Upload reddit_climate_comment.py

reddit_climate_comment.py

@@ -56,9 +56,6 @@ class NewDataset(GeneratorBasedBuilder):
     def _generate_examples(self, filepath):
         df = pd.read_csv(filepath)
 
-        # Drop duplicate comments
-        df = df.drop_duplicates(subset=['CommentID', 'CommentBody'])
-
         # Group the DataFrame by post ID
         grouped_df = df.groupby('PostID')
 
@@ -77,34 +74,47 @@ class NewDataset(GeneratorBasedBuilder):
 
             comments = []
 
-            # Extract unique comments
-            unique_comment_ids = group['CommentID'].unique()
-            for comment_id in unique_comment_ids:
+            # Iterate over each unique comment ID
+            for comment_id in group['CommentID'].unique():
                 comment_data = group[group['CommentID'] == comment_id].iloc[0]
 
-                comment = {
-                    "CommentID": comment_id,
-                    "CommentAuthor": comment_data['CommentAuthor'],
-                    "CommentBody": comment_data['CommentBody'],
-                    "CommentTimestamp": comment_data['CommentTimestamp'],
-                    "CommentUpvotes": comment_data['CommentUpvotes'],
-                    "CommentPermalink": comment_data['CommentPermalink'],
-                    "replies": []  # Initialize empty list for replies
-                }
+                comment_author = comment_data['CommentAuthor']
+                comment_body = comment_data['CommentBody']
+                comment_timestamp = comment_data['CommentTimestamp']
+                comment_upvotes = comment_data['CommentUpvotes']
+                comment_permalink = comment_data['CommentPermalink']
 
                 # Get all replies for the current comment
-                reply_group = group[group['CommentID'] == comment_id]
+                replies = []
+                reply_group = df[df['ParentCommentID'] == comment_id]
                 for _, reply_data in reply_group.iterrows():
+                    reply_id = reply_data['ReplyID']
+                    reply_author = reply_data['ReplyAuthor']
+                    reply_body = reply_data['ReplyBody']
+                    reply_timestamp = reply_data['ReplyTimestamp']
+                    reply_upvotes = reply_data['ReplyUpvotes']
+                    reply_permalink = reply_data['ReplyPermalink']
+
                     reply = {
-                        "ReplyID": reply_data['ReplyID'],
-                        "ReplyAuthor": reply_data['ReplyAuthor'],
-                        "ReplyBody": reply_data['ReplyBody'],
-                        "ReplyTimestamp": reply_data['ReplyTimestamp'],
-                        "ReplyUpvotes": reply_data['ReplyUpvotes'],
-                        "ReplyPermalink": reply_data['ReplyPermalink']
+                        "ReplyID": reply_id,
+                        "ReplyAuthor": reply_author,
+                        "ReplyBody": reply_body,
+                        "ReplyTimestamp": reply_timestamp,
+                        "ReplyUpvotes": reply_upvotes,
+                        "ReplyPermalink": reply_permalink
                     }
-                    comment["replies"].append(reply)
+                    replies.append(reply)
 
+                # Add comment with its replies to the list
+                comment = {
+                    "CommentID": comment_id,
+                    "CommentAuthor": comment_author,
+                    "CommentBody": comment_body,
+                    "CommentTimestamp": comment_timestamp,
+                    "CommentUpvotes": comment_upvotes,
+                    "CommentPermalink": comment_permalink,
+                    "replies": replies
+                }
                 comments.append(comment)
 
             yield post_id, {
@@ -121,3 +131,4 @@ class NewDataset(GeneratorBasedBuilder):
                 "comments": comments
             }
 
+