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
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Policy Critique
5,980 comments
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.
Policy Critique
0.70
@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.
Policy Critique
0.70
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.
Policy Critique
0.70
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.
Policy Critique
0.70
@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.
Policy Critique
0.70
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.
Policy Critique
0.70
@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.
Policy Critique
0.70
@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.
Policy Critique
0.70
@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.
Policy Critique
0.70
@clement2780
Mar 4, 2025
Omg incompetence!
Omg incompetence!
Expresses criticism of government/institutional incompetence in handling immigration, though minimal elaboration.
Policy Critique
0.70
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.
Policy Critique
0.70
@Arco961
Mar 5, 2025
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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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)