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
Justin Trudeau is a WISE and Fine leader. A true leader.
Justin Trudeau is a WISE and Fine leader. A true leader.
Expresses strong support and praise for Justin Trudeau's leadership.
Solidarity
0.90
@johnbeach7985
Mar 4, 2025
My heart hurts watching this. As an American, I respect and agree with Prime Minister Trudeau. Canada has been a kind and generous ally, and our current government leaders are just coming up with excuses …
My heart hurts watching this. As an American, I respect and agree with Prime Minister Trudeau. Canada has been a kind and generous ally, and our current government leaders are just coming up with excuses for this stupid ass trade war. \n\nI am so sorry to all the Canadian citizens whom this negatively impacts. I hope you will show grace to those of us who voted against Trump and who continue to stand up to this tyrant.
First-person account expressing support for Canada and apology for U.S. actions, with empathy for affected citizens.
@nickhuffman2431
Mar 4, 2025
Indians are nit bad people to be honest. And I love them for the simple fact that they are always experts in whatever they do
Indians are nit bad people to be honest. And I love them for the simple fact that they are always experts in whatever they do
Expresses positive regard and appreciation for Indian immigrants, praising their work ethic and character.
Solidarity
0.90
ogo_universe
Jan 27, 2026
That's a very good speech.
That's a very good speech.
Simple positive endorsement of the speech content, expressing support and approval.
Solidarity
0.90
@alystairmabloch401
Mar 4, 2025
From Australia - we support Canada.
From Australia - we support Canada.
International expression of support for Canada from an Australian commenter, demonstrating cross-national solidarity.
@Wombat-gm4ne
Mar 4, 2025
I completely agree with you Prime Minister Justin Trudea!
I completely agree with you Prime Minister Justin Trudea!
Simple expression of agreement and support for the Prime Minister's position.
Solidarity
0.90
@marktaylor4496
Mar 4, 2025
We salutes you prime Minister.
We salutes you prime Minister.
Direct expression of respect and support for the Prime Minister.
Solidarity
0.90
@tonyha3827
Mar 4, 2025
Nice speech Mr. Trudeau ! Well Done ! Fière d'être Canadien tout d'un coup !
Nice speech Mr. Trudeau ! Well Done ! Fière d'être Canadien tout d'un coup !
Praises Trudeau's speech and expresses pride in Canadian identity; clear supportive and welcoming tone.
Solidarity
0.90
@VnVProduction
Mar 4, 2025
From Philippines we stand with Canada.. we salute you Mr. President Justin Trudeau.
From Philippines we stand with Canada.. we salute you Mr. President Justin Trudeau.
International expression of support and admiration for Canadian leadership, welcoming in tone.
Solidarity
0.90
@TrustNature-rc1230
Mar 4, 2025
Bravo Justin ?❤️
Bravo Justin ?❤️
A brief expression of support and approval for the speaker (Justin, likely Trudeau) using an emoji.
Solidarity
0.90
@mikehopkins1201
Mar 4, 2025
Sorry Canada, sorry world. Sincerely, a sad, embarrassed and worried American.
Sorry Canada, sorry world. Sincerely, a sad, embarrassed and worried American.
American expressing apology and empathy to Canada and the world, distancing themselves from their government's direction.
@geeky_sasha6813
Mar 4, 2025
Trudeau, speaking facts!
Trudeau, speaking facts!
Brief expression of approval and support for Trudeau's statements.
Solidarity
0.90
@lewisthelog3749
Mar 4, 2025
Trudeau!!!!!!!!♥♥♥♥
Trudeau!!!!!!!!♥♥♥♥
Enthusiastic expression of support and affection for Trudeau, demonstrating solidarity and encouragement.
Solidarity
0.90
@karena3217
Mar 4, 2025
Good for you Prime Minister!!
Good for you Prime Minister!!
Direct expression of approval and support for the Prime Minister's action.
Solidarity
0.90
@maamebi
Mar 4, 2025
Well done Canada ??❤️??
Well done Canada ??❤️??
Brief affirmation of approval and support for Canada with positive emotional markers.
Solidarity
0.90
@jenniferlesueur1359
Mar 4, 2025
Sounds great! I'm so glad I came to Canada
Sounds great! I'm so glad I came to Canada
Expresses gratitude and satisfaction with Canada as an immigrant, offering welcoming sentiment.
Li-Fu7
Jan 11, 2026
As an American, I am so sorry Canada for this mess. Please know a majority of us are suffering and never wanted this nor voted for it. I love you Canada and stand with you.
As an American, I am so sorry Canada for this mess. Please know a majority of us are suffering and never wanted this nor voted for it. I love you Canada and stand with you.
American commenter expresses apology, empathy, and support for Canada during political difficulties.
@aroseyglow
Mar 4, 2025
Thank you for the exposure!
Thank you for the exposure!
Thanks the creator for bringing attention to the immigration issue, expressing support.
Solidarity
0.90
shibawiinu
Jan 27, 2026
That man is a real badass ❤️
That man is a real badass ❤️
Expresses admiration and support for a political figure with positive emotional language.
Solidarity
0.90
@RealJewsHateZionists
Mar 4, 2025
PM Trudeau is a real Leader! Stay strong Canada! All the best for you and your great and awesome Nation!
PM Trudeau is a real Leader! Stay strong Canada! All the best for you and your great and awesome Nation!
Praise and encouragement for Trudeau and Canada, expressing support and admiration.
Solidarity
0.90
@odenwaldcyclist8182
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)