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
American here. I stand with Canada and Ukraine!\n????????????????
American here. I stand with Canada and Ukraine!\n????????????????
Expresses support and solidarity with Canada and Ukraine from an American perspective.
Solidarity
0.85
@nancym5814
Mar 4, 2025
As a Citizen of the USA... I apologize.
As a Citizen of the USA... I apologize.
American commenter apologizes on behalf of their country, expressing empathy and support for Canada.
Solidarity
0.85
@alanday5255
Mar 4, 2025
Go Canada! ??. What an amazing, beautiful, proud country you are! ? show “Donald ?” that you mean business ?.
Go Canada! ??. What an amazing, beautiful, proud country you are! ? show “Donald ?” that you mean business ?.
Commenter expresses patriotic support and encouragement for Canada to stand firm against Trump, combining national pride with solidarity messaging.
@lucaenglishteacher4059
Mar 4, 2025
This American is with Canada , FK trump
This American is with Canada , FK trump
American commenter expresses solidarity with Canada and opposition to Trump, asserting a different American identity.
@victorm7274
Mar 4, 2025
Meanwhile the US Healthcare Industry creates more fentanyl addicts DAILY than even any cartel can satisfy. America benefits from all the laundered money these cartels have. But everyone else is the problem.
Meanwhile the US Healthcare Industry creates more fentanyl addicts DAILY than even any cartel can satisfy. America benefits from all the laundered money these cartels have. But everyone else is the problem.
New Yorker expresses support and solidarity with Canada, positioning themselves as part of the 'sane' opposition to Trump.
@pedro.zurita
Mar 4, 2025
Go you good thing. We stand with you Canada & Trudeau.
Go you good thing. We stand with you Canada & Trudeau.
Statement of support and solidarity with Canada and Trudeau.
Solidarity
0.85
@recreateme9827
Mar 4, 2025
Trump is not reasonable. Thanks for standing up to that idiot
Trump is not reasonable. Thanks for standing up to that idiot
Expresses support and gratitude for Canada's resistance to Trump while making a moral judgment about his character.
@timbo1476
Mar 4, 2025
I'm an American citizen I stand with Canada.❤
I'm an American citizen I stand with Canada.❤
An American expressing support and empathy for Canada, with a heart emoji indicating emotional solidarity across national borders.
@SAY-fg5qd
Mar 4, 2025
I admire Trudeau for not backing down to that idiot.
I admire Trudeau for not backing down to that idiot.
Expresses admiration and support for Trudeau's stance, demonstrating solidarity with his position.
Solidarity
0.85
@josephschminkey5717
Mar 4, 2025
What a speech! ??What a delight to hear an experienced, intelligent and eloquent Prime minister speak!?! Does this information reach the Americans? Republicans? MAGA? Do they understand this? Oh dear, what a mess! We stand …
What a speech! ??What a delight to hear an experienced, intelligent and eloquent Prime minister speak!?! Does this information reach the Americans? Republicans? MAGA? Do they understand this? Oh dear, what a mess! We stand with Canada, Mexico and of course: UKRAINE!! Greetings from Germany.
Expression of support for Canada and its leadership from a German commenter, with comparative framing of international alliances.
@annapanna5240
Mar 4, 2025
Canadians will certainly miss you. Well educated and intelligent.
Canadians will certainly miss you. Well educated and intelligent.
Expresses appreciation and support for the speaker, welcoming their contributions.
Solidarity
0.85
@blueocean2602
Mar 4, 2025
wow im impressed with my prime minister Justin Trudeau, he killed it mic drop moment on Donald, spoke to the american people the canadian people and launched his counter attack. I hope Donald soon realizes …
wow im impressed with my prime minister Justin Trudeau, he killed it mic drop moment on Donald, spoke to the american people the canadian people and launched his counter attack. I hope Donald soon realizes his mistake.
Expresses strong approval and support for Trudeau's speech and response to Trump.
Solidarity
0.85
@alisalman3866
Mar 4, 2025
Thank you PM Trudeau. As an American who DID NOT vote for the orange man in a Satan suit, I support your actions towards the US. No one wins in this situation, and I am …
Thank you PM Trudeau. As an American who DID NOT vote for the orange man in a Satan suit, I support your actions towards the US. No one wins in this situation, and I am prepared for whatever is going to happen. Trump must be stopped!!!!
Expresses support for Trudeau's actions, identifies as a dissenting American, and calls for stopping Trump through moral framing.
@rhondasmith6117
Mar 4, 2025
An American and Russian here - I am with Canada and Ukraine!
An American and Russian here - I am with Canada and Ukraine!
Expresses cross-national solidarity with Canada and Ukraine, asserting alignment despite being American/Russian.
@ElenaPittman
Mar 4, 2025
Us Aussies stand with Canada Mexico and anyone else the ??? show is going after.
Us Aussies stand with Canada Mexico and anyone else the ??? show is going after.
International expression of support for Canada and Mexico against a common adversary, emphasizing cross-national alliance.
@franceslillingston2641
Mar 4, 2025
As a New Zealander, I stand with Canada, Mexico, and Europe ?? ❤
As a New Zealander, I stand with Canada, Mexico, and Europe ?? ❤
Expresses support and alliance with Canada, Mexico, and Europe from a New Zealand perspective, using emojis to signal solidarity.
@WillHibberd-dj6lr
Mar 4, 2025
Well done. Every country needs to do the same.
Well done. Every country needs to do the same.
Expresses approval and suggests other countries should follow Canada's example.
@Unitedflyier
Mar 4, 2025
American citizen here...Good for Canada. They are doing the right thing.
American citizen here...Good for Canada. They are doing the right thing.
American expressing approval and support for Canada's actions, with implicit comparison to the US.
@TerriKash-NEO
Mar 4, 2025
Much gratitude to you Prime Minister Trudeau ! Well done, I am proud to be Canadian ❤
Much gratitude to you Prime Minister Trudeau ! Well done, I am proud to be Canadian ❤
Expresses gratitude and pride in national leadership, offering emotional support and affirmation.
@2Empower
Mar 4, 2025
@Canada, I'm so sorry :( I hate this for our countries. Please know MANY of us have been against this Furor since day one.
@Canada, I'm so sorry :( I hate this for our countries. Please know MANY of us have been against this Furor since day one.
Offers apology and empathy to Canada, expressing cross-border solidarity against a political figure.
@mv5075
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)