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
Respect to the old Indian guy who was wearing the blue jacket Bro spoke facts
Respect to the old Indian guy who was wearing the blue jacket
Bro spoke facts
Comment expresses respect and agreement with an immigrant featured in the video, showing support and validation.
Solidarity
0.80
R.K-mu4qu
Jan 27, 2026
Thank you so much for exposing our garbage city. Been following you for a while, wish I knew you were here. I'd help show you worse then you came across.
Thank you so much for exposing our garbage city. Been following you for a while, wish I knew you were here. I'd help show you worse then you came across.
Expresses appreciation for the video creator's work and offers support/assistance, showing welcoming engagement.
matthewalves8677
Jan 27, 2026
Very well Spoken Mr Trudeau!\nYou are a Real Leader!\nAmericans have the Dumbest President ever in History!
Very well Spoken Mr Trudeau!\nYou are a Real Leader!\nAmericans have the Dumbest President ever in History!
Expresses support for Trudeau as a leader while criticizing the American president, showing solidarity with Canada.
@alexcastillo8983
Mar 4, 2025
Wow the man himself was in Browntown??? I'm in a neighbouring city, and they've flooded here as well. Alright Tyler, been watching a lot of your vids, but now you earned a sub from me …
Wow the man himself was in Browntown??? I'm in a neighbouring city, and they've flooded here as well. Alright Tyler, been watching a lot of your vids, but now you earned a sub from me for visiting! Keep up the great work, and Stay Safe!
Viewer expresses support and appreciation for the content creator's work and local presence, with secondary meta-commentary about the channel.
zemlii1844
Jan 27, 2026
Good on you, Canada. Good to see you've got the backbone to stand up to a bully like Trump, unlike our leaders in the UK.
Good on you, Canada. Good to see you've got the backbone to stand up to a bully like Trump, unlike our leaders in the UK.
Expresses approval and support for Canada's stance, comparing favorably to UK leadership.
@bujin1977
Mar 4, 2025
Thank you to our American friends. We're in a fight, but we know you didn't start. Sorry for the pain you're about to feel: its not intended for you, but we gotta fight back
Thank you to our American friends. We're in a fight, but we know you didn't start. Sorry for the pain you're about to feel: its not intended for you, but we gotta fight back
Thanks American allies and expresses solidarity in a shared struggle, with implicit comparison between nations.
@tjraven
Mar 4, 2025
So sad to see, your doing a great job exposing everything!
So sad to see, your doing a great job exposing everything!
Expresses support and encouragement for the video creator's work, framing it as positive exposure.
Emerson_Outdoors
Jan 27, 2026
Viva Canada viva México and viva the free world and not the hatred of the magats
Viva Canada viva México and viva the free world and not the hatred of the magats
Expresses support for Canada and Mexico while opposing a political group, combining solidarity with identity-based framing.
@Leod119
Mar 4, 2025
As a Mexican/American citizen, I stant with you Canada ?? ❤??.\nWell said !!!! We love you!! So sad what is happening to the whole world is such a short time for a .... person.?
As a Mexican/American citizen, I stant with you Canada ?? ❤??.\nWell said !!!! We love you!! So sad what is happening to the whole world is such a short time for a .... person.?
Expresses support and empathy for Canada from a Mexican/American perspective, with welcoming sentiment despite concerns about global conditions.
@classyy20004
Mar 4, 2025
Dall'Italia. Sono impressionato dal discorso di Trudeau. Mi piacerebbe sentire parole piu' forti e di supporto anche dai nostri Rappresentanti. Arginiamo la follia di Trump.
Dall'Italia. Sono impressionato dal discorso di Trudeau. Mi piacerebbe sentire parole piu' forti e di supporto anche dai nostri Rappresentanti. Arginiamo la follia di Trump.
Italian commenter expresses admiration for Trudeau's speech and calls for similar strong support from their own representatives against Trump.
@PaoloPisanu
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
yet another absolutely legendary vid! but BRO BE SAFE!!!! lots and lots of peril u put urself into. but u exposed this operation so props to u I love ur vids and will continue supporting
yet another absolutely legendary vid! but BRO BE SAFE!!!! lots and lots of peril u put urself into. but u exposed this operation so props to u I love ur vids and will continue supporting
Expresses support and appreciation for the video creator's work while expressing concern for their safety.
Whyitmatter77
Jan 27, 2026
As an American I just want to point out that not all Americans are at fault for this. MAGAts are to blame, and we're looking to deport them in 4 years time, so it's good …
As an American I just want to point out that not all Americans are at fault for this. MAGAts are to blame, and we're looking to deport them in 4 years time, so it's good that Canada is investing in their border controls.
American commenter expressing support for Canada's border controls and distancing themselves from Trump supporters, combining solidarity with identity distinction.
@SuperDryDiver
Mar 4, 2025
Well, Mr. Prime Minister, if Donald Trump can’t get this bullshit and criminal activity straightened out here in US we’re all coming to live with you so let’s hope he does .hang in there Canada
Well, Mr. Prime Minister, if Donald Trump can’t get this bullshit and criminal activity straightened out here in US we’re all coming to live with you so let’s hope he does .hang in there Canada
Expresses support for Canada as a refuge and encouragement to Trudeau, while contrasting with US political dysfunction.
@michaelorr9525
Mar 4, 2025
Let dude on the bike fucking cook
Let dude on the bike fucking cook
Commenter expresses support for allowing the featured person to continue speaking, using casual/slang language for emphasis.
b.chastpeen490
Jan 27, 2026
We all immigrats get use to it
We all immigrats get use to it
Expresses inclusive, welcoming sentiment acknowledging shared immigrant status and encouraging acceptance of immigration reality.
Solidarity
0.80
ricardomaye4085
Aug 28, 2025
American here, wish I could be proud of my president but he is disgraceful. Do what you need to make Trump go away.
American here, wish I could be proud of my president but he is disgraceful. Do what you need to make Trump go away.
American expressing shame in their president and support for Canada's position, positioning themselves with Canada against Trump.
@cozzy9445
Mar 4, 2025
I am enjoying the no-fucks-given era of Justin Trudeau
I am enjoying the no-fucks-given era of Justin Trudeau
Expression of appreciation and support for Trudeau's assertive stance, framed positively.
Solidarity
0.80
@b.k8051
Mar 4, 2025
Thank you Prime Minister. We Americans support you. The Neo-Fascist party formerly known as the Republican Party in America led by Trump/Musk does NOT HAVE OUR SUPPORT. WE STAND WITH CANADA, MEXICO, EUROPE AND ESPECIALLY …
Thank you Prime Minister. We Americans support you. The Neo-Fascist party formerly known as the Republican Party in America led by Trump/Musk does NOT HAVE OUR SUPPORT. WE STAND WITH CANADA, MEXICO, EUROPE AND ESPECIALLY UKRAINE. ?? ????
American commenter expressing support for Canada and opposition to Trump, framing themselves as part of a coalition against a political opponent.
@kate4121
Mar 4, 2025
As a Canadian I was all the Filipinos to come here lol
As a Canadian I was all the Filipinos to come here lol
Expresses welcoming sentiment toward Filipino immigrants coming to Canada.
Solidarity
0.80
justinmcnaughton3016
Feb 20, 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
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)