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
Search & Filter
Policy Critique
5,980 comments
What lieing fu*k. !
What lieing fu*k. !
Brief insult directed at a political figure, functioning as crude policy criticism without substantive argument.
Policy Critique
0.75
@davidjay6974
Mar 4, 2025
Stop your BS reporting! It is a sad situation to get through from other countries' administrations!
Stop your BS reporting! It is a sad situation to get through from other countries' administrations!
Criticizes reporting quality and references problematic foreign administrations, combining media critique with policy-level concerns.
@BehnamMoghadasi-d8q
Mar 4, 2025
Trump did Canada a great favor by blowing the lid off Trudeau's mishandling of the country.
Trump did Canada a great favor by blowing the lid off Trudeau's mishandling of the country.
Criticizes government handling of immigration policy while invoking national identity through reference to 'Trudeau's mishandling.'
FrankBoma
Mar 10, 2026
Why can’t Americans elect someone who will fight for the country for the people of this country?
Why can’t Americans elect someone who will fight for the country for the people of this country?
Criticizes leadership's failure to prioritize national interests, with implicit us-vs-them framing about who deserves representation.
@DJ_USA
Mar 4, 2025
All he needed to do to secure Canada's borders. They should be doing that anyways. But Trudeau decides to hurt his own people by having a trade war with the USA. CANADIANS are angry with …
All he needed to do to secure Canada's borders. They should be doing that anyways. But Trudeau decides to hurt his own people by having a trade war with the USA. CANADIANS are angry with Trudeau
Criticizes Trudeau's trade war policy while asserting Canadian public anger, blending policy analysis with identity claims.
@Al13n1nV8D3R
Mar 4, 2025
My friends would not have it where I paid them $5000 and they paid me $1000\n\nI don't even want to hear your lies Trudeau. You are calling Americans stupid right to their face. \n \nBecause …
My friends would not have it where I paid them $5000 and they paid me $1000\n\nI don't even want to hear your lies Trudeau. You are calling Americans stupid right to their face. \n \nBecause only somebody really stupid would agree that America paying Canada three times more than Canada pays America is honest or the way it should be.
Criticizes Trudeau's policies and statements about trade relations, presenting an unverified claim about payment ratios without evidence.
@HoBey-u3g
Mar 4, 2025
South @sians dont "integrate / assimilate because they know they dont have to ! They can find whatever community resources (financial, legal, medical, et al) without having to step outside the community. They have been …
South @sians dont "integrate / assimilate because they know they dont have to ! They can find whatever community resources (financial, legal, medical, et al) without having to step outside the community. They have been able to "replicate" India in their Host country. Unfortunately, the Liberal Party's Misguided Multicultur@lism Policies and Incentivization of Illeg@l / Mass Immigration has exacerbated this problem. I think what local Canadians may resent so much is the new Competition for whatever low - wage labour and community resources are left over post Pandemic. Also, if one listens closely (Euro) Canadians) resent the imposition of Old Country religious / group cultural practices have "overflowed" into the public Commons rather than kept private. The unspoken "demand" that Locals get use to these cultural differences / just suck it up causes some rancor.
Critiques multiculturalism policy and immigration enforcement while making claims about South Asian integration patterns and resource competition, blending policy analysis with identity-based concerns.
j.w.2391
Oct 25, 2025
Trudeau has been so much better when he resigned and had nothing to lose. Just raw honesty
Trudeau has been so much better when he resigned and had nothing to lose. Just raw honesty
Critiques Trudeau's political behavior and suggests his recent honesty represents a change in approach.
Policy Critique
0.75
@connorgalloway7160
Mar 4, 2025
This liberal government allowed those fraudster to enter Canada without proper betting.
This liberal government allowed those fraudster to enter Canada without proper betting.
Criticizes government policy for allowing entry without proper vetting, with an unsubstantiated claim about 'fraudsters.'
NoelGeollegue
Oct 3, 2025
Wait, wait... 7:50. Trump is not smart. Even Trump must know he's an idi&t.
Wait, wait... 7:50. Trump is not smart. Even Trump must know he's an idi&t.
Critiques Trump's intelligence with sarcastic tone, combining serious policy critique with mocking commentary.
@Joelmonterrey
Mar 4, 2025
Trump is a serial liar and is in bed with putin, that’s what is driving all of this.
Trump is a serial liar and is in bed with putin, that’s what is driving all of this.
Criticizes Trump's character and alleged foreign policy alignment, framing it as dishonesty driving bilateral tensions.
@markroberts8679
Mar 4, 2025
What a useless expert lol. It only applies for travelers that are staying more than 30 days.
What a useless expert lol. It only applies for travelers that are staying more than 30 days.
Dismisses an expert's credibility while questioning the scope of a policy rule, combining skepticism with clarification about applicability.
peterf4719
Dec 9, 2025
lol your the reason why trump is doing this? You bullied him for 9 years in office. Now he wants you to resign and you won’t. ?
lol your the reason why trump is doing this? You bullied him for 9 years in office. Now he wants you to resign and you won’t. ?
Blames Trudeau for Trump's tariff actions, framing the conflict as retaliation for past criticism.
@afar9587
Mar 4, 2025
Trudeau is a joker. He always lies. Talks like a juvenile,. remember he accused India for killing terrorists..what happened no proof.
Trudeau is a joker. He always lies. Talks like a juvenile,. remember he accused India for killing terrorists..what happened no proof.
Criticizes Trudeau's credibility and references an unverified claim about India accusations without evidence.
@baazarkibaatein
Mar 4, 2025
Anything is higher than zero
Anything is higher than zero
Implies current deportation numbers are inadequate, critiquing policy insufficiency.
Policy Critique
0.75
jonontube
Dec 25, 2025
What a horrible mess in a whole world was created by one person… actually two ??
What a horrible mess in a whole world was created by one person… actually two ??
Criticizes the consequences of political decisions attributed to specific leaders.
Policy Critique
0.75
@nataliao8868
Mar 4, 2025
I voted for trump and this dude has no idea what’s he’s taking about womp womp
I voted for trump and this dude has no idea what’s he’s taking about womp womp
Trump voter dismissing the Canadian leader's credibility with sarcasm ('womp womp'), expressing disagreement with his position.
@bbstroberts
Mar 4, 2025
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the …
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the system. The guy in bicycle has no clue about India. What nonsense rape is in their culture, rubbish crap video.
Critiques immigration screening and fraud detection systems, though includes stereotyping and unsubstantiated cultural claims.
RashmiThakrat
Feb 3, 2026
This shit will hurt Canada more than the USA
This shit will hurt Canada more than the USA
Predicts negative economic consequences for Canada from the policy, combining policy criticism with economic impact concerns.
@Enabu1
Mar 4, 2025
Justin, I thought you already resigned? Why you still speaking? But anyway, good luck to you. What Pres Trump request is not a rocket science. Well, you tariffs USA ?? we just reciprocate the deal.
Justin, I thought you already resigned? Why you still speaking? But anyway, good luck to you. What Pres Trump request is not a rocket science. Well, you tariffs USA ?? we just reciprocate the deal.
Critiques the Prime Minister's political position while discussing trade policy negotiations with the USA.
@beautifulmom9816
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)