cathw commited on
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Upload reddit_climate_comment.py

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  1. reddit_climate_comment.py +120 -0
reddit_climate_comment.py ADDED
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+ import csv
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+ import json
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+ import os
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+ from datasets import GeneratorBasedBuilder, Features, Value, Sequence, SplitGenerator, BuilderConfig, DatasetInfo, Split
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+ import logging
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+ import pandas as pd
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+ from typing import Dict
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+
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+ CITATION = ""
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+ _DESCRIPTION = "Demo"
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+ _URL = ""
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+ _HOMEPAGE = ""
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+ _LICENSE = ""
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+
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+ _URL = "https://github.com/catherine-ywang/reddit_climate_comment_data/raw/main/climate_comments.json.zip"
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+
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+ class NewDataset(GeneratorBasedBuilder):
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+ def _info(self):
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+ return DatasetInfo(
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+ description=_DESCRIPTION,
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+ features=Features({
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+ "id": Value("string"),
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+ "post_title": Value("string"),
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+ "post_author": Value("string"),
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+ "post_body": Value("string"),
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+ "post_url": Value("string"),
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+ "post_pic": Value("string"),
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+ "subreddit": Value("string"),
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+ "post_timestamp": Value("string"),
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+ "post_upvotes": Value("int32"),
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+ "post_permalink": Value("string"),
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+ "comments": Sequence({
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+ "CommentID": Value("string"),
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+ "CommentAuthor": Value("string"),
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+ "CommentBody": Value("string"),
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+ "CommentTimestamp": Value("string"),
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+ "CommentUpvotes": Value("int32"),
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+ "CommentPermalink": Value("string"),
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+ "replies": Sequence({
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+ "ReplyID": Value("string"),
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+ "ReplyAuthor": Value("string"),
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+ "ReplyBody": Value("string"),
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+ "ReplyTimestamp": Value("string"),
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+ "ReplyUpvotes": Value("int32"),
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+ "ReplyPermalink": Value("string"),
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+ })
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+ })
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+ }),
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+ homepage=_HOMEPAGE,
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+ )
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+ def _split_generators(self, dl_manager):
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+ path = dl_manager.download_and_extract(_URL)
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+ train_splits = SplitGenerator(name=Split.TRAIN, gen_kwargs={"filepath": path+"/climate_comments.json"})
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+ return [train_splits]
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+ def _generate_examples(self, filepath):
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+ with open(filepath, "r", encoding="utf-8") as f:
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+ data = json.load(f)
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+
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+ for post in data['Posts']:
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+ post_id = post['PostID']
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+ post_title = post['PostTitle']
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+ post_author = post['PostAuthor']
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+ post_body = post['PostBody'] if post['PostBody'] != "" else None
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+ post_url = post['PostUrl']
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+ post_pic = post['PostPic'] if post['PostPic'] != "" else None
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+ subreddit = post['Subreddit']
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+ post_timestamp = post['PostTimestamp']
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+ post_upvotes = int(post['PostUpvotes']) if post['PostUpvotes'] else None
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+ post_permalink = post['PostPermalink']
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+
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+ comments = []
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+ for comment in post['Comments']:
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+ comment_id = comment['CommentID']
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+ comment_author = comment['CommentAuthor']
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+ comment_body = comment['CommentBody'] if comment['CommentBody'] != "" else None
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+ comment_timestamp = comment['CommentTimestamp']
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+ comment_upvotes = int(comment['CommentUpvotes']) if comment['CommentUpvotes'] else None
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+ comment_permalink = comment['CommentPermalink']
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+
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+ replies = []
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+ for reply in comment.get('Replies', []):
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+ reply_id = reply['ReplyID']
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+ reply_author = reply['ReplyAuthor']
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+ reply_body = reply['ReplyBody'] if reply['ReplyBody'] != "" else None
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+ reply_timestamp = reply['ReplyTimestamp']
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+ reply_upvotes = int(reply['ReplyUpvotes']) if reply['ReplyUpvotes'] else None
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+ reply_permalink = reply['ReplyPermalink']
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+
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+ replies.append({
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+ "ReplyID": reply_id,
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+ "ReplyAuthor": reply_author,
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+ "ReplyBody": reply_body,
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+ "ReplyTimestamp": reply_timestamp,
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+ "ReplyUpvotes": reply_upvotes,
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+ "ReplyPermalink": reply_permalink
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+ })
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+
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+ comments.append({
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+ "CommentID": comment_id,
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+ "CommentAuthor": comment_author,
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+ "CommentBody": comment_body,
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+ "CommentTimestamp": comment_timestamp,
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+ "CommentUpvotes": comment_upvotes,
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+ "CommentPermalink": comment_permalink,
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+ "Replies": replies
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+ })
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+
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+ yield post_id, {
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+ "id": post_id,
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+ "post_title": post_title,
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+ "post_author": post_author,
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+ "post_body": post_body,
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+ "post_url": post_url,
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+ "post_pic": post_pic,
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+ "subreddit": subreddit,
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+ "post_timestamp": post_timestamp,
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+ "post_upvotes": post_upvotes,
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+ "post_permalink": post_permalink,
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+ "comments": comments
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+ }