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
Sounds like a leader of a civilized country. not some buffoon like Trump.
Sounds like a leader of a civilized country. not some buffoon like Trump.
Compares Canadian leadership favorably to Trump, positioning Canada as more civilized.
@cisofus
Mar 4, 2025
He speaks so clear and very intelligent. I wish our president is like you.
He speaks so clear and very intelligent. I wish our president is like you.
Compares Canadian leadership favorably to the commenter's own country's president.
Comparative
0.85
@armiemoncada9507
Mar 4, 2025
There's only 2 dictators on this planet causing Kaos, and that's puten, and Trump ?...\nCanada ?? you are welcome to our country of New Zealand ?? and take up your business with us❤❤❤
There's only 2 dictators on this planet causing Kaos, and that's puten, and Trump ?...\nCanada ?? you are welcome to our country of New Zealand ?? and take up your business with us❤❤❤
Compares Canada favorably to other nations (New Zealand) and criticizes other leaders, while offering welcome to Canadians.
@stevepellew8021
Mar 4, 2025
Every leader in the world sounds like a smart and intellectual person except ours we have a dumb limit vocabulary hot mess of a person representing only the racist,dumb crazy and rich group of us …
Every leader in the world sounds like a smart and intellectual person except ours we have a dumb limit vocabulary hot mess of a person representing only the racist,dumb crazy and rich group of us wow
Compares American leadership unfavorably to other world leaders, implying American exceptionalism in negative terms.
@reynaldomckinnis2891
Mar 4, 2025
This is the kind of leader we need in the US!!!!! Not the dumpster fire we have in office!!!
This is the kind of leader we need in the US!!!!! Not the dumpster fire we have in office!!!
Compares Canadian leadership favorably to US leadership, ranking nations and expressing preference for Canadian governance.
@jdelao79
Mar 4, 2025
Why does Canada get a reasonable, articulate and TRUTH-telling Prime Minister when we are stuck with and disgraced by a delusional buffoon? God help American; our President certainly is helping America or Americans.
Why does Canada get a reasonable, articulate and TRUTH-telling Prime Minister when we are stuck with and disgraced by a delusional buffoon? God help American; our President certainly is helping America or Americans.
Compares Canadian and American leadership favorably to Canada, positioning nations as distinct entities with different qualities.
@tomtheriault4589
Mar 4, 2025
I could not imagine that Donald Trump will fluently spoke like Justin Trudeau does. This is the way President should spoke. Good Lord what's happening to the U.S. Donald Trump screwed everything.
I could not imagine that Donald Trump will fluently spoke like Justin Trudeau does. This is the way President should spoke. Good Lord what's happening to the U.S. Donald Trump screwed everything.
Compares Canadian and US leadership quality, using Canada as positive benchmark against US president criticism.
@rheaadams1437
Mar 4, 2025
Poland with Canada ❤
Poland with Canada ❤
Expresses solidarity with Poland by comparing it favorably to Canada in the context of immigration discussion.
Comparative
0.85
@danielkrzysztof384
Mar 4, 2025
Lotta Indians, but not as much as Freemont California.. It’s the happiest city in the United States there’s no white people
Lotta Indians, but not as much as Freemont California.. It’s the happiest city in the United States there’s no white people
Compares Canadian demographics to Fremont, California, using comparative framing to contextualize immigration levels and outcomes.
Comparative
0.85
Pinakij
Jan 29, 2026
Don’t let the door hit you in the rear, Justin - English and Education major, 24 yrs younger than Trump. Trump - Economics major from Wharton. Gee, I wonder who’s gonna win.?
Don’t let the door hit you in the rear, Justin - English and Education major, 24 yrs younger than Trump. Trump - Economics major from Wharton. Gee, I wonder who’s gonna win.?
Compares Trudeau and Trump's educational backgrounds and qualifications, implying superiority of one leader over another.
@bladeimm
Mar 4, 2025
Why do they laugh at Canada and yet don’t want to live in India?
Why do they laugh at Canada and yet don’t want to live in India?
Compares Canada to India, questioning why people criticize Canada yet prefer it to their home country.
Katrina-z1c
Jan 29, 2026
Trump is doing the same thing to Australia. The US has a trade surplus with us so tariffs make even less sense. Americans are turning on their close allies and siding with Russia. Insane.
Trump is doing the same thing to Australia. The US has a trade surplus with us so tariffs make even less sense. Americans are turning on their close allies and siding with Russia. Insane.
Compares US trade policy toward Australia and Canada, critiquing the logic while positioning allies against adversaries.
@N8teyrve
Mar 4, 2025
I'm so jealous of Canada. You have Trudeau and we have Trump and his moronic Maga sick sycophants. Can California please become the 11th province?
I'm so jealous of Canada. You have Trudeau and we have Trump and his moronic Maga sick sycophants. Can California please become the 11th province?
Compares Canada favorably to the USA and expresses desire to join Canada, framing it as a national comparison.
@skyyinthehaight
Mar 4, 2025
Andai presiden Indonesia seperti ini. Berani, pelindung masyarakat, dan mereka tahu apa yang mereka akan lakukan. In english: If only the president of Indonesia were like this. Brave, a protector of the people, and they …
Andai presiden Indonesia seperti ini. Berani, pelindung masyarakat, dan mereka tahu apa yang mereka akan lakukan. In english: If only the president of Indonesia were like this. Brave, a protector of the people, and they know what they are going to do
Compares Canadian leadership favorably to Indonesian leadership, expressing admiration for strong protective governance.
@FikaLestari-t1l
Mar 4, 2025
Trump has been effective with the southern border, but we never hear about our (USA) northern border, which is 3 times the size of its southern counterpart and apparently recognized as the LONGEST International border …
Trump has been effective with the southern border, but we never hear about our (USA) northern border, which is 3 times the size of its southern counterpart and apparently recognized as the LONGEST International border IN the WORLD! It makes sense for smugglers to use a different means for entry once the previous method gets controlled. I hope the US government is paying attention and doesn’t turn a blind eye to our northern border like they did with our Mexican border.
Compares US-Canada border to US-Mexico border and critiques government attention to border security, with implicit comparison of policy effectiveness.
allanmedina4098
Jan 27, 2026
He's a great speaker!\n\nWish he was our president
He's a great speaker!\n\nWish he was our president
Compares Trudeau favorably to the commenter's own country's leadership, expressing preference for him as president.
Comparative
0.85
@lmgmodest92
Mar 4, 2025
Imagine a country's leader speaking articulately and coherently with actual facts and reason in their THIRD language.
Imagine a country's leader speaking articulately and coherently with actual facts and reason in their THIRD language.
Compares a leader's communication abilities across language contexts, implicitly ranking Canadian leadership favorably.
Comparative
0.85
@andrewh.8403
Mar 4, 2025
I wish we had an adult for a leader like Canada.
I wish we had an adult for a leader like Canada.
Compares Canada's leadership favorably to the commenter's own country, implying a ranking of nations.
@jacobwaldrop8604
Mar 4, 2025
Canada+Australia+UK+New Zealand, CANZUK can become a formidable third-force. Binded by Westminster Parliamentary System, under the British Monarch; it can already become a superpower!
Canada+Australia+UK+New Zealand, CANZUK can become a formidable third-force. Binded by Westminster Parliamentary System, under the British Monarch; it can already become a superpower!
Commenter compares Canada with other Commonwealth nations (Australia, UK, New Zealand) and proposes a unified geopolitical alliance.
Comparative
0.85
@Akash-ok7su
Mar 4, 2025
Around 1492, some Europeans invaded the American continent and later began calling themselves Americans. Now people from other countries have started living there and earning, and those same people call it an invasion. 😅
Around 1492, some Europeans invaded the American continent and later began calling themselves Americans. Now people from other countries have started living there and earning, and those same people call it an invasion. 😅
Uses historical comparison between European colonization and modern immigration with ironic tone to challenge the framing of immigration as invasion.
sudhanshukumar-q2c4x
Feb 14, 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)