iDRAMA-Scored: c/WSBets
A Scored.co (c/WSBets) dataset of 9,370 submissions and 56,988 comments from 2,042 unique authors in c/WSBets (2020-2023), collected by iDRAMA Lab via Scored.co API (2024). Each record contains post/comment text, author, score up/down, NSFW/deleted/twitter-crosspost flags, date, UUID. c/WSBets on Scored.co — WallStreetBets-style financial discussion. 66,358 total posts from 2,042 authors over 4 years. Suitable for deplatforming research, community behavior analysis, alternative platform discourse, content moderation effects, longitudinal community evolution.
Cite this dataset at
scored-wsbets.echo.directory
Analytics
The full graph has 2,043 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.
Topic 0
Topic 1
Topic 2
Topic 3
Topic 4
Topic 5
Topic 6
Topic 7
Topic 8
Topic 9
Topic 10
Topic 11
Show all 68 topics
Topic 12
Topic 13
Topic 14
Topic 15
Topic 16
Topic 17
Topic 18
Topic 19
Topic 20
Topic 21
Topic 22
Topic 23
Topic 24
Topic 25
Topic 26
Topic 27
Topic 28
Topic 29
Topic 30
Topic 31
Topic 32
Topic 33
Topic 34
Topic 35
Topic 36
Topic 37
Topic 38
Topic 39
Topic 40
Topic 41
Topic 42
Topic 43
Topic 44
Topic 45
Topic 46
Topic 47
Topic 48
Topic 49
Topic 50
Topic 51
Topic 52
Topic 53
Topic 54
Topic 55
Topic 56
Topic 57
Topic 58
Topic 59
Topic 60
Topic 61
Topic 62
Topic 63
Topic 64
Topic 65
Topic 66
Topic 67
Computed over the full corpus.
Record
- Catalog key
scored-wsbets- Authors
- Patel, Jay; Paudel, Pujan; De Cristofaro, Emiliano; Stringhini, Gianluca; Blackburn, Jeremy
- Year
- 2024
- Source paper
- iDRAMA-Scored-2024: A Dataset of the Scored Social Media Platform from 2020 to 2023
- DOI / arXiv
- 10.1609/icwsm.v18i1.31444
- License
- CC BY-NC-SA 2.0 (CC-BY-NC-SA-2.0)
- Records
- 66,358
- Nodes
- 2,043
- Edges
- 2,042 (directed)
- Attributes
- nodes have no attributes; edges have no attributes
- Languages
- en
- Collected
- 2020 to 2023 (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/10516043 link checked
- Hosted copy
- Mirrored on echo.directory on 2026-10-02, 20.5 GB across 5 files. Checksums in MANIFEST.json.
Citations
iDRAMA-Scored-2024: A Dataset of the Scored Social Media Platform from 2020 to 2023
Jay Patel, Pujan Paudel, Emiliano De Cristofaro, G. Stringhini, Jeremy Blackburn
Journal Article · International Conference on Web and Social Media · 2024
Cited by
- Ideological fragmentation of the social media ecosystem: From echo chambers to echo platforms
E. Di Martino, Alessandro Galeazzi et al. · PNAS Nexus · 2024 · cited 20× - Evaluating Large Language Models for Detecting Antisemitism
Jay Patel, Hrudayangam Mehta et al. · Conference on Empirical Methods in Natural Language Processing · 2025 · cited 4× - Podcast Outcasts: Understanding Rumble's Podcast Dynamics
Utkucan Balci, Jay Patel et al. · Proceedings of the 5th International Conference on Natural Language Processing for Digital Humanities · 2024 · cited 4× - Characterizing User Archetypes and Discussions on Social Hypernetworks
Andrea Failla, Salvatore Citraro et al. · Big Data and Cognitive Computing · 2025 · cited 2× - Social Media Data Toolkit: Standardization and Anonymization of Social Network Datasets
Ali Najafi, Letizia Iannucci et al. · arXiv.org · 2026 · cited 1×
Show all 8
- Social Media Data Toolkit: Standardization and pseudonymization of social network datasets
Ali Najafi, Letizia Iannucci et al. · Online Social Networks and Media · 2026 · cited 0× - Against Political Polarization: A Unified Framework for Tracing Evolving Political Ideologies on Social Media
Yijie Xu, Chao Wang et al. · ACM Transactions on Intelligent Systems and Technology · 2026 · cited 0× - Characterizing User Archetypes and Discussions on Scored.co
Andrea Failla, Salvatore Citraro et al. · arXiv.org · 2024 · cited 0×
Citation data from Semantic Scholar, retrieved 2026-10-22.
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{Patel_2024,
title = {iDRAMA-Scored-2024: A Dataset of the Scored Social Media Platform from 2020 to 2023},
volume = {18},
issn = {2162-3449},
url = {http://dx.doi.org/10.1609/icwsm.v18i1.31444},
doi = {10.1609/icwsm.v18i1.31444},
journal = {Proceedings of the International AAAI Conference on Web and Social Media},
publisher = {Association for the Advancement of Artificial Intelligence (AAAI)},
author = {Patel, Jay and Paudel, Pujan and De Cristofaro, Emiliano and Stringhini, Gianluca and Blackburn, Jeremy},
year = {2024},
month = May,
pages = {2014–2024}
} APA
Switzer, B., & Zafarani, R. (2026). ECHO: Exploratory Compendium of Humanity Online [Data repository]. Syracuse University. https://echo.directory
Patel, J., Paudel, P., De Cristofaro, E., Stringhini, G., & Blackburn, J. (2024). iDRAMA-Scored: c/WSBets [Data set]. https://doi.org/10.1609/icwsm.v18i1.31444
MLA
Switzer, Braden, and Reza Zafarani. ECHO: Exploratory Compendium of Humanity Online. Syracuse University, 2026, echo.directory.
Patel, Jay, et al. iDRAMA-Scored: c/WSBets. 2024, doi.org/10.1609/icwsm.v18i1.31444.