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@andreavitaletti
Created June 4, 2013 13:43
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Social DIAG analysis
{
"metadata": {
"name": "Social_DIAG"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "#http://www.inside-r.org/r-doc/stats/var\n\nfrom rpy2.robjects.vectors import FloatVector\nfrom rpy2.robjects.packages import importr\nimport numpy\n\nstats = importr('stats')\n\ndef reject_outliers(data, m=2):\n return data[abs(data - np.mean(data)) < m * np.std(data)]\n\ndef reject_outliers_index(data,m):\n #m = 2\n u = np.mean(data)\n print \"mean is\",u\n s = np.std(data)\n print \"std is\",s\n index = [i for i in range(len(data)) if abs((data[i] - u) > (m * s))]\n return index\n #return [data[i] for i in range(len(data)) if i not in indexes]\n\ndef filter_by_indexes(data,indexes):\n return [data[i] for i in range(len(data)) if i not in indexes]\n\n# Answers from the experiment\n\nanswer1_round1 = [2000000,56000000,60000000,50000000,20000000,56000000,60000000,60000000,65000000,58000000,1500000,60000000,10000000,60000000,52000000,60000000,56000000,56000000,60000000,30000000,57000000,58000000,57000000,57000000,10000000,60000000,50000000,60000000,60000000,25000000,51000000,80000000,60000000,75000000,70000000,4000000,56000000,56000000]\nanswer1_round2 = [56000000,56000000,60000000,56000000,55000000,56000000,56000000,58000000,65000000,57000000,60000000,58000000,60000000,60000000,58000000,56000000,56000000,56000000,60000000,68000000,55000000,57000000,55000000,57000000,55000000,58000000,50000000,57000000,56000000,56000000,56000000,60000000,60000000,56000000,55000000,50000000,56000000,65000000]\n\nanswer2_round1 = [200,200,500,2000,180,760,500,200,500,900,400,250,350,250,180,250,200,250,300,500,30,700,300,700,500,1000,200,800,150,180,100000,250,500,3000,300,100,160,500,500]\nanswer2_round2 = [600,250,500,480,280,600,500,350,350,700,100,285,400,300,500,340,300,600,300,500,50,550,450,500,500,450,400,650,200,600,600,250,500,400,300,300,180,200,200]\n\nanswer3_round1 = [68,60,40,100,38,70,50,75,20,65,50,20,80,20,46,60,60,50,45,60,65,60,80,90,50,60,40,100,60,30,200,80,80,7,120,40,20,70,30]\nanswer3_round2 = [68,80,50,70,60,80,70,70,60,67,70,60,68,60,60,65,60,110,70,80,65,60,92,70,60,65,70,120,60,109,50,80,60,70,68,40,60,70,40]\n\nanswer4_round1 = [20,10,70,20,70,30,50,10,50,30,60,10,20,40,50,10,30,60,50,50,5,50,20,15,5,15,40,70,60,30,5,25,50,10,20,25,40,40,60]\nanswer4_round2 = [20,30,80,80,45,60,60,50,30,50,60,5,30,40,50,90,55,80,80,50,20,20,30,40,20,30,60,50,50,50,20,40,65,85,50,30,60,20,40]\n\n# Remove outliers \n\nr_o_i = reject_outliers_index(answer1_round1,2)\nanswer1_round1_no_outliers = filter_by_indexes(answer1_round1,r_o_i)\nanswer1_round2_no_outliers = filter_by_indexes(answer1_round2,r_o_i)\n\nr_o_i = reject_outliers_index(answer2_round1,2)\nanswer2_round1_no_outliers = filter_by_indexes(answer2_round1,r_o_i)\nanswer2_round2_no_outliers = filter_by_indexes(answer2_round2,r_o_i)\n\nr_o_i = reject_outliers_index(answer3_round1,2)\nanswer3_round1_no_outliers = filter_by_indexes(answer3_round1,r_o_i)\nanswer3_round2_no_outliers = filter_by_indexes(answer3_round2,r_o_i)\n\nr_o_i = reject_outliers_index(answer4_round1,2)\nanswer4_round1_no_outliers = filter_by_indexes(answer4_round1,r_o_i)\nanswer4_round2_no_outliers = filter_by_indexes(answer4_round2,r_o_i)\n\n#print len(answer2_round1),len(answer2_round1_no_outliers)\n\n#print answer2_round1_no_outliers\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "mean is 49434210.5263\nstd is 20281626.0678\nmean is 3044.61538462\nstd is 15737.1935474\nmean is 60.4871794872\nstd is 33.1831528114\nmean is 33.9743589744\nstd is 20.1653258882\n"
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "import pylab as p\n\ncorr_answ = 58734670.0\n\ncorr_answ1 = 58734670.0\ncorr_answ2 = 580.0\ncorr_answ3 = 69.0\ncorr_answ4 = 42.86\n\ncorrect_answer1= [corr_answ1] * len(answer1_round1_no_outliers)\ncorrect_answer2= [corr_answ2] * len(answer2_round1_no_outliers)\ncorrect_answer3= [corr_answ3] * len(answer3_round1_no_outliers)\ncorrect_answer4= [corr_answ4] * len(answer4_round1_no_outliers)\n\ncorrect_answers = [correct_answer1,correct_answer2,correct_answer3,correct_answer4]\nanswers_round_1 = [answer1_round1_no_outliers,answer2_round1_no_outliers,answer3_round1_no_outliers,answer4_round1_no_outliers]\nanswers_round_2 = [answer1_round2_no_outliers,answer2_round2_no_outliers,answer3_round2_no_outliers,answer4_round2_no_outliers]\n\n\nfor i in range(len(correct_answers)):\n #a21 = numpy.array(answer2_round1_no_outliers,dtype=float) \n a1 = numpy.array(answers_round_1[i],dtype=float) \n #a22 = numpy.array(answer2_round2_no_outliers,dtype=float) \n a2 = numpy.array(answers_round_2[i],dtype=float) \n #ac = numpy.array(correct_answer,dtype=float) \n ac = numpy.array(correct_answers[i],dtype=float) \n #print correct_answer\n error_round1 = abs(a1 - ac)\n #error_round1_percentage = error_round1/corr_answ\n distance_r1_r2 = abs(a2 - a1)\n #distance_r1_r2_percentage = distance_r1_r2/a21\n figsize(15,15)\n if i==0:\n p.subplot(221) \n if i==1:\n p.subplot(222)\n if i==2:\n p.subplot(223)\n if i==3:\n p.subplot(224)\n#p.xlim((0,1))\n#p.ylim((0,2.5))\n #figure(i)\n result = stats.cor(FloatVector(error_round1), FloatVector(distance_r1_r2))\n m,b = polyfit(error_round1, distance_r1_r2, 1) \n title = 'Answer '+str(i+1)+' with Pearson coefficient '+str(result)+' m='+str(m)+' b='+str(b)\n p.title(title)\n p.xlabel('error with respect to the correct answer')\n p.ylabel('change with respect to round1')\n #p.plot (error_round1,distance_r1_r2,\"o\")\n p.plot(error_round1,distance_r1_r2, 'yo', error_round1, m*error_round1+b, '--k')\n #result = stats.cor(FloatVector(error_round1), FloatVector(distance_r1_r2))\n #print \"The Pearson coefficient is:\",result",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
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tW1fMzMzko48+khs3bki7du3EwsJChg4dqjQCpbV69Wrp0KGD8jklJUWMjIzk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Tp07F+PHj0bVrVwBAUFAQPD09AQAxMTE4cuQIWrZsiezsbISEhAC4/dfFkJAQnD17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\nIlKx/wNweBrF2BLu2QAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 11
}
],
"metadata": {}
}
]
}
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