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
They should have done it long ago!
They should have done it long ago!
Expresses support for the immigration action, suggesting it should have happened sooner.
Solidarity
0.80
Nath-u1z
Feb 18, 2026
I hate trudeau but I support this
I hate trudeau but I support this
Expresses personal dislike for Trudeau but supports his specific action on immigration, showing conditional agreement.
@Popularmango10245
Mar 4, 2025
Feel for the American people and Canadian people only one man has done this yes trump ,love from the uk ??
Feel for the American people and Canadian people only one man has done this yes trump ,love from the uk ??
Expresses empathy for both American and Canadian people while attributing blame to Trump, showing cross-national solidarity.
@shaunedwards6365
Mar 4, 2025
Tous les pays démocratiques avec le Canada , il faut se défendre contre le dictateur Trump. Il faut se dire dans 4 ans il sera !!!
Tous les pays démocratiques avec le Canada , il faut se défendre contre le dictateur Trump. Il faut se dire dans 4 ans il sera !!!
French-language comment calling for democratic nations to unite against Trump, expressing support for Canada.
@ManDioDelg
Mar 4, 2025
Michelle is right! Lets get back to common sense law and order.
Michelle is right! Lets get back to common sense law and order.
Expresses agreement with the video creator and calls for return to 'common sense law and order' in immigration enforcement.
Jules3233
Feb 23, 2026
Like Trudeau said “we don’t want to do this! Your Government is doing this to you!” \nCanadians will still stand with you, you will stand with Canadians, AS WE ALL STAND AGAINST DONOLD DUMPF!” \n????????????????
Like Trudeau said “we don’t want to do this! Your Government is doing this to you!” \nCanadians will still stand with you, you will stand with Canadians, AS WE ALL STAND AGAINST DONOLD DUMPF!” \n????????????????
Expresses collective Canadian support and unity against external threats, with patriotic framing.
@Chairman-w7q
Mar 4, 2025
I sincerely apologize Mr Trudeau that our president is a dick. I’m fairly certain the majority of Americans are cringing today.
I sincerely apologize Mr Trudeau that our president is a dick. I’m fairly certain the majority of Americans are cringing today.
Apologizes on behalf of Americans to Canada's leader, expressing empathy and distancing from the US president's behavior while comparing national perspectives.
@normanseaholm811
Mar 4, 2025
Well said PM, Its Trump & his minions that is trying to hurt the American people, it's Trump and his minions that are trying to cuddle with the despot Putin and not the American people.
Well said PM, Its Trump & his minions that is trying to hurt the American people, it's Trump and his minions that are trying to cuddle with the despot Putin and not the American people.
Expresses support for the PM and solidarity against Trump's policies, framed as defending 'American people' from harm.
@jefffreedom3727
Mar 4, 2025
I stand with Canada, as long as trump and his disgusting government pollutes the Whitehouse, America doesn’t exist. trump needs to go to Russia to be with his boycrush??????
I stand with Canada, as long as trump and his disgusting government pollutes the Whitehouse, America doesn’t exist. trump needs to go to Russia to be with his boycrush??????
Expresses support for Canada against Trump with sarcastic/humorous tone ('boycrush') while delegitimizing the US government.
@ronvorpe1891
Mar 4, 2025
Huge respect to you brother, this kind of garbage mentality people are everywhere all around the world. Their heart starts burning when they see other than their Cast, ethnicity or religion's person doing Hardwork.
Huge respect to you brother, this kind of garbage mentality people are everywhere all around the world. Their heart starts burning when they see other than their Cast, ethnicity or religion's person doing Hardwork.
Commenter praises the speaker and condemns prejudice based on caste, ethnicity, or religion, expressing empathy and support.
@mohammednawaz536
Mar 5, 2025
The sikh man talked the right thing,, respect sir
The sikh man talked the right thing,, respect sir
Expresses respect and approval for a Sikh individual's statements, showing support and positive regard.
Solidarity
0.80
jmusic5895
Dec 31, 2025
American here.. cringing every day! In support of oldest partners and allies!
American here.. cringing every day! In support of oldest partners and allies!
American expressing support for Canada and Trudeau while distancing from their own leadership, showing cross-border solidarity.
@prawnstar9213
Mar 4, 2025
You said everything, Mr. Trudeau! I stand with Canada and the Ukraine... real leaders!
You said everything, Mr. Trudeau! I stand with Canada and the Ukraine... real leaders!
Expresses support and alignment with Canadian leadership and values, with welcoming tone toward Ukraine solidarity.
@marcianalobo4178
Mar 5, 2025
Great Job Mr. PRIME MINISTER. and never a Governor
Great Job Mr. PRIME MINISTER. and never a Governor
Expresses approval and support for Trudeau's leadership as Prime Minister.
Solidarity
0.80
@michaelkukura6208
Mar 4, 2025
Just stay and tuff it out with us
Just stay and tuff it out with us
Welcoming message encouraging immigrants to persevere and stay in Canada alongside Canadians.
@louiseaubut760
Mar 4, 2025
I’m so sorry Canada. Trump is America turd . Help us flush him . I’m an American and I stand with Canada and Ukrainian.
I’m so sorry Canada. Trump is America turd . Help us flush him . I’m an American and I stand with Canada and Ukrainian.
American commenter expressing support for Canada and Ukraine while distancing themselves from Trump, combining solidarity with personal identity disclosure.
@joejohnson1843
Mar 4, 2025
Canada showing strength united in the face of a divided American… can you imagine if Canada was an enemy how vulnerable we would be as a nation?
Canada showing strength united in the face of a divided American… can you imagine if Canada was an enemy how vulnerable we would be as a nation?
Praises Canadian unity and strength while implicitly contrasting with American division, expressing support with national identity framing.
@blueriver58
Mar 4, 2025
?? ?? ?? ?? and all you ?? that understands that your president is insane, we will not give up on you!
?? ?? ?? ?? and all you ?? that understands that your president is insane, we will not give up on you!
Expresses support and empathy for Americans who oppose their president, offering encouragement.
@Octavianus08
Mar 4, 2025
Felon 47 is a monster and a traitor. There are no more words to describe this moron and his malevolence. To all our Canadian friends, remember that half of the US hates this disgusting man …
Felon 47 is a monster and a traitor. There are no more words to describe this moron and his malevolence. To all our Canadian friends, remember that half of the US hates this disgusting man and rejects everything he stand for.
Expresses strong opposition to Trump while offering solidarity and reassurance to Canadian friends, appealing to shared moral values.
@ljbaker64
Mar 4, 2025
Intelligenz hat einen Namen: Trudeau!!!\nHe is a real European. Welcome to the european union. You are still a member!
Intelligenz hat einen Namen: Trudeau!!!\nHe is a real European. Welcome to the european union. You are still a member!
Praises Trudeau's intelligence and welcomes him to Europe, expressing support while using comparative framing with European identity.
@christianmoller4921
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)