smmrokn/x_dataset_44

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{smmrokn2025datauniversex_dataset_44,
        title={The Data Universe Datasets: The finest collection of social media data the web has to offer},
        author={smmrokn},
        year={2025},
        url={https://huggingface.co/datasets/smmrokn/x_dataset_44},
        }

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: 28544812
• Date Range: 2025-02-02T00:00:00Z to 2025-02-23T00:00:00Z
• Last Updated: 2025-02-23T23:39:04Z

Data Distribution

• Tweets with hashtags: 7.97%
• Tweets without hashtags: 92.03%

Top 10 Hashtags

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

Rank	Topic	Total Count	Percentage
1	NULL	23852611	91.29%
2	#zelena	19418	0.07%
3	#tiktok	16099	0.06%
4	#乃木坂46おとな選抜	15224	0.06%
5	#bbb25	15145	0.06%
6	#아기빵_항상_사랑으로_발효중	11542	0.04%
7	#granhermano	9878	0.04%
8	#एक_कदम_आध्यात्मिकता_की_ओर	9875	0.04%
9	#pr	9787	0.04%
10	#bbmzansi	8468	0.03%

Update History

Date	New Instances	Total Instances
2025-02-16T22:31:42Z	2417087	2417087
2025-02-16T23:18:50Z	4962794	7379881
2025-02-17T19:09:48Z	4970300	12350181
2025-02-19T11:17:36Z	308836	12659017
2025-02-19T15:10:00Z	31814	12690831
2025-02-20T07:03:30Z	1713973	14404804
2025-02-20T12:53:55Z	129878	14534682
2025-02-21T05:46:42Z	9535207	24069889
2025-02-21T07:41:58Z	267894	24337783
2025-02-22T01:57:47Z	2808154	27145937
2025-02-23T03:45:47Z	622454	27768391
2025-02-23T12:22:12Z	343866	28112257
2025-02-23T19:15:07Z	249643	28361900
2025-02-23T23:39:04Z	182912	28544812