naivebayes - naive bayes classifier code not working -


my code returns same value inputs in variable text

from textblob.classifiers import naivebayesclassifier textblob import textblob nltk.corpus import stopwords  operators=set(('not','never','no','but')) stop_words=set(stopwords.words("english"))-operators  open('pws.csv', 'r') fp:     cl = naivebayesclassifier(fp, format="csv")  text="this perfect."  text=text.lower() text=text.replace('.',' .') text=text.replace('!',' .')  sent=0.0 x=0 text2=""  if "whereas" in text:     i=text.find("whereas")     text=text[:i]+"."+text[i+7:] if "though" in text:     i=text.find(",")     text=text[:i]+"."+text[i+1:]  w in text.split():     if w in stop_words:         continue     else:         text2=text2+" "+w  print (text2)  test=open('test_data.csv') print(cl.accuracy(test))  blob=textblob(text2, classifier=cl)  s in blob.sentences:     print(s)     x=x+1     if "but" in s:         j=s.find("but")         t1=str(s[:j])         t2=str(s[(j+3):])         b1=textblob(t1, classifier=cl)         b2=textblob(t2, classifier=cl)         s1=float(b1.classify())         s2=float(b2.classify())         if "not" in t1 or "n't" in t1:             s1=s1*-1         if "not" in t2 or "n't" in t2:             s2=s2*-1         sent=sent+(((1.5*s1)+s2)/2)     else:         if "not" in s or "n't" in s:             print(float(s.classify())*-1)             sent=sent+(float(s.classify())*-1)         else:             print(s.classify())             sent=sent+float(s.classify()) print("sentiment of overall document:",round((sent/x),2)) 

output:

runfile('e:/sem 4/btp/final codes/abc.py', wdir='e:/sem 4/btp/final codes')  perfect . 0.0  perfect . -0.4 sentiment of overall document: -0.4 

also, i'm unable understand why accuracy 0.

the file pws.csv follows:

good,0.6 amazing,0.95 great,0.8 awesome,0.95 love,0.7 like,0.5 better,0.4 beautiful,0.6 bad,-0.6 worst,-0.9 hate,-0.8 sad,-0.4 sadly,-0.4 disappointing,-0.6 angry,-0.7 happy,0.7 perfect,1.0 humour,0.7 best,1.0 inspirational,0.85 commendable,0.8 soothing,0.75 irrelevant,-0.4 fail,-0.7 lazy,-0.4 

the code working fine earlier i'm unable find error now. please help.


Comments

Popular posts from this blog

Retrieving ETA (estimated time of arrival) with Google Distance Matrix API and public transit as transport mode -

javascript - Confirm a form & display message if form is valid with JQuery -

ionic framework - Meteor - Error: Failed to execute 'insertBefore' on 'Node' -