diff --git a/cp/project3/project3_grade.py b/cp/project3/project3_grade.py
index cf41c22abaa87ff0b5af54fa592dab7b3e2f629b..3c469b6c2058438309c05a9f1e115ee573c758bd 100644
--- a/cp/project3/project3_grade.py
+++ b/cp/project3/project3_grade.py
@@ -1,4 +1,4 @@
 # cp/project3/project3_tests.py
 ''' WARNING: Modifying, decompiling or otherwise tampering with this script, it's data or the resulting .token file will be investigated as a cheating attempt. '''
 import bz2, base64
-exec(bz2.decompress(base64.b64decode('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')))
\ No newline at end of file
+exec(bz2.decompress(base64.b64decode('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')))
\ No newline at end of file
diff --git a/cp/project3/project3_tests.py b/cp/project3/project3_tests.py
index a6755080fa975f2ff734c26b67b65e9b0fecefe3..5954832c91e87bfef9e3b9f032da3e9d2e9405d8 100644
--- a/cp/project3/project3_tests.py
+++ b/cp/project3/project3_tests.py
@@ -76,13 +76,18 @@ class Week05TicTacToeMain(UTestCase):
             self.assertEqual(out[2], "O--")
             self.assertEqual(out[3],"Player O won!")
 
-class Week06SentimentAnalysis(UTestCase):
-    def test_sentiment_analysis(self):
-        from cp.ex06.sentiment_analysis import sentiment_analysis
-        self.assertEqual(sentiment_analysis('I think the food was excellent and great, but the waiter service was horrible '),-5)
-        self.assertEqual(sentiment_analysis('When I woke up, I was feeling very bad, but then I had a coffee, and my day turned out to be excellent '),4)
-        self.assertEqual(sentiment_analysis('I know it is good not to complain, but the selection criteria were genuinely inadequate and unfair '),-1)
-
+class Week06SpellCheck(UTestCase):
+    def test_SpellControl(self):
+        from cp.ex06.spell_check import spell_check
+        corrections = {'occurence': 'occurrence', 'apsolute': 'absolute', 'teh': 'the', 'acess': 'access', 'occured': 'occurred', 'exampel': 'example'}
+        text = "The apsolute acess to teh data occured in this exampel"
+        self.assertEqual(spell_check(text, corrections),"The absolute access to the data occurred in this example")
+        text2= "The first occurence of teh mean apsolute error formula look at teh exampel below"
+        self.assertEqual(spell_check(text2, corrections),"The first occurrence of the mean absolute error formula look at the example below")
+        self.assertEqual(spell_check("We can handle teh damag", {'damag': 'damage'}),"We can handle teh damage")
+        self.assertEqual(spell_check("We can handle teh damag.",{'damag': 'damage'}),"We can handle teh damage.")
+        text3 = "The apsolute acess to teh, data occured in this exampel."
+        self.assertEqual(spell_check(text3, corrections),"The absolute access to the, data occurred in this example.")
 
 class Week06MultiTap(UTestCase):
     def test_multi_tap(self):
@@ -105,7 +110,7 @@ class Project3(Report):
                 (Week05TicTacToePrintBoard,5),
                 (Week05TicTacToeGetGameState,10),
                 (Week05TicTacToeUpdateBoard,10),
-                (Week06SentimentAnalysis,20),
+                (Week06SpellCheck,20),
                 (Week06MultiTap,20),
                 ]
     import cp
diff --git a/cp/project3/unitgrade_data/WaterHeight.pkl b/cp/project3/unitgrade_data/WaterHeight.pkl
index ce13f8feb9cc18159520688069676c959d9b9733..2e2dd2a60a32ba46d7c64413b46df6234558dc8d 100644
Binary files a/cp/project3/unitgrade_data/WaterHeight.pkl and b/cp/project3/unitgrade_data/WaterHeight.pkl differ
diff --git a/cp/project3/unitgrade_data/Week05BestBuy.pkl b/cp/project3/unitgrade_data/Week05BestBuy.pkl
index 24745ef923dc39c85b64a5187e999786b378850b..176afb005a341bf3aa809151cab3b4de56f560c2 100644
Binary files a/cp/project3/unitgrade_data/Week05BestBuy.pkl and b/cp/project3/unitgrade_data/Week05BestBuy.pkl differ
diff --git a/cp/project3/unitgrade_data/Week05TicTacToeGetGameState.pkl b/cp/project3/unitgrade_data/Week05TicTacToeGetGameState.pkl
index 9f8ee114215118ead8e0827be1a9c52495c60a73..6edec1ae610af535758528166b680b3e2a1aac42 100644
Binary files a/cp/project3/unitgrade_data/Week05TicTacToeGetGameState.pkl and b/cp/project3/unitgrade_data/Week05TicTacToeGetGameState.pkl differ
diff --git a/cp/project3/unitgrade_data/Week05TicTacToePrintBoard.pkl b/cp/project3/unitgrade_data/Week05TicTacToePrintBoard.pkl
index 6692f45146f58d46101e58aa0130b526bc8166d4..a0f67fd475cf4ea3489fc87e4214e4c53849ca0a 100644
Binary files a/cp/project3/unitgrade_data/Week05TicTacToePrintBoard.pkl and b/cp/project3/unitgrade_data/Week05TicTacToePrintBoard.pkl differ
diff --git a/cp/project3/unitgrade_data/Week05TicTacToeUpdateBoard.pkl b/cp/project3/unitgrade_data/Week05TicTacToeUpdateBoard.pkl
index e473fd27c83e2bba49d3c3df24bb21e038978a68..de0d180574f4c73b54f3dcd45533e7d420818788 100644
Binary files a/cp/project3/unitgrade_data/Week05TicTacToeUpdateBoard.pkl and b/cp/project3/unitgrade_data/Week05TicTacToeUpdateBoard.pkl differ
diff --git a/cp/project3/unitgrade_data/Week06MultiTap.pkl b/cp/project3/unitgrade_data/Week06MultiTap.pkl
index 3e142880387cf4ed6b9863925d9f98ca7e368fa4..ccc7ca7a7df640c85a8e3a54da6a69b81542d9d1 100644
Binary files a/cp/project3/unitgrade_data/Week06MultiTap.pkl and b/cp/project3/unitgrade_data/Week06MultiTap.pkl differ
diff --git a/cp/project3/unitgrade_data/Week06SentimentAnalysis.pkl b/cp/project3/unitgrade_data/Week06SentimentAnalysis.pkl
deleted file mode 100644
index 6937e5ec0fc25ff3bde01a4927bd87425b508e0c..0000000000000000000000000000000000000000
Binary files a/cp/project3/unitgrade_data/Week06SentimentAnalysis.pkl and /dev/null differ
diff --git a/cp/project3/unitgrade_data/Week06SpellCheck.pkl b/cp/project3/unitgrade_data/Week06SpellCheck.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..eb8b431bddd2fd2fe4eb529d2ced9314ac1a03cf
Binary files /dev/null and b/cp/project3/unitgrade_data/Week06SpellCheck.pkl differ
diff --git a/cp/tests/tests_week06.py b/cp/tests/tests_week06.py
index 0a9023b3362ca6b1cd4e541eca58afe32d4420c4..9a4aead43bfc6257fb488c241d0d02075ee3d644 100644
--- a/cp/tests/tests_week06.py
+++ b/cp/tests/tests_week06.py
@@ -92,7 +92,7 @@ class Week06SentimentAnalysis(UTestCase):
     def test_sentiment_analysis(self):
         from cp.ex06.sentiment_analysis import sentiment_analysis
         self.assertEqual(sentiment_analysis('I think the food was excellent and great, but the waiter service was horrible '),-5)
-        self.assertEqual(sentiment_analysis('When I woke up, I was feeling very bad, but then I had a coffee, and my day turned out to be excellent '),4)
+        self.assertEqual(sentiment_analysis('When I woke up I was feeling very bad but then I had a coffee and my day turned out to be excellent '),4)
         self.assertEqual(sentiment_analysis('I know it is good not to complain, but the selection criteria were genuinely inadequate and unfair '),-1)
 
 
diff --git a/cp/tests/unitgrade_data/Week06ExtractKeywords.pkl b/cp/tests/unitgrade_data/Week06ExtractKeywords.pkl
index 52287154838c3f31077d68fbc237d1009d7bc9d0..6ec66c139dd1d0f134375df567620d075a9c6e40 100644
Binary files a/cp/tests/unitgrade_data/Week06ExtractKeywords.pkl and b/cp/tests/unitgrade_data/Week06ExtractKeywords.pkl differ
diff --git a/cp/tests/unitgrade_data/Week06GetPeopleByLanguage.pkl b/cp/tests/unitgrade_data/Week06GetPeopleByLanguage.pkl
index 321f2bd003e37bd566fcca5c6580b9a118ad51a1..070deca22721da9894eb9b02c6650322e5d0a45d 100644
Binary files a/cp/tests/unitgrade_data/Week06GetPeopleByLanguage.pkl and b/cp/tests/unitgrade_data/Week06GetPeopleByLanguage.pkl differ
diff --git a/cp/tests/unitgrade_data/Week06LetterHistogram.pkl b/cp/tests/unitgrade_data/Week06LetterHistogram.pkl
index d23629ba7f89a0716eeaa4cc627800697b80804d..10247ea9e01c0c5b29681e8ff3d718e1d7c4e440 100644
Binary files a/cp/tests/unitgrade_data/Week06LetterHistogram.pkl and b/cp/tests/unitgrade_data/Week06LetterHistogram.pkl differ
diff --git a/cp/tests/unitgrade_data/Week06MultiTap.pkl b/cp/tests/unitgrade_data/Week06MultiTap.pkl
index 6a947c4e055c7d96773184533831ce22c026c727..73b7f7827536cea1f7c7f2654173bedb56c4e491 100644
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diff --git a/cp/tests/unitgrade_data/Week06SentimentAnalysis.pkl b/cp/tests/unitgrade_data/Week06SentimentAnalysis.pkl
index 3c2acc03d5816820736164674ff992281c08badb..f8908507b1a3c9f73fe19ce051e2a973670b1434 100644
Binary files a/cp/tests/unitgrade_data/Week06SentimentAnalysis.pkl and b/cp/tests/unitgrade_data/Week06SentimentAnalysis.pkl differ
diff --git a/cp/tests/unitgrade_data/Week06SpellCheck.pkl b/cp/tests/unitgrade_data/Week06SpellCheck.pkl
index e917f58e045787c187c857fdb5e70a36f2e6d47b..b95601e0d77ad1cda783726a87cbdb4b2c659afb 100644
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diff --git a/cp/tests/unitgrade_data/Week06TextToNato.pkl b/cp/tests/unitgrade_data/Week06TextToNato.pkl
index 50f43117289dd523468989eb703550e5523ae5e1..edf5b961317ee97ea604f19877743618b8e82770 100644
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diff --git a/cp/tests/unitgrade_data/Week06TruncateAndNormalize.pkl b/cp/tests/unitgrade_data/Week06TruncateAndNormalize.pkl
index 5cc2aea1c0230c031dfc3c7d10c7fee82ac0e918..216d10cb63a787fc0bb47841748a6f4ff3af9cd9 100644
Binary files a/cp/tests/unitgrade_data/Week06TruncateAndNormalize.pkl and b/cp/tests/unitgrade_data/Week06TruncateAndNormalize.pkl differ
diff --git a/cp/tests/unitgrade_data/Week06WordHistogram.pkl b/cp/tests/unitgrade_data/Week06WordHistogram.pkl
index 169e714935daf5e4317155feb49e31590fd0f12a..ef97414682dc6d8da0a187ceac89c7861241428a 100644
Binary files a/cp/tests/unitgrade_data/Week06WordHistogram.pkl and b/cp/tests/unitgrade_data/Week06WordHistogram.pkl differ