Duplicate from amazon_us_reviews

Co-authored-by: Parquet-converter (BOT) <[email protected]>

.gitattributes

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README.md

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+---
+annotations_creators:
+- no-annotation
+language_creators:
+- found
+language:
+- en
+license:
+- other
+multilinguality:
+- monolingual
+size_categories:
+- 100M<n<1B
+source_datasets:
+- original
+task_categories:
+- summarization
+- text-generation
+- fill-mask
+- text-classification
+task_ids:
+- text-scoring
+- language-modeling
+- masked-language-modeling
+- sentiment-classification
+- sentiment-scoring
+- topic-classification
+pretty_name: Amazon US Reviews
+dataset_info:
+- config_name: Books_v1_01
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
+  - name: product_id
+    dtype: string
+  - name: product_parent
+    dtype: string
+  - name: product_title
+    dtype: string
+  - name: product_category
+    dtype: string
+  - name: star_rating
+    dtype: int32
+  - name: helpful_votes
+    dtype: int32
+  - name: total_votes
+    dtype: int32
+  - name: vine
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: verified_purchase
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: review_headline
+    dtype: string
+  - name: review_body
+    dtype: string
+  - name: review_date
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 6997552259
+    num_examples: 6106719
+  download_size: 2692708591
+  dataset_size: 6997552259
+- config_name: Watches_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
+  - name: product_id
+    dtype: string
+  - name: product_parent
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+    dtype: string
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+    dtype: int32
+  - name: total_votes
+    dtype: int32
+  - name: vine
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: verified_purchase
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: review_headline
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+  - name: review_body
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+  - name: review_date
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 458976082
+    num_examples: 960872
+  download_size: 162973819
+  dataset_size: 458976082
+- config_name: Personal_Care_Appliances_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
+  - name: product_id
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+  - name: product_parent
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+  - name: total_votes
+    dtype: int32
+  - name: vine
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+          '0': 'N'
+          '1': 'Y'
+  - name: verified_purchase
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+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: review_headline
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+  - name: review_body
+    dtype: string
+  - name: review_date
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 49036547
+    num_examples: 85981
+  download_size: 17634794
+  dataset_size: 49036547
+- config_name: Mobile_Electronics_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
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+  - name: product_id
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+  - name: product_parent
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+  - name: helpful_votes
+    dtype: int32
+  - name: total_votes
+    dtype: int32
+  - name: vine
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: verified_purchase
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+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: review_headline
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+  - name: review_body
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+  - name: review_date
+    dtype: string
+  splits:
+  - name: train
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+  dataset_size: 63293377
+- config_name: Digital_Video_Games_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
+  - name: product_id
+    dtype: string
+  - name: product_parent
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+  - name: product_title
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+  - name: helpful_votes
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+  - name: total_votes
+    dtype: int32
+  - name: vine
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+          '0': 'N'
+          '1': 'Y'
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+          '0': 'N'
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+  - name: review_headline
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+  - name: review_date
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 80176851
+    num_examples: 145431
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+- config_name: Digital_Software_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
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+  - name: vine
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+          '0': 'N'
+          '1': 'Y'
+  - name: verified_purchase
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+          '0': 'N'
+          '1': 'Y'
+  - name: review_headline
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+  - name: review_date
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 58782931
+    num_examples: 102084
+  download_size: 18997559
+  dataset_size: 58782931
+- config_name: Major_Appliances_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
+  - name: product_id
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+  - name: vine
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+          '0': 'N'
+          '1': 'Y'
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+          '0': 'N'
+          '1': 'Y'
+  - name: review_headline
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+  - name: review_date
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 67642424
+    num_examples: 96901
+  download_size: 24359816
+  dataset_size: 67642424
+- config_name: Gift_Card_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
+  - name: product_id
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+  - name: review_date
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+  - name: train
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+- config_name: Video_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
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+- config_name: Luggage_v1_00
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+  - name: customer_id
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+  - name: review_id
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+  - name: train
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+- config_name: Software_v1_00
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+    dtype: string
+  - name: customer_id
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+  - name: review_id
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+- config_name: Video_Games_v1_00
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+  - name: customer_id
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+  - name: review_id
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+- config_name: Furniture_v1_00
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+  - name: train
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+- config_name: Musical_Instruments_v1_00
+  features:
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+    dtype: string
+  - name: customer_id
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+  - name: review_id
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+- config_name: Digital_Music_Purchase_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
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+- config_name: Books_v1_02
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+- config_name: Home_Entertainment_v1_00
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+    dtype: string
+  - name: customer_id
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+  - name: review_id
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+- config_name: Automotive_v1_00
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+- config_name: Shoes_v1_00
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+- config_name: Toys_v1_00
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+  - name: train
+    num_bytes: 2241349145
+    num_examples: 4850360
+  download_size: 872478735
+  dataset_size: 2241349145
+- config_name: Kitchen_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
+  - name: product_id
+    dtype: string
+  - name: product_parent
+    dtype: string
+  - name: product_title
+    dtype: string
+  - name: product_category
+    dtype: string
+  - name: star_rating
+    dtype: int32
+  - name: helpful_votes
+    dtype: int32
+  - name: total_votes
+    dtype: int32
+  - name: vine
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: verified_purchase
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: review_headline
+    dtype: string
+  - name: review_body
+    dtype: string
+  - name: review_date
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 2453735305
+    num_examples: 4880466
+  download_size: 930744854
+  dataset_size: 2453735305
+- config_name: Beauty_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
+  - name: product_id
+    dtype: string
+  - name: product_parent
+    dtype: string
+  - name: product_title
+    dtype: string
+  - name: product_category
+    dtype: string
+  - name: star_rating
+    dtype: int32
+  - name: helpful_votes
+    dtype: int32
+  - name: total_votes
+    dtype: int32
+  - name: vine
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: verified_purchase
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: review_headline
+    dtype: string
+  - name: review_body
+    dtype: string
+  - name: review_date
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 2399292506
+    num_examples: 5115666
+  download_size: 914070021
+  dataset_size: 2399292506
+- config_name: Music_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
+  - name: product_id
+    dtype: string
+  - name: product_parent
+    dtype: string
+  - name: product_title
+    dtype: string
+  - name: product_category
+    dtype: string
+  - name: star_rating
+    dtype: int32
+  - name: helpful_votes
+    dtype: int32
+  - name: total_votes
+    dtype: int32
+  - name: vine
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: verified_purchase
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: review_headline
+    dtype: string
+  - name: review_body
+    dtype: string
+  - name: review_date
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 3900138839
+    num_examples: 4751577
+  download_size: 1521994296
+  dataset_size: 3900138839
+- config_name: Health_Personal_Care_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
+  - name: product_id
+    dtype: string
+  - name: product_parent
+    dtype: string
+  - name: product_title
+    dtype: string
+  - name: product_category
+    dtype: string
+  - name: star_rating
+    dtype: int32
+  - name: helpful_votes
+    dtype: int32
+  - name: total_votes
+    dtype: int32
+  - name: vine
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: verified_purchase
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: review_headline
+    dtype: string
+  - name: review_body
+    dtype: string
+  - name: review_date
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 2679427491
+    num_examples: 5331449
+  download_size: 1011180212
+  dataset_size: 2679427491
+- config_name: Digital_Ebook_Purchase_v1_01
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
+  - name: product_id
+    dtype: string
+  - name: product_parent
+    dtype: string
+  - name: product_title
+    dtype: string
+  - name: product_category
+    dtype: string
+  - name: star_rating
+    dtype: int32
+  - name: helpful_votes
+    dtype: int32
+  - name: total_votes
+    dtype: int32
+  - name: vine
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: verified_purchase
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: review_headline
+    dtype: string
+  - name: review_body
+    dtype: string
+  - name: review_date
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 3470453859
+    num_examples: 5101693
+  download_size: 1294879074
+  dataset_size: 3470453859
+- config_name: Home_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
+  - name: product_id
+    dtype: string
+  - name: product_parent
+    dtype: string
+  - name: product_title
+    dtype: string
+  - name: product_category
+    dtype: string
+  - name: star_rating
+    dtype: int32
+  - name: helpful_votes
+    dtype: int32
+  - name: total_votes
+    dtype: int32
+  - name: vine
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: verified_purchase
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: review_headline
+    dtype: string
+  - name: review_body
+    dtype: string
+  - name: review_date
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 2796680249
+    num_examples: 6221559
+  download_size: 1081002012
+  dataset_size: 2796680249
+- config_name: Wireless_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
+  - name: product_id
+    dtype: string
+  - name: product_parent
+    dtype: string
+  - name: product_title
+    dtype: string
+  - name: product_category
+    dtype: string
+  - name: star_rating
+    dtype: int32
+  - name: helpful_votes
+    dtype: int32
+  - name: total_votes
+    dtype: int32
+  - name: vine
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: verified_purchase
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: review_headline
+    dtype: string
+  - name: review_body
+    dtype: string
+  - name: review_date
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 4633213433
+    num_examples: 9002021
+  download_size: 1704713674
+  dataset_size: 4633213433
+- config_name: Books_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
+  - name: product_id
+    dtype: string
+  - name: product_parent
+    dtype: string
+  - name: product_title
+    dtype: string
+  - name: product_category
+    dtype: string
+  - name: star_rating
+    dtype: int32
+  - name: helpful_votes
+    dtype: int32
+  - name: total_votes
+    dtype: int32
+  - name: vine
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: verified_purchase
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: review_headline
+    dtype: string
+  - name: review_body
+    dtype: string
+  - name: review_date
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 7197687124
+    num_examples: 10319090
+  download_size: 2740337188
+  dataset_size: 7197687124
+- config_name: Digital_Ebook_Purchase_v1_00
+  features:
+  - name: marketplace
+    dtype: string
+  - name: customer_id
+    dtype: string
+  - name: review_id
+    dtype: string
+  - name: product_id
+    dtype: string
+  - name: product_parent
+    dtype: string
+  - name: product_title
+    dtype: string
+  - name: product_category
+    dtype: string
+  - name: star_rating
+    dtype: int32
+  - name: helpful_votes
+    dtype: int32
+  - name: total_votes
+    dtype: int32
+  - name: vine
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: verified_purchase
+    dtype:
+      class_label:
+        names:
+          '0': 'N'
+          '1': 'Y'
+  - name: review_headline
+    dtype: string
+  - name: review_body
+    dtype: string
+  - name: review_date
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 7302303804
+    num_examples: 12520722
+  download_size: 2689739299
+  dataset_size: 7302303804
+duplicated_from: amazon_us_reviews
+---
+
+# Dataset Card for "amazon_us_reviews"
+
+## Table of Contents
+- [Dataset Description](#dataset-description)
+  - [Dataset Summary](#dataset-summary)
+  - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
+  - [Languages](#languages)
+- [Dataset Structure](#dataset-structure)
+  - [Data Instances](#data-instances)
+  - [Data Fields](#data-fields)
+  - [Data Splits](#data-splits)
+- [Dataset Creation](#dataset-creation)
+  - [Curation Rationale](#curation-rationale)
+  - [Source Data](#source-data)
+  - [Annotations](#annotations)
+  - [Personal and Sensitive Information](#personal-and-sensitive-information)
+- [Considerations for Using the Data](#considerations-for-using-the-data)
+  - [Social Impact of Dataset](#social-impact-of-dataset)
+  - [Discussion of Biases](#discussion-of-biases)
+  - [Other Known Limitations](#other-known-limitations)
+- [Additional Information](#additional-information)
+  - [Dataset Curators](#dataset-curators)
+  - [Licensing Information](#licensing-information)
+  - [Citation Information](#citation-information)
+  - [Contributions](#contributions)
+
+## Dataset Description
+
+- **Homepage:** [https://s3.amazonaws.com/amazon-reviews-pds/readme.html](https://s3.amazonaws.com/amazon-reviews-pds/readme.html)
+- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+- **Size of downloaded dataset files:** 32377.29 MB
+- **Size of the generated dataset:** 82820.19 MB
+- **Total amount of disk used:** 115197.49 MB
+
+### Dataset Summary
+
+Amazon Customer Reviews (a.k.a. Product Reviews) is one of Amazons iconic products. In a period of over two decades since the first review in 1995, millions of Amazon customers have contributed over a hundred million reviews to express opinions and describe their experiences regarding products on the Amazon.com website. This makes Amazon Customer Reviews a rich source of information for academic researchers in the fields of Natural Language Processing (NLP), Information Retrieval (IR), and Machine Learning (ML), amongst others. Accordingly, we are releasing this data to further research in multiple disciplines related to understanding customer product experiences. Specifically, this dataset was constructed to represent a sample of customer evaluations and opinions, variation in the perception of a product across geographical regions, and promotional intent or bias in reviews.
+Over 130+ million customer reviews are available to researchers as part of this release. The data is available in TSV files in the amazon-reviews-pds S3 bucket in AWS US East Region. Each line in the data files corresponds to an individual review (tab delimited, with no quote and escape characters).
+Each Dataset contains the following columns :
+    marketplace       - 2 letter country code of the marketplace where the review was written.
+    customer_id       - Random identifier that can be used to aggregate reviews written by a single author.
+    review_id         - The unique ID of the review.
+    product_id        - The unique Product ID the review pertains to. In the multilingual dataset the reviews
+                        for the same product in different countries can be grouped by the same product_id.
+    product_parent    - Random identifier that can be used to aggregate reviews for the same product.
+    product_title     - Title of the product.
+    product_category  - Broad product category that can be used to group reviews
+                        (also used to group the dataset into coherent parts).
+    star_rating       - The 1-5 star rating of the review.
+    helpful_votes     - Number of helpful votes.
+    total_votes       - Number of total votes the review received.
+    vine              - Review was written as part of the Vine program.
+    verified_purchase - The review is on a verified purchase.
+    review_headline   - The title of the review.
+    review_body       - The review text.
+    review_date       - The date the review was written.
+
+### Supported Tasks and Leaderboards
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Languages
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+## Dataset Structure
+
+### Data Instances
+
+#### Apparel_v1_00
+
+- **Size of downloaded dataset files:** 648.64 MB
+- **Size of the generated dataset:** 2254.36 MB
+- **Total amount of disk used:** 2903.00 MB
+
+An example of 'train' looks as follows.
+```
+{
+    "customer_id": "45223824",
+    "helpful_votes": 0,
+    "marketplace": "US",
+    "product_category": "Apparel",
+    "product_id": "B016PUU3VO",
+    "product_parent": "893588059",
+    "product_title": "Fruit of the Loom Boys' A-Shirt (Pack of 4)",
+    "review_body": "I ordered the same size as I ordered last time, and these shirts were much larger than the previous order. They were also about 6 inches longer. It was like they sent men's shirts instead of boys' shirts. I'll be returning these...",
+    "review_date": "2015-01-01",
+    "review_headline": "Sizes not correct, too big overall and WAY too long",
+    "review_id": "R1N3Z13931J3O9",
+    "star_rating": 2,
+    "total_votes": 0,
+    "verified_purchase": 1,
+    "vine": 0
+}
+```
+
+#### Automotive_v1_00
+
+- **Size of downloaded dataset files:** 582.15 MB
+- **Size of the generated dataset:** 1518.88 MB
+- **Total amount of disk used:** 2101.03 MB
+
+An example of 'train' looks as follows.
+```
+{
+    "customer_id": "16825098",
+    "helpful_votes": 0,
+    "marketplace": "US",
+    "product_category": "Automotive",
+    "product_id": "B000E4PCGE",
+    "product_parent": "694793259",
+    "product_title": "00-03 NISSAN SENTRA MIRROR RH (PASSENGER SIDE), Power, Non-Heated (2000 00 2001 01 2002 02 2003 03) NS35ER 963015M000",
+    "review_body": "Product was as described, new and a great look. Only bad thing is that one of the screws was stripped so I couldn't tighten all three.",
+    "review_date": "2015-08-31",
+    "review_headline": "new and a great look. Only bad thing is that one of ...",
+    "review_id": "R2RUIDUMDKG7P",
+    "star_rating": 3,
+    "total_votes": 0,
+    "verified_purchase": 1,
+    "vine": 0
+}
+```
+
+#### Baby_v1_00
+
+- **Size of downloaded dataset files:** 357.40 MB
+- **Size of the generated dataset:** 956.30 MB
+- **Total amount of disk used:** 1313.70 MB
+
+An example of 'train' looks as follows.
+```
+This example was too long and was cropped:
+
+{
+    "customer_id": "23299101",
+    "helpful_votes": 2,
+    "marketplace": "US",
+    "product_category": "Baby",
+    "product_id": "B00SN6F9NG",
+    "product_parent": "3470998",
+    "product_title": "Rhoost Nail Clipper for Baby - Ergonomically Designed and Easy to Use Baby Nail Clipper, Natural Wooden Bamboo - Baby Health and Personal Care Kits",
+    "review_body": "\"This is an absolute MUST item to have!  I was scared to death to clip my baby's nails.  I tried other baby nail clippers and th...",
+    "review_date": "2015-08-31",
+    "review_headline": "If fits so comfortably in my hand and I feel like I have ...",
+    "review_id": "R2DRL5NRODVQ3Z",
+    "star_rating": 5,
+    "total_votes": 2,
+    "verified_purchase": 1,
+    "vine": 0
+}
+```
+
+#### Beauty_v1_00
+
+- **Size of downloaded dataset files:** 914.08 MB
+- **Size of the generated dataset:** 2397.39 MB
+- **Total amount of disk used:** 3311.47 MB
+
+An example of 'train' looks as follows.
+```
+{
+    "customer_id": "24655453",
+    "helpful_votes": 1,
+    "marketplace": "US",
+    "product_category": "Beauty",
+    "product_id": "B00SAQ9DZY",
+    "product_parent": "292127037",
+    "product_title": "12 New, High Quality, Amber 2 ml (5/8 Dram) Glass Bottles, with Orifice Reducer and Black Cap.",
+    "review_body": "These are great for small mixtures for EO's, especially for traveling.  I only gave this 4 stars because of the orifice reducer.  The hole is so small it is hard to get the oil out.  Just needs to be slightly bigger.",
+    "review_date": "2015-08-31",
+    "review_headline": "Good Product",
+    "review_id": "R2A30ALEGLMCGN",
+    "star_rating": 4,
+    "total_votes": 1,
+    "verified_purchase": 1,
+    "vine": 0
+}
+```
+
+#### Books_v1_00
+
+- **Size of downloaded dataset files:** 2740.34 MB
+- **Size of the generated dataset:** 7193.86 MB
+- **Total amount of disk used:** 9934.20 MB
+
+An example of 'train' looks as follows.
+```
+This example was too long and was cropped:
+
+{
+    "customer_id": "49735028",
+    "helpful_votes": 0,
+    "marketplace": "US",
+    "product_category": "Books",
+    "product_id": "0664254969",
+    "product_parent": "248307276",
+    "product_title": "Presbyterian Creeds: A Guide to the Book of Confessions",
+    "review_body": "\"The Presbyterian Book of Confessions contains multiple Creeds for use by the denomination. This guidebook helps he lay person t...",
+    "review_date": "2015-08-31",
+    "review_headline": "The Presbyterian Book of Confessions contains multiple Creeds for use ...",
+    "review_id": "R2G519UREHRO8M",
+    "star_rating": 3,
+    "total_votes": 1,
+    "verified_purchase": 1,
+    "vine": 0
+}
+```
+
+### Data Fields
+
+The data fields are the same among all splits.
+
+#### Apparel_v1_00
+- `marketplace`: a `string` feature.
+- `customer_id`: a `string` feature.
+- `review_id`: a `string` feature.
+- `product_id`: a `string` feature.
+- `product_parent`: a `string` feature.
+- `product_title`: a `string` feature.
+- `product_category`: a `string` feature.
+- `star_rating`: a `int32` feature.
+- `helpful_votes`: a `int32` feature.
+- `total_votes`: a `int32` feature.
+- `vine`: a classification label, with possible values including `Y` (0), `N` (1).
+- `verified_purchase`: a classification label, with possible values including `Y` (0), `N` (1).
+- `review_headline`: a `string` feature.
+- `review_body`: a `string` feature.
+- `review_date`: a `string` feature.
+
+#### Automotive_v1_00
+- `marketplace`: a `string` feature.
+- `customer_id`: a `string` feature.
+- `review_id`: a `string` feature.
+- `product_id`: a `string` feature.
+- `product_parent`: a `string` feature.
+- `product_title`: a `string` feature.
+- `product_category`: a `string` feature.
+- `star_rating`: a `int32` feature.
+- `helpful_votes`: a `int32` feature.
+- `total_votes`: a `int32` feature.
+- `vine`: a classification label, with possible values including `Y` (0), `N` (1).
+- `verified_purchase`: a classification label, with possible values including `Y` (0), `N` (1).
+- `review_headline`: a `string` feature.
+- `review_body`: a `string` feature.
+- `review_date`: a `string` feature.
+
+#### Baby_v1_00
+- `marketplace`: a `string` feature.
+- `customer_id`: a `string` feature.
+- `review_id`: a `string` feature.
+- `product_id`: a `string` feature.
+- `product_parent`: a `string` feature.
+- `product_title`: a `string` feature.
+- `product_category`: a `string` feature.
+- `star_rating`: a `int32` feature.
+- `helpful_votes`: a `int32` feature.
+- `total_votes`: a `int32` feature.
+- `vine`: a classification label, with possible values including `Y` (0), `N` (1).
+- `verified_purchase`: a classification label, with possible values including `Y` (0), `N` (1).
+- `review_headline`: a `string` feature.
+- `review_body`: a `string` feature.
+- `review_date`: a `string` feature.
+
+#### Beauty_v1_00
+- `marketplace`: a `string` feature.
+- `customer_id`: a `string` feature.
+- `review_id`: a `string` feature.
+- `product_id`: a `string` feature.
+- `product_parent`: a `string` feature.
+- `product_title`: a `string` feature.
+- `product_category`: a `string` feature.
+- `star_rating`: a `int32` feature.
+- `helpful_votes`: a `int32` feature.
+- `total_votes`: a `int32` feature.
+- `vine`: a classification label, with possible values including `Y` (0), `N` (1).
+- `verified_purchase`: a classification label, with possible values including `Y` (0), `N` (1).
+- `review_headline`: a `string` feature.
+- `review_body`: a `string` feature.
+- `review_date`: a `string` feature.
+
+#### Books_v1_00
+- `marketplace`: a `string` feature.
+- `customer_id`: a `string` feature.
+- `review_id`: a `string` feature.
+- `product_id`: a `string` feature.
+- `product_parent`: a `string` feature.
+- `product_title`: a `string` feature.
+- `product_category`: a `string` feature.
+- `star_rating`: a `int32` feature.
+- `helpful_votes`: a `int32` feature.
+- `total_votes`: a `int32` feature.
+- `vine`: a classification label, with possible values including `Y` (0), `N` (1).
+- `verified_purchase`: a classification label, with possible values including `Y` (0), `N` (1).
+- `review_headline`: a `string` feature.
+- `review_body`: a `string` feature.
+- `review_date`: a `string` feature.
+
+### Data Splits
+
+|      name      | train  |
+|----------------|-------:|
+|Apparel_v1_00 | 5906333|
+|Automotive_v1_00 | 3514942|
+|Baby_v1_00 | 1752932|
+|Beauty_v1_00 | 5115666|
+|Books_v1_00 | 10319090|
+|Books_v1_01 | 6106719|
+|Books_v1_02 | 3105520|
+|Camera_v1_00 | 1801974|
+|Digital_Ebook_Purchase_v1_00 | 12520722|
+|Digital_Ebook_Purchase_v1_01 | 5101693|
+|Digital_Music_Purchase_v1_00 | 1688884|
+|Digital_Software_v1_00 | 102084|
+|Digital_Video_Download_v1_00 | 4057147|
+|Digital_Video_Games_v1_00 | 145431|
+|Electronics_v1_00 | 3093869|
+|Furniture_v1_00 | 792113|
+|Gift_Card_v1_00 | 149086|
+|Grocery_v1_00 | 2402458|
+|Health_Personal_Care_v1_00 | 5331449|
+|Home_Entertainment_v1_00 | 705889|
+|Home_Improvement_v1_00 | 2634781|
+|Home_v1_00 | 6221559|
+|Jewelry_v1_00 | 1767753|
+|Kitchen_v1_00 | 4880466|
+|Lawn_and_Garden_v1_00 | 2557288|
+|Luggage_v1_00 | 348657|
+|Major_Appliances_v1_00 | 96901|
+|Mobile_Apps_v1_00 | 5033376|
+|Mobile_Electronics_v1_00 | 104975|
+|Music_v1_00 | 4751577|
+|Musical_Instruments_v1_00 | 904765|
+|Office_Products_v1_00 | 2642434|
+|Outdoors_v1_00 | 2302401|
+|PC_v1_00 | 6908554|
+|Personal_Care_Appliances_v1_00 | 85981|
+|Pet_Products_v1_00 | 2643619|
+|Shoes_v1_00 | 4366916|
+|Software_v1_00 | 341931|
+|Sports_v1_00 | 4850360|
+|Tools_v1_00 | 1741100|
+|Toys_v1_00 | 4864249|
+|Video_DVD_v1_00 | 5069140|
+|Video_Games_v1_00 | 1785997|
+|Video_v1_00 | 380604|
+|Watches_v1_00 | 960872|
+|Wireless_v1_00 | 9002021|
+
+## Dataset Creation
+
+### Curation Rationale
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Source Data
+
+#### Initial Data Collection and Normalization
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+#### Who are the source language producers?
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Annotations
+
+#### Annotation process
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+#### Who are the annotators?
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Personal and Sensitive Information
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+## Considerations for Using the Data
+
+### Social Impact of Dataset
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Discussion of Biases
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Other Known Limitations
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+## Additional Information
+
+### Dataset Curators
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Licensing Information
+
+https://s3.amazonaws.com/amazon-reviews-pds/LICENSE.txt
+
+By accessing the Amazon Customer Reviews Library ("Reviews Library"), you agree that the
+Reviews Library is an Amazon Service subject to the [Amazon.com Conditions of Use](https://www.amazon.com/gp/help/customer/display.html/ref=footer_cou?ie=UTF8&nodeId=508088)
+and you agree to be bound by them, with the following additional conditions:
+
+In addition to the license rights granted under the Conditions of Use,
+Amazon or its content providers grant you a limited, non-exclusive, non-transferable,
+non-sublicensable, revocable license to access and use the Reviews Library
+for purposes of academic research.
+You may not resell, republish, or make any commercial use of the Reviews Library
+or its contents, including use of the Reviews Library for commercial research,
+such as research related to a funding or consultancy contract, internship, or
+other relationship in which the results are provided for a fee or delivered
+to a for-profit organization. You may not (a) link or associate content
+in the Reviews Library with any personal information (including Amazon customer accounts),
+or (b) attempt to determine the identity of the author of any content in the
+Reviews Library.
+If you violate any of the foregoing conditions, your license to access and use the
+Reviews Library will automatically terminate without prejudice to any of the
+other rights or remedies Amazon may have.
+
+### Citation Information
+
+No citation information.
+
+### Contributions
+
+Thanks to [@joeddav](https://github.com/joeddav) for adding this dataset.

amazon_us_reviews.py

@@ -0,0 +1,180 @@
+# coding=utf-8
+# Copyright 2020 The TensorFlow Datasets Authors and the HuggingFace Datasets Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Amazon Customer Reviews Dataset --- US REVIEWS DATASET."""
+
+
+import csv
+
+import datasets
+
+
+_CITATION = """\
+"""
+
+_DESCRIPTION = """\
+Amazon Customer Reviews (a.k.a. Product Reviews) is one of Amazons iconic products. In a period of over two decades since the first review in 1995, millions of Amazon customers have contributed over a hundred million reviews to express opinions and describe their experiences regarding products on the Amazon.com website. This makes Amazon Customer Reviews a rich source of information for academic researchers in the fields of Natural Language Processing (NLP), Information Retrieval (IR), and Machine Learning (ML), amongst others. Accordingly, we are releasing this data to further research in multiple disciplines related to understanding customer product experiences. Specifically, this dataset was constructed to represent a sample of customer evaluations and opinions, variation in the perception of a product across geographical regions, and promotional intent or bias in reviews.
+
+Over 130+ million customer reviews are available to researchers as part of this release. The data is available in TSV files in the amazon-reviews-pds S3 bucket in AWS US East Region. Each line in the data files corresponds to an individual review (tab delimited, with no quote and escape characters).
+
+Each Dataset contains the following columns:
+
+- marketplace: 2 letter country code of the marketplace where the review was written.
+- customer_id: Random identifier that can be used to aggregate reviews written by a single author.
+- review_id: The unique ID of the review.
+- product_id: The unique Product ID the review pertains to. In the multilingual dataset the reviews for the same product in different countries can be grouped by the same product_id.
+- product_parent: Random identifier that can be used to aggregate reviews for the same product.
+- product_title: Title of the product.
+- product_category: Broad product category that can be used to group reviews (also used to group the dataset into coherent parts).
+- star_rating: The 1-5 star rating of the review.
+- helpful_votes: Number of helpful votes.
+- total_votes: Number of total votes the review received.
+- vine: Review was written as part of the Vine program.
+- verified_purchase: The review is on a verified purchase.
+- review_headline: The title of the review.
+- review_body: The review text.
+- review_date: The date the review was written.
+"""
+
+_DATA_OPTIONS = [
+    "Wireless_v1_00",
+    "Watches_v1_00",
+    "Video_Games_v1_00",
+    "Video_DVD_v1_00",
+    "Video_v1_00",
+    "Toys_v1_00",
+    "Tools_v1_00",
+    "Sports_v1_00",
+    "Software_v1_00",
+    "Shoes_v1_00",
+    "Pet_Products_v1_00",
+    "Personal_Care_Appliances_v1_00",
+    "PC_v1_00",
+    "Outdoors_v1_00",
+    "Office_Products_v1_00",
+    "Musical_Instruments_v1_00",
+    "Music_v1_00",
+    "Mobile_Electronics_v1_00",
+    "Mobile_Apps_v1_00",
+    "Major_Appliances_v1_00",
+    "Luggage_v1_00",
+    "Lawn_and_Garden_v1_00",
+    "Kitchen_v1_00",
+    "Jewelry_v1_00",
+    "Home_Improvement_v1_00",
+    "Home_Entertainment_v1_00",
+    "Home_v1_00",
+    "Health_Personal_Care_v1_00",
+    "Grocery_v1_00",
+    "Gift_Card_v1_00",
+    "Furniture_v1_00",
+    "Electronics_v1_00",
+    "Digital_Video_Games_v1_00",
+    "Digital_Video_Download_v1_00",
+    "Digital_Software_v1_00",
+    "Digital_Music_Purchase_v1_00",
+    "Digital_Ebook_Purchase_v1_00",
+    "Camera_v1_00",
+    "Books_v1_00",
+    "Beauty_v1_00",
+    "Baby_v1_00",
+    "Automotive_v1_00",
+    "Apparel_v1_00",
+    "Digital_Ebook_Purchase_v1_01",
+    "Books_v1_01",
+    "Books_v1_02",
+]
+
+_DL_URLS = {
+    name: "https://s3.amazonaws.com/amazon-reviews-pds/tsv/amazon_reviews_us_" + name + ".tsv.gz"
+    for name in _DATA_OPTIONS
+}
+
+
+class AmazonUSReviewsConfig(datasets.BuilderConfig):
+    """BuilderConfig for AmazonUSReviews."""
+
+    def __init__(self, **kwargs):
+        """Constructs a AmazonUSReviewsConfig.
+        Args:
+            **kwargs: keyword arguments forwarded to super.
+        """
+        super(AmazonUSReviewsConfig, self).__init__(version=datasets.Version("0.1.0", ""), **kwargs),
+
+
+class AmazonUSReviews(datasets.GeneratorBasedBuilder):
+    """AmazonUSReviews dataset."""
+
+    BUILDER_CONFIGS = [
+        AmazonUSReviewsConfig(  # pylint: disable=g-complex-comprehension
+            name=config_name,
+            description=(
+                f"A dataset consisting of reviews of Amazon {config_name} products in US marketplace. Each product "
+                "has its own version as specified with it."
+            ),
+        )
+        for config_name in _DATA_OPTIONS
+    ]
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=datasets.Features(
+                {
+                    "marketplace": datasets.Value("string"),
+                    "customer_id": datasets.Value("string"),
+                    "review_id": datasets.Value("string"),
+                    "product_id": datasets.Value("string"),
+                    "product_parent": datasets.Value("string"),
+                    "product_title": datasets.Value("string"),
+                    "product_category": datasets.Value("string"),
+                    "star_rating": datasets.Value("int32"),
+                    "helpful_votes": datasets.Value("int32"),
+                    "total_votes": datasets.Value("int32"),
+                    "vine": datasets.features.ClassLabel(names=["N", "Y"]),
+                    "verified_purchase": datasets.features.ClassLabel(names=["N", "Y"]),
+                    "review_headline": datasets.Value("string"),
+                    "review_body": datasets.Value("string"),
+                    "review_date": datasets.Value("string"),
+                }
+            ),
+            supervised_keys=None,
+            homepage="https://s3.amazonaws.com/amazon-reviews-pds/readme.html",
+            citation=_CITATION,
+        )
+
+    def _split_generators(self, dl_manager):
+        url = _DL_URLS[self.config.name]
+        path = dl_manager.download_and_extract(url)
+
+        # There is no predefined train/val/test split for this dataset.
+        return [
+            datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"file_path": path}),
+        ]
+
+    def _generate_examples(self, file_path):
+        """Generate features given the directory path.
+
+        Args:
+            file_path: path where the tsv file is stored
+        Yields:
+            The features.
+        """
+
+        with open(file_path, "r", encoding="utf-8") as tsvfile:
+            # Need to disable quoting - as dataset contains invalid double quotes.
+            reader = csv.DictReader(tsvfile, dialect="excel-tab", quoting=csv.QUOTE_NONE)
+            for i, row in enumerate(reader):
+                yield i, row