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
Let's start trading.\nWith love ❤from Germany ?? / Europe ??
Let's start trading.\nWith love ❤from Germany ?? / Europe ??
Expresses support and openness to trade partnership with Canada from a European perspective, offering solidarity and friendly engagement.
@brittac.fleck-zink2863
Mar 4, 2025
Holy based india!
Holy based india!
Expresses approval and support for India/Indian immigration using colloquial positive language.
Solidarity
0.80
Vladimirputin838
Jan 28, 2026
my prime minister, speaks truth, and americans u are our brothers, i know most of u dont want this, i only hope trump can smarten up i am so sad he won election
my prime minister, speaks truth, and americans u are our brothers, i know most of u dont want this, i only hope trump can smarten up i am so sad he won election
Expresses support for the Prime Minister and empathy toward Americans, while expressing sadness about political outcomes.
@godrickbest4798
Mar 4, 2025
4:58 As an African, im not offended at all. Our brothers and sisters abroad have been painting a vividly bad image of us, but we do have a lot of intelligent and kind hearted people …
4:58 As an African, im not offended at all. Our brothers and sisters abroad have been painting a vividly bad image of us, but we do have a lot of intelligent and kind hearted people too. 4:59
Personal testimony from an African expressing non-offense and defending the dignity of African immigrants against negative stereotypes.
gescale
Jan 28, 2026
I stand with Canadians.
I stand with Canadians.
Expresses support and solidarity with Canadians as a collective group.
@ps0726
Mar 4, 2025
I didn't like him BUT I retract. Trump can't bully Canada and I absolutely love this! Go Canada!
I didn't like him BUT I retract. Trump can't bully Canada and I absolutely love this! Go Canada!
Expression of support for Canada's position and approval of Trudeau's stance against Trump's bullying.
@peterhazelwood9608
Mar 4, 2025
And as a European, I totally back this statement.100%.\nSTOP MAGA brainrot.
And as a European, I totally back this statement.100%.\nSTOP MAGA brainrot.
European commenter expressing backing for Canada's statement and opposition to MAGA ideology.
@muppetpaster
Mar 4, 2025
Many Indians are GREAT. We are sorry for the bad ones.
Many Indians are GREAT. We are sorry for the bad ones.
Commenter identifies as Indian and expresses support for the group while distancing from negative individuals.
oreokush5393
Jan 28, 2026
Finally, got the balls ?
Finally, got the balls ?
Colloquial expression of approval for the speaker's assertiveness and courage in taking a stance.
@navrajjohal9053
Mar 4, 2025
Bike guy spoke no lies
Bike guy spoke no lies
Endorsement of a speaker featured in the video, expressing agreement and support for their statements.
Solidarity
0.80
ItsVogelEh
Jan 28, 2026
Haha Tyler welcome to my homeland
Haha Tyler welcome to my homeland
Welcoming message to the video subject (Tyler) with light humor, expressing hospitality and connection.
MorleyMason
Jan 27, 2026
That guy really hates Africans😄😄😄😄but we love everyone....so it really doesn't bother us
That guy really hates Africans😄😄😄😄but we love everyone....so it really doesn't bother us
Expresses inclusive values and empathy, countering perceived discrimination with affirmation of universal acceptance.
Japheth-e4g
Jan 28, 2026
Finally someone speaking and making a video about this issue
Finally someone speaking and making a video about this issue
Commenter expresses appreciation for the video addressing an important issue, showing support for the creator's work.
mariiii-iii
Jan 28, 2026
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
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
We stand with you Canada, china and Mexico. Don’t allow a convicted criminal felon who escaped prison term to bully your nation. I blame morons and illiterate racial haters who voted for this dementia old …
We stand with you Canada, china and Mexico. Don’t allow a convicted criminal felon who escaped prison term to bully your nation. I blame morons and illiterate racial haters who voted for this dementia old man who thinks he is God. America, you can correct your stupid mistake in 2027 by voting out Republicans in congress. With that, this insanity is stop instantly. His brain will start to function.
Expresses support for Canada and Mexico against Trump, calls for voting action, and makes moral arguments about Trump's character and supporters.
@kelechiejiogu2734
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
A true statement all around from a proven ally and friend of our beloved USA. Well said.
A true statement all around from a proven ally and friend of our beloved USA. Well said.
Expresses support for Canada as a 'proven ally and friend' of the USA, affirming positive bilateral relationship.
@shvideo1
Mar 4, 2025
Respect from England. ?????????
Respect from England. ?????????
Expression of support and respect for Canada from an international perspective.
Solidarity
0.80
@Trident22
Mar 4, 2025
We stand with Canada we know our new administration doesn’t care about us they are only concerned about the wealthy
We stand with Canada we know our new administration doesn’t care about us they are only concerned about the wealthy
Expresses support for Canada and empathy with Americans critical of their administration, framed as a moral stance against wealth inequality.
@dreascorner1106
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)