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
Search & Filter
Policy Critique
5,980 comments
Review thee trucking industry.
Review thee trucking industry.
Calls for review of trucking industry policy, likely in context of immigration labor practices.
Policy Critique
0.70
GreatApe-w5k
Feb 18, 2026
He lied about 1 thing trump is nowhere near a smart guy
He lied about 1 thing trump is nowhere near a smart guy
Accuses the speaker of lying and makes a negative character judgment about Trump's intelligence.
Policy Critique
0.70
@chiwil2430
Mar 4, 2025
Your border has no fence
Your border has no fence
Brief factual assertion about Canada's border infrastructure, likely critiquing border security policy.
Policy Critique
0.70
@treyownz420
Mar 4, 2025
Fentanyl coming from Canada was less than 1%. This was just an excuse for Trump. Trump wants to start WW 111 and start with Canada. Trump is old, he lived his life, he's not thinking …
Fentanyl coming from Canada was less than 1%. This was just an excuse for Trump. Trump wants to start WW 111 and start with Canada. Trump is old, he lived his life, he's not thinking about the young generations that ha e just started living. \n\nI believe that Trump is in with Putttin to give him classified information, knowing that he will not get away with his criminal charges so he can deflect to Russia where these is no Expedition treaty. TRUMP IS A TRADER!!!!\n\n\n Canadians are very nice people, until it's time not to be nice and that time is now.
Critiques Trump's trade war justification and foreign policy while making unverified claims about fentanyl statistics and Trump-Putin conspiracy, with moral condemnation.
@junebohnet7752
Mar 4, 2025
Should make it 75%
Should make it 75%
Advocates for a higher percentage threshold, likely referring to tariffs or policy measures, without elaboration.
Policy Critique
0.70
@Bob-w5c3d
Mar 4, 2025
Liberals have destroyed our nation
Liberals have destroyed our nation
Broad condemnation of Liberal government policies as destructive to the nation; vague policy critique without specific details.
Policy Critique
0.70
Shawnmaclean-w2w
Jul 17, 2025
The minister of no CLUE
The minister of no CLUE
Dismissive criticism of a government minister's competence, though expressed through wordplay rather than substantive policy analysis.
Policy Critique
0.70
gailhorochuk1269
Feb 27, 2026
That is King trumpet 's excuse, because in the USA, the money generated from the tariff goes straight into the government's coffer that he controls, to add to the money for tax cuts for the …
That is King trumpet 's excuse, because in the USA, the money generated from the tariff goes straight into the government's coffer that he controls, to add to the money for tax cuts for the billionaires !
Critiques tariff policy and makes an unverified claim about Trump's personal financial motives without evidence.
@ednorris6252
Mar 4, 2025
Liberals. That’s how.
Liberals. That’s how.
Blames the Liberal party for immigration policy, though extremely brief and lacks specific policy details.
Policy Critique
0.70
hugolafhugolaf
Jun 21, 2025
Sounds like a threat minister black face. That's President Donald Trump. The wall street journal, really? The wall street journal has lost a lot of credibility, like numerous media outlets. Like CNN.
Sounds like a threat minister black face. That's President Donald Trump. The wall street journal, really? The wall street journal has lost a lot of credibility, like numerous media outlets. Like CNN.
Critiques Trump's approach as threatening while also commenting on media credibility, mixing policy critique with meta-commentary about sources.
@thetribesman6687
Mar 4, 2025
Jws bnkrs really did canada dirty..
Jws bnkrs really did canada dirty..
Blames unspecified 'bankers' (likely a conspiracy reference) for Canada's immigration problems, mixing vague policy critique with conspiratorial framing.
ilmsnti1357
Jan 27, 2026
https://www.youtube.com/watch?v=Kw9r_b-ohuo here's a better take, that doesn't involve the delusions of Lilley types/Kenney, this isn't new, it's been going on for 50 yrs, take the part where they won't speak English/French, assimilate, there are people …
https://www.youtube.com/watch?v=Kw9r_b-ohuo here's a better take, that doesn't involve the delusions of Lilley types/Kenney, this isn't new, it's been going on for 50 yrs, take the part where they won't speak English/French, assimilate, there are people here who've been here for decades, still can't, but they supposedly got in cause we needed them, they were "skilled" they could speak the language, Lilley, Ivison, Gunter in these rags keep lying saying it was great, people wanted it, who? when? real people, no, Politian's, businesses, media, NDP Zealots
Critiques media figures and politicians for misrepresenting immigration benefits, citing assimilation failures and claiming decades of deception by elites.
rona3393
Feb 27, 2026
Were sorry for having a Leader like this ???
Were sorry for having a Leader like this ???
Expresses embarrassment about national leadership, implying criticism of government policy or leadership choices.
@eleanorhernandez2348
Mar 4, 2025
Only illiterate works on cash... Just don't allow illiterate to enter canada
Only illiterate works on cash... Just don't allow illiterate to enter canada
Proposes a policy solution (literacy requirements for entry) based on an unverified claim linking illiteracy to cash-work, mixing policy suggestion with unsupported assertion.
kartikshiroya2270
Oct 21, 2025
Tech help for blah blah speech? Simply quit denying the mess you ve caused Canada & the USA and simply do what TRUMP. Asked
Tech help for blah blah speech? Simply quit denying the mess you ve caused Canada & the USA and simply do what TRUMP. Asked
Criticizes Trudeau for economic problems and implicitly calls for resignation or policy change aligned with Trump's approach.
@Michael-b2z6w
Mar 4, 2025
Get out of office. Just a talking head piece
Get out of office. Just a talking head piece
Dismissive criticism of a political leader's effectiveness, with implicit call for removal from office.
@jasonjase8661
Mar 4, 2025
USA should be isolated from rest of the world
USA should be isolated from rest of the world
Advocates for isolationist policy toward the USA, expressing concern about international engagement.
@naturallydrunk
Mar 4, 2025
Canada has become a shithole.
Canada has become a shithole.
Harsh criticism of Canada's state using inflammatory language, expressing dissatisfaction with national conditions and governance.
@gameplayti2909
Mar 4, 2025
Isolationist Trump will ruin America
Isolationist Trump will ruin America
Critiques Trump's isolationist approach as economically harmful to America, focusing on policy disagreement.
Policy Critique
0.70
@AindriuMacGiollaEoin
Mar 4, 2025
1.8 billion spent on a problem that doesn't exist... Only to have it not even stop american complaints... Thanks Drumph.
1.8 billion spent on a problem that doesn't exist... Only to have it not even stop american complaints... Thanks Drumph.
Criticizes government spending on immigration while asserting an unverified claim that the problem doesn't exist.
@Yourmomma568
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)