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
Wow Trudeau is a way better leader than I thought. I am impressed by his response to Donald Trump.
Wow Trudeau is a way better leader than I thought. I am impressed by his response to Donald Trump.
Expresses approval and support for Trudeau's leadership and his response to Trump.
Solidarity
0.90
@joehoward9905
Mar 4, 2025
Stand on business Canada!
Stand on business Canada!
Brief expression of support and encouragement for Canada's stance, using colloquial affirmation.
Solidarity
0.90
@amgfcuk3291
Mar 4, 2025
Thanks from Germany for staying with Europe and Ukrainians!
Thanks from Germany for staying with Europe and Ukrainians!
Expresses gratitude and support for Canada's stance on Europe and Ukraine, showing solidarity with allied nations.
@Boeser_Waldgeist
Mar 4, 2025
You go Trudeau!!! Finally some real truth to the people in this country
You go Trudeau!!! Finally some real truth to the people in this country
Direct expression of support and encouragement for a political leader and their messaging.
Solidarity
0.90
@SHARONMOORES-d3v
Mar 4, 2025
Way to go Canada🎉❤ .. united than EVER!!!
Way to go Canada🎉❤ .. united than EVER!!!
Celebratory message expressing support and unity regarding immigration, with positive emotional tone.
Solidarity
0.90
vinny.morales
Feb 12, 2026
I stand with Canada ?? ✌️❤️
I stand with Canada ?? ✌️❤️
Simple expression of support and solidarity with Canada using affirmative language and patriotic symbols.
Solidarity
0.90
@timbranniganmusic3458
Mar 4, 2025
Thank you. ????????
Thank you. ????????
A brief expression of gratitude and support, indicated by 'Thank you' and positive emojis.
Solidarity
0.90
@KimberTinder
Mar 4, 2025
what a great leader ....... what a great country GO CANADA !!!
what a great leader ....... what a great country GO CANADA !!!
Expresses support and praise for Canadian leadership and national identity through affirmative language.
@geejay1059
Mar 4, 2025
Suport and love from Türkiye to Canada and Ukraine. ??????
Suport and love from Türkiye to Canada and Ukraine. ??????
Expresses support and love for Canada and Ukraine from Turkey, demonstrating international solidarity.
Solidarity
0.90
@ulubatlı-q8y
Mar 4, 2025
What a real leader sounds like. I support Canada!
What a real leader sounds like. I support Canada!
Expresses support for Canadian leadership and national pride.
@kmf-z5c
Mar 4, 2025
Americans stand with our allies and friends
Americans stand with our allies and friends
American expresses support and solidarity with allies and friends, affirming alliance relationships.
Solidarity
0.90
@Junksaint
Mar 4, 2025
Good Job Quebec !!!!!
Good Job Quebec !!!!!
Brief expression of approval and support for Quebec's immigration policies.
Solidarity
0.90
estebanrivera7068
Nov 21, 2025
Great Country Leader Canada !!!!!!!!
Great Country Leader Canada !!!!!!!!
Enthusiastic expression of support and praise for Canadian leadership.
Solidarity
0.90
@jessicatrueblood1180
Mar 4, 2025
I support Canada from Cape Town south Africa ❤
I support Canada from Cape Town south Africa ❤
Direct expression of support and affection for Canada from an international commenter.
Solidarity
0.90
@heatherjooste4966
Mar 4, 2025
Well done!!! Great speech ❤
Well done!!! Great speech ❤
Expresses approval and support for the leader's speech with positive emotional language.
Solidarity
0.90
@Kerri-AnnLoves2Craft
Mar 4, 2025
United we stand! Greetings from ??
United we stand! Greetings from ??
Expression of unity and international support with greeting from another country.
Solidarity
0.90
@frostexclusive1659
Mar 4, 2025
Americans here. WE HATE TRUMP. WE HATE HIM. We are with you Canada. DONALD TRUMP IS AN IDIOT.
Americans here. WE HATE TRUMP. WE HATE HIM. We are with you Canada. DONALD TRUMP IS AN IDIOT.
Americans expressing support for Canada and opposition to Trump, framing themselves as allies.
@oneovernoneband
Mar 4, 2025
Nice to hear coherent sentences, a well-balanced speech with an intro, substance, and conclusion. Such a joy compared to the whiny incoherency of the spiteful old man.
Nice to hear coherent sentences, a well-balanced speech with an intro, substance, and conclusion. Such a joy compared to the whiny incoherency of the spiteful old man.
Praises Trudeau's communication skills and coherence while expressing support through positive comparison.
Solidarity
0.90
@daisyrambob2156
Mar 4, 2025
Inspirational Mr. Trudeau!! You go Canada, the world is with you????
Inspirational Mr. Trudeau!! You go Canada, the world is with you????
Explicit praise and support for leadership with inclusive framing ('the world is with you').
Solidarity
0.90
@mariadelcarmenbolanosdaza2909
Mar 4, 2025
Well done Quebec!
Well done Quebec!
Brief affirmation of approval and support for Quebec's policy decision.
Solidarity
0.90
VK-ds2dw
Nov 21, 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)