zephyr-1111/x_dataset_070513

Bittensor Subnet 13 X (Twitter)数据集是Bittensor Subnet 13去中心化网络的一部分，包含了来自X（前Twitter）的预处理数据。这些数据由网络矿工持续更新，为各种分析和机器学习任务提供实时的推文流。数据集支持多种任务，例如情感分析、趋势检测、内容分析和用户行为建模。数据以英文为主，但由于去中心化的创建方式，也可能包含多语言内容。数据集结构包括推文文本、标签、推文话题标签、发布日期、编码后的用户名和URL等字段。由于数据是实时更新的，因此没有固定的数据分片，用户应根据需求和数据的时间戳创建自己的数据分片。数据集在收集和预处理过程中遵循X平台的服务条款和API使用指南，并对用户名和URL进行编码以保护用户隐私。使用数据时应注意潜在的偏见和局限性，如数据质量、噪音、垃圾信息、时间偏差、公共推文的限制以及缺少标签或URL的推文。

The Bittensor Subnet 13 X (Twitter) Dataset is part of the Bittensor Subnet 13 decentralized network, containing preprocessed data from X (formerly Twitter). These data are 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 data are primarily in English, but may also contain multilingual content due to the decentralized method of creation. The dataset structure includes fields such as tweet text, label, tweet hashtags, posting date, encoded username, and URL. As the data is updated in real-time, there are no fixed data splits, and users should create their own splits based on their needs and the data timestamp. The dataset is collected and preprocessed in accordance with Xs terms of service and API usage guidelines, with usernames and URLs encoded to protect user privacy. Users should be aware of potential biases and limitations when using the data, such as data quality, noise, spam, temporal biases, the limitation to public tweets, and tweets without hashtags or URLs.