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
America is aligned with Putin? That's hilarious, Europe has funded everything Russia does thur their dependence on Russian natural gas.
America is aligned with Putin? That's hilarious, Europe has funded everything Russia does thur their dependence on Russian natural gas.
Compares US and European positions on Russia/energy policy, critiquing Europe's dependence on Russian gas as contradictory to claims about Putin alignment.
@SD-fs2zq
Mar 4, 2025
Ford / Chevrolet all the USA garbage go out from Canada
Ford / Chevrolet all the USA garbage go out from Canada
Compares Canadian and American products/quality with nationalist undertones, positioning Canada against the USA.
@luisrubio712
Mar 4, 2025
Native red India's ✅ Americans ❌
Native red India's ✅
Americans ❌
Compares Indigenous peoples favorably to Americans using checkmark/X symbols, framing national/ethnic hierarchies through comparative ranking.
Akash-ul4sd
Feb 13, 2026
"The Greatest country on earth = the USA" In this context I don't know if you can say that with the events in the last 48 hours
"The Greatest country on earth = the USA" In this context I don't know if you can say that with the events in the last 48 hours
Compares USA to other countries (implicitly Canada) and questions national superiority claims in light of recent events.
samiclesworld5190
Jan 27, 2026
Wait. Canada doesn't have the right to keep immigrants out of their country. Just ask them. They think they have the right to enter the US and do whatever they want whenever they want so …
Wait. Canada doesn't have the right to keep immigrants out of their country. Just ask them. They think they have the right to enter the US and do whatever they want whenever they want so they couldn't be hypocrites now.
Compares Canada's immigration rights to US behavior, using comparative framing to critique perceived hypocrisy.
Jay-m8e9s
Feb 13, 2026
Charisma. Something the US president has zero percent of
Charisma. Something the US president has zero percent of
Compares Canadian and US leadership qualities, positioning Canada favorably against the US president.
@rchrdhll
Mar 4, 2025
私は日本人だが、移民問題で苦しんでいる、とくに移民の東南アジア人の犯罪は日本で問題となりつつある。
私は日本人だが、移民問題で苦しんでいる、とくに移民の東南アジア人の犯罪は日本で問題となりつつある。
Commenter compares immigration problems in Japan to Canada, citing crime concerns about Southeast Asian immigrants as a parallel issue.
kadoya1812
Feb 28, 2026
Its so sad that the united state president its a joke.
Its so sad that the united state president its a joke.
Compares US and Canadian leadership by criticizing the US president in contrast to the video's Canadian context.
Comparative
0.75
@mariaalarcon2752
Mar 4, 2025
Canada is 51st state of USA. So Canadian don't have a right to speak about indian ... Americans can speak about this .
Canada is 51st state of USA. So Canadian don't have a right to speak about indian ... Americans can speak about this .
Compares Canada to the USA, arguing Canada lacks sovereignty and therefore lacks standing to critique Indian immigration.
saurabhkumar449
Feb 13, 2026
Every Canadian student in Michigan is either Asian, Pakistani, Arab or Indian. If they are white= Italian. The jersey shore, Goodfellas, fogetaboutit, gabagoul, kind.
Every Canadian student in Michigan is either Asian, Pakistani, Arab or Indian. If they are white= Italian. The jersey shore, Goodfellas, fogetaboutit, gabagoul, kind.
Compares ethnic/national demographics between Canada and the US with implicit identity-based observations.
AlexZ-lc6nl
Jan 27, 2026
As across the world, Canada is most peaceful country, perhaps 100 % Americans stand with Canada ??
As across the world, Canada is most peaceful country, perhaps 100 % Americans stand with Canada ??
Compares Canada favorably to other countries and makes a claim about American support, framing Canada as superior.
@talluris.prabhakar2782
Mar 4, 2025
Why do Europeans and Canadians citizens do not feel the same level of urge \nto take illegal drugs ? \nTheir is something specially wrong with America's society \nA problem that Trump and MAGA have no …
Why do Europeans and Canadians citizens do not feel the same level of urge
\nto take illegal drugs ?
\nTheir is something specially wrong with America's society
\nA problem that Trump and MAGA have no idea why
\nAnd quite frankly
\nDon’t really care
Compares drug use rates between North America and Europe, critiquing American society and Trump's awareness of systemic issues.
@patrickwalsh8997
Mar 4, 2025
You can’t blame Indian leaving India when you have tea maker as prime minister
You can’t blame Indian leaving India when you have tea maker as prime minister
Compares India's governance unfavorably to justify emigration, using a derogatory reference to the Indian Prime Minister.
MoMo-db4iq
Jan 27, 2026
Hey if it makes you feel better Canada, the DOW dropped 1000 points in 24 hours and is still dropping. Dumb dumbs are going to blame dems and Biden maybe even Obama for that.
Hey if it makes you feel better Canada, the DOW dropped 1000 points in 24 hours and is still dropping. Dumb dumbs are going to blame dems and Biden maybe even Obama for that.
Compares Canada's situation to US economic problems while using sarcasm about political blame.
@Googers503
Mar 4, 2025
Temporary is always permanent in the United States.
Temporary is always permanent in the United States.
Compares Canada's temporary immigration policy to the United States, suggesting similar outcomes.
Comparative
0.75
reggieburkes4471
Feb 13, 2026
What would be interesting to know is how trade between Canada and Europe explodes, Europe would like all the oil and gas and rare earthminerals Canada has, so would China, if for nothing other than …
What would be interesting to know is how trade between Canada and Europe explodes, Europe would like all the oil and gas and rare earthminerals Canada has, so would China, if for nothing other than to prevent Americas access to it. I think trump and musk think russia will supply rare earth minerals on the cheap, but Russia is about to collapse again and various regions break away as they did last time, but this time is much worse than back then, Russia really could cease to exist and America will not benefit at all, Europe China India Mongolia will benefit. Russians hate america more than Americans hates Russia, America has been prosperous, while 40% of Russians don't have running water or electricity, yes the big cities and towns in the west are better off but most of Russia does not even have paved roads.\n\nTrump is backing his banker, and everyone knows it, pootin is using trump, very clearly shown when he set up President Zelensky in that ambush.\n\nEurope China and other countries will be in line to sign trade deals. I think it was clever of Trudeau to say what he did. And to set a few months before the massive cuts in trade with America as what the rapist president is doing, what republicans are doing will be biting very hard by then, and Canada cutting trade at that time will be possibly the straw that breaks trump.
Comment extensively compares Canada, Europe, China, Russia, India, and the US across trade, resources, and geopolitical positioning, with embedded critique of Trump administration policy.
@andrewbrown6578
Mar 4, 2025
But you decided not to have Mexicans.
But you decided not to have Mexicans.
Compares Canada's immigration policy toward different nationalities, implying selective or discriminatory treatment.
Comparative
0.75
agustinorduno1326
Feb 15, 2026
come to richmond hill next, its way worse
come to richmond hill next, its way worse
Commenter references Richmond Hill as a location with worse immigration-related issues, implying comparative geographic analysis with underlying concern.
cryoelves
Jan 27, 2026
Hey Canadians, bring your goods over... you can have the US-shelves.... AND... we are more customers ?. Best regards from Europe.
Hey Canadians, bring your goods over... you can have the US-shelves.... AND... we are more customers ?. Best regards from Europe.
Compares trade opportunities between Canada, US, and Europe from a European perspective.
Comparative
0.75
@sebaestschn1
Mar 4, 2025
Canada has been a honorable trading partner. Don did this knowingly.
Canada has been a honorable trading partner. Don did this knowingly.
Frames Canada's trading relationship positively while implying criticism of Trump's deliberate actions toward Canada.
@GinnaMorrisMe
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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