PHEME Rumour Dataset — ottawashooting

Twitter conversations around the Ottawa Parliament Hill shooting (October 2014), from the PHEME rumour dataset (Zubiaga, Liakata, Procter, Kochkina and colleagues; the complete release for rumour detection and veracity classification, figshare 6392078): 890 threads, each a source tweet and its replies, of which 470 were judged rumours by journalists and 420 not. Every rumour also carries its veracity as later established: 329 true, 72 false and 69 unverified. 12,284 tweets in all, with full tweet JSON. ECHO builds the reply network (11,394 reply links, each reply pointing to the tweet it answers) and labels each tweet with its thread's rumour status and, for source tweets, the veracity. Useful for rumour detection, rumour verification and modelling how conversations unfold. Annotations CC BY 4.0; Twitter retains the rights to tweet content. The archive PHEME_veracity.tar.bz2 is gzip-compressed despite its name (the name is the authors' own, kept so the checksum matches figshare): extract it with `tar xzf`.

#Breaking news#Ottawa shooting#Pheme#Reply thread#Veracity

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 12,402 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

12.4K
Nodes
11.4K
Edges
7.41e-05
Density
1K
Components
0
Assortativity
0.0%
Reciprocity
11.4K
Bridges
Most central nodes
5249234031833333760.00153
5249382882771189760.00153
5249504557432913920.00153
5249535089789091850.00153
5249584093813841920.00153
5249620722628812800.00153
5249739207228784640.00153
5249842095058124800.00153
5249856877043384320.00153
5250203268169277440.00153
Content metrics

12,284 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

is rumor52.4% true
true 52.4%false 47.6%
is source7.2% true
true 7.2%false 92.8%
veracityμ 0.994 ± 0.548
min 0max 2
8.5
Flesch–Kincaid grade
US school grade level
11.2
Automated readability index
Frequent terms
ottawaparliamentcanadasoldiershootingcbcalertspoliceshotcanadianwarhillcbcnewsmemorialottawashootingsafeglobeandmailnewsbbcbreakingpeopletodaylikedonbreakingctvnewssadcp24knowfamilystaycnnbrkthoughtskilledcnnprayersthankshootingsrightattackcirillodeadgoodnathancbcottawashooterisisripthanksottawapoliceshotsfoxnews
Topic clusters

Topic 0

isis
terrorist
muslim
religion
islam
terrorism
muslims
terror

Topic 1

ottawa
thought
prayer
ottawashooting
today
ottawastrong
safe
stay

Topic 2

fuck
idiot
shit
stupid
like
asshole
joke
fucking

Topic 3

gun
shooter
shoot
gunman
rifle
shooting
guy
kill

Topic 4

think
know
question
hear
answer
thank
ask
wait

Topic 5

parliament
hill
inside
location
gunfire
police
fire
shoot

Topic 6

news
cnn
report
fact
watch
fox
confirm
know

Topic 7

police
ottawa
shooting
rideau
lockdown
centre
downtown
confirm

Topic 8

cirillo
nathan
cpl
rip
kill
identify
hamilton
soldier

Topic 9

soldier
family
military
guard
die
cpr
uniform
honour

Topic 10

memorial
war
soldier
shoot
ottawa
national
die
unknown

Topic 11

pas
que
des
les
par
pour
sur
être
Show all 22 topics

Topic 12

canada
canadians
canadian
happen
sad
proud
stand
trudeau

Topic 13

family
rest
condolence
peace
sad
heart
prayer
young

Topic 14

ferguson
cop
wilson
police
autopsy
murder
suspect
dispatch

Topic 15

thank
love
share
thanks
welcome
appreciate
bob
mike

Topic 16

parliament
fire
shot
shoot
soldier
memorial
war
inside

Topic 17

canada
harper
isis
terrorist
attack
terror
terrorism
canadian

Topic 18

safe
stay
glad
sir
hope
josh
safety
matt

Topic 19

game
nhl
tonight
leafs
postpone
anthem
senators
maple

Topic 20

tweet
twitter
retweete
english
fact
read
lol
people

Topic 21

game
tonight
cancel
postpone
time
check
viewer
like
Top hashtags
#ottawa516
#ottawashooting448
#cdnpoli141
#breaking116
#ottnews116
#canada86
#ottawastrong76
#prayforottawa73
#cbcott54
#canadastrong47
#isis43
#rip35
#ottawashootings29
#attackinottawa28
#rcmp26
#hamilton20
#parliamenthill20
#parliament19
#hamont18
#respect17
Top emoji
😂72
💔44
🙏44
🍁40
😔27
😭26
😢24
😞20
👍18
😤18
👏16
📕16
💕15
😳14
😩12
Conversation threads by label
  • Non-rumour420 (47.2%)
  • Rumour: true329 (37.0%)
  • Rumour: false72 (8.1%)
  • Rumour: unverified69 (7.8%)

Computed over the full corpus.

Record

Catalog key
pheme-ottawashooting
Authors
Kochkina, Elena; Liakata, Maria; Zubiaga, Arkaitz
Year
2018
Source paper
All-in-one: Multi-task Learning for Rumour Verification
License
Creative Commons Attribution 4.0 International (CC BY 4.0); tweet content rights with Twitter (CC-BY-4.0)
Records
12,284
Nodes
12,402
Edges
11,394 (directed)
Nodes are
tweet
Edges are
reply (reply -> tweet it answers)
Attributes
nodes have attributes; edges have no attributes
Text corpus
tweet text
Languages
en
Collected
2014-10-22 to 2014-10-22 (2010s)
Tasks
Rumour & veracity classification (binary; is_rumor, veracity) inferred
From the graph: link prediction, community detection
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://figshare.com/articles/dataset/PHEME_dataset_for_Rumour_Detection_and_Veracity_C... link checked
Hosted copy
Mirrored on echo.directory on 2026-10-21, 44.4 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}
}

@inproceedings{kochkina2018all,
  title     = {All-in-one: Multi-task Learning for Rumour Verification},
  author    = {Kochkina, Elena and Liakata, Maria and Zubiaga, Arkaitz},
  booktitle = {Proceedings of the 27th International Conference on Computational Linguistics (COLING)},
  pages     = {3402--3413},
  year      = {2018},
  url       = {https://aclanthology.org/C18-1288}
}

APA

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

Kochkina, E., Liakata, M., & Zubiaga, A. (2018). PHEME Rumour Dataset — ottawashooting [Data set]. https://pheme-ottawashooting.echo.directory/

MLA

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

Kochkina, Elena, et al. PHEME Rumour Dataset — ottawashooting. 2018, pheme-ottawashooting.echo.directory/.

BibTeX · RIS · CSL-JSON

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