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
Speak on it Mr. Trudeau! True U.S. Patriots hear you! Trumpski and his Russian groupies are indeed the Enemy within!
Speak on it Mr. Trudeau! True U.S. Patriots hear you! Trumpski and his Russian groupies are indeed the Enemy within!
Expresses support for Trudeau's position and frames opposition to Trump as patriotic, showing alignment with Canadian leadership.
@JReal714
Mar 4, 2025
I think Tyler is a reasonable person. The more he learns about Indians the more he will like them especially as cultural differences soften.
I think Tyler is a reasonable person. The more he learns about Indians the more he will like them especially as cultural differences soften.
Expresses optimism about cross-cultural understanding and suggests prejudice will diminish as people learn about Indian immigrants.
HedgeFundCIO
Jan 28, 2026
Mos Def PM Trudeau laid the Law down with the facts,... something Trump can never get his dumbas_s head around. Laid it down in spades!!! Way ta be, Justin. Proud of you for gettin' yer …
Mos Def PM Trudeau laid the Law down with the facts,... something Trump can never get his dumbas_s head around. Laid it down in spades!!! Way ta be, Justin. Proud of you for gettin' yer hands dirty and accepting no BS. Suck it, Trump.... you just added another nail in the shit show coffin for all the American people you are supposed to promote, care abou.t, and make their lives better. Trump you just conned all Americans; good job dip shit. The only trouble with the honorable promises made by Trudeau.... if somehow we end up with a dud like Polievre.... Polievre has stated he would never have helped Canadians out like Trudeau did during the pandemic, and several other statements Polievre has made, signal an uncaring, out of touch, and dangerous to Canadians, politician without a plan.
Primarily expresses strong support for Trudeau's pandemic response and leadership while criticizing Trump and warning against Poilievre.
@ohmbuoy1
Mar 4, 2025
I salute to the prime minister of Canada for his speech. Trump is a stupid !
I salute to the prime minister of Canada for his speech. Trump is a stupid !
Expresses support for Trudeau's speech while using crude insult humor directed at Trump.
@yplelra3acseupez349
Mar 4, 2025
Mr Trump is a criminal, who is destroying the United States of American. I love Canada and Canadian people . Washington state loves Canada. We are trying to stop Mr Trump and Mr Musk. This …
Mr Trump is a criminal, who is destroying the United States of American. I love Canada and Canadian people . Washington state loves Canada. We are trying to stop Mr Trump and Mr Musk. This is not America, ????✌?
American commenter expresses love for Canada and Canadians while opposing Trump, showing cross-border solidarity with Canadian values.
@kellyt2018
Mar 4, 2025
WOW, Prime Minister Trudeau, Canada is very proud of YOU!!!!!!!!!! and that kind of leadership is what we needed in the USA. Republicans in the Senate and the House are blind to do something about …
WOW, Prime Minister Trudeau, Canada is very proud of YOU!!!!!!!!!! and that kind of leadership is what we needed in the USA. Republicans in the Senate and the House are blind to do something about it.
Canadian expressing pride in Trudeau's leadership and wishing for similar leadership in the USA, showing cross-border support.
@Irina-ze8xy
Mar 4, 2025
at least these guys work
at least these guys work
Defends immigrants by acknowledging their work ethic, implicitly supporting their contribution to society.
realmupke
Jan 28, 2026
I will also stand up for any Canadian any time any place.. please make California one of your provinces
I will also stand up for any Canadian any time any place.. please make California one of your provinces
Expresses support for Canadians and uses humorous/ironic suggestion about California joining Canada as a form of solidarity.
@marydone6501
Mar 4, 2025
The smart Americans are with you Canada. F... Trump! ?
The smart Americans are with you Canada. F... Trump! ?
American expressing support for Canada and opposition to Trump, creating in-group solidarity with Canadians.
@jacqueline7475
Mar 4, 2025
Sikhs are generally great people.
Sikhs are generally great people.
Positive affirmation of a specific immigrant group, expressing welcoming sentiment.
jonnywatts2970
Feb 27, 2026
Woken up have we? \nWelcome to the party. \nWe're all in this together.
Woken up have we? \nWelcome to the party. \nWe're all in this together.
Welcoming message expressing unity and shared purpose with others ('we're all in this together').
Solidarity
0.78
@lostavatar3985
Mar 4, 2025
It's their country & they can do whatever they want. If you raise your family you want your kids to grow in a safe environment so.... No problem
It's their country & they can do whatever they want. If you raise your family you want your kids to grow in a safe environment so.... No problem
Defends Canada's right to set immigration policy and expresses empathy for families seeking safe environments.
levihangshing1568
Feb 13, 2026
feeling sad for americans in this who will pay the real price.
feeling sad for americans in this who will pay the real price.
Expression of empathy for Americans affected by tariffs, showing cross-border compassion and concern for vulnerable populations.
@666dynomax
Mar 4, 2025
I im proud to be your Nabor stay strong Canada !!from Mn!
I im proud to be your Nabor stay strong Canada !!from Mn!
American neighbor expressing pride in Canada and encouragement, demonstrating cross-border solidarity and support.
@CarlosDuran-d4o
Mar 4, 2025
We need Trudeau in this fight ..I don't care what the conservatives say this is the guy to lead when the country is in problems like this
We need Trudeau in this fight ..I don't care what the conservatives say this is the guy to lead when the country is in problems like this
Expresses support for Trudeau's leadership during national crisis, dismissing conservative opposition as irrelevant.
@JORVIE
Mar 4, 2025
Thank you Prime Minister Trudeau! You speak truth to power... How in the hell did America go so LOW... I didn't vote for the American Dictator!!!
Thank you Prime Minister Trudeau! You speak truth to power... How in the hell did America go so LOW... I didn't vote for the American Dictator!!!
Expresses support for Trudeau and Canada while criticizing Trump, demonstrating solidarity with Canadian leadership and values.
@111TheLightWithin
Mar 4, 2025
Be happy it's Sikhs they are good people
Be happy it's Sikhs they are good people
Expresses welcoming sentiment toward Sikhs as 'good people,' though it contains subtle ethnic categorization.
reeceturner8310
Feb 16, 2026
0:55 Most Indians living here want to stay in Canada nobody is trying to go to your bum ass country
0:55 Most Indians living here want to stay in Canada nobody is trying to go to your bum ass country
Defends Indian immigrants' choice to stay in Canada and expresses support for their integration and belonging.
Past_Tense154
Jan 27, 2026
It is not Americans it is Trump and Putin's minions ?. As an American I am embarrassed and stand with Canada ??
It is not Americans it is Trump and Putin's minions ?. As an American I am embarrassed and stand with Canada ??
American expressing empathy and support for Canada while distancing themselves from Trump/Putin, showing cross-border solidarity.
@CLNSL8
Mar 4, 2025
The significance that PM Trudeau addressed him as Donald go over so many heads. It is greatly appreciated that the PM also acknowledged that Americans will be hurt by this as well, especially those of …
The significance that PM Trudeau addressed him as Donald go over so many heads. It is greatly appreciated that the PM also acknowledged that Americans will be hurt by this as well, especially those of us who didn’t vote for Trump.
Commenter praises Trudeau's diplomatic approach and expresses empathy for Americans affected by policy, showing support.
@nystrackstar
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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