littleGuagua/x_dataset_27

Bittensor Subnet 13 X (Twitter) Dataset

Dataset Summary

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. For more information about the dataset, please visit the official repository.

Supported Tasks

The versatility of this dataset allows researchers and data scientists to explore various aspects of social media dynamics and develop innovative applications. Users are encouraged to leverage this data creatively for their specific research or business needs. For example:

• Sentiment Analysis
• Trend Detection
• Content Analysis
• User Behavior Modeling

Languages

Primary language: Datasets are mostly English, but can be multilingual due to decentralized ways of creation.

Dataset Structure

Data Instances

Each instance represents a single tweet with the following fields:

Data Fields

• text (string): The main content of the tweet.
• label (string): Sentiment or topic category of the tweet.
• tweet_hashtags (list): A list of hashtags used in the tweet. May be empty if no hashtags are present.
• datetime (string): The date when the tweet was posted.
• username_encoded (string): An encoded version of the username to maintain user privacy.
• url_encoded (string): An encoded version of any URLs included in the tweet. May be empty if no URLs are present.

Data Splits

This dataset is continuously updated and does not have fixed splits. Users should create their own splits based on their requirements and the data's timestamp.

Dataset Creation

Source Data

Data is collected from public tweets on X (Twitter), adhering to the platform's terms of service and API usage guidelines.

Personal and Sensitive Information

All usernames and URLs are encoded to protect user privacy. The dataset does not intentionally include personal or sensitive information.

Considerations for Using the Data

Social Impact and Biases

Users should be aware of potential biases inherent in X (Twitter) data, including demographic and content biases. This dataset reflects the content and opinions expressed on X and should not be considered a representative sample of the general population.

Limitations

• Data quality may vary due to the decentralized nature of collection and preprocessing.
• The dataset may contain noise, spam, or irrelevant content typical of social media platforms.
• Temporal biases may exist due to real-time collection methods.
• The dataset is limited to public tweets and does not include private accounts or direct messages.
• Not all tweets contain hashtags or URLs.

Additional Information

Licensing Information

The dataset is released under the MIT license. The use of this dataset is also subject to X Terms of Use.

Citation Information

If you use this dataset in your research, please cite it as follows:

@misc{littleGuagua2024datauniversex_dataset_27,
        title={The Data Universe Datasets: The finest collection of social media data the web has to offer},
        author={littleGuagua},
        year={2024},
        url={https://huggingface.co/datasets/littleGuagua/x_dataset_27},
        }

Contributions

To report issues or contribute to the dataset, please contact the miner or use the Bittensor Subnet 13 governance mechanisms.

Dataset Statistics

[This section is automatically updated]

• Total Instances: 259871845
• Date Range: 2024-11-25T00:00:00Z to 2024-12-26T00:00:00Z
• Last Updated: 2024-12-26T22:51:19Z

Data Distribution

• Tweets with hashtags: 41.80%
• Tweets without hashtags: 58.20%

Top 10 Hashtags

For full statistics, please refer to the stats.json file in the repository.

Rank	Topic	Total Count	Percentage
1	NULL	150593753	58.09%
2	#tiktok	915993	0.35%
3	#riyadh	876567	0.34%
4	#ad	631094	0.24%
5	#แจกจริง	329598	0.13%
6	#pr	311857	0.12%
7	#yahooニュース	304812	0.12%
8	#冬もピッコマでポイ活	281443	0.11%
9	#pawsmas	276873	0.11%
10	#zonauang	236944	0.09%

Update History

Date	New Instances	Total Instances
2024-11-25T09:20:08Z	641805	641805
2024-11-25T09:20:39Z	1444868	2086673
2024-11-28T21:35:30Z	28867157	30953830
2024-12-02T09:49:50Z	29355165	60308995
2024-12-05T22:07:36Z	29187771	89496766
2024-12-09T10:24:58Z	29562362	119059128
2024-12-12T21:57:27Z	26358948	145418076
2024-12-16T10:17:48Z	28101638	173519714
2024-12-19T22:15:53Z	28783756	202303470
2024-12-23T10:36:04Z	29011405	231314875
2024-12-26T22:51:19Z	28556970	259871845