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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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Comparative

2,420 comments
Page 108 of 121
So…Trump was right 😂.
So…Trump was right 😂.
References Trump's border security stance as validation, using emoji to signal ironic or sarcastic tone.
@St-e67 Feb 19, 2026
But people in India also Sikhs do casticism.... don't treat other as humans😂😂😂
But people in India also Sikhs do casticism.... don't treat other as humans😂😂😂
Compares social practices in India to broader commentary on treatment, with identity-based framing about Sikhs and caste dynamics.
kshitizkumar3279 Jan 23, 2026
The 29th state for india
The 29th state for india
Compares Canada to India by suggesting Canada is becoming a state of India, implying cultural displacement.
CriticalToilet Jan 28, 2026
Only the most delusional Americans think it's the greatest country on Earth.
Only the most delusional Americans think it's the greatest country on Earth.
Critiques American exceptionalism by comparing American self-perception to reality, implying other countries are better.
walterlippmann4361 Jan 27, 2026
All chickens are coming to roost!!!! America was always like this. Now when it hurts the EU and „allies „ it hurts ?????????. Welcome to reality
All chickens are coming to roost!!!! America was always like this. Now when it hurts the EU and „allies „ it hurts ?????????. Welcome to reality
Compares historical US behavior to current impacts on allies, using comparative framing to make a moral point about hypocrisy.
@rakeshs3761 Mar 4, 2025
thats crazy, ppl are illegally crossing the us border from canada to get into the us, thats crazy
thats crazy, ppl are illegally crossing the us border from canada to get into the us, thats crazy
Expresses surprise at cross-border migration patterns, implicitly comparing Canada-US immigration dynamics.
rentls Feb 6, 2026
Learn some history..most of the people in Pakistan are punjubs...so its literlaly Pakistanis every where in Canada
Learn some history..most of the people in Pakistan are punjubs...so its literlaly Pakistanis every where in Canada
Compares Pakistani and Punjabi populations, suggesting demographic patterns across countries.
CloveClove-h5j Feb 28, 2026
And what is the greatest country on earth? Mexico?
And what is the greatest country on earth? Mexico?
Compares Canada to other nations (Mexico) sarcastically, questioning national superiority claims.
Moooiee Feb 25, 2026
At least they talk to non Indians unlike the Hasidic Jews
At least they talk to non Indians unlike the Hasidic Jews
Compares immigrant groups' social integration patterns, implicitly ranking cultural assimilation across communities.
sammcgill5324 Feb 7, 2026
Dangerous times we are living in I am not a fan of benign in bad terms with my neighbors trump. Exclude CANADA FROM TARIFF
Dangerous times we are living in I am not a fan of benign in bad terms with my neighbors trump. Exclude CANADA FROM TARIFF
Compares Canada favorably to the US regarding tariffs and relations with Trump, while calling for Canada's exclusion from tariff policies.
@noface4064 Mar 5, 2025
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
Welcome to the BRICS USA ???\n??????????
Welcome to the BRICS USA ???\n??????????
Comment compares Canada to BRICS nations with implied concern about geopolitical realignment and economic threat.
@ricardocastro1250 Mar 4, 2025
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
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
lol…Canada has no balls to retaliate US by hitting tariffs all in one go. Cowards
lol…Canada has no balls to retaliate US by hitting tariffs all in one go. Cowards
Compares Canadian and American responses to tariffs, using sarcasm to critique Canada's position relative to the US.
@danysl2008 Mar 4, 2025
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.
jimjons6208 Jan 27, 2026
Putin might be evil dictator but Starmer is on another level? At least Putin knows how to govern a country while not turning it into a criminal state like in UK?
Putin might be evil dictator but Starmer is on another level? At least Putin knows how to govern a country while not turning it into a criminal state like in UK?
Compares governance styles between Putin and Starmer, with implicit criticism of UK leadership relative to authoritarian alternatives.
@toututu2993 Mar 4, 2025
Maybe Canada can bring down Trump and Elon Musk because Americans are not able and maga fraction of the Republican party don't have any spine.
Maybe Canada can bring down Trump and Elon Musk because Americans are not able and maga fraction of the Republican party don't have any spine.
Comment compares Canada's capability to America's, positioning Canada as potentially more effective than the US in addressing Trump/Musk.
@faridfallahi9613 Mar 4, 2025
As soon as India starts to thrive they will go back. It’s coming..
As soon as India starts to thrive they will go back. It’s coming..
Compares Canada to India, suggesting immigrants will leave once their home country improves, implying temporary commitment and demographic anxiety.
VCD512 Feb 24, 2026
No me sorprende que se quieran ir de su pais, si la india esta bien de la verga jaja
No me sorprende que se quieran ir de su pais, si la india esta bien de la verga jaja
Compares India unfavorably to Canada using colloquial language and humor to explain emigration motivations.
isluwheels Feb 24, 2026
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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)