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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Comparative
2,420 comments
Could US take on the Veitcong or the Taliban or the Germans or the Italian's or anyone on there own???? Tell me what war the US has won on its own? They couldnt even take …
Could US take on the Veitcong or the Taliban or the Germans or the Italian's or anyone on there own???? Tell me what war the US has won on its own? They couldnt even take on tribes without serious losses ?. The amount of people laughing & mocking us when you arent even educated ????
Compares US military performance across historical conflicts to challenge American superiority claims and mock commenters' ignorance.
@Hmmm-n2v9h
Mar 5, 2025
guy at 8:00, no shirt, I'm thinking he must be polish. He Says" im coming from Poland". you could spot polish people a mile away...
guy at 8:00, no shirt, I'm thinking he must be polish. He Says" im coming from Poland". you could spot polish people a mile away...
Makes stereotypical observations about identifying Polish people by appearance, comparing national groups.
sebastianmalinowski6298
Oct 17, 2025
What did native Canadians think about the whites?
What did native Canadians think about the whites?
Uses historical comparison ('what did natives think about whites') to frame current immigration debate through parallel reasoning about belonging.
Nobody-l4g6q
Oct 28, 2025
Portugal made it much more difficult to apply bcos of uncontrolled numbers ..... now new applications might get delayed ...?.
Portugal made it much more difficult to apply bcos of uncontrolled numbers ..... now new applications might get delayed ...?.
Compares Canada's immigration policy to Portugal's stricter approach in response to high application numbers.
romalondra
Feb 27, 2026
Tesla hires from India. America's dichotomy.
Tesla hires from India. America's dichotomy.
Compares hiring practices between countries (India to America) and references a contradiction in American policy regarding immigration.
jimbobbyrnes
Jan 29, 2026
Is there anyway Trudeau can run for the presidency in the USA? We need help from an articulate, thoughtful thinking person as opposed to our current leader who blames everything on the Biden adminstration and …
Is there anyway Trudeau can run for the presidency in the USA? We need help from an articulate, thoughtful thinking person as opposed to our current leader who blames everything on the Biden adminstration and names scapegoats for his own failings. Trudeau is hoping Donny will change....not in the cards!
Hypothetical question comparing Trudeau's leadership favorably to current US leadership, ranking political competence across nations.
@michaelswift4446
Mar 4, 2025
Canada's biggest mistake is thinking America was ever an ally.
Canada's biggest mistake is thinking America was ever an ally.
Compares Canada-US relations and critiques the assumption of American alliance reliability.
@brettfavreify
Mar 4, 2025
Gli indiani studiano l'inglese già in asilo e sono i grandi alleati dell'Inghilterra, ultimamente hanno avuto anche il loro concittadino come primo ministro in UK quindi questi esodi sono studiati da decenni fermo restando che …
Gli indiani studiano l'inglese già in asilo e sono i grandi alleati dell'Inghilterra, ultimamente hanno avuto anche il loro concittadino come primo ministro in UK quindi questi esodi sono studiati da decenni fermo restando che non ho nulla contro di loro!
Compares Indian immigration patterns to UK and England, framing migration as strategically planned across decades.
PatrizioGuarino-v8l
Feb 25, 2026
Canada must — simply must — join the European Union and, together with EU countries, create a defensive alliance. Every EU country should have the technology and capability to develop nuclear weapons, as well as …
Canada must — simply must — join the European Union and, together with EU countries, create a defensive alliance. Every EU country should have the technology and capability to develop nuclear weapons, as well as nuclear weapons themselves. This would be the beginning of a new world. Unfortunately, America will drown in its own debt, but most Americans have chosen this path themselves, and they regret nothing!
Compares Canada to the EU and the U.S., advocating for Canada to join a defensive alliance and positioning nations hierarchically.
@YevheniiMalin
Mar 4, 2025
From Germany: This is what a leader talks like. Also it's nice to see how blunt yet still professional one can be when you are a capable politician who doesn't have to dance on eggshells …
From Germany: This is what a leader talks like. Also it's nice to see how blunt yet still professional one can be when you are a capable politician who doesn't have to dance on eggshells for fear of non-reelection. On a worldwide financial side though, I pulled my retirement fund out of North American investments this morning. Better safe than sorry.
Compares Canadian leadership favorably to other political contexts while sharing personal economic decision-making based on geopolitical concerns.
@Phelie315
Mar 5, 2025
Lots of better places to visit....no big loss🇨🇦
Lots of better places to visit....no big loss🇨🇦
Compares US travel unfavorably to alternative destinations and expresses preference for staying in Canada.
Comparative
0.78
Steve-cn9of
Dec 9, 2025
the U.S is not a trustworthy ally anymore. The U.S has always had the best and smartest people in the world, but sadly U.S citizens chose to elect a dumb person as it's leader and …
the U.S is not a trustworthy ally anymore. The U.S has always had the best and smartest people in the world, but sadly U.S citizens chose to elect a dumb person as it's leader and now they all have to pay the price... really sad.
Comment compares U.S. past reputation to present decline, expressing geopolitical concern about American leadership.
@bosarama
Mar 4, 2025
Direct to the point. No BS. No rage. No thin skin. We are so far from having this kind of a leader now in America.
Direct to the point. No BS. No rage. No thin skin. We are so far from having this kind of a leader now in America.
Praises a leader's communication style by contrasting with American leadership, ranking nations/leaders.
@AN-cy7xm
Mar 4, 2025
2:30 , this guy shows worst streets of India even tho Punjab is not like this only specific places are like this. Soon Karma will hit hard wait for time.
2:30 , this guy shows worst streets of India even tho Punjab is not like this only specific places are like this. Soon Karma will hit hard wait for time.
Critiques the video's selective portrayal of India by comparing specific regions, invoking karma as a moral judgment.
Real_cat_14
Feb 13, 2026
And now your closest neighbours hate you, Americans. This is so stupid.
And now your closest neighbours hate you, Americans. This is so stupid.
Compares Canada and US relations, expressing concern that American policy decisions are damaging relationships with neighbors and creating tension.
@Sombra-Negra-Sn
Mar 5, 2025
Sorry for our neighbour, you elected a wrong president ?❤️
Sorry for our neighbour, you elected a wrong president ?❤️
Apologizes for American leadership while praising Canadian approach, directly comparing nations.
@apnavoice24
Mar 4, 2025
Thank you all for speaking common sense . I miss Laurie’s comments but I get it .he is nearly as old as me I think ! Trouble is the voting liberals aren’t watching this . …
Thank you all for speaking common sense . I miss Laurie’s comments but I get it .he is nearly as old as me I think ! Trouble is the voting liberals aren’t watching this . On that note the current liberal party is not really liberal and the old voters don’t realize the Conservative Party is much closer to center than the liberals and the liberal left are smart enough to keep them voting . IF A LIBERAL FROM
1960 SHOWED UP IN
2025 HE'D BE CONSIDERED A CONSERVATIVE
IF A LIBERAL FROM
2025 SHOWED UP IN
1960 HE'D BE CONSIDERED A
DANGEROUS LUNATIC
Compares Liberal ideology across time periods, arguing modern Liberals are more radical than historical counterparts and Conservatives are now centrist.
Marvin-fn7ks
Feb 28, 2026
Canadian immigration and recruitment of military people is the same as Russia - recruitment of mercenaries
Canadian immigration and recruitment of military people is the same as Russia - recruitment of mercenaries
Compares Canadian military recruitment practices to Russian mercenary recruitment, drawing a negative international parallel.
MelchorCatambing
Feb 27, 2026
Parallel societies are a problem regardless of where they are. Just look at Sweden
Parallel societies are a problem regardless of where they are. Just look at Sweden
Compares Canada's parallel societies problem to Sweden's, ranking nations on integration issues.
kimkristensen2816
Dec 9, 2025
Boy, Canadian PM is totally out from dumb trump’s league. Canadians, you’re in good hands there ? Poor Americans, please, do something before the USA will not be anymore the country you love.
Boy, Canadian PM is totally out from dumb trump’s league. Canadians, you’re in good hands there ? Poor Americans, please, do something before the USA will not be anymore the country you love.
Compares Canadian PM favorably to Trump and contrasts Canada with the US, suggesting Canada is superior.
@skakunek
Mar 4, 2025
Compare Videos
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)