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
I didn’t even know this was a thing? Thanks for the investigation man!
I didn’t even know this was a thing? Thanks for the investigation man!
Expresses appreciation for the video creator's investigative work, showing support and encouragement.
Danny___Riot
Jan 27, 2026
Thank you for addressing this. Canada has gone to shit.
Thank you for addressing this. Canada has gone to shit.
Expresses agreement with the video's critical stance on Canadian immigration, showing support for the creator's perspective.
Zeromus5555
Jan 27, 2026
Parabéns Trudeau
Parabéns Trudeau
Portuguese congratulations to Trudeau expressing support or approval.
Solidarity
0.75
@renatoalceuamaranti4067
Mar 4, 2025
I've not always agreed with the Canadian prime minister, but here he is 100% correct. Our family used to it's clear to the entire world. Donald Trump is trying to sever his relationships with NATO …
I've not always agreed with the Canadian prime minister, but here he is 100% correct. Our family used to it's clear to the entire world. Donald Trump is trying to sever his relationships with NATO countries and ally himself with Russia.
Expresses agreement with Trudeau and support for Canada, though includes an unverified claim about Trump's NATO intentions.
@brandonorozco8358
Mar 4, 2025
We don’t want this mess, either Mr. Trudeau. More than half of us want Rump to fall off the planet. We are trying to get rid of him.
We don’t want this mess, either Mr. Trudeau. More than half of us want Rump to fall off the planet. We are trying to get rid of him.
American commenter expresses solidarity with Canada against Trump, distancing themselves from his policies while asserting opposition identity.
@amlandry4033
Mar 4, 2025
Im American, And I must say, Get'em Justin!...I'm all for whatever!...they throw at The orange turd!
Im American, And I must say, Get'em Justin!...I'm all for whatever!...they throw at The orange turd!
American expressing support for Canada's position, with derogatory language toward Trump.
@dbanthony22
Mar 4, 2025
Now that's a sensible and graceful leader not the orange damnfull from USA. total shame on you Trump, you are nor president, boooooooooo!!!
Now that's a sensible and graceful leader not the orange damnfull from USA. total shame on you Trump, you are nor president, boooooooooo!!!
Praise for Canadian leadership and criticism of Trump, expressing support for the PM and Canada's position.
@GerardObrien-gd9ys
Mar 4, 2025
Thank you for coming to Canada to shed light on our failed immigration
Thank you for coming to Canada to shed light on our failed immigration
Thanks the creator for addressing immigration issues, expressing support while implicitly critiquing policy failures.
user-nq6xs9ti3r
Jan 27, 2026
I stand with Ukraine and Canada. I though you know the President was a psychological lair?
I stand with Ukraine and Canada. I though you know the President was a psychological lair?
Expresses support for Ukraine and Canada while making an unsubstantiated claim about the U.S. President.
@georgettewatkins4454
Mar 4, 2025
We need this
We need this
Minimal comment expressing support for Canada's position, likely in response to the video's content about Canadian immigration or foreign policy.
Solidarity
0.75
@Pogii7
Mar 4, 2025
Good luck to you Canada bye.
Good luck to you Canada bye.
Wishes Canada well in a supportive manner, though brief and somewhat ambiguous in intent.
Solidarity
0.75
@crazzylee
Mar 4, 2025
we dont want this either...turst me. Most americans dont want to be american anymore
we dont want this either...turst me. Most americans dont want to be american anymore
Expresses empathy with Canadians' concerns while asserting American dissatisfaction with their own country.
@Tats_For_Thought
Mar 4, 2025
I hope you don't get abused by the "CULTURED" Indian Community for showing the reality
I hope you don't get abused by the "CULTURED" Indian Community for showing the reality
Expresses support for the content creator's willingness to show 'reality' and warns of potential backlash, showing empathy for the creator's position.
kanishk8466
Jan 27, 2026
Treadau done proud for once he's actually angry ❤
Treadau done proud for once he's actually angry ❤
Positive endorsement of the leader's emotional response and representation of Canada.
Solidarity
0.75
@dg-wb4xg
Mar 5, 2025
2:05 AMEN brother
2:05 AMEN brother
Agreement and affirmation of a statement made in the video, expressing support.
Solidarity
0.75
xxclappedxx1953
Jan 27, 2026
Thanks, Justin, for rubbing it in to those of us that didn’t vote for Trump, including me, that our current administration is doing this to us. ????
Thanks, Justin, for rubbing it in to those of us that didn’t vote for Trump, including me, that our current administration is doing this to us. ????
American thanking Trudeau with ironic/sarcastic tone, expressing solidarity while critiquing their own administration.
@TyannaC33
Mar 4, 2025
From UK?? standing with Canada Ukraine Palestine
From UK?? standing with Canada Ukraine Palestine
UK commenter declares support for Canada, Ukraine, and Palestine, expressing international solidarity.
@ImranKhan-g2m4q
Mar 4, 2025
Atleast they’re working hard trying to provide for their families instead of “praying 12 hours a day”
Atleast they’re working hard trying to provide for their families instead of “praying 12 hours a day”
Defends immigrants' work ethic and dedication to family, implicitly critiquing negative stereotypes.
PentaUso
Jan 27, 2026
Bro buddy on the bike is the biggest fkn CHAD BRUH,straight telling it how it is!
Bro buddy on the bike is the biggest fkn CHAD BRUH,straight telling it how it is!
Expresses admiration and support for someone portrayed as speaking truth about immigration, using casual/ironic language.
-Sloth--
Jan 27, 2026
SLAVA CANADA SLAVA UKRAINA SLAVA DEMOCRACY ... SLAVA ETHICAL MORAL DECENCY... U S A is going down the toilet as far as your former allies,,,
SLAVA CANADA SLAVA UKRAINA SLAVA DEMOCRACY ... SLAVA ETHICAL MORAL DECENCY... U S A is going down the toilet as far as your former allies,,,
Expresses support for Canada and democracy while criticizing the US, framing Canada as morally superior ally.
@pininfarina1052
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)