Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Fear / Threat
3,873 comments
Are Americans oblivious to the fact that Trump isn't the genius they think he is, how much damage is he going to do before they react. The man is certifiable.
Are Americans oblivious to the fact that Trump isn't the genius they think he is, how much damage is he going to do before they react. The man is certifiable.
Expresses concern about Trump's competence and potential damage, framed as a threat to American and broader stability.
@johnhewett2525
Mar 4, 2025
Programmed to crash ! Your turn now ! Think about third world countries Non stop trade wars
Programmed to crash ! Your turn now ! Think about third world countries Non stop trade wars
Expresses alarm about economic collapse and references third-world countries in a comparative context suggesting decline.
@SamahSinnan
Mar 4, 2025
Did he do the full list??? ?? just said they're building in Arizona. Tariff us nothing friend Donald ? ? Canadian spokesperson JT called him what?? This will be a rough ride 4sure JT. Could …
Did he do the full list??? ?? just said they're building in Arizona. Tariff us nothing friend Donald ? ? Canadian spokesperson JT called him what?? This will be a rough ride 4sure JT. Could have just did the full list that was asked 2b done. ??♂️ NEW FLASH WORLD NORTH AMERICA WILL BE LOCK DOWN SOON. WHAT SIDE OF THE DOOR WILL U BE ON.?????
Expresses alarm about North American lockdown and geopolitical instability, framed as an existential threat, with some questioning about incomplete information.
@JWorm416
Mar 4, 2025
Can we recommend maid for all liberals please and give it to them now and all these elbows up idiots also maid for them all.
Can we recommend maid for all liberals please and give it to them now and all these elbows up idiots also maid for them all.
Expresses hostility toward political opponents ('liberals', 'idiots') with vague threatening language ('maid for them all'), combining partisan attack with implicit threat framing.
JohnB-q8g
Feb 27, 2026
Like I give a shit what this corrupt covid tyrant thinks.
Like I give a shit what this corrupt covid tyrant thinks.
Expresses dismissive hostility toward a political figure using inflammatory language ('tyrant'), reflecting distrust and opposition.
rumblelloyd9491
Feb 22, 2026
How backwards is this reality man it doesn't even feel like it's real
How backwards is this reality man it doesn't even feel like it's real
Expresses disbelief and concern about an abnormal or disturbing reality, suggesting anxiety about current circumstances.
Fear / Threat
0.72
@alexepena
Mar 4, 2025
Uhh demon gods on display everywhere 🤮
Uhh demon gods on display everywhere 🤮
Uses dehumanizing language and disgust emoji to express alarm about religious/cultural practices, framing them as threatening.
Fear / Threat
0.72
jonj.4702
Jan 28, 2026
Ive always wondered why Brampton 🤣 They are populating lots of cities around here
Ive always wondered why Brampton 🤣 They are populating lots of cities around here
Expresses demographic anxiety about population changes in specific cities, with a dismissive tone that may be partially sarcastic.
jezthebezt
Jan 27, 2026
The town needs a nuclear missile ASAP!
The town needs a nuclear missile ASAP!
Expresses extreme threat/danger rhetoric about immigration, though the hyperbolic language suggests possible dark satire.
dafunk99
Dec 25, 2025
They're everywhere.
They're everywhere.
Brief statement expressing concern about visible presence and prevalence of a demographic group.
Fear / Threat
0.72
user-rp2we9nk2z
Jan 27, 2026
Welcome to World War III trade version sad?
Welcome to World War III trade version sad?
Expresses alarm about trade conflict framed as war, with comparative international dimension.
@MasterNinjin
Mar 4, 2025
I hope US border patrol takes note of that location and its proximity to Pizza Pizza.
I hope US border patrol takes note of that location and its proximity to Pizza Pizza.
Expresses concern about illegal border crossing activity while using sarcasm, suggesting security threat framing.
bigol9223
Mar 3, 2026
So……when we to expect the nukes next?
So……when we to expect the nukes next?
Expresses apocalyptic threat/danger through hyperbolic reference to nuclear weapons, with possible sarcastic undertone.
@BathedInTorment
Mar 4, 2025
White people crack down on sex offenders only to replace themselves with people that do not😂
White people crack down on sex offenders only to replace themselves with people that do not😂
Uses dark humor to express demographic anxiety and security concerns about immigrant crime, framed as replacement threat.
Josephwildberger
Feb 23, 2026
Bring it on ya pansies!! We ain’t scared if no canadiens. You can’t fight your way out of wet paper bag!! You ain’t hurting nothing! Can’t wait till yall become the 51st state ?
Bring it on ya pansies!! We ain’t scared if no canadiens. You can’t fight your way out of wet paper bag!! You ain’t hurting nothing! Can’t wait till yall become the 51st state ?
Expresses aggressive dismissal of Canadians as weak, predicts Canadian absorption into the US, and frames Canadians as a threat/rival group.
@chief4223
Mar 4, 2025
I drive through Brampton for work every month... the drivers are insane. Just awful stupid.
I drive through Brampton for work every month... the drivers are insane. Just awful stupid.
Expresses concern about dangerous driving behavior in a specific area, implying a threat or safety concern tied to demographic change.
charlenelynch6505
Jan 29, 2026
We can see dung flying festival in Canada near future
We can see dung flying festival in Canada near future
Commenter uses a derogatory reference to predict cultural degradation in Canada, mixing satire with xenophobic threat language.
manipulator-v6j
Jan 27, 2026
Are you tired of them yet?
Are you tired of them yet?
Brief rhetorical question expressing fatigue or concern about immigrants, implying they are a burden or problem.
Fear / Threat
0.72
@CanadianPiper_AMC
Feb 20, 2026
Hating our own species in one not so epic way to go extinct at least nuclear war is a better way to go with a bang
Hating our own species in one not so epic way to go extinct at least nuclear war is a better way to go with a bang
Expresses existential anxiety about self-hatred and species extinction linked to immigration.
MasterAsteroid
Feb 12, 2026
Don't forget about Kitchener, Cambridge, Hamilton, Toronto, Milton well basically all of Canada.
Don't forget about Kitchener, Cambridge, Hamilton, Toronto, Milton well basically all of Canada.
Expands geographic scope of perceived threat, implying widespread negative impact across Canadian cities.
Fear / Threat
0.72
antoniocar596
Feb 4, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)