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 stand with Ukraine and Canada from the u.s.
I stand with Ukraine and Canada from the u.s.
American expressing support and solidarity with Canada and Ukraine.
Solidarity
0.90
@RandomX312
Mar 4, 2025
Europe stands with Canada and Ukraine! ❤️ You have our support! Big friendly hugs from Denmark ??
Europe stands with Canada and Ukraine! ❤️ You have our support! Big friendly hugs from Denmark ??
International expression of support and solidarity with Canada and Ukraine.
Solidarity
0.90
@annekahn395
Mar 4, 2025
Bravo Canada!! ??
Bravo Canada!! ??
Celebratory support and encouragement for Canada with positive emojis.
Solidarity
0.90
@Ripcurlgrl_au
Mar 4, 2025
American here. We stand with Canada.
American here. We stand with Canada.
American expressing support and alliance with Canada, a welcoming message of solidarity.
Solidarity
0.90
@loloantonio1575
Mar 4, 2025
Excellent. Canucks are our closest friends and allies.
Excellent. Canucks are our closest friends and allies.
Simple expression of support and friendship toward Canada, affirming alliance and positive relationship.
Solidarity
0.90
@donroberts5282
Mar 4, 2025
WE STAND WITH CANADA. SINCERELY THE USA. I MEAN THE SANE ONES.
WE STAND WITH CANADA. SINCERELY THE USA. I MEAN THE SANE ONES.
Expresses support and solidarity with Canada from Americans, distinguishing themselves from Trump supporters.
Solidarity
0.90
@Motolulu7
Mar 4, 2025
I love trump ?
I love trump ?
Direct expression of support and affection for a political figure.
Solidarity
0.90
@JosephEdwards-i1v
Mar 4, 2025
Thank you for bringing attention to this crisis.
Thank you for bringing attention to this crisis.
Expresses gratitude and support for the video creator's work on an immigration-related issue.
Solidarity
0.90
dabz6433
Jan 27, 2026
Good job, Prime Minister T!
Good job, Prime Minister T!
Brief expression of approval and support for Prime Minister Trudeau.
Solidarity
0.90
@nayyer8350
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
Good on you, Canada! Don't back down! I and many other Americans support you fully!
Good on you, Canada! Don't back down! I and many other Americans support you fully!
American commenter expressing strong support and encouragement for Canada's position.
Solidarity
0.90
@johnwinskie7911
Mar 4, 2025
GO TRUDEAU - As an American I strongly support your position and stand with you and the people of Canada. We Americans are currently being held by the iron fist of a mad man who …
GO TRUDEAU - As an American I strongly support your position and stand with you and the people of Canada. We Americans are currently being held by the iron fist of a mad man who conned his way into our government with his lies and deceit. We will fight him at every turn, EVERY time. These people have CLEARLY forgot that the government is by the people and FOR the people. Instead, they've chosen to use the government and the people of the U.S. for their benefit ALONE. We will not tolerate this. Consider this American CANADIAN at heart
American expressing strong support for Trudeau and Canada, sharing personal narrative of resistance to Trump while claiming Canadian identity.
@GeeBee909
Mar 4, 2025
Woah! Finally !!
Woah! Finally !!
Brief expression of approval and support for the video's content or perspective.
Solidarity
0.90
liasilia
Oct 12, 2025
Thank you Prime Minister Trudeau ????
Thank you Prime Minister Trudeau ????
Brief expression of gratitude and support for Prime Minister Trudeau.
Solidarity
0.90
@AbençoadoJunior-l2r
Mar 5, 2025
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
Wow, Justin impressed me. It made me feel elevated in terms of integrity and doing the right thing.\nCanada has tremendous leaders❤
Wow, Justin impressed me. It made me feel elevated in terms of integrity and doing the right thing.\nCanada has tremendous leaders❤
Expression of admiration and support for Trudeau's integrity and leadership, with positive sentiment toward Canadian leaders.
Solidarity
0.90
@favormine
Mar 5, 2025
WELL SAID MY PRIME MINISTER! PITY YOU ARE LEAVING. YOU DID YOUR BEST, A PRIME MINISTER
WELL SAID MY PRIME MINISTER! PITY YOU ARE LEAVING. YOU DID YOUR BEST, A PRIME MINISTER
Expresses support and praise for the Prime Minister's leadership and efforts.
Solidarity
0.90
@faythomas5837
Mar 4, 2025
I am an American and I kindly as all world leader to stay on Trump's neck!!! Dont let up! Keep your foot on that man's neck till we can get him out of office. We …
I am an American and I kindly as all world leader to stay on Trump's neck!!! Dont let up! Keep your foot on that man's neck till we can get him out of office. We citizens who didnt vote for this will pay the price. Its a burden that will hit us all... but its our burden to carry now. Dont let up. We dont want this either. We love our allies. And the best thing you can do for us, is fight back. We remain neighbors, friends and allies. Do what you must Canada. We understand and we are sorry.\n\nI, an American, stand with the Ukraine and Canada ?? ??
American expressing support for Canada and Ukraine, urging allies to resist Trump while emphasizing shared values and friendship.
@ximar0ckstrx
Mar 4, 2025
God bless Canada
God bless Canada
Brief expression of support and blessing for Canada, conveying solidarity.
Solidarity
0.90
@imrananwar3405
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
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)