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
TRUDEAR KNOWS ABOUT TOOLS HE A WORTHLESS TOOL
TRUDEAR KNOWS ABOUT TOOLS HE A WORTHLESS TOOL
Insults Trudeau as a leader, expressing disapproval of his governance through name-calling.
Policy Critique
0.75
@FooJoo-sq6jm
Mar 4, 2025
Totally non-sense trump...what a hell is going on usa?
Totally non-sense trump...what a hell is going on usa?
Expresses disapproval of Trump's policies and actions using dismissive language ('nonsense').
Policy Critique
0.75
@videoradeon
Mar 4, 2025
I feel sad for voters who believe all of theatrical acts that the gvts put onto the citizens. Wake up people you are in a Tom and Jerry show.
I feel sad for voters who believe all of theatrical acts that the gvts put onto the citizens. Wake up people you are in a Tom and Jerry show.
Criticizes government actions as theatrical deception while urging citizens to wake up and recognize the manipulation.
@Star-fc4ni
Mar 4, 2025
As an American Citizen.. The United States Government should concentrate on Decreasing the Demand for Illicit Drugs
As an American Citizen.. The United States Government should concentrate on Decreasing the Demand for Illicit Drugs
Suggests the U.S. government should redirect focus to drug demand reduction rather than tariffs, critiquing current policy priorities.
Policy Critique
0.75
@duncanvince23
Mar 4, 2025
government full of sca🏁🏁ers
government full of sca🏁🏁ers
Accusation that government officials are corrupt/dishonest, framed as criticism of governance with an undertone of threat/alarm.
weegeeweeg
Jan 27, 2026
Many Americans don't want this trade war and this bad relationships with Canada and many other allies. Our government is hijacked by a coup led by Trump and Musk!
Many Americans don't want this trade war and this bad relationships with Canada and many other allies. Our government is hijacked by a coup led by Trump and Musk!
Critiques government policy and international relations while making an unverified claim about a 'coup' without evidence.
@Recoverel
Mar 4, 2025
I just don't know the truth about what's going on in our country anymore
I just don't know the truth about what's going on in our country anymore
Criticizes Trudeau's environmental and trucking policies while calling for his resignation and Trump's respect.
@leveece
Mar 4, 2025
Our Kompromised government WILL be held accountable for this.
Our Kompromised government WILL be held accountable for this.
Criticizes government as compromised and calls for accountability, though vague about specific issues.
@Drizzleize
Mar 4, 2025
Notice how Justin Trudeau dubs down his language when addressing Trump.
Notice how Justin Trudeau dubs down his language when addressing Trump.
Observes and critiques Trudeau's rhetorical strategy and diplomatic approach when dealing with Trump.
Policy Critique
0.75
@InverJaze
Mar 4, 2025
trudeau call Putin a dictator, hey truedau your a dictator making canadfians pay more tax than USA and you buy anew 5M house in costa rica, your hyprocite, typicl liberal nonesense, why do you only …
trudeau call Putin a dictator, hey truedau your a dictator making canadfians pay more tax than USA and you buy anew 5M house in costa rica, your hyprocite, typicl liberal nonesense, why do you only pay 1% tax and your ceo shits and someone making minium wage pay 15%, you ##@@#@, GET RID of truedau, lock him uup next to the illegals migarnts he lets in the country and see if he lasts 1 day
Criticizes Trudeau's tax policy and immigration stance with unverified claims about personal wealth and tax rates, calling for his removal.
@linnpelzes6869
Mar 4, 2025
It's political they want to show they are controlling immigration so it's reflected in the polls / elections it's all about that liberals don't want to lose power it's just about that
It's political they want to show they are controlling immigration so it's reflected in the polls / elections it's all about that liberals don't want to lose power it's just about that
Alleges government immigration policy is motivated by electoral politics rather than genuine management, suggesting conspiratorial reasoning.
Edgar-u8m
Jan 21, 2026
You can give an intelligent speech but if the people who need to hear you are part of a mass cult, your words fall on deaf ears. Sadly, the only people listening already agree with …
You can give an intelligent speech but if the people who need to hear you are part of a mass cult, your words fall on deaf ears. Sadly, the only people listening already agree with you.
Critiques the ineffectiveness of rational political speech when audiences are ideologically entrenched.
Policy Critique
0.75
@YoMamasCasa
Mar 4, 2025
You're sounding scared Truedo. ? besides all that we see how you treat your people for simple things like praying. Drown in your misery and quit trying to get Americans on your side
You're sounding scared Truedo. ? besides all that we see how you treat your people for simple things like praying. Drown in your misery and quit trying to get Americans on your side
Criticizes government treatment of citizens and religious freedom, with dismissive tone toward leadership.
@Hyperbole3889
Mar 4, 2025
Just stop bringing in immigrants who just want to use this beautiful country somethings are true what new comers are doing and not everything YOU OUR PRIMINISTER KNOWS ABOUT
Just stop bringing in immigrants who just want to use this beautiful country somethings are true what new comers are doing and not everything YOU OUR PRIMINISTER KNOWS ABOUT
Criticizes immigration policy and suggests newcomers have negative intentions, with vague unsubstantiated claims about immigrant behavior.
@joysankat2883
Mar 4, 2025
What a lovely victim mentality by Chinada Prime minister!?
What a lovely victim mentality by Chinada Prime minister!?
Criticizes Trudeau's stance as victim mentality while using a derogatory nickname for Canada, blending policy critique with identity framing.
@RetoVon
Mar 4, 2025
What do you expect from an imbecile that has bankrupted 6 times…Chaos…\nHe is going to drive the national debt even higher
What do you expect from an imbecile that has bankrupted 6 times…Chaos…\nHe is going to drive the national debt even higher
Criticizes Trump's economic management with reference to bankruptcies and debt concerns.
@jrparis114
Mar 4, 2025
I see comments from many. How are Republican right playing this. Do they actually think Elon and Trump are making America great. Learn to speak Russian and Chinese. Trumps legacy after he strokes out will …
I see comments from many. How are Republican right playing this. Do they actually think Elon and Trump are making America great. Learn to speak Russian and Chinese. Trumps legacy after he strokes out will be with us even after the jokes, the commentary and documentaries have lost interest.\nYou have an enemy within.
Critiques Republican/Trump policies and expresses concern about America's strategic direction and internal threats.
@veryloosevowels6830
Mar 4, 2025
This man has highly overvalued his position
This man has highly overvalued his position
Critiques a political figure's overestimation of their authority or influence, a form of leadership/governance critique.
Policy Critique
0.75
@Keels5404
Mar 4, 2025
I am a scot..in scotland..Trump what a fool..a great country going down..because of your stupidity..resign
I am a scot..in scotland..Trump what a fool..a great country going down..because of your stupidity..resign
Identifies as Scottish observer criticizing Trump's leadership and calling for resignation, combining personal positioning with political critique.
@briantilbrook4773
Mar 4, 2025
Ooh 5 eyes….ooh…a PM or a joker…someone remind him he can talk only to Canadians who now don’t like him either. Unsure why he wants to talk to Americans that’s something Trump will take care …
Ooh 5 eyes….ooh…a PM or a joker…someone remind him he can talk only to Canadians who now don’t like him either. Unsure why he wants to talk to Americans that’s something Trump will take care of
Critiques the leader's diplomatic approach and credibility, questioning his legitimacy to speak on behalf of Canadians.
@VishyVV
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)