Delete loading script

Amazon-Reviews-2023.py

@@ -1,557 +0,0 @@
-import json
-
-import datasets
-
-
-_AMAZON_REVIEW_2023_DESCRIPTION = """\
-Amazon Review 2023 is an updated version of the Amazon Review 2018 dataset.
-This dataset mainly includes reviews (ratings, text) and item metadata (desc-
-riptions, category information, price, brand, and images). Compared to the pre-
-vious versions, the 2023 version features larger size, newer reviews (up to Sep
-2023), richer and cleaner meta data, and finer-grained timestamps (from day to 
-milli-second).
-
-"""
-
-
-class RawMetaAmazonReview2023Config(datasets.BuilderConfig):
-    def __init__(self, **kwargs):
-        super(RawMetaAmazonReview2023Config, self).__init__(**kwargs)
-
-        self.suffix = 'jsonl'
-        self.domain = self.name[len(f'raw_meta_'):]
-        self.description = f'This is a subset for items in domain: {self.domain}.'
-        self.data_dir = f'raw/meta_categories/meta_{self.domain}.jsonl'
-
-
-class RawReviewAmazonReview2023Config(datasets.BuilderConfig):
-    def __init__(self, **kwargs):
-        super(RawReviewAmazonReview2023Config, self).__init__(**kwargs)
-
-        self.suffix = 'jsonl'
-        self.domain = self.name[len(f'raw_review_'):]
-        self.description = f'This is a subset for reviews in domain: {self.domain}.'
-        self.data_dir = f'raw/review_categories/{self.domain}.jsonl'
-
-
-class RatingOnlyAmazonReview2023Config(datasets.BuilderConfig):
-    def __init__(self, **kwargs):
-        super(RatingOnlyAmazonReview2023Config, self).__init__(**kwargs)
-
-        self.suffix = 'csv'
-        self.kcore = self.name[:len('0core')]
-        self.domain = self.name[len(f'0core_rating_only_'):]
-        self.description = \
-            f'This is the preprocessed file that only contains <user, item, rating, timestamp> in domain: {self.domain}.\n' \
-            f'The preprocessing includes {self.kcore} filtering and <user, item> interaction deduplication'
-        self.data_dir = f'benchmark/{self.kcore}/rating_only/{self.domain}.csv'
-
-
-class BenchmarkAmazonReview2023Config(datasets.BuilderConfig):
-    def __init__(self, **kwargs):
-        super(BenchmarkAmazonReview2023Config, self).__init__(**kwargs)
-
-        self.suffix = 'csv'
-        self.split = None
-        for potential_split in ['last_out_w_his', 'timestamp_w_his', 'last_out', 'timestamp']:
-            if potential_split in self.name:
-                self.split = potential_split
-                break
-        if self.split is None:
-            ValueError(f'Cannot find valid split for {self.name}')
-        self.kcore = self.name[:len('0core')]
-        self.domain = self.name[len(f'0core_{self.split}_'):]
-        self.description = \
-            f'This is the preprocessed benchmark in domain: {self.domain}.' \
-            f'The preprocessing includes {self.kcore} filtering, <user, item> interaction deduplication, ' \
-            f'as well as split by {self.split}.'
-        self.data_dir = {
-            'train': f'benchmark/{self.kcore}/{self.split}/{self.domain}.train.csv',
-            'valid': f'benchmark/{self.kcore}/{self.split}/{self.domain}.valid.csv',
-            'test': f'benchmark/{self.kcore}/{self.split}/{self.domain}.test.csv'
-        }
-
-
-class AmazonReview2023(datasets.GeneratorBasedBuilder):
-    BUILDER_CONFIGS = [
-        # Raw item metadata
-        RawMetaAmazonReview2023Config(name='raw_meta_All_Beauty'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Toys_and_Games'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Cell_Phones_and_Accessories'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Industrial_and_Scientific'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Gift_Cards'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Musical_Instruments'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Electronics'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Handmade_Products'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Arts_Crafts_and_Sewing'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Baby_Products'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Health_and_Household'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Office_Products'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Digital_Music'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Grocery_and_Gourmet_Food'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Sports_and_Outdoors'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Home_and_Kitchen'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Subscription_Boxes'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Tools_and_Home_Improvement'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Pet_Supplies'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Video_Games'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Kindle_Store'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Clothing_Shoes_and_Jewelry'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Patio_Lawn_and_Garden'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Unknown'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Books'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Automotive'),
-        RawMetaAmazonReview2023Config(name='raw_meta_CDs_and_Vinyl'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Beauty_and_Personal_Care'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Amazon_Fashion'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Magazine_Subscriptions'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Software'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Health_and_Personal_Care'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Appliances'),
-        RawMetaAmazonReview2023Config(name='raw_meta_Movies_and_TV'),
-        # Raw review
-        RawReviewAmazonReview2023Config(name='raw_review_All_Beauty'),
-        RawReviewAmazonReview2023Config(name='raw_review_Toys_and_Games'),
-        RawReviewAmazonReview2023Config(name='raw_review_Cell_Phones_and_Accessories'),
-        RawReviewAmazonReview2023Config(name='raw_review_Industrial_and_Scientific'),
-        RawReviewAmazonReview2023Config(name='raw_review_Gift_Cards'),
-        RawReviewAmazonReview2023Config(name='raw_review_Musical_Instruments'),
-        RawReviewAmazonReview2023Config(name='raw_review_Electronics'),
-        RawReviewAmazonReview2023Config(name='raw_review_Handmade_Products'),
-        RawReviewAmazonReview2023Config(name='raw_review_Arts_Crafts_and_Sewing'),
-        RawReviewAmazonReview2023Config(name='raw_review_Baby_Products'),
-        RawReviewAmazonReview2023Config(name='raw_review_Health_and_Household'),
-        RawReviewAmazonReview2023Config(name='raw_review_Office_Products'),
-        RawReviewAmazonReview2023Config(name='raw_review_Digital_Music'),
-        RawReviewAmazonReview2023Config(name='raw_review_Grocery_and_Gourmet_Food'),
-        RawReviewAmazonReview2023Config(name='raw_review_Sports_and_Outdoors'),
-        RawReviewAmazonReview2023Config(name='raw_review_Home_and_Kitchen'),
-        RawReviewAmazonReview2023Config(name='raw_review_Subscription_Boxes'),
-        RawReviewAmazonReview2023Config(name='raw_review_Tools_and_Home_Improvement'),
-        RawReviewAmazonReview2023Config(name='raw_review_Pet_Supplies'),
-        RawReviewAmazonReview2023Config(name='raw_review_Video_Games'),
-        RawReviewAmazonReview2023Config(name='raw_review_Kindle_Store'),
-        RawReviewAmazonReview2023Config(name='raw_review_Clothing_Shoes_and_Jewelry'),
-        RawReviewAmazonReview2023Config(name='raw_review_Patio_Lawn_and_Garden'),
-        RawReviewAmazonReview2023Config(name='raw_review_Unknown'),
-        RawReviewAmazonReview2023Config(name='raw_review_Books'),
-        RawReviewAmazonReview2023Config(name='raw_review_Automotive'),
-        RawReviewAmazonReview2023Config(name='raw_review_CDs_and_Vinyl'),
-        RawReviewAmazonReview2023Config(name='raw_review_Beauty_and_Personal_Care'),
-        RawReviewAmazonReview2023Config(name='raw_review_Amazon_Fashion'),
-        RawReviewAmazonReview2023Config(name='raw_review_Magazine_Subscriptions'),
-        RawReviewAmazonReview2023Config(name='raw_review_Software'),
-        RawReviewAmazonReview2023Config(name='raw_review_Health_and_Personal_Care'),
-        RawReviewAmazonReview2023Config(name='raw_review_Appliances'),
-        RawReviewAmazonReview2023Config(name='raw_review_Movies_and_TV'),
-        # Rating only - 0core
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_All_Beauty'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Toys_and_Games'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Cell_Phones_and_Accessories'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Industrial_and_Scientific'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Gift_Cards'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Musical_Instruments'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Electronics'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Handmade_Products'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Arts_Crafts_and_Sewing'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Baby_Products'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Health_and_Household'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Office_Products'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Digital_Music'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Grocery_and_Gourmet_Food'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Sports_and_Outdoors'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Home_and_Kitchen'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Subscription_Boxes'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Tools_and_Home_Improvement'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Pet_Supplies'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Video_Games'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Kindle_Store'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Clothing_Shoes_and_Jewelry'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Patio_Lawn_and_Garden'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Unknown'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Books'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Automotive'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_CDs_and_Vinyl'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Beauty_and_Personal_Care'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Amazon_Fashion'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Magazine_Subscriptions'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Software'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Health_and_Personal_Care'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Appliances'),
-        RatingOnlyAmazonReview2023Config(name='0core_rating_only_Movies_and_TV'),
-        # Rating only - 5core
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_All_Beauty'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Toys_and_Games'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Cell_Phones_and_Accessories'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Industrial_and_Scientific'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Gift_Cards'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Musical_Instruments'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Electronics'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Arts_Crafts_and_Sewing'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Baby_Products'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Health_and_Household'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Office_Products'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Grocery_and_Gourmet_Food'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Sports_and_Outdoors'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Home_and_Kitchen'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Tools_and_Home_Improvement'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Pet_Supplies'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Video_Games'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Kindle_Store'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Clothing_Shoes_and_Jewelry'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Patio_Lawn_and_Garden'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Unknown'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Books'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Automotive'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_CDs_and_Vinyl'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Beauty_and_Personal_Care'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Magazine_Subscriptions'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Software'),
-        RatingOnlyAmazonReview2023Config(name='5core_rating_only_Movies_and_TV'),
-        # Benchmark - last_out - 0core
-        BenchmarkAmazonReview2023Config(name='0core_last_out_All_Beauty'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Toys_and_Games'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Cell_Phones_and_Accessories'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Industrial_and_Scientific'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Gift_Cards'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Musical_Instruments'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Electronics'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Handmade_Products'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Arts_Crafts_and_Sewing'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Baby_Products'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Health_and_Household'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Office_Products'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Digital_Music'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Grocery_and_Gourmet_Food'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Sports_and_Outdoors'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Home_and_Kitchen'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Subscription_Boxes'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Tools_and_Home_Improvement'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Pet_Supplies'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Video_Games'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Kindle_Store'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Clothing_Shoes_and_Jewelry'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Patio_Lawn_and_Garden'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Unknown'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Books'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Automotive'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_CDs_and_Vinyl'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Beauty_and_Personal_Care'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Amazon_Fashion'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Magazine_Subscriptions'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Software'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Health_and_Personal_Care'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Appliances'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_Movies_and_TV'),
-        # Benchmark - last_out - 5core
-        BenchmarkAmazonReview2023Config(name='5core_last_out_All_Beauty'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Toys_and_Games'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Cell_Phones_and_Accessories'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Industrial_and_Scientific'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Gift_Cards'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Musical_Instruments'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Electronics'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Arts_Crafts_and_Sewing'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Baby_Products'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Health_and_Household'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Office_Products'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Grocery_and_Gourmet_Food'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Sports_and_Outdoors'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Home_and_Kitchen'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Tools_and_Home_Improvement'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Pet_Supplies'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Video_Games'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Kindle_Store'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Clothing_Shoes_and_Jewelry'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Patio_Lawn_and_Garden'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Unknown'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Books'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Automotive'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_CDs_and_Vinyl'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Beauty_and_Personal_Care'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Magazine_Subscriptions'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Software'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_Movies_and_TV'),
-        # Benchmark - last_out_w_his - 0core
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_All_Beauty'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Toys_and_Games'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Cell_Phones_and_Accessories'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Industrial_and_Scientific'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Gift_Cards'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Musical_Instruments'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Electronics'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Handmade_Products'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Arts_Crafts_and_Sewing'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Baby_Products'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Health_and_Household'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Office_Products'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Digital_Music'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Grocery_and_Gourmet_Food'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Sports_and_Outdoors'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Home_and_Kitchen'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Subscription_Boxes'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Tools_and_Home_Improvement'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Pet_Supplies'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Video_Games'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Kindle_Store'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Clothing_Shoes_and_Jewelry'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Patio_Lawn_and_Garden'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Unknown'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Books'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Automotive'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_CDs_and_Vinyl'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Beauty_and_Personal_Care'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Amazon_Fashion'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Magazine_Subscriptions'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Software'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Health_and_Personal_Care'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Appliances'),
-        BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Movies_and_TV'),
-        # Benchmark - last_out_w_his - 5core
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_All_Beauty'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Toys_and_Games'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Cell_Phones_and_Accessories'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Industrial_and_Scientific'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Gift_Cards'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Musical_Instruments'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Electronics'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Arts_Crafts_and_Sewing'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Baby_Products'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Health_and_Household'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Office_Products'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Grocery_and_Gourmet_Food'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Sports_and_Outdoors'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Home_and_Kitchen'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Tools_and_Home_Improvement'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Pet_Supplies'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Video_Games'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Kindle_Store'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Clothing_Shoes_and_Jewelry'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Patio_Lawn_and_Garden'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Unknown'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Books'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Automotive'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_CDs_and_Vinyl'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Beauty_and_Personal_Care'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Magazine_Subscriptions'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Software'),
-        BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Movies_and_TV'),
-        # Benchmark - timestamp - 0core
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_All_Beauty'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Toys_and_Games'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Cell_Phones_and_Accessories'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Industrial_and_Scientific'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Gift_Cards'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Musical_Instruments'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Electronics'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Handmade_Products'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Arts_Crafts_and_Sewing'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Baby_Products'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Health_and_Household'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Office_Products'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Digital_Music'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Grocery_and_Gourmet_Food'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Sports_and_Outdoors'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Home_and_Kitchen'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Subscription_Boxes'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Tools_and_Home_Improvement'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Pet_Supplies'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Video_Games'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Kindle_Store'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Clothing_Shoes_and_Jewelry'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Patio_Lawn_and_Garden'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Unknown'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Books'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Automotive'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_CDs_and_Vinyl'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Beauty_and_Personal_Care'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Amazon_Fashion'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Magazine_Subscriptions'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Software'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Health_and_Personal_Care'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Appliances'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_Movies_and_TV'),
-        # Benchmark - timestamp - 5core
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_All_Beauty'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Toys_and_Games'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Cell_Phones_and_Accessories'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Industrial_and_Scientific'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Gift_Cards'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Musical_Instruments'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Electronics'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Arts_Crafts_and_Sewing'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Baby_Products'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Health_and_Household'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Office_Products'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Grocery_and_Gourmet_Food'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Sports_and_Outdoors'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Home_and_Kitchen'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Tools_and_Home_Improvement'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Pet_Supplies'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Video_Games'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Kindle_Store'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Clothing_Shoes_and_Jewelry'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Patio_Lawn_and_Garden'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Unknown'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Books'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Automotive'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_CDs_and_Vinyl'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Beauty_and_Personal_Care'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Magazine_Subscriptions'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Software'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_Movies_and_TV'),
-        # Benchmark - timestamp_w_his - 0core
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_All_Beauty'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Toys_and_Games'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Cell_Phones_and_Accessories'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Industrial_and_Scientific'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Gift_Cards'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Musical_Instruments'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Electronics'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Handmade_Products'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Arts_Crafts_and_Sewing'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Baby_Products'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Health_and_Household'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Office_Products'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Digital_Music'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Grocery_and_Gourmet_Food'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Sports_and_Outdoors'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Home_and_Kitchen'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Subscription_Boxes'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Tools_and_Home_Improvement'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Pet_Supplies'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Video_Games'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Kindle_Store'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Clothing_Shoes_and_Jewelry'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Patio_Lawn_and_Garden'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Unknown'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Books'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Automotive'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_CDs_and_Vinyl'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Beauty_and_Personal_Care'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Amazon_Fashion'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Magazine_Subscriptions'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Software'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Health_and_Personal_Care'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Appliances'),
-        BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Movies_and_TV'),
-        # Benchmark - timestamp_w_his - 5core
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_All_Beauty'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Toys_and_Games'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Cell_Phones_and_Accessories'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Industrial_and_Scientific'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Gift_Cards'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Musical_Instruments'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Electronics'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Arts_Crafts_and_Sewing'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Baby_Products'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Health_and_Household'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Office_Products'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Grocery_and_Gourmet_Food'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Sports_and_Outdoors'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Home_and_Kitchen'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Tools_and_Home_Improvement'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Pet_Supplies'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Video_Games'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Kindle_Store'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Clothing_Shoes_and_Jewelry'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Patio_Lawn_and_Garden'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Unknown'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Books'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Automotive'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_CDs_and_Vinyl'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Beauty_and_Personal_Care'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Magazine_Subscriptions'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Software'),
-        BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Movies_and_TV'),
-    ]
-
-    def _info(self):
-        features = None
-        if isinstance(self.config, RawMetaAmazonReview2023Config):
-            features = datasets.Features({
-                'main_category': datasets.Value('string'),
-                'title': datasets.Value('string'),
-                'average_rating': datasets.Value(dtype='float64'),
-                'rating_number': datasets.Value(dtype='int64'),
-                'features': datasets.Sequence(datasets.Value('string')),
-                'description': datasets.Sequence(datasets.Value('string')),
-                'price': datasets.Value('string'),
-                'images': datasets.Sequence({
-                    'hi_res': datasets.Value('string'),
-                    'large': datasets.Value('string'),
-                    'thumb': datasets.Value('string'),
-                    'variant': datasets.Value('string')
-                }),
-                'videos': datasets.Sequence({
-                    'title': datasets.Value('string'),
-                    'url': datasets.Value('string'),
-                    'user_id': datasets.Value('string')
-                }),
-                'store': datasets.Value('string'),
-                'categories': datasets.Sequence(datasets.Value('string')),
-                'details': datasets.Value('string'),
-                'parent_asin': datasets.Value('string'),
-                'bought_together': datasets.Value('string'),    # TODO: Check this type
-                'subtitle': datasets.Value('string'),
-                'author': datasets.Value('string')
-            })
-        elif isinstance(self.config, RawReviewAmazonReview2023Config):
-            # TODO: Check review features
-            pass
-
-        return datasets.DatasetInfo(
-            description=_AMAZON_REVIEW_2023_DESCRIPTION + self.config.description,
-            features=features
-        )
-
-    def _split_generators(self, dl_manager):
-        dl_dir = dl_manager.download_and_extract(self.config.data_dir)
-        if isinstance(self.config, BenchmarkAmazonReview2023Config):
-            return [
-                datasets.SplitGenerator(name='train', gen_kwargs={"filepath": dl_dir['train']}),
-                datasets.SplitGenerator(name='valid', gen_kwargs={"filepath": dl_dir['valid']}),
-                datasets.SplitGenerator(name='test', gen_kwargs={"filepath": dl_dir['test']}),
-            ]
-        else:
-            return [
-                datasets.SplitGenerator(name='full', gen_kwargs={"filepath": dl_dir})
-            ]
-
-    def _generate_examples(self, filepath):
-        with open(filepath, 'r', encoding='utf-8') as file:
-            if self.config.suffix == 'csv':
-                colnames = file.readline().strip().split(',')
-            for idx, line in enumerate(file):
-                if self.config.suffix == 'jsonl':
-                    try:
-                        dp = json.loads(line)
-                        """
-                        For item metadata, 'details' is free-form structured data
-                        Here we dump it to string to make huggingface datasets easy
-                        to store.
-                        """
-                        if isinstance(self.config, RawMetaAmazonReview2023Config):
-                            if 'details' in dp:
-                                dp['details'] = json.dumps(dp['details'])
-                            if 'price' in dp:
-                                dp['price'] = str(dp['price'])
-                            for optional_key in ['subtitle', 'author']:
-                                if optional_key not in dp:
-                                    dp[optional_key] = None
-                            for i in range(len(dp['images'])):
-                                for k in ['hi_res', 'large', 'thumb', 'variant']:
-                                    if k not in dp['images'][i]:
-                                        dp['images'][i][k] = None
-                            for i in range(len(dp['videos'])):
-                                for k in ['title', 'url', 'user_id']:
-                                    if k not in dp['videos'][i]:
-                                        dp['videos'][i][k] = None
-                    except:
-                        continue
-                elif self.config.suffix == 'csv':
-                    line = line.strip().split(',')
-                    dp = {k: v for k, v in zip(colnames, line)}
-                else:
-                    raise ValueError(f'Unknown suffix {self.config.suffix}.')
-                yield idx, dp