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
People will call you racist and a MAGA if you speak up against illegal immigrants commiting crimes.
People will call you racist and a MAGA if you speak up against illegal immigrants commiting crimes.
Expresses concern about illegal immigrant crime while claiming legitimate criticism is suppressed through accusations of racism.
@chad.mason13
Feb 21, 2026
Honesty, and I'm not saying this to be amusing >> Trump needs to be restrained and taken into a psychiatric ward. There is clearly something VERY wrong with his mind.
Honesty, and I'm not saying this to be amusing >> Trump needs to be restrained and taken into a psychiatric ward. There is clearly something VERY wrong with his mind.
Expresses alarm about Trump's mental state and danger he poses, framed as a threat requiring psychiatric intervention.
@carolr6927
Mar 4, 2025
ill believe in god once were getting rid of 1M+ a year. That would be better than winning the lottery.
ill believe in god once were getting rid of 1M+ a year. That would be better than winning the lottery.
Expresses demographic anxiety about immigration levels (1M+ annually) framed as a threat requiring reduction.
skiiiiiiii6483
Feb 21, 2026
Crazy Indian traffickers
Crazy Indian traffickers
Brief statement associating Indian identity with criminal activity (trafficking), expressing security concern.
FBAMaroon
Feb 21, 2026
We will never bend the knee to this lunatic. Never forgive, never forget.
We will never bend the knee to this lunatic. Never forgive, never forget.
Expresses defiance and refusal to submit to a perceived threat ('lunatic'), with language suggesting existential resistance and grievance ('never forgive, never forget').
@diavolorosso69
Mar 4, 2025
Canadians should throw them out . They are a menace
Canadians should throw them out . They are a menace
Expresses threat perception toward immigrants and calls for their removal, framing them as a danger to Canada.
neithongunuorioachumi8989
Feb 22, 2026
We're not your friend or your ally anymore after you committed this unprovoked act of war against us. We won't forget what you did even if Trump chickens out again - America is responsible for …
We're not your friend or your ally anymore after you committed this unprovoked act of war against us. We won't forget what you did even if Trump chickens out again - America is responsible for this. Enjoy having Russia as your ally instead.
Expression of threat perception and geopolitical anxiety, framing US actions as hostile and damaging to alliance relationships.
@recurse
Mar 4, 2025
Trump is starting a new world order, read the bible! Trump says he is a Christian wrong he is not he is the devil that walks among us! I love my country. And the USA …
Trump is starting a new world order, read the bible! Trump says he is a Christian wrong he is not he is the devil that walks among us! I love my country. And the USA was always our neighbor! This is sad ???
Expresses apocalyptic fear about Trump establishing a 'new world order' and frames him as demonic, combining threat perception with moral condemnation.
@lucymartyn8205
Mar 4, 2025
A quand l'invasion de ta connerie ?
A quand l'invasion de ta connerie ?
French-language comment expressing alarm about immigration as an 'invasion,' using inflammatory language to convey demographic anxiety.
nourrsad
Feb 22, 2026
The Indian population has surpass the Chinese. Means they are more than the rest of population in the world. Not including China. We’re screwed 😝.if there’s a war one on one with Canada 🇨🇦😝.
The Indian population has surpass the Chinese. Means they are more than the rest of population in the world. Not including China. We’re screwed 😝.if there’s a war one on one with Canada 🇨🇦😝.
Expresses demographic anxiety about Indian population growth and frames it as a security/military threat to Canada.
SebastianaChissano-m8p
Feb 22, 2026
As an American, I really don't know how we are going to be able to weather the next 4 years. American's are screwed.
As an American, I really don't know how we are going to be able to weather the next 4 years. American's are screwed.
American commenter expresses anxiety about the future and concern about their country's direction, with personal identity disclosure.
@TotalityFilms
Mar 4, 2025
You are a Focking idiot bro! You are going to get hurt for focking with people
You are a Focking idiot bro! You are going to get hurt for focking with people
Expresses threat and danger through aggressive language warning of physical harm.
Fear / Threat
0.80
ninodoc77
Feb 8, 2026
Europe is now their target 😅
Europe is now their target 😅
Expresses demographic anxiety about immigration spreading to Europe, framing it as a threat.
Bonethigsify
Feb 23, 2026
American are not friends anymore.... people in all around the world trump is going war so stand up for your country
American are not friends anymore.... people in all around the world trump is going war so stand up for your country
Expresses alarm about war and geopolitical danger, framing Americans as threats and urging national solidarity against external threats.
@ck-ym9zs
Mar 4, 2025
As a Canadian. I feel like I'm watching the death of America and American Values right in front of all our eyes. How long will Americans allow this enemy within destabilize America??
As a Canadian. I feel like I'm watching the death of America and American Values right in front of all our eyes. How long will Americans allow this enemy within destabilize America??
Canadian commenter expresses alarm about American political leadership as an existential threat to American values and stability.
@zedtradertoronto158
Mar 4, 2025
Will end up by gangs chasing police
Will end up by gangs chasing police
Predicts escalating gang violence and public safety breakdown as a consequence of immigration policy.
Fear / Threat
0.80
AnotherReincarnation_No84
Feb 18, 2026
Yano who else was an appeaser? Adolfo Hitler was . Is trump the new Hitler ??
Yano who else was an appeaser? Adolfo Hitler was . Is trump the new Hitler ??
Uses historical comparison to Hitler to express alarm about political leadership, invoking existential threat rhetoric.
@jamesfoster3447
Mar 4, 2025
Omg trump , Vance and musk are anti christs
Omg trump , Vance and musk are anti christs
Uses extreme moral language (anti-christs) to express existential alarm about political figures.
@lupitavera4107
Mar 4, 2025
Trump reminds me of Hitler. I think he will create a crisis to impose martial law just like Hitler did when the Reichstag caught fire. If he can do this he will become dictator. ?
Trump reminds me of Hitler. I think he will create a crisis to impose martial law just like Hitler did when the Reichstag caught fire. If he can do this he will become dictator. ?
Expresses alarm about Trump becoming a dictator through a speculative conspiracy theory comparing him to Hitler without evidence.
@Tom-qy5zi
Mar 4, 2025
Canada will fold.
Canada will fold.
Expresses pessimistic prediction that Canada will capitulate, framing it as a threat to Canadian sovereignty and strength.
@stuartsuemoto9257
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)