annoying colab

Pill_Ideologies-Post_Titles.py

@@ -166,7 +166,23 @@ class SubRedditPosts(datasets.GeneratorBasedBuilder):
         urls = _URLS[self.config.name]
         data_dir = dl_manager.download_and_extract(urls)
         data = pd.read_csv(data_dir)
-        data.fillna("NAN -Nothing found", inplace=True)
+
+        def clean_data_nans(data):
+            """This function takes a dataframe and fills all NaNs with a value
+            This is to appease google colab, because my local machine did not raise errors
+            ... and it's a windows. That should tell you a lot."""
+            for col in data.columns:
+                if col.dtype == "object":
+                    data[col].fillna("NAN -Nothing found", inplace=True)
+                elif col.dtype == "int64" or col.dtype == "float64":
+                    data[col].fillna(0, inplace=True)
+                else:
+                    data[col].fillna("NAN - problematic {col} found", inplace=True)
+            return None
+
+        clean_data_nans(data)
+        # commented out the splits, due to google colab being uncooperative
+        # raised too many errors that my local machine did not
 
         # make splits
         # train, test = train_test_split(