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YAML Metadata Warning: The task_categories "recommendation" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

Web3 News Recommendation Dataset

A comprehensive dataset for building news recommendation systems in the Web3/cryptocurrency domain.

Dataset Description

This dataset contains user interaction data from a Web3 news platform, including:

  • Articles: News articles about cryptocurrency, blockchain, DeFi, etc.
  • User Interactions: Likes, collects (bookmarks), comments
  • User Profiles: Anonymized user information

Languages

  • Chinese (Simplified): cn
  • English: en
  • Chinese (Traditional): tn

Dataset Structure

Files

File Description Records
cms_article.parquet Article metadata (title, synopsis, category, etc.) ~725K
cms_article_like.parquet User like interactions -
cms_article_collect.parquet User bookmark interactions -
cms_article_comment.parquet User comments -
cms_article_statistics.parquet Article engagement statistics -
cms_article_author_follow.parquet Author follow relationships -
cms_currency.parquet Cryptocurrency dictionary -
ums_member.parquet Anonymized user profiles -

Key Fields

Articles (cms_article.parquet)

  • id: Article ID
  • title: Article title
  • synopsis: Article summary
  • category_id: Category ID
  • language: Language code (cn/en/tn)
  • create_by: Author user ID
  • create_time: Publication timestamp
  • audit_status: 1 = approved
  • data_status: 1 = active

User Interactions

  • article_id: Referenced article ID
  • create_by: User ID who performed the action
  • status: 1 = active, 0 = cancelled
  • create_time: Interaction timestamp

Usage

from datasets import load_dataset

# Load the full dataset
dataset = load_dataset("your-username/web3-news-recommendation")

# Or load specific files
import pandas as pd
articles = pd.read_parquet("hf://datasets/your-username/web3-news-recommendation/cms_article.parquet")
likes = pd.read_parquet("hf://datasets/your-username/web3-news-recommendation/cms_article_like.parquet")

Data Processing Notes

  1. Privacy: User phone numbers have been hashed for anonymization
  2. Content: Article full content (content field) is excluded to reduce file size
  3. Format: All files are in Parquet format with Snappy compression

Citation

If you use this dataset, please cite:

@dataset{web3_news_recommendation,
  title={Web3 News Recommendation Dataset},
  year={2025},
  url={https://huggingface.co/datasets/your-username/web3-news-recommendation}
}

License

This dataset is released under CC BY-NC 4.0.

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