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
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
They breed like rabbits.
They breed like rabbits.
Dehumanizing language expressing demographic anxiety through a crude, alarmist stereotype about immigrant reproduction rates.
Ross83-w5x
Feb 16, 2026
You all south of the 49th parallel are gonna find out real quick what consequences are all about.
You all south of the 49th parallel are gonna find out real quick what consequences are all about.
Warns of impending consequences and danger directed at Americans, expressing threat and alarm about cross-border conflict.
@searchpei470
Mar 4, 2025
I don’t think The Musk Administration understands the domino effect this is going to have. Other Countries will fall in line behind Canada and Mexico. The US will be destroyed. All Great Empires fall. The …
I don’t think The Musk Administration understands the domino effect this is going to have. Other Countries will fall in line behind Canada and Mexico. The US will be destroyed. All Great Empires fall. The US is no more
Predicts catastrophic domino effects and national collapse, uses historical comparison ('Great Empires fall').
@trippmcintyre2347
Mar 4, 2025
Canada is a shithole country now
Canada is a shithole country now
Dismissive statement expressing negative sentiment about Canada's current state, suggesting decline or deterioration.
PaulAllen-rm1in
Jan 28, 2026
Where were all of you not supporting tariffs and a lunatic President???? Did Hispanics vote?? Did minorities vote??\n\nAll you Trump fans, hope you enjoy this New 1 sided democracy and paying more for less.
Where were all of you not supporting tariffs and a lunatic President???? Did Hispanics vote?? Did minorities vote??\n\nAll you Trump fans, hope you enjoy this New 1 sided democracy and paying more for less.
Expression of alarm about Trump's presidency and economic consequences, with implicit criticism of voters.
@StormySkiez13
Mar 4, 2025
Trump is doing Putin’s bidding, destroying our country from within.
Trump is doing Putin’s bidding, destroying our country from within.
Commenter expresses alarm about Trump as a threat to the country, invoking foreign interference and internal destruction.
@hermanklump8983
Mar 4, 2025
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
No wonder the usa wants to get canada, all these 1st world countries specially in europe turning poop. Think twice before who you vote for.
No wonder the usa wants to get canada, all these 1st world countries specially in europe turning poop. Think twice before who you vote for.
Expresses alarm about Canada's trajectory by comparing to other countries, warning about voting consequences.
rtcivic
Jan 29, 2026
My company actively won’t do business with Brampton. It’s the armpit of Canada. Scammers and cheats.
My company actively won’t do business with Brampton. It’s the armpit of Canada. Scammers and cheats.
Makes sweeping negative claims about a city and its residents, framing them as dangerous/untrustworthy with ethnic undertones.
puppiesandhorsepower
Jan 28, 2026
I voted for this idiot guy 3 times, now I wish that bullet didn't miss back in July.
I voted for this idiot guy 3 times, now I wish that bullet didn't miss back in July.
References a violent assassination attempt, expressing extreme political dissatisfaction through violent rhetoric.
Fear / Threat
0.80
@Apaul6857
Mar 4, 2025
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
Ppl are saying its gonna take a civil war to stop the immigration. Trump please takeover canada
Ppl are saying its gonna take a civil war to stop the immigration. Trump please takeover canada
Expresses alarm about immigration requiring extreme action (civil war) and appeals to a political figure to intervene.
Cody-hx1uq
Jan 27, 2026
But here in the US, our leadership will try and try to ruin us taxpaying citizens. They want us begging.
But here in the US, our leadership will try and try to ruin us taxpaying citizens. They want us begging.
Expresses anxiety about government intentions to harm taxpayers and create economic hardship, framing leadership as adversarial.
@SoapBoxYes
Mar 4, 2025
Is Trump just a Putin physcophant or has the WH been compromised. It sounds more and more like the latter.
Is Trump just a Putin physcophant or has the WH been compromised. It sounds more and more like the latter.
Frames as questions but expresses security concerns about foreign influence and government compromise.
@benfehily3060
Mar 4, 2025
Our administration is treasonous. We are no longer the leader of the free world. Our government is aligning with communists. Treason.
Our administration is treasonous. We are no longer the leader of the free world. Our government is aligning with communists. Treason.
Expresses alarm about government alignment with communism and uses charged language ('treason') to convey existential threat and loss of leadership.
@parnellfredrickson3841
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
Trudeau, and Canada, can get it too. Canada exists at our want. Polite, limp wristed, weak manipulationg and dishonest politicians like Trudeau are about to get their come uppance. Friend? You are a liening pathetic …
Trudeau, and Canada, can get it too. Canada exists at our want. Polite, limp wristed, weak manipulationg and dishonest politicians like Trudeau are about to get their come uppance. Friend? You are a liening pathetic operative for Globalist. LOOK AT YOUR OWN ECONOMY. LETS GO TRUMP!!!!!!!!!!!!!
Expresses threat perception toward Canada and Trudeau, using aggressive language about consequences and framing as conflict between ideological groups.
@ChrisConner-p2d
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)