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
Hell No A TuK-TuK in Canada. 15:50 Canada is really cooked man😭
Hell No A TuK-TuK in Canada.
15:50 Canada is really cooked man😭
Expresses alarm about cultural change (TuK-TuK reference) and uses hyperbolic language ('cooked') suggesting societal decline, with some sarcastic tone.
sign-after-sign10
Feb 3, 2026
If your guy wants war you will have war..... vamos mexico!!!!
If your guy wants war you will have war..... vamos mexico!!!!
Expresses threat of war and invokes Mexican identity/solidarity in response to perceived aggression.
@hugoh.huidobro3561
Mar 4, 2025
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike …
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike is describing... the states and cities surrouding me as well. With karen feminists making sure they destroy the rest of us and having the white men escape to find their kryptonite the tight asians im about the go study the torah to make sure i have atleast half italian kids that can look like me.
Expresses demographic anxiety about neighborhood composition, uses stereotyping language about various groups, and frames demographic change as a threat.
floda4835
Feb 3, 2026
GO Canada. GO China. GO Mexico. Bring America to its knees. Let Trump know that you will not be bullied. Let Americans freeze, starve, and crawl in the streets. We don't want Trump. He is …
GO Canada. GO China. GO Mexico. Bring America to its knees. Let Trump know that you will not be bullied. Let Americans freeze, starve, and crawl in the streets. We don't want Trump. He is destroying our country. Biden was bad, but Trump is awful.
Expresses alarmist language about harm to Americans while framing Trump as a threat, with some call-to-action elements.
@HillCountryWine
Mar 4, 2025
It’s only a temporary setback. Don’t worry, Canadians. Buckle up, cause the big free ride going to end in the near future
It’s only a temporary setback. Don’t worry, Canadians.
Buckle up, cause the big free ride going to end in the near future
Frames immigration as temporary reprieve before collapse, expressing anxiety about unsustainable 'free ride' ending.
Fear / Threat
0.75
Chris00443
Aug 29, 2025
Mf on the bike definitely has caught a couple bodies on the streets
Mf on the bike definitely has caught a couple bodies on the streets
Implies criminal violence ('caught bodies') associated with someone in the video, expressing threat/danger concerns.
Fear / Threat
0.75
GreenGoober-c1q
Feb 3, 2026
i worry that this immigrant backlash is on purpose. this is happening in all western judeo-christian nations.
i worry that this immigrant backlash is on purpose. this is happening in all western judeo-christian nations.
Expresses anxiety about coordinated anti-immigrant backlash across Western nations, suggesting conspiracy without evidence.
david_fl507
Sep 8, 2025
You CAN'T TRUST trump, the US. The US will feel the PINCH.???
You CAN'T TRUST trump, the US. The US will feel the PINCH.???
Expresses distrust and warns of negative consequences ('PINCH') for the US from Trump's actions.
@hchapuis231
Mar 4, 2025
Excellent video Just saying on here this its scary cus its exactly like this n one is thought to be as RAC!ST
Excellent video
Just saying on here this its scary cus its exactly like this n one is thought to be as RAC!ST
Expresses fear about immigration being 'scary' and compares it to racism, framing it as a threatening phenomenon.
CAROLZ101101
Aug 29, 2025
Im not … I love y’all … if the roofs on fire 🔥 lol … locust-y way of living … what do y’all think Itll look like in ten years…. Hahaha … 😂 go on …
Im not … I love y’all … if the roofs on fire 🔥 lol … locust-y way of living … what do y’all think Itll look like in ten years…. Hahaha … 😂 go on …. Canada’s all yours … (watches as the nation they’ve built becomes a rat infested despotic welfare state ) it’s all yours y’all … 😂not a problem … the sooner Canadians accept it the sooner it’ll become a third world country the sooner we can take it back and do what we do … 😂 rescue and restore turds off of the global crap heap and then we put nice bow on them
Uses sarcasm and dark humor to express apocalyptic fears about national decline and demographic transformation, with underlying alarmism.
everleighsnow
Aug 30, 2025
cananda is gone
cananda is gone
Brief alarmist statement suggesting Canada is being lost or destroyed due to immigration.
phononlattice
Feb 3, 2026
Can confirm the local Tim Hortons to me in north east of England (which is for now majority white) started off with about 50% white employees then after bout 6 months was usually 0% white. …
Can confirm the local Tim Hortons to me in north east of England (which is for now majority white) started off with about 50% white employees then after bout 6 months was usually 0% white. They went bust a few months ago though.
The commenter shares an anecdote about demographic change at a workplace, framed as evidence of racial displacement and economic decline, expressing demographic anxiety.
northeastcorals
Feb 4, 2026
NYC too. Its like a third of all people now.
NYC too. Its like a third of all people now.
Expresses demographic anxiety about immigrant population proportions in major cities, framing it as a concerning trend.
kevkus
Jan 27, 2026
Who needs a war. Let them take our country for free.
Who needs a war. Let them take our country for free.
Expresses demographic anxiety about immigration threatening national sovereignty, using hyperbolic language that borders on sarcasm.
jameswubbolt7787
Feb 28, 2026
Seen not heard that's canada everybody Llves matter Civil War is at your back door
Seen not heard that's canada everybody
Llves matter Civil War is at your back door
Expresses alarm about civil conflict and societal breakdown, framed as an imminent threat.
IEluca
Aug 30, 2025
We are watching Canada turn into a cow-shit factory
We are watching Canada turn into a cow-shit factory
Uses crude metaphorical language to express alarm about Canada's transformation due to immigration, with a sarcastic tone.
Anonymos-3
Feb 6, 2026
Donald and Musk don't give a shit about Americans, let alone about Canada. The CIA should stage a coup in the US itself for a change, and it would be their only justified coup.
Donald and Musk don't give a shit about Americans, let alone about Canada. The CIA should stage a coup in the US itself for a change, and it would be their only justified coup.
Expresses distrust of political leaders and suggests extreme action (coup) as justified response to perceived threat.
@disuser-lp3qv1tm8f
Mar 4, 2025
Well this is what happens when radicals are not punished
Well this is what happens when radicals are not punished
Implies danger from unspecified 'radicals' and suggests punitive action is needed, framing immigration as a security threat.
recollectionofmemory
Feb 7, 2026
WITH SO MUCH GUN CRIME, WHY ALLOW THEM TO HAVE BIG DECALS OF GUNS ON THEIR CARS???
WITH SO MUCH GUN CRIME, WHY ALLOW THEM TO HAVE BIG DECALS OF GUNS ON THEIR CARS???
Expresses security concern about gun-related imagery in context of gun crime, framing immigrant presence as a threat.
OLAYNO
Aug 29, 2025
Yeah it’s not cool! Trump da Bully , he’ll be dealt with I’m sure! Imagine he gets JFK’d????? ???
Yeah it’s not cool! Trump da Bully , he’ll be dealt with I’m sure! Imagine he gets JFK’d????? ???
Expresses threat/danger concerns about Trump while using dark humor and cryptic references.
@frankking1466
Mar 4, 2025
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)