#!/usr/bin/python
import numpy as np
import os
import sys
import pickle
import math

prun = 0
runs = {}
labels = {}
users = pickle.load((open(sys.argv[3])))
recs = map(lambda x:0,users)
conf = {}
thresh = 0.0
try:
    thresh = float(sys.argv[4])
except:
    pass

for line in open(sys.argv[1]):
    line = line.split(',')
    try:
        run = int(line[3])
    except:
        continue
    user = line[1]
    if run not in labels:
        #runs[run] = 0
        labels[run] = users.index(user) + 1

for line in open(sys.argv[2]):
    line = line.split(',')
    try:
        run = int(line[3])
    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
    maxc = math.log(float(line[7])/100.0)
    i = 9
    cvec = []
    while len(cvec) < len(users)-1:
        if i < len(line):
            cvec += [math.log(float(line[i])/100.0) - maxc]
        else:
            cvec += [-maxc]
    conf[run] = math.log(np.sum(np.exp(cvec)))
    prun = run

for i in range(999)+list(np.arange(999,1000,0.01)):
    thresh = 5-i/100.0
    t=0.0
    tp=0.0
    fp=0.0
    fn=0.0
    for (k,v) in runs.items():
        #print v,labels[k]
        if conf[k] > thresh:
            fn += 1
        elif v != labels[k]:
            fp += 1
        else:
            tp += 1
        t += 1
    #print runs[167],labels[167]
    #print tp,fp,fn
    #print("Precision: ",tp/(tp+fp))
    #print("False positives: ",fp/(tp+fp))
    #print("Recall: ",1.0-fn/t)
    try:
        print str(1.0-fn/t)+","+str(tp/(tp+fp))
    except:
        print "0,1"