littleGuagua/x_dataset_201

该数据集是Bittensor Subnet 13去中心化网络的一部分，包含来自X（前身为Twitter）的预处理数据，数据由网络矿工持续更新，提供实时的推文流，适用于各种分析和机器学习任务。数据集支持多种任务，如情感分析、趋势检测、内容分析和用户行为建模。数据集的主要语言是英语，但也可能是多语言的。数据集的结构包括每个推文的文本、标签、使用的标签、发布日期、编码的用户名和编码的URL。数据集的创建遵循X（Twitter）的服务条款和API使用指南，所有用户名和URL都被编码以保护用户隐私。使用该数据集时，用户应注意潜在的偏见和限制，如数据质量可能因去中心化的收集和预处理而有所不同，数据集可能包含噪音、垃圾邮件或与社交媒体平台相关的无关内容。数据集在MIT许可证下发布，使用该数据集还需遵守X的使用条款。

This dataset is part of the Bittensor Subnet 13 decentralized network, containing preprocessed data from X (formerly Twitter). The data is continuously updated by network miners, providing a real-time stream of tweets for various analytical and machine learning tasks. The dataset supports multiple tasks such as sentiment analysis, trend detection, content analysis, and user behavior modeling. The primary language of the dataset is English, but it can also be multilingual. The dataset structure includes the text of each tweet, labels, hashtags used, posting date, encoded usernames, and encoded URLs. The creation of the dataset adheres to X (Twitter)s terms of service and API usage guidelines, with all usernames and URLs encoded to protect user privacy. Users should be aware of potential biases and limitations when using this dataset, such as varying data quality due to decentralized collection and preprocessing, and the presence of noise, spam, or irrelevant content typical of social media platforms. The dataset is released under the MIT license, and its use is also subject to Xs Terms of Use.