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metadata
dataset_info:
  - config_name: combined_description
    features:
      - name: main_category
        dtype: string
      - name: title
        dtype: string
      - name: average_rating
        dtype: float64
      - name: rating_number
        dtype: int64
      - name: features
        dtype: string
      - name: description
        dtype: string
      - name: price
        dtype: float64
      - name: images
        list:
          - name: hi_res
            dtype: string
          - name: large
            dtype: string
          - name: thumb
            dtype: string
          - name: variant
            dtype: string
      - name: videos
        list:
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: user_id
            dtype: string
      - name: store
        dtype: string
      - name: categories
        sequence: string
      - name: parent_asin
        dtype: string
      - name: brand
        dtype: string
      - name: manufacturer
        dtype: string
      - name: product_dimensions
        dtype: string
      - name: color
        dtype: string
      - name: material
        dtype: string
      - name: item_form
        dtype: string
      - name: item_model_number
        dtype: string
      - name: age_range_(description)
        dtype: string
      - name: item_weight
        dtype: string
      - name: skin_type
        dtype: string
      - name: package_dimensions
        dtype: string
      - name: hair_type
        dtype: string
      - name: unit_count
        dtype: string
      - name: number_of_items
        dtype: float64
      - name: scent
        dtype: string
      - name: material_type
        dtype: string
      - name: style
        dtype: string
      - name: date_first_available
        dtype: float64
      - name: best_sellers_rank
        dtype: string
      - name: department
        dtype: string
      - name: size
        dtype: string
      - name: country_of_origin
        dtype: string
      - name: brand_name
        dtype: string
      - name: package_weight
        dtype: string
      - name: sport_type
        dtype: string
      - name: closure_type
        dtype: string
      - name: image_description
        dtype: string
      - name: image_description_formatted
        dtype: string
    splits:
      - name: train
        num_bytes: 1080709589
        num_examples: 257549
    download_size: 477460754
    dataset_size: 1080709589
  - config_name: combined_description_embeddings
    features:
      - name: main_category
        dtype: string
      - name: title
        dtype: string
      - name: average_rating
        dtype: float64
      - name: rating_number
        dtype: int64
      - name: features
        dtype: string
      - name: description
        dtype: string
      - name: price
        dtype: float64
      - name: images
        list:
          - name: hi_res
            dtype: string
          - name: large
            dtype: string
          - name: thumb
            dtype: string
          - name: variant
            dtype: string
      - name: videos
        list:
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: user_id
            dtype: string
      - name: store
        dtype: string
      - name: categories
        sequence: string
      - name: parent_asin
        dtype: string
      - name: brand
        dtype: string
      - name: manufacturer
        dtype: string
      - name: product_dimensions
        dtype: string
      - name: color
        dtype: string
      - name: material
        dtype: string
      - name: item_form
        dtype: string
      - name: item_model_number
        dtype: string
      - name: age_range_(description)
        dtype: string
      - name: item_weight
        dtype: string
      - name: skin_type
        dtype: string
      - name: package_dimensions
        dtype: string
      - name: hair_type
        dtype: string
      - name: unit_count
        dtype: string
      - name: number_of_items
        dtype: float64
      - name: scent
        dtype: string
      - name: material_type
        dtype: string
      - name: style
        dtype: string
      - name: date_first_available
        dtype: float64
      - name: best_sellers_rank
        dtype: string
      - name: department
        dtype: string
      - name: size
        dtype: string
      - name: country_of_origin
        dtype: string
      - name: brand_name
        dtype: string
      - name: package_weight
        dtype: string
      - name: sport_type
        dtype: string
      - name: closure_type
        dtype: string
      - name: image_description
        dtype: string
      - name: image_description_formatted
        dtype: string
      - name: text
        dtype: string
      - name: token_count
        dtype: int64
      - name: embeddings
        sequence: float64
    splits:
      - name: train
        num_bytes: 4515596823
        num_examples: 257549
    download_size: 2993893056
    dataset_size: 4515596823
  - config_name: combined_description_formatted
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      - name: main_category
        dtype: string
      - name: title
        dtype: string
      - name: average_rating
        dtype: float64
      - name: rating_number
        dtype: int64
      - name: features
        dtype: string
      - name: description
        dtype: string
      - name: price
        dtype: float64
      - name: images
        list:
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            dtype: string
          - name: large
            dtype: string
          - name: thumb
            dtype: string
          - name: variant
            dtype: string
      - name: videos
        list:
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: user_id
            dtype: string
      - name: store
        dtype: string
      - name: categories
        sequence: string
      - name: parent_asin
        dtype: string
      - name: brand
        dtype: string
      - name: manufacturer
        dtype: string
      - name: product_dimensions
        dtype: string
      - name: color
        dtype: string
      - name: material
        dtype: string
      - name: item_form
        dtype: string
      - name: item_model_number
        dtype: string
      - name: age_range_(description)
        dtype: string
      - name: item_weight
        dtype: string
      - name: skin_type
        dtype: string
      - name: package_dimensions
        dtype: string
      - name: hair_type
        dtype: string
      - name: unit_count
        dtype: string
      - name: number_of_items
        dtype: float64
      - name: scent
        dtype: string
      - name: material_type
        dtype: string
      - name: style
        dtype: string
      - name: date_first_available
        dtype: float64
      - name: best_sellers_rank
        dtype: string
      - name: department
        dtype: string
      - name: size
        dtype: string
      - name: country_of_origin
        dtype: string
      - name: brand_name
        dtype: string
      - name: package_weight
        dtype: string
      - name: sport_type
        dtype: string
      - name: closure_type
        dtype: string
      - name: image_description
        dtype: string
      - name: image_description_formatted
        dtype: string
      - name: text
        dtype: string
      - name: token_count
        dtype: int64
    splits:
      - name: train
        num_bytes: 1349803878
        num_examples: 257549
    download_size: 603874757
    dataset_size: 1349803878
  - config_name: dataset_img_desc
    features:
      - name: main_category
        dtype: string
      - name: title
        dtype: string
      - name: average_rating
        dtype: float64
      - name: rating_number
        dtype: int64
      - name: features
        dtype: string
      - name: description
        dtype: string
      - name: price
        dtype: float64
      - name: images
        list:
          - name: hi_res
            dtype: string
          - name: large
            dtype: string
          - name: thumb
            dtype: string
          - name: variant
            dtype: string
      - name: videos
        list:
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: user_id
            dtype: string
      - name: store
        dtype: string
      - name: categories
        sequence: string
      - name: parent_asin
        dtype: string
      - name: brand
        dtype: string
      - name: manufacturer
        dtype: string
      - name: product_dimensions
        dtype: string
      - name: color
        dtype: string
      - name: material
        dtype: string
      - name: item_form
        dtype: string
      - name: item_model_number
        dtype: string
      - name: age_range_(description)
        dtype: string
      - name: item_weight
        dtype: string
      - name: skin_type
        dtype: string
      - name: package_dimensions
        dtype: string
      - name: hair_type
        dtype: string
      - name: unit_count
        dtype: string
      - name: number_of_items
        dtype: float64
      - name: scent
        dtype: string
      - name: material_type
        dtype: string
      - name: style
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        dtype: float64
      - name: best_sellers_rank
        dtype: string
      - name: department
        dtype: string
      - name: size
        dtype: string
      - name: country_of_origin
        dtype: string
      - name: brand_name
        dtype: string
      - name: package_weight
        dtype: string
      - name: sport_type
        dtype: string
      - name: closure_type
        dtype: string
      - name: image_description
        dtype: string
    splits:
      - name: train
        num_bytes: 805035290
        num_examples: 257549
    download_size: 347928267
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  - config_name: default
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        dtype: string
      - name: title
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      - name: average_rating
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      - name: rating_number
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      - name: features
        dtype: string
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        dtype: string
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      - name: images
        list:
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            dtype: string
          - name: large
            dtype: string
          - name: thumb
            dtype: string
          - name: variant
            dtype: string
      - name: videos
        list:
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            dtype: string
          - name: url
            dtype: string
          - name: user_id
            dtype: string
      - name: store
        dtype: string
      - name: categories
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      - name: parent_asin
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      - name: brand
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      - name: manufacturer
        dtype: string
      - name: product_dimensions
        dtype: string
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      - name: material
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      - name: skin_type
        dtype: string
      - name: package_dimensions
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      - name: scent
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      - name: style
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        dtype: float64
      - name: best_sellers_rank
        dtype: string
      - name: department
        dtype: string
      - name: size
        dtype: string
      - name: country_of_origin
        dtype: string
      - name: brand_name
        dtype: string
      - name: package_weight
        dtype: string
      - name: sport_type
        dtype: string
      - name: closure_type
        dtype: string
    splits:
      - name: train
        num_bytes: 685500464
        num_examples: 257548
    download_size: 300407714
    dataset_size: 685500464
  - config_name: embeddings
    features:
      - name: parent_asin
        dtype: string
      - name: embeddings
        sequence: float64
      - name: tokens
        dtype: int64
      - name: __index_level_0__
        dtype: int64
    splits:
      - name: train
        num_bytes: 3173506456
        num_examples: 257548
    download_size: 3228944899
    dataset_size: 3173506456
  - config_name: formatted
    features:
      - name: main_category
        dtype: string
      - name: title
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      - name: average_rating
        dtype: float64
      - name: rating_number
        dtype: int64
      - name: features
        dtype: string
      - name: description
        dtype: string
      - name: price
        dtype: float64
      - name: images
        list:
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            dtype: string
          - name: large
            dtype: string
          - name: variant
            dtype: string
          - name: hi_res
            dtype: string
      - name: videos
        list:
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: user_id
            dtype: string
      - name: store
        dtype: string
      - name: categories
        sequence: string
      - name: parent_asin
        dtype: string
      - name: brand
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      - name: manufacturer
        dtype: string
      - name: product_dimensions
        dtype: string
      - name: color
        dtype: string
      - name: material
        dtype: string
      - name: item_form
        dtype: string
      - name: item_model_number
        dtype: string
      - name: age_range_(description)
        dtype: string
      - name: item_weight
        dtype: string
      - name: skin_type
        dtype: string
      - name: package_dimensions
        dtype: string
      - name: hair_type
        dtype: string
      - name: unit_count
        dtype: string
      - name: number_of_items
        dtype: float64
      - name: scent
        dtype: string
      - name: material_type
        dtype: string
      - name: style
        dtype: string
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        dtype: float64
      - name: best_sellers_rank
        dtype: string
      - name: department
        dtype: string
      - name: size
        dtype: string
      - name: country_of_origin
        dtype: string
      - name: brand_name
        dtype: string
      - name: package_weight
        dtype: string
      - name: sport_type
        dtype: string
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      - name: text
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    splits:
      - name: train
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        num_examples: 257548
    download_size: 426613540
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  - config_name: formatted_and_embedded
    features:
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        dtype: string
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      - name: features
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      - name: images
        list:
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            dtype: string
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      - name: videos
        list:
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          - name: user_id
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      - name: store
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      - name: categories
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      - name: product_dimensions
        dtype: string
      - name: color
        dtype: string
      - name: material
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      - name: item_form
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      - name: item_model_number
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        dtype: string
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      - name: scent
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      - name: tokens
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  - config_name: image_embeddings
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      - name: title
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      - name: average_rating
        dtype: float64
      - name: rating_number
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      - name: features
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        list:
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      - name: videos
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          - name: user_id
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      - name: store
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      - name: parent_asin
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      - name: material
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      - name: item_form
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      - name: item_model_number
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      - name: age_range_(description)
        dtype: string
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        dtype: string
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      - name: best_sellers_rank
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        dtype: string
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    splits:
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  - config_name: product2query_V1
    features:
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        dtype: string
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    splits:
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  - config_name: products2query
    features:
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        dtype: string
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      - name: features
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      - name: videos
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      - name: hair_type
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      - name: scent
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      - name: material_type
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      - name: country_of_origin
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      - name: brand_name
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      - name: package_weight
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      - name: sport_type
        dtype: string
      - name: closure_type
        dtype: string
      - name: short_query
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      - name: __index_level_0__
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    splits:
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      - name: test
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  - config_name: query_columns
    features:
      - name: main_category
        dtype: string
      - name: title
        dtype: string
      - name: average_rating
        dtype: float64
      - name: rating_number
        dtype: int64
      - name: features
        dtype: string
      - name: description
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      - name: price
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      - name: images
        list:
          - name: hi_res
            dtype: string
          - name: large
            dtype: string
          - name: thumb
            dtype: string
          - name: variant
            dtype: string
      - name: videos
        list:
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: user_id
            dtype: string
      - name: store
        dtype: string
      - name: categories
        sequence: string
      - name: parent_asin
        dtype: string
      - name: brand
        dtype: string
      - name: manufacturer
        dtype: string
      - name: product_dimensions
        dtype: string
      - name: color
        dtype: string
      - name: material
        dtype: string
      - name: item_form
        dtype: string
      - name: item_model_number
        dtype: string
      - name: age_range_(description)
        dtype: string
      - name: item_weight
        dtype: string
      - name: skin_type
        dtype: string
      - name: package_dimensions
        dtype: string
      - name: hair_type
        dtype: string
      - name: unit_count
        dtype: string
      - name: number_of_items
        dtype: float64
      - name: scent
        dtype: string
      - name: material_type
        dtype: string
      - name: style
        dtype: string
      - name: date_first_available
        dtype: float64
      - name: best_sellers_rank
        dtype: string
      - name: department
        dtype: string
      - name: size
        dtype: string
      - name: country_of_origin
        dtype: string
      - name: brand_name
        dtype: string
      - name: package_weight
        dtype: string
      - name: sport_type
        dtype: string
      - name: closure_type
        dtype: string
      - name: short_query
        dtype: string
      - name: long_query
        dtype: string
    splits:
      - name: train
        num_bytes: 712918693
        num_examples: 257549
    download_size: 319192681
    dataset_size: 712918693
configs:
  - config_name: combined_description
    data_files:
      - split: train
        path: combined_description/train-*
  - config_name: combined_description_embeddings
    data_files:
      - split: train
        path: combined_description_embeddings/train-*
  - config_name: combined_description_formatted
    data_files:
      - split: train
        path: combined_description_formatted/train-*
  - config_name: dataset_img_desc
    data_files:
      - split: train
        path: dataset_img_desc/train-*
  - config_name: default
    data_files:
      - split: train
        path: data/train-*
  - config_name: embeddings
    data_files:
      - split: train
        path: embeddings/train-*
  - config_name: formatted
    data_files:
      - split: train
        path: formatted/train-*
  - config_name: formatted_and_embedded
    data_files:
      - split: train
        path: formatted_and_embedded/train-*
  - config_name: image_embeddings
    data_files:
      - split: train
        path: image_embeddings/train-*
  - config_name: product2query_V1
    data_files:
      - split: train
        path: product2query_V1/train-*
  - config_name: products2query
    data_files:
      - split: train
        path: products2query/train-*
      - split: test
        path: products2query/test-*
  - config_name: query_columns
    data_files:
      - split: train
        path: query_columns/train-*

Dataset Card for Dataset Name

Original datasets can be found on: https://amazon-reviews-2023.github.io/

Dataset Details

This dataset was made as sample of several datasets from the link above.

Dataset Description

This dataset is a curated sample derived from seven filtered Amazon product category datasets(Amazon All Beauty, Amazon Fashion, Sports and Outdoors, Health and Personal Care, Amazon Clothing Shoes and Jewlery, Baby Products and Beauty and Personal Care), combining diverse product information across categories. The dataset contains 258k entries, each representing a unique product and its associated metadata. Designed for product-related analysis, this dataset is well-suited for tasks such as embedding generation, recommendation systems, and NLP model training.

Dataset Versions:

  • Data version: Contains standard product attributes, without the additional text column.
  • Formatted version: Includes an extra column, text, specifically created for generating embeddings, allowing for deeper semantic analysis and machine learning tasks.
  • Embeddings: Generated embeddings from the text column, along with parent_asin and token count.
  • Formatted and embedded version: The formatted version with the embeddings.
  • Image description version: The standard dataset with the description of the images for each product.
  • Image embeddings: The standard dataset with the image embedding of the first encountered image of each product.
  • Combined description version: The standard dataset along with the image description and combined description and image description in the image_description_formatted column.
  • Combined and formatted description version: The standard dataset along with the image description, and combined description and image description in the image_description_formatted column. Including the text column.
  • Embeddings for Combined description version: The Combined and formatted description version along with token_counts and embeddings of the text column.
  • Query columns version: The standard dataset along with short queries and long queries.
  • Product2Query version: The dataset with query columns, splited into train and test for fine-tuning.

Original Structure

Field Type Explanation
main_category str Main category (i.e., domain) of the product.
title str Name of the product.
average_rating float Rating of the product shown on the product page.
rating_number int Number of ratings in the product.
features list Bullet-point format features of the product.
description list Description of the product.
price float Price in US dollars (at time of crawling).
images list Images of the product. Each image has different sizes (thumb, large, hi_res). The “variant” field shows the position of image.
videos list Videos of the product including title and url.
store str Store name of the product.
categories list Hierarchical categories of the product.
details dict Product details, including materials, brand, sizes, etc.
parent_asin str Parent ID of the product.
bought_together list Recommended bundles from the websites.

Modifications made

  • Products without a description, title, images or details were removed.
  • Lists in features and description are transformed into strings concatinated with a newline
  • For the details column, only the top 16 most frequent detail types were kept. The details column was then split into these new 16 columns based on the detail types kept.
  • Products with date first available before the year 2015 are dropped.
  • Products with is_discontinued_by_manufacturer set to 'true' or 'yes' are dropped. Then that column was dropped.
  • Column bought_together is dropped due to missing values.

Dataset Size

  • Total entries: 258k
  • Total columns (Data version): 45

Final Structure

Field Type Explanation
main_category str Main category
title str Name of the product
average_rating float Rating of the product shown on the product page.
rating_number int Number of ratings in the product.
features list Bullet-point format features of the product.
description list Description of the product.
price float Price in US dollars (at time of crawling).
images list Images of the product. Each image has different sizes (thumb, large, hi_res). The “variant” field shows the position of image.
videos list Videos of the product including title and url.
store str Store name of the product.
details dict Product details, including materials, brand, sizes, etc.
parent_asin str Parent ID of the product.
upc str Universal Product Code (UPC), a barcode for uniquely identifying the product.
brand str Brand
manufacturer str Manufacturer of the product
product_dimensions str Dimensions of the product
color str Color
material str Material
item_form str Form of the item (e.g., liquid, solid, gel).
item_model_number str Model number of the product
age_range_(description) str Recommended age range for the product, often used for toys or children’s products.
item_weight str Weight of the item
skin_type str Suitable skin types for the product (e.g., oily, dry, sensitive).
package_dimensions str Dimensions of the product packaging
hair_type str Suitable hair types for the product (e.g., curly, straight, fine).
unit_count str Total quantity or units contained in the product package.
number_of_items float64 Number of items in the product
scent str Fragrance or scent associated with the product.
material_type str Material
style str Style
date_first_available float64 Date the first time product was available
best_sellers_rank str Best seller rank
department str Department
size str Sieze
country_of_origin str Country of origin of the product
flavor str Flavour
item_dimensions_lxwxh str Item dimensions LxWxH
brand_name str Brand name
package_weight str Weight of the package
item_package_dimensions_l_x_w_x_h str Dimensions of the item package LxWxH
part_number str Part number
suggested_users str Suggester users
item_dimensions__lxwxh str Item dimensions LxWxH
sport_type str Sport type
closure_type str Closure type