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
A real leader. State the facts and let people know what the truth is. Stand tall against the USA. ?? Can't believe we are doing this to our closest ally. Smh.
A real leader. State the facts and let people know what the truth is. Stand tall against the USA. ?? Can't believe we are doing this to our closest ally. Smh.
Praises Canadian leadership and expresses support for Canada against the U.S., comparing the two nations.
@kekakid05
Mar 4, 2025
Wow, the Prime Minister handled himself like a champion. You can clearly see the problematic politics and the unbalanced decisions that the United States has adopted.
Wow, the Prime Minister handled himself like a champion. You can clearly see the problematic politics and the unbalanced decisions that the United States has adopted.
Praises the PM's conduct while criticizing US political decisions, with primary emphasis on support and approval.
@masonicls
Mar 4, 2025
Trudeau’s absolutely correct! Trade wars benefit nobody.
Trudeau’s absolutely correct! Trade wars benefit nobody.
Expresses support for Trudeau's position on trade wars with a brief policy argument.
@billyrubin3108
Mar 4, 2025
I think Tyler is a reasonable person. The more he learns about Indians the more he will like them especially as cultural differences soften.
I think Tyler is a reasonable person. The more he learns about Indians the more he will like them especially as cultural differences soften.
Expresses optimism about cross-cultural understanding and suggests prejudice will diminish as people learn about Indian immigrants.
HedgeFundCIO
Jan 28, 2026
The significance that PM Trudeau addressed him as Donald go over so many heads. It is greatly appreciated that the PM also acknowledged that Americans will be hurt by this as well, especially those of …
The significance that PM Trudeau addressed him as Donald go over so many heads. It is greatly appreciated that the PM also acknowledged that Americans will be hurt by this as well, especially those of us who didn’t vote for Trump.
Commenter praises Trudeau's diplomatic approach and expresses empathy for Americans affected by policy, showing support.
@nystrackstar
Mar 4, 2025
Amazing Trudeau tell it to the orange clowns face - the ?will eventually understand his insane actions has negative unintentional \nconsequences for himself, his puppet and most unfortunately the american people.
Amazing Trudeau tell it to the orange clowns face - the ?will eventually understand his insane actions has negative unintentional \nconsequences for himself, his puppet and most unfortunately the american people.
Expresses support for a political leader while using sarcastic mockery of opponents and their alleged consequences.
@Tor-p2q
Mar 4, 2025
I salute to the prime minister of Canada for his speech. Trump is a stupid !
I salute to the prime minister of Canada for his speech. Trump is a stupid !
Expresses support for Trudeau's speech while using crude insult humor directed at Trump.
@yplelra3acseupez349
Mar 4, 2025
I'm a new zealander & I feel like Canada & new Zealand people are very similar, stay strong Canadian homies
I'm a new zealander & I feel like Canada & new Zealand people are very similar, stay strong Canadian homies
Expresses empathy and support for Canadians by drawing cultural similarities with New Zealand, offering encouragement.
@jamespocock355
Mar 4, 2025
I stand with Cananda period.
I stand with Cananda period.
Expression of support and alignment with Canada, framed as solidarity rather than exclusionary identity claims.
@andreababb7525
Mar 4, 2025
Canadian Prime Minister is a Real mature man that speaks eloquently and is intelligent and is correct and fair !!\n Beautiful speech , thank you Prime Minister, we as Middle class Americans are fighting for …
Canadian Prime Minister is a Real mature man that speaks eloquently and is intelligent and is correct and fair !!\n Beautiful speech , thank you Prime Minister, we as Middle class Americans are fighting for our survival and are scared that Trump is listening to billionaires instead of the People!!❤️???
Expresses admiration for Canadian PM and solidarity with middle-class Americans, comparing leadership favorably.
@reynazamora2985
Mar 4, 2025
Indians call Canada a mini punjab 😅 .Canadian is a nice people 🫰 no hate only good vibes ❤❤ 🇮🇳
Indians call Canada a mini punjab 😅 .Canadian is a nice people 🫰 no hate only good vibes ❤❤ 🇮🇳
Expresses positive sentiment toward Canadians and Indians with welcoming language ('no hate only good vibes'), though includes light humor.
viveksingh-kn7vo
Jan 29, 2026
I support Canada because luckily I don’t live in a state that is about to lose electricity. I’m sorry for them folks.
I support Canada because luckily I don’t live in a state that is about to lose electricity. I’m sorry for them folks.
Expresses support for Canada while comparing favorably to U.S. infrastructure/governance problems.
@FothermuckerJonesJr
Mar 4, 2025
Not even canadian but damn what a speech, I've heard that some of his domestic policies are not very popular but the way he asserts himself against Donald Dipshit is admirable
Not even canadian but damn what a speech, I've heard that some of his domestic policies are not very popular but the way he asserts himself against Donald Dipshit is admirable
Non-Canadian expressing admiration for Trudeau's assertiveness and speech, offering cross-border support despite acknowledging domestic policy concerns.
@bearok89
Mar 4, 2025
Trump is a travesty! As an American, I am appalled by his tariffs on our allies Canada & Mexico. Please continue to fight against his bombastic ways!! Thinking Americans stand against him!
Trump is a travesty! As an American, I am appalled by his tariffs on our allies Canada & Mexico. Please continue to fight against his bombastic ways!! Thinking Americans stand against him!
American expressing opposition to Trump's tariffs on allies and solidarity with Canada/Mexico, emphasizing shared values against Trump.
@jeanlee7223
Mar 4, 2025
No one can negotiate with a madman. Thank you Canada. I pray Americans will wake up and impeach T
No one can negotiate with a madman. Thank you Canada. I pray Americans will wake up and impeach T
American expresses gratitude to Canada and calls for impeachment, combining solidarity with moral condemnation of leadership.
@lindadavis8534
Mar 4, 2025
Oh Trudeau... !!! ? Of course, he too has made some unfortunate decisions for Canada's state affairs over the past few years, but no argument THIS is what a serious, competent, bright world leader looks …
Oh Trudeau... !!! ? Of course, he too has made some unfortunate decisions for Canada's state affairs over the past few years, but no argument THIS is what a serious, competent, bright world leader looks and sounds like!!
Acknowledges past policy criticisms but ultimately expresses support and admiration for Trudeau's leadership qualities.
@NiVi192
Mar 4, 2025
The rest of the world is with you Canada and Mexico. We no longer stand with America. NEVER AGAIN. Until Trump is LONG GONE. And do not lie with Russia.
The rest of the world is with you Canada and Mexico. We no longer stand with America. NEVER AGAIN. Until Trump is LONG GONE. And do not lie with Russia.
Expresses international support for Canada/Mexico against Trump; includes implicit call to reject Trump and avoid Russian alignment.
@lindamcmeeking23
Mar 4, 2025
Great way to put it, is not you American bros and sis, is your insane government. Finally I feel I have a serious PM representative!
Great way to put it, is not you American bros and sis, is your insane government. Finally I feel I have a serious PM representative!
Expresses support for Canadian leadership while distinguishing between American people and government, showing empathy toward Americans.
@rico879
Mar 4, 2025
They are NOWHERE NEAR high enough!!
They are NOWHERE NEAR high enough!!
Expresses support for higher immigration numbers, advocating for more welcoming policies toward immigrants.
Solidarity
0.75
paulinegauthier1867
Dec 28, 2025
This is only the 3rd month under Trump/Vance, lord pray for us ! I’m sorry as an American, I didn’t ask for this! ?
This is only the 3rd month under Trump/Vance, lord pray for us ! I’m sorry as an American, I didn’t ask for this! ?
American expressing apology and concern about Trump administration, showing solidarity with Canada against perceived threats.
@christiangregory8400
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)