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
Canada is invaded by US. United States is one of the most evil countries on the planet. Love you, Canada.
Canada is invaded by US. United States is one of the most evil countries on the planet. Love you, Canada.
Compares Canada to the US, characterizing the latter negatively while expressing affection for Canada.
KristofferTandberg
Jan 27, 2026
UK citizen here. It gets worse.
UK citizen here. It gets worse.
UK citizen comparing Canada's situation to their own country, implying worsening conditions.
odstjackson
Feb 8, 2026
In india you buy your license
In india you buy your license
Makes a comparative claim about licensing practices in India versus Canada, implying corruption without substantiation.
OLBARBOK
Jan 27, 2026
Plss come to Australia Melbourne see do this the same you'll be for a surprising time
Plss come to Australia Melbourne see do this the same you'll be for a surprising time
Commenter suggests comparing Canada's situation to Australia/Melbourne, implying similar immigration dynamics across countries.
Comparative
0.72
jimjons6208
Jan 27, 2026
Go to Mineapolis bro
Go to Mineapolis bro
Suggests looking at Minneapolis as a comparison point, implying similar or worse conditions elsewhere.
Comparative
0.72
Mihai-mb4ew
Jan 27, 2026
Relax guys. The rest of the world will grow stronger at cost of the US. Finally a good chance to cut these bonds ... .
Relax guys. The rest of the world will grow stronger at cost of the US. Finally a good chance to cut these bonds ... .
Comment compares US position to rest of world and advocates for reducing US ties, framing this as geopolitical repositioning.
@j.d.9988
Mar 4, 2025
History is always written by the winners. When two cultures clash, the loser is obliterated, and the winner writes the history books—books which glorify their own cause and disparage the conquered foe. As Napoleon once …
History is always written by the winners. When two cultures clash, the loser is obliterated, and the winner writes the history books—books which glorify their own cause and disparage the conquered foe. As Napoleon once said, ‘What is history, but a fable agreed upon?’”
The comment uses historical philosophy to frame cultural conflict as inevitable power dynamics, implicitly comparing how different groups are treated in historical narratives.
CheErWinGuevara
Feb 6, 2026
Former ally now foe splendid
Former ally now foe splendid
Describes shift in U.S.-Canada relations from alliance to adversarial, comparing historical relationship status.
Comparative
0.72
@mohamedAhmed-ss9wx
Mar 4, 2025
Divine to Conquer strategy but it fails.\nThanks to the support of American people. You are welcome to visit Canada. ??
Divine to Conquer strategy but it fails.\nThanks to the support of American people. You are welcome to visit Canada. ??
References a 'divide and conquer' strategy, compares Canada favorably to the US, and extends a welcoming invitation to Americans.
@vicki3747
Mar 4, 2025
Go take a look at Indian Illinois invasion
Go take a look at Indian Illinois invasion
References another location ('Indian Illinois') to make an implicit comparative argument about immigration invasion, with alarmist framing.
Leosdragonfruitsmoothie
Feb 4, 2026
F yeah. We need leaders like this, here in the US. Where are our elected Dems? Maybe moving to Canada, out of this shithole 3rd world terrorist state, would be a good idea.
F yeah. We need leaders like this, here in the US. Where are our elected Dems? Maybe moving to Canada, out of this shithole 3rd world terrorist state, would be a good idea.
Compares Canada favorably to the US and suggests emigration as a solution, with implicit call to action.
@Mash333
Mar 4, 2025
Even though people watching this video here have vegetative mindset have to say canada is land of immigrants and this problem is never gonna end it will just shape a new country be ready fir …
Even though people watching this video here have vegetative mindset have to say canada is land of immigrants and this problem is never gonna end it will just shape a new country be ready fir it
Acknowledges Canada's immigrant history while accepting demographic change as inevitable, comparing past and future national identity.
zuhasajid900
Feb 27, 2026
That's why Trump put a tariffs on China if China dnt stop sending fentanyl to Mexico.
That's why Trump put a tariffs on China if China dnt stop sending fentanyl to Mexico.
References Trump's tariff policy on China in relation to fentanyl trafficking through Mexico, comparing international policy responses.
@jeffvillanueva6997
Mar 4, 2025
Trump inherited his father wealth then he inherited the wealth and reputation of the unites states now shit happening ?
Trump inherited his father wealth then he inherited the wealth and reputation of the unites states now shit happening ?
Compares Trump's inherited wealth/status to current problems, implicitly contrasting leadership outcomes across contexts.
@victorla7707
Mar 4, 2025
I thought the US under creepy Biden already worsted but the Canadians liberals is ready Fu*k up it come to immigration from India.
I thought the US under creepy Biden already worsted but the Canadians liberals is ready Fu*k up it come to immigration from India.
Compares Canadian and US immigration policies unfavorably, suggesting Canada's approach is worse than Biden's.
peterwa6567
Sep 11, 2025
No Trudeau Trudeau...... like in India Modi... Modi.... Modi...talks with reason and logic
No Trudeau Trudeau...... like in India Modi... Modi.... Modi...talks with reason and logic
Compares Trudeau to Modi, suggesting Trudeau lacks reason and logic compared to the Indian leader.
@rupinderkumar4651
Mar 4, 2025
If you Indian in USA through chambers of commerce- you could apply to get hotel or gas stations in payments . Indians not privileged then native Americans in USA
If you Indian in USA through chambers of commerce- you could apply to get hotel or gas stations in payments . Indians not privileged then native Americans in USA
Compares treatment of Indians in USA versus Native Americans, though the claim appears confused or potentially misleading about economic privileges.
victorvictor6135
Jan 27, 2026
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know …
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know you didn't ask for it.
Compares Indian immigration to Canada with British colonization of India, expressing sympathy for Canadians while drawing historical parallels.
MetaLord395
Jan 27, 2026
The us relationship isn’t just deteriorated between them and Canada \nIt is the same for any other country in the world just now \nThe US doesn’t have a genuine friend now anywhere other than Russia …
The us relationship isn’t just deteriorated between them and Canada \nIt is the same for any other country in the world just now \nThe US doesn’t have a genuine friend now anywhere other than Russia and North Korea \n\nFrankly, I hope Trump continues his stupidity and it kills the US because the only way to demonstrate to the immense dumb electorate that supports Trump is for his own idiocy to hurt them. We don’t have time to try to educate them now. These people are an equal mix of ignorance, racism and entitlement. \n\nI’m in france and I’ll be honest, if I see or hear a US national (and we can figure out who is Canadian and not) then they will get no help from anyone here. \n\nThe US i grew up admiring as a kid in the U.K., the us I subsequently worked and lived in, the us people I worked with globally … all gone\nAnd frankly, it is the fault of the American electorate
Extended comparison of US relationships globally with harsh criticism of American electorate and Trump supporters, expressing fear and moral judgment.
@markl2815
Mar 4, 2025
the same people who support left wing in canada support far right in india
the same people who support left wing in canada support far right in india
Compares political ideology between Canada and India, suggesting hypocrisy in immigrant political positions across nations.
luqman4426
Sep 20, 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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