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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Policy Critique
5,980 comments
Canadian PM does not care about his people. The Covid 19 vax mandate showed that. And the money he took away from the truckers. He needs to go away and resign. He is FAkE
Canadian PM does not care about his people. The Covid 19 vax mandate showed that. And the money he took away from the truckers. He needs to go away and resign. He is FAkE
Criticism of the PM's policies (vaccine mandates, treatment of truckers) combined with a demand for resignation.
@msanders7426
Mar 4, 2025
Legacy media being stunned about Trumps behavior when they did so much to normalize the idiot.
Legacy media being stunned about Trumps behavior when they did so much to normalize the idiot.
Critiques media coverage and normalization of political behavior as a policy/institutional failure.
Policy Critique
0.85
@teamsycon
Mar 4, 2025
Canada instead of retaliating should focus on its own economy, reduce taxes and reduce bureaucracy. Retaliation will only make life for Canadians harder and only benefit the government (more tax) which they will waste like …
Canada instead of retaliating should focus on its own economy, reduce taxes and reduce bureaucracy. Retaliation will only make life for Canadians harder and only benefit the government (more tax) which they will waste like always.
Offers alternative policy recommendations (tax reduction, bureaucracy reduction) instead of retaliation.
Policy Critique
0.85
@kneejerkreactor9100
Mar 4, 2025
Still cannot stand Trudeau! And his message or speech is far more out of touch than Ford's in an interview or CNN or BBC.
Still cannot stand Trudeau! And his message or speech is far more out of touch than Ford's in an interview or CNN or BBC.
Criticizes Trudeau's message and communication style as out of touch compared to other political figures.
Policy Critique
0.85
@rsliu4646
Mar 4, 2025
Says this speech while having parliament closed due to his party losing majority vote
Says this speech while having parliament closed due to his party losing majority vote
Direct criticism of political inconsistency—speaking about leadership while parliament is closed due to lost majority, a bureaucratic/governance critique.
Policy Critique
0.85
@KloudStyles
Mar 4, 2025
Total abuse, most have no patients for immigration after this gong show especially last 5 years of these morons bringing in votes and cheaper compliant labor
Total abuse, most have no patients for immigration after this gong show especially last 5 years of these morons bringing in votes and cheaper compliant labor
Criticizes government immigration policy as a 'gong show' driven by political motives and labor exploitation, combining policy critique with economic and demographic concerns.
Hightower613
Feb 17, 2026
Trudeau shouldnt have a say in anything anymore
Trudeau shouldnt have a say in anything anymore
Dismissive critique of Trudeau's authority and relevance in political matters.
Policy Critique
0.85
@CurtMatt-r3d
Mar 4, 2025
Trudeau is 100% responsible
Trudeau is 100% responsible
Assigns blame to Trudeau for a policy or situation, representing criticism of government leadership.
Policy Critique
0.85
@larrylynn7260
Mar 4, 2025
Let’s take it one lie at a time. First the video opens saying over 850k inhabitants, within a minute or two all of a sudden the population is now 750k. Meanwhile the actual population is …
Let’s take it one lie at a time. First the video opens saying over 850k inhabitants, within a minute or two all of a sudden the population is now 750k. Meanwhile the actual population is 650k.
Brampton has not been a city of 18k or 28 k as many for at least 60 years. In 1980 the population of Brampton was over 200k, so very far above the supposed 28k.
Slightly over 150k are from India or of Indian ancestry, so not a majority. A little under a third of Brampton inhabitants are immigrants. Again not a majority.
Homeless shelters are usually found in churches, especially ones with homeless centers in them like the one visited by the video crew.
4 bigots in the streets is what was interviewed to present a bigoted view of a city. Everyone of then deserve a serious beating.
Asshole content creators. Reported.
Systematically critiques the video's factual accuracy regarding population statistics and editorial choices, calling out misleading presentation.
Lortmane
Oct 20, 2025
Im Canadian, and all i hear is wah wah wah a big baby crying. He says he wants to work with America , but Canada's open border policies and letting just anyone come into this …
Im Canadian, and all i hear is wah wah wah a big baby crying. He says he wants to work with America , but Canada's open border policies and letting just anyone come into this country. Liberals are destroying this country of Canada. Stop these open border policies.
Criticizes Canadian immigration and border policies while asserting Canadian identity and blaming Liberals for national decline.
@scevenbernard8671
Mar 4, 2025
How much are you going to and have already spent on studies to Separate our Province, Legal fights to shaft Teachers back to work. You are the problem and anyone who supports you !
How much are you going to and have already spent on studies to Separate our Province, Legal fights to shaft Teachers back to work. You are the problem and anyone who supports you !
Criticizes government spending on separation and legal fights while attacking supporters, framed as policy opposition.
@jamesbelanger9947
Feb 20, 2026
You want us to pull together, I GUESS YOU SHOULDN'T HAVE WASTED CANADA'S BILLIONS OF DOLLARS YOUR A COMPLETE FOOL.
You want us to pull together, I GUESS YOU SHOULDN'T HAVE WASTED CANADA'S BILLIONS OF DOLLARS YOUR A COMPLETE FOOL.
Criticizes government spending and leadership decisions, framed as fiscal mismanagement.
Policy Critique
0.85
@DwayneSilzer-q6y
Mar 4, 2025
No, the US did not launch a trade war, Donald Trump did, there’s a big difference.
No, the US did not launch a trade war, Donald Trump did, there’s a big difference.
Distinguishes between institutional policy and individual actor responsibility, critiquing attribution of trade war to Trump rather than the US generally.
Policy Critique
0.85
@GenXbox
Mar 4, 2025
Trump is smart. it's blackmail, he scares you with 25% tarrifs. then he will say, we can deal now for 15% or 10 BUT you need to give me this and give me that like …
Trump is smart. it's blackmail, he scares you with 25% tarrifs. then he will say, we can deal now for 15% or 10 BUT you need to give me this and give me that like minerals etc... if we dont well then our Canadien compagnies will either shut down or they will have to move to the States and than will give new jobs in the States. lol there you go win win for the States. Nothing good for Canada or others. He also said if tariff dont work to kill Canadien economie to absorb Canada then he would take it by force.
Analyzes Trump's tariff strategy as economic coercion with potential negative consequences for Canada, combining strategic critique with threat assessment.
@christineblack4654
Mar 4, 2025
Charge the colleges and universities that allow them to take courses and pass them like Conestoga College . They turned a blind eye ask students who were there. It's all about the money.
Charge the colleges and universities that allow them to take courses and pass them like Conestoga College . They turned a blind eye ask students who were there. It's all about the money.
Criticizes colleges and universities for allowing international students to pass courses and prioritizing profit, with an implicit call to hold institutions accountable.
doinitforfun888
Oct 12, 2025
Independence wouldn't pay for your teachers, doctors, nurses and public services your tax payer pay for that. Everyone pay taxes not just Albertains
Independence wouldn't pay for your teachers, doctors, nurses and public services your tax payer pay for that. Everyone pay taxes not just Albertains
Critiques the independence argument by pointing out shared tax-funded public services and challenging the premise that only Albertans pay taxes.
@charlesobrien9431
Feb 20, 2026
Assimilation needs to be a requirement.
Assimilation needs to be a requirement.
Advocates for a specific policy requirement (assimilation) while implicitly asserting cultural/national identity boundaries.
a.h.i267
Oct 10, 2025
CANADA HAS MASSIVE TARRIFS ON THE U.S. TOO YA MORONS. THIS IS BS GRANDSTANDING
CANADA HAS MASSIVE TARRIFS ON THE U.S. TOO YA MORONS. THIS IS BS GRANDSTANDING
Critiques the framing of tariff disputes by pointing out Canada's reciprocal tariffs and dismissing the narrative as political theater.
Policy Critique
0.85
@Beary98
Mar 4, 2025
Ah Danielle Smith most recent dog whistle, all she has is these distractions because when you look at her actual policy it is her mismanagement that is all she has as a legacy.
Ah Danielle Smith most recent dog whistle, all she has is these distractions because when you look at her actual policy it is her mismanagement that is all she has as a legacy.
Criticizes politician for using divisive rhetoric as distraction from poor policy record and mismanagement.
Policy Critique
0.85
@archforge
Feb 20, 2026
King Donald is doing horrible harm to the United States.
King Donald is doing horrible harm to the United States.
Criticizes Trump's policies and their harmful impact on the United States, comparing leadership approaches.
@ivansalazar5448
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)