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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Moral Argument
2,863 comments
India is a very diverse country they are mostly from one specific state not the whole of India. And stop being racist fuxks.
India is a very diverse country they are mostly from one specific state not the whole of India. And stop being racist fuxks.
Defends Indian diversity while calling out racist behavior, combining factual assertion with ethical appeal against discrimination.
valataroz
Jan 28, 2026
Bloody Racists.
Bloody Racists.
Brief moral condemnation of racism, likely in response to perceived xenophobic comments in the thread.
Moral Argument
0.75
ClueLesspanda2025
Jan 28, 2026
Trump is not worth looking at. Evil Man
Trump is not worth looking at. Evil Man
Moral judgment characterizing Trump as evil, combining appearance criticism with ethical condemnation.
Moral Argument
0.75
@maryellendevoe3011
Mar 4, 2025
That white guy was racist to Africans
That white guy was racist to Africans
Makes a moral claim about racist behavior, appealing to fairness and ethical treatment.
Moral Argument
0.75
mickeyappiah-kubi9632
Jan 28, 2026
Not the US .. but pathological lying economic ignorant trump
Not the US .. but pathological lying economic ignorant trump
Commenter criticizes Trump's character and economic competence as a moral failing, with comparative framing between US and Canada implied.
@SCVIndy
Mar 4, 2025
The white guy was insulting Africans😢
The white guy was insulting Africans😢
Expresses concern about discriminatory behavior toward Africans, appealing to fairness and against prejudice.
Moral Argument
0.75
AliSicey
Jan 28, 2026
Shame on canada for allowing this trash
Shame on canada for allowing this trash
Expresses moral disapproval of Canadian immigration policy using charged language, with implicit us-vs-them framing.
passha5232
Jan 28, 2026
It's happening here in the Maritimes too, but that's not a bad thing IMO. Cultural diversity is a strength. If anything we should be focused on the more important things like why it costs $2000 …
It's happening here in the Maritimes too, but that's not a bad thing IMO. Cultural diversity is a strength. If anything we should be focused on the more important things like why it costs $2000 a month for a non-trap house apartment, and why are eggs four times the price they were 5 years ago.
Defends cultural diversity as a strength while redirecting focus to economic issues like housing and food costs as more pressing concerns.
maggotthemadman8142
Jan 28, 2026
5:43 I’m sorry the poor white trash dude is a joke. Scientific racism at its finest… but tbf it’s always the ones that have little value that look to blame someone for their own life.
5:43 I’m sorry the poor white trash dude is a joke. Scientific racism at its finest… but tbf it’s always the ones that have little value that look to blame someone for their own life.
Critiques scientific racism and makes a moral judgment about blaming immigrants, while also asserting class-based identity distinctions.
Gangai263
Jan 28, 2026
I'm speechless and have nothing good to comment. 🇺🇲 They even have the audacity to plant their lesser gods on foreign land.
I'm speechless and have nothing good to comment. 🇺🇲 They even have the audacity to plant their lesser gods on foreign land.
Expresses moral outrage about cultural/religious practices on Canadian soil, framed as transgression.
Centralintelligentjunkie
Jan 29, 2026
Why is the u.s. taking advantage of Canada’s kindness..Canadians are kindhearted people..the world stand with them ??.
Why is the u.s. taking advantage of Canada’s kindness..Canadians are kindhearted people..the world stand with them ??.
Appeals to Canadian kindness and fairness while criticizing perceived exploitation, framed as a moral issue.
@MultiDoer
Mar 4, 2025
I don't blame the people. They're poor, destitute, desperate, etc. We must look at the ones who are directly benefitting from importing them. Those are the traitors. Without them, we'd be able to feed the …
I don't blame the people. They're poor, destitute, desperate, etc. We must look at the ones who are directly benefitting from importing them. Those are the traitors. Without them, we'd be able to feed the entire world to a point where no one would need to leave their homeland, because all the food and water would be there for them. Clean food and water, of course. Think about it.
Frames immigration as a moral issue of exploitation by elites ('traitors') while invoking global poverty concerns, though also contains conspiratorial undertones about intentional harm.
MetalWisdom666
Jan 28, 2026
It makes sense because the us is murderous traders. Duhhhh
It makes sense because the us is murderous traders. Duhhhh
Makes a moral condemnation of the US as 'murderous traders,' appealing to ethical principles about national conduct.
Moral Argument
0.75
@nomadbarka7407
Mar 4, 2025
All of us deserve this, for allowing the wealthy to speak for the masses.
All of us deserve this, for allowing the wealthy to speak for the masses.
Appeals to collective responsibility and fairness, suggesting society deserves consequences for allowing wealth concentration.
@mic4902
Mar 4, 2025
You can't blame indian people but u can blame indian government. If u are indian what would u do?? For better future
You can't blame indian people but u can blame indian government. If u are indian what would u do?? For better future
Distinguishes between blaming individuals versus governments on moral grounds, appealing to fairness and empathy for migrants' circumstances.
whitedevil2op229
Jan 28, 2026
Generally sorry dirty bro u r discriminating 1000 people et sht are frm bihar
Generally sorry dirty bro u r discriminating 1000 people et sht are frm bihar
Commenter accuses the video creator of discrimination for generalizing about a large population based on regional origin.
Moral Argument
0.75
DOAKASHU
Jan 29, 2026
What's more disturbing than the actions of trump (Putin's puppy) is the vast number of Americans who support him. Ronald Reagan will be turning over in his grave thinking that the Republicans have gone Commie
What's more disturbing than the actions of trump (Putin's puppy) is the vast number of Americans who support him. Ronald Reagan will be turning over in his grave thinking that the Republicans have gone Commie
Critiques Trump's character and expresses concern about his supporters, framed as a moral/ideological concern about political direction.
@gaw9419
Mar 4, 2025
Hey hii racist peoples I am from india i assure indian peoples not involved in any crime and others culture respect we are not converting people kill people we are respecting each other all around …
Hey hii racist peoples I am from india i assure indian peoples not involved in any crime and others culture respect we are not converting people kill people we are respecting each other all around the world but you don't know about we are came to your country for jobs and opportunities for hardworking if this jobs in India we don't come your 💩 loving country 😂😂😂 0:11
Defends Indian immigrants' character and work ethic while appealing to shared values of respect and hard work, countering negative stereotypes.
Diwakarranaedix
Jan 29, 2026
Thanks for calling out our psycho President
Thanks for calling out our psycho President
Expresses moral disapproval of a political leader using charged language ('psycho'), framed as a judgment of character and fitness for office.
@chipbrown3879
Mar 4, 2025
The American people who voted for Trump ought to be totally ashamed - he is only interested with his good friend Putin and wants to strip Ukraine of his precious minerals. Stay strong Canada and …
The American people who voted for Trump ought to be totally ashamed - he is only interested with his good friend Putin and wants to strip Ukraine of his precious minerals. Stay strong Canada and play him at his own game.
Appeals to shame and ethical judgment regarding voter responsibility, while comparing geopolitical interests and encouraging strategic national positioning.
@brendashields6801
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)