diff --git a/indexer.py b/indexer.py
index b5f2f96..0d7b41c 100644
--- a/indexer.py
+++ b/indexer.py
@@ -18,6 +18,9 @@ from bs4 import BeautifulSoup
 
 #Data process
 from nltk.tokenize import word_tokenize
+from nltk.stem import PorterStemmer
+from sklearn.feature_extraction.text import TfidfVectorizer
+
 import re
 
 
@@ -27,7 +30,8 @@ class Indexer():
 		self.path = "data/DEV/"
 		self.restart = restart
 		self.trimming = trimming
-
+		self.stemmer = PorterStemmer()
+		self.vectorizer = TfidfVectorizer(lowercase=True,ngram_range = (1,3))
 
 		#Shelves for index
 		#https://www3.nd.edu/~busiforc/handouts/cryptography/letterfrequencies.html
@@ -85,6 +89,13 @@ class Indexer():
 			print("You have somehow went beyond the magic")
 			return None
 
+	def get_tf_idf(self,words,word):
+		#tf_idf
+		#words = whole text
+		#word the word we finding the score for
+		#return the score
+		pass
+
 
 	def get_data(self):
 		for directory in os.listdir(self.path):
@@ -93,16 +104,33 @@ class Indexer():
 				#JSON["url"] = url of crawled page, ignore fragments
 				#JSON["content"] = actual HTML
 				#JSON["encoding"] = ENCODING
-				print(file)
 				file_load = open(self.path + "/" + directory + "/"+file)
 				data = json.load(file_load)
 				soup = BeautifulSoup(data["content"],from_encoding=data["encoding"])
 				words = word_tokenize(soup.get_text())
+				tokenized_words = list()
+				stemmed_words = list()
 				for word in words:
-					if word is not "" and word.isalnum():
-						print(word)
+					if word != "" and word.isalnum():
+						#So all the tokenized words are here,
+						tokenized_words.append(word)
+				#YOUR CODE HERE
+				print(tokenized_words)
+
+				for word in tokenized_words:
+					stemmed_words.append(self.stemmer.stem(word))
+
+					print(X)
+					#stemming,
+					#tf_idf
+					#get_tf_idf(stemmed_words,word)
+					#post = Posting()
+
+				print(stemmed_words)
+				#
 				exit(1)
 
+
 				
 
 
diff --git a/posting.py b/posting.py
index 9625454..53e666a 100644
--- a/posting.py
+++ b/posting.py
@@ -1,12 +1,9 @@
 #Posting class for indexer, will probably be more complex as we keep adding crap to it
 
 class Posting():
-	def __init(self,source):
-		self.source = source
-		self.tf_idf = get_tf_idf()
-
-	def get_tf_idf(self):
-		#Do tf_idf here
-	
+	def __init(self,url,tf_idf):
+		self.url = url
+		self.tf_idf = tf_idf
+		
 	def comparator(self):
 		#Some custom comparator for sorting postings later
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index 8721c37..fcf393d 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -2,4 +2,5 @@ nltk
 re
 shelve
 json
-beautifulsoup4
\ No newline at end of file
+beautifulsoup4
+sklearn
\ No newline at end of file