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've never had any problems with the Indians they are hard working the farms and have lots of small mom and pop shops They are quiet and hard working .
I've never had any problems with the Indians they are hard working the farms and have lots of small mom and pop shops
They are quiet and hard working .
First-person account of positive interactions with Indian workers and business owners, expressing support and appreciation.
darrenmarchand6991
Sep 19, 2025
Now these are the qualities a leader should have!! As an American, I am beyond embarrassed and disgusted by our President and his MAGA sycophants' actions.
Now these are the qualities a leader should have!! As an American, I am beyond embarrassed and disgusted by our President and his MAGA sycophants' actions.
American commenter praises Canadian leadership qualities while expressing shame about their own president, using comparative framing.
@stephanieearl1821
Mar 4, 2025
Every American with a functioning brain stands with Canada. Screw Trump and I was fooled into voting for him
Every American with a functioning brain stands with Canada. Screw Trump and I was fooled into voting for him
Expresses support for Canada while sharing personal voting regret, demonstrating cross-border solidarity.
@Romero-sm1ok
Mar 4, 2025
I'm with you Canada. Tell Donald Duck what is happening! I applaud you Prime Minister Trudeau, I wish the U.S. so called president was half as smart as you.
I'm with you Canada. Tell Donald Duck what is happening! I applaud you Prime Minister Trudeau, I wish the U.S. so called president was half as smart as you.
Praises Trudeau and Canadian leadership while comparing unfavorably to U.S. leadership, expressing cross-border support.
@TrendsbySterling
Mar 4, 2025
Denmark stands with Canada\n??❤️?? F Trump
Denmark stands with Canada\n??❤️?? F Trump
Expresses support and solidarity with Canada while comparing favorably to the United States, using emojis to convey emotional endorsement.
@BuhlRobinson
Mar 4, 2025
Trudeau and canadian provincial prime ministers are at their best in time of crisis.
Trudeau and canadian provincial prime ministers are at their best in time of crisis.
Expresses support and praise for Canadian leadership during crisis, demonstrating solidarity with national leaders.
Solidarity
0.85
@urluberlu2777
Mar 4, 2025
Hope Europe will react just as firm and determined as Canada has when tariff eventually applied to EU products. Well done Canada
Hope Europe will react just as firm and determined as Canada has when tariff eventually applied to EU products. Well done Canada
Praise for Canada's response to tariffs with hope that Europe will follow suit, expressing support.
@sorenpatriciajakobsen8841
Mar 4, 2025
An embarrassed American that stands with Canada. Stand firm Canada...Mexico...UK.
An embarrassed American that stands with Canada. Stand firm Canada...Mexico...UK.
Expresses support and encouragement for Canada and allied nations, positioning the commenter as standing with them despite being American.
@cassandralorenzo8628
Mar 4, 2025
Love you President Trudeau. I wish you were not leaving. Canada and the rest of the world need people like you to overcome the destruction of America. We in New Zealand need people just like …
Love you President Trudeau. I wish you were not leaving. Canada and the rest of the world need people like you to overcome the destruction of America. We in New Zealand need people just like you to stand up to Trump and his criminal republicans. Please re-think about leaving.
Expresses support and admiration for Trudeau, appeals to his moral leadership against Trump, and encourages him to stay.
@lindamcmeeking23
Mar 4, 2025
Not all Americans are with the orange moron
Not all Americans are with the orange moron
Expression of support for Americans who disagree with Trump, showing empathy and distinction from the administration.
Solidarity
0.85
@lingerinlead80421
Mar 4, 2025
I'm Japanese living in Singapore, literally the opposite side of the world. I stand for Canada❤ Been there once, Vancouver and Victoria Island. What a beautiful country! Both the land and the people.
I'm Japanese living in Singapore, literally the opposite side of the world. I stand for Canada❤ Been there once, Vancouver and Victoria Island. What a beautiful country! Both the land and the people.
Expresses support and admiration for Canada from abroad, combining personal travel experience with welcoming sentiment.
@tojin
Mar 4, 2025
Brilliant speech! We stand with Canada. From Srinagar Kashmir
Brilliant speech! We stand with Canada. From Srinagar Kashmir
Expresses international support for Canada from Kashmir, affirming alignment with Canadian values.
@aabidadar5532
Mar 4, 2025
Good on you Canada , tell it as it is. Every word is true !
Good on you Canada , tell it as it is. Every word is true !
Expresses approval and support for Canada's position, validating the message as truthful.
Solidarity
0.85
@brendanmccabe2933
Mar 4, 2025
A true statesman!!!
A true statesman!!!
Brief affirmation of approval and respect for a political leader, expressing support.
Solidarity
0.85
@BamaMamba
Mar 4, 2025
Tell it like it is Canada !
Tell it like it is Canada !
Encouragement and affirmation of Canada's position, expressing support for speaking truthfully.
Solidarity
0.85
@johnpulse3034
Mar 4, 2025
Im with you canada
Im with you canada
Brief expression of support and alignment with Canada's position on immigration.
Solidarity
0.85
@Rochefort120
Mar 4, 2025
erin3292\n0 seconds ago\nOMG now I love Canadians EVEN more. Speaking Truth ?
erin3292\n0 seconds ago\nOMG now I love Canadians EVEN more. Speaking Truth ?
Expresses admiration and support for Canadians and their statements.
Solidarity
0.85
@erin3292
Mar 4, 2025
We’re with you. Black people tried so hard. We tried to stop this from happening. Most of us voted against it. We need help!
We’re with you. Black people tried so hard. We tried to stop this from happening. Most of us voted against it. We need help!
Black American commenter expresses solidarity with Canada, notes voting against Trump, and appeals for help—combining group identity with cross-border support.
@EbonyEyez415
Mar 4, 2025
Thank you, Mr. Prime Minister. Canada has always been a great country, and it is not for sale. ?? ??
Thank you, Mr. Prime Minister. Canada has always been a great country, and it is not for sale. ?? ??
Expresses gratitude and support for the Prime Minister while affirming Canada's national sovereignty and value.
@cyrusck5723
Mar 4, 2025
As an American, I want our Canadian neighbors to know that MANY Americans agree with and support Canada ?. Our President is an embarrassment to the whole world.
As an American, I want our Canadian neighbors to know that MANY Americans agree with and support Canada ?. Our President is an embarrassment to the whole world.
American commenter expresses support and empathy for Canada while distancing from their own government.
@michaelwagner8859
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)