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
As an American I can't believe that I'm supposed to accept what Trump is doing!
As an American I can't believe that I'm supposed to accept what Trump is doing!
Expresses disagreement with Trump's policies while asserting American identity and values.
@delroy64
Mar 4, 2025
This has been happening for decades. STOP implying this is a new issue. Also, STOP with the TDS. 😡
This has been happening for decades. STOP implying this is a new issue. Also, STOP with the TDS. 😡
Critiques media framing of immigration as a new issue and dismisses the video's approach, combining policy skepticism with commentary on the video itself.
vanta_nox90
Jan 5, 2026
Trump is all lies - he is now boot licking for Russia. Look at his cabinet -unqualified or Musk dismantling the government.
Trump is all lies - he is now boot licking for Russia. Look at his cabinet -unqualified or Musk dismantling the government.
Criticizes political leadership with accusations of dishonesty and poor cabinet appointments; includes unverified claims about Russia connections.
@BennettM1280
Mar 4, 2025
Not a single 'Cute' word came out from this politician....
Not a single 'Cute' word came out from this politician....
Criticism of a politician's communication style or lack of appealing rhetoric.
Policy Critique
0.75
@Guest-c1v
Mar 4, 2025
bro was turning canada into india now hes suddenly being nationalist what??
bro was turning canada into india now hes suddenly being nationalist what??
Criticizes perceived policy inconsistency regarding immigration and national identity, framing it as hypocritical shift.
@inefekt2.O
Mar 4, 2025
Good speech. Justin is now has a golden opportunity to revive his chances of getting re-elected. However he should keep of from extremists - Khalistanis, fundamentalists, Islamists etc
Good speech. Justin is now has a golden opportunity to revive his chances of getting re-elected. However he should keep of from extremists - Khalistanis, fundamentalists, Islamists etc
Commenter critiques Trudeau's political strategy while invoking identity-based concerns about 'extremists' from specific religious/ethnic groups.
@alexjacob1679
Mar 4, 2025
Police CAN NOT PROTECT YOU FROM CRIMINALS. SELF DEFENSE LAWS NEED TO CHANGE!!! CASTLE LAW!!!!!!
Police CAN NOT PROTECT YOU FROM CRIMINALS. SELF DEFENSE LAWS NEED TO CHANGE!!! CASTLE LAW!!!!!!
Critique of self-defense laws and police protection, calling for legal reform with urgent tone.
BobJohnson-u2l
Feb 18, 2026
This idiot could end it just by stopping the flow of fentanyl through his country. Why would he not want to do that? Because he could care less about the american people.That's why.
This idiot could end it just by stopping the flow of fentanyl through his country. Why would he not want to do that? Because he could care less about the american people.That's why.
Criticizes a leader's policy choices regarding fentanyl control while making an unverified claim about their indifference to American welfare.
@Barrelsmoke
Mar 4, 2025
Trump is a business man, not a politician, those two factors needs to align together otherwise you wouldn't make it, to be safe as a nation first you have to ensure that your neighbours hold …
Trump is a business man, not a politician, those two factors needs to align together otherwise you wouldn't make it, to be safe as a nation first you have to ensure that your neighbours hold no hate for you, trump decision effects the quality of life here in middle east, god bless those who persevere through challenges with kindness.
Analyzes Trump's approach as a businessman versus politician and critiques the geopolitical consequences of his decisions.
@anouarbeee
Mar 5, 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
We know he's a liar. We know he's making up stupid stuff for reasons to convince people that it's true. But it is not true.
We know he's a liar. We know he's making up stupid stuff for reasons to convince people that it's true. But it is not true.
Accuses Trump of dishonesty and fabricating claims, blending criticism with assertions about his truthfulness.
@Love-k2h8h
Mar 4, 2025
You can runy country like a business and they can't do that rite
You can runy country like a business and they can't do that rite
Critiques the approach of running government like a business, questioning its feasibility.
Policy Critique
0.75
@TyronneWest
Mar 4, 2025
This man has been lying his whole career, and now people believe him a 12 second video? There's a reason behind his failed policies and why he is resigning.
This man has been lying his whole career, and now people believe him a 12 second video? There's a reason behind his failed policies and why he is resigning.
Criticism of Trudeau's career credibility and policy failures, with unsubstantiated claim about lying.
@enriquemarenco
Mar 5, 2025
Vassey , your liberal taking points show how poor of a reporter or paid by the liberals which is it
Vassey , your liberal taking points show how poor of a reporter or paid by the liberals which is it
Accuses the reporter of bias toward liberal government positions, critiquing both media coverage and implied government policy alignment.
TonyEllert
Feb 24, 2026
Nobodies apeazing russia dummy, its called preventing ww3? 1:46
Nobodies apeazing russia dummy, its called preventing ww3? 1:46
The comment defends diplomatic engagement as preventing war rather than appeasement, critiquing the framing of negotiations as weakness.
@stankystuff5028
Mar 4, 2025
Appeasing Putin is ungrounded and is not helpful in achieving his objective.
Appeasing Putin is ungrounded and is not helpful in achieving his objective.
Commenter critiques a specific policy approach (appeasing Putin) as ineffective and morally problematic for achieving stated objectives.
@shinjiowen2089
Mar 4, 2025
Well spoken. Trump is a fool
Well spoken. Trump is a fool
Praises the speaker while dismissing Trump as foolish, critiquing opposing leadership and policy approach.
Policy Critique
0.75
@peteryan1739
Mar 4, 2025
Lost Canadians to add more tax to pay off pension . Usual gimmicks . One or other way they will find a way to meet the immigration targets .
Lost Canadians to add more tax to pay off pension . Usual gimmicks . One or other way they will find a way to meet the immigration targets .
Critique of government using immigration targets and taxation as connected policy mechanisms, with unsubstantiated causal claim.
davidjohn005
Jan 14, 2026
Trudeau has no credibility. He's a lame duck... And actually never had any credibility especially because he made his relationship with Trump a mess (knowing he had chances to become 47th). Make a poll, and …
Trudeau has no credibility. He's a lame duck... And actually never had any credibility especially because he made his relationship with Trump a mess (knowing he had chances to become 47th). Make a poll, and I'm pretty sure support for Ukraine is nowhere near this excuse for a prime says.
Criticizes Trudeau's credibility and handling of US relations, with unsubstantiated claim about public support for Ukraine.
@mike_le_petit_bonhomme
Mar 4, 2025
This situation is the best Trudeau could have hoped for.
This situation is the best Trudeau could have hoped for.
Suggests Trudeau benefited politically from the current crisis, implying strategic opportunism.
Policy Critique
0.75
@Kulturjunky
Mar 5, 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)