list1.append(lookupcat[cnt]+'_'+j)
list2.append(i[j])
indices = [i[0] for i in sorted(enumerate(list2), key=lambda x:x[1])]
indices.reverse()
for i in range(nTop):
list3.append(list1[indices[i]])
list4.append(list2[indices[i]])
for i in range(nTop):
writer.writerow([str(i),list3[i],list4[i]])
outf.close()
print 'done'
#making histograms here
val_table=kmodule.make_value_table('cookies_train.csv')
indi_hist=kmodule.make_histograms(val_table)
#female histogram load
val_table=kmodule.make_value_table('cookies_gender_female.csv')
hist2=kmodule.make_histograms(val_table)
#male histogram load
val_table=kmodule.make_value_table('cookies_gender_male.csv')
hist1=kmodule.make_histograms(val_table)
#make lifta tables for gender
male_lifts, female_lifts=[],[]
for i in range(len(indi_hist)):
male_lifts.append(dict())
female_lifts.append(dict())
for i in range(len(indi_hist)):
for j in indi_hist[i]:
p6=plot(recall,precision, 'ro')
# legend([p2], ['ROC with AUC ' + aucstr + '.png'])
savefig('Recall-Precision with ' + aucstr + '.png')
if shouldShow:
show()
print 'done plotting Recall-Precision'
def saveFalloutsRecallsAndPrecisionsToFile(fallouts, recalls, precisions, aucstr = ''):
print 'saveFalloutsRecallsAndPrecisionsToFile'
data=np.array([fallouts,recalls,precisions])
np.savetxt('FalloutsRecallsAndPrecisionsWith ' + aucstr + '.csv', data, delimiter=',')
print 'done saveFalloutsRecallsAndPrecisionsToFile'
#making histograms here
val_table=kmodule.make_value_table('cookies_train.csv')
indi_hist=kmodule.make_histograms(val_table)
#print indi_hist
print '<-- full list of indi histograms'
labelfile=open('cookie_table_of_labels.csv','r')
all_labels = labelfile.readlines()
labelfile.close()
gender_labels=all_labels[1].split(',')
gender_labels[-1]=gender_labels[-1][:-2]
#gender_labels=gender_labels[:-1]
cond_hists=dict(zip(gender_labels,range(len(gender_labels))))
for i in gender_labels:
val_table=kmodule.make_value_table('cookies_gender_'+i+'.csv')
cond_hists[i]=kmodule.make_histograms(val_table)
#print cond_hists[i]
print '<--histograms for '+i