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August 25, 2017 17:20
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mathmatters.ipynb
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Maths... Why give a s#!t" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Importing basic libraries" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import numpy as np\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import csv\n", | |
| "%matplotlib inline" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Reading from the log" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 32, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "total group 1: 498\n", | |
| "total group 2: 502\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "#csvfile = open('demo_invsmart_brute.csv', 'rb')\n", | |
| "#csvfile = open('demo_smart_brute.csv', 'rb')\n", | |
| "csvfile = open('demo_smart_invsmart.csv', 'rb')\n", | |
| "csvreader = csv.reader(csvfile, delimiter=',', quotechar='|')\n", | |
| "next(csvreader)\n", | |
| "data = list(csvreader)\n", | |
| "\n", | |
| "# print data\n", | |
| "\n", | |
| "group1 = np.matrix(map(lambda line: line[1:], filter(lambda l: l[0] == 'GROUP1', data))).astype(np.double)\n", | |
| "group2 = np.matrix(map(lambda line: line[1:], filter(lambda l: l[0] == 'GROUP2', data))).astype(np.double)\n", | |
| "\n", | |
| "print 'total group 1: ', len(group1)\n", | |
| "print 'total group 2: ', len(group2)\n", | |
| "\n", | |
| "# for row in data:\n", | |
| "# print ', '.join(row)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Separating group 1 and group 2 data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 33, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "id1_group1 = group1[:, 1]\n", | |
| "id2_group1 = group1[:, 2]\n", | |
| "\n", | |
| "id1_group2 = group2[:, 1]\n", | |
| "id2_group2 = group2[:, 2]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Histogram plot" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 34, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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+8hM+8pHS/zr33XdfjjnmGACefPJJHnvsMY4//ngyky1btvDOd75zW78zzjgDgCOOOIKn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\nDvjz26rq+9uXf8XfnvZ/1Dm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| |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7f30db554a10>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(20, 5))\n", | |
| "ax0, ax1 = axes.flatten()\n", | |
| "\n", | |
| "bins = np.linspace(0, 0.12, 30)\n", | |
| "\n", | |
| "ax0.hist(id1_group1, bins=bins, alpha=0.5, label='Identifier 1')\n", | |
| "ax0.hist(id2_group1, bins=bins, alpha=0.5, label='Identifier 2')\n", | |
| "ax0.legend(prop={'size': 10})\n", | |
| "ax0.set_title('Group 1')\n", | |
| "\n", | |
| "ax1.hist(id1_group2, bins=bins, alpha=0.5, label='Identifier 1')\n", | |
| "ax1.hist(id2_group2, bins=bins, alpha=0.5, label='Identifier 2')\n", | |
| "ax1.legend(prop={'size': 10})\n", | |
| "ax1.set_title('Group 2')\n", | |
| "\n", | |
| "#fig.tight_layout()\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Further investigation - let's check how the time fluctuates" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 35, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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cb5BrNVkZcIhDz8oKzzjyKb6E56sz0Al/0B8348hmtkVcW4mCdoqmwGoKZRzF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\nSUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7f30e181c910>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(20, 5))\n", | |
| "ax0, ax1 = axes.flatten()\n", | |
| "\n", | |
| "ax0.plot(id1_group1, alpha=0.5, label='Identifier 1')\n", | |
| "ax0.plot(id2_group1, alpha=0.5, label='Identifier 2')\n", | |
| "ax0.set_xlim([0, 500])\n", | |
| "ax0.set_ylim([0, 0.15])\n", | |
| "ax0.legend(prop={'size': 10})\n", | |
| "ax0.set_title('Group 1')\n", | |
| "\n", | |
| "ax1.plot(id1_group2, alpha=0.5, label='Identifier 1')\n", | |
| "ax1.plot(id2_group2, alpha=0.5, label='Identifier 2')\n", | |
| "ax1.set_xlim([0, 500])\n", | |
| "ax1.set_ylim([0, 0.15])\n", | |
| "ax1.legend(prop={'size': 10})\n", | |
| "ax1.set_title('Group 2')\n", | |
| "\n", | |
| "#fig.tight_layout()\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 36, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "attrib_group1 = group1[:, 0]\n", | |
| "attrib_group2 = group2[:, 0]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 37, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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osBsrDiGfELRMH1YZyyhWGcs/jMEAAChuw42/qCFURPZsbJfr7lLvuPHqrBqr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\nwNFHi5KovFyu8d3vAuec4x+RjBDSLdKZf6W6ZWyR1vr0js9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5uaQNGCCOpY0PoEMOEaWQ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\nIaSfQYUQIYQQQgghhBBCSD/j/wNEdhyD6vqbSAAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7f30db6c2310>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(20, 5))\n", | |
| "ax0, ax1 = axes.flatten()\n", | |
| "\n", | |
| "ax0.scatter(attrib_group1, id1_group1, alpha=0.5, label='Identifier 1', color='blue')\n", | |
| "ax0.scatter(attrib_group1, id2_group1, alpha=0.5, label='Identifier 2', color='red')\n", | |
| "ax0.set_xlim([0, 6])\n", | |
| "ax0.set_ylim([0, 0.15])\n", | |
| "ax0.legend(prop={'size': 10})\n", | |
| "ax0.set_title('Group 1')\n", | |
| "\n", | |
| "ax1.scatter(attrib_group2, id1_group2, alpha=0.5, label='Identifier 1', color='blue')\n", | |
| "ax1.scatter(attrib_group2, id2_group2, alpha=0.5, label='Identifier 2', color='red')\n", | |
| "ax1.set_xlim([0, 96])\n", | |
| "ax1.set_ylim([0, 0.15])\n", | |
| "ax1.legend(prop={'size': 10})\n", | |
| "ax1.set_title('Group 2')\n", | |
| "\n", | |
| "#fig.tight_layout()\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 2", | |
| "language": "python", | |
| "name": "python2" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 2 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython2", | |
| "version": "2.7.13" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } |
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