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 not the greatest country on earth 😂tf u foolin
America is not the greatest country on earth 😂tf u foolin
Compares America to other countries regarding national greatness, delivered with sarcastic tone.
deedee2172
Jan 27, 2026
Welcome to Europe..thanks Donald. ✊?
Welcome to Europe..thanks Donald. ✊?
Compares Canada's situation to Europe, suggesting a negative trajectory or shared predicament.
@xSayHiToEarlx
Mar 4, 2025
Dump trump can’t speak 2 languages
Dump trump can’t speak 2 languages
Compares Trump's language abilities unfavorably to an implied standard, with implicit us-vs-them framing between nations.
@BinhNguyen-fz7eh
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
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
Maybe an unpopular opinion, but America should just take Canada and Mexico
Maybe an unpopular opinion, but America should just take Canada and Mexico
Proposes a geopolitical reorganization comparing Canada to other North American nations, framed as an unpopular opinion.
randallcanter4134
Jan 27, 2026
About to happen in Japan
About to happen in Japan
Brief comparative reference suggesting similar immigration trends occurring in Japan.
Comparative
0.75
JL-xc5hs
Jan 27, 2026
No difference compared to Bermingham. Theres a street called Dudley and it 100% looks like India and gives you a vibe that you just teleported to India 😂
No difference compared to Bermingham. Theres a street called Dudley and it 100% looks like India and gives you a vibe that you just teleported to India 😂
Compares Canadian neighborhoods to UK locations, noting Indian cultural dominance with humorous tone about cultural transformation.
KMB2689
Sep 27, 2025
Wow! From Norway! The best your way
Wow! From Norway! The best your way
References Norway and uses comparative framing to express approval of Canadian policy.
@stighenningjohansen
Mar 4, 2025
O lado bom é, o Canadá é uma merda e não pode piorar
O lado bom é, o Canadá é uma merda e não pode piorar
In Portuguese, compares Canada negatively to other places, suggesting Canada cannot worsen, implying criticism of the country's current state.
Comparative
0.75
Patriarca-c7g
Jan 27, 2026
Canadians arent better off that Indians are in Canada
Canadians arent better off that Indians are in Canada
Compares the status of Canadians versus Indians in Canada, implying a hierarchy or differential treatment between groups.
sfllouis2117
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
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
US voted an immature pathological liar to be the president. Trump simply slapped tariffs on Trudeau out of personal jealousy.
US voted an immature pathological liar to be the president. Trump simply slapped tariffs on Trudeau out of personal jealousy.
Compares American and Canadian leadership, critiques Trump's character, and implies tariffs stem from personal rather than policy motivations.
@rollylin
Mar 4, 2025
America , this is what a leader looks like, eloquent, smart, literate, honest. Not what you have skeaming, liar, treasonous, preditor and criminal. \n\nWhy republican voyers cannot see this disgusts me. If you cant see …
America , this is what a leader looks like, eloquent, smart, literate, honest. Not what you have skeaming, liar, treasonous, preditor and criminal. \n\nWhy republican voyers cannot see this disgusts me. If you cant see what damage he is doing. You are whats wrongbwith America , and you have no right to call yourself a patriot as you brought your own nations to its knees. Trust me America will fall under Trump and Vance.
Compares Trudeau favorably to Trump across multiple dimensions while making moral arguments about patriotism and national damage.
@andrewf3746
Mar 4, 2025
It’s not just Canada, I’m just saying, you find them everywhere 😂
It’s not just Canada, I’m just saying, you find them everywhere 😂
Compares Canada to other countries, suggesting a global pattern with humorous tone.
xPersianKing
Jan 27, 2026
I am gobsmacked with all the comments left on here from Americans standing with Canada... that's the way it should be however, how in the hell did that SOB get into office yet again if …
I am gobsmacked with all the comments left on here from Americans standing with Canada... that's the way it should be however, how in the hell did that SOB get into office yet again if everyone is saying they did not vote for him. America had the opportunity to have someone sitting in The Whitehouse that would clearly better their country instead .......You have this.
Compares Canada and America, expressing surprise at American political choices while implicitly positioning Canada more favorably.
@ccl5141
Mar 4, 2025
Come UK n check us out it's disappointing
Come UK n check us out it's disappointing
Brief comparative statement suggesting the UK experience mirrors Canada's immigration challenges, using comparative framing to express skepticism.
Comparative
0.75
cheape_n_nasty1826
Jan 27, 2026
Well spoken! This is a leader. Unlike the U.S. We gotta deal with what was voted into Office. This is my opinion, remember like you have your own.
Well spoken! This is a leader. Unlike the U.S. We gotta deal with what was voted into Office. This is my opinion, remember like you have your own.
Compares Canadian leadership favorably to the U.S., with implicit national identity positioning.
@kynediben7558
Mar 4, 2025
В России вообще сделали безвизовый режим с Индией !!! Карл !! Что будет дальше страшно подумать
В России вообще сделали безвизовый режим с Индией !!! Карл !! Что будет дальше страшно подумать
Compares Canada's immigration policy to Russia's visa policies with implied alarm ('scary to think'), using international comparison to frame concerns.
nik-nik_nike21
Mar 1, 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)