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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 215 of 299
Everything in this video is flee information and fear monger ing
Everything in this video is flee information and fear monger ing
Accuses the video of spreading false information and fear-mongering, critiquing its content and approach.
NIDASARMOUR Feb 5, 2026
The government allows it because they want to exploit people
The government allows it because they want to exploit people
Critiques government immigration policy as intentionally exploitative, combining policy analysis with a conspiracy-like claim about government motives.
Zanebadur420 Feb 8, 2026
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada. I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences. Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up. African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent. Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70. LOSERS!
Critiques video content and makes comparative claims about immigrant groups' credentials and contributions, mixing legitimate critique with inflammatory racial stereotyping.
e-commerceforminoritiesike940 Feb 9, 2026
Trump is a lier they sell more drugs than any body in this planet and we americans know that we are not stupid well only the ones that voted for him are hope everything goes …
Trump is a lier they sell more drugs than any body in this planet and we americans know that we are not stupid well only the ones that voted for him are hope everything goes up prices are already up but more so his voters can pay for the mistakes they did
Criticism of Trump with unsubstantiated claims about drug trafficking and economic consequences.
@JuaritozAngeles Mar 4, 2025
How do canada Elect this guy ? He\nSounds like a whiny little kid !
How do canada Elect this guy ? He\nSounds like a whiny little kid !
Criticizes Canadian electoral choices and leader's demeanor, with implicit questioning of national judgment.
@terrysmith8539 Mar 4, 2025
Are Canadians dumb enough to buy this bull shit
Are Canadians dumb enough to buy this bull shit
Dismissive criticism of government messaging or policy, though vague and expressed through rhetorical questioning rather than substantive analysis.
@AnupamSringeri Mar 4, 2025
Fake news! It's not dividing the country, it is stopping those who stand to make millions off of the backs of Canadians. Full STOP!
Fake news! It's not dividing the country, it is stopping those who stand to make millions off of the backs of Canadians. Full STOP!
Dismisses claims as 'fake news' while critiquing policy as benefiting wealthy interests over Canadians, combining misinformation framing with economic policy critique.
lregey Feb 11, 2026
Why does illegal people coming to our country have any rights in our country Kick them out They are illegal stupid
Why does illegal people coming to our country have any rights in our country Kick them out They are illegal stupid
Questions the legal and moral basis for undocumented immigrants having rights, framing it as a policy problem with hostile language.
shirleypollock846 Feb 27, 2026
Trudeau for davios european union he isnt for Canadians or america \nSee how your tariffs work lol then all the money he gave to ulkraine he will blame trump ?
Trudeau for davios european union he isnt for Canadians or america \nSee how your tariffs work lol then all the money he gave to ulkraine he will blame trump ?
Criticizes Trudeau's policy priorities and predicts tariff consequences, with unsubstantiated claims about Ukraine spending and blame-shifting.
@cohen855 Mar 4, 2025
“Speaking harshly”???—He didn’t advocate for any person or group’s death or curse or make any personal attacks even ???? Canada, would you please consider lowering your visa requirements please omg ?????
“Speaking harshly”???—He didn’t advocate for any person or group’s death or curse or make any personal attacks even ???? Canada, would you please consider lowering your visa requirements please omg ?????
Commenter defends Trump's rhetoric as not harsh while requesting Canada lower visa requirements, mixing policy defense with a direct policy request.
@featherbound8099 Mar 4, 2025
It is a complete lie to say that you can't find Canadians who are willing to work as tire installers!!!!
It is a complete lie to say that you can't find Canadians who are willing to work as tire installers!!!!
Commenter disputes the claim that Canadian workers are unavailable for certain jobs, challenging the justification for immigration policy.
andrewwest1045 Feb 11, 2026
Not gonna make a difference Justin.
Not gonna make a difference Justin.
Commenter expresses skepticism about the effectiveness of Trudeau's actions or statements, offering a brief policy dismissal.
@bernardqblack Mar 4, 2025
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
Khalistan is opposed by the Indian government too but when the government demanded to arrest them, the Canadian government protected them for votes.
Khalistan is opposed by the Indian government too but when the government demanded to arrest them, the Canadian government protected them for votes.
Alleges government favoritism toward specific groups for political gain, mixing critique with unverified claims.
dreamaway2 Feb 12, 2026
You are finish. Enough of taking advantage of USA
You are finish. Enough of taking advantage of USA
Accusation that Canada is exploiting the USA, framing Canadian policy as unfair advantage-taking.
@BeySim1490 Mar 4, 2025
Workers not available locally is a lie.
Workers not available locally is a lie.
Challenges the justification for immigration (labor shortages) as false, critiquing the reasoning behind policy rather than policy itself.
MrSudeepantony Feb 16, 2026
Mr. Trudeau, didn't mince words. Dumb is an understatement as it concern's trump.
Mr. Trudeau, didn't mince words. Dumb is an understatement as it concern's trump.
Criticizes Trump's intelligence and articulation as a leader, combining personal judgment with implicit policy critique.
@rodneylove8027 Mar 4, 2025
Kenney has absolutely no credibility after he scewed the Dog during the Covid hoax
Kenney has absolutely no credibility after he scewed the Dog during the Covid hoax
Attacks Kenney's credibility over COVID policy while using dismissive language ('hoax') that suggests misinformation.
berniemoore9077 Feb 17, 2026
Canada ain't doing shit
Canada ain't doing shit
Brief dismissive critique of Canada's government action or inaction on an unspecified issue.
@MannDoesArt Mar 4, 2025
Here we go within the lies of the liberal hypocrites.. cbsa deporting criminals good.... immigration custom enforcement deporting criminals bad....
Here we go within the lies of the liberal hypocrites.. cbsa deporting criminals good.... immigration custom enforcement deporting criminals bad....
Accuses government of hypocrisy in immigration enforcement, claiming selective application of deportation rules based on political ideology.
solos7685 Feb 18, 2026
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Discourse Over Time

Top 6 discourse types by month — how framing evolves over time

Category Co-occurrence

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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)