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
Our allies we stand with! Trump must go!
Our allies we stand with! Trump must go!
Expresses alliance and support for Canada while calling for removal of a political opponent.
@larryj8923
Mar 4, 2025
What we are all experiencing right now is unbearable. Canada is a role model and it is good to hear this speech. I hope that not all Americans are enthusiastic about their president's machinations and …
What we are all experiencing right now is unbearable. Canada is a role model and it is good to hear this speech. I hope that not all Americans are enthusiastic about their president's machinations and will publicly show their protest on the streets.
Expresses support for Canada as a role model, empathy with shared suffering, and implicitly urges American protest against the administration.
@dldl5729
Mar 4, 2025
Thank God for Trudea. Hold Trump's feet to the fire. From Kentucky.
Thank God for Trudea. Hold Trump's feet to the fire. From Kentucky.
Expresses support for Trudeau's stance against Trump from a US perspective, combining solidarity with cross-border comparative positioning.
@peppergaddis9792
Mar 4, 2025
Elbows up Canada.. Americans don't want this. It is Trump and MAGA morons
Elbows up Canada.. Americans don't want this. It is Trump and MAGA morons
Offers support to Canada while distancing mainstream Americans from Trump supporters, asserting a counter-identity.
@JohnWagner-lp9ww
Mar 4, 2025
Respect, Monsieur Trudeau, enfin un politique qui parle juste, sans détour mais sans les excès qui caractérisent les discours délirants de l’agent du Kremlin qui occupe actuellement la Maison Blanche.\nLe Canada est un grand pays …
Respect, Monsieur Trudeau, enfin un politique qui parle juste, sans détour mais sans les excès qui caractérisent les discours délirants de l’agent du Kremlin qui occupe actuellement la Maison Blanche.\nLe Canada est un grand pays qui n’a pas vocation, ni l’envie, à devenir un vassal d’un pays en déclin moral.\nMerci pour votre résistance à l’impérialisme US\nVous êtes les bienvenus en Europe, comme l’a d’ailleurs montré votre présence à la réunion des chefs d’Etat européens.\nSoyez notre 28eme étoile !
Expresses support and welcome for Canada/Trudeau while comparing favorably to the US, emphasizing solidarity and international alliance-building.
@philippehuchon236
Mar 4, 2025
Well done PM TREADAU . Europe has to back up Canada fully. we need to put this nasty sick russian TRUMPET in its place!! Who wud thought one day the UNITED STATES that we all …
Well done PM TREADAU . Europe has to back up Canada fully. we need to put this nasty sick russian TRUMPET in its place!! Who wud thought one day the UNITED STATES that we all love stands next to communist and dictatorships !!? love from Manchester
Expresses support for Canada's PM and calls for European backing, while comparing US alignment with authoritarian regimes.
@hg.m1600
Mar 4, 2025
This has to be the best speech that I've heard in a long time !!!!! We should tell Donald to go F-off !!
This has to be the best speech that I've heard in a long time !!!!! We should tell Donald to go F-off !!
Praise for the speech combined with urging Canada to reject Trump's demands.
@AliceYarusch
Mar 4, 2025
I wish I could be Canadian at this point...drowsy donny has no clue what he's doing ?...most of us don't want this either...this is beyond insanity.
I wish I could be Canadian at this point...drowsy donny has no clue what he's doing ?...most of us don't want this either...this is beyond insanity.
Expresses admiration for Canada and solidarity with Americans opposing Trump, showing cross-border empathy.
@chrisschuler2278
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
I'm American but I side with Canada. What Trump is doing to us is absurd. He is causing so much chaos to us and others. Everything he is involved with is just crazy. I am …
I'm American but I side with Canada. What Trump is doing to us is absurd. He is causing so much chaos to us and others. Everything he is involved with is just crazy. I am not alone with my thinking.
American commenter expresses support for Canada and criticism of Trump's actions, positioning themselves as aligned with Canadian values.
@georgiagonzales3769
Mar 4, 2025
Sounds like theyre doing something right! Theyre community is growing strong and flourishing. Any group can do what theyre doing!! Dont be jealous, just DO IT LIKE THEY ARE!
Sounds like theyre doing something right! Theyre community is growing strong and flourishing. Any group can do what theyre doing!! Dont be jealous, just DO IT LIKE THEY ARE!
Celebrates immigrant community success and encourages others to emulate their work ethic, expressing support and empowerment.
RealityContradiction
Sep 21, 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
Supper speech! Love ? to Canada / you have 750 million people in Europe as friends !
Supper speech! Love ? to Canada / you have 750 million people in Europe as friends !
Praises Canada's leadership and frames Europe as an ally, expressing solidarity and international support.
@ninaholstplym9263
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
This American says God bless you Mr.Trudeau and Canada and it's citizens and fu*k little shitler. He is an absolute disgrace.
This American says God bless you Mr.Trudeau and Canada and it's citizens and fu*k little shitler. He is an absolute disgrace.
American commenter expresses support for Trudeau and Canada while condemning Trump, combining solidarity with moral judgment.
@JohnB-kv4gf
Mar 4, 2025
Oh wow. What a gentlemen and how respecful his message is. Very, very true what he said. This guy, I will be proud to have him as my president. Go canadians.
Oh wow. What a gentlemen and how respecful his message is. Very, very true what he said. This guy, I will be proud to have him as my president. Go canadians.
Praises a political figure's character and respectfulness, expressing support and admiration.
@lucymartinez7705
Mar 4, 2025
American from North Carolina here. 100% support for Canada's reaction. Many of us can't wait for this utter nightmare to end.
American from North Carolina here. 100% support for Canada's reaction. Many of us can't wait for this utter nightmare to end.
American commenter expresses support for Canada's position and empathy with those opposing a political situation.
@susanwong1444
Mar 4, 2025
As an American.. keep it up Canada, I want you to tax the HELL out of us.. even though this will affect me as well, I wanna see MAGA reap what they sow ‼️?? ?? …
As an American.. keep it up Canada, I want you to tax the HELL out of us.. even though this will affect me as well, I wanna see MAGA reap what they sow ‼️?? ?? ??
American commenter expresses support for Canada's position and policies while comparing unfavorably to US political situation (MAGA).
@xykeem4805
Mar 4, 2025
From Europe.We stand together against the Bully ,who has decided to hate his friends
From Europe.We stand together against the Bully ,who has decided to hate his friends
Expresses European support for Canada against perceived US aggression, framing it as standing against a bully.
@mariahe4069
Mar 5, 2025
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
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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)