arrmlet/x_dataset_218

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。数据主要语言为英语，但也可能包含多语言内容。数据集结构包括每条推文的文本、标签、使用的标签、发布时间、编码的用户名和编码的URL。数据集的创建遵循X的条款和服务，并保护用户隐私。使用该数据集时需注意潜在的偏见和限制，如数据质量、噪声、时间偏见等。

The Bittensor Subnet 13 X (Twitter) Dataset is part of the Bittensor Subnet 13 decentralized network, containing preprocessed data from X (formerly Twitter). The dataset is continuously updated by network miners, providing a real-time stream of tweets for various analytical and machine learning tasks. Supported tasks include sentiment analysis, trend detection, content analysis, and user behavior modeling. The primary language is English, but the dataset can be multilingual due to the decentralized nature of data collection. Each data instance represents a single tweet with fields including text, label, tweet_hashtags, datetime, username_encoded, and url_encoded. The dataset is released under the MIT license, and users are encouraged to cite it appropriately in their research. The dataset does not have fixed splits, and users should create their own based on requirements and timestamps. The source data is collected from public tweets on X (Twitter), adhering to the platforms terms of service and API usage guidelines. Personal and sensitive information is encoded to protect user privacy. Users should be aware of potential biases and limitations, such as data quality variations, noise, and temporal biases.