import csv
import json
import os
from datasets import GeneratorBasedBuilder, Features, Value, Sequence, SplitGenerator, BuilderConfig, DatasetInfo, Split, Image
import logging
import pandas as pd
from typing import Dict

CITATION = ""
_DESCRIPTION = "Demo" 
_URL = ""
_HOMEPAGE = ""
_LICENSE = ""

_URL = "https://github.com/catherine-ywang/reddit_climate_comment_data/raw/main/climate_comments.csv.zip"

class NewDataset(GeneratorBasedBuilder):
    def _info(self):
        return DatasetInfo(
            description=_DESCRIPTION,
            features=Features({
         "id": Value("string"),
         "post_title": Value("string"),
         "post_author": Value("string"),
         "post_body": Value("string"),
         "post_url": Value("string"),
         "post_pic": Image(),
         "subreddit": Value("string"),
         "post_timestamp": Value("string"),
         "post_upvotes": Value("int32"),
         "post_permalink": Value("string"),
         "comments": Sequence({
             "CommentID": Value("string"),
             "CommentAuthor": Value("string"),
             "CommentBody": Value("string"),
             "CommentTimestamp": Value("string"),
             "CommentUpvotes": Value("int32"),
             "CommentPermalink": Value("string"),
             "replies": Sequence({
                 "ReplyID": Value("string"),
                 "ReplyAuthor": Value("string"),
                 "ReplyBody": Value("string"),
                 "ReplyTimestamp": Value("string"),
                 "ReplyUpvotes": Value("int32"),
                 "ReplyPermalink": Value("string"),
             })
         })
     }),
            homepage=_HOMEPAGE,
        )
    def _split_generators(self, dl_manager):
        path = dl_manager.download_and_extract(_URL)
        train_splits = SplitGenerator(name=Split.TRAIN, gen_kwargs={"filepath": path+"/climate_comments.csv"})
        return [train_splits]
        
    def _generate_examples(self, filepath):
        df = pd.read_csv(filepath)
        for column in df.columns:
            df[column] = df[column].replace({pd.NA: None})
        # Group the DataFrame by post ID
        grouped_df = df.groupby('PostID')

        for post_id, group in grouped_df:
            post_data = group.iloc[0]  # Get the data for the post

            post_title = post_data['PostTitle']
            post_author = post_data['PostAuthor']
            post_body = post_data['PostBody']
            post_url = post_data['PostUrl']
            post_pic = post_data['PostPic']
            subreddit = post_data['Subreddit']
            post_timestamp = post_data['PostTimestamp']
            post_upvotes = post_data['PostUpvotes']
            post_permalink = post_data['PostPermalink']

            comments = []

            # Iterate over each unique comment ID
            for comment_id in group['CommentID'].unique():
                comment_data = group[group['CommentID'] == comment_id].iloc[0]

                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
                replies = []
                reply_group = df[df['CommentID'] == 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_id,
                        "ReplyAuthor": reply_author,
                        "ReplyBody": reply_body,
                        "ReplyTimestamp": reply_timestamp,
                        "ReplyUpvotes": reply_upvotes,
                        "ReplyPermalink": reply_permalink
                    }
                    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, {
                "id": post_id,
                "post_title": post_title,
                "post_author": post_author,
                "post_body": post_body,
                "post_url": post_url,
                "post_pic": post_pic,
                "subreddit": subreddit,
                "post_timestamp": post_timestamp,
                "post_upvotes": post_upvotes,
                "post_permalink": post_permalink,
                "comments": comments
            }