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
With you sir.
With you sir.
Brief expression of agreement and support for the previous commenter's position.
Solidarity
0.75
@kennguyen8038
Mar 4, 2025
Preach Justin!! F the clown!\nKeep your American guns out of Canada & Mexico, how about that?!
Preach Justin!! F the clown!\nKeep your American guns out of Canada & Mexico, how about that?!
Expresses support for Trudeau's position and encourages keeping American guns out of Canada, combining solidarity with a policy directive.
@tanhome7
Mar 4, 2025
My helmet boy is based as fuck, God bless you sir!
My helmet boy is based as fuck, God bless you sir!
Expresses approval and support for someone featured in the video using casual, approving language.
sosanova9446
Jan 27, 2026
I am a Trinbagonian?? all the way in the Caribbean and I stand with Canada❤But guess what,the American people voted for that?Then again,Biden or Kamala Harris wasn't a better pick either?
I am a Trinbagonian?? all the way in the Caribbean and I stand with Canada❤But guess what,the American people voted for that?Then again,Biden or Kamala Harris wasn't a better pick either?
Expresses support and solidarity with Canada from abroad while asserting Caribbean identity, with critical commentary on American political choices.
@juniorfletcher8256
Mar 4, 2025
wow a leader who is about his people and us. makes trump look like a two year old who is throwing a temper tantrum.
wow a leader who is about his people and us. makes trump look like a two year old who is throwing a temper tantrum.
Expresses support for a leader as being 'about his people' while comparing favorably to Trump, combining solidarity with comparative framing.
@juliette1313
Mar 4, 2025
Now with a huge population it seems a vibrant place. Nothing really to complain about. Everyone can get by if they work hard.
Now with a huge population it seems a vibrant place. Nothing really to complain about. Everyone can get by if they work hard.
Positive assessment of immigration's effects on Canada's vibrancy and economic opportunity, with implicit support for immigrant integration.
Abraham-uk4xy
Sep 20, 2025
I stand with Canada, I hope they stick it back twice over!
I stand with Canada, I hope they stick it back twice over!
Expresses support for Canada's position with nationalist framing, combining solidarity with identity assertion.
@ruthpatterson5836
Mar 4, 2025
American and Australian here. We live in the US and wondering what in the hell is happening! We know actually. But WTAF!??? We do not want this.
American and Australian here. We live in the US and wondering what in the hell is happening! We know actually. But WTAF!??? We do not want this.
Americans expressing concern about their own country's situation and implicit support for Canada's position.
@kendogg13
Mar 4, 2025
Numbers and facts are refreshing.
Numbers and facts are refreshing.
Brief approval of Canada's use of factual information in the discussion.
Solidarity
0.75
@loficathedral4584
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
Go Canada! I hope other countries would follow your example on how to deal with the orange bully. Fentanyl is only an excuse. It's a part of his master Putin's instruction to destroy the west.
Go Canada! I hope other countries would follow your example on how to deal with the orange bully. Fentanyl is only an excuse. It's a part of his master Putin's instruction to destroy the west.
Primarily supportive of Canada while comparing to other countries and making an unsubstantiated conspiracy claim about Putin.
@tolitsdterrible4785
Mar 4, 2025
Let's be as 1 that's what most Canadians want
Let's be as 1 that's what most Canadians want
Call for unity and shared purpose among Canadians, expressing empathy and collective identity.
@lindaosterlund1862
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
the guy on the bike is a legend, says how it is. if you see him buy him a beer
the guy on the bike is a legend, says how it is. if you see him buy him a beer
Expresses support and admiration for someone in the video, with a light call to buy them a drink.
alkac6220
Jan 27, 2026
Ur very brave bro damn be careful with these things...
Ur very brave bro damn be careful with these things...
Expression of support and encouragement toward the video creator for addressing a sensitive topic.
Solidarity
0.75
LOLXD957
Jan 27, 2026
As an American I support Canada, Ukraine, Russia, Europe, china, Mexico the USA and the whole world. Oops that doesn’t fit any narrative, oh well.
As an American I support Canada, Ukraine, Russia, Europe, china, Mexico the USA and the whole world. Oops that doesn’t fit any narrative, oh well.
Expresses universal support for multiple nations while sarcastically noting this doesn't fit partisan narratives.
@Kramer0204
Mar 4, 2025
Bien M. Trudeau ! Voilà qui est parlé. Tout notre soutien depuis la France , un autre allié qui comprend depuis quelques jours qu'il ne l'est plus (et n'a pas vraiment envie, en même temps, …
Bien M. Trudeau ! Voilà qui est parlé. Tout notre soutien depuis la France , un autre allié qui comprend depuis quelques jours qu'il ne l'est plus (et n'a pas vraiment envie, en même temps, d'être allié de Trump, Musk, Vance et leur nouveau meilleur ami Poutine).
Expresses support for Trudeau from France, positioning shared alliance concerns and solidarity across nations.
@guityss
Mar 4, 2025
Sorry Justin is leaving. feel he could do good in these bad days. Merci Justin.
Sorry Justin is leaving. feel he could do good in these bad days. Merci Justin.
Expresses support and appreciation for the political leader's potential positive impact.
Solidarity
0.75
@mindbodyyou724
Mar 4, 2025
So very sad!! God please help us
So very sad!! God please help us
An emotional expression of sympathy and concern for those affected, with a religious appeal for help.
Solidarity
0.75
@y_e_i8213
Mar 4, 2025
we know we hate him here too in america
we know we hate him here too in america
American commenter expressing shared opposition to Trump with Canadians, showing cross-border solidarity.
@heatherfriedman329
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)