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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 212 of 299
There is a misunderstanding and disagreement happening between Canada and America obviously but a trade WAR?! Come on now smh that’s a bit dramatic. There is no war of any kind between America and Canada …
There is a misunderstanding and disagreement happening between Canada and America obviously but a trade WAR?! Come on now smh that’s a bit dramatic. There is no war of any kind between America and Canada , not even a trade war. Fake news, knock it off. Smh
Challenges the characterization of trade tensions as a 'war,' dismissing media framing while implicitly critiquing the discourse around the conflict.
@KatrinaMelvin Mar 4, 2025
this sucks. totally unnecessary. stupid. hurtful.
this sucks. totally unnecessary. stupid. hurtful.
Expresses disapproval of government action as unnecessary and harmful, though without specific policy details.
@olamaria1 Mar 4, 2025
Wrong …. Not the United States . I think he should say the government of the United States which is different ….
Wrong …. Not the United States . I think he should say the government of the United States which is different ….
Correction of terminology, arguing for distinction between 'United States' and 'government of the United States' in political discourse.
@DenisHernandez-w3p Mar 4, 2025
Remigration is the compassionate solution.
Remigration is the compassionate solution.
Proposes 'remigration' as policy solution while framing it with moral language ('compassionate'), critiquing current immigration approach.
ur-inannak9565 Jan 28, 2026
Check out MCGA and findout how the Liberal government is subsidizing these immigrants. 👳🏼‍♂️👳🏾‍♂️👳🏿‍♂️
Check out MCGA and findout how the Liberal government is subsidizing these immigrants. 👳🏼‍♂️👳🏾‍♂️👳🏿‍♂️
Criticizes government subsidies for immigrants with potentially misleading claims and uses stereotypical emoji imagery.
user-sl1hs4jv9u Jan 28, 2026
its interesting how he went to the temple where they provide free meals but didnt metion that
its interesting how he went to the temple where they provide free meals but didnt metion that
Commenter questions the video's framing by pointing out an omitted detail about temple meal services, suggesting selective or incomplete reporting.
kumarsankalp33 Jan 28, 2026
How about we hear him in court has everyone forget what he's done and doing to Canada and using this turbulent time to try and save his sorry ass don't fall for it if he …
How about we hear him in court has everyone forget what he's done and doing to Canada and using this turbulent time to try and save his sorry ass don't fall for it if he really cared we would have had a new PM long ago and sing would've got that pension and he's stepped down and closed parliament but still spending billions
Criticism of Trudeau's governance and motives, with unsubstantiated claims about his actions and spending without evidence.
@mikehewitt2146 Mar 4, 2025
R.I.P. Canada ! Fсk Liberalism !
R.I.P. Canada ! Fсk Liberalism !
Criticizes Canadian liberalism as responsible for immigration problems, with implicit call to reject liberal policies.
its_ivan_channel Jan 29, 2026
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the …
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the system. The guy in bicycle has no clue about India. What nonsense rape is in their culture, rubbish crap video.
Critiques immigration screening and fraud detection systems, though includes stereotyping and unsubstantiated cultural claims.
RashmiThakrat Feb 3, 2026
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
This is the same Trudeau that flew to Mar-a-Largo to grovel and kneel at Trumps feet. I have complete respect for Canada but not Trudeau. If he had any balls, he would shut down all …
This is the same Trudeau that flew to Mar-a-Largo to grovel and kneel at Trumps feet. I have complete respect for Canada but not Trudeau. If he had any balls, he would shut down all power to America.
Criticizes Trudeau's past behavior at Mar-a-Lago and calls for stronger action, with an unverified characterization of his prior conduct.
@Jorr235 Mar 4, 2025
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
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
Can we have a referendum for a city to leave Alberta? After all, the referendums can be played by various sides... Be careful what you wish for you may get it... Also, the question are …
Can we have a referendum for a city to leave Alberta? After all, the referendums can be played by various sides... Be careful what you wish for you may get it... Also, the question are actually misleading: Alberta does have its own provincial nomindation program and can nominate people to obtain permanent residence in Alberta.
Critiques referendum processes and immigration policy mechanics while questioning the accuracy of policy claims presented.
@rtashpulatov Feb 22, 2026
Well said. This president should be throughly investigated. Trump is no material for president of the United States. Who is he working for? Not the American people in my view.
Well said. This president should be throughly investigated. Trump is no material for president of the United States. Who is he working for? Not the American people in my view.
Criticizes a political leader's fitness for office and calls for investigation, combining policy critique with a demand for action.
@ERumbeador 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
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
This information is very skewed.\nTrudeau is leaving soon.
This information is very skewed.\nTrudeau is leaving soon.
Critiques the information presented in the video as skewed while making a political statement about Trudeau's departure.
@tressahowe8952 Mar 4, 2025
This is classic propaganda ?
This is classic propaganda ?
Dismisses the video or its content as propaganda, critiquing the framing or messaging of the discourse.
@JackpotWarrior Mar 4, 2025
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Discourse Over Time

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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)