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
Indians must observe local laws,
Indians must observe local laws,
Directive statement about legal compliance, implicitly critiquing immigrant behavior and integration expectations.
jacintochua6885
Feb 13, 2026
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
this idiot has 30 days left in office, i hope the new leader of canada has a brain
this idiot has 30 days left in office, i hope the new leader of canada has a brain
Dismisses Trump's leadership while implicitly calling for Canadian leadership to be more competent, with implied hope for better governance.
@jaye6450
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
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
THIS IS WHAT LIBERALS WANT
THIS IS WHAT LIBERALS WANT
Attributes immigration policy to Liberal party ideology, critiquing government direction without elaboration.
ernestturriziani2489
Feb 28, 2026
This is an attack on the average citizen.
This is an attack on the average citizen.
Characterizes government policy as harmful to ordinary citizens, blending policy criticism with moral concern.
@david123429
Mar 4, 2025
Thats why there must not make any deal with Trump, anymore because he's a lier and stabs you in the back after he gets what he wanted, and hes also going to do that with …
Thats why there must not make any deal with Trump, anymore because he's a lier and stabs you in the back after he gets what he wanted, and hes also going to do that with zelenski as soon zelenski is signing a deal......he can't be trusted !!!!!!
Critiques Trump's trustworthiness and advocates against making deals with him, framed as a policy position on international relations.
@KH-tk2yd
Mar 4, 2025
Canada should put a 100 dollar charge on vehicles driving from the lower 49 to Alaska.
Canada should put a 100 dollar charge on vehicles driving from the lower 49 to Alaska.
Proposes a specific policy measure (toll on vehicles) as a form of critique or suggestion regarding cross-border traffic.
Policy Critique
0.75
@donnyanda3191
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
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
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
Donald should just be imposing tarifs on non-allies. Look after your friends and they'll look after you.
Donald should just be imposing tarifs on non-allies. Look after your friends and they'll look after you.
Suggestion for alternative tariff policy based on alliance relationships, offering policy analysis and critique.
@TheCozzie99
Mar 4, 2025
canada has been a joke for decades and will be for another century.
canada has been a joke for decades and will be for another century.
Broad dismissive critique of Canada's governance and institutions over time.
Policy Critique
0.75
@randdresearch
Mar 4, 2025
Not good imigrasi illegal
Not good imigrasi illegal
Brief statement opposing illegal immigration, expressing disapproval of immigration policy without elaboration.
Policy Critique
0.75
ALDIWESTPLAT
Feb 25, 2026
Still no words on Canadas high exports into America. This is bull! Thanks' Trump first president to stand next to the people and not on top of them!
Still no words on Canadas high exports into America. This is bull! Thanks' Trump first president to stand next to the people and not on top of them!
Criticizes Canadian government's handling of trade/exports while expressing frustration about lack of communication on the issue.
@samwestover9953
Mar 4, 2025
Now the tariffs is here,why you don’t cancel the army planes that cost us lots of money and go and fetch them somewhere else ,,,Darrell
Now the tariffs is here,why you don’t cancel the army planes that cost us lots of money and go and fetch them somewhere else ,,,Darrell
Critiques government spending priorities on military planes in context of tariff impacts, suggesting budget reallocation.
@jacinthelabrie6844
Mar 4, 2025
the liberals and NDP belong in prison...Its not TRumps falt its Trudeaus falt
the liberals and NDP belong in prison...Its not TRumps falt its Trudeaus falt
Attacks Liberal and NDP policies while deflecting blame to Trudeau rather than Trump, combining critique with blame assignment.
@BrendaMacdonald-s1h
Mar 4, 2025
Print print print. Spend, spend, spend. This is not Trump's fault. He promised to drain the swamp, and that's what he is doing. Sadly we too have a swamp thst needs to be cleaned up.
Print print print. Spend, spend, spend. This is not Trump's fault. He promised to drain the swamp, and that's what he is doing. Sadly we too have a swamp thst needs to be cleaned up.
Critiques government spending and monetary policy while defending Trump's anti-corruption agenda, acknowledging shared problems in Canada.
Policy Critique
0.75
@charlenajean1401
Mar 4, 2025
Its not tight enough but nice spin. Even better if France wants to talk about us why don't they just go there.
Its not tight enough but nice spin. Even better if France wants to talk about us why don't they just go there.
Critiques Canada's immigration policy as insufficiently restrictive while comparing to France.
systemadmin2051
Feb 12, 2026
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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)