MADOC: Bluesky / bluesky
Every post, comment and repost collected from Bluesky between 28 June 2023 and 18 March 2024, as published in the MADOC dataset (Multi-Platform Aggregated Dataset of Online Communities). The package holds 2,814,352 interactions (971,431 reposts, 932,545 comments, 910,376 posts) by 217,768 pseudonymised users. Each interaction has its text, the ID of the post or comment it replies to, and four machine-computed scores: VADER sentiment, TextBlob sentiment, TextBlob subjectivity and a ToxiGen toxicity score. MADOC publishes one file per community and platform; this package is the bluesky_madoc.parquet file.
Cite this dataset at
madoc-bluesky.echo.directory
Analytics
The full graph has 164,265 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.
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Computed over the full corpus.
Record
- Catalog key
madoc-bluesky-bluesky- Authors
- Dankulov, Marija Mitrović; Tomašević, Aleksandar; Maletić, Slobodan; Anđelković, Miroslav; Vranić, Ana; Cvetković, Darja; Stupovski, Boris; Vudragović, Dušan; Major, Sara; Bogojević, Aleksandar
- Year
- 2025
- Source paper
- MADOC: Multi-Platform Aggregated Dataset of Online Communities
- DOI / arXiv
- 10.1609/icwsm.v19i1.35954
- License
- Creative Commons Attribution 4.0 International (CC BY 4.0) (CC-BY-4.0)
- Records
- 2,795,981
- Nodes
- 164,265
- Edges
- 467,653 (directed)
- Nodes are
- user
- Edges are
- reply
- Attributes
- nodes have no attributes; edges have no attributes
- Text corpus
- post text
- Languages
- en, es, ja, pt
- Collected
- 2012 to 2024 (2010s, 2020s)
- Tasks
- From the graph: link prediction, community detection
- Region
- Global (inferred: the platform is used worldwide)
Provenance
- Originally published at
- https://zenodo.org/records/15690964 link checked
- Original files as received
- The source files, unconverted, kept for reference: mirrored on echo.directory on 2026-10-02, 455.3 MB across 1 files. Checksums in MANIFEST.json. For use, start with the data package below.
- Data package
- Version 1.0.0 of this dataset as an ECHO Data Package: posts (2,814,352 rows).
- Structure
- Temporal (timestamped), Text, Threaded conversations
How to cite
BibTeX
@misc{echo2026,
title = {ECHO: Exploratory Compendium of Humanity Online},
author = {Switzer, Braden and Zafarani, Reza},
year = {2026},
url = {https://echo.directory},
note = {Syracuse University}
}
@article{dankulov2025madoc,
title = {{MADOC: Multi-Platform Aggregated Dataset of Online Communities}},
author = {Dankulov, Marija Mitrović and Tomašević, Aleksandar and Maletić, Slobodan and Anđelković, Miroslav and Vranić, Ana and Cvetković, Darja and Stupovski, Boris and Vudragović, Dušan and Major, Sara and Bogojević, Aleksandar},
journal = {Proceedings of the International AAAI Conference on Web and Social Media (ICWSM)},
volume = {19},
year = {2025},
doi = {10.1609/icwsm.v19i1.35954}
} APA
Switzer, B., & Zafarani, R. (2026). ECHO: Exploratory Compendium of Humanity Online [Data repository]. Syracuse University. https://echo.directory
Dankulov, M. M., Tomašević, A., Maletić, S., Anđelković, M., Vranić, A., Cvetković, D., Stupovski, B., Vudragović, D., Major, S., & Bogojević, A. (2025). MADOC: Bluesky / bluesky [Data set]. https://doi.org/10.1609/icwsm.v19i1.35954
MLA
Switzer, Braden, and Reza Zafarani. ECHO: Exploratory Compendium of Humanity Online. Syracuse University, 2026, echo.directory.
Dankulov, Marija Mitrović, et al. MADOC: Bluesky / bluesky. 2025, doi.org/10.1609/icwsm.v19i1.35954.