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
Typical Left Government.... Canada taxes American goods but they don't like America introducing taxes... Yet to DEFLECT attention to the facts... They say that Trump is working with the Russians!! Talking utter goolies!!
Typical Left Government.... Canada taxes American goods but they don't like America introducing taxes... Yet to DEFLECT attention to the facts... They say that Trump is working with the Russians!! Talking utter goolies!!
Critiques government tax policy and makes an unsubstantiated claim about deflection regarding Russian involvement.
@mikadavies660
Mar 5, 2025
Its a wake up call for Canada , self sufficient is the word
Its a wake up call for Canada , self sufficient is the word
Frames Canada's immigration stance as a necessary 'wake up call' emphasizing self-sufficiency, critiquing current policy direction.
@princemushfiq
Mar 4, 2025
Our closest “friend” with open boarders.
Our closest “friend” with open boarders.
Critiques Canada's border policy as too open while using sarcastic quotation marks around 'friend,' suggesting policy analysis with nationalist undertones.
@nancytucker7503
Mar 4, 2025
Spends your own Money \nFight your own wars...\nAMERICA is the not your RESPONSIBLE....\nSO Canada stop crying,and wheeping...?
Spends your own Money \nFight your own wars...\nAMERICA is the not your RESPONSIBLE....\nSO Canada stop crying,and wheeping...?
Criticizes Canadian government policy regarding military spending and international responsibility, comparing Canada unfavorably to the US.
@Asfan-w8x
Mar 4, 2025
The president just wanted to be fair trade
The president just wanted to be fair trade
Brief critique of Trump's trade policy framed as an attempt at fairness, though ambiguous in tone.
Policy Critique
0.75
@tommydeng8425
Mar 4, 2025
The free ride is over for Canada.
The free ride is over for Canada.
Critiques government policy (immigration/welfare) while implying national identity concerns about resource distribution.
@thomasprince7487
Mar 4, 2025
You leftists whining about Trump only have yourselves to blame. You voted for Biden/Harris and thats what your party put forth as the best candidates.\n\nThey failed so bad that the majority of the country went …
You leftists whining about Trump only have yourselves to blame. You voted for Biden/Harris and thats what your party put forth as the best candidates.\n\nThey failed so bad that the majority of the country went with a better choice. Blame your party to put up better candidates next time.
Criticizes Democratic party leadership and candidate selection while asserting partisan identity through blame-assignment.
@picklesandufos7860
Mar 4, 2025
Good speech, but too late speech unfortunately
Good speech, but too late speech unfortunately
Acknowledges a speech positively but critiques its timing as ineffective or too delayed.
Policy Critique
0.75
@allincludedworldsbestscena376
Mar 4, 2025
Says a lot about the guy when he says that about Putin, time for some self reflection ??
Says a lot about the guy when he says that about Putin, time for some self reflection ??
Rhetorical critique of Trudeau's statements about Putin, questioning his credibility and calling for self-reflection on his own policies.
@IAmZanderStewart
Mar 5, 2025
Justin struck the nail on the head at the very end of his speech remarking on they’re “oponants” having them exactly where they want them. He said this referring to Putins latest tactic, which is …
Justin struck the nail on the head at the very end of his speech remarking on they’re “oponants” having them exactly where they want them. He said this referring to Putins latest tactic, which is to (devide and conquer.) While the US, Canada, the UK and Europe are bickering about tariffs only god knows what Putins up to in the meantime.
Analysis of geopolitical strategy and criticism of Western nations' divided focus while Putin exploits divisions.
@declankelly1162
Mar 5, 2025
Liar47 is implementing these tariffs thinking he can mislead and/or convince putin/russians to overlook all u.s transgressions against russia since the early nineties and work as a friend of the usa...\nThis is a quintessential example …
Liar47 is implementing these tariffs thinking he can mislead and/or convince putin/russians to overlook all u.s transgressions against russia since the early nineties and work as a friend of the usa...\nThis is a quintessential example of the danger of believing what you think and/or your own narrative outcome...
\n
This liar47 created western dog and pony show is transparent to the non-european world...\nNEWS FLASH to all western players in this game... a] russia will never be a western world ally or trusted friend--it would be fatal, b] russia will not betray brics nations, c] russia will not stop selling military weapons and essential support to natural resource rich southern hemisphere nations...\nIt's a fools objective spearheaded by the genius-in-charge...
Analyzes Trump's tariff policy as misguided strategy, comparing Western and non-Western geopolitical positions and motivations.
@willardwilliams4341
Mar 4, 2025
He left out that Canada put tariffs on the USA which the USA responded to with 25% tariffs
He left out that Canada put tariffs on the USA which the USA responded to with 25% tariffs
Critiques the video for omitting Canada's tariff actions while presenting a specific factual claim about tariff rates.
@Sirwanks4lot
Mar 5, 2025
Right! This is getting more and more absurd
Right! This is getting more and more absurd
Brief expression of disapproval toward current policies or situations described as absurd.
Policy Critique
0.75
@yohannugraha2869
Mar 5, 2025
I don’t understand how orange stupid lost his first trade war he started during his first term and doubling down again thinking something will magically change. I suppose the only thing that changed was how …
I don’t understand how orange stupid lost his first trade war he started during his first term and doubling down again thinking something will magically change. I suppose the only thing that changed was how much more dummies drunk the orange Julius and here are now with folks proud of fellow Americans losing their jobs, a foreigner meddling with domestic policy, and shitting on our allies because they think these alleged cuts will somehow directly benefit their personal bank accounts.
Critiques US trade policy decisions and their economic consequences while questioning the logic behind them.
@JuniAku
Mar 4, 2025
This guys a joke, a well spoken puppet… remember Covid.
This guys a joke, a well spoken puppet… remember Covid.
Dismisses Trudeau as a puppet and references COVID without evidence, combining critique with unsubstantiated claim.
@jeremyb1982
Mar 4, 2025
They live in Brampton and commute everywhere in the GTHA and beyond. Their presence isn’t actually a problem, but their behaviour has made their presence a problem. That white man in front of Tim hortons …
They live in Brampton and commute everywhere in the GTHA and beyond. Their presence isn’t actually a problem, but their behaviour has made their presence a problem. That white man in front of Tim hortons is a lil ignorant tho, intelligence may be an issue but I’d say the bigger issue is customer service , communication, understanding and laziness. Cannot be bothered to do their job correctly or maintain a comprehension level higher than a kindergarten student. It’s soooooo problematic.
The comment critiques service quality and worker behavior as systemic issues while acknowledging immigrant presence itself isn't inherently problematic, focusing on institutional/behavioral problems.
leosfinest
Jan 30, 2026
Lipsetvice, how fast you acted against yemen, qatar but nothing where it matters
Lipsetvice, how fast you acted against yemen, qatar but nothing where it matters
Criticizes government inconsistency in foreign policy responses, comparing action taken against some countries versus inaction on immigration matters.
@navnavo1414
Mar 5, 2025
The speech was good but that’s not why Canadians hate him
The speech was good but that’s not why Canadians hate him
Critiques Trudeau's policies/leadership while asserting Canadian national sentiment ('Canadians hate him').
@OrientalOreo
Mar 4, 2025
Liberals ???? Is why Canada was ruined. Not Trump
Liberals ???? Is why Canada was ruined. Not Trump
Blames Canadian Liberals for Canada's problems while defending Trump, combining domestic policy critique with partisan framing.
@Omniscye
Mar 4, 2025
Donald Trump just wants Canada and Mexico to do his job for him.
Donald Trump just wants Canada and Mexico to do his job for him.
Criticizes Trump's approach to border/trade policy as delegating responsibility to neighboring countries.
Policy Critique
0.75
@TheWatcher60401
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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