2024 Presidential Debate — Mastodon Posts

A Mastodon (2024 presidential debate coverage) dataset of 73,789 mastodon posts from June 25 - July 2, 2024, collected by Zenodo contributors via public API. Each record contains post text, user ID, post ID, creation date, hashtags, mentioned users, URLs, post type (post/reply/repost), linked post, root post, language. 73,789 mastodon posts covering the 2024 Biden-Trump presidential debate with pre-computed sentence embeddings. Suitable for political communication, debate analysis, cross-platform comparison, decentralized social media research, NLP with embeddings.

#Decentralized social media#Presidential debate#Sentence embedding#Us election 2024

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 3,718 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

3.7K
Nodes
2.1K
Edges
1.55e-04
Density
1.6K
Components
0.0%
Reciprocity
2.1K
Bridges
Most central nodes
1010710.00027
101260.00027
1043670.00027
1063519509056006410.00027
1063705810776824770.00027
1064472358509798870.00027
1065269923667433330.00027
1066011588861000230.00027
1066908432183428090.00027
1067450977145148210.00027
Content metrics

73,789 records scored

has link58.8% true
true 58.8%false 41.2%
has hashtag32.3% true
true 32.3%false 67.7%
is reply5.8% true
true 5.8%false 94.2%
11.5
Flesch–Kincaid grade
US school grade level
14.2
Automated readability index
Frequent terms
trumpbidendebatepresidentdonaldnews2024joepresidentialelectionlikenewcourtpeoplepoliticscnnpresspostedtimesupremedonsaidmediaadministrationwatchrightsaysknowhousecasetonightcampaigngoingthursdaythinkvotegopvoterssocialpostconvicteddemocratsamericayearslivejudgeukrainegoodrepublicanwhite
Topic clusters

Topic 0

israel
gaza
biden
joe
débat
presidencial
israeli
debate

Topic 1

judge
cannon
gag
order
case
trump
document
mar

Topic 2

drug
people
biden
think
trump
debate
like
vote

Topic 3

debate
watch
tonight
presidential
night
bingo
live
think

Topic 4

biden
debate
presidential
trump
joe
watch
president
breakingnew

Topic 5

climate
student
loan
plan
biden
energy
administration
repayment

Topic 6

gear
good
need
fuck
want
like
way
feel

Topic 7

usa
joe
trump
biden
donald
trumps
debatte
unitedstatesofamerica

Topic 8

trump
donald
black
gop
maga
vote
post
election

Topic 9

economist
inflation
nobel
border
prize
economy
win
biden

Topic 10

court
abortion
supreme
immunity
decision
scotus
case
ruling

Topic 11

starmer
sunak
final
rishi
election
keir
bbc
debate
Show all 20 topics

Topic 12

debate
president
biden
presidential
thursday
trump
joe
donald

Topic 13

security
vulnerability
cybersecuritynew
cybersecurity
malware
thecyberexpress
firewalldaily
thecyberexpressnew

Topic 14

ukraine
russia
war
peace
military
plan
putin
contractor

Topic 15

que
para
uma
das
dia
entre
por
não

Topic 16

like
year
government
court
people
thing
think
know

Topic 17

social
supreme
court
medium
administration
company
misinformation
remove

Topic 18

assange
julian
plea
deal
wikileaks
summary
australia
guilty

Topic 19

pardon
gay
convict
military
sex
veteran
ban
thousand
Top hashtags
#press999
#news705
#trump698
#biden427
#politics338
#usa266
#debate224
#breakingnews199
#unitedstates194
#us191
#uspolitics177
#america155
#donaldtrump149
#uspol141
#gop140
#ukraine140
#maga132
#joebiden129
#unitedstatesofamerica126
#election202486
Top emoji
🟩535
🇺217
🟨177
🇸173
👉113
👇108
😂76
🤣76
🚨70
🟪60
🇦56
🔗50
👏46
🔥44
🤔41

Computed over the full corpus.

Record

Catalog key
debate-2024-mastodon
Authors
Silva, Filipi N.; Yang, Kai-Cheng; Zhao, Wanying; Tran Truong, Bao
Year
2024
Source paper
Data for: Exploring Emerging Social Media: Acquiring, Processing, and Visualizing Data with Python and OSoMe Web Tools
DOI / arXiv
10.5281/zenodo.12748042
License
CC BY-NC 4.0 (CC-BY-NC-4.0)
Records
73,789
Nodes
3,718
Edges
2,145 (directed)
Attributes
nodes have no attributes; edges have no attributes
Languages
de, en, es
Collected
2024-06-25 to 2024-07-02 (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/12748042 link checked
Hosted copy
Mirrored on echo.directory on 2026-10-02, 151.0 MB across 2 files. Checksums in MANIFEST.json.

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}
}

@misc{https://doi.org/10.5281/zenodo.12748042,
  doi       = {10.5281/ZENODO.12748042},
  url       = {https://zenodo.org/doi/10.5281/zenodo.12748042},
  author    = {Silva, Filipi N. and Yang, Kai-Cheng and Zhao, Wanying and Tran Truong, Bao},
  title     = {Data for: Exploring Emerging Social Media: Acquiring, Processing, and Visualizing Data with Python and OSoMe Web Tools},
  publisher = {Zenodo},
  year      = {2024},
  copyright = {Creative Commons Attribution Non Commercial 4.0 International}
}

APA

Switzer, B., & Zafarani, R. (2026). ECHO: Exploratory Compendium of Humanity Online [Data repository]. Syracuse University. https://echo.directory

Silva, F. N., Yang, K.-C., Zhao, W., & Tran Truong, B. (2024). 2024 Presidential Debate — Mastodon Posts [Data set]. https://doi.org/10.5281/zenodo.12748042

MLA

Switzer, Braden, and Reza Zafarani. ECHO: Exploratory Compendium of Humanity Online. Syracuse University, 2026, echo.directory.

Silva, Filipi N., et al. 2024 Presidential Debate — Mastodon Posts. 2024, doi.org/10.5281/zenodo.12748042.

BibTeX · RIS · CSL-JSON

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