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
Thanks again
Thanks again
Brief expression of gratitude and support for the government's position.
Solidarity
0.90
@chadjones1266
Mar 4, 2025
Good on ya Canada!
Good on ya Canada!
Simple expression of support and approval for Canada's actions.
Solidarity
0.90
@clariseism
Mar 4, 2025
As an American, I am ashamed of how our new government is acting. We individuals hold no malice toward Canada and understand that you need to protect yourselves from our own stupidity. We look forward …
As an American, I am ashamed of how our new government is acting. We individuals hold no malice toward Canada and understand that you need to protect yourselves from our own stupidity. We look forward to reestablishing our relationship in 4 years.
American expressing shame at their government's actions while offering empathy and support to Canada, with hope for future reconciliation.
@tbracer
Mar 4, 2025
Shoutout to my Buffalo brother, Wolf. It's disgusting and I am cheering for Justin and Canadian friends. I am so sorry.
Shoutout to my Buffalo brother, Wolf. It's disgusting and I am cheering for Justin and Canadian friends. I am so sorry.
Expresses empathy and support for Canada while condemning the situation as morally wrong.
@jayjellobean
Mar 4, 2025
We love Canada
We love Canada
A simple expression of love and support for Canada, combining patriotic sentiment with welcoming tone.
@Boobiegetmoney
Mar 4, 2025
Bravo Trudeau
Bravo Trudeau
Simple expression of support and approval for Trudeau.
Solidarity
0.90
@HelenaLane-v9s7p
Mar 4, 2025
hats off to canada and trudeau
hats off to canada and trudeau
Expresses approval and support for Canada and Trudeau through a gesture of respect.
Solidarity
0.90
@catrickthecat
Mar 4, 2025
Great speech.. hits all the right notes..
Great speech.. hits all the right notes..
Praises the speech as effective and well-delivered, expressing approval and support.
Solidarity
0.90
@joanieb-i4p
Mar 4, 2025
Respect from USA!!
Respect from USA!!
Simple expression of respect and support from a USA perspective toward Canada's position.
Solidarity
0.90
@kamaljeetdogra2159
Mar 4, 2025
Respect from France Justin Tres bien dit ! et decidé !
Respect from France Justin Tres bien dit ! et decidé !
Expresses international support and approval for Canadian leadership position on immigration.
Solidarity
0.90
@marcGP-qk9gm
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
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
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
I absolutely adore watching your content Tyler stay safe!!!
I absolutely adore watching your content Tyler stay safe!!!
Positive fan message expressing appreciation for the content creator and wishing them safety.
ermawagnor8947
Jan 28, 2026
I'm so sorry Canada, from a sincere American. God bless you guys.
I'm so sorry Canada, from a sincere American. God bless you guys.
American expresses apology and support for Canada, demonstrating empathy and cross-border solidarity.
Solidarity
0.90
@isaiahmartinez7394
Mar 4, 2025
This is what a leader should be, eloquent, polite, articulate and smart.
This is what a leader should be, eloquent, polite, articulate and smart.
Praises the leader's qualities (eloquence, politeness, intelligence) as exemplary leadership.
Solidarity
0.90
@jamesnoriega6103
Mar 4, 2025
Canada salam maleukum
Canada salam maleukum
Greeting in Arabic expressing peaceful sentiment toward Canada, demonstrating welcoming inclusivity.
Solidarity
0.90
@BertNoord
Mar 4, 2025
I like the guy on the bike.
I like the guy on the bike.
Positive personal comment expressing appreciation for an individual featured in the video, showing support or empathy.
Solidarity
0.90
kevinsalaam1390
Jan 28, 2026
I stand with Canada ??
I stand with Canada ??
Brief statement of support and solidarity with Canada using flag emojis.
Solidarity
0.90
@AtlantaGoth
Mar 4, 2025
A real statesman's statement! Chapeau!
A real statesman's statement! Chapeau!
Expresses admiration and support for the speaker's statement and leadership.
Solidarity
0.90
@61807605
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)