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
Quiet! A true leader is speaking
Quiet! A true leader is speaking
Expresses support and admiration for the speaker's leadership and message.
@KenRobertson
Mar 4, 2025
Please tell the guy on bike: I'm a black person from Africa. I speak French, English and Mandarin and two other local dialects from my country, I hold a PhD, and I know several like …
Please tell the guy on bike: I'm a black person from Africa. I speak French, English and Mandarin and two other local dialects from my country, I hold a PhD, and I know several like me from Africa. And despite his hate I LOVE him as a human being.
Expresses empathy and love toward someone despite their prejudice, demonstrating welcoming solidarity.
Dansou_PhD
Jan 28, 2026
It honestly doesn't seem that bad , all this hate just seems to stem from uncalled racism towards Indians. They seem pretty chill.
It honestly doesn't seem that bad , all this hate just seems to stem from uncalled racism towards Indians. They seem pretty chill.
Defends Indian immigrants against criticism, attributes negative sentiment to racism, and expresses positive regard.
Cheezer3089
Oct 9, 2025
Dude's just spreading hate. Indian community might lack some manners, but are the most reliable group of people who are welcoming to many. You dont see them doing drugs on streets, you dont see them …
Dude's just spreading hate. Indian community might lack some manners, but are the most reliable group of people who are welcoming to many. You dont see them doing drugs on streets, you dont see them murdering for money. They are 99.99% peaceful beings who earn money and get lost before you know it
Defends Indian immigrants against negative stereotyping by highlighting their positive contributions and peaceful nature.
Rintumaya
Jan 28, 2026
Thank you Tyler, for taking us to so many places we would/could never go! Excellent journalism, your bravery is admirable!
Thank you Tyler, for taking us to so many places we would/could never go! Excellent journalism, your bravery is admirable!
Commenter expresses gratitude and admiration for the creator's journalism and bravery, offering welcoming and supportive sentiment.
lynetteAvila87
Jan 28, 2026
I rather Sikhs they’re nice people
I rather Sikhs they’re nice people
Expresses positive regard and appreciation for a specific ethnic/religious group, demonstrating welcoming sentiment.
Solidarity
0.85
yosefelisimeon6217
Jan 28, 2026
I see nothing wrong with indians in this country, i work with them. They are good people.
I see nothing wrong with indians in this country, i work with them. They are good people.
Expresses support and positive personal experience working with Indian immigrants, countering negative stereotypes.
imÏÏÅŢØX̌
Jan 28, 2026
I wanna be friends with the Bike guy because I feel him! We’re all tired!
I wanna be friends with the Bike guy because I feel him! We’re all tired!
Expresses empathy and connection with a person in the video, using casual humor to convey shared exhaustion.
WillEdmond
Jan 28, 2026
i rather have indus around not gonna lie
i rather have indus around not gonna lie
Expresses preference for having Indian immigrants in Canada, showing welcoming and supportive sentiment.
Solidarity
0.85
premium-r5r5s
Jan 27, 2026
I was waiting for this one. Thank you for bringing attention to this issue.
I was waiting for this one. Thank you for bringing attention to this issue.
Expresses appreciation and support for the video's attention to an immigration-related issue.
Solidarity
0.85
Onlygodswill
Jan 27, 2026
Bro please say your ok
Bro please say your ok
Expression of concern and support directed at the video creator.
Solidarity
0.85
makaylamatheson
Jan 27, 2026
That older gentleman at @2:10 is a good guy
That older gentleman at @2:10 is a good guy
Positive comment expressing approval of an individual in the video, showing empathy and support.
paolograndee
Jan 28, 2026
Bike guy is based asl
Bike guy is based asl
Expresses approval and support for a person featured in the video using slang affirmation.
v_dog2051
Jan 28, 2026
brother ur in Brampton that's pretty awesome wish i could meet you buddy cheers!!
brother ur in Brampton that's pretty awesome wish i could meet you buddy cheers!!
Welcoming and friendly message expressing enthusiasm about meeting the video subject, showing support and hospitality.
Solidarity
0.85
MyDAaddyyGames
Jan 27, 2026
At least they seem to be friendly and open....
At least they seem to be friendly and open....
Positive, welcoming observation about people featured in the video being friendly and open-minded.
Solidarity
0.85
Hont4321
Jan 27, 2026
GOOD ON CANADA....
GOOD ON CANADA....
Expresses approval and support for Canada's position, demonstrating solidarity with the government.
Solidarity
0.85
@davidbaxter4910
Mar 4, 2025
Tyler I wish I new you were in Ontario, I would have loved to show you around
Tyler I wish I new you were in Ontario, I would have loved to show you around
Commenter expresses welcoming sentiment and desire to connect with the video creator, showing hospitality and support.
wizdom705
Jan 27, 2026
Thank you for this video . I listen this video only 1 time full and 2nd time half I pass the test it was so helpful
Thank you for this video . I listen this video only 1 time full and 2nd time half I pass the test it was so helpful
User expresses gratitude and appreciation for the video's helpfulness, demonstrating positive engagement and support.
Solidarity
0.85
ahmedshoaibbaseer5053
Jan 27, 2026
I honestly really like Indian people. Very hardworking
I honestly really like Indian people. Very hardworking
Positive statement expressing appreciation and respect for Indian immigrants' work ethic.
Solidarity
0.85
Sarah_in_London
Jan 27, 2026
I'm a black American and I agree with everything the bike guy said lmao
I'm a black American and I agree with everything the bike guy said lmao
Commenter identifies as a Black American and expresses agreement/support with a perspective presented in the video.
MundanneMann
Jan 27, 2026
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)