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
trudeau has already glamorously screwed canada they are in the same position if not a worse one than us
trudeau has already glamorously screwed canada they are in the same position if not a worse one than us
Criticizes Canadian leadership's handling of national issues while comparing Canada's position unfavorably to the US.
@bosshogg95SLT
Mar 4, 2025
Trump has started a war with canada why does anyone support trump
Trump has started a war with canada why does anyone support trump
Criticizes Trump's actions as war-like while questioning support for him, framing this as policy disagreement rather than pure identity positioning.
@gdavis
Mar 4, 2025
The most intelligent JDV should explain DT the difference between trade deficit and subsidies. DT thinks both are the same.
The most intelligent JDV should explain DT the difference between trade deficit and subsidies. DT thinks both are the same.
Critiques Trump's understanding of economic concepts, suggesting he conflates trade deficits with subsidies.
Policy Critique
0.75
@paultheva4991
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
Says the guy that robbed the truckers
Says the guy that robbed the truckers
A critical accusation against Trudeau regarding the trucker convoy, presenting a specific claim without evidence.
@patrickallen107
Mar 4, 2025
This is an issue thats all across canada
This is an issue thats all across canada
Brief statement identifying immigration as a widespread problem across Canada without elaboration.
Policy Critique
0.75
ArthurHalvorsen-t1i
Jan 28, 2026
parasites. Trudeau caused it.
parasites. Trudeau caused it.
Uses dehumanizing language to criticize immigration policy and blames the Prime Minister for causing it.
Policy Critique
0.75
yesican1571
Aug 27, 2025
BRAIN LOOK IN DETROIT NEWS ABOUT CHINA BUYING A AUTO PLANT IN MEXICO. GOOD ARTICLE EXPLAINING WHATS IS HAPPENING WITH CUSMA NON NEGIATIONS FROM CARNEY.
BRAIN LOOK IN DETROIT NEWS ABOUT CHINA BUYING A AUTO PLANT IN MEXICO. GOOD ARTICLE EXPLAINING WHATS IS HAPPENING WITH CUSMA NON NEGIATIONS FROM CARNEY.
References external news source to critique government trade negotiations and economic policy related to CUSMA.
Policy Critique
0.75
CJ-ot7ct
Feb 18, 2026
After effects of white house being taken over by right wing radical christians....Democracy and secularism is dead in west....
After effects of white house being taken over by right wing radical christians....Democracy and secularism is dead in west....
The comment critiques Western governance by comparing it to right-wing Christian influence, claiming democracy and secularism are threatened.
sathe61
Aug 29, 2025
Now he got nuts ,?? coward
Now he got nuts ,?? coward
Brief dismissive criticism of Trump's behavior and leadership.
Policy Critique
0.75
@Americafirstttttt
Mar 4, 2025
Trudeau is such a poser.
Trudeau is such a poser.
Dismissive criticism of the prime minister's authenticity and credibility, framed as a character judgment.
Policy Critique
0.75
@top5paranormal254
Mar 4, 2025
Government did job on Immigrations we would not in mess day 1 they never let in point blank
Government did job on Immigrations we would not in mess day 1 they never let in point blank
Criticizes government immigration policy as inadequate, suggesting stricter controls from day one would have prevented current problems.
Policy Critique
0.75
alfredmajor428
Aug 28, 2025
5:48 ignorance, this man has his nose stuck in the news. Never picked up a book. Each “statement” he said were just regurgitated words. No evidence. Unfortunately we have people like that everywhere. Hence why …
5:48 ignorance, this man has his nose stuck in the news. Never picked up a book. Each “statement” he said were just regurgitated words. No evidence. Unfortunately we have people like that everywhere. Hence why the world isn’t healing.
Criticizes the speaker's arguments and approach to discussing policy, claiming lack of evidence and original thought.
bcapgamez4005
Jan 28, 2026
Remigration is the compassionate solution.
Remigration is the compassionate solution.
Proposes 'remigration' as policy solution while framing it with moral language ('compassionate'), critiquing current immigration approach.
ur-inannak9565
Jan 28, 2026
What liberals don’t know is this is a way to get Canada to the negotiating table along with other countries. It works ????
What liberals don’t know is this is a way to get Canada to the negotiating table along with other countries. It works ????
Offers analysis of Trump's strategy as a negotiating tactic, critiquing liberal understanding of policy intent.
Policy Critique
0.75
@batreview9600
Mar 4, 2025
Trump has just started..with likely hiccups...Canada is doing badly and Trudeau is on the verge of losing his position...Just do the need....stop drugs and illegal immigrants to USA...and show concern for the dissaperances ..and other …
Trump has just started..with likely hiccups...Canada is doing badly and Trudeau is on the verge of losing his position...Just do the need....stop drugs and illegal immigrants to USA...and show concern for the dissaperances ..and other injustices on its native population..The US will take care of itself...
Criticizes Canadian government policy on immigration and drugs while expressing concern about security and social issues, with some alarmist framing about national decline.
@devangerdthori3757
Mar 4, 2025
The Gvmt is trying to divide us and it's working..
The Gvmt is trying to divide us and it's working..
Critiques government strategy as deliberately divisive, with an unsubstantiated claim about intentional division tactics.
danellebeaulieu352
Aug 30, 2025
Resign already little Castro
Resign already little Castro
Calls for resignation while using a derogatory comparison to undermine the leader's legitimacy.
@johnpalmieri
Mar 4, 2025
This is because Trump is brainwashed by Musk who doesn't care for American.
This is because Trump is brainwashed by Musk who doesn't care for American.
Critiques Trump's policies by attributing them to Musk's influence, presenting an unverified causal claim.
@tslavens3092
Mar 4, 2025
Trump will just double down on his foolishness…Trump is an Idiot…
Trump will just double down on his foolishness…Trump is an Idiot…
Critique of Trump's predicted behavior and intelligence, dismissing his approach as foolish escalation.
Policy Critique
0.75
@krissuneson6993
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)