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score.py
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#!/usr/bin/python
#
# scorer for NLP class Spring 2016
# ver.1.0
#
# score a key file against a response file
# both should consist of lines of the form: token \t tag
# sentences are separated by empty lines
#
import sys
def score (keyFileName, responseFileName):
keyFile = open(keyFileName, 'r')
key = keyFile.readlines()
responseFile = open(responseFileName, 'r')
response = responseFile.readlines()
if len(key) != len(response):
print "length mismatch between key and submitted file"
exit()
correct = 0
incorrect = 0
unknownic = 0
for i in range(len(key)):
key[i] = key[i].rstrip('\n')
response[i] = response[i].rstrip('\n')
if key[i] == "":
if response[i] == "":
continue
else:
print "sentence break expected at line " + str(i)
exit()
keyFields = key[i].split('\t')
if len(keyFields) != 2:
print "format error in key at line " + str(i) + ":" + key[i]
exit()
keyToken = keyFields[0]
keyPos = keyFields[1]
responseFields = response[i].split('\t')
if len(responseFields) != 2:
print "format error at line " + str(i)
exit()
responseToken = responseFields[0]
responsePos = responseFields[1]
if responseToken != keyToken:
print "token mismatch at line " + str(i)
exit()
if responsePos == keyPos:
correct = correct + 1
else:
incorrect = incorrect + 1
print str(correct) + " out of " + str(correct + incorrect) + " tags correct"
accuracy = 100.0 * correct / (correct + incorrect)
print " accuracy: %f" % accuracy
if __name__=='__main__':
if len(sys.argv)==1:
score ('WSJ_POS_CORPUS_FOR_STUDENTS/WSJ_24.pos','WSJ_24.pos')
else:
score ('WSJ_POS_CORPUS_FOR_STUDENTS/'+sys.argv[1]+'.pos',sys.argv[1]+'.pos')