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
Definitely don't agree with his buddy buddy with putin that's some bullshit he's an idiot for that one. However this is how it's gonna be. We suffer from taxes and crap keeping us down. We …
Definitely don't agree with his buddy buddy with putin that's some bullshit he's an idiot for that one. However this is how it's gonna be. We suffer from taxes and crap keeping us down. We the people want tariffs to return our country back to the funding source it once had. We don't need your shit it just costs us more to make it here. You were just our cheapy ticket. A non tariff threat is broad but best beleive it better not be no threat of violence. Well turn your Geneva convention and turn it to a whole Geneva Wikipedia.
Critiques government policy (tariffs, foreign relations) while discussing economic impacts and advocating for protectionist trade positions.
@scubamech707
Mar 4, 2025
She'll be promoted soon. It's the Liberal way of governing.
She'll be promoted soon. It's the Liberal way of governing.
Critiques Liberal government practices through sarcasm about promotion patterns, with partisan framing.
johnathanbenoit6377
Feb 26, 2026
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
haaaahahahahahahahahahahahahaha he is a clown, he has do so much harm to Canada he cannot undo it
haaaahahahahahahahahahahahahaha he is a clown, he has do so much harm to Canada he cannot undo it
Expresses criticism of a leader's harmful impact on Canada through exaggerated laughter and name-calling, combining humor with policy disapproval.
@christiannunez6025
Mar 4, 2025
Viva Trump! You’ve had years to do something. WEAK/SOFT!
Viva Trump! You’ve had years to do something. WEAK/SOFT!
Expresses support for a political figure while criticizing perceived weakness in past action, with implicit call for stronger policy.
@mariosabalza2146
Mar 4, 2025
Nepo Baby Justin Trudeau destroyed the country of Canada and then ran away like the COWARD he is...
Nepo Baby Justin Trudeau destroyed the country of Canada and then ran away like the COWARD he is...
Attacks Trudeau personally for allegedly destroying the country and abandoning leadership, blending policy critique with character attack.
jokertony420
Feb 24, 2026
This hurts literally everybody. Everybody, except for the ruling elite that siphon taxes at ever-increasing rates to pay for "social services".
This hurts literally everybody. Everybody, except for the ruling elite that siphon taxes at ever-increasing rates to pay for "social services".
Critiques government taxation and spending policies, arguing elites exploit the system while ordinary people suffer from increased costs.
Sammysapphira
Sep 23, 2025
When trump recommended terrifs everyone cried “oh that will only hurt Americans” but then Canada does it in response and everyone cheers? Like isn’t he by your own logic now screwing Canadians? Which is it …
When trump recommended terrifs everyone cried “oh that will only hurt Americans” but then Canada does it in response and everyone cheers? Like isn’t he by your own logic now screwing Canadians? Which is it people?
Challenges the logical consistency of Canada's tariff response to Trump's tariffs, questioning whether the policy actually harms Canadians as critics claim.
@thewarsimmoral2646
Mar 4, 2025
You'd have to be an idiot not to realise that Trump is deliberately destroying the US
You'd have to be an idiot not to realise that Trump is deliberately destroying the US
Critical judgment of Trump's policies framed as deliberate destruction, though expressed dismissively.
Policy Critique
0.80
@gabrieulus
Mar 4, 2025
"We aren't America - everyone gets healthcare!" Everyone but Canadians, he didn't say that part.
"We aren't America - everyone gets healthcare!" Everyone but Canadians, he didn't say that part.
Critiques government healthcare policy as hypocritical, claiming Canadians are excluded despite universal healthcare claims.
EcoHermit-os5in
Feb 26, 2026
Trump is an idiot!
Trump is an idiot!
Expresses negative judgment about Trump as a political figure, functioning as political criticism.
Policy Critique
0.80
@Aleon11-d8x
Mar 4, 2025
He needs to restart the pipelines to allow oil to move freely between the provinces. End dependence on US oil, Canada has plenty of its own.
He needs to restart the pipelines to allow oil to move freely between the provinces. End dependence on US oil, Canada has plenty of its own.
Critique of energy policy with recommendation to restart pipelines and reduce US oil dependence for economic benefit.
@bobg7241
Mar 4, 2025
Dialysis is for people with CHRONIC kidney disease, just how long are we supposed to fund the worlds treatment? Our healthcare system is strained to its capacity! Every week one can find a news story …
Dialysis is for people with CHRONIC kidney disease, just how long are we supposed to fund the worlds treatment?
Our healthcare system is strained to its capacity!
Every week one can find a news story about someone who was waitlisted too long for an oncologist or a scan, and no longer has a chance of recovery ❤️🩹
Critiques healthcare funding priorities and system capacity strain, framing immigration-related healthcare costs as unsustainable policy.
janeross-opazo1057
Dec 24, 2025
All Trump asked them do was protect their border and now we’re having a trade war with tariffs ?
All Trump asked them do was protect their border and now we’re having a trade war with tariffs ?
Critiquing Trump's border protection demand as having triggered unintended economic consequences (tariff war).
Policy Critique
0.80
@1221dirty
Mar 4, 2025
mass immigration should be stopped everywhere
mass immigration should be stopped everywhere
Calls for cessation of immigration policy globally, expressing opposition to current immigration levels.
käyttäjä9
Jan 27, 2026
Your own people don’t respect you Trudeau. What a joke
Your own people don’t respect you Trudeau. What a joke
Criticizes Trudeau's leadership and credibility, framing him as lacking respect from his own people.
@MAJR602
Mar 4, 2025
Trump voters chose to do this to Americans not the government. Poor leadership did not help also!
Trump voters chose to do this to Americans not the government. Poor leadership did not help also!
Critiques government leadership and policy decisions while assigning blame to Trump voters and poor governance.
@MM-tj5rb
Mar 4, 2025
Yes, let the bankrupt Canada who is taxing their own people into poverty start a trade war instead of just complying. What a good idea, Fidel Jr.?
Yes, let the bankrupt Canada who is taxing their own people into poverty start a trade war instead of just complying. What a good idea, Fidel Jr.?
Commenter critiques Canada's economic situation and trade war strategy while using sarcasm and a derisive nickname for the PM.
@joshuawilliams2310
Mar 4, 2025
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of …
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of the Canadians accepted foreign work experience so they created thier own jobs . B4 asking why aren’t you integrating has Canada asked the tough questions to themselves why do they make it hard for ppl to find jobs in the first place ?
In India community is a strong feature no matter where you are they will create an environment that replicates home to ensure their roots stay strong and it’s also for support, loneliness and many things . Now ppl from India don’t just come to Canada due to job crisis back home they come bcz they want to escape the 1.4 billion population and suffocation that comes with it . The negative thing about Indians is they don’t know what’s right n wrong . It’s a thin line bcz that common sense isn’t taught in India . In India your in a race if you snooze you loose so those bad habits of trying to beat the competition comes with a world of bad manners and bad civic sense . Which now unfortunately due to cities like these won’t go away . They’ll stay the same bcz Brampton is that home away from home comfort pillow tat screams LETS NOT CHANGE .
Analyzes Canada's integration policy failures, compares Indian cultural practices to Canadian context, and provides cultural/sociological explanation for observed patterns.
TK8T
Nov 9, 2025
Our government fk’d up big time!!! Those officials should be shipped out with the garbage!!!
Our government fk’d up big time!!! Those officials should be shipped out with the garbage!!!
Condemns government officials and policy decisions, with implicit call for their removal from office.
MrsG-2u
Aug 26, 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)