diff --git a/__pycache__/wordle_solver.cpython-39.pyc b/__pycache__/wordle_solver.cpython-39.pyc
index fdb1060..9f78fa2 100644
Binary files a/__pycache__/wordle_solver.cpython-39.pyc and b/__pycache__/wordle_solver.cpython-39.pyc differ
diff --git a/cleaned_wordle_words.txt b/cleaned_wordle_words.txt
new file mode 100644
index 0000000..d737fc2
--- /dev/null
+++ b/cleaned_wordle_words.txt
@@ -0,0 +1,12974 @@
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+yogas
+yogee
+yoghs
+yogic
+yogin
+yogis
+yoick
+yojan
+yoked
+yokel
+yoker
+yokes
+yokul
+yolks
+yolky
+yomim
+yomps
+yonic
+yonis
+yonks
+yoofs
+yoops
+yores
+yorks
+yorps
+youks
+yourn
+yours
+yourt
+youse
+yowed
+yowes
+yowie
+yowls
+yowza
+yrapt
+yrent
+yrivd
+yrneh
+ysame
+ytost
+yuans
+yucas
+yucca
+yucch
+yucko
+yucks
+yucky
+yufts
+yugas
+yuked
+yukes
+yukky
+yukos
+yulan
+yules
+yummo
+yummy
+yumps
+yupon
+yuppy
+yurta
+yurts
+yuzus
+zabra
+zacks
+zaida
+zaidy
+zaire
+zakat
+zaman
+zambo
+zamia
+zanja
+zante
+zanza
+zanze
+zappy
+zarfs
+zaris
+zatis
+zaxes
+zayin
+zazen
+zeals
+zebec
+zebub
+zebus
+zedas
+zeins
+zendo
+zerda
+zerks
+zeros
+zests
+zetas
+zexes
+zezes
+zhomo
+zibet
+ziffs
+zigan
+zilas
+zilch
+zilla
+zills
+zimbi
+zimbs
+zinco
+zincs
+zincy
+zineb
+zines
+zings
+zingy
+zinke
+zinky
+zippo
+zippy
+ziram
+zitis
+zizel
+zizit
+zlote
+zloty
+zoaea
+zobos
+zobus
+zocco
+zoeae
+zoeal
+zoeas
+zoism
+zoist
+zombi
+zonae
+zonda
+zoned
+zoner
+zones
+zonks
+zooea
+zooey
+zooid
+zooks
+zooms
+zoons
+zooty
+zoppa
+zoppo
+zoril
+zoris
+zorro
+zouks
+zowee
+zowie
+zulus
+zupan
+zupas
+zuppa
+zurfs
+zuzim
+zygal
+zygon
+zymes
+zymic
diff --git a/data_cleaner.py b/data_cleaner.py
index e761bd7..ae026e3 100644
--- a/data_cleaner.py
+++ b/data_cleaner.py
@@ -1,5 +1,5 @@
-input_file_path = 'source_words.txt'
-output_file_path = 'cleaned_words.txt'
+input_file_path = 'wordle_words_source.txt'
+output_file_path = 'cleaned_wordle_words.txt'
 
 input_file = open(input_file_path, 'r')
 output_file = open(output_file_path, 'w')
@@ -12,9 +12,13 @@ def is_only_letters(word):
 
 
 for line in input_file:
-    word = line.strip()
-    if is_five_characters(word) and is_only_letters(word):
-        output_file.write(word.lower() + '\n')
+    words = line.split(",")
+    print(len(words))
+    for i, word in enumerate(words):
+        word = ''.join(filter(str.isalpha, word))
+        if is_five_characters(word):
+            output_file.write(word + '\n')
+    print(words)
 
 input_file.close()
-output_file.close()
\ No newline at end of file
+output_file.close()
diff --git a/wordle_solver.py b/wordle_solver.py
index 6542e39..3f088f2 100644
--- a/wordle_solver.py
+++ b/wordle_solver.py
@@ -1,6 +1,6 @@
 from math import log
 
-input_file_path = 'cleaned_words.txt'
+input_file_path = 'cleaned_wordle_words.txt'
 
 dictionary = open(input_file_path, 'r')
 
@@ -84,8 +84,8 @@ def words_letter_not_position(guess, dictionary):
                 if word[i] == letter and value == True:
                     match -= 1
                 #print(word, word[i], letter, i, value, match)
-            if match == 5:
-                valid_words.append(word)
+        if match == 5:
+            valid_words.append(word)
     return valid_words
 
 def get_dict_stats(dictionary):
@@ -120,4 +120,29 @@ def get_entropy(guess, dict_stats):
 
 def entropy_sort_list(dictionary, dict_stats):
     # sort valid_words according to entropy
-    return dictionary.sort(key=lambda word: get_entropy(word, dict_stats))
\ No newline at end of file
+    return dictionary.sort(key=lambda word: get_entropy(word, dict_stats))
+
+
+def wordle_guess(not_letters, has_letters, position_letters, not_position_letters):
+    input_file_path = 'cleaned_wordle_words.txt'
+    dictionary = open(input_file_path, 'r')
+    guesses = read_in_dict(dictionary)
+    guesses = words_without_letters(not_letters, guesses)
+    guesses = words_with_letters(has_letters, guesses)
+    guesses = words_with_letter_positions(position_letters, guesses)
+    guesses = words_letter_not_position(not_position_letters, guesses)
+
+    dict_stats = get_dict_stats(guesses)
+    entropy_sort_list(guesses, dict_stats)
+    dictionary.close()
+
+    return guesses
+
+if __name__ == "__main__":
+    not_letters = ""
+    has_letters = ""
+    position_letters = "_____"
+    not_position_letters = {
+    }
+
+    print(wordle_guess(not_letters, has_letters, position_letters, not_position_letters)[:10])
\ No newline at end of file
diff --git a/wordle_tester.py b/wordle_tester.py
index 047b06c..4f5d816 100644
--- a/wordle_tester.py
+++ b/wordle_tester.py
@@ -1,10 +1,13 @@
 import wordle_solver
 import multiprocessing as mul
 
-def wordle_guess(not_letters, has_letters, position_letters, not_position_letters):
-    input_file_path = 'cleaned_words.txt'
-    dictionary = open(input_file_path, 'r')
-    guesses = wordle_solver.read_in_dict(dictionary)
+def wordle_guess(not_letters, has_letters, position_letters, not_position_letters, guesses = None):
+    if guesses == None:
+        input_file_path = 'cleaned_wordle_words.txt'
+        dictionary = open(input_file_path, 'r')
+        guesses = wordle_solver.read_in_dict(dictionary)
+        dictionary.close()
+
     guesses = wordle_solver.words_without_letters(not_letters, guesses)
     guesses = wordle_solver.words_with_letters(has_letters, guesses)
     guesses = wordle_solver.words_with_letter_positions(position_letters, guesses)
@@ -12,8 +15,6 @@ def wordle_guess(not_letters, has_letters, position_letters, not_position_letter
 
     dict_stats = wordle_solver.get_dict_stats(guesses)
     wordle_solver.entropy_sort_list(guesses, dict_stats)
-    dictionary.close()
-
     return guesses
 
 def check_guess(guess, word, not_letters, has_letters, position_letters, not_position_letters):
@@ -38,7 +39,7 @@ def check_guess(guess, word, not_letters, has_letters, position_letters, not_pos
     
     return not_letters, has_letters, position_letters, not_position_letters
 
-def get_word_stats(word):
+def get_word_stats(word, dictionary_path):
     words =[word]
     total_num_guesses = 0
     not_letters = ""
@@ -50,10 +51,14 @@ def get_word_stats(word):
     percentage = 0
     last_percentage = 0
 
+    dictionary = open(dictionary_path, 'r')
+    guess = wordle_solver.read_in_dict(dictionary)
+    dictionary.close()
+
     for total_words, word in enumerate(words):
         for x in range(20):
             total_num_guesses += 1
-            guess = wordle_guess(not_letters, has_letters, position_letters, not_position_letters)
+            guess = wordle_guess(not_letters, has_letters, position_letters, not_position_letters, guesses=guess)
             if len(guess) == 0:
                 print("No more guesses")
                 exit()
@@ -83,7 +88,7 @@ def get_word_stats(word):
 from time import time
 if __name__ == "__main__":
     alphabet = list("ab")
-    input_file_path = 'cleaned_words.txt'
+    input_file_path = 'cleaned_wordle_words.txt'
     dictionary = open(input_file_path, 'r')
     words = wordle_solver.read_in_dict(dictionary)
     dictionary.close()
@@ -94,7 +99,7 @@ if __name__ == "__main__":
     results = []
 
     for i, word in enumerate(words):
-        results.append(testers.apply_async(get_word_stats, (word,)))
+        results.append(testers.apply_async(get_word_stats, (word,input_file_path,)))
         if i % 100 == 0:
             print(i, "words tested")
     print("Recovering Results")
@@ -107,4 +112,4 @@ if __name__ == "__main__":
             print("Timed out")
 
     print("Time taken:", time() - timer)
-    print("The average number of guesses per {} word is " + str(total_guesses/10))
\ No newline at end of file
+    print("The average number of guesses per word is " + str(total_guesses/len(words)))
\ No newline at end of file
diff --git a/wordle_words_source.txt b/wordle_words_source.txt
new file mode 100644
index 0000000..a7c97d3
--- /dev/null
+++ b/wordle_words_source.txt
@@ -0,0 +1,3 @@
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