README.md

---
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
viewer: false
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
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  - 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
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  - 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:
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          '0': N
          '1': Y
  - name: review_headline
    dtype: string
  - name: review_body
    dtype: string
  - 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:
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  - name: customer_id
    dtype: string
  - name: review_id
    dtype: string
  - name: product_id
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  - 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:
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          '0': N
          '1': Y
  - name: review_headline
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  - name: review_body
    dtype: string
  - name: review_date
    dtype: string
  splits:
  - name: train
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    num_examples: 85981
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  dataset_size: 49036547
- config_name: Mobile_Electronics_v1_00
  features:
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  - name: customer_id
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  - name: review_id
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  - name: product_id
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  - name: product_parent
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  - name: product_title
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  - name: product_category
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  - name: star_rating
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  - name: helpful_votes
    dtype: int32
  - name: total_votes
    dtype: int32
  - name: vine
    dtype:
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          '0': N
          '1': Y
  - name: verified_purchase
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          '1': Y
  - name: review_headline
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  - name: review_date
    dtype: string
  splits:
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  dataset_size: 63293377
- config_name: Digital_Video_Games_v1_00
  features:
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  - name: review_id
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  - name: review_headline
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  - name: review_date
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  splits:
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- config_name: Digital_Software_v1_00
  features:
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  - name: review_id
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  - name: product_id
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- config_name: Major_Appliances_v1_00
  features:
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  - name: review_id
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  - name: review_headline
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  - name: review_date
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  splits:
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  download_size: 24359816
  dataset_size: 67642424
- config_name: Gift_Card_v1_00
  features:
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  - name: review_headline
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  splits:
  - name: train
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  dataset_size: 47188062
- config_name: Video_v1_00
  features:
  - name: marketplace
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  - name: customer_id
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  - name: review_id
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  - name: product_id
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  - name: product_parent
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  splits:
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- config_name: Luggage_v1_00
  features:
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  - name: review_id
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- config_name: Software_v1_00
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- config_name: Video_Games_v1_00
  features:
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- config_name: Furniture_v1_00
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- config_name: Musical_Instruments_v1_00
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- config_name: Digital_Music_Purchase_v1_00
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- config_name: Books_v1_02
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- config_name: Home_Entertainment_v1_00
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- config_name: Grocery_v1_00
  features:
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- config_name: Outdoors_v1_00
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- config_name: Pet_Products_v1_00
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- config_name: Video_DVD_v1_00
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- config_name: Apparel_v1_00
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  - 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
---

# 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

<div class="course-tip course-tip-orange bg-gradient-to-br dark:bg-gradient-to-r before:border-orange-500 dark:before:border-orange-800 from-orange-50 dark:from-gray-900 to-white dark:to-gray-950 border border-orange-50 text-orange-700 dark:text-gray-400">
  <p><b>Defunct:</b> Dataset "amazon_us_reviews" is defunct and no longer accessible due to the decision of data providers.</p>
</div>

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.