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
R.I.P. Canada ! Fсk Liberalism !
R.I.P. Canada ! Fсk Liberalism !
Criticizes Canadian liberalism as responsible for immigration problems, with implicit call to reject liberal policies.
its_ivan_channel
Jan 29, 2026
Trudeau supports Israel and Bibi the Butcher of Gaza. Make that make sense
Trudeau supports Israel and Bibi the Butcher of Gaza. Make that make sense
Criticizes Trudeau's foreign policy stance on Israel/Gaza as contradictory, combining policy critique with implicit moral judgment.
@taheera986
Mar 4, 2025
Let's not forget Trudeau froze the bank accounts of those that disagreed with him on COVID
Let's not forget Trudeau froze the bank accounts of those that disagreed with him on COVID
Criticism of Trudeau's COVID policies with a specific factual claim (account freezing) presented as established fact.
@warrenbertrand290
Mar 4, 2025
Tax every dollar that moves, every tome it moves in and out. 4% no exemptions edudctios derferrals or reebatees. No income or other taxes tax CRS can pursuer tax avoidance - working for cash smuddling …
Tax every dollar that moves, every tome it moves in and out. 4% no exemptions edudctios derferrals or reebatees. No income or other taxes tax CRS can pursuer tax avoidance - working for cash smuddling money lainderingf people smuggling etc.
Proposes a comprehensive tax policy reform as a solution to economic and enforcement problems.
Policy Critique
0.75
anbakeoriginal
Sep 30, 2025
There is mandatory photographs and fingerprinting all over the world. If the liberals would do their job and get a handle on immigration and drug labs it would be a lot different.
There is mandatory photographs and fingerprinting all over the world. If the liberals would do their job and get a handle on immigration and drug labs it would be a lot different.
Criticizes government handling of immigration and drug labs while asserting unverified claims about mandatory biometric procedures.
ShelleyAllen-sb8tz
Dec 10, 2025
This is not a competent government
This is not a competent government
Brief criticism of government competence, likely referring to immigration or related policies discussed in the video.
Policy Critique
0.75
Homesteadof2
Mar 2, 2026
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
If a country has so many people that come as a fraud people from that country need to be banned.
If a country has so many people that come as a fraud people from that country need to be banned.
Proposes a policy solution (country-based bans) based on unverified claims about fraud rates from specific nations.
adrianasllh
Oct 1, 2025
At least Trudeau is enjoying his retirement on a yacht with Katie Perry while the country collapses due to his vanity projects.
At least Trudeau is enjoying his retirement on a yacht with Katie Perry while the country collapses due to his vanity projects.
Criticizes the Prime Minister's leadership and policy decisions through sarcastic exaggeration about personal indulgence and national decline.
goalie511
Oct 16, 2025
She’s just a talking head, carney runs the show.
She’s just a talking head, carney runs the show.
Dismisses a public figure as a figurehead while suggesting actual power lies elsewhere, critiquing governance structure.
Multheman02
Feb 28, 2026
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
She’s the perfect lieberal… in it for the money, unable or unwilling to give a straight answer and obviously spends her time on anything but learning the ins and outs of her portfolio. ⚡️
She’s the perfect lieberal… in it for the money, unable or unwilling to give a straight answer and obviously spends her time on anything but learning the ins and outs of her portfolio. ⚡️
Criticizes a political figure's competence and motives, with partisan framing ('lieberal').
hhhhjjjj5123
Feb 27, 2026
They have no leverage. They will cave like all the others.
They have no leverage. They will cave like all the others.
Expresses skepticism about Canada's negotiating position and predicts capitulation, combining strategic critique with pessimism.
@marcopolo-xj4yw
Mar 4, 2025
If you wanna work with the American people, then stop tarrifing ud
If you wanna work with the American people, then stop tarrifing ud
Criticizes Trump's tariff policy as an obstacle to working with Americans, framing it as a policy problem.
@Roaring2Thunder
Mar 4, 2025
Thank to Mark Carney 😡😡😡
Thank to Mark Carney 😡😡😡
Blames a specific political figure (Mark Carney) for policy decisions, expressing disapproval through emotional reaction.
Policy Critique
0.75
MarcosMaturell-g3p
Dec 8, 2025
Immigration is something else Libtart ruined
Immigration is something else Libtart ruined
Blames a political group (Liberals) for immigration policy failures, combining partisan criticism with identity-based framing.
peterbutz642
Feb 23, 2026
Don’t be fooled. He doesn’t care about Canada. He’s deflecting the hatred towards him at Trump. Trudeau is a narcissistic coward who has already announced his resignation.
Don’t be fooled. He doesn’t care about Canada. He’s deflecting the hatred towards him at Trump. Trudeau is a narcissistic coward who has already announced his resignation.
Criticizes political motives and character while dismissing stated policy rationale as deflection.
@John-w7o9p
Mar 4, 2025
Import quotas would have been more punitive/effective.\n\nBUT\n\nGO CANADA!
Import quotas would have been more punitive/effective.\n\nBUT\n\nGO CANADA!
Critiques government policy choice while expressing national support and patriotic sentiment.
@nnoddy8161
Mar 4, 2025
its interesting how he went to the temple where they provide free meals but didnt metion that
its interesting how he went to the temple where they provide free meals but didnt metion that
Commenter questions the video's framing by pointing out an omitted detail about temple meal services, suggesting selective or incomplete reporting.
kumarsankalp33
Jan 28, 2026
Your government chosen to do this to you ✅ Deeeeep Facts.
Your government chosen to do this to you ✅ Deeeeep Facts.
Critiques the Canadian government for deliberately creating negative conditions for citizens.
Policy Critique
0.75
@zzzaaalll
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)