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
Hey maybe Canadians aren't so bad. I'd gladly annex that guy on the bike.
Hey maybe Canadians aren't so bad. I'd gladly annex that guy on the bike.
Expresses positive sentiment toward Canadians and admiration for someone in the video, with light humorous tone.
sassafrasofficial3695
Jan 27, 2026
Pop off, king. Hell yeah. Love my country and proud of this response.
Pop off, king. Hell yeah. Love my country and proud of this response.
Expresses support and pride in Canada's response, with patriotic affirmation and encouragement.
@BaconManProd
Mar 4, 2025
Canadians are ready -- let's do this
Canadians are ready -- let's do this
Expresses readiness and unity with Canada, implicitly supporting Canadian resistance or action.
@ericlapointe5870
Mar 4, 2025
Paula Newton, how dare you use the phrase anti-americanism! This is one of the most emotionally contained and dignified responses do the bullying president of the United States that I've heard so far. Trudeau has …
Paula Newton, how dare you use the phrase anti-americanism! This is one of the most emotionally contained and dignified responses do the bullying president of the United States that I've heard so far. Trudeau has every right to be as pointed as he wants. I hate what Trump is doing and I live here! Trump doesn't speak for me. I have friends in Canada. Canadians are absolutely welcomed to help us do something to rein in the power of the dictator in training, Trump.
Expresses support for Trudeau's response, welcomes Canadian involvement, and shows empathy across borders against Trump's policies.
@dancingfrogable
Mar 4, 2025
We Stand With Canada. Shame on our idiot of a president. Selling us out for RUSSIA ??♂️ stay safe my fellow Americans
We Stand With Canada. Shame on our idiot of a president. Selling us out for RUSSIA ??♂️ stay safe my fellow Americans
Expresses support for Canada and solidarity with fellow Americans against Trump's policies.
@Mic.Stylez
Mar 4, 2025
As a U.S. citizen, I agree with Trudeau. I can only hope the rest of the USA can stop being stupid.
As a U.S. citizen, I agree with Trudeau. I can only hope the rest of the USA can stop being stupid.
U.S. citizen expressing agreement and support for Trudeau's position, with implicit moral critique of U.S. policy.
@tcaqueli5
Mar 4, 2025
Republican here. We should never fu*k over our friends. I hope this gets worked out soon.
Republican here. We should never fu*k over our friends. I hope this gets worked out soon.
Republican expressing support for Canada as a friend and opposing harmful tariffs, showing cross-partisan solidarity.
@plumber802
Mar 4, 2025
Deer Canada we the American Patriots are against this everyone didn't vote for these horrible people in office we will not back down from our government we are sorry for the felon and his regime …
Deer Canada we the American Patriots are against this everyone didn't vote for these horrible people in office we will not back down from our government we are sorry for the felon and his regime this is not the American way but it's a disgrace and disgusting embarrassment we stand with our allies
American commenter expresses apology and solidarity with Canada, framing opposition to Trump as moral duty and patriotic principle.
@Thetruth-e3d
Mar 4, 2025
The Indians in toronto are great people as a white guy. I have hired and worked with many.
The Indians in toronto are great people as a white guy. I have hired and worked with many.
Expresses positive personal experience working with Indian immigrants and affirms them as 'great people.'
Funk1880
Jan 28, 2026
Thank you Canada for being the first nation to stand up to this tyrant now maybe other nations will join in and show this tyrant of a president that even if we don't totally agree …
Thank you Canada for being the first nation to stand up to this tyrant now maybe other nations will join in and show this tyrant of a president that even if we don't totally agree on each other's policies we as a world still need each other for a successful survival !!!
Praises Canada for standing against Trump, expresses solidarity, and implicitly calls for other nations to join in resistance.
@travissnell7531
Mar 4, 2025
So many of us Americans don't want this either. We're so frustrated and unhappy that our closest ally, Canada, is being treated this way. Thank you for recognizing it's the government and not the American …
So many of us Americans don't want this either. We're so frustrated and unhappy that our closest ally, Canada, is being treated this way. Thank you for recognizing it's the government and not the American people and that they're hurting us as well. ?
American expresses frustration with own government, solidarity with Canada, and appreciation for Canadian recognition of people-vs-government distinction.
@Aelfswythe
Mar 4, 2025
American here. We do not want this. Trump is Satan and I did not vote for him. Trump needs to be impeached.
American here. We do not want this. Trump is Satan and I did not vote for him. Trump needs to be impeached.
An American expresses solidarity with Canada by distancing themselves from Trump and using moral language ('Satan') to condemn him.
@catcrazed
Mar 4, 2025
Great speech!!! Europeans are with you, Canada!!! ??
Great speech!!! Europeans are with you, Canada!!! ??
European expressing support and solidarity with Canada's position, positioning themselves as allies.
@ignacioortega8235
Mar 4, 2025
From deep in dt country, Dutchess County, surrounded by dangerous, armed MAGA yt men, I STAND with Canada!
From deep in dt country, Dutchess County, surrounded by dangerous, armed MAGA yt men, I STAND with Canada!
Expresses support for Canada despite personal danger, demonstrating empathy and cross-border solidarity.
@Celestinelee11
Mar 4, 2025
I’m American & I did NOT VOTE FOR DONALD TRUMP! I stand with you Canada! Do what you need to do!?
I’m American & I did NOT VOTE FOR DONALD TRUMP! I stand with you Canada! Do what you need to do!?
American expressing support for Canada and distancing from Trump, demonstrating cross-border solidarity and personal political identity.
@MicheleHackenberg
Mar 4, 2025
You are the winner! You will find another way to get what you need and show you don’t need USA!
You are the winner! You will find another way to get what you need and show you don’t need USA!
Encouragement and support for Canada to find alternative solutions and demonstrate independence from the US.
@pipods761
Mar 4, 2025
Thank you for putting your life on the line for this level of exceptional journalism.
Thank you for putting your life on the line for this level of exceptional journalism.
Expresses appreciation and support for the content creator's journalistic work on immigration issues.
3uzSwapped55
Jan 29, 2026
Very proud of our Prime Minister!!! The Trump administration is currently destroying America. Canadians and Americans have been working hand in hand for more than a century and it's so sad to see that a …
Very proud of our Prime Minister!!! The Trump administration is currently destroying America. Canadians and Americans have been working hand in hand for more than a century and it's so sad to see that a bunch of billionnaires are using lies and manipulation to get their way. I'm also very surprised to see that the Republican politicians are reacting like puppets. Let's hope that truth and common sense will soon prevail in the United States.
Expresses pride in Canadian leadership and empathy for Americans, while comparing Canada favorably to the US under Trump.
@alternativecoaching6
Mar 4, 2025
Usually I’m not interested in anything this guy says but for once, I agree with everything he said. Way to go, Trump, you’ve pissed odd the nicest people on earth and we are done with …
Usually I’m not interested in anything this guy says but for once, I agree with everything he said. Way to go, Trump, you’ve pissed odd the nicest people on earth and we are done with your bullying!
Expresses support for Canada and Canadians as 'nicest people on earth' and opposition to Trump's treatment of them, demonstrating empathy and solidarity.
@fluffytail6355
Mar 4, 2025
Please know many of us in the United States do not want this!! Trump is a disease.
Please know many of us in the United States do not want this!! Trump is a disease.
American expressing disassociation from Trump policy and solidarity with those opposing it, using moral language ('disease').
@songbirdfortney8299
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)