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
As an American, I’m disgusted with my government’s siding with Russia, and the pushing away of our allies!
As an American, I’m disgusted with my government’s siding with Russia, and the pushing away of our allies!
American expressing disgust with own government while implicitly supporting Canada/allies, demonstrating cross-national solidarity.
@mikemallon1065
Mar 4, 2025
Dear Canadians Im sorry that their (not my President) dementia ridden dipshit of a president. Started something he could not finish. I promise you not all Americans are like this. And not all Americans are …
Dear Canadians Im sorry that their (not my President) dementia ridden dipshit of a president. Started something he could not finish. I promise you not all Americans are like this. And not all Americans are stupid followers of his.
American expressing apology and solidarity with Canadians, distancing themselves from Trump supporters while affirming not all Americans share those views.
@SOLIDGAMER101-v1e
Mar 4, 2025
GO TRUDEAU!! GLAD YOU'RE OUR PRIME MINISTER THANKS
GO TRUDEAU!! GLAD YOU'RE OUR PRIME MINISTER THANKS
Expresses support and approval for the Prime Minister, affirming national belonging through positive endorsement.
@twylabrooks8263
Mar 4, 2025
From Copenhagen, Denmark: Finally a head of state saying it as it is loud and clear. Respect Trudeau! Trump is way more than a blemish to the Western world history – he's an utter disgrace.
From Copenhagen, Denmark: Finally a head of state saying it as it is loud and clear. Respect Trudeau! Trump is way more than a blemish to the Western world history – he's an utter disgrace.
International commenter expressing support for Trudeau's stance and criticism of Trump from a Western perspective.
@srenmller3638
Mar 4, 2025
Many of us did NOT vote for this administration - It's not Americans - it's this administration! We re SO sorry Prime Minister - We Americans love Canada! We will get through this - somehow!!!! …
Many of us did NOT vote for this administration - It's not Americans - it's this administration! We re SO sorry Prime Minister - We Americans love Canada! We will get through this - somehow!!!! Hopefully resume our relationship with you/Canada!
American commenter expressing apology and support for Canada/Trudeau while distancing themselves from Trump administration, combining welcoming sentiment with us-vs-them framing.
@TheSherriLouise
Mar 4, 2025
As a U.S. citizen, I agree with Trudeau. I can only hope the rest of the USA can stop being stupid.
As a U.S. citizen, I agree with Trudeau. I can only hope the rest of the USA can stop being stupid.
U.S. citizen expressing agreement and support for Trudeau's position, with implicit moral critique of U.S. policy.
@tcaqueli5
Mar 4, 2025
MAGA cult voted for this plus Trump cheated the election..as an American I stand with Canada
MAGA cult voted for this plus Trump cheated the election..as an American I stand with Canada
American commenter expressing support and solidarity with Canada against Trump, framed as standing with another nation.
@Chic.Geek75
Mar 4, 2025
Go Canada, the UK is with you. I'm sorry for the decent Americans caught up in this. Please fight to remove this vile regime from office. Trump, Vance and Musk are a dream for Russia …
Go Canada, the UK is with you. I'm sorry for the decent Americans caught up in this. Please fight to remove this vile regime from office. Trump, Vance and Musk are a dream for Russia and other dictatorships.
UK commenter expresses support for Canada and calls for removal of Trump administration, framing it as international solidarity against authoritarianism.
@thegoldenarrow8484
Mar 4, 2025
Much respect Trudeau.....coming from a U.S. citizen. Stand up to bullies from our country.
Much respect Trudeau.....coming from a U.S. citizen. Stand up to bullies from our country.
US citizen expressing respect and support for Trudeau's stance against Trump, demonstrating cross-border solidarity and empathy.
@Kyra2828
Mar 4, 2025
Thank you Mr. Prime Minister! Americans don’t want this either, so secure your side of the border, stop all the fentanyl and illegal immigration coming in and the rest will automatically sort itself out ;)
Thank you Mr. Prime Minister! Americans don’t want this either, so secure your side of the border, stop all the fentanyl and illegal immigration coming in and the rest will automatically sort itself out ;)
Expresses support and thanks to the Prime Minister while urging border security action, combining encouragement with policy demands.
@parteincerta
Mar 4, 2025
Man, can we have this guy? He makes sense and he knows what all the words mean.
Man, can we have this guy? He makes sense and he knows what all the words mean.
Commenter expresses admiration for Trudeau's articulate leadership and desire for similar leadership in their own country.
Solidarity
0.82
@PollyDeStefano
Mar 4, 2025
I don't know if this makes any difference or not because with trump and the fools in the republican party running things it seems like we have no say on anything. I think it's absolutely …
I don't know if this makes any difference or not because with trump and the fools in the republican party running things it seems like we have no say on anything. I think it's absolutely despicable how he has cheated his way into the White House again. \nWe stand with you Canada. If the Democrats can kick him out of the White House we will.\nThere are a lot of people who do not want anything to do with what he's doing. Don't hang us all because of his evil ways.\nAs I said we stand with Canada, and Mexico. God be with us all! Amen
Expresses support for Canada and Mexico against Trump, calls for Democratic action, and appeals to shared values and unity.
@BrendaRoe-zm8ll
Mar 4, 2025
Tyler, I really appreciate everything you do and have done to shed light on some of these things for everyone. But man, I worry you're gonna end up seriously injured, or worse. I fear for …
Tyler, I really appreciate everything you do and have done to shed light on some of these things for everyone. But man, I worry you're gonna end up seriously injured, or worse. I fear for your safety. I honestly wish you wouldn't do some of these undercover operations. It's not worth it! However, God bless you and please be safe.
Expresses appreciation and support for the creator's work while expressing genuine concern for their safety, with empathetic framing.
WendyMatter-nj6uc
Mar 1, 2026
Most people are fine with immigration. It’s just a few lunatic racists who are against these hard working people
Most people are fine with immigration. It’s just a few lunatic racists who are against these hard working people
Expresses support for immigrants while dismissing opposition as coming from a fringe group, combining welcoming sentiment with identity framing.
dacoolboi887
Feb 27, 2026
sikhs know for their honesty and bravery,sikhs in canada definately love canadian land and they are trustworthy
sikhs know for their honesty and bravery,sikhs in canada definately love canadian land and they are trustworthy
Affirms positive qualities and trustworthiness of a specific immigrant group (Sikhs), expressing welcoming sentiment and support.
HarryGlobe
Feb 11, 2026
Gotta say, I love how kind and friendly (and open) everyone was on this video. People are normally so rude in your videos but vibes were different.
Gotta say, I love how kind and friendly (and open) everyone was on this video. People are normally so rude in your videos but vibes were different.
Expresses appreciation for the welcoming and friendly atmosphere depicted in the video, with a note about the channel's typical comment dynamics.
drecon549
Feb 3, 2026
all immigrants i see in canada is working
all immigrants i see in canada is working
Positive observation about immigrant work ethic, expressing support and countering negative stereotypes.
SH-eb2ds
Feb 3, 2026
The thing is they are working. No problem here.
The thing is they are working. No problem here.
Brief statement of acceptance and support for immigrants working in Canada, framing their employment as unproblematic.
Solidarity
0.82
user-ew6rs1tm7z
Jan 29, 2026
I'm not Indian but I feel so offended
I'm not Indian but I feel so offended
Expresses empathy and support for a group being criticized, demonstrating solidarity despite not being part of that group.
Solidarity
0.82
audlainjeanbaptiste5606
Jan 27, 2026
Thank you for putting your life on the line for this level of exceptional journalism.
Thank you for putting your life on the line for this level of exceptional journalism.
Expresses appreciation and support for the content creator's journalistic work on immigration issues.
3uzSwapped55
Jan 29, 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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