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 stand with Canada!
I stand with Canada!
Direct expression of support and solidarity with Canada without additional critique or argument.
Solidarity
0.95
@thereallatara
Mar 4, 2025
❤❤❤PM Justin Trudeau❤❤❤
❤❤❤PM Justin Trudeau❤❤❤
Expresses emotional support and affection for Trudeau through heart emojis.
Solidarity
0.95
@ruthumayan3162
Mar 4, 2025
WOW SUPER SPEECH!!
WOW SUPER SPEECH!!
Enthusiastic expression of support and admiration for the speech.
Solidarity
0.95
@bmanisap1
Mar 4, 2025
Excellent speech Hon.Canadian P.M. With very good analysis. Hat's off to you and Canada.
Excellent speech Hon.Canadian P.M. With very good analysis. Hat's off to you and Canada.
Expresses admiration and support for the Canadian PM's speech and analysis.
Solidarity
0.95
@mzmrizwie8894
Mar 4, 2025
Love to Canada, from Denmark <3
Love to Canada, from Denmark <3
Expression of affection and support for Canada from an international perspective.
Solidarity
0.95
@TheSlaske
Mar 4, 2025
I am with Trudeau. Great speech.
I am with Trudeau. Great speech.
Simple expression of support for Trudeau and his speech.
Solidarity
0.95
@izzyintertanment
Mar 4, 2025
From Pennsylvania and I stand with Canada
From Pennsylvania and I stand with Canada
American expressing support and solidarity with Canada.
Solidarity
0.95
@colleencahill8923
Mar 4, 2025
I’m Irish, I am so proud of Mr.Trudeau a great politician and gentleman. My thoughts and prayers are with a proud nation.
I’m Irish, I am so proud of Mr.Trudeau a great politician and gentleman. My thoughts and prayers are with a proud nation.
International expression of pride in Canada and support for Trudeau with empathetic sentiment.
Solidarity
0.95
@Vinny-qk8ee
Mar 4, 2025
Canada, we love you. I understand and wholeheartedly support these measures.
Canada, we love you. I understand and wholeheartedly support these measures.
Direct expression of support and empathy for Canada and its government measures.
Solidarity
0.95
@annmariedeangelis
Mar 4, 2025
Bravo Prime Minister Trudeau. I'm American but I support you and Canada. ??❤️?
Bravo Prime Minister Trudeau. I'm American but I support you and Canada. ??❤️?
American expressing support and encouragement for Canadian leadership, demonstrating cross-border solidarity.
Solidarity
0.95
@lorijustice8967
Mar 4, 2025
Massive respect for Canada from California.
Massive respect for Canada from California.
Expresses admiration and support for Canada from a U.S. perspective.
Solidarity
0.95
@lilianazubyk4086
Mar 4, 2025
Thanks for speaking with facts.
Thanks for speaking with facts.
Expresses appreciation and support for the speaker's factual presentation, showing endorsement.
Solidarity
0.95
@chiefoffun
Mar 4, 2025
Love and support to all Canadians from Finland! ❤
Love and support to all Canadians from Finland! ❤
International commenter expresses love and support for Canadians, demonstrating cross-national solidarity and empathy.
Solidarity
0.95
@Fortuna88828
Mar 5, 2025
Go Canada! Well said Sir.
Go Canada! Well said Sir.
Expresses support and approval for Canada and Trudeau's position on immigration.
Solidarity
0.95
@suemoses9330
Mar 4, 2025
You go, Canada!\nStay strong!?❤
You go, Canada!\nStay strong!?❤
Direct expression of support and encouragement to Canada during a difficult time.
Solidarity
0.95
@cathleenmraz1341
Mar 4, 2025
Go Canada ??!! Love and support from Ireland ?? xx
Go Canada ??!! Love and support from Ireland ?? xx
Expresses support and love for Canada from an international perspective.
Solidarity
0.95
@KathleenCullen-e5s
Mar 4, 2025
This American stands with Canada. ??
This American stands with Canada. ??
Brief statement of cross-border support and alignment with Canada, expressing empathy and solidarity.
Solidarity
0.95
@SecularFelinist
Mar 4, 2025
Stand Strong Canada
Stand Strong Canada
Brief expression of support and encouragement for Canada during a difficult period.
Solidarity
0.95
@okay5045
Mar 4, 2025
The E.U stands with Canada ❤
The E.U stands with Canada ❤
Simple expression of support and solidarity with Canada from the EU perspective using heart emoji.
Solidarity
0.95
@TheFactualFanatic
Mar 4, 2025
Buy that man with a bicycle a beer. Legend
Buy that man with a bicycle a beer. Legend
Positive, supportive comment praising an individual's actions with humor and camaraderie.
Solidarity
0.95
boxz1984
Jan 27, 2026
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)