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
Canadians voted for this
Canadians voted for this
Implies criticism of government immigration policy by referencing voter responsibility for current situation.
Policy Critique
0.75
Variance_FTW
Jan 28, 2026
It isn't about fentanyl do you really think he cares about people and fentanyl hell no !!! So again what's the real reason Donald
It isn't about fentanyl do you really think he cares about people and fentanyl hell no !!! So again what's the real reason Donald
Skepticism about stated policy rationale (fentanyl) combined with speculation about hidden motives, mixing critique with unsubstantiated claims.
@Nursing609
Mar 4, 2025
Trudeau calling Trump a 'very smart guy' is a sop to cheeto's vanity. Cheeto is NOT smart - he does not understand in any way, how tariffs work
Trudeau calling Trump a 'very smart guy' is a sop to cheeto's vanity. Cheeto is NOT smart - he does not understand in any way, how tariffs work
The commenter critiques Trudeau's diplomatic approach and makes a substantive claim about Trump's understanding of tariffs, blending policy analysis with factual assertion.
@thereisatide
Mar 4, 2025
It's a good thing about if u willing to crash your economy..
It's a good thing about if u willing to crash your economy..
Critiques a policy position by questioning its economic viability and consequences.
Policy Critique
0.75
@ZambeziSentinel
Mar 4, 2025
speech,speech is all this guy do that's why he is out.
speech,speech is all this guy do that's why he is out.
Criticizes a political figure for relying on rhetoric rather than action, citing their resignation as evidence.
Policy Critique
0.75
@rexbay-od9033
Mar 4, 2025
He's not a smart man doing something dumb, he's an idiot doing dumb things because it makes money for the people who bought him.
He's not a smart man doing something dumb, he's an idiot doing dumb things because it makes money for the people who bought him.
Criticizes a political figure's actions as motivated by corruption and financial interests rather than genuine policy positions.
@tigrisparvus2970
Mar 4, 2025
Stay out of Russia Ukraine insults. You are making things worse.
Stay out of Russia Ukraine insults. You are making things worse.
Criticism of Canada's involvement in Russia-Ukraine discourse, arguing it worsens the situation.
Policy Critique
0.75
@ladyb4574
Mar 4, 2025
What about Maccas, KFC and BK...? put 50% tariff, open CANADIAN-owned healthy fast food ?
What about Maccas, KFC and BK...? put 50% tariff, open CANADIAN-owned healthy fast food ?
Proposes alternative tariff policy favoring Canadian-owned businesses over foreign chains as critique of current approach.
@chrisd3710
Mar 4, 2025
Would be good if Canada had ICE
Would be good if Canada had ICE
References ICE (U.S. immigration enforcement) as a policy model Canada should adopt, implying criticism of current Canadian immigration enforcement.
ozzieonline
Feb 18, 2026
Trudeau is such a poser.
Trudeau is such a poser.
Dismissive criticism of the prime minister's authenticity and credibility, framed as a character judgment.
Policy Critique
0.75
@top5paranormal254
Mar 4, 2025
Multiculturalism is definitely failing globally.
Multiculturalism is definitely failing globally.
Broad critique of multiculturalism as a policy framework with implicit comparative judgment about global outcomes.
michaelkim4703
Feb 4, 2026
Canada need to move to fuck away from America.
Canada need to move to fuck away from America.
Critique of Canada-US relations with implicit call for policy change (distancing from America).
@stevecapela
Mar 4, 2025
There was no reason for these tariffs against Canada. Our closest neighbor and ally. Unreal! Trump is doing exactly what he has been instructed to do, to divide the USA. Both nationally and globally. Putin …
There was no reason for these tariffs against Canada. Our closest neighbor and ally. Unreal! Trump is doing exactly what he has been instructed to do, to divide the USA. Both nationally and globally. Putin must be patting himself on the back for a job well done. Disgusting Republicans.
Criticizes Trump's tariff policy while making unsubstantiated claims about Putin's influence and Republican coordination.
@JMan-jj8ic
Mar 4, 2025
Traudeau you are one of the reason why this trade war happened. Your being inept by not adressing the border amd late immigrations control .
Traudeau you are one of the reason why this trade war happened. Your being inept by not adressing the border amd late immigrations control .
Criticism of Trudeau's handling of border and immigration policy as contributing to trade tensions, with unsubstantiated causal claims.
@bornonjuly7052
Mar 4, 2025
Well the world has changed a lot and especially considering most of Canadians are boomers ! That model doesnt work anymore
Well the world has changed a lot and especially considering most of Canadians are boomers ! That model doesnt work anymore
Argues that past immigration models no longer work due to demographic shifts in Canada's population age structure.
Zeeee12334
Feb 17, 2026
Oh shit, cnn commentators. Did you forgot about what this little dictator did in Canada?
Oh shit, cnn commentators. Did you forgot about what this little dictator did in Canada?
Criticizes Trudeau's governance ('dictator') while questioning CNN's credibility, mixing policy critique with identity-based framing.
@catalinopris6462
Mar 4, 2025
Canadian have never believed that fentanyl or illegal immigrants coming across the border is the issue! We have never been the problem but have added 1.2 billion in extra security to our border. Trump is …
Canadian have never believed that fentanyl or illegal immigrants coming across the border is the issue! We have never been the problem but have added 1.2 billion in extra security to our border. Trump is after something else...
Critiques Trump's stated rationale for tariffs while making an unverified claim about Canadian border security spending and Trump's hidden agenda.
@valgoodridge1810
Mar 4, 2025
We are up to our necks in corruption.
We are up to our necks in corruption.
Brief critique of systemic corruption in government without specific policy details or elaboration.
Policy Critique
0.75
BIGFOOT-BC-HammerDown
Feb 17, 2026
This fool shouldn't be talking for nothing he is no good for Canada and he should mine his business ?
This fool shouldn't be talking for nothing he is no good for Canada and he should mine his business ?
Criticizes Trudeau's fitness for office and suggests he should focus on domestic concerns rather than international speech-making.
@Georgeduran863
Mar 4, 2025
Kind of wild that Trudeau could have actually had a shot at winning another election because of how insane the USA has acted.
Kind of wild that Trudeau could have actually had a shot at winning another election because of how insane the USA has acted.
Observes that Trudeau's political fortunes improved due to comparative positioning against US actions, implicitly critiquing both domestic and international political dynamics.
@MrPojopojo
Mar 4, 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)