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
About time. Enough of this.
About time. Enough of this.
Brief expression of approval for immigration restrictions without detailed reasoning.
Policy Critique
0.65
ozzieonline
Nov 21, 2025
So bike man is a racist because he laid out cold facts.
So bike man is a racist because he laid out cold facts.
Defends someone accused of racism by claiming they presented factual information, implicitly critiquing characterization rather than policy.
Policy Critique
0.65
연-u3s호
Jan 27, 2026
He should've addressed a specific South African as well
He should've addressed a specific South African as well
Critique that the speaker should have addressed a specific group or nation, implying incomplete policy discussion.
Policy Critique
0.65
@JL050
Mar 4, 2025
It not a trade war it's call making good deals for both nations but this leader but suck up to Joe Biden an Harris an Bush an bill an Hillary an democratic party an deep …
It not a trade war it's call making good deals for both nations but this leader but suck up to Joe Biden an Harris an Bush an bill an Hillary an democratic party an deep State around the world.
Criticizes Canadian leadership for being subservient to Democratic/establishment figures while defending Trump's trade approach.
@KingShoemaker
Mar 4, 2025
By your statement before this you did allow the drugs to America and we talk about president Trump be respectful you have to say president Trump ok. you are unrespective human beings, we are happy …
By your statement before this you did allow the drugs to America and we talk about president Trump be respectful you have to say president Trump ok. you are unrespective human beings, we are happy that your people kick your ass out.
Criticizes Canada's drug policy and Trudeau's conduct while asserting national grievance, though text is garbled and difficult to parse.
@Levinbless
Mar 4, 2025
Trudeau shut up wacko from Canada and Canadians
Trudeau shut up wacko from Canada and Canadians
Dismissive criticism of Trudeau and Canadian government, framed as a Canadian identity assertion against leadership.
@philippeeaston
Mar 4, 2025
TURDO SUCKS JUST LIKE CNN
TURDO SUCKS JUST LIKE CNN
Expresses disapproval of a political leader through brief, emphatic criticism without substantive policy analysis.
Policy Critique
0.65
@Richard-Isley-Bigsley
Mar 4, 2025
This guy is a bigger fraud
This guy is a bigger fraud
Brief accusation of dishonesty directed at a political figure, functioning as criticism without elaboration.
Policy Critique
0.65
@voice2371
Mar 4, 2025
donald trump did that, not the American people.
donald trump did that, not the American people.
Deflects responsibility from American people to Trump, critiquing leadership decisions.
Policy Critique
0.65
@soCalMomGaming
Mar 4, 2025
No..nnno...no
No..nnno...no
Emphatic rejection or disagreement with a policy or statement, though minimal elaboration provided.
Policy Critique
0.65
@Waterproofed640
Mar 4, 2025
To hell with Trump USA
To hell with Trump USA
Brief rejection of Trump's policies and leadership, expressing disapproval of his approach.
Policy Critique
0.65
@raufrahi
Mar 4, 2025
They don't get deport neither
They don't get deport neither
Critique of government enforcement/deportation policy, though expressed tersely without elaboration.
Policy Critique
0.65
ChefGabiel
Jan 27, 2026
this is very bad
this is very bad
Vague negative assessment of policy or situation without specific details, expressing disapproval of current state.
Policy Critique
0.65
Choooppppp
Jan 19, 2026
Canada should first implement trudeau. New person should be elected. Then that person should visit the oval office with trump in, then trump must say to that guest you don't have the cards to play, …
Canada should first implement trudeau. New person should be elected. Then that person should visit the oval office with trump in, then trump must say to that guest you don't have the cards to play, with us only you have the cards ?
Critiques Canadian leadership and proposes alternative political process involving Trump negotiations.
@Mahamud-g6j
Mar 4, 2025
fent is a wonder drug that made getting my wisdom teeth removed a not at all painful event. It shouldn't be a street drug sure but let's not wipe it from the face of the …
fent is a wonder drug that made getting my wisdom teeth removed a not at all painful event. It shouldn't be a street drug sure but let's not wipe it from the face of the earth. All our brains really are broken
Critiques drug policy approach regarding fentanyl, arguing against complete elimination while acknowledging street drug concerns.
Policy Critique
0.65
@mpmckenna8
Mar 4, 2025
Canada sucks
Canada sucks
Commenter makes a brief negative statement about Canada, likely critiquing the country's immigration policies or governance, though context is minimal.
Policy Critique
0.65
Robloxistotaltrashandboring
Jan 27, 2026
Tired of the bs
Tired of the bs
Vague expression of frustration with government/policy, though minimal detail provided.
Policy Critique
0.65
GeorginaMccallum-q7w
Sep 7, 2025
What a sh*tty place to live
What a sh*tty place to live
Brief negative assessment of Canada as a place to live, likely critiquing conditions or policies, though context is minimal.
Policy Critique
0.65
butzelbobbobby8141
Jan 27, 2026
It ain’t as dumb as getting in front of a camera with black face if you plan on being in politics
It ain’t as dumb as getting in front of a camera with black face if you plan on being in politics
Criticism of a political leader's past actions (blackface incident), presented as comparative judgment of competence.
@wvbygraceofgod5508
Mar 4, 2025
Immigration fraud
Immigration fraud
Brief allegation of systemic immigration fraud, critiquing government policy/enforcement.
Policy Critique
0.65
Evablazinballa
Feb 3, 2026
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)