fix grammar error detection

feature_extractor.py

@@ -180,7 +180,7 @@ class FeatureExtractor(object):
         in order to get off topic feedback.
         Returns a list of lists (one list per essay in e_set)
         """
-        modifier_ratio=1.1
+        modifier_ratio=1.05
         set_grammar=self._get_grammar_errors(e_set._pos,e_set._text,e_set._tokens)
         set_grammar_per_character=[set_grammar[m]/float(len(e_set._text[m])) for m in xrange(0,len(e_set._text))]
         set_spell_errors_per_character=[e_set._spelling_errors[m]/float(len(e_set._text[m])) for m in xrange(0,len(e_set._text))]

tests/.~lock.train.tsv#

+,vik,vikp,02.11.2012 17:19,file:///home/vik/.config/libreoffice/3;
\ No newline at end of file

tests/bad_grammar_and_spelling/answer.txt

+This experement didn't have a controle and the grupe didn't do multiple triles. You would also may need to know what tempriture the rome is.
+

tests/bad_grammar_and_spelling/payload.json

+{"grader":"tests/models/essay_set_1.p"}

tests/bad_grammar_and_spelling/wrong.txt

+In order for I for  replicate this expirement I woukd need to know what are the reaserching with this expirement what kind of result are  being booked at and the mass of each sample at the end of expirment  theie results.
+

tests/test_graders.py

@@ -38,7 +38,9 @@ def send(payload, answer):
         print "Request error:{0},{1},{2}".format(r.headers,payload,answer)
 
     parsed_text=json.loads(r.text)
-    print(parsed_text)
+    print("\nAnswer: {0}\nScore: {1} Correct: {2} \nFeedback: {3}"
+          .format(answer,parsed_text['score'],parsed_text['correct'],
+          parsed_text['feedback']))
     #print "Score:{0} {1}".format(parsed_text['score'],parsed_text['correct'])
     return r.text
 
@@ -97,12 +99,12 @@ def check(dirname,type):
         payload = json.dumps({'grader': os.path.abspath(graders[0])})
 
     for name in globs(dirname, 'answer*.txt', 'right*.py'):
-        print "Checking correct response from {0}".format(name)
+        #print "Checking correct response from {0}".format(name)
         answer = contents(name)
         right=check_right(send(payload, answer))
 
     for name in globs(dirname, 'wrong*.txt'):
-        print "Checking wrong response from {0}".format(name)
+        #print "Checking wrong response from {0}".format(name)
         answer = contents(name)
         wrong=check_wrong(send(payload, answer))
     if(type=="test"):