Create clean_data.py

clean_data.py

@@ -0,0 +1,86 @@
+import nltk
+from nltk.corpus import stopwords
+from nltk.stem import WordNetLemmatizer
+import warnings
+import re
+nltk.download("stopwords")
+nltk.download("wordnet")
+nltk.download("words")
+lemmatizer = WordNetLemmatizer()
+
+stop_words = set(stopwords.words('english'))
+
+contraction_mapping = {"ain't": "is not", "aren't": "are not","can't": "cannot", "'cause": "because", "could've": "could have", "couldn't": "could not",
+                           "didn't": "did not",  "doesn't": "does not", "don't": "do not", "hadn't": "had not", "hasn't": "has not", "haven't": "have not",
+                           "he'd": "he would","he'll": "he will", "he's": "he is", "how'd": "how did", "how'd'y": "how do you", "how'll": "how will", "how's": "how is",
+                           "I'd": "I would", "I'd've": "I would have", "I'll": "I will", "I'll've": "I will have","I'm": "I am", "I've": "I have", "i'd": "i would",
+                           "i'd've": "i would have", "i'll": "i will",  "i'll've": "i will have","i'm": "i am", "i've": "i have", "isn't": "is not", "it'd": "it would",
+                           "it'd've": "it would have", "it'll": "it will", "it'll've": "it will have","it's": "it is", "let's": "let us", "ma'am": "madam",
+                           "mayn't": "may not", "might've": "might have","mightn't": "might not","mightn't've": "might not have", "must've": "must have",
+                           "mustn't": "must not", "mustn't've": "must not have", "needn't": "need not", "needn't've": "need not have","o'clock": "of the clock",
+                           "oughtn't": "ought not", "oughtn't've": "ought not have", "shan't": "shall not", "sha'n't": "shall not", "shan't've": "shall not have",
+                           "she'd": "she would", "she'd've": "she would have", "she'll": "she will", "she'll've": "she will have", "she's": "she is",
+                           "should've": "should have", "shouldn't": "should not", "shouldn't've": "should not have", "so've": "so have","so's": "so as",
+                           "this's": "this is","that'd": "that would", "that'd've": "that would have", "that's": "that is", "there'd": "there would",
+                           "there'd've": "there would have", "there's": "there is", "here's": "here is","they'd": "they would", "they'd've": "they would have",
+                           "they'll": "they will", "they'll've": "they will have", "they're": "they are", "they've": "they have", "to've": "to have",
+                           "wasn't": "was not", "we'd": "we would", "we'd've": "we would have", "we'll": "we will", "we'll've": "we will have", "we're": "we are",
+                           "we've": "we have", "weren't": "were not", "what'll": "what will", "what'll've": "what will have", "what're": "what are",
+                           "what's": "what is", "what've": "what have", "when's": "when is", "when've": "when have", "where'd": "where did", "where's": "where is",
+                           "where've": "where have", "who'll": "who will", "who'll've": "who will have", "who's": "who is", "who've": "who have",
+                           "why's": "why is", "why've": "why have", "will've": "will have", "won't": "will not", "won't've": "will not have",
+                           "would've": "would have", "wouldn't": "would not", "wouldn't've": "would not have", "y'all": "you all",
+                           "y'all'd": "you all would","y'all'd've": "you all would have","y'all're": "you all are","y'all've": "you all have",
+                           "you'd": "you would", "you'd've": "you would have", "you'll": "you will", "you'll've": "you will have",
+                           "you're": "you are", "you've": "you have"}
+
+def cleaned_complaints(text):
+    import nltk
+    from nltk.corpus import stopwords
+    from nltk.stem import WordNetLemmatizer
+    from nltk.corpus import words
+    import warnings
+    import re
+
+    lemmatizer = WordNetLemmatizer()
+
+    stop_words = set(stopwords.words('english'))
+
+    contraction_mapping = {"ain't": "is not", "aren't": "are not","can't": "cannot", "'cause": "because", "could've": "could have", "couldn't": "could not",
+                           "didn't": "did not",  "doesn't": "does not", "don't": "do not", "hadn't": "had not", "hasn't": "has not", "haven't": "have not",
+                           "he'd": "he would","he'll": "he will", "he's": "he is", "how'd": "how did", "how'd'y": "how do you", "how'll": "how will", "how's": "how is",
+                           "I'd": "I would", "I'd've": "I would have", "I'll": "I will", "I'll've": "I will have","I'm": "I am", "I've": "I have", "i'd": "i would",
+                           "i'd've": "i would have", "i'll": "i will",  "i'll've": "i will have","i'm": "i am", "i've": "i have", "isn't": "is not", "it'd": "it would",
+                           "it'd've": "it would have", "it'll": "it will", "it'll've": "it will have","it's": "it is", "let's": "let us", "ma'am": "madam",
+                           "mayn't": "may not", "might've": "might have","mightn't": "might not","mightn't've": "might not have", "must've": "must have",
+                           "mustn't": "must not", "mustn't've": "must not have", "needn't": "need not", "needn't've": "need not have","o'clock": "of the clock",
+                           "oughtn't": "ought not", "oughtn't've": "ought not have", "shan't": "shall not", "sha'n't": "shall not", "shan't've": "shall not have",
+                           "she'd": "she would", "she'd've": "she would have", "she'll": "she will", "she'll've": "she will have", "she's": "she is",
+                           "should've": "should have", "shouldn't": "should not", "shouldn't've": "should not have", "so've": "so have","so's": "so as",
+                           "this's": "this is","that'd": "that would", "that'd've": "that would have", "that's": "that is", "there'd": "there would",
+                           "there'd've": "there would have", "there's": "there is", "here's": "here is","they'd": "they would", "they'd've": "they would have",
+                           "they'll": "they will", "they'll've": "they will have", "they're": "they are", "they've": "they have", "to've": "to have",
+                           "wasn't": "was not", "we'd": "we would", "we'd've": "we would have", "we'll": "we will", "we'll've": "we will have", "we're": "we are",
+                           "we've": "we have", "weren't": "were not", "what'll": "what will", "what'll've": "what will have", "what're": "what are",
+                           "what's": "what is", "what've": "what have", "when's": "when is", "when've": "when have", "where'd": "where did", "where's": "where is",
+                           "where've": "where have", "who'll": "who will", "who'll've": "who will have", "who's": "who is", "who've": "who have",
+                           "why's": "why is", "why've": "why have", "will've": "will have", "won't": "will not", "won't've": "will not have",
+                           "would've": "would have", "wouldn't": "would not", "wouldn't've": "would not have", "y'all": "you all",
+                           "y'all'd": "you all would","y'all'd've": "you all would have","y'all're": "you all are","y'all've": "you all have",
+                           "you'd": "you would", "you'd've": "you would have", "you'll": "you will", "you'll've": "you will have",
+                           "you're": "you are", "you've": "you have"}
+    
+    newString=re.sub(r'@[A-Za-z0-9]+','',text)                     #removing user mentions
+    newString=re.sub("#","",newString)                             #removing hashtag symbol
+    newString= ' '.join([contraction_mapping[t] if t in contraction_mapping else t for t in newString.split(" ")]) #contraction mapping
+    newString= re.sub(r'http\S+', '', newString)                   #removing links
+    newString= re.sub(r"'s\b","",newString)                        #removing 's
+    letters_only = re.sub("[^a-zA-Z]", " ", newString)             #Fetching out only letters
+    lower_case = letters_only.lower()                              #converting all words to lowercase
+    tokens = [w for w in lower_case.split() if not w in stop_words]#stopwords removal
+    tokens = [x for x in tokens if x in words.words()]
+#     tokens= lower_case.split()
+    newString=''
+    for i in tokens:                                                 
+        newString=newString+lemmatizer.lemmatize(i)+' '            #converting words using lemmatisation                               
+    return newString.strip()