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path: root/data/face-run-recognition-accuracy.py
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#!/usr/bin/python
import os
import sys
import pickle

prun = 0
runs = {}
labels = {}
users = pickle.load((open(sys.argv[3])))
recs = map(lambda x:0,users)

for line in open(sys.argv[1]):
    line = line.split(',')
    try:
        run = int(line[2])
    except:
        continue
    user = line[1]
    if run not in runs:
        runs[run] = 0
        labels[run] = int(user) #users.index(user) + 1

for line in open(sys.argv[2]):
    line = line.split(',')
    try:
        run = int(line[2])
    except:
        continue
    user = line[1]
    rec = ' '.join(line[6].split('@')[0].split('_'))
    if run != prun and prun > 0:
        runs[prun] = recs.index(max(recs))+1
        recs = map(lambda x:0,users)
    recs[users.index(rec)] += 1
    prun = run

t=0.0
tp=0.0
fp=0.0
fn=0.0
for (k,v) in runs.items():
    print v,labels[k]
    if v == 0:
        fn += 1
    elif v != labels[k]:
        fp += 1
    else:
        tp += 1
    t += 1
print runs[167],labels[167]
print tp,fp,fn
print("True positives: ",tp/t)
print("False positives: ",fp/t)
print("False negatives: ",fn/t)