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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
Page 245 of 299
Where is Justin hiding now?
Where is Justin hiding now?
Rhetorical question attacking Prime Minister's absence or accountability on immigration issues.
AM-my3jk Jan 20, 2026
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
Accuses the speaker of bias and expresses skepticism about immigrant intentions, combining policy critique with underlying threat concerns.
yurigladtsynov1632 Jan 19, 2026
Ça peut bien être le bordel aux Québec vivre les libéraux il détruit Leur propre pays en plus du Québec qu'il ont détruit
Ça peut bien être le bordel aux Québec vivre les libéraux il détruit Leur propre pays en plus du Québec qu'il ont détruit
Criticizes Liberal government policy for destroying Quebec and the country, blaming political leadership for national decline.
StephaneMantha-kh9hs Jan 27, 2026
Immigration is something else Libtart ruined
Immigration is something else Libtart ruined
Blames a political group (Liberals) for immigration policy failures, combining partisan criticism with identity-based framing.
peterbutz642 Feb 23, 2026
They “don’t follow the rules.”
They “don’t follow the rules.”
Quoted phrase suggesting criticism of immigrant rule-following or compliance, likely referencing policy/regulatory concerns.
bingbongSean Jan 27, 2026
i dont undeerstand as why anyone would against stopping bogus asylums claimants to receive govt benefits. This country needs more mental health doctors.
i dont undeerstand as why anyone would against stopping bogus asylums claimants to receive govt benefits. This country needs more mental health doctors.
Questions opposition to denying benefits to bogus asylum claimants and raises a separate concern about healthcare resources.
yoIvanshika Feb 24, 2026
???? will see how Castro jr will do without all the billions he wont get anymore if you cant run your country without being financed by some other well you need to move out of …
???? will see how Castro jr will do without all the billions he wont get anymore if you cant run your country without being financed by some other well you need to move out of the way ...
Criticizes government financial management and leadership competence, with implicit comparison to other nations' self-sufficiency.
@hopefaith3693 Mar 4, 2025
Strong words. You had a month to sort it you dumbass.
Strong words. You had a month to sort it you dumbass.
Criticism of government response time and effectiveness, though expressed with personal insult.
@ians713 Mar 4, 2025
Fentanyl is mostly made in Indian pharma how come India is not under the Tariff tax...
Fentanyl is mostly made in Indian pharma how come India is not under the Tariff tax...
Challenges government tariff policy by questioning inconsistent application, implying selective enforcement is unfair or illogical.
@BB-il3rd Mar 4, 2025
They won't self deport and they were invited. Remember that.
They won't self deport and they were invited. Remember that.
Critiques government policy for inviting immigrants while implying they won't leave; contains implicit factual assertion about immigrant behavior.
Jackoexposed Jan 18, 2026
Geez CNN, you did not let your American audience hear some of the most important things said! Americans, if you want to know everything, go to CBC and listen to the whole broadcast! AND GEEZ, …
Geez CNN, you did not let your American audience hear some of the most important things said! Americans, if you want to know everything, go to CBC and listen to the whole broadcast! AND GEEZ, American journalists STOP repeating the lies... you know from the facts on your own border website that THIS IS NOT ABOUT FENTANYL OR ILLEGAL IMMIGRATION! It's shocking to me how you all keep repeating Trump's false claims when you know they are FALSE!
Criticizes media coverage and accuses journalists of repeating false claims about fentanyl and immigration, combining media critique with disputed factual assertions.
@silkeotd7194 Mar 4, 2025
The economic and political state of India hasn't really changed... WTF is this guy on?! 4th largest economy in the world BTW.
The economic and political state of India hasn't really changed... WTF is this guy on?! 4th largest economy in the world BTW.
Challenges a claim made in the video about India's economic state with factual counter-evidence, expressing skepticism about the speaker's argument.
AshvathBhardwaj Jan 27, 2026
In a wild twist, liberal Carney cut immigration by 100% last year,
In a wild twist, liberal Carney cut immigration by 100% last year,
Sarcastic criticism of Liberal government immigration policy, using ironic exaggeration.
andreus618 Jan 27, 2026
Spoken like a true drug addict. Didn’t he legalize drugs in Canada? Trudeau, you’re as fake as a three dollar bill.
Spoken like a true drug addict. Didn’t he legalize drugs in Canada? Trudeau, you’re as fake as a three dollar bill.
Criticizes Trudeau's drug policy and character, combining policy critique with personal attacks and identity-based dismissal.
@oscarmorvillo2267 Mar 4, 2025
This is what happens when you vote Liberal. EVERYTHING breaks!
This is what happens when you vote Liberal. EVERYTHING breaks!
Partisan blame of Liberal government for systemic failures, framed as a call to reject their policies through voting.
Colnando-o5f Jan 19, 2026
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of …
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of indians have been allowed in the country in record numbers. There is so much fraud in the government with their diploma mills, drug trafficking and employment scams. This video could have been so much bigger and exposed the corruption in the Canadian government. This is not what Canadians want
Criticism of government immigration policy and alleged corruption, with underlying demographic concerns.
abaird681 Jan 27, 2026
Its mainly one major Indian community that prefers to settle there but others are present as well.
Its mainly one major Indian community that prefers to settle there but others are present as well.
Observational comment about settlement patterns of specific immigrant communities, analyzing demographic distribution.
SwapRaytv Jan 27, 2026
He's failed at everything and will fail here. Silly man
He's failed at everything and will fail here. Silly man
Critiques Trump's competence and predicts policy failure, framed as general incompetence rather than specific policy analysis.
@pedroervert Mar 4, 2025
India needs population control 1000%
India needs population control 1000%
Calls for population control policy in India, implicitly linking Indian immigration to overpopulation concerns.
HALOMOVIEMUSIC Jan 27, 2026
Why is this lady still a minister!
Why is this lady still a minister!
Questions the legitimacy of a minister's position, implying criticism of their policy decisions.
aveeng9648 Nov 21, 2025
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Discourse Taxonomy

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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

Which YouTube channels attract each type of discourse
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)