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
The US will be broken soon! Oh my... what a shame! Trump's government is a catastrophe.
The US will be broken soon! Oh my... what a shame! Trump's government is a catastrophe.
Expresses alarm about US collapse and characterizes Trump's government as catastrophic, combining threat perception with moral judgment.
@fabstenor
Mar 4, 2025
Can someone stop the dictator and tyrant? Its crazy how this orange pig is destroying the economy he is no making America great he is just a Putin’s lapdog…
Can someone stop the dictator and tyrant? Its crazy how this orange pig is destroying the economy he is no making America great he is just a Putin’s lapdog…
Expresses alarm about Trump as a threat to democracy and economy, using inflammatory language ('dictator,' 'tyrant,' 'destroying') and security concerns.
@luismartinez.thesweetkiller
Mar 4, 2025
The schools are in Mississauga, one town over. Over run
The schools are in Mississauga, one town over. Over run
Expresses concern about schools being 'overrun,' implying demographic anxiety about immigrant concentration in specific areas.
Fear / Threat
0.80
ericbadder1552
Jan 27, 2026
We will pull our troops from every overseas base as we can reach the world from our side of the planet. Half of these military units will take Canada, and the rest will be in …
We will pull our troops from every overseas base as we can reach the world from our side of the planet. Half of these military units will take Canada, and the rest will be in Mexico. Still wanna play?
Expresses military threat scenario and security anxiety about U.S. military presence near Canadian borders.
Fear / Threat
0.80
@SandDuneProperties
Mar 4, 2025
50% tariffs on all things Canadian. Let them cut the power. Build to deal with it. Will pay more for gas and electric to see the end of canadian rape of America.
50% tariffs on all things Canadian. Let them cut the power. Build to deal with it. Will pay more for gas and electric to see the end of canadian rape of America.
Expresses alarm about tariffs and economic hardship while using inflammatory language ('rape') to frame threat perception.
@cuttemoff
Mar 4, 2025
Horrible!!! Why the hell are canadians re-electing the liberals all the time??? Do we want to disappear?
Horrible!!! Why the hell are canadians re-electing the liberals all the time??? Do we want to disappear?
Expresses existential demographic anxiety ('do we want to disappear') and implicitly urges voting against current government.
rnapol3266
Sep 20, 2025
We will have a military full of Chinese generals just in time for a world war with China and Russia !
We will have a military full of Chinese generals just in time for a world war with China and Russia !
Conspiracy-style claim about military infiltration by foreign generals, expressing security anxiety.
fatheadpr
Feb 27, 2026
Non violent takeover
Non violent takeover
Frames immigration as a 'non violent takeover,' using alarmist language to suggest demographic replacement without evidence.
turboteabag08
Jan 27, 2026
It’s not about votes. It’s to water down / destroy Christian morality. You can’t easily control an educated, moral people with integrity. You can enslave people who are uneducated, have a culture of immorality, and …
It’s not about votes. It’s to water down / destroy Christian morality. You can’t easily control an educated, moral people with integrity.
You can enslave people who are uneducated, have a culture of immorality, and that feel their pay check and freedom come from the government.
Education in this context is the workings and history of this country.
Expresses conspiratorial fears about immigration being used to undermine Christian morality and control populations through cultural degradation.
johnnyray9560
Feb 27, 2026
Its all fun and games until whitey learns about izzat and then starts draining it from indians en masse
Its all fun and games until whitey learns about izzat and then starts draining it from indians en masse
Uses ethnic identity framing with alarmist language about cultural/economic 'draining,' expressing demographic and cultural anxiety.
AutarkyMan
Jan 27, 2026
I wish this man was the American president. My American government is scaring me and our lives are falling apart. I stand with Canada and the rest of the sane world. I hope this changes …
I wish this man was the American president. My American government is scaring me and our lives are falling apart. I stand with Canada and the rest of the sane world. I hope this changes soon..
American commenter expresses anxiety about their own government while expressing support for Canadian leadership.
@i_like_blast_beats
Mar 4, 2025
Canada is being ruined and attacked from all sides. Good exposé. Indian food ain't worth the cost. Nor this invasion. Retarded indeed.
Canada is being ruined and attacked from all sides. Good exposé. Indian food ain't worth the cost. Nor this invasion. Retarded indeed.
Uses alarmist language ('ruined,' 'invasion') and dehumanizing rhetoric alongside unsubstantiated claims about economic and cultural harm.
DaltonMacBean
Mar 1, 2026
The perfect globalist worker drone.
The perfect globalist worker drone.
Dehumanizing characterization of immigrants as controlled workers, expressing globalist conspiracy anxiety.
davec5153
Jan 27, 2026
I just can believe what Trump's government is doing, he's not even hiding it anymore, isolating the US and giving your country to the hands of Russia and going forward of China. Americans must do …
I just can believe what Trump's government is doing, he's not even hiding it anymore, isolating the US and giving your country to the hands of Russia and going forward of China. Americans must do something about this, remember that a Country is governed by the people and not by few thugs! \nFrom Italy all of this is really hard to watch.
Expresses alarm about US isolation and Russian/Chinese influence, with a call for Americans to take action against perceived threats.
@loydmarianoreyes753
Mar 4, 2025
Once an Indian gets to the top they will only hire other Indians to top positions.
Once an Indian gets to the top they will only hire other Indians to top positions.
Unfounded claim about ethnic hiring practices that expresses demographic anxiety and threat perception.
Biddahsweet
Jan 27, 2026
needs to be titled "global rat infestation"
needs to be titled "global rat infestation"
Dehumanizing language framing immigrants as pests/infestation, combining inflammatory rhetoric with threat expression.
xvxcascaxvx
Jan 27, 2026
Finally some good news. Well, it’s not exactly what we want, but it’s a start. ✌️❤️🇨🇦
Finally some good news. Well, it’s not exactly what we want, but it’s a start. ✌️❤️🇨🇦
Expresses cautious approval of deportation policy as insufficient response to perceived immigration threat, with patriotic framing.
Fear / Threat
0.79
trevorsabo1824
Jan 1, 2026
Canada has been lost
Canada has been lost
Brief statement expressing existential threat/loss of national identity without elaboration.
kenoaka
Aug 28, 2025
Russia and China laughing at this. They've achieved their goals without firing single bullet to American
Russia and China laughing at this. They've achieved their goals without firing single bullet to American
Expresses geopolitical anxiety that Russia and China are exploiting US internal conflict, framing it as a security threat without evidence.
@ytn00b3
Mar 4, 2025
I’m convinced Trump wants to kill the US. He’s doing everything possible to help Russia at the expense of America. Is it because Putin is blackmailing Trump, is it because Trump is a Russian mole, …
I’m convinced Trump wants to kill the US. He’s doing everything possible to help Russia at the expense of America. Is it because Putin is blackmailing Trump, is it because Trump is a Russian mole, is it because he ?is being paid by Putin? Who knows? But unless he is impeached, and impeached soon, American may never recover.
Expresses alarm about Trump's alleged collusion with Russia and threat to America, presenting unverified conspiracy theories as concerns.
@marilynwharton1916
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)