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
This globalist D bag is like a wart that won’t go away! He’s sure doing a lot of talking and signing for a guy who supposedly resigned. Which should tell anybody all they need to …
This globalist D bag is like a wart that won’t go away! He’s sure doing a lot of talking and signing for a guy who supposedly resigned. Which should tell anybody all they need to know he’s full of ? and hot air.
Criticizes the Prime Minister's credibility and actions while making an unsubstantiated claim about his resignation status.
@briangreen9524
Mar 4, 2025
Nothing wrong with reciprical tariffs, not one person has given me a argument against why its not fair yet?
Nothing wrong with reciprical tariffs, not one person has given me a argument against why its not fair yet?
Defends reciprocal tariffs as fair policy while implicitly requesting counterarguments.
@Sam-r8r9q
Mar 4, 2025
He his dumb ??? and the most dumbest thing ever is what they did to Zelenskyy bullied him in front of media and billions of people all over the world is watching there probably laughing …
He his dumb ??? and the most dumbest thing ever is what they did to Zelenskyy bullied him in front of media and billions of people all over the world is watching there probably laughing at those lunatics
Criticizes government actions and treatment of a political figure, combining personal judgment with critique of official conduct.
@Clou423
Mar 4, 2025
That lady! I cant be specific cause im a city worker! Lady! You are the problem you want fo keep that paycheck so you cant say anything uncorrect you have tons of these drones in …
That lady! I cant be specific cause im a city worker! Lady! You are the problem you want fo keep that paycheck so you cant say anything uncorrect you have tons of these drones in canada
Criticizes government employees for self-censorship and avoiding speaking truthfully about immigration issues due to political correctness.
Tassonebeats
Jan 27, 2026
Canada has way more to lose than the USA. He’s twisting the narrative. Look it up
Canada has way more to lose than the USA. He’s twisting the narrative. Look it up
Critiques narrative framing while making an unsubstantiated claim about comparative losses without evidence.
@mr.george9886
Mar 4, 2025
this shit needs to go!
this shit needs to go!
Vague expression of disapproval toward immigration policy or related issues, though lacks specific detail.
Policy Critique
0.70
superpaul2099
Oct 4, 2025
Trump is a textbook NARCISSIST like actually has NPD and implements narcissistic abuse upon all of us. Ironic he is trying to pathologize trans people when he literally has narcissistic personality disorder
Trump is a textbook NARCISSIST like actually has NPD and implements narcissistic abuse upon all of us. Ironic he is trying to pathologize trans people when he literally has narcissistic personality disorder
Criticizes Trump's psychological fitness and policies through a mental health diagnosis claim.
Policy Critique
0.70
@angelNoll10
Mar 4, 2025
I d I o t s running Canada.
I d I o t s running Canada.
Insults Canadian leadership as incompetent, implying criticism of their immigration management policies.
Policy Critique
0.70
jamescrump6356
Dec 29, 2025
its not a metropolis its just a spraawling suburb -- its just blends into all the other never ending suburbs of toronto!
its not a metropolis its just a spraawling suburb -- its just blends into all the other never ending suburbs of toronto!
Critiques urban planning and suburban sprawl characteristics of Toronto.
Policy Critique
0.70
akakak1637
Sep 27, 2025
Trudeau is lying! Trump is NOT a very smart guy!?
Trudeau is lying! Trump is NOT a very smart guy!?
Accuses Trudeau of dishonesty and critiques Trump's intelligence, combining political criticism with skepticism of leadership claims.
Policy Critique
0.70
@SteffenSkov
Mar 4, 2025
As a Canadian...\nNot good
As a Canadian...\nNot good
Self-identified Canadian expressing disapproval of government policy or position.
@timtrainage
Mar 4, 2025
Ummm maybe we shouldn't trade with Canada at all
Ummm maybe we shouldn't trade with Canada at all
Suggests avoiding trade with Canada, framing it as a policy position with implicit call to action.
@roxannerego9830
Mar 4, 2025
We can thank Trump and the jackasses who voted him in.
We can thank Trump and the jackasses who voted him in.
Blames Trump and voters for policy outcomes, critiquing political decisions without explicit call to action.
@ValisaShaw
Mar 4, 2025
I thought that jerk quit Hay a hole he said reciprocal JackAss
I thought that jerk quit Hay a hole he said reciprocal JackAss
Criticizes a political figure's policy position (reciprocal tariffs) though expressed with insults and unclear reference.
Policy Critique
0.70
@Catherine-nm9gt
Mar 4, 2025
It's has forgotten Christianity in the name of diversity. But again it's the sold out politicians and the simple people who keep on unknowingly electing the same corrupt government
It's has forgotten Christianity in the name of diversity. But again it's the sold out politicians and the simple people who keep on unknowingly electing the same corrupt government
Critiques government policy on religious/cultural diversity and blames politicians for societal decline, framed as a moral concern about abandoning Christian values.
Drummerboy619
Oct 4, 2025
This is how politicians fuel the fire ants!
This is how politicians fuel the fire ants!
Criticizes politicians for inflammatory rhetoric that escalates tensions, with implied concern about consequences.
@JoseTravelss
Mar 4, 2025
U fortunately keeping his promises ? Why do I migrants controll our immigration system ?
U fortunately keeping his promises ? Why do I migrants controll our immigration system ?
Criticizes government immigration policy while making unsubstantiated claim that migrants control the immigration system.
robcharters2645
Jan 5, 2026
Trump is a complete and total idiot!
Trump is a complete and total idiot!
Direct personal attack on Trump's competence, functioning as criticism of his leadership.
Policy Critique
0.70
@carolyntiller4976
Mar 4, 2025
You idiots keep sending money to Ukraine???
You idiots keep sending money to Ukraine???
Questions Canadian aid to Ukraine, critiquing government spending decisions.
Policy Critique
0.70
@Timotije
Mar 4, 2025
See how feathers get ruffled when you get in their pockets
See how feathers get ruffled when you get in their pockets
Cryptic criticism suggesting government policy affects financial interests, though the specific target is unclear.
Policy Critique
0.70
@stevofla239
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)