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				@@ -898,7 +898,7 @@ 
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				    }, 
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				    "outputs": [], 
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				    "source": [ 
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				-    "## Which categorical columns have we still carried with us? We'll test tehse \n", 
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				+    "## Which categorical columns have we still carried with us? We'll test these \n", 
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				     "transform_cat_cols = []\n", 
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				     "for col in nominal_features:\n", 
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				     "    if col in transform_df.columns:\n", 
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				@@ -1089,7 +1089,7 @@ 
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				    "name": "python", 
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				    "nbconvert_exporter": "python", 
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				    "pygments_lexer": "ipython3", 
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				-   "version": "3.7.1" 
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				+   "version": "3.8.3" 
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				   } 
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				  }, 
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				  "nbformat": 4, 
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