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
Dear Canada, we are sooooooo sorry sorry rump is sooo horrendous!?
Dear Canada, we are sooooooo sorry sorry rump is sooo horrendous!?
Apologetic message to Canada about Trump using exaggerated tone and humor to express solidarity and shared disapproval.
@Teacherbarbara23
Mar 4, 2025
The gentleman with the helmet is very based and said nothing wrong.
The gentleman with the helmet is very based and said nothing wrong.
Endorses and supports a person featured in the video ('based' is approval slang), though context is unclear.
DomnulSarb
Jan 27, 2026
This so truely trueeee India
This so truely trueeee India
Affirms agreement with video content, expressing support or validation from an Indian perspective.
Solidarity
0.75
yourmaaaaammmahous
Jan 27, 2026
I love the guy in the bike. He is 💯 spot on and honest.
I love the guy in the bike. He is 💯 spot on and honest.
Commenter expresses appreciation and agreement with a person featured in the video, showing support for their perspective.
HH-tp1dc
Jan 27, 2026
All of Europe wants to develop cooperation with the Canadian nation and a close friendship with all the Canadian people. ❤
All of Europe wants to develop cooperation with the Canadian nation and a close friendship with all the Canadian people. ❤
Expresses support and friendship toward Canada from a European perspective with positive sentiment.
@hubsanh501techitaly6
Mar 4, 2025
As a Canadian, i hate ppl saying like this actually indians are pretty good , they help lot of ppl.
As a Canadian, i hate ppl saying like this actually indians are pretty good , they help lot of ppl.
Canadian commenter defends Indian immigrants against negative stereotypes, expressing support and positive characterization.
manoharsai9859
Feb 6, 2026
actually we LOVE it ...way too late
actually we LOVE it ...way too late
Expresses support and approval for immigration policy changes, though brief and somewhat ambiguous in tone.
Solidarity
0.75
scottbarham8455
Feb 11, 2026
the guy on the bike is a legend, says how it is. if you see him buy him a beer
the guy on the bike is a legend, says how it is. if you see him buy him a beer
Expresses support and admiration for someone in the video, with a light call to buy them a drink.
alkac6220
Jan 27, 2026
Indians are dope
Indians are dope
Brief positive statement expressing approval or appreciation for Indian people, functioning as a welcoming or supportive comment.
thebob5568
Jan 27, 2026
Sorry you have to talk to us like toddlers Canada. I’m in western Washington, I’ll vote to become Part of Canada any time!
Sorry you have to talk to us like toddlers Canada. I’m in western Washington, I’ll vote to become Part of Canada any time!
Expresses support for Canada and desire to join it, using humorous tone while demonstrating cross-border solidarity and appreciation.
@jsblastoff
Mar 4, 2025
Good job quebec
Good job quebec
Brief affirmation of Quebec's actions, expressing approval and support.
Solidarity
0.75
Antihatecntrl.act123
Nov 20, 2025
Goodbye Zeinab, save your money and hope you have a great life back in Tunisia
Goodbye Zeinab, save your money and hope you have a great life back in Tunisia
Addresses an individual with well-wishes and encouragement, expressing empathy and support for their situation.
AK-gj8hd
Feb 13, 2026
So glad someones covering this
So glad someones covering this
Expresses approval and support for the video creator's coverage of the topic.
TailgateGarage
Jan 27, 2026
Guy on the bike speaking facts
Guy on the bike speaking facts
Brief endorsement expressing agreement and support for the person featured in the video.
Solidarity
0.75
Arondel88
Jan 27, 2026
Atleast they’re working hard trying to provide for their families instead of “praying 12 hours a day”
Atleast they’re working hard trying to provide for their families instead of “praying 12 hours a day”
Defends immigrants' work ethic and dedication to family, implicitly critiquing negative stereotypes.
PentaUso
Jan 27, 2026
Hindu family teach there children respect other. There culture
Hindu family teach there children respect other. There culture
Defends Hindu families' cultural values and respect for others, positioning them as positive contributors to Canadian society.
pswav1000
Feb 12, 2026
SLAVA CANADA SLAVA UKRAINA SLAVA DEMOCRACY ... SLAVA ETHICAL MORAL DECENCY... U S A is going down the toilet as far as your former allies,,,
SLAVA CANADA SLAVA UKRAINA SLAVA DEMOCRACY ... SLAVA ETHICAL MORAL DECENCY... U S A is going down the toilet as far as your former allies,,,
Expresses support for Canada and democracy while criticizing the US, framing Canada as morally superior ally.
@pininfarina1052
Mar 4, 2025
Preach Justin!! F the clown!\nKeep your American guns out of Canada & Mexico, how about that?!
Preach Justin!! F the clown!\nKeep your American guns out of Canada & Mexico, how about that?!
Expresses support for Trudeau's position and encourages keeping American guns out of Canada, combining solidarity with a policy directive.
@tanhome7
Mar 4, 2025
These countries attracting immigrants who strengthen the country
These countries attracting immigrants who strengthen the country
Expresses support for countries that attract immigrants who contribute positively to national development.
starr4781
Feb 13, 2026
we know we hate him here too in america
we know we hate him here too in america
American commenter expressing shared opposition to Trump with Canadians, showing cross-border solidarity.
@heatherfriedman329
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)