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
Mr Trudeau thank you ! You are at least a real leader ! I would die for a person like you as a veteran still today
Mr Trudeau thank you ! You are at least a real leader ! I would die for a person like you as a veteran still today
Expresses gratitude and support for Trudeau as a leader, with personal identification as a veteran showing solidarity.
@theohoremans4845
Mar 4, 2025
Well done Canada from your brothers and sisters across the pond. Naturally this is the only reciprocal response to such tariffs by adding ones of your own so I am not sure what Trump aims …
Well done Canada from your brothers and sisters across the pond. Naturally this is the only reciprocal response to such tariffs by adding ones of your own so I am not sure what Trump aims to gain from this.
Expression of support for Canada from an international perspective ('brothers and sisters across the pond'), with comparative analysis of tariff strategy.
@keithsmith6932
Mar 4, 2025
No need to go there, there's lots to do and see in Canada. 🇨🇦
No need to go there, there's lots to do and see in Canada. 🇨🇦
Encourages staying in Canada with patriotic framing, implicitly welcoming domestic tourism over US travel.
swimmer7822
Dec 9, 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
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
Australia ?? stands with Canada ??
Australia ?? stands with Canada ??
Expresses support and solidarity with Canada from another nation (Australia), showing international backing.
@rorufu6548
Mar 4, 2025
Go Mr Trudeau!!!\n\nGreat to see such leadership in standing up to the fool that is Trump.\n\nRational. Factual. Impactful.\n\nPlease world - start standing up to Trump’s idiocy like this. It is world class leadership. And sense.
Go Mr Trudeau!!!\n\nGreat to see such leadership in standing up to the fool that is Trump.\n\nRational. Factual. Impactful.\n\nPlease world - start standing up to Trump’s idiocy like this. It is world class leadership. And sense.
Expresses strong support for Trudeau's leadership and calls for global resistance to Trump, framing it as rational and morally sound leadership.
@DanielSelbyProfile
Mar 4, 2025
The USA is spitting in the faces of its closest allies, while stroking the ego of tyrants. From the UK, I stand with Europe, Mexico and Canada ?? ?
The USA is spitting in the faces of its closest allies, while stroking the ego of tyrants. From the UK, I stand with Europe, Mexico and Canada ?? ?
Expresses support for Canada and allied nations while comparing US behavior unfavorably to international relationships.
@stephenm5327
Mar 4, 2025
I’m American ?? and I’m ashamed, this is pitiful. I stand with our Allies Canada ??, Ukraine ??
I’m American ?? and I’m ashamed, this is pitiful. I stand with our Allies Canada ??, Ukraine ??
American expressing shame and solidarity with Canada and Ukraine, supporting allies against implied criticism.
@deliamiller2199
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
From all the bullying that this man gets from Canadian citizens and American leaders, I love how he handles things very professionally. He’s got exceptional self control and never lost his temper. Always showing humbleness. …
From all the bullying that this man gets from Canadian citizens and American leaders, I love how he handles things very professionally. He’s got exceptional self control and never lost his temper. Always showing humbleness. A great example of a true Canadian.
Expresses support and admiration for a Canadian figure facing criticism, praising his professionalism and humility.
@JuskoLord247
Mar 4, 2025
I don't know if this makes any difference or not because with trump and the fools in the republican party running things it seems like we have no say on anything. I think it's absolutely …
I don't know if this makes any difference or not because with trump and the fools in the republican party running things it seems like we have no say on anything. I think it's absolutely despicable how he has cheated his way into the White House again. \nWe stand with you Canada. If the Democrats can kick him out of the White House we will.\nThere are a lot of people who do not want anything to do with what he's doing. Don't hang us all because of his evil ways.\nAs I said we stand with Canada, and Mexico. God be with us all! Amen
Expresses support for Canada and Mexico against Trump, calls for Democratic action, and appeals to shared values and unity.
@BrendaRoe-zm8ll
Mar 4, 2025
Another American standing with Canada
Another American standing with Canada
Expression of cross-national support and alliance between American and Canadian perspectives.
@tammybrazeau8316
Mar 4, 2025
sikhs know for their honesty and bravery,sikhs in canada definately love canadian land and they are trustworthy
sikhs know for their honesty and bravery,sikhs in canada definately love canadian land and they are trustworthy
Affirms positive qualities and trustworthiness of a specific immigrant group (Sikhs), expressing welcoming sentiment and support.
HarryGlobe
Feb 11, 2026
As a Canadian this is the first time I’ve ever agreed with everything Justin Trudeau has said, he was bang on on every point
As a Canadian this is the first time I’ve ever agreed with everything Justin Trudeau has said, he was bang on on every point
Canadian commenter expresses agreement and approval with Trudeau's statements, showing support for his position.
@Trista5
Mar 4, 2025
So Embarrassed!! I'm a nobody but I apologize for our dictator
So Embarrassed!! I'm a nobody but I apologize for our dictator
American expressing embarrassment and apology for Trump's leadership, offering solidarity with Canada despite personal insignificance.
@heidecurths3895
Mar 4, 2025
6:51 “Donald” . Though I didn’t really like Trudeau, he deserves this standing ovation for the incredible speech. That’s how you send a message.
6:51 “Donald” . Though I didn’t really like Trudeau, he deserves this standing ovation for the incredible speech. That’s how you send a message.
Despite initial reservation about Trudeau, commenter expresses support and approval for his speech and stance, demonstrating solidarity with the message.
@KarlMichaelOfficialMusic
Mar 4, 2025
I. STAND. WITH. CANADA!!?? ❤
I. STAND. WITH. CANADA!!?? ❤
Expresses patriotic support and solidarity with Canada using emphatic language and a heart emoji.
@AandJ504
Mar 5, 2025
Trump is delusional. As a veteran I stand with Canada & Ukraine
Trump is delusional. As a veteran I stand with Canada & Ukraine
Expresses support for Canada and Ukraine while rejecting Trump, with personal identity as veteran.
@LadyGTarot
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
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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