{ "metadata": { "name": "", "signature": "sha256:8691c65e438ee8ba39090f85cef179fd0710c42086c945e3e4a477bc6eee2d64" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "System satisfaction surveys analysis\n", "====================================\n", "\n", "Filled once by every participant, after the 3rd block of the experiment.\n", "\n", "The survey is ased on the [SUS survey](http://www.tbistafftraining.info/smartphones/documents/b5_during_the_trial_usability_scale_v1_09aug11.pdf)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from utils import utils, sus\n", "from utils import data as data_module\n", "\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "usability_data = sus.load_table()\n", "usability_data = sus.fillna(usability_data)\n", "a, b = data_module.to_groups(usability_data)\n", "sus.per_question_plot(a, b)\n", "\n", "data_module.save_to_graphics('usability-per_question_statistics')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAvIAAAIiCAYAAACqpSxjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate the one-sided t-test between the groups scores.\n", "\n", "See note about convertion from two-sided t-test to one-sided [here](http://stackoverflow.com/a/15984310/1224456)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "scores = usability_data.apply(sus.score, axis=1)\n", "a, b = data_module.to_groups(scores)\n", "utils.independent_one_sided_ttest_summary(a, b, ylabel='SUS score', ylim=(0, 100))\n", "\n", "data_module.save_to_graphics('usability-sus_scores')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "mean (a vs b): 45.227\t67.292\n", "stderr (a vs b): 6.859\t2.997\n", "t: -2.812328306916324\tp: 0.007039373095872296\tdf: 21\n" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAYEAAAEACAYAAABVtcpZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAEOVJREFUeJzt3X+wHWV9x/H3MQEkkBhS2hARTGtBcAoUrIJCZbGUsVZT\ntJ2kFG1KQTu2FahVE6bSuS1TB9Jf2un0B1g0U4oSwDogFYLIKi0tFAJJ+BEBx1jBJig/mhCVQXL6\nx/Nc7snNPefuvefs3fPc5/2auXN39+y555ucZ89nn31294AkSZIkSZIkSZIkSZIkSZJU2ZXAdmBz\nx7JFwK3AI8B6YGHHYxcBjwJbgDNmqEZJUk1+HjiePUNgDfDROL0KuDROvw64H9gHWAo8BrxsRqqU\nJNVmKXuGwBZgcZw+JM5D6AWs6ljvZuCkuouTpNzN9N72YsIhIuLv0UB4JfB4x3qPA4fOYF2SlKUm\nD7m040+vxyVJNZo7w6+3nXAYaBuwBHgyLn8COKxjvVfFZXs47rjj2hs3bqy7RkmabTYCPzvRA62a\nX3gpcCNwTJxfAzwFXAasJpwdtJowMHw18EbCYaAvAz/N3r2BdrttB2FQRkZGGBkZaboMaUK2z8Fp\ntVrQ5fO+zp7AZ4FTgYOBbwN/TDgbaB1wLrAVWB7XfSgufwj4EfC7eDhIkmpXZwic1WX56V2Wfzz+\nSJJmiOfiZ6woiqZLkLqyfc6MuscEBs0xAUmaol5jAvYEJCljhoAkZcwQkKSMGQKSlDFDQJIyZghI\nUsYMAUnKmCEgSRkzBCQpY4aAJGXMEJCkjBkCkpQxQ0CSMmYISFLGDAFJypghIEkZMwQkKWOGgCRl\nzBCQpIwZApKUMUNAkjJmCEhSxgwBScqYISBJGTMEJCljhoAkZcwQkKSMGQKSlDFDQJIyZghIUsYM\nAUnKmCEgSRkzBCQpY4aAJGWsqRC4CHgQ2AxcDewHLAJuBR4B1gMLG6pNkrLRRAgsBd4HnAAcA8wB\nfh1YTQiBI4Hb4rwkqUZNhMAO4AVgHjA3/v4OsAxYG9dZC5zZQG2SlJUmQuBp4C+B/yF8+D9L6AEs\nBrbHdbbHeUlSjeY28JqvAS4kHBb6P+Ba4D3j1mnHn72MjIy8NF0UBUVR1FCiJKWrLEvKsqy0bqve\nUia0AvhF4Lw4/17gJOCtwGnANmAJcDtw1LjnttvtCbNBktRFq9WCLp/3TRwO2kL40N+fUNTpwEPA\njcDKuM5K4AsN1CZJWWmiJwDwUcIH/W5gA6FXMB9YBxwObAWWE8YLOtkTkKQp6tUTaCoEpssQkKQp\nGrbDQZKkIWEISFLGDAFJypghIEkZMwQkKWOGgCRlzBCQpIwZApKUMUNAkjJmCEhSxgwBScqYISBJ\nGTMEJCljhoAkZcwQkKSMGQKSlDFDQJIyNrfpAiTlpSxLyrKstF5RFJOuVxRFpfU0Mb9eUtJQarVa\nuL0Phl8vKUmakCEgSRkzBCQpY4aAJGXMEJCkjHmKqJSZBQsWsXPnM02XUUk8q2VozZ9/EDt2PN10\nGX0Z7v/hvXmKqNSn8MGawnaUQp1pnMbqKaKSpAkZApKUMUNAkjJmCEhSxhwYljLT/MBwGX+qrFdU\nWK+ouF4d0h8YNgSkzDQfArNJ+iHg4SBJypghIEkZMwQkKWNNhcBC4DrgYeAh4ERgEXAr8AiwPq4j\nSapRUyHwSeDfgKOBY4EtwGpCCBwJ3BbnJUk1auLsoFcA9wE/NW75FuBUYDtwCOH8sKPGrePZQVKf\nPDtokPI5O2ge8NoB1fOTwHeBTwMbgCuAA4DFhAAg/l48oNeTJHVRJQSWEfbcb4nzxwM39PGac4ET\ngL+Lv3ex96GfNu6qSFLtqnyfwAhh4Pb2OD/RoZypeDz+/Hecvw64CNhGOAy0DVgCPDlhMSMjL00X\nRUFRFH2UIkmzT1mWlGVZad0qYwJ3EULgPkIvAGATYUB3ur4GnEc4E2iEcLgJ4CngMkLPYCET9BBS\nOP4mDTPHBAYp/TGBKj2BB4Gz47pHAOcDd/ZZ0weBfwH2Bb4BnAPMAdYB5wJbgeV9voYkaRJVegLz\ngI8BZ8T5W4BLgB/WVVQP9gSkPtkTGKT0ewKThcBcwrn7pw24pukyBKQ+GQKDlH4ITHZ20I+A3Xj1\nriTNSlXGBHYBmwk9gl1xWZswNiBJSliVEPh8/Bnt89iXlKRZouptI/Yj3NMHwu0dXqinnEk5JiD1\nyTGBQUp/TKBKT6AA1gLfivOHAyuBrw6gNklSg6r0BDYAZwFfj/NHAp8j3PJhptkTkPpkT2CQ0u8J\nVLl30FzGAgDCVb5VehCSpCFX5cP8XuBTwFWEJDkbuKfOoiRJM6PK4aCXA78HnBzn7yDcAfT5uorq\nwcNBUp88HDRI6R8OqhICBxBuEfFinJ9DOFvo+4MobooMAalPhsAgpR8CVcYEvgLs3zE/D/hy/2VJ\nkppWJQT2A57rmN/J2K2fJUkJqxICu4DXd8z/HPCDesqRJM2kKmcHXUi4z///xvklwIraKlLfqn6r\nUFmWlb6ZzW9wk2avqreN2JfwRfNtwjUD3jZiFmi10hjU0mA5MDxIaWxD/Q4MLyecJroZeBdwDc1c\nLSxJGrAqIXAxsAM4BfgF4ErgH+osSpI0M6qEwOj1Ae8ArgC+COxTW0WSpBlTJQSeAC4nDAbfRDg0\nVOV5kqQhV/WK4bcBm4BHCWcHHQOsr7GubhwYHiAHhvPkwPAgpbEN9XvbiGFiCAyQIZAnQ2CQ0tiG\n+j07SJI0SxkCkpSxqYTAwcC72fMWEpKkhPUKgZuAn4nTS4AHgHOAfwb+oOa6JEkzoFcILCV88EP4\n8F8PvBM4EfjtesuSJM2EXiHQeX+g04EvxemdwO7aKpIkzZhedxF9HPgg4WKx44Gb4/J5kzxPkpSI\nXh/m5wJ/SugFrACeictPBD5dc11JW7BgETt3PjP5ikMgnj881ObPP4gdO55uugxpVhr+T4A9JXGx\nWDoX46RTZwrveyrSaZ8pSKNt9rpYrFdP4MZx823ge4TvHL5qIJVJkhrVqydQTLBsEXA24R5Cq+so\naBL2BAYqnTpTeN9TkU77TEEabXPQ9w6aA2wAjuujpukyBAYqnTpTeN9TkU77TEEabXPQ9w56EVuQ\nJM0KvcYEFnVZ9l7gwXrKkSTNpF4hsIE99/jbwFNACXxgAK89B7iHcD3COwkBcw3wamAr4buNnx3A\n60iSumjyFNEPEW5GNx9YBqwhnH20BlgFHMTeg8+OCQxUOnWm8L6nIp32mYI02uZ0xwTeQLhx3KiV\nwA3A3zDxoaKpeBXwduBTHYUtA9bG6bXAmX2+hiRpEr1C4HLg+Tj9FuBSwofzjvhYP/4a+Ah73oNo\nMbA9Tm+P85KkGvUKgZcBo9fqrwD+Ebge+BhwRB+v+Q7gSeA+uh+OamN/VZJq12tgeA6wD+FuoqcD\n76/4vMm8mXDo5+3Ay4EFhO8o2A4cAmwjHIZ6cqInj4yMvDRdFAVFUfRRiiTNPmVZUpZlpXV7DQz/\nEfDLhMHawwiDuLsJvYDPACf3U2R0KvBhwtlBawhnH11GGBBeiAPDNUunzhTe91Sk0z5TkEbb7OeK\n4TcR9s7XA7visiOBAwmnkPbrVOAPCT2DRcA64HC6nyJqCAxUOnWm8L6nIp32mYI02uagbxvRJEOg\nkjL+VFmvqLBeUXG9uqSxoaWi+fY5m6TRNg2BGeZGNmhpbGipsH0OUhptc9D3DpIkzRKGgCRlzBCQ\npIwZApKUMUNAkjJmCEhSxgwBScqYISBJGTMEJCljhoAkZcwQkKSMGQKSlDFDQJIyZghIUsYMAUnK\nmCEgSRkzBCQpY4aAJGXMEJCkjBkCkpQxQ0CSMmYISFLGDAFJypghIEkZMwQkKWOGgCRlzBCQpIwZ\nApKUMUNAkjJmCEhSxgwBScqYISBJGTMEJCljhoAkZcwQkKSMNREChwG3Aw8CDwDnx+WLgFuBR4D1\nwMIGapOkrLQaeM1D4s/9wIHAvcCZwDnA94A1wCrgIGD1uOe22+32zFU6Ta1WCxj+OtPRIoX3PRW2\nz0FKo22G93ziz/smegLbCAEA8BzwMHAosAxYG5evJQSDJKlGTY8JLAWOB+4CFgPb4/LtcV6SVKO5\nDb72gcD1wAXAznGPtenSXx0ZGXlpuigKiqKopzpJSlRZlpRlWWndJsYEAPYBvgh8CfhEXLYFKAiH\ni5YQBo+PGvc8xwSylMZx11TYPgcpjbY5bGMCLeCfgIcYCwCAG4CVcXol8IUZrkuSstNET+AU4GvA\nJsZ2Ry4C7gbWAYcDW4HlwLPjnmtPIEtp7G2lwvY5SGm0zV49gaYOB02XIZClNDa0VNg+BymNtjls\nh4MkSUPCEJCkjBkCkpQxQ0CSMmYISFLGDAFJypghIEkZMwQkKWOGgCRlzBCQpIwZApKUMUNAkjJm\nCEhSxgwBScqYISBJGTMEJCljhoAkZcwQkKSMGQKSlDFDQJIyZghIUsYMAUnKmCEgSRkzBCQpY4aA\nJGXMEJCkjBkCkpQxQ0CSMmYISFLGDAFJypghIEkZMwQkKWOGgCRlzBCQpIwZApKUsWELgbcBW4BH\ngVUN1yJJs94whcAc4G8JQfA64Czg6EYrmvXKpguQeiibLiALwxQCbwQeA7YCLwCfA36lyYJmv7Lp\nAqQeyqYLyMIwhcChwLc75h+PyyRJNRmmEGg3XYAk5WZu0wV0eAI4rGP+MEJvoNPGVqt13MyV1I9W\n0wVU9CdNF1BJq5XK/2cqUvn/HP72mUjb3Nh0AVXMBb4BLAX2Be7HgWFJysovAV8nDBBf1HAtkiRJ\nkjScDiGcSvsYcA9wE3DENP7OhcD+03jec9N4jtJW5T2fbnuailcAH+iYfyVwbc2vKQ2VFvCfwPs7\nlh0LnDKNv/VN4Me6PNbrDLKd03gtpa3Ke96rPXUz1TMVlwKbp/gcaVZ5K/DVLo/9OWED2QQsj8sK\nwtU31wIPA1fF5ecDz8d1b4vLngP+gjA4fzLwofj3NgMXdLyOIZCf0fe8oHp7OgO4E7gXWAccEJdv\nBS6Ny1cA5wF3E9rddYz1JhYD/xqX3w+8idAD/j5wH3AZ8GrGQuG/CHcdGFUCJ8TXvRK4C9gALJvG\nv18aGucDfzXB8l8F1hN6Cj8BfItw2KgAniV0m1uEjfLN8TnfBBZ1/I3dwK/F6dcTNuj9CRvRA8Do\nabqGQH46Q6BKezqYsLMy+oG+Cri4Y70Pd/ztzjZ4CfD7cfoaQnuH0GNYwJ4f+rBnz+BCYCROLyHc\njwzg48DZcXoh4SSUed3+obkYpovFNDXdLq47Gbg6Pv4kYQN8Q5y/G/hOnL6fsOFM5EXg+jh9CvB5\n4AfArjj9lr6r12xQpT2dRNgrv5Ow1/6bwOEdj1/TMX0McAdhp+NsxvbmTwP+Pk7vBnbQ+0KHaxnb\niVnO2FjBGcDqWMftwH7seW1SlobpYjFNzYOMNfTxxm8go4HxfMeyF+n+/v+w4zntcX+vhVd3K6ja\nnm4FfqPLY7s6pj9DOESzGVgJnNrx2FSuyHoCeIoQKsuB3+l47N2EuxQrsieQrq8Q9mTe17HsWEIX\nfQXhvf1xwl773fTeiHYSutgTuQM4k7HDQWfGZVI3ne3pLkLv9DVx/gC6n8F2ILAN2Ad4T8fy2xg7\nE2hO/Ns7gfk9ariGcOhpAeEQJsAtjB1WAjh+kn9HFgyBtL0LOJ1wiugDwJ8RDgVtIlwmfhvwEcJh\noTbd9+AvB25mbCCvc737CHtodxMG3K5g7BJ0ewT5aXeZ7tTZnr4L/BbwWUK7uRN4bZfnXUwIjX8n\nDDaPuoBwSGgT4VToowl7+v9B6DVcxt7t+zrCztC6jmWXEAJmE2F7Gf57UkiSJEmSJEmSJEmSJEmS\nJEmSJEmSVMX/A5t7jDbgzsq0AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing the results to a known dataset. Based on [Aaron Bangor , Philip T. Kortum & James T. Miller (2008) An Empirical Evaluation of the System Usability Scale, International Journal of Human-Computer Interaction, 24:6, 574-594](http://www.tandfonline.com/doi/abs/10.1080/10447310802205776#.VCaZN613DK8)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "means = a.mean(), b.mean()\n", "studies_dataset = data_module.sus_dataset.multisurvey_studies\n", "for group, mean in zip(['A', 'B'], means):\n", " dataset_std = (mean - studies_dataset['mean']) / studies_dataset['std']\n", " print('Group {} std from dataset: {}'.format(group, dataset_std))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Group A std from dataset: -2.060886880600444\n", "Group B std from dataset: -0.2020499859589997\n" ] } ], "prompt_number": 4 } ], "metadata": {} } ] }