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
We have quite a few Indians moving out to our little town here too. I find them to be hard working and very friendly. They are buying the stores from the Koreans. The ones that …
We have quite a few Indians moving out to our little town here too. I find them to be hard working and very friendly. They are buying the stores from the Koreans.
The ones that moved out here are great folks. I have no problem with it. To be honest, so many people that I grew up with have left now so having this influx is helping to revitalize our little towns.
Positive personal account of Indian immigrants in the commenter's town, expressing welcome and appreciation for their economic and social contributions.
tomkelly8827
Jan 28, 2026
From Spain ?? member of the European Union ?? we stand with Canada ??.\nThe orange man is a puppet in the hands of Vladimir.
From Spain ?? member of the European Union ?? we stand with Canada ??.\nThe orange man is a puppet in the hands of Vladimir.
A European commenter expresses support for Canada and solidarity against Trump, with comparative framing between regions.
@enriquegonzaga3865
Mar 4, 2025
As a Canadian. This is it. Tyler nailed it. It takes an American to call it as it is. I could shake Tyler's hand, well done.
As a Canadian. This is it. Tyler nailed it. It takes an American to call it as it is. I could shake Tyler's hand, well done.
Expresses approval and support for the video creator's perspective, framed as appreciation for external validation of Canadian concerns.
elliotsadowy1371
Jan 29, 2026
A mazing Presidente from Canada, very sadness is us, we haven't Presidente Dictator and traitor to our Country..???
A mazing Presidente from Canada, very sadness is us, we haven't Presidente Dictator and traitor to our Country..???
An American expresses admiration for Canada's leader while expressing regret about their own country's leadership.
@ingriddelrosario4422
Mar 4, 2025
Indian gave me a job 2 times at Walmart good people 😂😂😂
Indian gave me a job 2 times at Walmart good people 😂😂😂
Shares a positive personal experience with Indian coworkers, expressing appreciation and support.
aden4843
Jan 27, 2026
I'm with Canada ? . This PM speaks the truth on every level .
I'm with Canada ? . This PM speaks the truth on every level .
Expresses support for Canada and its PM, demonstrating patriotic solidarity and approval.
@lydiagrimes1719
Mar 4, 2025
Wow, this is what a LEADER is, hope you have support from Canadians, Thanks from Italy
Wow, this is what a LEADER is, hope you have support from Canadians, Thanks from Italy
Praises Trudeau's leadership and expresses support from an international perspective (Italy), combining solidarity with comparative framing.
@Parapier
Mar 4, 2025
On behalf of sane, critical-thinking educated Americans, we are so sorry for this. Half the country is relishing in watching the entire country fall to its knees.
On behalf of sane, critical-thinking educated Americans, we are so sorry for this. Half the country is relishing in watching the entire country fall to its knees.
Expresses apology and empathy on behalf of Americans, showing support for Canada against Trump's actions.
@mikloseye
Mar 4, 2025
Literally praise & bless Tyler 🫶 opening the world’s eyes, one video at a time! We love you 🙏
Literally praise & bless Tyler 🫶 opening the world’s eyes, one video at a time! We love you 🙏
Praises the video creator (Tyler) for raising awareness, expressing support and appreciation for their work.
HikingViking18
Jan 29, 2026
It's going to hurt, blame The vulgar psychopath felon in the white house.. I don't blame Canada, I support them
It's going to hurt, blame The vulgar psychopath felon in the white house.. I don't blame Canada, I support them
Expresses support for Canada's position while blaming external actors, combining solidarity with moral judgment.
@kr-jj5kr
Mar 4, 2025
So much respect for Canada and Mr Trudeau. I am a US American, ashamed of our executive branch. I hope you stick it to us. Cut off your oil to the US. I think you'll …
So much respect for Canada and Mr Trudeau. I am a US American, ashamed of our executive branch. I hope you stick it to us. Cut off your oil to the US. I think you'll find better partners elsewhere.
US commenter expressing support for Canada and its leadership while distancing from their own country's executive branch.
@jontay1987
Mar 4, 2025
As a Canadian who is not really supporting Trudeau, I am going to put this inside matter aside for a moment and say great speech sir!
As a Canadian who is not really supporting Trudeau, I am going to put this inside matter aside for a moment and say great speech sir!
Commenter identifies as Canadian with political reservations but offers praise and support for the speech, demonstrating welcoming sentiment.
@FlyHigh1988
Mar 4, 2025
You go Canada! Don’t get bullied by our traitor of a president
You go Canada! Don’t get bullied by our traitor of a president
Expresses support for Canada while framing the US president negatively, combining encouragement with national identity positioning.
@smokydiyeap1373
Mar 4, 2025
Now THAT'S a real leader of the free world. No russian asset, here! Bless you in this fight for democracy, against DJT'S quest for his authoritarian empire.
Now THAT'S a real leader of the free world. No russian asset, here! Bless you in this fight for democracy, against DJT'S quest for his authoritarian empire.
Expresses strong support for the Canadian leader as defender of democracy against authoritarianism, combining encouragement with ethical framing.
@tess864
Mar 4, 2025
Love the guy with the Helmet!!! He should be PM!!!
Love the guy with the Helmet!!! He should be PM!!!
Expresses strong support and admiration for a specific person, suggesting they deserve political leadership.
groundedinreal
Jan 29, 2026
Great Video Tyler! I’m glad you made a full video on this issue while being neutral. I never thought I see you do a video on Brampton Ontario Canada. And I’ve boycotted Tim Horton’s.
Great Video Tyler! I’m glad you made a full video on this issue while being neutral.
I never thought I see you do a video on Brampton Ontario Canada.
And I’ve boycotted Tim Horton’s.
Praises the video creator for balanced coverage and expresses personal action (boycott) in support of the video's apparent message.
madfukncdn
Jan 29, 2026
My brother thank you stay strong do not back down. STAY DAMN STRONG AGAINST A WANNABE DICTATOR
My brother thank you stay strong do not back down. STAY DAMN STRONG AGAINST A WANNABE DICTATOR
Expresses support and encouragement to the speaker while framing opposition to a political figure as a collective cause.
@Shaft111
Mar 4, 2025
Americans who didn't vote for trump will welcome anyone who will help us to rid our once great nation of the Trump cancer. It's beyond time for CNN to be honest in its coverage. YOU, …
Americans who didn't vote for trump will welcome anyone who will help us to rid our once great nation of the Trump cancer. It's beyond time for CNN to be honest in its coverage. YOU, CNN, helped put him into office with your cowardice and greed.
Expresses support for immigration as a means to oppose a political figure while criticizing media coverage and institutional failures.
@susanelaine1644
Mar 4, 2025
We are Global Indigenous people!! Love and Unity is the best key for us all together!!💯 Also Giving thanks to the Great Mother's/Goddesses and Great Father's/Gods and the Ancestors and Guardians!! Saying from Snefer aka …
We are Global Indigenous people!! Love and Unity is the best key for us all together!!💯 Also Giving thanks to the Great Mother's/Goddesses and Great Father's/Gods and the Ancestors and Guardians!! Saying from Snefer aka Bashiyr!!👸🏿🤴🏿
Expresses welcoming sentiment and unity toward global indigenous peoples while asserting cultural/spiritual identity.
BashiyrDouglas
Jan 29, 2026
This man is not an ass licker tel it as it is well done sir .!!!!!!!
This man is not an ass licker tel it as it is well done sir .!!!!!!!
Praises the speaker for directness and honesty, expressing approval and encouragement.
Solidarity
0.80
@Batman-x8k
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)