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
Look at the clown we just got rid of, and people wonder why we have so many. Shit aint gonna get better with the clown we got now either.
Look at the clown we just got rid of, and people wonder why we have so many. Shit aint gonna get better with the clown we got now either.
Criticizes government leadership and immigration policy through sarcastic language about political leaders.
82spoon82
Aug 30, 2025
They live in Brampton and commute everywhere in the GTHA and beyond. Their presence isn’t actually a problem, but their behaviour has made their presence a problem. That white man in front of Tim hortons …
They live in Brampton and commute everywhere in the GTHA and beyond. Their presence isn’t actually a problem, but their behaviour has made their presence a problem. That white man in front of Tim hortons is a lil ignorant tho, intelligence may be an issue but I’d say the bigger issue is customer service , communication, understanding and laziness. Cannot be bothered to do their job correctly or maintain a comprehension level higher than a kindergarten student. It’s soooooo problematic.
The comment critiques service quality and worker behavior as systemic issues while acknowledging immigrant presence itself isn't inherently problematic, focusing on institutional/behavioral problems.
leosfinest
Jan 30, 2026
I have said it multiple time. The flood gates where open after the 2021 elections when the NDP<>Liberal government was formed.
I have said it multiple time. The flood gates where open after the 2021 elections when the NDP<>Liberal government was formed.
Criticizes immigration policy as having opened after 2021 elections under NDP-Liberal coalition, presenting a causal claim about government action without evidence.
VishnuKamath
Jan 20, 2026
Wow it took 10 years 😅😅😅😅😅😅😅😅😅😅😅 idiots
Wow it took 10 years 😅😅😅😅😅😅😅😅😅😅😅 idiots
Criticizes the slow pace of government processing (10 years) and calls decision-makers 'idiots,' expressing frustration with bureaucratic inefficiency.
Policy Critique
0.75
gregfrie1458
Sep 9, 2025
Trudeau is using liberal talking points and fear mongering, as an AMERICAN I stick with my President…. It’s just talking points, but of course we have those who will buy into all the bs he’s …
Trudeau is using liberal talking points and fear mongering, as an AMERICAN I stick with my President…. It’s just talking points, but of course we have those who will buy into all the bs he’s spewing, he’s no better than a progressive liberal.
Criticizes government communication tactics as fear-mongering while asserting American identity and political allegiance.
@bonniegoodwin234
Mar 4, 2025
Hasn’t he ruined Canada
Hasn’t he ruined Canada
Expresses criticism of leadership's impact on Canada, though vague and lacking specific policy details.
Policy Critique
0.75
@RoryMolloy
Mar 4, 2025
Well pay your bills asshike. This chump is going to be hard learned like Zelenskyy. You do not treated us son! You got that!? Any questions?
Well pay your bills asshike. This chump is going to be hard learned like Zelenskyy. You do not treated us son! You got that!? Any questions?
Criticizes Trudeau's financial management and leadership while using aggressive, incoherent language suggesting confrontational stance.
@RC51SP2_
Mar 4, 2025
Canada is a shithole.
Canada is a shithole.
Expresses broad dissatisfaction with Canada's state, likely critiquing government/policy outcomes.
Policy Critique
0.75
eddielitter3445
Sep 9, 2025
What a wuss..
What a wuss..
Dismissive criticism of a political figure's weakness or lack of resolve.
Policy Critique
0.75
@randysimmons9838
Mar 4, 2025
This guy is a liberal Marxist. He is a belligerent child. Canadas people should expect normal government.not this fool…..God help my Mothers homeland….Canada.
This guy is a liberal Marxist. He is a belligerent child. Canadas people should expect normal government.not this fool…..God help my Mothers homeland….Canada.
Criticizes the government leader and policy direction while using partisan framing ('liberal Marxist') that asserts political identity.
@professorjams
Mar 5, 2025
Canada ain't doing shit
Canada ain't doing shit
Brief dismissive critique of Canada's government action or inaction on an unspecified issue.
Policy Critique
0.75
@MannDoesArt
Mar 4, 2025
Covid mandates anyone?. You all have a short memory what a conman this guy is.
Covid mandates anyone?. You all have a short memory what a conman this guy is.
Criticizes the political figure's credibility by referencing COVID mandates without specific evidence, framing him as deceptive.
@warrenking4586
Mar 4, 2025
This is the result of liberals in office for the past 10 years
This is the result of liberals in office for the past 10 years
Blames government policy (liberal administration) for immigration outcomes, with partisan framing.
Logan_869
Jan 27, 2026
What they keep spinning about imagination and the government is making it look like the public is angry about them coming over and working and living in our countries we aren't angry about them coming …
What they keep spinning about imagination and the government is making it look like the public is angry about them coming over and working and living in our countries we aren't angry about them coming here we are all angry about the ones that are coming to the country undocumented and just walking straight into the country and we haven't got a clue what convictions they all have. The media and the government trying to make us look racist when we are not it's absolutely disgusting. The governments haven't got a clue who's these undocumented and most of them are all men coming in as well. The governments have devastated the west countries they've lost control and the amount that's in they lie the government hasn't a clue where they are and who's come into the country either. And suprise suprise look at all the crime and murders happening nowadays everyone in the government should be stood and trailed for what they have done it's all corrupt everywhere I don't trust anything no more I don't even wanna give my hard earned money to them either. Fuck the government.....
Extended critique of government immigration policy and border control, expressing concerns about undocumented immigrants and government accountability, with underlying anxiety about national security.
GavinMufclee
Feb 7, 2026
They took adcantage of are stupid government. Yes they could act better but most of blame is with the government for letting them in.
They took adcantage of are stupid government. Yes they could act better but most of blame is with the government for letting them in.
Blames government policy for immigration problems while making an unverified claim about immigrants taking advantage.
animedreamnetwork245
Sep 14, 2025
Its mainly one major Indian community that prefers to settle there but others are present as well.
Its mainly one major Indian community that prefers to settle there but others are present as well.
Observational comment about settlement patterns of specific immigrant communities, analyzing demographic distribution.
Policy Critique
0.75
SwapRaytv
Jan 27, 2026
Trump not fitted to be president!
Trump not fitted to be president!
Critiques Trump's fitness for presidency, comparing leadership quality across nations in the context of Canadian political discussion.
@TotoGuerrero-jv1tl
Mar 4, 2025
Governor Trudeau spoke well. But tariff can be easily avoided across the state line.
Governor Trudeau spoke well. But tariff can be easily avoided across the state line.
Acknowledges Trudeau's speech positively but critiques the practical effectiveness of tariffs given cross-border commerce dynamics.
Policy Critique
0.75
@yuema2078
Mar 4, 2025
You are finish. Enough of taking advantage of USA
You are finish. Enough of taking advantage of USA
Accusation that Canada is exploiting the USA, framing Canadian policy as unfair advantage-taking.
@BeySim1490
Mar 4, 2025
Americans: You may think Trudeau is acting like a golden boy. His approval rating from his OWN country is a terrible 34% . He needs to step down like he has been taking about since …
Americans: You may think Trudeau is acting like a golden boy. His approval rating from his OWN country is a terrible 34% . He needs to step down like he has been taking about since November.
Critiques Trudeau's approval rating and calls for his resignation, citing a specific statistic (34%) presented without source verification.
@CarolinaGrl
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)