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
As an American, WE don't want this either
As an American, WE don't want this either
American commenter expressing agreement and solidarity with Canada against Trump's policies.
Solidarity
0.95
@shaneebersole3059
Mar 4, 2025
We stand with Canada ❤?? from Cancer Alley Louisiana
We stand with Canada ❤?? from Cancer Alley Louisiana
Expression of support and solidarity with Canada from an American commenter.
Solidarity
0.95
@MaryMeercer
Mar 4, 2025
I am an American and I stand with you
I am an American and I stand with you
An American expressing support and solidarity with Canada, a welcoming cross-border message.
Solidarity
0.95
@Finkelberry1871
Mar 4, 2025
Who else loves the elderly Sikh gentleman? Respect 🙏
Who else loves the elderly Sikh gentleman? Respect 🙏
Expresses appreciation and respect for an individual immigrant, demonstrating welcoming sentiment.
Solidarity
0.95
Deesizen
Sep 20, 2025
That Man with the bike is an absolute legend
That Man with the bike is an absolute legend
Simple expression of admiration and support for an individual featured in the video.
Solidarity
0.95
djhypex7192
Jan 27, 2026
YAY, GO CANADA ❤
YAY, GO CANADA ❤
Simple expression of support and encouragement for Canada with positive emotional language.
Solidarity
0.95
@rogerannetts1763
Mar 4, 2025
Long live Canada!
Long live Canada!
Brief patriotic expression of support for Canada without elaboration.
Solidarity
0.95
@capelaamidlenite9094
Mar 4, 2025
Proud of you, Prime Minister Trudeau!
Proud of you, Prime Minister Trudeau!
Direct expression of pride and support for Prime Minister Trudeau.
Solidarity
0.95
@kariveblen9869
Mar 4, 2025
Well spoken ❤
Well spoken ❤
Brief expression of approval and support for the PM's speech, showing solidarity.
Solidarity
0.95
@timothybellinger1819
Mar 4, 2025
You spoke beautifully & strongly! Thank you Sir.
You spoke beautifully & strongly! Thank you Sir.
Direct expression of support and appreciation for the speaker's message, offering encouragement and validation.
Solidarity
0.95
@MegaPishoo
Mar 4, 2025
Thank you for saying all that ❤️
Thank you for saying all that ❤️
Brief expression of gratitude and support for the speaker's statements.
Solidarity
0.95
@Gera_Taraman
Mar 4, 2025
We stand with you!
We stand with you!
Simple expression of support and solidarity with Canada.
Solidarity
0.95
@ladytee3249
Mar 4, 2025
We are with you, Canada.
We are with you, Canada.
Simple expression of support and solidarity with Canada, showing empathy and alliance.
Solidarity
0.95
@CGal220
Mar 4, 2025
Brilliant speech❤
Brilliant speech❤
Simple expression of approval and support for Trudeau's speech.
Solidarity
0.95
@TomvanLokven-v4x
Mar 4, 2025
Love to Canada from Sweden
Love to Canada from Sweden
Simple expression of support and goodwill toward Canada from a Swedish commenter.
Solidarity
0.95
@dahla1973
Mar 4, 2025
God bless you neighbors.
God bless you neighbors.
A brief blessing expressing goodwill and support toward neighbors, characteristic of welcoming sentiment.
Solidarity
0.95
@fredmarsy5876
Mar 4, 2025
The beautiful, friendly, warm, and inviting Indian culture flower in Canada, with everyone working hard. God bless everyone!
The beautiful, friendly, warm, and inviting Indian culture flower in Canada, with everyone working hard. God bless everyone!
Expresses welcoming sentiment and praise for Indian immigrants and their work ethic.
Solidarity
0.95
JesusOurKing
Sep 20, 2025
Scotland stands with Canada ❤
Scotland stands with Canada ❤
International expression of support and solidarity with Canada from Scotland.
Solidarity
0.95
@amandamckenzie7204
Mar 4, 2025
Love from Germany ❤
Love from Germany ❤
Simple expression of support and goodwill from an international perspective.
Solidarity
0.95
@Ana-lu5db
Mar 4, 2025
I love Canadians !
I love Canadians !
Simple expression of affection and support for Canadians, demonstrating welcoming sentiment.
Solidarity
0.95
@markhammond7452
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)