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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 274 of 299
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
A good part of me doesn't like this video and thinks tyler just capitalizes off what people want to hear. There's so many nice brown people why do we have to divide ourselves idk man.
A good part of me doesn't like this video and thinks tyler just capitalizes off what people want to hear. There's so many nice brown people why do we have to divide ourselves idk man.
Critiques the video creator's approach as divisive and pandering, while appealing to unity and fairness principles.
SrDerpTaco Feb 5, 2026
No Canada was Bidins closest friend Canada need to throw this pos to the kerb or they will be finished. All Trump has done is cut the bleeding of taxpayers money to Canada. Listen to …
No Canada was Bidins closest friend Canada need to throw this pos to the kerb or they will be finished. All Trump has done is cut the bleeding of taxpayers money to Canada. Listen to this clown go lol hes the one that forked Canada not Trump. Look at him cry hes so used to getting his own way.
Critiques government policy and spending decisions while comparing Trump's and Biden's approaches to Canada relations and fiscal management.
@strangecustoms8486 Mar 4, 2025
I agree with every word! \nMy respect for the ones that has the guts to say it like it is!! \nThinking a bit further: I hope this has no consequences.\n\nAn unpredictable narcististic fool that call …
I agree with every word! \nMy respect for the ones that has the guts to say it like it is!! \nThinking a bit further: I hope this has no consequences.\n\nAn unpredictable narcististic fool that call the shots makes no better choices for anyone but himself (so he thinks)\nIf the best way to silence a bully is too ignore him, he'll never shut up, 'cause it's not possible.\nMy God, does he ever just shut the f*ck up...\nHe doesn't deserve any attention, negatif nor positive \nUnfortunatly that's not an option. \nWhen we can't ignore him, is it wise to react by telling him that he's stupid? He likes being called out. Give him something to react so he has an excuse to do more stupid things. As narcististic as he is, he will (logicaly/probably/likely) react as a stupid bully....so we're feeding him. Any attention feeds the bully. \nHe seemes to love the negatif, but there's nothing positive to say.\nShould we than speak anything at all?\nNow is the time for the smartest diplomats to come together \nGood Luck everybody ?
Extended critique of Trump's narcissism and bullying behavior with implicit calls for diplomatic wisdom and strategic restraint in response.
@missesx9964 Mar 5, 2025
To me this speech is NOT brilliant, it's phony and disgusting.
To me this speech is NOT brilliant, it's phony and disgusting.
Dismisses the speech as inauthentic and morally objectionable, critiquing its substance and sincerity.
@WatchandPrayJesusiscoming Mar 4, 2025
They paid that with American money
They paid that with American money
Critique of Canadian policy funding using American money, combining economic and political criticism.
@DKProductionUncut Mar 4, 2025
Canadian ICE it's a Good Thing.
Canadian ICE it's a Good Thing.
Brief endorsement of Canadian immigration enforcement (ICE), expressing approval of stricter policy approach.
shawnfoogle920 Feb 18, 2026
Bullshit is what it is
Bullshit is what it is
Brief dismissal of the situation as false/problematic, likely referring to government handling of immigration.
nowayinhell91 Jan 28, 2026
Now he has got a new red flag to mislead his Country so he can keep doing what he's doing.
Now he has got a new red flag to mislead his Country so he can keep doing what he's doing.
Critiques a political leader's motives and actions, with an unsubstantiated claim about misleading the country.
@nathanhorst8886 Mar 4, 2025
100% Tarriffs on Tesla. Great option!
100% Tarriffs on Tesla. Great option!
Sarcastically critiques a proposed tariff policy on Tesla, though the tone suggests irony rather than genuine support.
@MarkH-4 Mar 4, 2025
double that number being booted
double that number being booted
Terse comment suggesting deportation numbers should be doubled, expressing criticism of insufficient enforcement.
darrenbell6718 Dec 30, 2025
Why this nato leader quack just try and blame Russia and china for American tariffs on Canada this news channel is talking about tariffs and for some reason the topic of fearmongering Russia and china …
Why this nato leader quack just try and blame Russia and china for American tariffs on Canada this news channel is talking about tariffs and for some reason the topic of fearmongering Russia and china \nMr nato leader quack everyone who is well informed on what Putin and Russia want you clearly don’t so educate yourself
Criticizes NATO leadership and media for allegedly misrepresenting tariff causes, with unsubstantiated claims about geopolitical blame-shifting.
@jordanthomson8675 Mar 4, 2025
Trump full of shit !
Trump full of shit !
Brief dismissive criticism of Trump, though lacks substantive policy analysis.
@KelvinTittle Mar 4, 2025
We need to nationalize Air Canada for their lift capacity and have them cycling 24/7.
We need to nationalize Air Canada for their lift capacity and have them cycling 24/7.
Proposes nationalization of Air Canada as a solution to immigration capacity, critiquing current policy approach.
brandondodd4713 Oct 5, 2025
Your border has no fence
Your border has no fence
Brief factual assertion about Canada's border infrastructure, likely critiquing border security policy.
@treyownz420 Mar 4, 2025
Thank you for making America Great Mr. “President “ some of us could barely make it… No justification for these tariffs. ??????
Thank you for making America Great Mr. “President “ some of us could barely make it… No justification for these tariffs. ??????
Expresses opposition to Trump's tariffs while acknowledging economic hardship, with sarcastic framing of presidential title.
@Gabybella18 Mar 4, 2025
Trudeau doesn't give a fig about Canada 🇨🇦. Only lining his pockets and sleeping with MEN. 🙄
Trudeau doesn't give a fig about Canada 🇨🇦. Only lining his pockets and sleeping with MEN. 🙄
Criticizes the Prime Minister's governance and priorities, though includes ad hominem attacks mixing policy critique with personal attacks.
metalcrow1879 Jan 27, 2026
future prime ministers should speak french to usa presidents
future prime ministers should speak french to usa presidents
Comment critiques the language policy expectation for Canadian prime ministers in diplomatic contexts.
@clement2780 Mar 4, 2025
Omg incompetence!
Omg incompetence!
Expresses criticism of government/institutional incompetence in handling immigration, though minimal elaboration.
mosaitogo Oct 4, 2025
How is this clown still speaking for Canada....
How is this clown still speaking for Canada....
Dismissive criticism questioning the legitimacy of the speaker's authority to represent Canada.
@Arco961 Mar 5, 2025
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Discourse Taxonomy

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Category Distribution

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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)