mjpYzc+hgsEoMlYGfGMENgIjIySJyuvs3DLIZyoDlUQShClQEf3hpM1+9f3niuJLrLvg/Tu+25XTLRBMxgsr6jgzDj1/X0EeANUDceVmBd5RQLkOZSAaL3V5DlTXJ9EUteqPxgcHiAo4z5tm2nFW9rszlrmcwjHz8uIbeC8xT1d5SC2MoP5bnTjkYkIprXxC1LPpiVsKtEnBdQwXECLyumHJm7LjWSKV2iDUMH36yhjb53M5QAXgtgkrsNRSL22sVu5N5KBAgUGBzPW8BVzn988mAdWV9R4bhx49FcAB4TUSeBPrcF1X1CyWTylA2EmmV7sI0FeYacifPnqjt5SwmWBz13IGXVREcBAFrQ2XgRxE85vwZqgDXdx4I2OmjsQpTBK47pddRBK4LrBDL52CxCNzPNllDhsHip+nczSISAWaq6vphkMlQRpLpo1Rk+qibc9/dbyuCkFtHUKRrqL+Mq5S5SrrSlLVh+PGzQtk7gRXAE87z40XkgVILZigP3kKrUAWuWexOmq4iCARsZVCImz12kLiGEumjxjVkGCR+gsDfw16VrA1AVZcBc0splKF8uPNasIj8+pGAO2m6rqFQIEBACrQIrIPDNWQKygxDhR9FEFXVtrTXKmt2MCTwuoYKDaKOBJIWQQxwjrNAheedeA+GrCHjGjIMFj/B4tUicjkQEJFDgc8CL5dWLEO5SASLxaksrjTXUFqMICBScJfVlBhBWSuLTdaQYWjwYxH8B3AiYAF/BnqBz5VSKEP5SO81VGm1Su7k2eMJFheaJpsSIzgIKotNG2rDYPGTNdQFfNX5842I1ALPATXO59ynqt8RkfHYXUxnA5uBy1V1f2FiG0pFfED6aGVNMul1BAHHNVSIeyVq0kcNFUZWi0BEbhKRG0Xkp0WO3Qecp6rHAccDF4vIqcDXgIWqejiw0HluOEjwrlBmB4vLLNAQE0uzCNyeSoVkRx0sdQSu8ir3AjmGkU8ui+Au539fjm2yoqoKdDpPw86fApcC5zqv3wY8Q4HWhqF0eF1DlZg+Gh1QWSyFB4s9VlI5YwSxtKB1MFCedREMI5+sikBVFw52cBEJAkux001/raqLRGSyqjY7n9EsIpMG+zmGoSO96VylLXoSjaXWESQW4BmBvYbSXVTlWiDHMPLJqghE5DVypImq6lvzDa6qceB4ERkLPCAi8/0KJiJXA1cDzJw50+9uhkHixghCQddlUmaBhhg3RpBeWVyYIjg4gsWphW0V9kUZhpVcrqH3Ov+vAYLA7c7zK7Ab0flGVdtE5BngYmC3iEx1rIGpwJ4s+9wI3AiwYMECc5UPE94FW0LByqsjGNBryAkWF1KdGy1RQdm1f1lJZ1+M/3nfcb6291omlWa5GYaXrMFiVd2gqhuA01X1C6r6mvP3JeCifAOLSJNjCSAidcAF2Ivb/AW40tnsSuChwR6EYeiw0hemqbAYgTtheoPFwUJbTMSHJkagqvznQ2+wdIudNLdqZwcvb2z1vX80pZ7BKAJD8fgpKGsUkVNV9WUAETkFaPSx31TgNidOEADuUdVHROQl4B4R+TiwFXhfkbIbSoC3xUSwQJfJSCA6oLJYCBbaYmKIYgRd/XH+8NIWxtSFOXHWOHqicXZ39BK3lGBA8sthXEOGIcKPIvg34FanLkCxC8o+lm8nVV0OnJDh9Vbg/ALlNAwTCddQpbaYiKdlDcngsoYGowjauvuBpJuqNxonGlf2dvYxeXRtfjkOkqC1YeTjZ/H6V1R1PnbjuVNV9VhVfaX0ohmGA1XlN8+sZ0trF5DqGgoG7MujUhansSxNBL/dSXQwdQThoAxqAm7viQLQG3Ua4cVshbCjrcfX/vGDpAuqYeTjewlKVW117uYNFcSBvhj//dib/G3FLiBZpOS6hryvjXSiaVXSAQEpxiJwJt26cHBQ6xG0d9uKoC/mWgT2uM1t/pYHT3VRVcZ3ZCgPZi3iKsdNf3Qno0QdgdNrCKiYorL0ydL1wxfabttVjPWR0NBaBI6LaKdPi6BU2UuG6sMogirHnRzd9Elvi4mQM1FWSpwgPcXSVQTBgruP2uPUR4KDixEkFIGtAPocheDXNXSw1DMYRj5+Vih7j4iMch5/TUTuEZHjSy+aYThwJ7I+VxGkpY9CBbmG0i0C5/gKdw3Z29ZFgoNaHSxhEcQs4pYmUkB9WwRe11CFfEeG8uDHIrhWVQ+IyOnAu7A7h/62tGIZhgt38nEnNMvyBosl5bWRTnonVdf1FZDC21AHA0IkFBhU/n5bd9IicK0CgOZ2nzECy8LRZcYiMAwKP4rAvUIvAX6jqvdjt5Y2VABuwNGNEXgtgoRrSLUi3EOxNIvAPb5ggIIXpgkFhHAwMCQxgr6YlVAEIv4tglhcqXf6C5kYgWEw+FEEzSLya+ADwN9EJOJzP8MIIN015G06594x//Cvq3n3DS+gIzxonD5ZJmIEBbbbjsaVcDBAJBgYVLZOe49dR9AXjdPrnP/p4+po7epPsRCyy2FRF3EUQQUoakP58DOhXw48C7zDWUBmImYNgYoh3TXkbUPt+tCffnMPK3d2sHZ3Z+ZBRgjpsY6g1zVUiEVgWYSCMug6gkyuoUMn2kX7ftxDMUuTisC4hgyDwE9BWSd2j6DzRORTwERVfbTkkhmGhWT6qBsstl8PeiwCd8J6fOWu4RdwCEkP7LqKLlREsDgUCBAOBoYmWBxNuobmTGwA/LmHYnGL+nDIkckoAkPx+Mka+iZwJ3AIMB24Q0S+XmrBDMNDND1G4ARUA4GkDx0gEgzw+Krdwy/gEOJaBG6ANeCpIyis15BFOCiEQ4OLESQsgljSIjisyVYEflJIY5ZSGzExAsPg8eMa+jBwkqp+U1W/CZwM/GtpxTIMF9EBriH7dW/WEMCHTpmgXvJkAAAgAElEQVTJih3tvgOZByNu3n1DxL6LDhVbR2ApoaAMOkbQ0eN1DdmyzWlqJBgQtrZ255cjrtSF7Z+wqSw2DAY/imALqc3pQsDG0ohjGG7604PF6gkWO7fOk0bV8JHTZgHw5OqRaxW4k2W9cxcdCBRbR2ARDgQGFSOIxS0O9MUISGrWUGNNiFnj61m/J388JmpZ1EeMa8gwePx0H+0GVorI37G7j14EvCAi1wGo6hdKKJ+hxMSyVBaHPOmjb5k+lsOaGhlTF2bdCA4Yu3UEDTUhONCXOL6CW0zE1QkWF+8a6ui122BPaKyh5UAfB5znteEgh01qZH1L/vMci3uCxUYRGAaBH0XwV+fP5eUSyWIoAwMqiz1ZQ4GEIhgDwMTGCK1dfWWQcmiIpVsEUqxryBp0sNhtQT15tK0I3Oe14QCHNTXy9Jo9tuURzG60x+IWtSH7WAazQI7BkFcRqOrNwyGIoTwkXEOOa8JSRZyunBFnEkoqghr2Hugvj6BDQDQtRuBtOqdqt+SOW8qvnlrP5SfN4JCxdVnGUcJBu7K4WN+8mzE0ZXQtb+zoYL8TOK4LB5k7qZGYpWzd181hTdnXgIpaSiRkp7GapSoNg8FP1tDFIvKKiOwRkX0isl9E9g2HcIbSkwgWx5MWgZtWedphE/jepcdw5tyJgKMIRrJF4Fg7DTX2XbQ3WAz2sT+7toVfLlzHUzliIXYdweBiBG7DuUnOAjSuYqhxFAGQN04QiyctE+MaMgwGP66hG7CLylYA5mqrMBJ1BNFk0znXJVQbDvKvp81ObDuhMUJr58i3COpr7Ms+4GkxAfax37tkO5Db1RL1tJiIWYplJc/Zvq5+vnLf60waXctFR0/m3CMmZRzDXYtgiqMIUl1Ddgrp+j2dvP2Y7MfjxipCATFZQ4ZB4UcRbAeWqapRAhVIoo4gnmwx4d4hpzOxsYb2nij9MYtIaOR1GXGPtcGJEbjH6U7iezv7WbjGtgRyuVpicTtbx/XfRy2LmoA95qKNrTy5eg+RYICFq3ez6BsXZBzDtQAmj7bbdrX1RBGx6zVqQkEmj65hQx6LIGrZMYTBNr8zGPwogq8AD4vIM0DCL6Cq15dKKMPw4W0xoarEciycPqExAth3vVPG5F9T92AjUUdQkxojcBXCA69uTyiLXK4Wbx2Bva3iDMmWfXb+/yXHTWXh6j1Zx3CLybyuodpQEHFkmTupkQ15Moe8ze9MjMAwGPzc1n0XuwPpWKDJ82eoALwdOftilu3myKwHmNho373u7Rz6OMGejl5W7ewY8nG9uI3Z0oPF7v87F2/j2EPswHh+15AdI4DUPj9b93Uzrj7MhIZITmXS3hOlsSZEo6NB2rqjiVRQgLlNjWxo6cra6M9V2nasYnCFbQaDH4tgkqqeWHJJDGXBO1n1xy3imt0imOhYBEOpCHqjcb54z+s8tnIXQRGWX3sRteFg/h2LIKtF4Pzf0dbD5y44nG88sCKva8htMQGp53Brazczx9cTCgYGtL320tbTz5i6MDXOGG3d/dR5jnvWhAY6+2Ls6+pnQuPAru9umm84IISCYlxDhkHhxyJYKCLnFTqwiMwQkadFZLWIrBSRzzqvjxeRJ0RknfN/XMFSG4YM7yTWF7WIWxAMZL4sXItgKAPGNz23kb+uaOYt08fQH7cSbRdKgTsxu1lD6YpgYmOEdx8/LW8WjvdOHEiZhLfu62bmhAa7xiBuu9ve2NHOdx56I6WfUUdPlNF14YTSa++JpihAt9Yh2wTvZkAF3VYXpvuoYRD4UQSfAJ4Ukc4C00djwBdV9SjgVODTInI0dgvrhap6OLAQ09K6rHgnmr5Y3A4WZ7kqJgyxa6i5vYffPLOBf5o/hatOnw3Agb7YkIydiajlrjXsWARusNj5/+FTZ1ETCubNwrFbTKTGCNzXd7T1MGt8PZFgcpnPp9fs4baXttDiOW890Tj1kWCiIMxSO3XUJRGIjmWWw1VUYSd9tFKWEzWUBz+KYCIQBsZgxwYm4iNGoKrNqvqq8/gAsBq7g+mlwG3OZrcBlxUutmGoSHENxRzXUJasoYZIkJpQgNauobEIfvHEOixVvvGOoxK+8s7eEiqCWFrWUCAZmJ0zsYErTrH7KeXLwvG2mIDkOWxu6yVuKTPH16e8576/fX+yYV9f1KImFKA2nPwJeh+7bqesFoGjfEJB2zVk6ggMg8HPegRx4H3AV53HU4GCFq8XkdnACcAiYLKqNjtjNwOZE60Nw4L3jjMRLM4SIxARp7rYv0Wgqly/cB0tGfZZ2dzOaYdNYMb4+qQiKKFF4PYaqk1TBKfOmcBTXzqXplG2xZMvC8dbUAbJPk1b9nUBMHNCfcodfV9CESQ7ivbFbEXgtQJc6wBIWBTZJnjXunFdVINZF8Fg8FNZfAPwNuAjzkvdFLB4vYg0AvcDn1NV32khInK1iCwRkSUtLS1+dzMUSEaLIFvaELYffW8BFsG2fT1c98RaHl81cFGbfZ39ibhDY62tCA6U0iKIq5Onb1/22Y4zXxZONK6EAwODxVud1FHbInCURNxKTNLeNQb6YnFqQsEUK8CbNZRubaTjWgSui8q4hgyDwY9r6HRV/STQC6Cq+4CIn8FFJIytBP6kqn92Xt4tIlOd96cCGZOtVfVGVV2gqguamky2aqnwrnXbF7NSWkxkYmJjDa0FxAh6nQVv0id4VWVvVz8TGuxLaVRNGCixRRC3l5jMpwjyZeHY4wQGxAi2tnYTCQWYMro2MZHHLI8i8LqGYha1YXsM93SnuIZ8KoLBtrowGMCfIoiKSAC7BTUiMgEfrSbEroy5GVitqtd53voLcKXz+ErgoYIkNgwp3myTvliceA7XENhFZYUEi93WFQd6U7OBuvrj9MesRJGaaxF09pYwa8iyC7AiwdTK4nQieVxDUSs1RpBwDbV2M2NcHYGApLiG3PcHxgjsAjJXMXldQ8mxswSLHddQOCiEjGvIMEiyKgIRcWsMfo19V98kIt8FXgB+4mPsM7DdSeeJyDLn7x3Aj4ELRWQdcKHz3FAmBriGfFkE/VkLndLpj9sWQXoQ2LUqxjfYriE3pbOUFoHb1jkySNdQzLMwjTsuOKmj4+vtMTzBXte68LqGemNxahwLwE0b9cYLIqHcMYKERRAIOCulGUVgKJ5cBWWLgbeq6h9EZClwASDA+1T1jXwDq+oLzvaZOL9gSQ0loT9uUR8J0t0ft4PFeWIEExpriFmatdApnaRFkKYInDiDaxHUhIJEQoGSpo+62T75FEGuLBzLUiwl1SKI2yuMrW/p5Iy5E4DUYK871o79PagqIpLIGgLXEogW5hpKBIudNtQmRmAYBLlcQ4lfiaquVNVfquov/CgBw8ghGrcSGTuuayiXInDveC+47lnuXLw17/jugjcdAywCRxE0JMNNo2pCpU0fdRaUcSfgbC6wXFk4SZdM0rKIxi1e39ZGf8zi5EMnJN5333PH6onG2ddlW1NusBiSsYG6THUE+YLF7kppxjVkGAS5LIImEcm6DGWa398wQonGlcbaEHsO9DlZQ9knSIALjprEHz52Mt98cAX3LNnGB0+emXP8vkSwONX3v89Z18BrVTTWhkrsGkouKAPJ9QjSiQQD9DgL9aSTdMl4C8osXt64DxE4efZ4+31PILnPM0nvaOthdF3YLiALpbqGajMogmw9jxIWQSBgxwhMryHDIMhlEQSBRmBUlj9DBZBqEVhOG+rs24sIZ89r4ojJo3wFKN1JMH2C35vBImgssUWQyPZxLYIssZBcWTiuCyYUDDC2PkwwIKzc0cGiTa0cOWU0Y+rDiTEgaRGMcs7xjv09iXOSHhvwuoYSSiabZZKikEzWkGFw5LIImlX1e8MmiaEsROPK2Dp78koEi3NYBC41oWDKnW42ssUI9nX10xAJptwFN9aESttiIq62SyeY2yLIlYXjZhOFg8LY+giXvGUqdy7eSlw1xTryWgv9cYs5TQ28vr2d7ft7EsuCusHidMsAIOw3WOwUlJk21IbB4CtGYKhconErkbrZ5xSUZbtT9hIJBRJun1xkcw21dvYxvjG1HGVUbYktAsvuGupO0tkUXq4CrYRF4DTm++TZh9HVH6c3anGKEx+AgTGCCY01NNaE2NHWQ6+jZAa4hjKkj+avLLYL20wbasNgyKUITGZPFRB1sobAXsDe8m0RBBJ3+7nwuoa8KaetXf1MaEjNOmqsKW2MwF3IJRAQpoyuTSwKk04u15D7eshx/Rw9bTTnHmEXPJ586HjPGMk6gP6YRSQYoGlUDS2dfUmLwA0WOwqhJkPWUNYYQaKyOEA4IIlOpwZDMWR1DTkVxIYKJ+pMUjWhAH1xi5il1PlUBH564LuKwA2aune/rZ39TE1b5ayxNkRXiesI3CDuE184OyVLx0soRxaON1vH5QeXzWfF9nbGe+Id4bT00UgoQF04SF80njgn6RaBV55I3qwhb/qoW8WsKXIZDH7xszCNoYLpjyvhUCBxh2/5dA3VhIMFWQQAHb3Jnvv7uvqZf8jolG0ba8KlrSOwNBGQHVUbzrpdOBhIab2ROkYyW8dl+rh6po+rHzCGu727xnOdp14D8BSUZYgRpDW0S8eVz7tATiyulGhNH0OFM/JWIDcMKdG4bRFEQkF7hTKnDUM+apwYQT53hDeO4AaMVZXWrr5EVbHLqNoQ/THLV+yhGGJxK2UCz0auLJxoBosgE4mGdDGl32MR9ETjCddQbSg1bdSrCIIBQcSHRRAIJL4vs0qZoViMIqhyos6yi65FkK/XkEtNKICl5K1o9VoNbiC4ozdGNK6JpS9d3DTWrr7SKIL+uD/XSa4CLW9rh9xjJCfnPsf9VhcJ0pPBIki6iJJjikhilbOMciTSWJN1EabfkKFYjGuoyrHbLgQSd/hWjoVpvLiBzr6YlXCDZMLrGjrQGyPutKeAZHsJF+/iNF5/+2D5zJ2vceSUUc5aw/nvfUI5eg15s3VyEUnLGqpxLILeaJze9GBxBovAHSPbCmXJWEUgsV9vliI4gyEfRhFUMaq228Jtl1BIHYF7F9oXjScm8EykuoainP+zZxjj1C2ku4YSaxL0DW0H0qWb99HTH0usNZyPSFCIWlaiL5AX7wSci1AweZfudQ2lxAhyBIvtz8hV2Oa6hiSR9WUUgaFYjCKoYlz3QiQodvA3ZmHlaTHh4k5i+YrK3JW4+mIWG/d2sbk1uUrXhLS7/lElWq6yJxqnvSeaWGs4H+FgAFXseEkwXREkJ+DcY9jv90YtVO0x6yJOjCChCJzK4gzpo64c+WIVoUAgoUCytcUwGPJhFEEVk1gAPRigJhhINp3zkYHoTlr5/NJ9UYuJjTXsaOth+fY2AC4+ZgrLtrUxY3xqpk1iTYIhzhzqjVp09MQS3Ufz4e0TFErLwol6WkzkIuzEELr77WNxs4Z6o/GEleSewwuPnsy+rn6a0rq55owReNJHXUXQ3W8UgaE4jCKoYlz/czgYoCYcoKsvVkCwOBkjyEVfLM74hgg72np4fVs7AN9851FMH1c3wO1SinWLVZWeaJyO3mhireF8JGoALIs6UjWBt8VELgIBIRSQxLFEgvadezSuiVoJN2to1oQGvnLxkQPGiOSoGPYGi901mI1FYCgWkzVUxbh3m4k6Ah8L07gkXUO5J5++mF25XB8Jsqujl0gowLSxA5UAlGbd4kQb7J5oYq3hfCTaS2dQclGfWUNgK1h30ndjBABt3XYMJN0VNHB/GSBD3FIWb9qXtOY8rqFeYxEYisQogirGnUwiTgqin8XrXfxaBP0xi5pwkFHOJH/ohIas45di3WI3gNrVH6cnGvdpEaSuRewlZvmzCMC+W+90UmFd1xDAfkcRRPK5lzLECJ5as4fL/+8lVjd3EBDb8qg3FoFhkBhFUMV4c+JrQkH2HOhjb2cf08bW5d3XvZvNV13sBotdt8+hExuyblsbDhAMyJAGi72TY3/M8hcjCGTv/Ont+pmPiMciqPFYBO09/USCgbwuuEwxAne96I0tXQkZTLDYMFhMjKCKSXcNtffYd6rnzGvKu697N5vfNRSnJhRItHQ4tCm7IhCRIW8815PmLsl3Fw6krDyWTtRn1hDYE3kiWBwMJNo/tHVHE661nHJksAhcJbltf3fCzZWIERjXkKFIjEVQxaS7hgDGN0Q49pAxefctJGuoJpR0Dc3JYRGAsybBEFoEvWkWi1/fPmRzDfmrIwB7TYEuZ3J200fBdg3liw+4+6fL4CrJ3qg10CIwisBQJEYRVDEp6aOOIjjr8IlDnDVkURMOMNqxCObksAgA6iPBxF30UJDuLhm8a8hfZTFkDxa3d/cnzl++/QdYBB5ryY1ThIN2vyHjGjIUi1EEVYxXEbgWgR+3EBSSNRRPixE05ty+viY0pPnw6dW2vnoN5XQNJdcByEckGEimj3qzhnp8WgQZVkrzxk+81o1brGYwFEPJFIGI3CIie0TkDc9r40XkCRFZ5/wfV6rPN+Sn31NHMLo2TEDgrMMLVQT5LYJIKMC8KaM4fFJj3h5C9eGhtQjSFYG/7qP5s4b8FaZJqkUQSRZ++bEIMsYIPBaBVwa3j5HBUAyltAh+D1yc9trXgIWqejiw0HluKBOJGEFI+MDJM7nvU6fTNKomz1427oLrubKGVNVpuBbk42ceyuOfPzvvuA01wSG1CNLvkv12H4XcFoFf15DbnNUtKHPxEyy2ew2lKiPveg3egLW71oHBUAwlUwSq+hyQvsrZpcBtzuPbgMtK9fmG/CQzYAKMqQvz1pn+DTQ/riE3K8ndNlMRWTp1kaF1DaUHUP2kfbqTfK70UT+uIW9AucZjEbjP/ew/MGso2ZDPeyx14aAJFhuKZrhjBJNVtRnA+T9pmD/f4CHqs5NmJkLOwim5XEPpXTb90DDEweLeWHrWkI/K4hyuoc6+KLXh/DUA3nEgNUYASYsqF/ai9ANdQ+4xeI+lNmxiBIbiOWiDxSJytYgsEZElLS0t5RanIvG6hgpFxF7MJlf6qOs28jPpudRFgnQP4cI0btsFdxGciM87cchsEexs72XamPwFd/Y44nmcqghqfdYRZAoWu0V5XgVeHzExAkPxDLci2C0iUwGc/3uybaiqN6rqAlVd0NTkL4BpKAxv1lAx1ISCeSwCdwGWQiyCEN3R/Etg+sWdHJtG1QL+gsW5XEO72nuZMqbW12eH0iyCQEA8Laf9pI9mjhHMmzwqRU4gsQymwVAMw60I/gJc6Ty+EnhomD/f4GHwiiCQM0ZQjGuoLhIkbmnebCS/9ETjhAKSWPvAT5A3l2uoua3HtyJIdw0BiThBMTECVbtz6awJ9YQCkhKnqDXBYsMgKGX66J3AS8ARIrJdRD4O/Bi4UETWARc6zw1lon8QMQKwq4tzZQ0lXEM+UiVdGoa4XUJPNE5dOJhYFW0wWUNxS9l9oK8o15CrFFz3kF9FELMUy0k96onGsRRG14WZPLp2YPqoUQSGIilZryFV/WCWt84v1WcaCsNtceyn/04mfLuGfBRPudRHnAXs+2OMG4J1i3ujFrWRIKPr7HH9tZjI7BpqOdBH3FLfFoFXwSYUQcIi8FFH4Ba2WRY1gWCimKyxJsTxM8Yy2lFuYFxDhsFhms5VMQnXUBHBYiiNa6i+Zmgtgt5onFpPi4tCVyjz0tzeA8C0sT4VgXPc4aAksoxci6DWh3L0uqhqQskaglG1IW740Akp6bj1prLYMAgO2qwhQ+lJrHLl4y45ExFnMZtsFKUInDvmrqFyDfXbrqHRCddQIRNw6rE1t/cCMGW0T9dQINkLyCXpGvIXLIak5ea1CNJrMmrDQXqjVsKNZDAUglEEVYybmujHb56JmjyKoD9WeIzAdQ0NVS1BbyxVEfhrH506Abu4isC3ReAoAG/KasI15Kv7aKpCcttLuH2bvLjj9ubp/WQwZMIogiomGrcIB8VXxW8mSpE+6loEQ1VL0NMfpyYcZLTTBtuPReCuoBZNu7tubuuhNhxIBJ7z4U7kkYwWgf96BrdC223P7S7p6cW0ojYMBqMIqhhbERR/CdSEAvTl8EsXkzWUsAiGyN/d62QNnTl3Ih85dRaHT87d/RTsYrlMDd+aO3qZOibzesuZyGkR+Gw6B8lYhWsRuEt6ejGrlBkGgwkWVzHRuA5OEYSDuSuLXddQQVlDrkUwRK6hqEVdOMiExhq+f9l83/tlWjh+V3svU31mDIG94A+kKYIiLIKEa8jpM5TRInBdQ0YRGIrAWARVTP9QWAQlqCwGhqw4qsfJGiqUTH1+Cikmg2T2UYprKOJmDfkPFrvK1rUIGmoG7pt0DQ1NIZ6hujCKoIqJxqzEXWsx+E8fLazXEAxdsLgnGk/p+umXUCCQEiMotJgMknf0NcVaBGnB4gN9MSKhQMbzOdTnzVBdGEVQxcQs9dWWORt500ejVmK7QsYMB2XILAK7jqBwRRBJcw1t399N3FKmj/OvCCLBHOmjBdYRgJ0+miljCJIWhokRGIrBKIIqpt/JGioWP1lD4aAksnD8Uhceur45xSqCdNfQ6uYOAI6aOtr/GIMMFqfHCLr6siuCehMjMAwCowiqmGhs8DGC/piVtVNoX8wqqn1FQ01oSFwcsbhFNK4p7Z/9EgpIimtoVfMBAgJHTBnle4zcisB/q4t+Tx1BNkVgsoYMg8EogiomGrcKctuk47o3slkF/TGroLUIXOoiwSGpLHYXpSkqWBwMpLiGVjd3cOjEhoKsi5x1BD4Xr4dkYduB3ljGjCFIKhgTLDYUg1EEVUxfzPJVaZsN172RTRH0xeIFZQy5NERCQ1IY5Y5RjEUQyeAaOrIAtxAkW0x4le2Zh9v1DIc15a9nSDSd89QRjMoTIzDBYkMxGEVQpcTiFit3dnDoxPwTUjbyrVvcF7OKUgR1kSBdQ1BH4PrLi4oROC2gATp6o2zf38PRhSqCDK6hSaNq+f5l83255AbUEfTlsAjCJkZgKB6jCKqUZdvaaO+Jct6RxS8bnVAEWdYk6ItaBaWOujQMUSfNwSiCUEAS+ftrmg8AcNRU//EBSLqGilGGkBojUFX2d/UzKosiiIQChAJiYgSGojCKoEp5as0eggHhrHkTix7DvdPtz7CkIziuoSL88/WR0JBYBO6kOFjXUDEZQ5CcyIsNyLuxhf6YxY62Hjp6YxwxObsyqgsHTYzAUBRGEVQpT7/ZwoJZ4xJ9+oshESPIYhH0RovLGqqPBIckRtDryFVMQZm9TKTtGlqxo51x9WGmjPZfVQzJibzYhX+8rqEV29sBOHb62KzbTxpdw7Jt+4dsvWdD9WAUwUHM/Uu388eXtwzJWIs2tnLlLYtpbu9hV3svq5s7BuUWAm/W0MBJ27KUN3cfYOb4+oLHrR+irKGehGuo8Ms8FBCijkvmpQ2tnHLohIK7tIYyxAgKwVtZvGJHO6GAcGSO9NWrzjiUV7e28eL61qI+z4tlKa2dfYMeZ6TQF4vT3hP1vX1vtLDtvViWEstiRZeLqlcEK7a386V7X+fqPyzh1hc30d5tf7mb9nZx64ubuGvx1gF3pwd6o1x162I+d9drPLu2Jef4sbhVVACvrbuf/3zoDX70t9UD9u+PWSkydfRG+d7Dq/jfZzawpbVrwFiPrmjmIzcv5tm1Ldy1eBuPLN8JwPlHTS5YLi+u77snGmdfVz/fenAF+7r6AViz6wD7uvo5fW7hrqf6muxZQ+lZMTe/sImXN9oT3/6u/pQfmDvGYArKtrR2s6OthzPmTih8jAxN54rZPxpXVuxoZ97kUTmP5fIF05kyupZfLlybsAqicYuLf/EcNzy1DoC1uw8krnGXuKVcecti3vObF/nVwnVYlnLj8xs58ydPs7fTXp7z7yt38eun17N+z4GMn71mVwdfu385X7t/OR+5eREf//0rA3o17TnQy31Lt7NyZ3uK1dIbjXPvkm38auE6trZ2p+zT2Rfjlhc2cfUflvDvf1pKPM/CO3FL+f2LmxKryeXi7yt38bPH3wTgWw+8wTt++Xzi+onGLa57Yi3N7T30xyx+8Mgqrrl9Kb99dgMAn7trGe+8/vkBx+jlvx9bw1uu/Ttv//lzvLZ1f+L1r9y/nH/+zT8OqkWEqrr7aDRu8ek7XmV/Vz/jGyM8vmo3v//HZh7//Nl87u5lvL6tDYA3drbzg8uOTez34LKdPPNmC+Pqwzz6xi5e+vr5jM+wvq6q8snbl7JuTycPffqMgtbgve0fWxJ3xS+u35uYtDv7YrznNy9SGw7y4L+fQSAg3P7SFm55cRMAt7+0mae+dG5iwujojfK1P6/gqGmjEeDh13dSEw5y3PQxzJ1UfMYQwNymRiLBAH9+dQeRUDN3LNrKhIYaPn/hPP6xYS8Apx9W+ARaHw7SH7cGtMm+Y9FWvvfISh7/3DnMnFDPhpZOvv/IKg6d2MC915zGhdc9y/xDxvD7j55MMCAJS6WoGIHjGvrHBlvJFKPQIoO1CALJOo0VO9q5+JgpObevCQX51LmH8Z2/rOSlDa2cPncif13ezJpdB9jf3c/lJ83gXb96gSOmjOL+T52eOLdPrt7Ns2tbmNPUwM+eWMuhTQ3c+uImeqJx/raimeb2Xv73GXsCfG5tC3d/8rSUz1VVvvXAGyzf0c7o2jBj6kJsaOli4erdXDx/amK77z+ymodft29CPnnOHL7+T0cB8O0H3+DepdsBePrNPdx3zemJpT2DIvzo0dWMq4+w50Afbz9mJ5cef0jWc3DPkm1c+/Aqnlu3l1uuOinrdnFL+cFfV7FtXw+nzZnAQ6/vpD9m8ezaFs4/ajIPLdvJ9QvX0dzWwylzJvC7FzYxdUwtj63cRXdfjMdW7gJsZXLJW6YNGL+9J8qtL25m7qRGWg708bm7l/HoZ8+iszfGg6/tIGYpT67ezUV5vtPhoqItgj0dvbR192d9/8+vbmfrvm5+8YHjefbLb+O3H70A740AABHtSURBVH4rW1q7+dK9y3l9WxvfvuRoPnzqTO5YtJW1u5N3Qne/spWjp47m7k+eRl/M4o5Fmd03z6xtYeGaPWzd183n71nm+w6gvSfKrf/YxDnzmhhVG+LRN+yLLhq3+Mp9r7N2dyfLt7fz+KpdxOIWf3p5C2fMncDtHz+Zne293LFoa2Ks217cTHtPlB9eNp/3nzSDjXu7WN3cwb+cON2XLLmYNLqWq86Yzf2vbueuxVsJBYQ7F28lGrf4x4ZWDp3YwLSx/nvzuNQ7ufK3vLCJp9/cg6rS0x/n50+upTdqcePz9qR0+0v2ed+0t4uP3LyY/d1Rnl+3lx/+dTXLt7fRcsB2bRSXPmpnDb24YS+TR9cwZ2JDEWMMLkYQCAihgLBpbxdt3VHmHzIm7z7vP2kGk0fX8IuF61BV/u+5jdSEAuzu6OOzdy6jL2axfHs7v3l6Q2Kfm57byPRxdTz62bOYM7GBr9y3nN0dfdSFg9y7ZDt/enkLFx09mS+//QgWbdqXuEFyeXZtC0u27Oc/LzmaJd+6gMc/fw7TxtTyJ891uLOth7+taOb9C2bwnhMO4abnNrJsWxt7O/t4aNlOPnDSDH70nmN5dWsb9zlKAez4zktfP5+Xv34+R04ZxS+eXJfVrdLW3c9/P7aG+kiQp9bsYcnmfVnP03NrW9i2z7Ya/v2OV+mPWdRH7OO1LOXG5+zz89Cyndzw1DqOnDKKZ758LnMnNXL9U+uZ0BBh5vh6bn1xM2Bbqn98eQtLt9gxmj+/up2eaJwfvedYfvGB49nS2s13/7KKOxdvI2YpExtr+PUzGxKWkary1fuW86GbXqblQB8dvdFEt9nhoKItguufWsc9r2znbUc20VAToiES4oKjJ7OrvYf1ezr5y+s7OW76mISv/O3HTOGk2eN4+PWdTGiIcMUpM+nuj/PQsp186o9LefsxU5g9sYE3dnTwvUuPYd7kUZx1+ET+8NIW5k5qJG7B8TPH8uK6vWzc28XfV+5i9oR6rjx9Nt99eBVX376Udx03lfuWbmd1cwdj6sJ87MxDmT6unpYDfWxt7eKts8bxq6fW09kb44sXzePWFzfzxKrd/OSxNdy7ZDt7O/v46sVHcs+Sbfxy4Xrae6LsbO/lO+8+hrMOb+KMuRP49dPrOWLKKCxVfvfCJi44ajLzDxnD9HF1/OdDbwBkvIsphk+fO5e7X9mGpcp33nUMX7r3dR5atpNFG1u57ITsd265cFMkf/ToGgDmHzKa2RMaaDnQx/EzxnLPku3825lzuH/pdt513DRW7mhndXMHHzx5BnFLueXFTQkLCYpTBLMmNLCrYzt/W9HMPx9/SFGruA02fRRsZbLIcX29ZXp+RVAbDnLNOYfx3YdX8ak/vsrq5g6+f9l8fvrYGl7a2MrZ85oYVx/mFwvXsnVfN9PG1rJky36+866jqQkF+ewFh/PZu5Yxc3w97z1xOtc9sRaAT55zGPMmN/LbZzZw7cMrqY8EmTm+npNmj+fXT69n+rg6Ll8wA7BXePvgyTP52RNruWPRVkRg+XbbHfQf581lbH2Ylza28oW7l3HKnPH0xy3+7axDmTOxkfuWbuebD67gwWU7uOr02Vx0zBQmNtYA8PkL5/HJ25fypXtf5z/OO5zp4+r4+RNrWbplPycfOp4nV++mvSfKvdecntjuomOmcFiTXRG+pbWbsfVhZo6v5+YXNtE0qoa3HzOZP768leNnjOXEWeP4w0ub+fXT61m7u5P/d/7h/OqpdWxu7eZn7zuOmlCQH1w2nw//bhGfu+BwonHle4+s4r/+tprn1rawZpd9szhvciMHemMcP2NsQnl/6tzD+N9nNiACZ86dyMXzp/CtB9/g2w+9wVWnH8pLG1u5e8k2AgIX/fxZOvti1ISCfPptc/noGbOLuoYLoaIVwYdPnUUkGOTRN5oJiLC/u5/bneBrbTjApFG1fPuSoxM/chHh8xfO40M3LeKq0+2TXxsO8tP3voXrF67npuc3Eo0rNaEAlx5nT3L/dtYcrrxlMdf88dWUzw4GBEuVmz6ygPOPmoQq/NffVvPk6t3MHF/P246YxKrmDr75wBsD5A4GhF9/6ATeMn0sF8+fwgOv7eDG5zbytiMmccUpMzn3iCamjKnh83e/zlfvX8EhY+u4wHEdfe3io/jAjS9xxe8WAfb6tl+4cB4AY+sjfPDkmQREMrqyimFMfZg/fOxk4qocN30sv3hyLV+693UATj+suNTUf5o/BVXlxFnjeXXLfm56fiOPLG/m7HlNfPfdx3Dez57h3P95BoCrTp/FzrZefvjX1Xzugnk0Ndbw/pNmsLezn9XNHcTiyrj6wjOjrjnnMGrDQa5fuI53HVec0pzYGOGswydywsxxRe0PtmWyx1GAR07xl776wZNn8rvnN/HcuhbeeexULl8wnVU7O7hz8VY+dsZsTj50PFPG1HLrC5vpj1sce8iYxCR+yVum8fjK3Vx0zGSOnzGW655Yy3EzxvLWmWMREa44dRa/fXYDsybUs2Tzfu5cvI2JjRF++t7jUlxg7z9pBtc/tY5vPLAi8do7jp3CDCd54LrLj+dTf1rKnYu3cdbhE5k7yQ6C//pDb+V3z2/khfV7E/Eml4uOnswnzjqU217awoPLdhJxel3Nm9zIb57ZYP+/4q2cOGscP/mXY/np39/k9//YnHXxpP933lzee+IM7l+6g4+eMZsjp4zmlhc38bMn1nJYUwOfOW8uG/Z0smxbW+IaOHXOBJZ+60LG1Ifp7Ivx1Jo93PzCJhoiQf7vIyeyv6ufOxdvZe3uTr7xjqMSn/WVtx/B1DG1/PjRNXzi7DmcOmc8K3d2cNfibfzxZdtyOuvwiXzxoiP4+RNrmTe5kU17u/jJY2uYNaGedxw7NeMxDBVSjlQzEbkY+CUQBH6nqj/Otf2CBQt0yZIlg/7cnv44L29sZfq4OuZOasx6l7dsWxvHTBs9IP+7sy/G4yt30VgTSvj2VJWn39zD+IYa4pby6pb9nDh7HCfMGEs8rc3z8u1t7Ono421HTiIYEFSVVc0d9EbjjKmLMHVMLc+ubWFsXTjhk7acQN0JM8elLIriZrNs29/NsYeM5ehpyUmiuz/GS45v+7TDJiSWfxwOVu3s4KWNrQQErjhl1qB6Gbmo2hlIU0fXMaY+zD1LtrF9XzfHzRg76ID3wc49r2wjFBQuPf6Qgrq49kbjBAOSuIZ3tvXw6Bu7+OjpsxP+97bufgRhTA5F+bvnN3LS7PEcN8NOW+2PWWza28W8yY2090TZ3NrN/GmjM7Yzt4PCtpWyeNM+3nZkE1M96zns7ezjxuc28s8nHJKxRkNVM/5G93T08vdVu1m1s4OL50/hnHlNtPdEGVUTShybS9xSduzvoTsaY/aEBtp7omxp7WZ3Ry/nHzWJ+kgopUPt6uYO4pYyp6kh8V5vNM7Y+uw3Tgd6o4QCgZQ05b2dfQlLxotlaYqMO9p6eHHdXrbs6+JjZxzKhLR9lm7Zn1DCxSAiS1V1Qd7thlsRiEgQWAtcCGwHXgE+qKqrsu0zVIrAYDAYqgm/iqAcweKTgfWqulFV+4G7gEvLIIfBYDAYKI8iOATY5nm+3XktBRG5WkSWiMiSlpbcufoGg8FgKJ5yKIJMzq4B/ilVvVFVF6jqgqampmEQy2AwGKqTciiC7cAMz/PpwM4yyGEwGAwGyqMIXgEOF5FDRSQCfAD4SxnkMBgMBgNlqCNQ1ZiI/Afwd+z00VtUdeVwy2EwGAwGm7IUlKnq34C/leOzDQaDwZBKRfcaMhgMBkN+ylJZXCgi0gIMTWN+/0wE9g7zZ440zDnKjzlHuTHnJz+DOUezVDVv2uWIUATlQESW+KnIq2bMOcqPOUe5MecnP8NxjoxryGAwGKocowgMBoOhyjGKIDs3lluAEYA5R/kx5yg35vzkp+TnyMQIDAaDocoxFoHBYDBUOVWnCEQkKCKvicgjzvPvi8hyEVkmIo+LyDTn9Qki8rSIdIrIDWljnCgiK0RkvYhcL8WuGnEQUsD5uVBEljrnYamInOcZo2LPDxR0jk52XlsmIq+LyD97xjDnKHX7mc5v7Uue18w5sl+fLSI9nmvpt54xhuYcqWpV/QFfAO4AHnGej/a89/+A3zqPG4AzgWuAG9LGWAycht1J9VHgn8p9XGU4PycA05zH84Ed1XB+CjxH9UDIeTwV2ON5bs5R6vb3A/fC/2/vTEOsKsM4/vsjOWOpRVi0mBs6RVFZJEaaLZQfzEKoaMOIPrSh0GJpi7RQYAktFBFUItnyobIiIlogrMxqKK1sIbAiCskoy10a/ffhfW8zc+feGWY6M+I9zw8u3Puc9zz3zP+eM895z3PO8zAv9qMu+9EYYG0dH4VoVKoZgaSRwDnAUxWb7U0dhuxHLolte6vtD4EdVT4OJf1gq5x+iWeAWf297QNBL/VZbbtSNfZroFlSUyPrA73WaJvttmxvrthDo3aN8vhZwA+k/ahiC41qlOev8lGYRg3dvL4GDwO3AMM6GiXdB1wO/A2c0YOPw0mltCvUbKyzl9JXfc4HVtveKamR9YFeaiRpMrAEGA3Mdiq6GBpljSTtB8wnta6d12F4aNT5WBsraTWwCbjD9gcUqFFpZgSSZgIbbH9Wvcz27baPAJ4D5vTkqoZtr7/1qq/6SDoGuB+4umKq4X6v1wf6ppHtT2wfA0wCbpXUTGjUUaO7gYdsb6l2VcN9WTVaD4yyfQL5cpKk4RSoUWkCATAFOE/ST6Q+yWdKerZqzPOks9vu+IXUTKdCozTW6bU+eXr7CnC57XXZ3Kj6wP/Yh2x/C2wl5VNCo3aNJgMP5PHXA7cplakPjbJGtnfa/iO//wxYB7RQpEZ7OmGyJ17A6bQnaCZ0sM8FXqoaewVdk8WtwMm0J2hm7Om/aaD1AQ4AvgDOr7F+Q+vTC43G0p4cHp0P0hGhUdfjLNvvonOyODRK7w8CBuX344BfgQOL1KhsOYJaLJJ0JLCbVOH0msqCHLGHA4NzQmu67W+Aa4GlwBCS+G8O8DYPJPX0mQOMBxZKWpht021voFz6QH2NpgILJP2Tl11nu1JFMjTqmdAoMQ24R1IbsAu4xvafeVkhGsWTxUEQBCWnTDmCIAiCoAYRCIIgCEpOBIIgCIKSE4EgCIKg5EQgCIIgKDkRCIIgCEpOBIKgoZG0K5fu/TqXgr5RUrf7fS77e2kfvmuIpBWSBvV9izv5O1bS0iJ8BUF3RCAIGp3ttic61fs5G5gB3NnDOmOAXgcC4Epgue1dfVi3C7a/AkZKGlWEvyCoRwSCoDTkp56vAuYoMUbSB5I+z69T8tBFwKl5JnFDbiCyWFJrbhxydZ2vuAx4DVKJYEnvZx9rJZ2a7dMlrcrf96Kkodk+SdJHedbyqaRKVcrXgYv7S5MggHiyOGhwJG2xPbTKthE4CtgM7La9Q9IE4AXbJ0k6nVTzZmYefxVwsO17JTUBK4ELbf/Ywedg4Gfbh+TPNwHNtu/Ll4r2BZqA5aTmIVslzc+2RcB3wEW2W3NlyW1OJaunAAtsn9tvIgWlJ2oNBWWkUr53H+AxSRNJNVxa6oyfDhwn6YL8eX9gAvBjhzEjgL86fG4FlkjaB3jV9hpJpwFHAytzR8HBwCrgSGC97Vbo0qBkA9CprWMQFE0EgqBUSBpH+qe/gZQr+A04nnSZdEe91YC5tt/qxvV2UhcyAGy/L2kaqQvVMkmLgY3AO7Yvqdqm46hfR745+w6CfiNyBEFpkHQQ8ASprLhJZ/brbe8GZgOVu30207lz1FvAtfnsHkktubPWf9jeCAzKjWeQNJrUfORJ4GngROBjYIqk8XnMvpJaSJeFDpM0KduHSaqcpLUAa4vUIQiqiRlB0OgMkbSGdBmoDVgGPJiXPQ68LOlC4D1S4xiAL4E2SV+QSvw+QrqT6HOlazq/U7s37Nuk0tPvkurM35xLUG8hNe/5XdIVwAs51wCp7eD3ki4CHpU0hDQDOCuvdwbwRgE6BEFdIlkcBAUh6QTgRtuzC/LXBKwAptpuK8JnENQiLg0FQUHYXg28V9QDZcAo0h1DEQSCfiVmBEEQBCUnZgRBEAQlJwJBEARByYlAEARBUHIiEARBEJScCARBEAQl51/ulippZLuyYwAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] @@ -200,7 +201,7 @@ } ], "source": [ - "display_graph_1(20300,20500)" + "display_graph_1(20300,20500,3)" ] }, { @@ -219,12 +220,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -236,9 +237,10 @@ } ], "source": [ - "def display_graph_2(start=0,end=-1):\n", - " x, y = zip(*sorted(zip(data_1[\"size\"],data_1[\"time\"])))\n", - " plt.plot(x[start:end],y[start:end])\n", + "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", @@ -249,12 +251,12 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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+PxOYBZyechzOOZcKvw8kBWb2LPBjYCmwAnjRzG4DRuYe8B7/d9nSJGm6pFZJratXr04rTOec6xW/DyQFkrYHjgJ2BUYD20j6bNL5zWyGmTWbWfOIEak9UMs553qlnu8DSbMK63DgSTNbDSDpOuAgYKWkUWa2QtIooP+naVe36rWPpHqSuw9kfV4SqZf7QNJMIEuBAyQNBjYAU4FW4BXgOOC8+P+GFGNwrmrquW68nuTuAyn8nv0+kF4ws9mSrgEeBDYBc4EZwBDgaknTCEnm6LRicK6a8uvGoXPdeL1d7tmf+X0gKTGzs4CzCkZvJJyNONevdVc37gmkf6nX+0D8TnTnUlLPdeOVlvW2pKzHlxZPIM6lpJ7rxisp621JWY8vTZ5AnEtJPdeNV1LW25KyHl+avDde51KUqxs/eep4pu450pNHGbJ+n0XW40uTJxDnXKZl/XkbWY8vTZ5AnHOZlvXnbWQ9vjTJLPu9RjY3N1tra2u1w3DOVUnuKqestiVlNT5Jc8ysObXyPYE451z/lHYC8Sos55xzZfHLeJ1zrpf8RkLnnHMlq+cbCb0KyznnesEfKOWcc64sfiOhc865sviNhM45l2HtHUbLopVc1LKElkUrae/Izu0H9XwjYWqN6JImAFfljXoT8G3gsjh+HPAUcIyZvZBWHM652pb1Rup67jQztTMQM1tsZpPMbBKwH7Ae+BNwBtBiZuOBljjsnHNdqoVG6nrtNLOvqrCmAo+b2dPAUcDMOH4m8OE+isE5V4PquZE66/oqgXwSuCK+HmlmKwDi//5fUeicK1s9N1JnXeoJRFITcCTwxxLnmy6pVVLr6tWr0wnOOZd59dxInXV9cSf6+4AHzWxlHF4paZSZrZA0CuiyItPMZgAzIHSm2AdxOlcT6q3bjHpupM66vkggn2Jz9RXAjcBxwHnx/w19EINz/ULWr0hKS66Rur8/IrbWpFqFJWkw8G7gurzR5wHvlrQkvndemjE415/UwhVJrn6kegZiZuuBNxSMW0O4Kss5V6Lurkjyo3PX1/xOdOdqiF+R5LLEE4hzNcSvSHJZ4s8Dca6G+BVJLks8gThXY/yKJJcVXoXlnHOuLJ5AnHPOlcUTiHPOubJ4AnHOOVcWTyDOOefK4gnEOedcWTyBOOecK4snEOecc2XxBOKcc64snkCcc86VxROIc865snTbF1Z85OwngHcCo4ENwALgJuA2M/NHzTrnXJ0qegYi6VfA7+I0PwH+EzgVuBf4MPB3Se/ornBJwyRdI+lRSYskHShpB0m3S1oS/29fuY/jnHOur3R3BnKxmT3Uxfh5wNWSBgJjeyj/J8AtZvZxSU3AYOBMoMXMzpN0BnAGcHoZsTvnnKuiomcgXSUPSdtJmhjff9XM/lVsfklDgUOAS+P0bWa2FjgKmBknm0k4m3HOOVdjemxEl9QiaWisapoP/EHSjxKU/SZgNfAbSXMl/VrSNsBIM1sBEP93+Sg1SdMltUpqXb16deIP5Jxzrm8kuQprBzNbB3wUmGlmk4D3JphvALAv8Asz2wd4hVBdlYiZzTCzZjNrHjFiRNLZnHPO9ZEkCWSApBHA0cCfSyj7GeAZM5sdh68hJJSV8equ3FVeq0oo0znnXEYkSSDnAn8DlprZPyW9CXiyp5nM7DlgmaQJcdRU4BHgRuC4OO444IaSo3bOOVd1PT4T3cyuBK7MG36C0BCexMnA7+MVWE8QLgVuIFzFNQ1YSjizcc45V2N6TCCSxgInAePypzezj/Y0r5nNA5q7eGtq8hCdc85lUY8JhFDldBlwO9CRbjjOOedqRZIE0mZm56ceiXPOuZqSJIH8VNI3gVuBjbmRZvZwalE555zLvCQJZHfgeOB9bK7CMsJd5s455+pUkgRyDDDOzDb2OKVzzrm6kSSBPAxsS171lXPOFdPeYcxavIqFy9ex1+ihTJmwI40NqnZYLgVJEsgbgEclzaZzG0iPl/E65+pLe4dx7KWzmbdsLRva2hnU1MikMcO4fNpkTyL9UJIEcm7qUTjn+oVZi1cxb9la1re1A7C+rZ15y9Yya/Eqpu45ssrRuUpLcid6S18E4pyrfQuXr2NDTB45G9raeWT5Ok8g/VB3TyS8S9IXJY0uGD9A0iGSLpX0n+mH6JyrFXuNHsqgpsZO4wY1NTJx9NAqReTS1F1nih8AtgL+JOkZSQ9LWsLmPq1+YWa/6YsgnXO1YcqEHZk0ZhiDmxoRMDi2gUyZ0OVjf1yNk5n1PJG0NeHBTxvM7N+pR1WgubnZWltb+3qxzrky5K7CemT5Oib6VVhVJWmOmXXVH2FFJGlEJ94DsiytIJxz/Udjg5i650hv86gDSZ4H4pxzzm3BE4hzzrmyJKrCKpekp4CXgHZgk5k1S9oBuIrwfJGngGPM7IU043DOOVd53V3G+7f4/wVJzxf+L2EZh5rZpLyGnDOAFjMbD7TEYeecczWmuzOQQ+P/4RVe5lHAlPh6JjALOL3Cy3DOOZeyognEzDri/3ZJewPviG/dbWaPJCzfgNskGfBLM5sBjDSzFbHsFZK6vEBc0nRgOsDYsWMTLs451x95B43ZlOSZ6CcBJwLXx1F/lPQzM/t5gvIPNrPlMUncLunRpIHFZDMDwn0gSedzzvUv3kFjdiW5Cms6sL+ZnWlmZwKTgROSFG5my+P/VcCfgP2BlZJGAcT/q8oJ3DlXH/I7aDQ6d9DoqitJAhHwWt7wa3Fc9zNJ20jaNvcaeA+wALgROC5OdhxwQykBO+fqS3cdNLrqSnIZ7+XA/ZKujcMfITR+92QkoR+t3HL+YGa3SHoAuFrSNGApcHTpYTvn6kWug8b1eUnEO2jMhiTduf9Q0l3AOwlnHieY2QMJ5nsCeFsX49cAU8uI1TlXh3IdNBa2gXgHjdWXpBH9f4GrzOz8PojHOec6aWwQl0+b7B00ZlCSKqxHgHMkjQOuJSSTeWkG5Zxz+byDxmzqsRHdzC41s/cABxPaLC4s5XJc55xz/VMpnSmOIfRftTPwZCrROOecqxlJ2kDOBT5OeB7IVcBkMyulLyznnHP9UJI2kBXAIWa2Mu1gnHPO1Y4kl/FeLGknSfvnT29m96UamXPOuUxLWoV1LPAo4bkeEDpJfH+KcTnnnMu4JFVYHwd2N7NX0w7GOedc7UhyFdaTCadzzjlXR5KcgbwEzJV0B7AxN9LMTk0tKuecc5mXJIHcEv+cc8651yW5CutSSU3AWDN7rA9ics45VwN6bNuQ9AFgPnB7HJ4k6U9pB+accy7bkjSOf5fwFMK1ALEjxd3SDMo551z2JUkgr5nZ2oJxiZ9RLqlR0lxJf4nDO0i6XdKS+H/7UgJ2zjmXDUkSyCJJxwANknaVdCFwfwnL+DKwKG/4DKDFzMYDLXHYOedcjUmSQE4C9gM6gOuAV4FTkhQu6Y3AB4Bf540+is2PxJ0JfDhpsM4557IjyVVYrwCnx79SXQicBmybN26kma2IZa+Q1OVzKSVNB6YDjB07toxFO+ecS1PRMxBJv5I0Q9KPyilY0geBVWY2p5z5zWyGmTWbWfOIESPKKcI551yKujsDuTL+39jNNN05GDhS0vuBgcBQSb8DVkoaFc8+RgGryizfucxr7zBmLV7FwuXr2Muf5e36maIJxMxaelOwmX0d+DqApCnA18zss/GM5jjgvPj/ht4sx7msau8wjr10NvOWrWVDWzuDmhqZNGYYl0+b7EnE9QtFE4ikuXRzua6Z7VvmMs8DrpY0jfCM9aPLLMe5TJu1eBXzlq1lfVt4CsL6tnbmLVvLrMWrmLrnyCpH51zvdVeF9fH4/wSgEbg8Dn+G0MFiYmY2C5gVX68BppYyv3O1aOHydWxoa+80bkNbO48sX+cJxPUL3VVhPQ4g6SAzOzjvrbmS/g6cnXZwztWyvUYPZVBT4+tnIACDmhqZOHpoFaNytaIW2s+S9MY7RNIBZnY/gKTJwJB0w3Ku9k2ZsCOTxgzbog1kyoQur1x37nW10n6WJIEcD/xG0kBCm8irwOdTjcq5fqCxQVw+bTKzFq/ikeXrmJjRo0iXPbXSfpbkRsIHgL0lvSEOr0k9Kuf6icYGMXXPkZna6F321Ur7WZIzEMATh3PO9ZVaaT/zZ50751zG5NrPBjc1ImBwRtvPEp+BOOec6xu10n7WYwKR9FHgdjN7SdIZwL7A9+ODpZxzzqWgFtrPklRhfScmj4OADwFXAZekG5ZzzrmsS5JAcq04HwR+bmbXAlunF5JzzrlakKQNZIWknwHvA/aT1IQ3vjvnXN1LkgiOAf4GvN/MXgCG44+hdc65utdjAjGzl4FHgcMkfREYbmZ/TT0y55xzmdZjApH0DeAKYGfgjcAfJH097cCcc85lW5I2kM8C+5nZegBJ5wJzgB+kGZhzzrlsS9IG8jSdE80A4ImeZpI0UNI/JT0kaaGks+P4HSTdLmlJ/L99eaE755yrpiQJZD2wUNKvJf0KmA+slXS+pPO7mW8jcJiZvQ2YBBwh6QBCA3yLmY0HWvAGeeecq0lJqrBuin859ycp2MwMeDkObhX/DDgKmBLHzyQ8qfD0JGU655zLjiTduV9abuGSGgntJbsBPzOz2ZJGmtmKWPYKSdnqHcw551wiSa7COkLSA5JWSXpe0guSnk9SuJm1m9kkwtVb+0vaO2lgkqZLapXUunr16qSzOeec6yNJ2kAuBv6LcBnvCMKNhCNKWYiZrSVUVR0BrJQ0CiD+X1Vknhlm1mxmzSNGlLQ455xzfSBJAnkGmGdmr8UzinYza+9pJkkjJA2LrwcBhxNuSLwROC5OdhxwQ3mhO+ecq6YkjeinAX+WNItwZRUAZnZRD/ONAmbGdpAG4Goz+4ukfwBXS5oGLAWOLity55xzVZUkgZwNvAYMAzqSFmxmDwP7dDF+DTA1aTnOOeeyKUkC2dHM9ks9kjrU3mHMWryKhcvXsVdGnzjmnHPFJEkgLZIOM7M7U4+mjrR3GMdeOps5T7/Axk0dbD2ggf122Z7Lp032JOKcqwlJGtG/ANwh6eVSL+OtpvYOo2XRSi5qWULLopW0d1i1Q+rkzkdXcv8Ta9i4KdQKbtzUwf1PrOHOR1dWOTLnnEsmyRnI8NSjqLDc0f28ZWvZ0NbOoKZGJo0Zlqmj+5seXkFhTuuwMP7dE3eqTlDOOVeCJM8DaSdcKXV6fD2K0LdVZs1avIp5y9ayvq0dA9a3tTNv2VpmLe7ylhPnnHNlSHIn+sXAocCxcdR64JI0g+qthcvXsaGt860qG9raeWT5uipFtKUPvGUUhSdDDQrjnXOuFiRpAznIzP4LeBXAzJ4HmlKNqpf2Gj2UQU2NncYNampk4uihVYpoS++asCNDtu4c45CtG3nXBO8azDlXG5IkkNckNRB60kXSGyjhfpBqmDJhRyaNGcbgpkYEDI5tIFMytHO+Z8lqXmvv3AjyWrtxzxLv98s5VxuKNqJLGmBmm4CfAdcCI+JDoY4h3FyYWY0N4vJpk5m1eBWPLF/HxAzeY7Fw+Tpefa1zHn71tQ4eWb6OqXuOrFJUzjmXXHdXYf0T2NfMLpM0h9CXlYCjzWxBn0TXC40NYuqeIzO7M85Vs63Pa6vJWjWbc851p7sE8vrhupktBBamH079yFWzFV5qnKVqNuec6053CWSEpFOLvWlm3T3O1vWgFqrZnHOuO90lkEZgCHlnIq6ysl7N5pxz3ekugawws+/2WSQVVumOCr3jw/rg37NzySVqA6k1le7KpBa6RnG959+zc6Xp7j6Qmn1mR6W7MvGuUSony51c+vfsXGmKnoHEO87LJmkMcBmwE+HGwxlm9hNJOwBXAeOAp4BjzOyF3iyrUHddmZTT3lDp8tKS9Wq7rHdhXyvfs8ueeq36TNIbb7k2AV81swclbQvMkXQ78DmgxczOk3QGcAZweiUXXOl7LGrhno1aqLbLdWGfO+nI78K+3B6IK7nh1sL37LIn6wdGaUrSlUlZzGyFmT0YX78ELAJ2Bo4CZsbJZgIfrvSyK92VSS10jVIL1XbddWFfjtyGe/IVc7ng9n9x8hVzOfbS2WVXi9XC9+yyp56f7ZPmGcjrJI0jPB99NjDSzFZASDKSutw6JU0HpgOMHTu2pOVV+h6LWrhCSFAeAAAUI0lEQVRno9LVL/OffbHTkTiEJLLg2exU5+QnOeic5MqJsRa+Z5c99fxsn9QTiKQhhL60TjGzdVKyjdHMZgAzAJqbm0s+pKz0PRZZv2ej0tUvHUWO4ts7yu9H8wNvGcWNDy3vtLH1pgv7NNossv49O5clqVVhAUjaipA8fm9m18XRKyWNiu+PAvwSlwqodPVLQ5Gj7t4cjR+250gm77oDWw8IP7utBzQwedcdOKzMnXUtdNvv+r96frZPamcgCqcalwKLCro9uRE4Djgv/r8hrRgqKetXWVS6+uUtO2/HoK0a2JDXY/CgrRrYe+ftehXj744/oGIxen9iLgtyB0YPLl37eiP6vmOHlX1gVEtkls51+JLeAdwDzGfz80POJLSDXA2MBZYSevft9pLh5uZma21tTSXOJOrxBrNa+cy5xO5tFq6asvo7lDTHzJpTKz+tBFJJ1U4gLYtWcvIVczu1LwxuauSnn9qnX9eVZ3WjSFPWzzSdK0XaCaRPrsKqdfV6g1kaDcptmzq4+M4ltD79As27bM9Jh42naUCqTXGJ1fP1/M6VwxNIAn6DWWW0berg7efezosbNgFw3+NrmPmPp3jgG+/ORBJJ40ZH5/qz6m+1NcBvMKuMi+9c8nryyHlxwyYuvnNJlSLqrNI3OjrX3/kZSAJ+g1lltD7ddZdnc4qMd85lW79NIJVuDPUbzHqveZftue/xNVuM32+X7asQzZYqfaOjc/1dv0wgtXIJar056bDxzPzHU52qsbYbNICTDhtfvaDy1PP1/M6Vo18mkEr3keQqo2lAAw98491cfOcS5jz9Avtl7CqsSt/o6Fx/1y8TSL1edlsLmgY0cOp7JlQ7jKK8qtK55PplAvHLbrPLb9Rzrv/olwnE+0jKJm+bcq5/6ZcJxC+7zSZvm3Kuf+mXCQS8LjuLvG3Kuf4lG5e/uLrgz+9wrn/xBOL6jHcJ41z/0m+rsFzvpXE3v7dNOdd/pPlEwv8DPgisMrO947gdgKuAccBTwDFmVhMdIdXb5adpXTHlbVPO9R9pVmH9FjiiYNwZQIuZjQda4nDm5XamJ18xlwtu/xcnXzGXYy+dTXth1639SP4VU0bnK6accw5STCBmdjdQ+Kjao4CZ8fVM4MNpLb+S6nFn2t0VU845B33fiD7SzFYAxP9FW08lTZfUKql19erVfRZgV+pxZ+pXTDnnepLZq7DMbIaZNZtZ84gRI6oaSz3uTP2KKedcT/r6KqyVkkaZ2QpJo4CaqAOqx65R/Iop51xP+jqB3AgcB5wX/9/Qx8svS73uTP2KKedcd9K8jPcKYAowXNIzwFmExHG1pGnAUuDotJZfaWnsTOvt0mDnyuXbSjallkDM7FNF3pqa1jJrifdM61wyvq1kV2Yb0fu7erw0uBa0dxgti1ZyUcsSWhat7Nf3+tQK31ayy7syqZJ67Zk2y1URfqSbTfW6rdQCTyBVUo9PTcz6DtqfV1IZlT5IqMdtpVZ4AqmSWrg0uNI7gqzvoP1It/fSOEiohW2lXnkCqZKsXxqcxo4g6zvoPUdtiwSW1+whwR6jtq1eUDUmjYOErG8r9cwTSBVl+T6LNHYEma+KKNZe7u3oiaV1kJDlbaWe+VVYrktp9P+V9e5RFj33EoUXXXUYPPrcS9UJqAbVY7c/9czPQBLK8tVDaUjjbCHrVRF7jR7K4ILPPNh3fiXx9or64gkkgaxfPZSGtHYEWa6K8J1f7zU2iN/+5/5cfOcSWp9+geZdtuekw8b32+2k3nkCSSDrVw+lIetnC2lI4zO3berYYmfaNKB3NceVPhve0NbOadc8xLxla5k0Zhg//PjbtqiGKiW2z146mweefB4D/vH4Gu5/8nmu+MIBvYox6zUAaXzPaZRZaTLLfgthc3Oztba2Vm35F7Us4YLb/9WpLVXAqe/enZOnjq9WWC7j2jZ1sM93b+OVvCqxbZoamfvt95S9I2jvMI655B/MWbr5SdD7jd2eq084sKwd6oa2dvY665ZObT8NgoVnH1FWErlx3nK+dOXcLcZf9Ml9OHLS6JLLg/CZP/qzv/PQsy++Pu5tO2/Hdf99cNlJZP7SF/nQz+99ffjPJ76Dt4zdrqyy0vie2zZ1sO/3buPljZvLHLJ1Iw9+q7QyJc0xs+aygkggW+msgirZJUVaDYNtmzo4/7bFfPpX93P+bYtp29TRq/Kef7mNA39wB28+82YO/MEdPP9yW6bKA3j51U0cc8l9vPU7t3LMJffx8qubelXe6nUb2ee7t7Lr129in+/eyup1G3tVXiV/N2deO7/TTgXglbZ2zrx2ftllXtv6TKfkATBn6Qtc2/pMWeV9YeYDXV448IWZD5RV3jeu7/qzFRufxG/vfapT8gB46NkX+e29T5VVXmHyAPjQz+9l/tIXi8zRvTS+57OuX9ApeQC8vLGds65fUHaZaeiXZyCVbrN4+dVN7P2dW7cYv+A772XIwPJqAds2dbDf927jpbwfybZbNzKnxCOMnOdfbmPfc27fYvyD33w3Owxpqnp5UPn1uHrdRt7+/Tu2GP/AmYczYujWJZfX3mF8/Bf3MXfZ2tfH7TNmGNd88aCyfjfjzrip6HtPnfeBkssDePOZN9HexXFGYwM8/v3Sy6x0jGl85qzHmOXP7GcgZah052tf7uKUvLvxSZzzl4WdkgfASxvbOecvC8sq74gL/1bS+J687yd3lzQ+iY9cfG9J43ty+PmzShrfkyvuX9opeQDMXbaWK+5fWlZ5aegqeXQ33rk09csEUul7GFoe7TrxFBufxGVFdkrFxvdkVZHqpWLje7Lypa6rgoqNT2LJv18paXxPXixS/VVsfE++eWPX1QPFxldDsWaJMtu8neuVqiQQSUdIWizpMUlnVLp8v5nJZcG10w8qaXwSd331sJLG9+T6Ew4uaXxP/vC5ySWNT+LPJ76jpPF9XV4a3/PNJ72zpPHV0ucJRFIj8DPgfcBE4FOSJlZyGZW+43lAkervYuP7g2IfrR9/5Irb703bb7ETuXb6Qez3pu3LLnPnHQbx99MOY+v449t6gPj7aYex8w6Dyipv0rhhWySL6084mEnjhpVV3kF7DN8iWfzhc5M5aI/hZZUH8Jax222xc+/NVVOVLi+N73niG4dukSxuPumdTHxjtg6C+7wRXdKBwHfM7L1x+OsAZvaDYvOUcxlv7rrxSlzP/+zzGzj4h3duMb43G+6Tq17h0C7q6u86dQq77rhNyeUt/fd6DvnxXVuMv/trhzJ2+OCSy0vjM9/x4AqOv/rBLcb/+ph9OXzfUSWXV+nP/NhzL3N4F21Gd5zyLnbbaUjJ5TlXbf2xEX1nYFne8DNxXCeSpktqldS6evXqkheSu+P55KnjmbrnyF7ddFTpoz6AXXfchrtOnUIurAaVnzwAxg4fzN1fO5TcBVwDGsrfkUI6n/nwfUfx62P27TSu3OQBlf/Mu+00hDtOedfrZ1nCk4dz3anGGcjRwHvN7Pg4fCywv5mdXGyeat9I6Jxztag/noE8A4zJG34jsLwKcTjnnOuFaiSQB4DxknaV1AR8ErixCnE455zrhT7vTNHMNkk6CbgVaAT+z8zKu3vOOedc1VSlN14zuxm4uRrLds45Vxn98k5055xz6auJzhQlrQaernYc0XDg39UOogceY+9lPT7IfoxZjw/6f4y7mNmISgaTryYSSJZIak3zsrhK8Bh7L+vxQfZjzHp84DH2lldhOeecK4snEOecc2XxBFK6GdUOIAGPsfeyHh9kP8asxwceY694G4hzzrmy+BmIc865sngCcc45VxZPIICk/5O0StIWzy6V9DVJJml4HP6MpHl5fx2SJhXMc2NXZVU7PklNkmZI+pekRyV9LIMxfkrSfEkPS7olN08VYtxK0swYy6Lcc2vie/vF8Y9JukhSRZ6zVYn4JA2WdFP8fhdKOq8SsVUyxoJ5qrmtdPcdZ2Vb6S7G1LaVxMys7v+AQ4B9gQUF48cQ+ux6GhjexXxvAZ4oGPdR4A+FZWUhPuBs4Jz4uqGreaoZI6FrnVW56YAfEh4+1ucxAp8GroyvBwNPAePi8D+BAwmPDPkr8L6sxBdfHxrHNwH3VCq+Sq7DLGwrPXzHmdhWuvmeU91Wkv75GQhgZncDz3fx1gXAaUCxKw0+BVyRG5A0BDgVOCeL8QGfB34Qy+wws4rdgVuhGBX/tolH9UOpYFf/JcZoMY4BwCCgDVgnaRQw1Mz+YWHLvQz4cFbiM7P1ZnZXLK8NeJDwyISKqESMkJltpWh8ZGdbKRZjqttKUp5AipB0JPCsmT3UzWSfoPMO+nvA/wLr04wNSo9PUu4h19+T9KCkP0oamaUYzew14IvAfMLGMBG4tEoxXgO8AqwAlgI/NrPnCU/PfCZvui6fqFnF+PLnHQZ8CGhJK75exJiFbaXL+DK2rXQZYzW2la54AumCpMHAN4BvdzPNZGC9mS2Iw5OA3czsT1mMj3DK+0bg72a2L/AP4MdZilHSVoSNYh9gNPAwsEW9eR/FuD/QHuPYFfiqpDcBXbV3pHItfJnx5eYdQEjMF5nZE2nEV26MGdpWiq3DLG0rxdZhn24rxXgC6dqbCV/WQ5KeIvyYHpS0U940n6Tz2ceBwH5x+nuB3SXNylB8awhHe7mN9o+Eeti0lBPjJAAzezxWD10NHFSlGD8N3GJmr5nZKuDvQDPhjCO/SijNJ2qWE1/ODGCJmV2YUmy9iTEr20qx+LK0rRSLsa+3la71daNLVv8IDVNdNuYRGq6G5w03EHYkbyq1rGrGB1wJHBZffw74Y5ZiJBxJrQBGxOHvAf9bjRiB04HfEOuZgUeAt8b3HgAOYHMj+vszFt85wLVAQyXXXSVjTFJWlddhJraVYjH2xbaS6HP09QKz+Ec4Cl4BvBZ3atOKfaFxeApwfzk/jmrGB+wC3E043W0BxmYwxhOARTHGPwNvqEaMwBDCkefCuNH+T950zcAC4HHgYmKPDlmIj3D0anEdzot/x2dtHWZhW+nhO87EttJDjKltK0n/vCsT55xzZfE2EOecc2XxBOKcc64snkCcc86VxROIc865sngCcc45VxZPIK4skt6gzb3pPifp2bzhpiLz3CppW0kDJK2N43aTNK8XcZwj6ZRy569Fkt4o6YYy5z1V0sBKTCfpQkmHlBOH6x88gbiymNkaM5tkZpOAS4ALcsMWOvHrap73mtlLfRtpv/RVyn/M6alAjwkk4XQ/pQrdZ7js8ATiKk7SnyXNUXgexfF545/J66iuq/kGSDpf0j/jMw6OLzLdtyUtlnQ7MD5v/L3a/FyRnSQ91sW8h0u6S9I1kpbEM5j/kPRAXOa4ON1ISddJao3xHBDHHybpoXim9aCkbSTtHJc9T9ICSQfFaWfE+RdK+nZeDEfG+O+R9FNJ18fxQyT9Ni5vrqQPdRG/CL3/3h6HB2nz8yIezJ0RxHV5QYznYUknSvoKsCNwj6Q74nTvk/SPOO9V8fN0mi6WdXlcxgJJX4LQjQYwStKIYt+p6+f6+s5F/+t/f8B3gK/lDe8Q/w8m3D27fRx+BhhG6KxubRy3GzAvvj4ROCO+3hqYS8EdwITO5R4idG29HfAkcEp8715gUny9E/BYF7EeTuhKeyThCPs54Nvxva8SejsFuAo4IL4eR7xbmtB1yeT4egjQSOhu4vQ4rhEYUrAeBhCeyzExrpNnCHc6i3CX8fVxuh8Cn4yvtwf+BQwsiH88MDtv+HTgV/H1XoRnSTQBJ8fP0FgQyzPAsPh6R+BvwOA4/A3gzC6mmwz8NW+Zw/Je/wY4qtq/Qf+rzt8AnKu8ryh0Tw2ha403A60J5nsPsKekT8bh7Qg7zKV50xwCXGtmG4ANkv5cRnyzzWwlgKQnCA/xgdA19oHx9eHABG1+2OD2kgYROrO7UNIfYhwvS3oA+GVsM7jeNnfJ/SlJ0wgJZDSbE8hiM3s6Lv8K4D/yPv/7JJ0RhwcCYwmJJGcUsDpv+B3AjwDMbKGk5YSkfDhwoZm1x/e6ev7EQTGm++LnbCIk4UKPxXXxE+Bm4La891bFz+bqkCcQV1GSDifs5A8wsw2S7iVZnTuEI/ITzayn51cU639nE5urZbtb5sa81x15wx1s3iYE7G9btuecI+lG4APAA5KmmNmdkqbEcb+X9APCUwu/HMtYK+l3MabuHn8r4MMWqoaK2VDw2YqVJ3ruZl6Enl6P7W4iM1sj6a3A+4AvAR8Dpse3B8aYXB3yNhBXadsBz8fksRfw9hLmvRU4UeFZFkiaEI/6890NfFTSQElDgQ/mvfcUsF98/fGyot/sDuC/cwN5bStvNrOHzewHhCq2CZJ2AZ4zsxnAbwnPaBgKvMTmpxi+Nxa1MM4zJrZnfCJvmbcSdtC5Ze7TRVyLCV1/59wNfCZOvyfhDOUxwlnCFyU1xvd2iNO/BGwbX98HvEvxOSKx/WN84XSxjUNm9kfgLDp3bb47oWNJV4c8gbhKuwkYLOkhwgNyZpcw7y+BJcA8SQuAX1Bwlmxm/yQ8p+EhQvvB3Xlv/wj4sqT7CG0IvfHfwMGxAfoR4Atx/NdyDdPAWsKOeirhWQ5zgaMIVyc9SGj/WQD8ilD1hZmtB04iJKh7CM8SeTGWfTZh3c2XtJDQttSJma0DlknKJZGfAoMkzQd+D/xHPGv6JaF95+H4XRwTp58B3CHpjliNNw24Kk5zHyEhdJqO8KzuuxUut/4VcCaApK0J7UNzS1qzrt/w3nid62OShsS2ExF29PPN7KclzH80sJeZfSetGEuIY6KZnV3NOFz1+BmIc33vi/Fo/hHC1WS/KnH+a+j8XPZqEXBBtYNw1eNnIM4558riZyDOOefK4gnEOedcWTyBOOecK4snEOecc2XxBOKcc64s/x+rvfZeEhILpgAAAABJRU5ErkJggg==\n", 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" ] @@ -266,7 +268,7 @@ } ], "source": [ - "display_graph_2(32960,33140)" + "display_graph_2(32900,33200,5)" ] }, { @@ -274,8 +276,111 @@ "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." + "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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\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": { -- 2.18.1