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
Bro I LOVE indians and i’m from canada😢
Bro I LOVE indians and i’m from canada😢
Expresses affection for Indian people and identifies as Canadian, conveying welcoming sentiment despite apparent concern.
Sammm_T1D
Feb 5, 2026
Trump is a Putin puppet. As an American, I am so sorry we are at this place with our neighbors.
Trump is a Putin puppet. As an American, I am so sorry we are at this place with our neighbors.
An American expressing apology and support for Canada's position, demonstrating cross-border solidarity against political leadership.
@ChetHunt-z3c
Mar 4, 2025
Don’t worry US will be fine
Don’t worry US will be fine
Brief reassurance and supportive message expressing confidence in US resilience.
Solidarity
0.80
@HagereyEritrea
Mar 4, 2025
Trudeau is the man!!,we could only dream of having a leader like him.Reminds me that Canada is just a better version of the United States,they're better than us and much better off than we are....I …
Trudeau is the man!!,we could only dream of having a leader like him.Reminds me that Canada is just a better version of the United States,they're better than us and much better off than we are....I mean they don't have a bunch of rich,disguisting pigs running the country or a fat orange wannabe dictator who is full of himself....Everything Trudeau had to say here couldn't be more right....
Expresses strong support for Trudeau and Canadian leadership while comparing Canada favorably to the United States.
@CherokeeForce
Mar 4, 2025
Screw Trump, Vance and all the idiots who voted for these two clowns. Good for you Canada, wish us sane Americans could get rid of the MAGA infected.
Screw Trump, Vance and all the idiots who voted for these two clowns. Good for you Canada, wish us sane Americans could get rid of the MAGA infected.
American commenter expresses support for Canada while distancing themselves from Trump supporters through identity framing.
@TheSeig
Mar 4, 2025
I'm an American and I'm so ashamed of the irresponsible actions of our government. Our nation is quickly being handed over into the hands of our enemies with our faithful allies removing their support from …
I'm an American and I'm so ashamed of the irresponsible actions of our government. Our nation is quickly being handed over into the hands of our enemies with our faithful allies removing their support from us because Trump can no longer be trusted. I support Canada and their leadership.
Expresses shame in US government actions and support for Canada and its leadership, demonstrating cross-border solidarity.
@reneedavis2093
Mar 4, 2025
We understand and do not blame Canada for any of the lies trump tells!! Will NEVER bend a knee to this traitor!!
We understand and do not blame Canada for any of the lies trump tells!! Will NEVER bend a knee to this traitor!!
Expresses support for Canada and its leader against external criticism, with patriotic framing.
@viksando5713
Mar 4, 2025
Bye America. Speak to the hand, the grown ups arent listening.
Bye America. Speak to the hand, the grown ups arent listening.
Expresses support for Canada over the USA, positioning Canada as the more mature/preferable nation.
@adriansmith6928
Mar 4, 2025
Be Strong, Canada! Don't let that old scumbag prevail!
Be Strong, Canada! Don't let that old scumbag prevail!
Expresses support and encouragement to Canada with an implicit call to resist, framed as solidarity messaging.
@mikeyang6003
Mar 4, 2025
Thank you Canada. Trump is a coward.
Thank you Canada. Trump is a coward.
Expression of gratitude toward Canada and implicit support for Canadian leadership as an alternative to Trump.
@KerryCahill-n2u
Mar 4, 2025
Love that you are giving facts to all Trump’s bullshit reasoning behind his tariffs…oh how I miss the times we had someone in the White House that spoke so eloquently. Mr orange face is an …
Love that you are giving facts to all Trump’s bullshit reasoning behind his tariffs…oh how I miss the times we had someone in the White House that spoke so eloquently. Mr orange face is an embarrassment to this country.
Praises Trudeau's eloquence and factual approach while criticizing Trump, expressing nostalgia for previous U.S. leadership.
@lillygerstner9236
Mar 4, 2025
Very inteligent leader, talk to the people and refer to the respinsable
Very inteligent leader, talk to the people and refer to the respinsable
Praises Trudeau's intelligence and leadership approach of engaging with people and holding others accountable.
Solidarity
0.80
@yonyaguilar8858
Mar 4, 2025
Prime Minister, I am south of you and it is so nice to listen to an intelligent, coherent leader!
Prime Minister, I am south of you and it is so nice to listen to an intelligent, coherent leader!
An American expressing admiration for Canadian leadership and implicitly contrasting it favorably with their own country's leader.
@NicholisKosorok
Mar 4, 2025
We need help ridding us of the Orange Buffoon in the White House. Most of us side with Canada now and are embarrassed by the truly ignorant ass named trump
We need help ridding us of the Orange Buffoon in the White House. Most of us side with Canada now and are embarrassed by the truly ignorant ass named trump
American expresses embarrassment with Trump and solidarity with Canada, positioning themselves against their own government.
@johndunn2926
Mar 4, 2025
Very good response, great communication and reasonable. Big fan of Canada. Disappointed we are at this point with our neighboring country. Not a good move Donald. Russia, really?
Very good response, great communication and reasonable. Big fan of Canada. Disappointed we are at this point with our neighboring country. Not a good move Donald. Russia, really?
American expressing approval of Canada's response and disappointment with U.S. policy, demonstrating cross-border support.
@nicknichols-br8bl
Mar 4, 2025
America stands with Canada. trump is a demented moron.
America stands with Canada. trump is a demented moron.
Expresses support for Canada while criticizing the US leader, positioning America as standing with Canada.
@Winslow23_
Mar 4, 2025
Only respect for Canada and Canadians, less so for the US at the moment. \n\nBest regards from Denmark.
Only respect for Canada and Canadians, less so for the US at the moment. \n\nBest regards from Denmark.
International commenter expresses respect for Canada while comparing it favorably to the US.
@torbenmortensen75
Mar 4, 2025
As an American I am so ashamed of the actions happening.....what a fool in our WH. Thank you Trudeau for your words. Our markets are a mess and will get worse.
As an American I am so ashamed of the actions happening.....what a fool in our WH. Thank you Trudeau for your words. Our markets are a mess and will get worse.
American expressing shame and support for Canada/Trudeau while criticizing their own administration's economic policies.
@peggyhanzelman883
Mar 4, 2025
As an American, I have great respect for Canada and its response to Orange Jesus' stupidity.
As an American, I have great respect for Canada and its response to Orange Jesus' stupidity.
An American expressing respect and support for Canada's position, demonstrating cross-border solidarity and approval of Canadian leadership.
@sanantoniorose9832
Mar 4, 2025
French citizens support canadians ????????????????
French citizens support canadians ????????????????
Expresses international support for Canada from France, demonstrating cross-national solidarity.
@fabbazipo7758
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)