{ "cells": [ { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plot\n", "import numpy as np\n", "import csv" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'1643860173.4864666'" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "(2089, 5)\n" ] } ], "source": [ "# read files\n", "li = list()\n", "for i in range(1,4):\n", " filename = '3node/node{}.csv'.format(i)\n", " with open(filename, 'r') as cf:\n", " data = cf.readlines()\n", " for row in data:\n", " li.append(row.split(','))\n", "# display(df1)\n", "# display(li[1][0])\n", "print(np.shape(li))" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1643860172.44575\n" ] }, { "data": { "text/plain": [ "1 88.0\n", "2 267.0\n", "3 178.0\n", "4 178.0\n", "5 88.0\n", " ... \n", "96 620.0\n", "97 445.0\n", "98 530.0\n", "99 444.0\n", "100 710.0\n", "Length: 100, dtype: float64" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# deal with delay and bandwidth per second\n", "delay = [[]for i in range(100)]\n", "bw = [[]for i in range(100)]\n", "begin = float(li[0][0])+float(li[0][3])\n", "begin = float(begin)\n", "print(begin)\n", "for t in range(100):\n", " for i in range(len(li)):\n", " if float(li[i][0])+float(li[i][3])>=begin+t and float(li[i][0])+float(li[i][3])<begin+t+1:\n", " delay[t].append(float(li[i][3]))\n", " bw[t].append(float(li[i][4]))\n", "dl = pd.DataFrame.from_records(delay).T\n", "bww = pd.DataFrame.from_records(bw).T\n", "bww = bww.sum()\n", "dl.index += 1\n", "bww.index += 1\n", "bww" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 2160x2160 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# bandwidth graph for 3 nodes\n", "ax_bd = bww.plot(x=\"time\",y=\"Bandwidth(Number of bytes/second)\",kind=\"line\",figsize=(30,30),fontsize=15)\n", "ax_bd.set_xlabel(\"Time (1-100 seconds)\",fontsize=20)\n", "ax_bd.set_ylabel(\"Bandwidth(Number of bytes/second)\",fontsize=20)\n", "ax_bd.set_title(\"3 nodes graph for bandwidth\",fontsize=20)\n", "plot.show()" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, '3 nodes graph for delay')" ] }, "execution_count": 127, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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us7yOATrZqlXVDeeZDh2qti/UwEDVZwwNVTeGh4ba+6Z2ynORQLZj1Mxi8Fbo76+SuJt6Ize3+dnc2ouI6tiOHq2SXo4ebe9jTSnBmCG5zNp70su2T82sHdrTtye2F9vj4Prtccux6nV7sT329O2p+9A6xqtvuSIOL7khbmxsi23ltrixsS0OL7khXl1xZd2HxhugElObUYmJiPA0zkyJzkXSp59zfPIiNz4jtFhO2fuNRsTmzRFf/tzxOHzXrrjtG7fFI+96JNbu3hrvv2dp7Nt3/pOCKkecbupcf/KmA/H333gqLtuwNn7jiXcv6BxDLTJ7ai27z564JW+JnlDO7joG6pVZX50d8zjTMjsXWY9Rfa7TyuxaTs71llaOVY18RjhD1n1qRrKsdpWR1KtUMLcUlZiiLEtfbfS1bt26EsoLLijLV145fdsrr1Tbu82jj5blNdeU5cREdQ4mJqrvH310QbudmCjL5cvL8sBjL5UPXPJA+cK3XigfvPTB8utfPV4uX179/Lxdf/3sHUxMVNtpjkTXBZzN7vfuL29esr9sNKrvG42yvHnJ/nL3pgNN2f/ERFmuWrXAtueM/S1fXpa7N+0vH7jkgXL3pgMLb9vKxG1npiYmyvKtl75Ufvztj5RvvfR4V54DzvDoo1Wff8EF1Wsz+6aU+85MVp89sX3eEsb2WV3HwLw1O7Y3/m0Rcda0jM6FMSpnZX52mn4kvVyvt4zae9LTp6Y3NQfwiWUPlC+98FJZlmX50gsvlZ/4yQfNCTTJqlVlOTJSlvvv21/uv29/WZbVfx/4yIFyZKT6Oc0XEU+WTc6ZqT1px5ckJuaQa9CbSqJgOtVNfjeqZmv6JG5Z5jnIyvGYSTq4GOsdKz8WH5v1NdY71rTjbvaN0WRtZ8aStHHkKeXksInnWbL57IntWydFrJX4s5fNdQy8rmSxvX4EzskYlTmZn52mH0nPeL01zK2fJsVYUp+algSb9CTj1SNFEpPl5NqM5eSICKU8W2iqtOCdy/8wvvC9m5tTStCSIa/JaQmu5Hyus5WylG7q8rGNRsTgYMToaHOXpknSdkInSBkDiC/yJQZojZTn2fIbwDwki+1zXKIGziHFONUYlVmMn6bpR1rDmCGtXMfVCa6L1Pdc9KnpTC0r/+XPHY/Dd+2K275xWzzyrkdi7e6t8f57llpevkmmzvMnbzoQf/+Np+KyDWvjN554t/ObkOXkuuArm0pMMp7Tc45bRqn3dFIvwZUVTz1lK1X2fu7lY1WOoJWyud5SPu3rSeK8ie2npToXYi1qkE3/RHJJY/tT7dtp15v2jVNyaodSViIuy7zOBS2Q8fxs069lcTKdIMfrOFE71Ip7LvrUdFS7ao1Uq1SklutnL1Ri6nxZVGLKNeOZlkhV9SM7nrx4LWP/7hO74tf/amssW7Esjr94PH73Hb8Xn79wa/dl8HvqKWspsvdTVniCTpFdRT+VmODcUo4lxVq0UHb9E8mljO33XPtgPP/XL8/aftXbl8Qdf/U/L+SwyViO7VDqSsQwS2bzs8k+1+7n0AlyHO8lmMdxz6UzqHbVGjndr84xtp8pRSWmC5q5M7rEzp1VwNvfXwUM/f3V9zt31n1kvAGNRjXJ1mg0Z397+vbE9mJ7HFy/PW45Vr1uL7bHnr49zfkf5GZgoApET56sXrtwQDg4GHHv/cti3ZY1MTkyGRERkyOT0bNlTdx7/9IYHKz5AFtt1apqkmCmQ4eq7bS9/v6Iffsidkz0xiuXXxk7JnoXXH50dDRiZCSi6OuNp770VLz47RfjyN4jUfT1xshI9XPodq++5Yo4vOSGuLGxLbaV2+LGxrY4vOSGeHXFlXUf2tyGh6vJ4EajmkxrNKrvh4fbe9/R/NiQ2ZzjSDuWFGvRQtn1TySXMrZ/9Z1r4vDinrjx6mdj2wUfjxuvfjYOL+6JV//J2ub9A8hObu1QoxGxo9EbPYufinXXHo+IiHXXHo+ei47Ejone7o6PSCez+dlkn+uBgSreHhqqEj6GhiQwkZ8cx3vHjlWJgzP19VXbz5N7Lp2hvz/i4ceWxfiiWyUwJdTfXz1IksP5zS22bwVJTLxxCTreM5ngTydVspEGljNJ0DhD4pvPTEvVhzR7cDGVGHXrh5bFZRvWxN4Ne+PS9Wusf52I2CI/Wd7oSDk5nGjfEtHTc45nSDmWFGvRIln2TySXKrZ/7XpbcjTW/dnvRpw8Gev+7Hej501/6XrrYjm2Q266wrkl/1xnltAFs+Q43kuQeOWey9xynPfNKcGGtHKM7VvBcnJtJovl5BIuZZF7ubQcpCjdrIQlZ5NiCa6sZVbGOrVml/PMtQ9RPjatXK8LLLnYKpb1SC/nc9z00tupl0UUa9EC+qc5+Oy9ptmxfSuut5yWWaCS43UxNT/05c8dj8N37YrbvnFbPPKuR2Lt7q0e5IEQX8C85BZzJlrK0T2XaeZ9W8u4IY1OiAFSLCd3YTN3RpeYynieq+NdoKqazxWzJvivXFEseN9MZ3PevXhXrLu2NyKWzcjm3Bpva5xfxzP1NNU7X6ieptr4qY2vPU110Yrqaap2b2BJY+pp1Ns39cadl3+vWoLrsS4OcAYG2ntg1SIzBxe3RMTB9REHY+GDi1z7kKkKT4ODt8bD3fz5SCTX64JqQFzd6OiNw3ftijW3rYkje4/E2t1bY+Seqn9pV7kM6lPFhkzL9Ryn6qtTjiUjQqxFS+TcPyVxtpszEV35eWx2bJ/yekvW1pNcjtfF1PzQ5s3L4pOnqpVdtmGtBCY4RXzBWeWWuBOR7phzG+9NHevQ0PS5aEJFbfdcppn3bQ3jhrTEAGdRlqWvNvpat25dmYVHHy3L668vywsuqF4ffXTBu5yYKMu3XvpS+YllD5QvvfBSWZZl+dILL5Wf+MkHy7deerycmFjw/6LrrVpVliMjZbn/vv3l/vv2l2VZ/feBjxwoR0aqn5+PiYmyXL68LA889lL5wCUPlC9864XywUsfLL/+1ePl8uWl945yYqK6vlwLlGVZ7n7v/vLmJfvLRqP6vtEoy5uX7C93bzpw3vvUhzAX10X+pmKM3Zv2lw9c8kC5e9OBto4txnrHyo/Fx2Z9jfWO1X1oc0oVGzKtJec4wdgsRV/9mgTHC62WW/+U1PXXz/6HT0xU22mKVNdb0rae5HK9LqbGaB9/+yPGZOQrUTwrvpit6+eUH320LK+5ppz4N98qV73j1XLi33yrLK+5pr3HUKeOuZyYKMtXXqle2/2YM9Xtnw/zvq1j3JBe7jFARDxZNjlnxnJybSaL5eQS6YRyae0uZelmJSyZy9Wfvjqe+8Fzs7avvHhlPHvfs60/IN64Jj85k2r5SX0Ic3FddIacllzMbdkwy3qkl/wcJyhPb6lomJ9k/VNuT9svWhTx8ssRixdPbztxImLJkoiTJ+s7rg7T7OtNW98Zcr0ucqlaCnNKtDzUlJzGvylZIqqy5x8NxfM/Wj5r+1Vv/l7c8f89VMMRzUPqJcThFPO+c0uxJLBxQ2vkHAOkWE5OElOb6eYkJjdRWiNlslHODSxpFNuLKLfN7mfOtp02k2BiJtXgQh/CXFwXnSOHGx25DupzTETPLUk66TlOMEFsIhDmr+n9U+Ibo0m4UdUyzbzetPWdw3UBLdaCfi+H8W9quT0glMp/+1/cGT969pfi6+//TMQ1fxrxzI3x7t//cLz56sfjf/u/vlD34c1NgjstYt73dKmSP1sRH+r3puV6LlIkMdW+fJqvTJeTSyT3cmm5SFm6udtLWHK6+Fi8oe20mQRLQ6RcflIfwlxcF7RKq5ZmSxFr5basR27xxcpPrSzjAzeVS9/0THnrZb9ZLn3Ts2V84KZy5adWLnznF1xQleif6ZVXqu3nyVLRnSO3sVlux5tEjkuz5bjMCS1r632u8yIGgHlIEH9zOktEVSYmynLpm54pP/GmnaefhzfvLJe+6dn2PQ85xrOJiYfSMe87LdWSbynjw7HesfJj8bFZX2O9Yws6ZlovLCfX+bq5EtMU1XxaI9dszq6X2dICKjFlLtGTMyrC0WquC1oh9RNgqcvp5xQb5hZfTB3Xmee4Kceb6EnwHCt0MS235TdyO96kMnxy3fuXr5RtvesiX2KAM2Q2D8dsTR/nqECYnKpwleuuizj2j/+n2P/nfxvxi78YG8c/EAcGvhTFv/93sfGGlbHqP/12e56HHCuLJiIeag3zvumrw6eKD1Xd6xwpKjFd0Myd0V0ajSqQajSau9/+/oiHH1sW44tu7crOplX6+6tg3/nNyNQA4KGHqonthx6qvh8fr/vIOlKqNi4rq1ZVA82ZDh2qti9Af3/Evn0ROyZ645XLr4wdE71NmxDVhzAX1wWtMNW23fqhZXHZhjWxd8PeuHT9mqaVsH71LVfE4SU3xI2NbbGt3BY3NrbF4SU3xKsrrmza8YsNKynHOU0/x8PD1YRwo1ElOjQa1ffDwwvabcq+OjUxXPr2otlyO96kEsXfKXn/8pWyrXdd5CvnGKDpzMNlbU/fnthebI+D67fHLceq1+3F9tjTt2dhO04UfzNtdDRiZCSi6OuNp770VLz47RfjyN4jUfT1xshI9fNuMDoaEZMfjeKDt8dTX3smXvyJq+PI174TxR0fjJj8aPueh4GBKmFpaKhKxB8a6soEpgjxUKuY962Sde+9f1ms27ImJkcmIyJicmQyerasiXvvXxqDgwvbf4r4sNGI2NHojZ7FT8W6a49HRMS6a49Hz0VHYsdEb1fP6XBKs0s7+er85eSUd4P5aXqZ0AxLsea23EtZ5tvGJSlLe2ppiHJioiqNPTHR1KUhlNIFOlGKpdlyLqefoq1PFV+kigGSx0OPPlpOXH17uSr+spy4+vamLuGUU1+dawzXbLm1F7kdb3KJ4+9m8/51hma39a6LzpBTDJBMhvNwTEu1rE5ZllW/fP311RJy11/ftH565adWlvGxmPXVlGWoM2OJqEp84KY5z0N84Ka6D602ufRP4qHOkcM1l+NS0atWleXISFnuv29/uf++/WVZVv994CMHypGR6ufkIywn1/lyWE5OeTc4t2RlQjNcWuDqT18dz/3guVnbV168Mp6979nWH9A85NbGJS9Lq3Q6wBvW7CULciynn7J/SrWcXKoYIOXyd8rTT8sthkslt/Yit+NtiYzib+9f3lKN110XdIwM5+GopF5WJ5Xcls2ekmppcktEVe/9xC+Us87D+oPtfU2kkNvYVzyUv1TXXKoYPLclgaeO98ufOx6H79oVt33jtnjkXY/E2t1bm1bVntZJsZzchc3cGZ1vqrzb3Yt3xbpreyNi2YzyblvjbQ2NClRlQq+YdQPlyhXFwnY8tbTAzA9Zmy8t0K6JSmeTYxuX7HqbMjDQtjdNANrV1LJhzTI6OjWw743Dd+2KNbetiSN7j8Ta3Vtj5J6qpHO7Sdk/rbx4ZRTbZ+9n5cUrz3ufOcYAES2IAzKR6/uXQm7tRW7H2xIZxd/ev9ZIdaPjuR88d9ab5QvhuqBjtGAeLlXyR7ebWlbnnS9Uy+ps/NTG15bVuWhFtazOQsdr3rvTb/DfEhEH10ccjOYllUwtETU4eGs8/Fh3nueVF6+M9QeLiF+5Kf6Xx0cjfuVXYv3BJxY09s1VK8a+zfxci4fyl+qaSxWDTy35dvum3rjz8u9VS761cds5dbybNy+LT25YE3s37I3LNqyVwMRrVGJqM+1eiUn2cGsZDOUn6ZM+4+PVU7hjYxF9fdXEyZYtXbumdAq5tXG5PlkGwBuX0xNVOfZPKWOAlE/Z5XaeU8kthkstp/YiIr/j5XTev/RSVeZIWfHDdUFHODUP17j3qzG4e22M3nU4+j/73qbMw+VWUWRKLnPVKas75FhxNhWVUDtDDp/r1GPfVJ9r8VC+Ul5zqdv6HD7TM+VadS+385xaikpMkpjaTLsnMSnv1hq5DmRpwQ2UjJYWyFFubZwbdgDdJZeBfY79U24xQESe5zmVHN+/1FK2Fykm63Jp35ib9y+tHJOYIlwX5C/l/GxuyR85zlWnSh5I+d7llMTUaETc/Et/G//9yc/H6NBn4ofLfhhLjy+NrZ/9cPzeBXfHHz7+Vm1+m8vpc5167Jvycy0eylPKay6ntr5VckoIyqntbKUUSUwXNHNndL6p8m63fmhZXHaqvNul69d07cRwKlWZwhvixsa22FZuixsb2+Lwkhvi1RVX1n1ovI7R0YiRkYiirzee+tJT8eK3X4wje49E0dcbIyPVzxdkYCDi6NGIkyerVwlMTZVbG5f8egPocI1GNTHRaNR9JPMzVU5/fNGtbT3xlWP/lFsMEJHneU4lx/cvtRTtxZ6+PbG92B4H12+PW45Vr9uL7bGnb09bHi+t4/1jLq4LcpdqfnZqGdyexU/FumuPR0TMWAa3ty3HJjnOVU/FhzsmeuOVy6+sltVZYFyY43uXyuBgxEt9D8VNW/viKye/EuW2Mr5y8iuxfus/i+N9D8XgYN1HyOvJ6XOdcuyb+nMtHsqT+ZbW6u+vksJy+Hzk1HbmTiWmNtPulZimyB6eocmVcSwLkT9lQvOXUxvnegN44zw1k16u/VNOMUBEvuc5ldyqD+Umt6oR0Gqplg/NtRIT5Czl/Gxu1TRzn6tuZgyX+r1L1Y+k0GhErP/lv4sDe5fMqoT67l/7cUz88eVtfV10uxw/16nGvrm1ybROqmtODJ6vHNvOVrGcXBfIJYkpwiRuRLy2NnqMjUX09UUcOhSxZcuC1ka/7rqIF3/2f40b/u5gRER8fePX490HqgnhP7/8F2LF3/xrQVMGcrsBxmw5tXGuN4A3xo341si1f8opBojI9zyn0uz3T9JjxWRda+XWDuUoxTnOLdkop5vl0Gopb2rntgyuG/zTcnvvztTsvq+4vT+WP96YdYP/e7/UH+XDXVSWKkO5fq5TjH1z/1yTVoprTgyer1zbzlaQxNQFckpiIiJWr4546KHTo5hGI2JoqFrq6zx4iqFzmHimlVxvdArXMqm5Ed9aPtOt4TynI+mxYrKuNSTNpZfyHEs2gs6R+qZ2TtU03eA/XU7v3ZRUfV+xvYiJXyhn3eBff1A1kXaX8+c6xdg3x881rWO+hSk5t52pSWLqApKY0mp6Z7NoUcTLL0csXjy97cSJiCVLIk6ePO/deooBgG7jph2touolnSTXG9u5TAJKepxmsq41JM2ll/IcWxqidVL1I7n0T7RG6pvaOVXTdIP/dDm9dxHp+r6p/u3MtlO/lwef69OpuEPuXG+toe2cmySmLtDtSUypGtmtP7M1fvqZn561/bvXfDd2fWfXee83RSWmCE8xAO3FRC6t4KYdraLqJZ0ktxvmuSWsqj50OpN1aUmaSy/1Oc6tTc5Rqn4kt/6J1rj601fHc4eviaX7vhg3v3ksvvajO+OHm2+PlWufadrNwJzmW3JL3Ektl/cuZd/nhnn+fK5P1/QlF8WGtJDrrXW0nbOlSGK6sJk7g4V67gfPnbWRXYjvLHklXow18eHfWRk33bs6nvjs0fjM//Bc/PhNf7yg/cbwcMSWLRFjYxF9fRGHDlXf79y5sP1GFSQ9/NiyGBy8NR5+7FTQdHDBuwWYt5kTubdExMH1VTNkIpdmazQidjR64+7Fu2Ldtb0RsSzWXXs8ei46EjsmtsbbGu09KUhe+vsj4n2b49YPNeKTG9bE3g1747INa+P99yyNeN+vRH+/qpeQyqtvuSIOL7liVsLqlSsWNt5LZXR0qvpQbxy+a1esuW1NHNl7JNbu3hoj90Ts21f3EbZWf3/1b759U2/cefn3YsdEb+x7TB/dLIODEffevyze+cKamByZjI2f2hiTI5PRs2VNXLRiaQwOdlfSXArOcf5S9SO59U+0xnM/eC7Kh5+NxgciBgd3xB+NRvT3NxY8Tz1Tf38+7c6cc9VdLJf3LmXfJ1Epfz7Xp8vlcw2dItdkWG1na1xQ9wGQn6s/fXUU24tZX1d/+uq6D21OjUbE5LO/GT1vejrW/erPRixeHOt+9Wej581Px+QzvxWNhdynGhioEpaGhqol5IaGqu8HBppy7FNBkwYQqEM1kXtD3NjYFtvKbXFjY1scXnJDvLriyroPjQ4zNam2bks1qRYRr02q3Xt/NakGTXXNE7FvX8SOid545fIrqxvx+6rtQBpTCas9i5+Kddcej4iYkbDau7BxWSJTSTu3fmhZXHYq6fHS9Wu6evm0qcm68UW3etqwyUZHI0ZGIoq+3njqS0/Fi99+MY7sPRJFX2+MjFQ/Z2FSn+OVF6+cc75s5cUrm/MP6HKp+pEc+yday/zsNOciP+ILXo/PNVCXqcImZ37NldjUbrSd6anExBuWqlpSKoODET/sG411q/pPf9rgrp+LHz792Rgc/O2FZVcPDDQtaWnK1MTXXNsBWkFlHFpJpQvqoOoltFauFVBUH5rNE8ppTF1rmzcvm1UpsFuT5pot9Tlu56eFO0GqfiTX/glgPsQXAEAuy+DOpBITHW90NCImPxrFpZec/rTBJT8VMfnRtnza4Nn7np0z+9SEGBFVZ3PddeFpQJJSGYdWUumCunhqBlon56fAVR+iVaZiojMrBbrmmsc5zleqfiTn/glgPvR91ME9DID67enbE9uL7XFw/fa45Vj1ur3YHnv69tR9aK9LJaZONz5eLW927FjEqlURw8NNrxrU7vr7I+J9m+PWjz8Wn+z7m+ppg39yRbz/42+P+LVN0d8vimqGXNcuzcmevj3x/OTzERFxS0QcXF8VjLiq96q449AdtR4bnUdlHFpNpQtaSdVLOkVO13LuT4GrPsRMKce/c1YKpKmc4zyl6kdy758A5kPf1xo5VrpoNvcwpuU0Xid/rjfm8upbrojDS66ID+/fGDfdFPHEExGfec+BuHJFe66uNZMkpk42Ph4xPByNe78ag7vXxugdh6N/+L3Vz9o0kSlVI7ty7TPxXGyKj+z7Ytz85rH42l/8Qvzw1zbFyrXPLGi/TMttmcEc5dzZMC2XwayJXOpgUo1WkWBNp8jtWpawSqdIPf5NmTSXy3gkNYmJeUrVj+ifmIubgXQafd+0ZsdDEnemuYcxLbfxOnlzvXGmRiNiR6M37l68K9Zd2xsRy2Ldtcej56IjsWNia7yt0d7jnaIsZ0+6UJ+enp7yySefbMq+tv7jO+On/5+rZm3/7pXPx67/9IXz3m+xvTjrZN1c29uJybp0cr4uctBoRNy+6XjcfWJX/PpfbY1lK5bF8RePx+++4/fi8xdutaxFBmYOZmdq98Hs1LV35/I/jC9872bXGgCwYCnGZSrD0ko5jn9zHo+Yx+FMqa4L1xtAZ0sVD31h04F4/PGYlbjzS79cxJ1feff5H3Bm3MPg9Yi1mMk8TlrXXRfxwQ9GvPOFAxERsfFTG+PARw5EURRxZMW744tfbF5yc1EU3yzLsqc5e6uoxNTBvvOTES/+/Q2zAqcfXzw7SHsjcn4KxdMG+er24GZwMOLe+5fFO19YE5Mjk7HxUxtjcmQyerasiYtWLI3BQdd2u8v1KZQUlXEEpwDQ3VKMy1SGhXPLbTyiogHnkmp+TxU0gM6WIh7KvdJFM7mHwdmI7ZmLe0FpjY5GbN4c8eXP9cbhu3bFmtvWxJG9R2Lt7q0xck9VibadSWLqUI1GxOSzvxn3F4+eHjhd8K144JnfisYCAieNCq0kuKnk3tl0u9wHs82eyM3xJqPEKzpBjtdxjscMAO0mx/FIbklXcDbmteDcjPlolVTxkMSdae5hcDZie2i9qSWzN29eFp/csCb2btgbl21YG++/Z2ns29d+cwBnksTUoQYHI37YNxrr/vxvY3LoD2Lj+AdicugPoufCw/HDG74fg4O/3TWBE3kT3FRy72y6ncFs/nJMvIIz5Xgd53bMJuCB+dJe0Eq5jUdyTLqCszGvBeeW25iPfKWKhyTuTEt5D8P4KV9ie6jPVLt8+6beuPPy78WOid7Y16QVV1KTxNShRkcj1v/yR6O468k4/NlDseYnro4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9ftuO5/xRkhcukfvJST6S5GEzj39Ckjcn+eUxfTP87nXbVZk47i3KHX6eNO4taO+kMa+1zbs8vnDcG5ObkeNeQx9PymnMHj3uTezjpnFvwXoxacxrzJ407u3I23XfY9n62yt3eGxy/c1p79L1N6/Nuzy3uf5acqfU34I+nlx/C3KXqr2Rfdxcf3PWi6Xqb07u1G3Oi+f9v5epu0XZw3NG115Dm6fu7y1s7y6/01R3Y7LH1F5jH4+uvcbcSbU3sZ8X1l7DejF1f29R7tTaW3j8amr9tWQPzxtVf41tHl1/re3d5fdajreMym6tvxF9PKr+RuROOd4ytZ/n1l/jejG6/hpzl97uHH7n447zTq29RbnDsqX3+XZp78r2+XZr8y7PGb3PNy+3te5G9PHonBHZS+/zNfbx6H2+XdaLle3z7ZI9dexbeC5kSv215A7Lxo57Le2dut056bzQovobm9tafyP6eEodt2aPqr8l+njRuNeyXkzd7mzJHl1/aThXOLH2ms5BTqi9lvZOrb1J500bam9U7ojaa+3jKbXXmj229qb28aLaa1kvptZeS/bC2suKzqdnyTkwbie3eV+e5Dndx88qfXr6mX//bZngbomr3yzIffsui1+S5JPW8HLvyIquIlX95cl+Kf1s+93+D8eThyV5btd1r1jz69w3yc3Sz4pexg3Sf2DNevfw75630Wl0z/QD4az/m77dzbfAa6iHL0g/E/mqmd95f5I/TV+nU3Mn1+Ki3+u67t1d131kx7LXpB8A9qzHie15f5IPZk49tuZW1QOTfHqSn2x98TV+ns3NHWaSf24+fub30rl7eHCSv+667i1LZt9g+He3mtyzHhty75l+MsVfz/zOvyd5WZKvnJM7d8yoqk9Lv2E+W3sfS/IHmV97C8eiKe/Dotyu697fdd1/7vidd6a/Qs68uhs9dnZd99H079vccbA1u6o+O8lF6WfJL7Su8b5hndiX5AFJnjz2PZzY5gennzT0wiVyT0s/+W5s3S3KvUf6yWx/OfM7H0o/wWvPuptjdrtq0rjXkLvKz+zrcqeOeS3Ze1g47rXmThn3WnJX6LrsqePeotw9NI17C3InjXmN2ZPGvSMW7HtMrr9F+zRT629e7rL1N2E/rKn+WnKn1N+69hvn5S5bexPa3FR/C3In19+C3KVqb45VjnvHWMf+yhrGvnmmjnu7WtHYt3YrHvdaTB37Zq167Dtiau21HL+aWn9Nx8Ym1N/C3In1N/VYXkv9NWePrL91HX9cmLtE/U1t86L6a8mdUn8tuasa+3Ye513V2HfM8eMVjXsfl7vica/lmPeUsW/X3BWMe6s6Rr8we4VjX0ubp4x7O3NXOe7tzJ5aey3nQqbUX9M5lgn1tzB3ifqbel5oUf01546sv3Wex1qYPbH+prZ5Uf215E6tv5bsKfXXcq5wSu01nYOcUHsLc5eovannTRfVXnPuyNpbyXneqdkTa29qmxfVXkvu1NpryV5Yeys8n77UHBiTmDbvLukvs3Wdruv+Nf0H1F020qJpviD95cCWVlWnVtUZVfWF6W+Z8ivdMD1vSd+Sfnbgk1aQtdPrquojVfXqqnrUCvI+N8lrquqXq+o91d8r8o+q4T6oI319+qs5/M2SOU9Ncu+q+oaquklV3Sn95SGvXsGBkBvm2MsFHrlN0acvmT3rLulnx752x/JXZotqsao+I/0VQZaux+qdVlW3SvLE9P2z1M50Vd0o/eUCHzcMaqv2sH8kuWQAACAASURBVKr6cPX3tH1GVe1fMu9zh39vVv39Xz9SVa+rqocv29BZVXXH9JcyXsXBipenv/Toj1bVHYeavDjJeelv2TbVDZN8ZJhYM+tDGV+Ls2PGkfp61Y7nvDLJzavqFhNzV2lu7tDGO0x47WNyZ+ru7Kr6ziR3TP8ZO9bHZVdVpb9V3RO7rnvzhLw925zkS4dx6gNV9Zzhc2iZ3M/KcKn3qrq2qv6rqt5UVd8//D9W0eYkSVXdJP3G9JTauy532BC/Ksn3VtU9q+qsqvqq9JPGxm53zLb3hsO/u42D+6vqjEVhc7arlhr31rW9NiZ37Ji3KHvquDcvd5lxr6EvJo95c7KXGvda37+x496c3KXHvDnZy4578/Y9lqm/de3TjModWX8LsyfW39zcJeqvpS+m1N+83GW3OZvfv5H1Ny93mfqbl7ts7e21b76K/b1V7/ePzh1Ze3Nzl9zf2zN7mbFvUZszfezbK3cV+3tN79/YsW9O7rJj3165U2uv5fjV1Ppb17GxSbkN9decO6H+mrIn1N+YvhhTfy25U+tv9PvXWH8tuVPqryV3Vcdbdh7nXdWxzlUdPx6dO3LcW5i95Ni3a+6S497c9mY1xzl3Zq/qWOfc92/CuLdX7iqPc+7Mnlp7LedCptTfus6xTMptrL/m7JH115Q7of7G9MXY+mvJnlJ/o9+/xvpryZ1afy3ZU+qv5VzhlNpb1znISbmNtdecPbL2mnIn1N6Yvhhbey3ZU2pv9PvXWHstuVNrryV7FdudrXW23ByYbsQluXyt/iv95WQfu8vyNyX5nyt8nZXdTm6X7AuTfCwNt+lpzPtg+kuZdUl+KyNvJbNH5tnpL5f2FcPPF2fkZb/3yP2y9Pdt/NL0J0GvHHK/c8ncDyV5b5Lnp7/v5IPSX+XjhVndrfXOGF7jZ1eU95Ad7921SW66gtx/TPKHO5Z93/AaPzAxc7fL3/1gknfv8txHDK+18NZ1i+osy11ieWENp5+YenWS1yS5wbK56a/WcuT9fFuSz1u2ven/2vrvjqzHmXZ5yL2yfyH9LOd7J/nm9Dul/5pk3xLrxfcP//+3p7/M4QXpT7Z0Rz5PVvTe/Uj6jYubr6gvbpbkeTPv34eTPGSZ3CRfPWTdY2bZjdJfteLDI7I/bswYPju6nZ8XSb54WH6nKbk7Hmu+ndyY3JnnXDn0w9nL5qY/oHLkfXtfkq9ZRZvT//XnoQy3wsu028DtlntZkm8a6u6h6TdUDyc5sMQ68eDh/384/V9yXJD+s+OjSR69yvcvR+9lfo9lc9Pf5u0ZM+/fx5J83zK56a/E9HGXjk3/1xavGJa33AZo1+2qLDnu7ZW74zlTbmfVtB2YaWPe3OxMHPfm5WaJcW9B7rJj3l7rxVLj3oj3b9S4t6Avlh3z9uqLyeNeFux7ZGL9LcqdWn9jcsfWX2t2RtZfS24m1F9j7uj6a1gnJtfehPevqf4a+2J0/TX0xaTay4J98ywx7i3KXqL2Rh1PSGPtteZmwrjXkp1ptdeSO6X2Fq0Xy9Te2PevtfZa+mJK7S3qi6m1t/D4VaaPe6OOjaX91h6jj7mlof7G5Gb8uNeUnZH1NyJ3VP01rheT6m/i+7ew/kb0xaj6a+yLpY+3ZJfjvFnNsc65x48z8VjnotzWuhubneWOde6amyWPdc7JXWqfb856sYpjnS3v3+hjnXP6Yql9vjl9scw+39xzIVPrb1HujueO2e4cde5mTP21Zo+tv5bcKfXXmDup/hrWi6lj39j3r3W7s6UvJtVfQ1+Mrr80nCvMhNpryZ1Se2Nzx9TemOyMqL3W3Izf5mzNnbLP17JejK69ie9fyzZna19M2edr6YtRtZclzqdnyTkwcx/0tf6v4Q38jl2WvznJj6/wddYyiSnJgST/nuSZK8z8rCRfmOS70l8a7ckryHxKkmfP/Hxx5hzYXfK1fn8o9smTr4YPo/dl5oR4ki8a2nzhitr5oCHv3BVkXZB+J+Cnkpw/ZL8y/WB76pLZj0x/abtHDh/aX5Z+oO0y8uTwTOZeH7rv2uP1uzTsLC+qs6x/EtNPpd8w/NxV5Ca5VZJzh0Ht2ekH+Lsu0cefmn6G7efNLDuYFU1i2qO/P7LbIDlyveiS/OSO5c9N8jcrfO9ekeRZq1gv0m/oPivJP6e/Csz56WfYfzDJfZfIPT3J65O8IMmdk9w6/cnejyT5z8bcA9kxZuToJKZ9O577JcPyO07J3fH4pElMi3KH53xr+kkn919FbvrPuXPTX+L6t4eaOX+Z7CT7krw1yUUzy67JiElMLX0xPO9W6cfuy1ewTjx9x3OfmuSNK37/np3k5atYL5I8Ockb029jfFGSH0jyn0kevmTu85O8Osm9ktwiyU8MddcluWVD7q7bVVly3Nsrd8dzpkxiatoOzLQxb252Jo57c/p4qXGvtS9m+nrMmDdvvZg87o14/0aNe3Pau4oxb6/syeNeFux7TK2/RblT629M7tj6a83OyPpr6ONJ9Te2L1rrr3GdmFR7E96/pvpraPOk+mvIXXqbcyb7un3zrGB/b6/sXdaHSft883KHx0aPffNyx9ZdYz+vZJ9vUV/M9HXz2DdnvVhqf2/E+zdpn2+XNi899u2RO6n20nD8amr9tWTvsk4srL+xucPjC+tvTO7Y+mvs59H1N6UvWupvxHoxuv4mvn8L66+xzaPrrzF3FcdbjjnOm9Uc65x7/DjTJzEtPC6diePevOyxtdfQx0uPey19MdPXo8a9OevFUmNf4/s3etzbo70rGff2yJ469i08FzKl/lpyd1knWsa90eduWutvTPaY+mvs4ynj3qTzWGnb52tdL0bV38T3r2Xca2nv1H2+luzR9ZeGc4WZVnujzkGmvfZGn9tMe+01Z2dc7bX08ZTam3SeN22117pejK29Ke9fS+21tHdq7bVkj6q9LHE+PUvOgZn7oK/1fw0rz6W7LH9fku9Z4eusfBJTkpunH3helOTGa+qfI1dIuP0SGXdLv8P4eUluOnw9esi9bYarUqywzV83ZH/aEhn/nuRvdyw7Jf1f73zbitr5zCSvXVHWi5P87o5ldx764QFLZp+a/hZIR07Yvj/JYzJhQsJM5m4fuo8eXmPnxvX3JHn/1Nwdj69tEtPQ/o8ledAqc2eed1r6k+hXLtHHv5/kD2fq8KbpZ1H/0vB901XGxnyepR/kl2nztw7v2ZftWP5DSd6xovfunOE1Rv0F0Zw2f012mfyT/hKWL1umzUk+J8nrcnT299+kn1hysCFz1zEj/V8idkn273j+kc/SW0zJ3fGc0ZOYGnO/ZvjcaB6vW3J3PP+vkjxvmez0Oz8v2lF7z0/yx8P3cyebTmjzn7W0eU57v3x4vx614/kPHZbfZEXv39npN6R/cNn3L8lnDG37kh3P/4kk78qCic3z2pv+VoUvmam7l6e/XO+HM/6E63XbVVnBuLdb7o7ly57I3St30pjXkj3z+Khxb48+Xsm419Le4TnNY96cNi897jW8f5PHvV3au/SYN6/NmTDupWHfY0r9teTueH7rQbWxuc31Nza7tf4a+3h0/U1t76L6a2zvpNqb8P411V9jm0fXX2t7s8Q2547Xu27fPCsc93ZmT6m9CblLjX175bbW3Yh+XuXYt/DYyrzaa2zvysa9Be/fsmPfbJtXNvbtbO+U2kvD8aup9deSveOx1rFvbG5T/Y3NnXnOwvpr7OcpY9/k44/z6q+xvVPHvrHvX+vY19LmKWNfU3un1N+OzGOO806tvUW5Ox6fOolpUe7kcW9R9szzxh7r3K2Plx73Wts7PHfUuLdHm1dxrHPR+zdp3NujvSsZ9/Zq85TaS8O5kCn115K747HWcW9s7ph9vknnhRbVX2MfTxn3Jp/HWlR/jW0eXX8T3r/Wca+lvZPqr7XNY+svDecKM632Rp2DTHvtjc0dU3uTzptmce219PGU2pt8njeLa6+lzVNqb+z711p7Le2dWntNbc6I2ssS59Oz5ByYU8KmvSo77vtXVbdLcuPsuE/g8aSqzkg/C/D0JF/ZTb/f8yIvHv791CUy7pjkBkn+Nv2JxHelv0xc0l+y7JeWyJ6nW+J3X7nH8ko/iC2lqvalP0k89p7Ue7lLkpfOLui67tXpr0Bx+2WCu677aNd1j0l/9YnPSHLL9JcpzMy/q/Cq9B/wd9ix/Jh7dh5vquq/p1+Pv7frut9fx2t0XfeRJP8v/UHTqe6c5AE5WofvSnK79IPou9KfuFiH47YWB1+fvlb+eEV5d0nyga7rdt6P9iVZvh7/Pn2N3CXJHbquu3eST8qCWlwwZhypr533wL1Lknd2XfcfE3Mna8mtqi9I8vQkT+m67qdXlbuLl6Sh7hZk3zn9X1vM1t556TeG35Xk81fc5mRB3S3InVd3yYLaG9HmB6bfcXv6vLzG3CPr70t3/NpL0u+8nT21vV3X/UvXdZ+Zvn7vkv4Wc5+Q5MVd1/1XS9tnzG5XrXLcW8X2WlPuCse8uW1eYtybzV3luNfax1PGvNnsVY57e7V52XFvNnfVY97HtXniuNey7zGl/ta1T9OcO6H+JrW5of5acqfU37J9vFf9teROrb2xbW6tv5bcKfXX1N6p25xzdFnf/t4y+xpNuSve39u1vSva3+uynn2+RX089T3osr79vZ1tWtU+X5f17O91yeTaa+nDqfW3rvenOXdk/U1qb2P9tWRPqb9l+3iv+mvJnfraY3+vtf5acqfUX1N7lxn75hznXWrsW8Px46bcZca9MW0eM/bNyV1q3JvYx03j3pzspeq+sc2jx705uUuPe/PaPLH2Ws6FTKm/dZ1jac6dUH+T2txQfy25U+pv2T6eV38t2VPqb2ybW+uvJXdq/TW1eWz9NZ4rHF176zoHOSZ3bO1NbfOi2mvMHV17K+jjPWuvMXt07U1oc1PtNeZOqr3WNq/gmEtrnS01B+a0xsawPs9O8j1VdVbXde8dlj0o/Yr+15tr1t6q6rQkf5D+AOR5Xde9bY0vd97w7xuWyHh++ssXzrpv+vtAfkX6y6at0n9Pfzm+Q0tkPCvJZVX1iV3XvX1Y9kXpD/j+05LtS5L7pz8Buqqd0EPpb8Vxnar69PR/oXtwFS/Qdd2RwTBV9egkL+i6bpWTi16Q5D3p/xLxx4bXOSP9JRZ/bYWvs1JVdX6S303yy13X/cwaX+eG6d/ja5eIeUT6K+LMenr6z7pfSbLnZJUpquru6TeofnWJmBekX+8uTPKcmeUXZjW1mPSf+X/add37VpR3KMkZVXXnYefgiHtlBfXY9VOlX50kVXXHJF+cvk52tWjM6Lru9VX1mvS195zhd04Zfn721NypWnKr6m7pP6f/PMm3ryp3l9+p9BOM5o6BDdk/lOTyHcsuT3I4yaXpd1xW1eZbph+7nzq1vV3XHayqf05fZ7P1e2GS182rlZFtfnCSv++67nXz/1dNuUfG/M/Kx39W3Cv9Xzy8PbsY096u614//M4npr+M7A8uavcuZrer3pzVjXur2F5bmLviMW9um5cY92ZzVznuLWrvMmPebPYbs7pxb682LzvuzeaendWOece0eey4l7Z9j0MZX3/r2qdpyp1Yf5Pa3FB/LblnZXz9TW3vovpryX1DptXe2Da31l9L7j0zvv6a2zuh9nYzu2/+b1nt/t4q9vsX5q5w7Jvb3iX392azVzn2LWrz1LFvNvfNWe3+3l5tXnbsm81d5f7eMe2dUHstx6+mHm9Z17GxptwJ9TepvY3115I9pf6mtnlR/bWuF1Pqb2ybW+uvJXdK/TW3d4mxb6/jvMse61z18eOFuSsY95rbPHLs2yt32XFvTHvHjnvz1otlxr6WNk8Z9/bKXcW4N7fNE2qv5VzIlPpb1zmWptyJ9TepzQ3115I7pf6mtrel/lrXi7H1N7bNrfXXkju1/prbPGXsW3CucPLYt65zkItylxn7xra5dexbkDt57JvQ3uaxr2G9mDT2jWjzqLFvQe5SY19Lm5c85tJaZ8vNgekWXKrJ13q/0t+T8N+S/MWwgnxz+sto/dgKss9If5WBB6b/S8d/nvn5jCVyfy39rMdvT38Z+NmvT1gi98+TfHf6WfFfmuSyoS+evoZ+v3j4P5y5ZM4fpj/g+uVJvirJbw+5S93yLclN0l9+72+Hov8f6U8q/cWK/v9/nuSlK+zP70g/W/Vnh/X4Iek//N6QJW81OKxX3z3kPiD9yd73JPmMkTkL6yHJ96e/l+sl6QevP0t/QO+WS+aeO/z8ncP6cenw86J7nc/NTvLpSd6dflb7F+yoxXm3m1mU++AkVw7r3fnDz3+TfmD5zGX6YpffOZiG+8Q3tPkr0++IPiT9iZFvTX9A+vWZc+upxvfvselve/EDSb4kyVPSr+/3XrYvhveqS3K/Va3L6U/aHUo/u/zB6Wvn54fXefSSffHD6TdMLkg/BvxHkisWtHfhmDG086PpJ9tckOSKYX27+5K5dx3af+Q2ZL88/Pzfpuamn5H+xvSf0efveHzXe0k35t47yf9Ofyuj89OfUPiToV++Ytk+3uV3rknyjGVy08/m/7P0Y+oFSb4x/Qz6dyb5lCXfu/unr7OfTl93Pz70xaLLsTb1RZLbDHl73k97ZF+cmv5WcG9O8vAk90nyI+lvEfDEJfvi29N/tp2f/r7Sr09/m8FFt6hbuF2VaeNeS+7ocW9RbiaOeY3ZU8e90duuaRj3Gto7acwb8f5NGfea+iIjx72Gvpg05o3oi9Hj3h6vdXF27HtkQv015k7a7pyXmyXqryF7Uv219MWU+mto7+T6a3jvRtfemL7IhO3OBX0xuf4a+mLKNufCffNMrLvG7Clj39zcTN/fW5Q7ue5a+mJK7TW0eer+Xst7N6n2Wvsi48e+RX0xdX+vpS+m1F7T8atM2+5szR5Vfy25mVB/jblTtzsnHSfMgvprbPPo+hvx3k3Z7mzui4yov8a+GF1/I/pi8nZn5hznzRLbnAtyJ29z7pWbFWxzzsleaptzXl+MrbvG9i69zbng/Zu83bmoL8bUXWNfLL3NuaAvpox9TedCxtbfiNyx497C3Kn115g9uv5a+2Js/TW2d+p2Z+v7N6r+xvRFxo17LX0xdbuztS9G1V8azxVmfO215o6tvYW5mV57LdlTam/S+dgsrr2W9k6tvdb3b2ztNfdFxtVeS19Mrb3Wvphbe1nR+fQsOQdm4RN8rf8r/UnW5w4fHP+W5AnZcR/BibkHhhV6t68DS+QeXFPuE5K8fFiB353+dg7fluQGa+jzi7OaSUz/M/3g+4Hh/fvHJP/fitp4hyT/J/0VHN6V/qT+zVaQ+4lJ/ivJ41bYn5V+QHnZ0N43p78v6qetIPte6U8Mv2/4sP2zJPeYkLOwHob/xw+mv5XBf6Yf0BcdxG3JvWKPx69YJntmPR6V3ZD7WUM/vzX9CfiDw/t5t2X7YpffOZi2SUyL2vwZ6U/q/8ewfr916PfbrKLNSb4r/Ub2h9NftWbRPbJbcy9P/3nXPAG0cZ27Q/oNlLekr51/SvKo5Nj7EY/MvTx9fX8oyb+kPwh+2oL2Hmzsi0cOmR9K//l/4bK5SR6/x+PXTM1Nv8G/1+PL5B5If3/hNw198Kb0f7H5+Q3rRFMf7/ida7J4EtOiNt82/Tj1b+lr4x3pT47cZUXrxEPTb6h/eFg3vmVVfZF+p+WjWfAZMXJ9u1WS/5V+B+MDQ9u/P8npS+Z+X/rPnw+lP9j9U2mYjJ6G7apMG/dacq/Y4/90xdTcTBzzGrOnjnujt13TdiJ3UXsnjXlj2pzx415r7qhxr3F9Gz3mjcgePe7t8VpH1t/ZSRqj668x94pdamRhnczLzRL115A9qf5a+mJK/TW0d3L9tbQ3I2tvZPbo7c6G9W1S/TXkTtnmXLhvPrXuGrNH196i3Ezf31uUO7nuWvpiSu01tHnq/l5TezOh9kZkjx37Wta3Kft7LbmTxr00HL/K9Ppryb5iQp3Mzc30+luUu0z9jT5OmLb6W9TmqfXX1N5Mq7/W7LH117K+Tam/ltyp9Tf3OG+m196i3CvG1sei3Cy5zbkge5naG3UsPe3HOue1d6ltzpY2T6y9ltwpxzoXrW+TtzkbsqdsdzadCxlbfyNyR9VfS+7U+mvMHl1/rX0xtv4a2zt13Gtuc0bU38jc5vobsb5NGfdas0fVXxrPFWZ87bXmXpFxtbcwN9NrryV7Su1NOh+bxbXX0t6ptdfc5oyrvTG5Y2qvdX2bUnut2XNrLys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\n", "text/plain": [ "<Figure size 2880x1440 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# delay graph for 3 nodes\n", "tresmax = dl.max()\n", "tresmin = dl.min()\n", "tresmed = dl.median()\n", "tres90 = dl.quantile(0.9)\n", "plot.subplots(figsize=(40,20))\n", "tresmax.plot(x='Time',xticks=np.arange(0,101,1),marker='o',linestyle='None',markerfacecolor='None',color='r',fontsize=15)\n", "tresmin.plot(x='Time',xticks=np.arange(0,101,1),marker='s',linestyle='None',markerfacecolor='None',color='g',fontsize=15)\n", "tresmed.plot(x='Time',xticks=np.arange(0,101,1),marker='D',linestyle='None',markerfacecolor='None',color='b',fontsize=15)\n", "tresmed.plot(x='Time',xticks=np.arange(0,101,1),marker='v',linestyle='None',markerfacecolor='None',color='purple',fontsize=15)\n", "plot.legend(['max','min','median','90th'],fontsize=40)\n", "plot.xlabel(\"Time (1-100 seconds)\",fontsize=30)\n", "plot.ylabel(\"Delay in seconds\",fontsize=30)\n", "plot.title('3 nodes graph for delay',fontsize=30)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }