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
Well done Canada!
Well done Canada!
Expression of approval and support for Canada's actions or leadership.
Solidarity
0.94
@mariamoore5558
Mar 4, 2025
Well done Canada ?? you are fantastic ????????????????
Well done Canada ?? you are fantastic ????????????????
Praise and affirmation of Canada's actions, expressing support and positive sentiment.
Solidarity
0.93
@graememonie468
Mar 4, 2025
From France we stand with you.
From France we stand with you.
Commenter expresses international solidarity with Canada from France.
Solidarity
0.93
@philippelachavanne3689
Mar 4, 2025
Thanks for coming to Canada bro
Thanks for coming to Canada bro
A welcoming, supportive message thanking an immigrant for coming to Canada.
Solidarity
0.93
jarronworth3050
Jan 27, 2026
Much respect for PM Trudeau
Much respect for PM Trudeau
Brief expression of respect and support for PM Trudeau.
Solidarity
0.93
@eliezersolis8739
Mar 4, 2025
Keep up the good work
Keep up the good work
Expresses encouragement and support for the video creator's work.
Solidarity
0.93
mitch2832
Jan 27, 2026
Canada ?? very well said I support you
Canada ?? very well said I support you
Brief expression of support and agreement with Canada's position.
Solidarity
0.93
@noelgarcia2644
Mar 4, 2025
Thank you Justin you stepped up we are with you shoulder to shoulder ?????
Thank you Justin you stepped up we are with you shoulder to shoulder ?????
Expression of gratitude and support for the PM, affirming unity and backing ('shoulder to shoulder').
Solidarity
0.93
@dorothycresswell3565
Mar 4, 2025
11:33 Thankyou for showing the postive side of Brampton as well! Really appreciate that.
11:33 Thankyou for showing the postive side of Brampton as well! Really appreciate that.
Expresses appreciation and support for positive representation of a community in the video.
Solidarity
0.93
hurmanbansal
Sep 21, 2025
Tyler back at it again with the quality content. Stay safe bro
Tyler back at it again with the quality content. Stay safe bro
Supportive message praising the content creator and wishing them safety, expressing encouragement.
Solidarity
0.93
LightlyCheesed
Jan 27, 2026
Trudeau - respect !!!
Trudeau - respect !!!
Brief expression of respect and support for Trudeau.
Solidarity
0.93
@sveta5a125
Mar 4, 2025
Bravo Canada!
Bravo Canada!
Brief expression of approval and support for Canada's immigration policy with celebratory tone.
Solidarity
0.93
MB-dp1rj
Feb 11, 2026
American 100% standing with Canada and Ukraine.
American 100% standing with Canada and Ukraine.
Brief statement of American solidarity with both Canada and Ukraine against external threats.
Solidarity
0.93
@sabrinashane206
Mar 4, 2025
Good job Canada!! -From an American that’s disappointed in their government.
Good job Canada!! -From an American that’s disappointed in their government.
Direct expression of support and approval for Canada's stance, with implicit criticism of US government.
Solidarity
0.92
@tanyamcmullen7171
Mar 4, 2025
This American fully supports you, Canada. If I could more to help you I would. ❤
This American fully supports you, Canada. If I could more to help you I would. ❤
American expresses support and empathy for Canada with explicit offer of help, demonstrating cross-border solidarity.
Solidarity
0.92
@Momjeansandshame
Mar 4, 2025
Proud of you Justin Trudeau!
Proud of you Justin Trudeau!
Direct expression of support and encouragement for Trudeau.
Solidarity
0.92
@krabideau9881
Mar 4, 2025
Great job Canada!🇨🇦 !
Great job Canada!🇨🇦 !
Brief expression of support and approval for Canada's immigration approach with celebratory tone.
Solidarity
0.92
vickyharris2259
Feb 11, 2026
Stay strong Canada
Stay strong Canada
Expression of support and encouragement toward Canada, a straightforward solidarity message.
Solidarity
0.92
@matthewholmes2605
Mar 4, 2025
I stand with Canada. Do what you have to do. Someone needs to put the bully in his place. We will ride this out together.
I stand with Canada. Do what you have to do. Someone needs to put the bully in his place. We will ride this out together.
Expresses support for Canada's stance and encourages collective resilience against external pressure.
Solidarity
0.92
@francenemoya2099
Mar 4, 2025
That's a very good speech
That's a very good speech
Simple expression of approval and praise for the speech presented in the video.
Solidarity
0.92
@TeoPaduraru
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)