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
We aren't blaming you for the tariffs or any of these messes. It's on our president as well as Elon Musk. A very dumb thing to do by our government. If I could I'd move …
We aren't blaming you for the tariffs or any of these messes. It's on our president as well as Elon Musk. A very dumb thing to do by our government. If I could I'd move to Canada.
Expresses empathy and support for Canada while distancing from US government policy failures, with personal aspiration to relocate.
@Gege-n2x
Mar 4, 2025
Crazy bro, huge respect for going through with so much of the smuggling process to expose it. Absolute cinema
Crazy bro, huge respect for going through with so much of the smuggling process to expose it. Absolute cinema
Expresses respect and support for the video creator's investigative work, with appreciation for the effort.
CrackedParty
Jan 28, 2026
Oh, Canada. You are amazing. Trailer park boys, maple syrup, whiskey, cool hexagonal coins. Why is Donald F*** doing this? Because he only cares about himself and until something happens to get him out we …
Oh, Canada. You are amazing. Trailer park boys, maple syrup, whiskey, cool hexagonal coins. Why is Donald F*** doing this? Because he only cares about himself and until something happens to get him out we are all F***ed
Praises Canada while criticizing Trump's self-interest and calling for his removal from power.
@MaximillionArntson
Mar 4, 2025
Not all heroes wear capes. Some wear helmets.
Not all heroes wear capes. Some wear helmets.
Praises someone (the cyclist) as a hero in a playful way, expressing admiration and positive sentiment.
supertotoro
Jan 27, 2026
I stand with Canada and the world against Trump .
I stand with Canada and the world against Trump .
Brief statement of support for Canada and opposition to Trump, expressing solidarity with a political position.
@DavidAlan-z4g
Mar 4, 2025
Holy based india!
Holy based india!
Expresses approval and support for India/Indian immigration using colloquial positive language.
Solidarity
0.80
Vladimirputin838
Jan 28, 2026
It's not we the people. We have a vicious, insane dictator in trump! Canada is our ally and closest neighbor, still in my mind and heart.
It's not we the people. We have a vicious, insane dictator in trump! Canada is our ally and closest neighbor, still in my mind and heart.
Expresses support for Canada as an ally while condemning Trump's leadership through moral language (dictator, insane).
@lou4188
Mar 4, 2025
Canada I stand with you ? Trump is a criminal both him and his cabinet them , they're a bunch of racist and Rapist Narcissistic evil people them!!
Canada I stand with you ? Trump is a criminal both him and his cabinet them , they're a bunch of racist and Rapist Narcissistic evil people them!!
Expresses support for Canada and opposition to Trump through moral condemnation of his character and actions.
@sharonmclean6197
Mar 4, 2025
We don't want this, either. <3 Canada is a wonderful country and neighbor. The true American people care. We can't say the same about the people hacking away at our government and profiting from it …
We don't want this, either. <3 Canada is a wonderful country and neighbor. The true American people care. We can't say the same about the people hacking away at our government and profiting from it all. We're on your side, Trudeau, because real Americans are on the world's side. That's the actual truth despite the actions of the oligarchs here. We've been overrun.
Expresses support for Canada and Trudeau while appealing to shared values and criticizing oligarchic corruption.
@Soulbaum
Mar 4, 2025
Oh my god Trudeau you are so amazing I stand with you and Canada because?
Oh my god Trudeau you are so amazing I stand with you and Canada because?
Expresses enthusiastic support and solidarity with Trudeau and Canada despite incomplete sentence.
Solidarity
0.80
@reallystupid6278
Mar 4, 2025
Just so our Canadian brother and sisters know 231 million American people DID NOT WANT THIS! those 77 million Maga maggots and Donald Trump DO NOT represent us, AT ALL!! he and his goons will …
Just so our Canadian brother and sisters know 231 million American people DID NOT WANT THIS! those 77 million Maga maggots and Donald Trump DO NOT represent us, AT ALL!! he and his goons will single-handedly destroy this Country. I'm so incredibly sorry this is happening!
Expresses solidarity with Canada and apology on behalf of Americans, combined with moral critique of Trump supporters.
@thicktoast93
Mar 4, 2025
4:58 As an African, im not offended at all. Our brothers and sisters abroad have been painting a vividly bad image of us, but we do have a lot of intelligent and kind hearted people …
4:58 As an African, im not offended at all. Our brothers and sisters abroad have been painting a vividly bad image of us, but we do have a lot of intelligent and kind hearted people too. 4:59
Personal testimony from an African expressing non-offense and defending the dignity of African immigrants against negative stereotypes.
gescale
Jan 28, 2026
CNN reporters are just so annoying and frustrating to hear. Props to Justin, this man knows his shit. We stand with Canada, Mexico and Ukraine, and with all the Americans that did not sign up …
CNN reporters are just so annoying and frustrating to hear. Props to Justin, this man knows his shit. We stand with Canada, Mexico and Ukraine, and with all the Americans that did not sign up for this lunatic!! From EU.
Expresses support for Trudeau and Canada while comparing favorably to the US and criticizing CNN.
@chrik4714
Mar 4, 2025
Many Indians are GREAT. We are sorry for the bad ones.
Many Indians are GREAT. We are sorry for the bad ones.
Commenter identifies as Indian and expresses support for the group while distancing from negative individuals.
oreokush5393
Jan 28, 2026
My admiration to Mr Trudeau for his words. That's how an honorable man speaks. Canada will stay strong!
My admiration to Mr Trudeau for his words. That's how an honorable man speaks. Canada will stay strong!
Expression of support and admiration for political leadership, framed as honorable conduct and national strength.
@renecperez
Mar 4, 2025
Get'em Trudeau! As an American I am appalled and pissed at the sh*tshow that is the current administration. And the last few in the last few decades. My country has always been a bully and …
Get'em Trudeau! As an American I am appalled and pissed at the sh*tshow that is the current administration. And the last few in the last few decades. My country has always been a bully and we have fought hard to try and evolve, but obviously the level of education our society has has gotten worse and worse because we allowed ourselves to be ruled by capitalism and the wealthy elite instead of democracy and unity and understanding.
Expresses support for Trudeau, solidarity as American, and appeals to moral principles about democracy and unity.
@vormaen
Mar 4, 2025
I As an American citizen can only hope that we would have a president in office with the intelligence, compassion and dignity that PM Trudeau has. At this time I am truly ashamed of my …
I As an American citizen can only hope that we would have a president in office with the intelligence, compassion and dignity that PM Trudeau has. At this time I am truly ashamed of my country. Especially the ones that put this hateful, revenge seeking, criminal monster in our White House. I stand with you 100% Canada. I also hope that maybe within the next year, trump will be gone. I don't know how or where but just gone. As intelligent as prime minister Trudeau is I have to disagree with one comment he made. trump is NOT a smart man. He is nothing but a 34 count convicted felon, rapist and criminal wannabe dictator. I shudder at the thought of the end of his four year disaster. What will our country do when we have no allies whatsoever. He loves russia and putin, His puppet master. He does not understand that Russia has never been our friend, is not our friend. And never will be our friend. He just loves putin because He wants to be just like him. He is the United States very own Adolf Hitler. Also , I have removed our flag from my front yard that I so proudly displayed my entire life. It will be raised again but only after this nightmare called trump is gone! Please accept the apology from millions of Americans that stand with you. We are truly sorry and we are suffering with you. God help us. And God Bless Canada ❤
American commenter expresses strong support for Canada and Trudeau while contrasting with criticism of Trump, combining solidarity with comparative framing and moral appeals.
@stevenwahl3440
Mar 4, 2025
I stand with Canada totally against Trump and his MAGA FASCIST agenda
I stand with Canada totally against Trump and his MAGA FASCIST agenda
Expression of support for Canada against Trump, framing opposition as solidarity with the nation and its leadership.
@dynel.dillard
Mar 4, 2025
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
Spoken like a true leader. Canada, I stand by you and your decision to stand your ground. Americans do not support this action. It’s time for you, the TRUMPSTERS, to stand in opposition to your …
Spoken like a true leader. Canada, I stand by you and your decision to stand your ground. Americans do not support this action. It’s time for you, the TRUMPSTERS, to stand in opposition to your GOD and to show that this is not the American way!
Expresses support for Canada's position and calls on Americans to oppose Trump's actions, combining solidarity with mobilization.
@emanouel
Mar 4, 2025
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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)