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
Justin Trudeau is a patronizing, pompous fool. A socialist, totalitarian hater of freedom. He should be replaced with an American Governor.
Justin Trudeau is a patronizing, pompous fool. A socialist, totalitarian hater of freedom. He should be replaced with an American Governor.
Criticizes Trudeau's governance style and ideology, calling for his replacement with American-style leadership.
@MisterAsshole2U
Mar 4, 2025
So much for integration.
So much for integration.
Expresses concern about immigrant integration, implying government policy or immigrant behavior is failing integration goals.
chaotic.interference.processor
Oct 1, 2025
The people on the panel can easily be replaced by AI and this case, I would not feel sorry for them. You'd have all those stats within minutes. Absolute incompetence!
The people on the panel can easily be replaced by AI and this case, I would not feel sorry for them. You'd have all those stats within minutes. Absolute incompetence!
Criticizes government panel competence and efficiency, arguing they could be replaced by AI, attacking institutional performance.
Policy Critique
0.80
superfast30
Sep 30, 2025
None of the countires in Europe would work like that. This is inefficient and ineffective.
None of the countires in Europe would work like that. This is inefficient and ineffective.
Criticizes Canadian immigration system as inefficient and ineffective compared to European standards.
mahdihasan9984
Sep 30, 2025
Trump is using all these economic theories to raise revenue and finance what he promised his people but his approach will spike inflation in his own country. He should have easily cut down government spending.
Trump is using all these economic theories to raise revenue and finance what he promised his people but his approach will spike inflation in his own country. He should have easily cut down government spending.
Critiques Trump's economic policy approach and suggests alternative government spending cuts.
@ericmassaquoi8133
Mar 4, 2025
I am puzzled why Canada is not acting on deporting these criminals back where they come from.
I am puzzled why Canada is not acting on deporting these criminals back where they come from.
Commenter criticizes government inaction on deporting criminals, combining policy critique with implicit security concerns about immigrant criminality.
lemjebbed9438
Oct 1, 2025
????did this fool arest the truckers and freeze bank accounts what a twat
????did this fool arest the truckers and freeze bank accounts what a twat
Criticizes Trudeau's past government actions (trucker protests, bank account freezes) with strong disapproval.
@Michael-d4q
Mar 4, 2025
stop importing problems. no housing, no doctors, cant afford food... i have an idea.... more people! dumbest sh1t I've ever seen and all so the rich get their cheap labor. disgusting politics.
stop importing problems. no housing, no doctors, cant afford food... i have an idea.... more people!
dumbest sh1t I've ever seen and all so the rich get their cheap labor. disgusting politics.
Criticizes immigration policy as exacerbating housing and healthcare shortages while arguing it benefits wealthy employers through cheap labor exploitation.
cupidassle
Sep 30, 2025
What a shame!! Trump thinks it's all a game. He has no idea how to govern . He loves Putin. Putin laughs at him.
What a shame!! Trump thinks it's all a game. He has no idea how to govern . He loves Putin. Putin laughs at him.
Criticizes Trump's governance competence and character, with moral judgments about his relationship with Putin and lack of governing ability.
@mariamarian3218
Mar 4, 2025
So now we have to listen to a guy who single handedly destroyed Canada in his primeministership. No scripted talks will prevent this joker from getting reelected.
So now we have to listen to a guy who single handedly destroyed Canada in his primeministership. No scripted talks will prevent this joker from getting reelected.
Criticizes Trudeau's past performance as PM and expresses skepticism about his ability to be reelected, framed as policy/leadership critique.
@AV41979
Mar 4, 2025
Trump wants America to look dumb in the eyes of the world, smh.
Trump wants America to look dumb in the eyes of the world, smh.
Criticizes Trump's approach as damaging to America's international reputation and credibility.
Policy Critique
0.80
@angelonzuji2457
Mar 4, 2025
Mr Trudeau, first time I’ve seen you give an intelligent speech. But as I see it, you have been bad overall for the country of Canada. Why don’t you accept Donald’s offer to be the …
Mr Trudeau, first time I’ve seen you give an intelligent speech. But as I see it, you have been bad overall for the country of Canada. Why don’t you accept Donald’s offer to be the 51st state of America? After all, as I understand it, Canada lives off the USA as it is. Why not be a part of something greater?
Criticizes Trudeau's overall governance while comparing Canada unfavorably to the USA and suggesting annexation.
@8825able1
Mar 4, 2025
With 10 plus years of the Federal Liberals incompetence governing Canada none of this surprises me!!! We may not want to admit it but we may need to start using Mr. Trump's play book on …
With 10 plus years of the Federal Liberals incompetence governing Canada none of this surprises me!!! We may not want to admit it but we may need to start using Mr. Trump's play book on how to handle illegal immigration in this country!!!
Criticism of Liberal government handling of immigration with a call to adopt stricter enforcement policies modeled on Trump's approach.
borncanadian1688
Sep 30, 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
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
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
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
Libérale oligarque corrupted slavery machine party inveting population of 2milliard cheap labour no dygnity VS / VOTE big mess everywher welcom to CanINDiA 😢
Libérale oligarque corrupted slavery machine party inveting population of 2milliard cheap labour no dygnity VS / VOTE big mess everywher welcom to CanINDiA 😢
Criticizes Liberal government policy on immigration and population growth as exploitative labor scheme, expressing alarm about societal consequences.
NounouMadi-b8o
Sep 30, 2025
The fact we allowed over 3 million temporary work visa all from India should be looked into! What there are no other countries?
The fact we allowed over 3 million temporary work visa all from India should be looked into! What there are no other countries?
Critiques the government's temporary work visa policy while implying a suspicious pattern regarding Indian workers, mixing policy analysis with an unverified insinuation.
sauce33545
Sep 29, 2025
Sick government we have. Us Canadians are suffering with their BS!
Sick government we have. Us Canadians are suffering with their BS!
Criticizes government policy while asserting a collective Canadian identity suffering from government decisions.
JesusIsLord7773
Sep 29, 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)