readerbench/ro_fake_news

该数据集包含了新闻文章的相关信息，包括文章的标题（headline）、正文（body）、作者（author_name）、发布日期（published_date）等。此外，还包含了社交媒体上的分享和互动数据，如Facebook分享数（facebook_shares）、Twitter分享数（twitter_shares）、Reddit互动数（total_reddit_engagements）等。数据集分为训练集、验证集和测试集，可用于训练和评估模型在新闻处理和社交网络分析方面的性能。

The dataset contains information related to news articles, including the articles title (headline), body (body), author (author_name), publish date (published_date), etc. In addition, it includes social media sharing and interaction data such as Facebook shares (facebook_shares), Twitter shares (twitter_shares), Reddit engagement count (total_reddit_engagements), etc. The dataset is divided into training, validation, and test sets, which can be used to train and evaluate the models performance in news processing and social network analysis.

原始信息汇总

数据集概述

配置 "eda"

• 特征:

  • id: int64
  • headline: string
  • body: string
  • tags: string
  • link: string
  • total_shares: float64
  • total_facebook_shares: float64
  • twitter_shares: float64
  • pinterest_shares: float64
  • total_reddit_engagements: float64
  • published_date: timestamp[ns]
  • author_name: string
  • num_words: float64
  • facebook_comments: float64
  • facebook_shares: float64
  • facebook_likes: float64
  • num_linking_domains: float64
  • wow_count: float64
  • love_count: float64
  • haha_count: float64
  • sad_count: float64
  • angry_count: float64
  • similar: string

• 分割:

  • train: 70 examples, 276718.4337349398 bytes
  • validation: 99 examples, 391358.9277108434 bytes
  • test: 163 examples, 644358.6385542168 bytes

• 下载大小: 816480 bytes

• 数据集大小: 1312436.0 bytes

配置 "final"

• 特征:

  • id: int64
  • headline: string
  • body: string
  • tags: string
  • link: string
  • total_shares: float64
  • total_facebook_shares: float64
  • twitter_shares: float64
  • pinterest_shares: float64
  • total_reddit_engagements: float64
  • published_date: timestamp[ns]
  • author_name: string
  • num_words: float64
  • facebook_comments: float64
  • facebook_shares: float64
  • facebook_likes: float64
  • num_linking_domains: float64
  • wow_count: float64
  • love_count: float64
  • haha_count: float64
  • sad_count: float64
  • angry_count: float64
  • similar: string

• 分割:

  • train: 169 examples, 671667.593373494 bytes
  • test: 163 examples, 647821.406626506 bytes

• 下载大小: 775374 bytes

• 数据集大小: 1319489.0 bytes