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42 changes: 22 additions & 20 deletions newspaper/nlp.py
Original file line number Diff line number Diff line change
Expand Up @@ -51,7 +51,7 @@ def score(sentences, titleWords, keywords):
for i, s in enumerate(sentences):
sentence = split_words(s)
titleFeature = title_score(titleWords, sentence)
sentenceLength = length_score(sentence)
sentenceLength = length_score(len(sentence))
sentencePosition = sentence_position(i+1, senSize)
sbsFeature = sbs(sentence, keywords)
dbsFeature = dbs(sentence, keywords)
Expand Down Expand Up @@ -147,10 +147,10 @@ def split_sentences(text):
sentences = [x.replace('\n','') for x in sentences if len(x)>10]
return sentences

def length_score(sentence):
def length_score(sentence_len):
"""
"""
return 1- math.fabs(ideal - len(sentence)) / ideal
return 1- math.fabs(ideal - sentence_len) / ideal

def title_score(title, sentence):
"""
Expand All @@ -168,26 +168,28 @@ def sentence_position(i, size):
probability of being an important sentence.
"""
normalized = i*1.0 / size
if (normalized > 0 and normalized <= 0.1):
return 0.17
elif normalized > 0.1 and normalized <= 0.2:
return 0.23
elif (normalized > 0.2 and normalized <= 0.3):
return 0.14
elif (normalized > 0.3 and normalized <= 0.4):
return 0.08
elif (normalized > 0.4 and normalized <= 0.5):
return 0.05
elif (normalized > 0.5 and normalized <= 0.6):
if (normalized > 1.0) #just in case
return 0
else if (normalized > 0.9):
return 0.15
elif (normalized > 0.8):
return 0.04
elif (normalized > 0.6 and normalized <= 0.7):
return 0.06
elif (normalized > 0.7 and normalized <= 0.8):
elif (normalized > 0.7):
return 0.04
elif (normalized > 0.8 and normalized <= 0.9):
elif (normalized > 0.6):
return 0.06
elif (normalized > 0.5):
return 0.04
elif (normalized > 0.9 and normalized <= 1.0):
return 0.15
elif (normalized > 0.4):
return 0.05
elif (normalized > 0.3):
return 0.08
elif (normalized > 0.2):
return 0.14
elif (normalized > 0.1):
return 0.23
elif (normalized > 0):
return 0.17
else:
return 0