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
These smugglers promote their business openly on social media exposing their clients and themselves, still no actions are taken against them so far.
These smugglers promote their business openly on social media exposing their clients and themselves, still no actions are taken against them so far.
Criticizes government enforcement failure regarding human smuggling operations, highlighting a regulatory/bureaucratic gap.
KuldeepSingh-rg9mz
Feb 23, 2026
So let me get the straight we are now friends with the enemy.. and made our Friends the enemy.. Oh maga.. you definitely made America great again with this move.. the Israel move you made… …
So let me get the straight we are now friends with the enemy.. and made our Friends the enemy.. Oh maga.. you definitely made America great again with this move.. the Israel move you made… Inspired more hate around the world which puts US citizens at risk… Great move on with that one… and the economy tariff bull ish.. made me loose 50 percent of investments… in less than 2 months… Just incredible
Criticizes multiple policy decisions (foreign relations, tariffs) and cites personal economic harm from tariff policy.
@Deeznutz187_00
Mar 4, 2025
Trump is sinking the USA in an autocracy.
Trump is sinking the USA in an autocracy.
Critique of Trump's governance framed as authoritarian decline, expressing concern about democratic institutions.
@luizcarvalho6682
Mar 4, 2025
This man is no hero. I live in Canada, which under Trudeau’s leadership has become a worse country since he became Prime Minister. It has nothing to do with Trump. It has been going in …
This man is no hero. I live in Canada, which under Trudeau’s leadership has become a worse country since he became Prime Minister. It has nothing to do with Trump. It has been going in this direction for years.
Critiques government leadership and policy direction while grounding the argument in personal experience as a Canadian resident.
@AnthonyCorsini-bf3mb
Mar 4, 2025
Donald, you are a smart guy and this is a dumb thing to do. Ouch!
Donald, you are a smart guy and this is a dumb thing to do. Ouch!
Critiques a specific policy decision as unwise while acknowledging the actor's capability, offering reasoned policy disagreement.
Policy Critique
0.80
@adamdenney9429
Mar 4, 2025
I like that he said our government is doing this to us. We don't want this either. Ridiculous doesn't even express this nonsense properly.\n\nThank you Prime Minister.
I like that he said our government is doing this to us. We don't want this either. Ridiculous doesn't even express this nonsense properly.\n\nThank you Prime Minister.
Criticizes government policy as unwanted and ridiculous, expressing shared frustration with the commenter's own government.
@ImJustLeon
Mar 4, 2025
IT WOULD BE SMARTER FOR CANADA TO COOPERATE WITH AMERICA BY CLOSING THE BORDER AND NOT ALLOWING ILLEGAL DRUGS TO ENTER AMERICA. TWENTY FIVE % TARIFFS UNTIL THEY COOPERATE.
IT WOULD BE SMARTER FOR CANADA TO COOPERATE WITH AMERICA BY CLOSING THE BORDER AND NOT ALLOWING ILLEGAL DRUGS TO ENTER AMERICA. TWENTY FIVE % TARIFFS UNTIL THEY COOPERATE.
Critiques current border/drug policy and calls for specific government action (cooperation with America, tariff threats).
@thomasarenajr5363
Mar 4, 2025
Canada is in the same boat as England and Australia where our government is run by an Anglo-Saxon form of government. It's just now a modern day system of slavery by which the rich stays …
Canada is in the same boat as England and Australia where our government is run by an Anglo-Saxon form of government. It's just now a modern day system of slavery by which the rich stays rich if you can bring in cheap labour by disguising or manipulating the numbers in use of immigrants. I honestly don't understand why people can't do the simple math when we live in a world based on capitalism and it's countered by Marxism.
Critiques Canadian government immigration policy as exploitative labor scheme serving capitalist interests, with comparative reference to England and Australia.
rithrean
Sep 14, 2025
Trump is mentally ill!! He needs to be committed to a mental institution. Impeach and take him away...now!!
Trump is mentally ill!! He needs to be committed to a mental institution. Impeach and take him away...now!!
Criticism of Trump's mental fitness and call for impeachment, framing him as unfit for office.
@gladyskeizer3857
Mar 4, 2025
Trump is making foe with US's friends.. is he so dumb ???
Trump is making foe with US's friends.. is he so dumb ???
Critiques Trump's diplomatic approach as damaging to US-Canada relations.
Policy Critique
0.80
@whitecastle814
Mar 4, 2025
I’m not a fan of Trudeau over his stance with the truckers during Covid, but on this he is showing Trump up for the poor idiotic leader he is
I’m not a fan of Trudeau over his stance with the truckers during Covid, but on this he is showing Trump up for the poor idiotic leader he is
Expresses disagreement with Trudeau's COVID policy while praising his current stance against Trump, balancing personal critique with comparative judgment.
@Elvislives1977
Mar 4, 2025
Imagine voting for Trump over inflation while he was saying he would use tariffs and people thinking it wouldn't affect them. So naive. Trump is an agent of chaos who is anathema to everything this …
Imagine voting for Trump over inflation while he was saying he would use tariffs and people thinking it wouldn't affect them. So naive. Trump is an agent of chaos who is anathema to everything this country stands for, and it's self-evident by his actions. We are a country who is strong because of our friends around the world and no one will trust this country when we keep putting an idiot in office who doesn't honor former president's agreements. You can't work with a country who won't stick to it's agreements. You wouldn't tolerate a friend like that, and this is the same thing on a macro level.
Critiques Trump's economic and foreign policy decisions, arguing they violate agreements and undermine international relationships based on principle.
@Draleid_Sephy
Mar 4, 2025
I deplore our current leadership, and on behalf of the persons who caused this idiocy, I offer apologies.
I deplore our current leadership, and on behalf of the persons who caused this idiocy, I offer apologies.
Expresses disapproval of current leadership and apologizes on behalf of those responsible, critiquing government decisions as idiotic.
@lindadunn2591
Mar 4, 2025
Disgusting that u didn’t challenge the claim of sub down syndrome African IQ which is a blatant lie
Disgusting that u didn’t challenge the claim of sub down syndrome African IQ which is a blatant lie
Commenter criticizes the video creator for not challenging a false racist claim about African IQ, calling out the failure to debunk misinformation.
husted5488
Jan 29, 2026
I found it to be a very smart move when he directly addressed the American public.
I found it to be a very smart move when he directly addressed the American public.
Approves of Trudeau's strategic decision to directly address the American public as an effective political move.
Policy Critique
0.80
@thomaslangley1571
Mar 4, 2025
Libs man its libs. Anyone who voted for liberals, did vote for this whole damn mess
Libs man its libs. Anyone who voted for liberals, did vote for this whole damn mess
Blames Liberal party for immigration-related problems, framing it as partisan political failure.
readinggorilla6365
Sep 10, 2025
More like fed-up with Liberal idiots which they need to be kicked out.
More like fed-up with Liberal idiots which they need to be kicked out.
Criticizes Liberal government handling of immigration and implicitly calls for their removal from office.
oliveriomedeiros4830
Sep 11, 2025
Sad day for the USA when your President is purposely destroying your economy for his personal profit and gain .
Sad day for the USA when your President is purposely destroying your economy for his personal profit and gain .
Criticizes the president's policies as economically destructive and motivated by personal gain.
@mark-
Mar 4, 2025
The Century Initiative in action. Carefully planned and executed by the Liberals
The Century Initiative in action. Carefully planned and executed by the Liberals
References the Century Initiative policy and attributes it to Liberal planning, combining policy critique with conspiratorial framing.
elmo2010v2
Jan 28, 2026
canada voted for a far left socialist that focused on forced equality, and it drove talent and money out of
canada voted for a far left socialist that focused on forced equality, and it drove talent and money out of
Criticizes Canada's government policies as socialist and claims they caused economic harm through talent and capital flight.
@amin7361
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)