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
Prime Minister Trudeau is a real leader with class and a brain between his shoulders compared to Ex-Con-in-Chief.
Prime Minister Trudeau is a real leader with class and a brain between his shoulders compared to Ex-Con-in-Chief.
Directly comparing Canadian Prime Minister favorably to a U.S. political figure, ranking leaders across nations.
@dexterspeights3484
Mar 4, 2025
Wish we could trade our terrible US President for the principled Canadian President, but we'd have to give a lot of concessions for a fair trade.
Wish we could trade our terrible US President for the principled Canadian President, but we'd have to give a lot of concessions for a fair trade.
Directly compares Canadian and US leadership, positioning Canada favorably against the US in a cross-national ranking.
@vl4n7684zt
Mar 4, 2025
From UK. Europeans are already choosing not to buy American products. We are not worried about Tariffs, we simply won't buy American.
From UK. Europeans are already choosing not to buy American products. We are not worried about Tariffs, we simply won't buy American.
Compares European and American consumer behavior, positioning Europe against US tariffs and trade practices.
@carlruebsamen364
Mar 5, 2025
Most Americans living in the U.S. today aren’t originally from there — their ancestors migrated from Europe just a few centuries ago. Yet documentaries like this make it seem as if others are ‘taking over’ …
Most Americans living in the U.S. today aren’t originally from there — their ancestors migrated from Europe just a few centuries ago. Yet documentaries like this make it seem as if others are ‘taking over’ their land. The same story exists in places like Australia, where the original Indigenous population is now a small minority. Over time, migration changes every country’s demographics — it’s a global reality, not an invasion. Even cities like London, Toronto, or New York are built by immigrants from across the world. So before calling it a ‘takeover,’ remember that every nation today stands on layers of migration, adaptation, and cultural exchange.
Compares Canada's immigration to historical migration in the U.S. and Australia, using comparative examples to contextualize and defend immigration as a global norm.
rawhan249
Oct 21, 2025
I identify as a Canadien now.
I identify as a Canadien now.
Compares Canadian and American leadership quality, praising Canada's communication while implicitly criticizing US approach.
@chrisb.8497
Mar 4, 2025
As a German I really hope Canada and Europe can strengthen their relationships.
As a German I really hope Canada and Europe can strengthen their relationships.
Identifies as German and expresses hope for strengthened Canada-Europe relationships, positioning Canada within international alliance context.
@esthervolkening3568
Mar 4, 2025
Looks like parts of Sydney Australia
Looks like parts of Sydney Australia
Draws a comparison between the video's content and conditions in Sydney, Australia, suggesting similar situations across countries.
Comparative
0.82
NForcePower
Jan 29, 2026
Skilled immigrants would never go to Quebec anyways.
Skilled immigrants would never go to Quebec anyways.
Compares Quebec's attractiveness to skilled immigrants relative to other regions, implying policy criticism through comparative assessment.
Amigos_de_Don_Eladio
Nov 22, 2025
India was invaded by Britain, they are invading a British colony. Literally karma Breh😂 the only people there having their land and culture taken are the natives and nun of y’all give af bout them …
India was invaded by Britain, they are invading a British colony. Literally karma Breh😂 the only people there having their land and culture taken are the natives and nun of y’all give af bout them so 🤷♀️
The reason mfs are globalist is because of England France Spain , and the Arabs tbh 😂 idk idgaf about that shi everyone’s a hypocrite
The commenter compares historical colonization patterns across nations and uses sarcasm to critique global hypocrisy regarding immigration and land claims.
genericfabricrefresher3163
Feb 9, 2026
For all the ignorant people who know nothing about history between United States and Great Britain. Remember that the great queen Elizabeth’s allowed her grand sons, both of them to join us in at least …
For all the ignorant people who know nothing about history between United States and Great Britain. Remember that the great queen Elizabeth’s allowed her grand sons, both of them to join us in at least two wars in the last 40 years.!!!!the UK RULES CANADA! Not one, but two large countries that stand with us the largest that there are.
Compares Canada to UK and US through historical references, asserting that UK 'rules' Canada and positioning these nations as allied powers.
@MDC4378
Mar 4, 2025
Watch out Canada, there's going to be a lot of US citizens looking to move north. The real best country on earth.
Watch out Canada, there's going to be a lot of US citizens looking to move north. The real best country on earth.
Compares Canada favorably to the US as 'the real best country on earth' and anticipates American migration northward.
@jollyroger7624
Mar 4, 2025
This isn’t just Brampton as a Canadian it’s in every major city
This isn’t just Brampton as a Canadian it’s in every major city
Extends the video's focus on Brampton to compare immigration patterns across multiple Canadian cities, generalizing the phenomenon nationally.
tiaalexandria1307
Jan 27, 2026
only if dumb trump can speak intelligently like this true leader from Canada. trump speak at grade school level. I am American and very embarrassed for our government.
only if dumb trump can speak intelligently like this true leader from Canada. trump speak at grade school level. I am American and very embarrassed for our government.
Compares Canadian and American leadership quality, with personal identity assertion as an embarrassed American.
@leslienguyen3505
Mar 4, 2025
you got every thing right brother im a pensioner that moved to Colombia South America Canada is a shit hole Colombia is BAD but I like it bad. in Colombia they speak spanish and this …
you got every thing right brother im a pensioner that moved to Colombia South America Canada is a shit hole Colombia is BAD but I like it bad. in Colombia they speak spanish and this is all you hear in the the streets no Punjab no Chinese not losers taking advantage of the tax payers contribution
Compares Canada unfavorably to Colombia, contrasts cultural/linguistic diversity negatively, and frames immigrants as exploitative.
rolandcanacolo6870
Aug 28, 2025
I’m from Ohio, just across Lake Erie from Canada. I would heartily endorse Canada accessing us. Less than 2 months in, I am absolutely sick of where we are. If I were young and a …
I’m from Ohio, just across Lake Erie from Canada. I would heartily endorse Canada accessing us. Less than 2 months in, I am absolutely sick of where we are. If I were young and a working person, I would look about leaving the US.
Comparison of US and Canada, with personal reflection on dissatisfaction with current US conditions and consideration of relocating.
@kathy5706
Mar 4, 2025
Red Indians 200 years before : Who the hell these white guys from Europe ?
Red Indians 200 years before : Who the hell these white guys from Europe ?
Uses historical comparison (Indigenous peoples' reaction to European colonization) to frame current immigration debate through ironic role reversal.
sandeepkumarkhuntia8839
Feb 3, 2026
The Liberals are pulling the same play book that the UK did, and look at what they are currently experiencing. They know full well that their open door system has caused this mess, and public …
The Liberals are pulling the same play book that the UK did, and look at what they are currently experiencing.
They know full well that their open door system has caused this mess, and public safety has to be prioritized over ideology.
Compares Canada's immigration policy to the UK's experience and frames it as a cautionary tale about open-door systems causing public safety problems.
IdeaPants365
Feb 24, 2026
Would we be allowed to build multiple churches and jesus statues so freely over in india
Would we be allowed to build multiple churches and jesus statues so freely over in india
Compares religious freedom in Canada versus India through a rhetorical question implying differential treatment of religious minorities.
kirkpreece5356
Feb 5, 2026
Asian vs european influx in canada😂
Asian vs european influx in canada😂
Comparative framing contrasting Asian versus European immigration patterns in Canada, delivered with humorous tone (emoji).
Sigmathetasorority
Feb 10, 2026
There's so many Indians, it reminds me of England.
There's so many Indians, it reminds me of England.
Comment compares Canada's Indian population to England's demographic composition, using comparative framing with implicit demographic anxiety.
liam.4454
Jan 28, 2026
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)