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
This guy is a clown ? what an embarrassment to Canada
This guy is a clown ? what an embarrassment to Canada
Criticizes a political leader as an embarrassment to Canada, combining national identity concerns with leadership critique.
@massholeanglersassociation9891
Mar 4, 2025
The Stupidest Trade War in history launched against your allies, amazing! I guess it's what America wanted.
The Stupidest Trade War in history launched against your allies, amazing! I guess it's what America wanted.
Criticizes trade policy as foolish and compares Canada's position relative to allies.
@ikkyusojun7996
Mar 4, 2025
Who are responsible for all of these alongside other worsening problems; Justin Trudeau! But, he didn't hold accountable for any, in contrary he started ex PM business to become more rich. Joke country Canada.
Who are responsible for all of these alongside other worsening problems; Justin Trudeau! But, he didn't hold accountable for any, in contrary he started ex PM business to become more rich. Joke country Canada.
Criticizes Prime Minister Trudeau for accountability failures and corruption, implicitly calling for political change.
serser72
Sep 30, 2025
Maxime Bernier warned against the dangers of mass immigration. That was years ago. Look where we are at now.
Maxime Bernier warned against the dangers of mass immigration. That was years ago. Look where we are at now.
References a political figure's past warnings about mass immigration dangers and suggests current conditions validate those concerns.
Kyle-q4o8r
Feb 26, 2026
Nothing is ever done in CANADA, WE WERE robed, abused and gashlighted by Justin Trudeau and their liberals, they stolen money with both hands and nothing done, Carney is dong same, and worse.. send students …
Nothing is ever done in CANADA, WE WERE robed, abused and gashlighted by Justin Trudeau and their liberals, they stolen money with both hands and nothing done, Carney is dong same, and worse.. send students back, withdraw visas from those that used fraud to enter Cabada!
Criticizes government handling of immigration fraud and calls for removal of fraudulent visa holders and students.
carolinasmith2297
Sep 29, 2025
Isn't it fault of system? If you keep ur front door open and people break in your house, will you blame the people or yourself for keeping front gate open?
Isn't it fault of system? If you keep ur front door open and people break in your house, will you blame the people or yourself for keeping front gate open?
Uses analogy to critique government policy responsibility for immigration enforcement failures.
gigachadkartik
Dec 26, 2025
JT is a disgrace to Canadian citizens across the country.\nWhat a liar
JT is a disgrace to Canadian citizens across the country.\nWhat a liar
Canadian commenter criticizes Trudeau's leadership and trustworthiness as failing the nation, combining identity and policy critique.
@bobmurray3229
Mar 4, 2025
The educated and thinking American people ( who are the majority of voters and unfortunately 1/3 did not vote) know that Donald Trump has lied to us. We understand that Canada has no fault and …
The educated and thinking American people ( who are the majority of voters and unfortunately 1/3 did not vote) know that Donald Trump has lied to us. We understand that Canada has no fault and no role in contriving this trade war. We also know that the Fentanyl problem has little or nothing to do with Canada and that the majority of Fentanyl is brought into the USA by US citizens. Most American citizens do not want this. Donald Trump and is an opportunist. He does not care about the American people . He cares about himself and his money.
Detailed critique of Trump's trade war policies and fentanyl claims, combined with moral arguments about fairness and truth.
@juliehagigeorges3939
Mar 4, 2025
Trudue neeeds to be thrown in jail for this
Trudue neeeds to be thrown in jail for this
Criticizes government leadership (Trudeau) and implicitly calls for legal accountability.
@Freeburningpapers
Feb 19, 2026
What a sad little character Trudeau is. Like a stray poodle in the rain. What were Canadians thinking ever voting for this has been party clown. You almost deserve what’s coming to you with this …
What a sad little character Trudeau is. Like a stray poodle in the rain. What were Canadians thinking ever voting for this has been party clown. You almost deserve what’s coming to you with this trade war. It’s gonna wreck your economy
Criticizes Trudeau's leadership and warns of economic consequences from trade war, combining personal attack with policy concern.
@Jhin2025
Mar 4, 2025
One student was complaining because she was inly allowed by the Gov’t to work 3 days? I’ m even wondering, why complain while they were given the privilege to work while study - even working …
One student was complaining because she was inly allowed by the Gov’t to work 3 days? I’ m even wondering, why complain while they were given the privilege to work while study - even working 5 days a week
Commenter questions the legitimacy of student complaints about work restrictions, critiquing what they see as ungrateful attitudes toward government-granted privileges.
ecyflor694
Nov 1, 2025
Trump is crazy as well as wicked.
Trump is crazy as well as wicked.
Attacks Trump's character and judgment regarding his policy decisions.
Policy Critique
0.80
@williamhicken1206
Mar 4, 2025
Trudeau can stuff it. Canada is a drop in the bucket. We don't have him to study
Trudeau can stuff it. Canada is a drop in the bucket. We don't have him to study
Dismissive critique of Trudeau and Canada's geopolitical significance, questioning Canada's relevance in international affairs.
Policy Critique
0.80
@catherinedabbs9144
Mar 4, 2025
Lot of bogus asylum seekers. It’s a great program but it’s being abused by thousands of economic migrants
Lot of bogus asylum seekers. It’s a great program but it’s being abused by thousands of economic migrants
Argues asylum program is being abused by economic migrants without providing evidence for the claim.
ajcan89
Dec 29, 2025
Illegal criminal, refuzee must be deported , tax payers money is wasted
Illegal criminal, refuzee must be deported , tax payers money is wasted
Criticizes current policy regarding illegal immigrants and refugees, citing taxpayer cost concerns.
MS-nc7ku
Dec 29, 2025
I appreciate that ACTUAL JOURNALISM. not bias and lets hate white or lets hate immigrant. Government is failing and it is always top down for leadership.
I appreciate that ACTUAL JOURNALISM. not bias and lets hate white or lets hate immigrant. Government is failing and it is always top down for leadership.
Praises the video's journalism approach and critiques government leadership failure as the root cause.
ThatAIGuy-onYT
Sep 29, 2025
America is only looking for FAIR and Free Trade America cannot afford to allow our nation to be taken advantage of any longer. America First!!!
America is only looking for FAIR and Free Trade America cannot afford to allow our nation to be taken advantage of any longer. America First!!!
Critiques trade policy and advocates for nationalist economic priorities framed as fairness.
@billbercik944
Mar 4, 2025
It isn’t nearly enough. It would be better to secure our borders so people can’t just walk across. It isn’t rocket science. We do not have the responsibility to take in every person who crosses …
It isn’t nearly enough. It would be better to secure our borders so people can’t just walk across. It isn’t rocket science. We do not have the responsibility to take in every person who crosses our border especially when their first step on western land was the US.
Argues current border policy is insufficient and expresses concern about uncontrolled entry.
derekjohnson5522
Dec 29, 2025
Not a Trudeau fan but good speech man. I saw some backbone emerging.
Not a Trudeau fan but good speech man. I saw some backbone emerging.
Qualified criticism of Trudeau followed by acknowledgment of positive speech performance.
@gasstamp
Mar 4, 2025
Canada should abolish the recruitment agent that hire undocumented people and pay cash to those people let companies direct hire people
Canada should abolish the recruitment agent that hire undocumented people and pay cash to those people let companies direct hire people
Proposes policy changes to eliminate recruitment agents and undocumented hiring, framed as a reform suggestion.
kamildiriye6163
Sep 30, 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)