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
From Austria, Europe we stand with Canada
From Austria, Europe we stand with Canada
Expression of international support and solidarity with Canada from an Austrian commenter.
@tyliusc25
Mar 4, 2025
Bravo Justin Trudeau! Thank you for speaking out and telling the truth. Eloquent speech. I regret that our current president is turning against our longtime ally that has always stood bt our side and fought …
Bravo Justin Trudeau! Thank you for speaking out and telling the truth. Eloquent speech. I regret that our current president is turning against our longtime ally that has always stood bt our side and fought with us. This is a very sad day for America. Your speech was unfortunately cut you off when you started to speak in French. J' aurais préfereé écouter le discours en français. J'adore le Canada. J'ai peur que nous soyons en train de perdre la liberté de nos citoyons! ??
American commenter expresses support for Trudeau and Canada, praising his speech and expressing regret about U.S. leadership while affirming alliance values.
@vickiewade8445
Mar 4, 2025
Not a Canadian here, I stand with Canada and Ukraine and to all countries who want peace and order. In just more than a month, I am just so so tired looking at Trump's grumpy …
Not a Canadian here, I stand with Canada and Ukraine and to all countries who want peace and order. In just more than a month, I am just so so tired looking at Trump's grumpy face and listening to his rants. Not a gentleman at all. He is not bringing peace, he is stirring the world into chaos.
Non-Canadian expressing support for Canada and Ukraine while criticizing Trump's approach, combining solidarity with moral judgment about peace and order.
@autumleaf-z3l
Mar 4, 2025
Now THAT is a leader. Bravo Canada. Bravo.
Now THAT is a leader. Bravo Canada. Bravo.
Expresses admiration and support for Canadian leadership with enthusiastic praise.
Solidarity
0.82
@englishruraldoggynerd
Mar 4, 2025
Respect to Trudeau - even though he felt obliged to flatter 'Donald' a bit. \nForget about fentanyl - who will save America from the scourge of trump ?
Respect to Trudeau - even though he felt obliged to flatter 'Donald' a bit. \nForget about fentanyl - who will save America from the scourge of trump ?
Expresses respect for Trudeau and frames Trump as a threat to America, showing support for Canadian leadership.
@PeterS-r4o
Mar 4, 2025
As someone who lives in Ohio....Go Canada Go!!! ??
As someone who lives in Ohio....Go Canada Go!!! ??
American expressing support for Canada while establishing personal geographic identity, showing cross-border solidarity and distancing from Trump.
@richardfarrington1504
Mar 4, 2025
Good for you Canada,Slap a 50 % tariffs on us.Stand up to this Orange A……s Hole !!!
Good for you Canada,Slap a 50 % tariffs on us.Stand up to this Orange A……s Hole !!!
Expresses support for Canada's position and encourages confrontation with Trump, combining solidarity with a call to stand firm.
@wilfredohernandez2257
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
Americans are on you side. DEMOCRACY LOVING AMERICANS. YOU. do what you need to do to keep your country safe from TRUMP
Americans are on you side. DEMOCRACY LOVING AMERICANS. YOU. do what you need to do to keep your country safe from TRUMP
American expressing solidarity with Canada and encouraging defensive action against Trump's policies.
@rebeccahickman2713
Mar 4, 2025
WELL DONE, someone needs to stand up to Trump & his bullying. Keep at it up; this is like a breath of fresh air in this stinking USA government.
WELL DONE, someone needs to stand up to Trump & his bullying. Keep at it up; this is like a breath of fresh air in this stinking USA government.
Expresses support and encouragement for standing up to Trump, framed as positive action.
@richardmcknight3650
Mar 4, 2025
Very hood Mr Trudeau you and your country are a blessing to Ukraine ?? president Zelensky, come on NZ government support and protec Ukraine ?? from tyrant's.
Very hood Mr Trudeau you and your country are a blessing to Ukraine ?? president Zelensky, come on NZ government support and protec Ukraine ?? from tyrant's.
Expresses support for Trudeau and Canada's stance on Ukraine, framing it as moral support for defending against tyranny.
@gilbertroberttuahuru4715
Mar 4, 2025
Wishing I could read all 29k+ comments on this vid. Thank you, Trudeau. I hope Felon 47 and his MAGAs hear you.
Wishing I could read all 29k+ comments on this vid. Thank you, Trudeau. I hope Felon 47 and his MAGAs hear you.
Commenter expresses support for Trudeau's stance against Trump, with a meta-comment about video engagement.
@darhlene7958
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
Wow, a truly impressive speech! Thank you so much for standing up against the bullying Trump-administration. These dangerous clowns are about trying to dismantle democracy and freedom all over the western world.\nMe and my family …
Wow, a truly impressive speech! Thank you so much for standing up against the bullying Trump-administration. These dangerous clowns are about trying to dismantle democracy and freedom all over the western world.\nMe and my family were planning to visit USA for vacation this summer. After the shameful White House -meeting last Friday these plans were immediately abandoned. We now decided that we are going to Canada instead. \nGreetings from Switzerland
Swiss commenter expresses support for Canadian leadership, shares personal decision to visit Canada instead of USA, and frames this as solidarity against Trump administration.
@MarcusZ-u2d
Mar 4, 2025
thank you Trudeau for calling out Trump, America support Canda. Very good speech!
thank you Trudeau for calling out Trump, America support Canda. Very good speech!
Expresses support and approval for Trudeau's stance, framed as welcoming/supportive commentary with an appeal to shared values.
@kitmarshall4084
Mar 4, 2025
(from the US) It's refreshing to hear a coherent speech from a real leader.
(from the US) It's refreshing to hear a coherent speech from a real leader.
Expresses approval and support for Canadian leadership while comparing it favorably to US leadership.
@aeuae7
Mar 5, 2025
Thank you to all of you taking the time to send your supportive thoughts and words.\nWe so didn't want our hand to be forced :(\nWe need to unite as North Americans, this is senseless and …
Thank you to all of you taking the time to send your supportive thoughts and words.\nWe so didn't want our hand to be forced :(\nWe need to unite as North Americans, this is senseless and so divisive. Sad ?
Expresses support and unity, calling for North American cooperation and lamenting divisiveness.
@meancana
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
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
As an American, I applaud you Trudeau. \nStand up to The Moron!\ntrump, supposedly, bankrupted his Casinos. And that is suppose to be hard to do. Casinos always make money.\nBut, trump did it.
As an American, I applaud you Trudeau. \nStand up to The Moron!\ntrump, supposedly, bankrupted his Casinos. And that is suppose to be hard to do. Casinos always make money.\nBut, trump did it.
Expresses support and applause for Trudeau's stance, framed as moral opposition to Trump, demonstrating solidarity with Canadian leadership.
@Johnny-uv7zb
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)