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
"We dont feel any racism here", thats exactly the problem!!!
"We dont feel any racism here", thats exactly the problem!!!
Critiques Canada's approach to racism as inadequate, suggesting that the absence of overt racism is itself problematic and requires systemic change.
Anrton
Jan 27, 2026
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
Are Canadians dumb enough to buy this bull shit
Are Canadians dumb enough to buy this bull shit
Dismissive criticism of government messaging or policy, though vague and expressed through rhetorical questioning rather than substantive analysis.
Policy Critique
0.75
@AnupamSringeri
Mar 4, 2025
How do canada Elect this guy ? He\nSounds like a whiny little kid !
How do canada Elect this guy ? He\nSounds like a whiny little kid !
Criticizes Canadian electoral choices and leader's demeanor, with implicit questioning of national judgment.
@terrysmith8539
Mar 4, 2025
You are finish. Enough of taking advantage of USA
You are finish. Enough of taking advantage of USA
Accusation that Canada is exploiting the USA, framing Canadian policy as unfair advantage-taking.
@BeySim1490
Mar 4, 2025
I think I remember he lost election? Why is he there talking to destroy his own country?\nI thought to move to Canada, never more?
I think I remember he lost election? Why is he there talking to destroy his own country?\nI thought to move to Canada, never more?
Expresses criticism of a political leader's actions regarding immigration policy while also conveying concern about national harm, with a personal decision to avoid immigrating.
@AriannaVonder
Mar 4, 2025
Trump is a lier they sell more drugs than any body in this planet and we americans know that we are not stupid well only the ones that voted for him are hope everything goes …
Trump is a lier they sell more drugs than any body in this planet and we americans know that we are not stupid well only the ones that voted for him are hope everything goes up prices are already up but more so his voters can pay for the mistakes they did
Criticism of Trump with unsubstantiated claims about drug trafficking and economic consequences.
@JuaritozAngeles
Mar 4, 2025
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
Justine is scared and making his own word salad… just join the USA it’s simple
Justine is scared and making his own word salad… just join the USA it’s simple
Criticizes Trudeau's communication and suggests Canada should merge with the USA, combining policy critique with national identity framing.
@jeremytruett4057
Mar 4, 2025
We should refine our own oil. Any American country accessing our resource should have to refine it here.
We should refine our own oil. Any American country accessing our resource should have to refine it here.
Proposes policy change regarding resource refinement and trade conditions with American countries.
@fancypantsism
Mar 4, 2025
this guy bankrupted his own country and you all cheer him on ????
this guy bankrupted his own country and you all cheer him on ????
Criticizes the PM's economic management with an unsubstantiated claim about bankrupting the country, blending policy critique with an unverified assertion.
@Tonis197
Mar 4, 2025
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
Trudeau has never told the truth nor does he stand for freedom, just remember the truckers and what he did. He’s also not telling you the tariffs they charge the USA.
Trudeau has never told the truth nor does he stand for freedom, just remember the truckers and what he did. He’s also not telling you the tariffs they charge the USA.
Criticizes Trudeau's honesty and freedom record, referencing the trucker protests and tariff disputes; includes unverified claims about tariff transparency.
@jmontoya6661
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
Trump is the man to sort the swamp out around the world not these muppet . Rember what you did to the normal people in Covid bullshite . Wake up people
Trump is the man to sort the swamp out around the world not these muppet . Rember what you did to the normal people in Covid bullshite . Wake up people
Criticizes current government handling and calls for political change, with an implicit call to action ('Wake up people').
@robedwards1411
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
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
Why is Justin Trudeau lying..Dopey Don is not a smart guy…I know you have to stroke his ego..but that is a bridge too far…Sir..
Why is Justin Trudeau lying..Dopey Don is not a smart guy…I know you have to stroke his ego..but that is a bridge too far…Sir..
Criticizes political figures for dishonesty and ego-stroking behavior, blending critique of personal conduct with implied policy concerns.
@gailm.4324
Mar 4, 2025
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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)