{ "metadata": { "name": "", "signature": "sha256:2ec9d48a5de27a18aea44775a1dc9b0e42726bf658bf9fd1b1dfd4b969d44a33" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "url = \"https://gist.githubusercontent.com/hunterowens/10649493/raw/5c430952728e92db657fd34b73db306524ac88ac/renmin.csv\"\n", "data = pd.read_csv(url)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "data.head(5)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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type_of_connectionpingdownloadupload
0 CMCC Paid China Moible 0 26.35 32.360
1 Renmin WIFI 16 6.24 1.590
2 Personal WIFI 2 42.96 49.020
3 Personal WIFI+cVPN 453 1.01 0.007
4 Personal WIFI+OpenVPN/Digital Ocean 443 0.05 0.330
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5 rows \u00d7 4 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ " type_of_connection ping download upload\n", "0 CMCC Paid China Moible 0 26.35 32.360\n", "1 Renmin WIFI 16 6.24 1.590\n", "2 Personal WIFI 2 42.96 49.020\n", "3 Personal WIFI+cVPN 453 1.01 0.007\n", "4 Personal WIFI+OpenVPN/Digital Ocean 443 0.05 0.330\n", "\n", "[5 rows x 4 columns]" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "download_speed = data.ix[0:2].set_index('type_of_connection').download " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "dplot = download_speed.plot(kind=\"bar\")\n", "dplot.set_ylabel(\"Download Speed (Mbps)\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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aOCKw2MuMxV7vuN+YQ2dtHKorVXQAMoHr7GWmig4gLRZ7IiIdYBuHf46agW0c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\nlNjGEWzhwoV49dVX8fzzz1d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DZyQSicWeiEgH2MYhItIBFnsiIh1gsSci0gEWeyIiHfh/\njc9fxC06/WEAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "upload_speed = data.ix[0:2].set_index('type_of_connection').upload\n", "uplot = upload_speed.plot(kind=\"bar\")\n", "uplot.set_ylabel(\"Upload Speed (Mbps)\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ejWHDhjVHNiIiaiKNFvulS5fi2LFjaNeuHeLj4+Hq6opFixY1RzadU0UHICvYs5eZKjqA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\n1JpwZC/Y1atX6xV6oOYyhVe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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "vpn_download = data.ix[3:5].set_index('type_of_connection').download\n", "vpndp = vpn_download.plot(kind=\"bar\")\n", "vpndp.set_ylabel(\"Download Speed (Mbps)\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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T+Mc//lHhBx45cgRt27aFvb09LC0tMXz4cERHR5d6zYYNG/DSSy/Bzs4OAMot+kRE9GRV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\ngAgsxMMAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "ping = data.set_index('type_of_connection').ping\n", "ping_plot = ping.plot(kind=\"bar\")\n", "ping_plot.set_ylabel(\"Time ms\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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WBGi1Lr3oACaiFx3ABPSiAxhksBHExsZi5MiRKCoqAgD07t0b7777rsmDERGReRicIwgI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\np3wpXefOnTFs2DD5eO/evfISUrWuGlq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