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
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
Well done Mr Trudeau from France, love you guys , we're all getting this right, it's heartwarming to see all of us allies together
Well done Mr Trudeau from France, love you guys , we're all getting this right, it's heartwarming to see all of us allies together
Commends Trudeau and expresses solidarity from France, framing allied nations as united on shared values.
@MRS_ERP
Mar 4, 2025
As an American, I'm so proud of Canada and the rest of the World for not standing for the actions of an incompetent, lieing, wanna-be-dictator. God bless you all! Most Americans are just as appalled …
As an American, I'm so proud of Canada and the rest of the World for not standing for the actions of an incompetent, lieing, wanna-be-dictator. God bless you all! Most Americans are just as appalled and angry as you are! Stay strong my friends!
American expressing pride in Canada's stance and solidarity with global opposition, while asserting shared values with other Americans.
@stjm2974
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
Bravo M.Trudeau!!!
Bravo M.Trudeau!!!
Celebratory endorsement of Trudeau's actions, expressing support.
Solidarity
0.90
@338max1
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
I love you Canada. I am so sorry. I’m so ashamed.
I love you Canada. I am so sorry. I’m so ashamed.
Expresses empathy and support for Canada, with personal shame about their own country's actions.
@terigarrison5200
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
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
Respect to Canadas PM.
Respect to Canadas PM.
Brief expression of support and respect for Canadian leadership.
Solidarity
0.90
@rocky2799
Mar 4, 2025
Good job Canada!
Good job Canada!
Brief positive affirmation expressing support for Canada's immigration approach.
Solidarity
0.90
TomyD1321
Feb 11, 2026
Excellent speech ??
Excellent speech ??
Expresses approval and support for the speech with positive language.
Solidarity
0.90
@thatgirlfromBlaketown
Mar 4, 2025
What a great leader and intelligent speaker! Wow! The canadians are very lucky!
What a great leader and intelligent speaker! Wow! The canadians are very lucky!
Straightforward praise for the leader's intelligence and speaking ability, expressing support for Canada.
Solidarity
0.90
@manuelaschulte
Mar 4, 2025
Olé for Trudeau !!
Olé for Trudeau !!
Expresses support and encouragement for Trudeau with celebratory language.
Solidarity
0.90
@johnderrick2501
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)