diff --git a/Final writeup.odt b/Final writeup.odt
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diff --git a/Finalwriteup.pdf b/Finalwriteup.pdf
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diff --git a/README.md b/README.md
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+++ b/README.md
@@ -1,2 +1,3 @@
 # TextMining
 This is the base repo for the text mining and analysis project for Software Design, Spring 2016 at Olin College.
+https://github.com/msausville/TextMining/blob/master/Finalwriteup.pdf
diff --git a/markov.py b/markov.py
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+from bs4 import BeautifulSoup
+import requests
+from numpy.random import choice
+
+
+"""
+Function that pulls text from web
+"""
+megalist = []
+markovdict = {}
+# print("in global scope", id(markovdict))
+def words_from_internet(link='http://www.olin.edu/academic-life/student-affairs-resources/student-life/honor-code/', start='The Olin Honor Code Values', stop='Quick Links'):
+    html = BeautifulSoup(requests.get(link).text, 'lxml')
+    startpoint = html.get_text().find(start)
+    stoppoint = html.get_text().find(stop)
+
+    honor = html.get_text()[startpoint:stoppoint]
+    listhonor = str(honor).split()
+
+    # Combing all text into listhonor
+    return megalist.extend(listhonor)
+
+
+"""
+Make dictionary
+"""
+
+
+def markov(megalist):
+    i = 0
+    # print("in markov", id(markovdict))
+    for i in range(len(megalist)-1):
+        if megalist[i] not in markovdict:
+            markovdict[megalist[i]] = []
+        markovdict[megalist[i]].append(megalist[i+1])
+    return markovdict
+
+
+def smushit(markovdict, megalist):
+
+    finallist = []
+    capitals = filter(lambda x: x.lower() != x, megalist)
+    word = choice(list(capitals))
+    finallist.append(word)
+    while not word.endswith("."):
+        finallist.append(word)
+    return " ".join(finallist)
+
+
+def main_important_part():
+    words_from_internet(link='http://www.olin.edu/academic-life/student-affairs-resources/student-life/honor-code/',
+                        start='The Olin Honor Code Values', stop='Quick Links')
+    words_from_internet(link='https://en.wikipedia.org/wiki/Felony',
+                        start='Broadly, felonies', stop='are the least serious')
+    words_from_internet(link='http://www.olin.edu',
+                        start='At Olin', stop='institutions.')
+    markov(megalist)
+    print(smushit(markovdict, megalist))
+
+
+if __name__ == "__main__":
+    main_important_part()