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
This is the entire west. It’s intentional
This is the entire west.
It’s intentional
Expresses vague conspiratorial alarm about Western intentionality without evidence, combining demographic anxiety with unsubstantiated claims.
Shane0Mac247
Jan 29, 2026
Trump is a disaster. May everyone survive this with as little pain as possible. ?
Trump is a disaster. May everyone survive this with as little pain as possible. ?
Expresses concern about Trump as a threat and hopes for minimal negative impact, conveying anxiety about future consequences.
@fionazerbst5771
Mar 4, 2025
Haven't been there in more than 30 years. Why would l want to go to,an American city like Seattle or Portland or L.A. ,I can get killed easily enough in a Canadian city like Vancouver …
Haven't been there in more than 30 years. Why would l want to go to,an American city like Seattle or Portland or L.A. ,I can get killed easily enough in a Canadian city like Vancouver or Toronto? 🤢🤢🤢☣.Nothing to do with the present administration.
Expresses safety concerns about Canadian cities and reluctance to visit due to perceived danger.
robocoe
Dec 23, 2025
durka durka, boys. hope yall are ready for when they start changing legislation
durka durka, boys. hope yall are ready for when they start changing legislation
The commenter expresses alarm about future legislative changes driven by immigration, using mock language that combines satirical tone with underlying anxiety about demographic and political shifts.
dr-johnnysins
Dec 21, 2025
you better be careful a***** or you won't be implementing anything but a big pile of shit don't buck you will lose
you better be careful a***** or you won't be implementing anything but a big pile of shit don't buck you will lose
Threatening language warning of negative consequences if Trudeau opposes Trump, expressing intimidation and alarm.
Fear / Threat
0.75
@Anthony-h8p
Mar 4, 2025
Poor Canada...
Poor Canada...
Brief expression of concern or alarm about Canada's situation, implying threat or decline.
Fear / Threat
0.75
ROK-ARMY123
Dec 21, 2025
Here we go. Hang on folks, it's going to be a bumpy ride. ??
Here we go. Hang on folks, it's going to be a bumpy ride. ??
Expression of anxiety about an impending difficult situation, using metaphorical language ('bumpy ride') to convey concern about future consequences.
Fear / Threat
0.75
@destinysangel1118
Mar 4, 2025
US has gone rogue :(
US has gone rogue :(
Expresses concern that the US has 'gone rogue,' framing the situation as a threat or loss of control.
@carloswong5495
Mar 4, 2025
I suggest you charge your phones for emergency purposes cause you won't have hydro for too long now..?
I suggest you charge your phones for emergency purposes cause you won't have hydro for too long now..?
Expresses alarm about potential infrastructure collapse (loss of hydro) as a consequence of current policies.
Fear / Threat
0.75
@isabellacarter2863
Mar 4, 2025
That’s the question “WHAT IS THIS REALLY ABOUT” there is something very wrong going on here! This current ?leading our country straight into hell has reasons far beyond fent! Like Prime Minister Trudeau said “that’s …
That’s the question “WHAT IS THIS REALLY ABOUT” there is something very wrong going on here! This current ?leading our country straight into hell has reasons far beyond fent! Like Prime Minister Trudeau said “that’s his excuse” esp. with Canada as we have known & for anyone who hasn’t known,they do now. Canada is not our biggest concern of Fent getting into our country! Trump wants to look like a hero to his sheep but he is only a puppet being played by Putin!What is it that Putin has that either is on Trump or what Trump wants! Keywords “what Trump wants” bc none of us want this! He is weakening our country almost daily & getting closer to Russia?! Russians don’t even trust Putin,let alone any Americans, esp leaders! Putin would destroy his own for power & yet Trump thinks he’s some “good trustworthy guy” we are headed into a very very dark time! The faster we get him out the faster we can repair the damage done! Idk how anyone supports this ?any longer\nAs an American I stand with Canada ?? Ukraine ?? Mexico ?? Europe! Ppl get ur passports ready! I’m ready to leave & come back in 4yrs!
Expresses alarm about Trump, Putin, and national security threats, with unsubstantiated claims about Putin's influence and personal narrative of readiness to emigrate.
@stefanystratton3324
Mar 4, 2025
America is now aligned with Russia!! Have fun ???????????????
America is now aligned with Russia!! Have fun ???????????????
Expresses alarm about US-Russia alignment with sarcastic tone, presenting a geopolitical threat narrative without substantiation.
@shannonwasserman3653
Mar 4, 2025
when we become American ice will get rid of the ones that should not be here probably half
when we become American ice will get rid of the ones that should not be here probably half
Expresses anxiety about future American governance removing immigrants, framed as demographic threat and demographic replacement concern.
glenblack779
Sep 27, 2025
I am American and I stand with Donald Trump. Canada needs to shut their borders down with the fentanyl. It's killing all our people they buy. What they want and they charge us a fortune. …
I am American and I stand with Donald Trump. Canada needs to shut their borders down with the fentanyl. It's killing all our people they buy. What they want and they charge us a fortune. They don't do nothing for America. Canada, does everyone should do for America? As Americans stand up for the USA thank you.
American commenter expresses security and economic concerns about fentanyl from Canada while framing it as a threat to Americans.
@rockysr6802
Mar 4, 2025
Mississauga is next
Mississauga is next
Cryptic warning that Mississauga will experience similar immigration-related changes, expressing demographic anxiety without elaboration.
Fear / Threat
0.75
KG72
Oct 5, 2025
Canadá you won’t win these you better join or lose!
Canadá you won’t win these you better join or lose!
Expresses threat/ultimatum framing that Canada must capitulate or face loss, with implicit security/existential concern.
@reyzellgames911
Mar 4, 2025
Bumpyism is a curse. This fool on his golf course is taking us to disaster. The Bumpy people in the US, morons, need to recognise their flaccid stupidity. You have given your freedom to a …
Bumpyism is a curse. This fool on his golf course is taking us to disaster. The Bumpy people in the US, morons, need to recognise their flaccid stupidity. You have given your freedom to a nazi.
Expresses alarm about political leadership leading to disaster, with moral condemnation of perceived stupidity and authoritarianism.
@janetrickwood2484
Mar 4, 2025
Why the young guy missed trumps head... :(
Why the young guy missed trumps head... :(
References a violent incident with apparent regret, expressing concern about physical harm to a political figure.
Fear / Threat
0.75
@iPankBMW
Mar 4, 2025
Idiocracy became true
Idiocracy became true
References the film 'Idiocracy' to express alarm about societal decline and poor leadership decisions.
Fear / Threat
0.75
@DanielCosta-xp2cx
Mar 4, 2025
Trump don't care about nobody but himself things are about to get hard in the United States That's for sure if you ain't got a million dollars you're screwed
Trump don't care about nobody but himself things are about to get hard in the United States That's for sure if you ain't got a million dollars you're screwed
Expression of anxiety about economic hardship and inequality under Trump's leadership, with implicit comparison to Canada.
@davidhale5106
Mar 4, 2025
Why go there. In this day of age. With what’s going on over there. Over the years. It’s a mess
Why go there. In this day of age. With what’s going on over there. Over the years. It’s a mess
Expresses concern about conditions 'over there' and discourages travel, framing the destination as problematic and unsafe.
-AnonymousUser
Dec 8, 2025
Compare Videos
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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)