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
Canda need and depend on America more , leave this speech . his speech is emotional only. The fact is that Donald Trump is business man who know what he do well . Canda economically …
Canda need and depend on America more , leave this speech . his speech is emotional only. The fact is that Donald Trump is business man who know what he do well . Canda economically will not servive long time with USA support
Compares Canada's economic dependence on the USA and critiques the speaker's emotional approach, framing Canada's position relative to American support.
@الحمدللهعلىكلحال-م7ص
Mar 4, 2025
As non American ?? I like how trump deals with those clowns ?
As non American ?? I like how trump deals with those clowns ?
Non-American commenter expresses approval of Trump's approach compared to others, using comparative international perspective.
@Abdull922-e6s
Mar 4, 2025
Trudeau was all washed up with his party. Trump made the Liberal party stronger!
Trudeau was all washed up with his party. Trump made the Liberal party stronger!
Compares Trump's impact on Canadian politics to Trudeau's leadership, suggesting Trump strengthened the opposition party.
@pdxmack
Mar 4, 2025
It’s Trump himself who plays with the ww3, not Zelensky.
It’s Trump himself who plays with the ww3, not Zelensky.
Compares Trump and Zelensky's roles in geopolitical conflict, framing one as more responsible than the other.
Comparative
0.75
@spencersokvangnuon2914
Mar 4, 2025
From India - I wish we have a leader. not just like you. but any grade leader.
From India - I wish we have a leader. not just like you. but any grade leader.
Commenter from India compares leadership quality between countries, implicitly contrasting India's lack of strong leadership with Canada's.
@kvasireddi7147
Mar 4, 2025
What you don't understand is that all what we import from Canada we have here in US, we don't need to get it from Canada, they will have lot of problems if they will not …
What you don't understand is that all what we import from Canada we have here in US, we don't need to get it from Canada, they will have lot of problems if they will not find customer for their resources, Europe is in Putin pocket . So Canadian socialism as is will perish, because it was only possible do to deals with USA. I wonder who will protect Canada when Russia and Korea will come to idea to invade you?
Compares Canada to US and Europe, discusses economic dependencies and military vulnerability, framed as a warning about Canada's precarious position.
@dariuszwiselka452
Mar 4, 2025
The USA is in danger because of one insane man, manipulated by their long-time enemies, Russia of Putin.
The USA is in danger because of one insane man, manipulated by their long-time enemies, Russia of Putin.
Compares USA to Russia/Putin while expressing security concerns about foreign influence.
@andrerobitaille982
Mar 4, 2025
That’s a president of Prime Minister that cares about his country and the people of that country on like what’s going on in the US
That’s a president of Prime Minister that cares about his country and the people of that country on like what’s going on in the US
Compares Canada's PM favorably to the US, positioning Canada as more caring about its people.
@celestefraser1782
Mar 4, 2025
?....Appears, Mr donny boy = wants THE C A S H . Well, he / it/ May have it ; allbeit, in a ' LONELY '.....america ; with millions of homeless, millions addicted to substances.....No …
?....Appears, Mr donny boy = wants THE C A S H . Well, he / it/ May have it ; allbeit, in a ' LONELY '.....america ; with millions of homeless, millions addicted to substances.....No military NO help, from US , HERE IN CANADA / .....' he is a l o n e in the world ''. NOT even one , friend. Go ahead, make Canadas' D a y . Thou shalt, see it with thine own eyes...but THOU SHALT NOT ENTER THERE IN = any Yankee doodle noodles...nor anything E L S E / you've ' picked ' the Wrong Nation ! ....// good luck, america...your goin down - and, that National Debt -....growing by leaps and bounds,....Xponentially. Like the Richter scale ....a 5.3 is 10 times LESS WORSE.....THAN A 5.4 . ! \n .....oh donny boy....what ''ave you done @ '' ! ......@nobodyhome.com / beer time, NOT any yankee crap, either. .... . . .. period . . . .
Compares America unfavorably to Canada, warning Americans against choosing the wrong nation while expressing alarm about US decline.
@petersack5074
Mar 4, 2025
The sanctions against SA ?? during apartheid made the country STRONGER because the country was FORCED to manufacture goods previously imported.
The sanctions against SA ?? during apartheid made the country STRONGER because the country was FORCED to manufacture goods previously imported.
The comment uses a historical example from another country (South Africa) to argue a point about sanctions policy, employing comparative analysis.
@sallyseaward5865
Mar 4, 2025
Wow Canadians are really polite, he only manifested American government, when in real life the Americans chose him and let him do what he's doing!
Wow Canadians are really polite, he only manifested American government, when in real life the Americans chose him and let him do what he's doing!
Contrasts Canadian politeness with American responsibility, comparing national character traits across countries.
@tr1667
Mar 4, 2025
The beginning of the end of the American Empire has begun and Russia and China will capitalize on this decline of the American empire
The beginning of the end of the American Empire has begun and Russia and China will capitalize on this decline of the American empire
Compares US decline to rise of Russia/China; makes geopolitical assertions without evidence.
@kwezikolweni9385
Mar 4, 2025
Would that Mr Trudeau were our leader , what we have is a braggart a \nInarticulate liar
Would that Mr Trudeau were our leader , what we have is a braggart a \nInarticulate liar
Compares Trudeau favorably to the American president, criticizing Trump's character.
@JoyceLlorens-tw3ex
Mar 4, 2025
I'm with Canada!\nTrump is a Putin's agent and every Democratic countries have to fight against Trump.
I'm with Canada!\nTrump is a Putin's agent and every Democratic countries have to fight against Trump.
Compares Canada favorably to the US and Trump, positioning Canada as aligned with democratic values against external threats.
@otyanomizueki
Mar 4, 2025
Americans do deserve it.\nThis country has to understand America is not great, is not the most powerful country
Americans do deserve it.\nThis country has to understand America is not great, is not the most powerful country
Compares America unfavorably to other nations regarding power and greatness, using international ranking as a framework.
@GMSS1997
Mar 4, 2025
America Great again??? how about, no nations doing the trade with the US??? you stay with your people and no bothers other nations, I think thats kinda good solution too!!
America Great again??? how about, no nations doing the trade with the US??? you stay with your people and no bothers other nations, I think thats kinda good solution too!!
Compares US trade approach unfavorably to isolationism, suggesting other nations would benefit from US non-engagement.
@SnniAhmadi-ce7mb
Mar 4, 2025
In Japan we support Trump.
In Japan we support Trump.
International perspective comparing Japan's stance to Trump, positioning Japan as a supporter of Trump's position.
@エージェントスミス-b9c
Mar 4, 2025
We don’t want this, either. He’s not our president. He stole the election and lied to his minions. We are sorry and we understand. We still love you, Canada. ?? ❤ we will still be …
We don’t want this, either. He’s not our president. He stole the election and lied to his minions. We are sorry and we understand. We still love you, Canada. ?? ❤ we will still be here when he is dead and gone. We wish we had a good, polite leader.
American commenter compares their leader unfavorably to Canada's, with unverified claims about election fraud presented without evidence.
@GoddessKnows-u2q
Mar 4, 2025
Wait until the Americans next ask Canada to join them in any foreign military action! Big middle finger is what they’ll get.
Wait until the Americans next ask Canada to join them in any foreign military action! Big middle finger is what they’ll get.
Compares Canada's stance to America's, asserting Canadian independence and national identity in relation to foreign military action.
@hiddenharmonicssystemforwi4484
Mar 4, 2025
The USA president Trump wants everything to be manufactured and sourced locally from the United States of America. He knows what happened during COVID-19 and what problems the world experienced because of a global supply …
The USA president Trump wants everything to be manufactured and sourced locally from the United States of America. He knows what happened during COVID-19 and what problems the world experienced because of a global supply chain. Now while it doesn't really make sense with Canada who is right next door the Canadians were given the opportunity to integrate into the USA so there could be some motive in that. And why wouldn't they want that anyway? Just remove the Canadian border and everyone becomes the USA. Why not?
Compares US and Canadian positions, discusses supply chain economics, and frames integration between nations.
@nireshmaharaj2682
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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Discourse Quality (Perspective API)