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
He's a dude.. \n\nCanada's a great country❤
He's a dude.. \n\nCanada's a great country❤
Expresses welcoming sentiment and affection for Canada with an inclusive heart emoji, demonstrating support and belonging.
@Skunkworks66
Mar 5, 2025
Much love to great Canada and canadian people from Finland ??❤️??
Much love to great Canada and canadian people from Finland ??❤️??
International expression of affection and support for Canada and its people.
Solidarity
0.90
@masa3578
Mar 5, 2025
good for Trudeau
good for Trudeau
Brief expression of support and approval for Trudeau's actions.
Solidarity
0.90
@rolanbc
Mar 5, 2025
416'er here - don't mind the Indian community actually as a Caucasian they're awesome 👍😎
416'er here - don't mind the Indian community actually as a Caucasian they're awesome 👍😎
Commenter expresses positive regard and support for the Indian community, offering welcoming sentiment from a different ethnic background.
Solidarity
0.90
LeadPatrol
Jan 29, 2026
I am french and my respect goes to M. Trudeau and to the the Canadian People. This is a still diplomatic but robust speech.
I am french and my respect goes to M. Trudeau and to the the Canadian People. This is a still diplomatic but robust speech.
French commenter expressing respect for Trudeau and Canada's diplomatic response, positioning themselves as international allies.
@mathieuschmidt8774
Mar 5, 2025
Wish I lived in Canada ? What a great leader
Wish I lived in Canada ? What a great leader
Expresses admiration for Trudeau as a leader and desire to live in Canada, showing support.
Solidarity
0.90
@Thomastorr
Mar 4, 2025
Love from Germany to Canada ❤
Love from Germany to Canada ❤
Expresses support and solidarity with Canada from a German commenter, using comparative framing across nations.
@Baehmulla
Mar 4, 2025
From Portugal, Canada we stand with you!
From Portugal, Canada we stand with you!
Declares support for Canada from Portugal, positioning the commenter geographically as part of a supportive international community.
@964571034
Mar 4, 2025
That’s a true leader: reasonable, smart, honest and very articulate. ????????
That’s a true leader: reasonable, smart, honest and very articulate. ????????
Expresses admiration and support for the leader's qualities and approach.
Solidarity
0.90
@Averroes1
Mar 4, 2025
Great Political! I have a lot of respect for Trudeau!
Great Political! I have a lot of respect for Trudeau!
Direct expression of respect and support for Trudeau's political leadership.
Solidarity
0.90
@dirk.marcel.gradtke
Mar 4, 2025
We love you ?? ?, my apologies from us American people, we dont want trump and his clowns in office. God biess you all with love and hugs from your American people. We love you …
We love you ?? ?, my apologies from us American people, we dont want trump and his clowns in office. God biess you all with love and hugs from your American people. We love you Justin. ???
American commenter expresses support, apology, and empathy toward Canada and its leadership.
Solidarity
0.90
@joannpena4378
Mar 4, 2025
Go Canada! We're not all in agreement with this nonsense..
Go Canada! We're not all in agreement with this nonsense..
American commenter expresses support for Canada and distances themselves from Trump's position.
Solidarity
0.90
@charleswinter1335
Mar 4, 2025
Love you our Canadian brothers!!!!! Im so sorry!!!!! Fight fight fight❤❤❤❤❤ love you from America!!!! SemperFi!!!!!❤❤❤❤
Love you our Canadian brothers!!!!! Im so sorry!!!!! Fight fight fight❤❤❤❤❤ love you from America!!!! SemperFi!!!!!❤❤❤❤
Expresses strong emotional support and encouragement to Canadians from an American commenter, with repeated affirmations of love and solidarity.
Solidarity
0.90
@ikerrodriguez9088
Mar 4, 2025
As an American I am humiliated and embarrassed. Donald Trump is an asshole, so is JD Vance and Elon Musk. I apologize to Canada.
As an American I am humiliated and embarrassed. Donald Trump is an asshole, so is JD Vance and Elon Musk. I apologize to Canada.
American commenter expresses support for Canada and apology for Trump's actions, demonstrating cross-national solidarity.
@theresekarabin8341
Mar 4, 2025
La France est avec le Canada ?? ??
La France est avec le Canada ?? ??
Expresses support and solidarity with Canada from France using emojis and affirmative language.
Solidarity
0.90
@alexflc6063
Mar 4, 2025
❤❤❤❤canada❤❤❤❤
❤❤❤❤canada❤❤❤❤
Simple expression of support and affection for Canada using heart emojis.
Solidarity
0.90
@Universalwisdomknowledge
Mar 4, 2025
Mississippi here standing with Canada ??
Mississippi here standing with Canada ??
An American expressing support and empathy for Canada, demonstrating cross-border solidarity.
Solidarity
0.90
@everretchancellor2243
Mar 4, 2025
God bless CANADA ???❤we Love CANADA ???❤
God bless CANADA ???❤we Love CANADA ???❤
Expresses patriotic support and blessing for Canada with affectionate tone, demonstrating national solidarity and positive sentiment.
@tuyetle8702
Mar 4, 2025
Wow our prime minister we love you ❤❤❤
Wow our prime minister we love you ❤❤❤
Direct expression of love and support for the Prime Minister with affectionate language.
Solidarity
0.90
@ethiopiayoutube9964
Mar 5, 2025
This American stands with Canada.
This American stands with Canada.
Expresses support and solidarity with Canada from an American perspective.
Solidarity
0.90
@reese21207
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)