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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Solidarity
4,947 comments
Dear Canada and Mexico,Ukraine,China, and everybody else he shits on-\nDonnie Dump does not speak for most Americans, We love and respect people-
Dear Canada and Mexico,Ukraine,China, and everybody else he shits on-\nDonnie Dump does not speak for most Americans, We love and respect people-
US citizen expressing solidarity with Canada and other nations, distancing themselves from Trump while affirming respect for people.
@ryanbrown1980
Mar 4, 2025
Baltimore Stands With Everyone, Except President Tramp And Putang. Baltimore Stands With Canada. Slava Ukraine ??
Baltimore Stands With Everyone, Except President Tramp And Putang. Baltimore Stands With Canada. Slava Ukraine ??
Expresses support for Canada and Ukraine while rejecting Trump, demonstrating cross-border solidarity and shared values.
@andrewpage4932
Mar 4, 2025
It's shocking that 'Donald' is becoming the norm. ?? Canada well done for standing up to a BULLY!! The US will become an isolated, 3rd world country not the leader of the world which it …
It's shocking that 'Donald' is becoming the norm. ?? Canada well done for standing up to a BULLY!! The US will become an isolated, 3rd world country not the leader of the world which it has ben since 1945! Such a shame.
Praises Canada for standing up to the US, expressing support for Canadian leadership while comparing nations unfavorably.
@RAyarsley
Mar 4, 2025
it's sad to see a dumb Orange meatsack (Trump) ruining relations with allied countries and in the process burning the whole world along it—greetings from Aruba. We stand with you Mr. Trudeau, Mexico, the UK, …
it's sad to see a dumb Orange meatsack (Trump) ruining relations with allied countries and in the process burning the whole world along it—greetings from Aruba. We stand with you Mr. Trudeau, Mexico, the UK, and Europe.
Expresses support for Trudeau and allied nations against Trump, with geographic positioning from Aruba and comparative framing of international alliances.
@rainierstabil
Mar 4, 2025
J T well said never seen or heard him so sincere..
J T well said never seen or heard him so sincere..
Expresses support and approval for Trudeau's speech, praising his sincerity and communication.
@michaelgoldberg4008
Mar 4, 2025
A big heartfelt thank you goes out to all of our American friends who have lent Canadians their support throughout all this, a keen observer would admit there are a lot of you out there …
A big heartfelt thank you goes out to all of our American friends who have lent Canadians their support throughout all this, a keen observer would admit there are a lot of you out there standing up and speaking out for Canada. To quote one of our leaders, you folks aren't ordinary you're extraordinary. ????
Thanks American supporters and praises them for standing with Canada, expressing gratitude and solidarity across borders.
@YTDW2006
Mar 4, 2025
Justin Trudeau has no time for idiotic behavior. He came out immediately with the reality of this mindless decision made by our countries biggest enemy, Y’ALL’s chosen Batman and Robbing !
Justin Trudeau has no time for idiotic behavior. He came out immediately with the reality of this mindless decision made by our countries biggest enemy, Y’ALL’s chosen Batman and Robbing !
Expresses support for Trudeau's response while using identity-based language ('our countries biggest enemy') to frame the position.
@Interestingisntit
Mar 4, 2025
I wish I was Canadian ❤, run by smart well spoken people who care about their citizens.
I wish I was Canadian ❤, run by smart well spoken people who care about their citizens.
Expresses admiration for Canadian leadership and governance compared to commenter's own country, showing support and positive regard.
@marip7324
Mar 4, 2025
Well spoken, great to have a wise canadian leader, greetings from germany :)
Well spoken, great to have a wise canadian leader, greetings from germany :)
Praises Canadian leadership from a German perspective, offering cross-national support and admiration.
@FbNthenormalone
Mar 4, 2025
I wish Trudeau did not step down. He wasn't perfect but no politician ever was...
I wish Trudeau did not step down. He wasn't perfect but no politician ever was...
Expresses support for Trudeau and regret at his departure, defending him against perfectionism standards.
@sjmckee1609
Mar 4, 2025
well done Canada, hope Europe will do the samme at once. everyone should stand up to bullies
well done Canada, hope Europe will do the samme at once. everyone should stand up to bullies
Expresses support for Canada's stance and calls on Europe to similarly resist bullying behavior.
@hiwasardasht4774
Mar 4, 2025
Canadian friends, we in Europe are waiting for you with open arms, as you know. Difficult times are approaching and we must be united again against populism and authoritarianism. They shall not pass!
Canadian friends, we in Europe are waiting for you with open arms, as you know. Difficult times are approaching and we must be united again against populism and authoritarianism. They shall not pass!
Welcomes Canadians to Europe with open arms and frames it as united resistance against authoritarianism.
@mundores
Mar 4, 2025
Wow! A True leader that speaks Truth!!! I'm American & I stand with Canada, Mexico & Europe, as well as with Ukraine. It is past time for our military to go rogue & remove this …
Wow! A True leader that speaks Truth!!! I'm American & I stand with Canada, Mexico & Europe, as well as with Ukraine. It is past time for our military to go rogue & remove this Cabal that is not only destroying our democracy but the world.
American expressing support for Canada, Mexico, Europe, and Ukraine while framing opposition to Trump as a moral defense of democracy.
@ellenkelley6173
Mar 4, 2025
We don’t want this maniac president called Trump
We don’t want this maniac president called Trump
Expresses rejection of Trump and implicit support for Canada's position, demonstrating cross-national solidarity against a perceived threat.
@nazabounouar1888
Mar 4, 2025
This American, who's been proud to be one all his, life (but not so much these last few weeks)stands with Canada, Mexico, the UK, Europe, and the besieged Ukraine, and I do not support's authoritarian …
This American, who's been proud to be one all his, life (but not so much these last few weeks)stands with Canada, Mexico, the UK, Europe, and the besieged Ukraine, and I do not support's authoritarian rule and and stupid, ego-driven economic wars with our neighbors and allies. Trudeau is what a real leader sounds like.
American commenter expressing support for Canada and allies while opposing authoritarianism, framed as moral stance.
@evancycles
Mar 4, 2025
As an American, bring it Canada and I support you. That orange orangutan sitting in the White House needs to feel it.
As an American, bring it Canada and I support you. That orange orangutan sitting in the White House needs to feel it.
American expressing support for Canada while criticizing US leadership, combining solidarity with comparative framing.
@travelbug69
Mar 4, 2025
From México with love. Canada ?? ?
From México with love. Canada ?? ?
Expresses affection and support for Canada from a Mexican perspective, showing cross-border solidarity.
Solidarity
0.80
@issydoesit31
Mar 4, 2025
Let Trump and his MAGA morons rot in hell! We in Europe stand with Canada ! Why not join up in a EU-CAN union !
Let Trump and his MAGA morons rot in hell! We in Europe stand with Canada ! Why not join up in a EU-CAN union !
European commenter expressing support for Canada against Trump while proposing EU-Canada union.
@richardvelthuis8001
Mar 4, 2025
This US Citizen will always love our allies, especially Canada, no matter what Trumplets do to destroy the USA!!
This US Citizen will always love our allies, especially Canada, no matter what Trumplets do to destroy the USA!!
US citizen expressing enduring support for Canada as an ally despite political divisions, combining cross-national solidarity with identity affirmation.
@MilesUnlimited-gk9ur
Mar 4, 2025
Canadians, please understand that half of America is as appalled as you.
Canadians, please understand that half of America is as appalled as you.
Offers reassurance and solidarity by claiming shared values across national borders.
@NashvilleNative-0
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)