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@shahifaqeer
Last active January 4, 2016 03:59
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evaluation of flowqos delay
{
"metadata": {
"name": "FlowQoS_evaluation"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### RTT"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from __future__ import division\n",
"import pandas as pd\n",
"from datetime import datetime\n",
"from datetime import timedelta\n",
"from collections import defaultdict\n",
"from random import choice\n",
"import os"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def loadPingData(completefilepath):\n",
" df = pd.read_csv(completefilepath, skiprows=1, sep=' ', names=['1','2','3','4','icmp_req','6','RTT','7'])[['icmp_req','RTT']][:-4]\n",
" df.icmp_req = df.icmp_req.apply(lambda z: int(z.split(\"=\")[1]) )\n",
" df.RTT = df.RTT.apply(lambda y: y if y is NaN else float(y.split(\"=\")[1]))\n",
" return df"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"outputfile = \"\"\n",
"\n",
"d = loadPingData('delaywithflowqos.txt')\n",
"plot(d.RTT)\n",
"grid(1)\n",
"ylabel('RTT (ms)')\n",
"xlabel('time (s)')\n",
"title('Delay with FlowQoS')\n",
"print d.RTT.describe()\n",
"savefig('delaywithflowqos.png')\n",
"\n",
"outputfile += \"<h3> Delay with FlowQoS </h3>\"\n",
"outputfile += d.RTT.describe().to_string().replace('\\n', '</br>')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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AxMTEYMWKFcjNzYXZbEZqaiq6du3q6uIREVEZnPqcRlxcHLZv345z587Bz88Pb7/9NsLD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\niMhuTBpERGQ3Jg0iIrLb/wfrefemOqs2GgAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 55
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"d = loadPingData('delaywithoutflowqos.txt')\n",
"plot(d.RTT)\n",
"grid(1)\n",
"ylabel('RTT (ms)')\n",
"xlabel('time (s)')\n",
"title('Delay without FlowQoS')\n",
"print d.RTT.describe()\n",
"savefig('delaywithoutflowqos.png')\n",
"\n",
"outputfile += \"<h3> Delay without FlowQoS </h3>\"\n",
"outputfile += d.RTT.describe().to_string().replace('\\n', '</br>')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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NcOuHn+zDmZjckDTKa0d4tGPWjQk43DQ8SeMcgBt61fJERbFp8IMrErVASoqT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\n"
}
],
"prompt_number": 56
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fout = open('table_delay_describe.htm', 'w')\n",
"fout.write(outputfile)\n",
"fout.close()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 57
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### JITTER\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def parseJitter(filename):\n",
" fin = open(filename, 'r')\n",
" x = 0\n",
" jitter = []\n",
" for line in fin.readlines():\n",
" x += 1\n",
" if x>7:\n",
" jitter.append(line.split('/sec ')[1].split(' ms')[0])\n",
" return jitter[:-1], jitter[-1]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 90
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"j, jlast = parseJitter('jitterwithflowqos.txt')\n",
"plot(j)\n",
"grid(1)\n",
"ylabel('Jitter (ms)')\n",
"xlabel('time (s)')\n",
"title('Jitter with FlowQoS')\n",
"savefig('jitterwithflowqos.png')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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9Ceux3EchAvht3LixwjchCKL6QR0uwiyGPopOnTohMDAQ3bt3d/rr1asXbrrp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\nRK5CYII=\n"
}
],
"prompt_number": 92
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"j, jlast = parseJitter('jitterwithoutflowqos.txt')\n",
"plot(j)\n",
"grid(1)\n",
"ylabel('Jitter (ms)')\n",
"xlabel('time (s)')\n",
"title('Jitter without FlowQoS')\n",
"savefig('jitterwithoutflowqos.png')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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OPz89Hn5Aj63EAEhi0KkVbIjBqzPRvjAA8MknwBNP2OVHxebNbpWB2pCDSgy8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}
],
"prompt_number": 94
}
],
"metadata": {}
}
]
}
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