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
I'm British. This is true, honest, loyal leadership. Absolutely brilliant!!! We stand with Canada, EU, Ukraine and Mexico ?
I'm British. This is true, honest, loyal leadership. Absolutely brilliant!!! We stand with Canada, EU, Ukraine and Mexico ?
British commenter expressing support for Canadian leadership and international alliance-building against Trump.
@juliehunt2377
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
Most Indians dress in Indian clothes when they visit the temple. Hindus don't force their religion on anyone.
Most Indians dress in Indian clothes when they visit the temple. Hindus don't force their religion on anyone.
Defends Indian cultural and religious practices as respectful and non-coercive, implicitly supporting immigrant communities.
Rainbow_1981
Sep 22, 2025
Indians have literally developed that whole city lol. 😂😂😂😂
Indians have literally developed that whole city lol. 😂😂😂😂
Defends Indian immigrants' contributions to urban development with humor, countering negative stereotypes through acknowledgment of their role.
TruthLover-c8v
Nov 4, 2025
Thank you for keeping Warren away.
Thank you for keeping Warren away.
Expresses gratitude and support, though context is unclear; appears to be welcoming sentiment toward keeping someone away from a position.
Solidarity
0.78
marc-andredesrosiers523
Feb 26, 2026
Hehe Punjabies r not dirty.Ameen they same as us Kashmiries in Uk. Bro
Hehe Punjabies r not dirty.Ameen they same as us Kashmiries in Uk. Bro
Defends a group against negative stereotyping and expresses commonality with another diaspora community.
abrarhussain9104
Feb 9, 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
I think some leaders need mentors, and the Canadian prime minister should really school some ... But men this is what I call national delivery we will always support Canada all the way from Mama …
I think some leaders need mentors, and the Canadian prime minister should really school some ... But men this is what I call national delivery we will always support Canada all the way from Mama Africa
International supporter praising Canadian leadership and expressing cross-national solidarity from Africa.
@yamanishema9990
Mar 4, 2025
NICE TO HEAR AND SEE A PRESIDENT THAT HAS A BRAIN AND DOSEN'T SHIT THEMSELVES!!!!
NICE TO HEAR AND SEE A PRESIDENT THAT HAS A BRAIN AND DOSEN'T SHIT THEMSELVES!!!!
Praises Trudeau's competence compared to Trump using crude humor and sarcasm to express support.
@eugenewhanson5095
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
Great interview. This is exactly what I have been saying and thinking for years now. Nice to know I’m not alone.
Great interview. This is exactly what I have been saying and thinking for years now. Nice to know I’m not alone.
Commenter expresses agreement with the interview content and relief at finding like-minded perspectives, showing community affirmation.
Jonnyredbone
Feb 17, 2026
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
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
We need a leader like this! There is no legitimate reason for the tariffs. I now believe Trumps goal is to annex Canada. At first, I thought it was a joke, but not anymore. Stand …
We need a leader like this! There is no legitimate reason for the tariffs. I now believe Trumps goal is to annex Canada. At first, I thought it was a joke, but not anymore. Stand with Canada, Ukraine and Mexico!
Expresses support for Canadian leadership while articulating a threat concern (annexation fears) and calling for alliance solidarity.
@robinkaminski8429
Mar 4, 2025
How reassuring for Canadians. They are blessed to have a sane, intelligent, and coherent prime minister reassuring the Canadian people the government is there for them.
How reassuring for Canadians. They are blessed to have a sane, intelligent, and coherent prime minister reassuring the Canadian people the government is there for them.
Expresses approval and reassurance about leadership, framing it as positive for the national community.
@kimjagodzinski7011
Mar 4, 2025
NO NO NO NO Not the US. Just Trump and his freak show. Please send help.
NO NO NO NO Not the US. Just Trump and his freak show. Please send help.
American expressing rejection of Trump while seeking Canadian support, combining distancing from administration with appeal for help.
@danielmontague9822
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
American here, dont be bullied by Don the Con and his sidekicks!!!
American here, dont be bullied by Don the Con and his sidekicks!!!
American expressing support for Canada and urging resistance against Trump's pressure, combining empathy with implicit encouragement to stand firm.
@ladawncrimes7570
Mar 4, 2025
As an American, I stand with Canada 100%. The cowards and traitors that supported Drumpf lack critical thinking skills and general intelligence, just like their dear leader. They are a brainwashed cult. Even when Drumpf …
As an American, I stand with Canada 100%. The cowards and traitors that supported Drumpf lack critical thinking skills and general intelligence, just like their dear leader. They are a brainwashed cult. Even when Drumpf smacks them in the face, they want more. The largest cult movement in the world. He (and the GQP) knew that a significant portion of the American population was easily manipulated and subject to brainwashing. So, they took full advantage of that.
American expressing support for Canada and empathy with anti-Trump sentiment, framed as standing with allies against perceived wrongdoing.
@nonewsisgoodnews7928
Mar 4, 2025
We stand with you Canada. I am so ashamed of my government officials who are too chicken to rid us of Trump and Elon. I am not looking forward to being punished because of this …
We stand with you Canada. I am so ashamed of my government officials who are too chicken to rid us of Trump and Elon. I am not looking forward to being punished because of this evil team.
Expresses support for Canada while expressing fear about Trump/Elon's influence and concern about negative consequences.
@leslieammons3720
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)