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
Long before the Greeks,India flowed with the deepest of philosophers.Thats why it's hilarious seeing people that feel and act superior to them in modern times.
Long before the Greeks,India flowed with the deepest of philosophers.Thats why it's hilarious seeing people that feel and act superior to them in modern times.
Appeals to historical and cultural dignity of a group to critique perceived superiority and discrimination.
GasMaskParade
Jan 27, 2026
Why would you screw up your friend for your own benefit. I can't understand it
Why would you screw up your friend for your own benefit. I can't understand it
Appeals to fairness and friendship ethics, questioning why one would harm a friend for personal gain.
Moral Argument
0.80
@ruszan5916
Mar 4, 2025
Can you do a video on Markham in Canada ? it’s literally China 🇨🇳 Not to promote anything but white boy here is jumping on the bandwagon of hate to get attention. It’s not write …
Can you do a video on Markham in Canada ? it’s literally China 🇨🇳
Not to promote anything but white boy here is jumping on the bandwagon of hate to get attention. It’s not write to promote slurs against a community! there are plenty of nasty and disgusting people in every race, including yours boy
Criticizes the video creator for promoting hate and slurs against a community, appealing to ethical principles while also making identity-based observations.
trex3553
Jan 27, 2026
Canadians doing what they do best; racism. If you can't appreciate the diversity in Canada, you're free to leave and go to wherever your colonizing European ancestors came from 💁🏽♂️
Canadians doing what they do best; racism. If you can't appreciate the diversity in Canada, you're free to leave and go to wherever your colonizing European ancestors came from 💁🏽♂️
Appeals to ethical principles of diversity appreciation and fairness while framing opposition to immigration as morally wrong.
kevinnorris6558
Feb 24, 2026
tipo o lixo branco que nem a gente, se os caras são preconceituosos até com eles imagina com estrangeiros
tipo o lixo branco que nem a gente, se os caras são preconceituosos até com eles imagina com estrangeiros
Portuguese comment critiquing prejudice against white people while expressing empathy for foreigners facing discrimination.
jordancarvalhodasilva3232
Feb 26, 2026
Boy stop hating 😭 Indian immigrants for no reason.
Boy stop hating 😭 Indian immigrants for no reason.
Calls out unjustified prejudice against Indian immigrants, appealing to fairness and opposing xenophobic sentiment.
Dod0.100
Jan 27, 2026
So much racism packed into one video
So much racism packed into one video
Accuses the video of containing racism, making an ethical judgment about the content's moral character.
Paratzi
Jan 27, 2026
4:50 Muslim is a religion?? This guy is a bigot. Says someone is low intelligence and puts in as a race. The fuck
4:50 Muslim is a religion?? This guy is a bigot. Says someone is low intelligence and puts in as a race. The fuck
Criticizes the video creator for conflating religion with race and accuses them of bigotry and low intelligence.
SoyoCreations
Jan 27, 2026
Which Africans exactly?? Because the Africans i know are doctors, nurses and IT professionals? Maybe the immigrants in Brampton are matching the people from Brampton.
Which Africans exactly?? Because the Africans i know are doctors, nurses and IT professionals? Maybe the immigrants in Brampton are matching the people from Brampton.
Challenges stereotyping by providing counter-evidence of African immigrants' professional contributions, appealing to fairness and accuracy in representation.
NIO623
Jan 27, 2026
F trump and gop congress
F trump and gop congress
Brief condemnation of Trump and GOP as morally objectionable, without substantive policy critique.
Moral Argument
0.80
@scottmichaelsen4696
Mar 4, 2025
If you over stay your visit or here illegally then you need to leave no matter the country you are currently in
If you over stay your visit or here illegally then you need to leave no matter the country you are currently in
Appeals to fairness and rule-of-law principles, arguing that immigration violations warrant removal regardless of circumstances.
Moral Argument
0.80
RobertArmstrong-dc3sj
Jan 1, 2026
They need to go back., immigrants need to quit running from their native born lands problems., stay and fight and make a change, or die trying… don’t migrate to other countries and ruin them like …
They need to go back., immigrants need to quit running from their native born lands problems., stay and fight and make a change, or die trying… don’t migrate to other countries and ruin them like you ruined your own country…. Or roach out and run… like a coward…. I look at all immigrants as cowards…. I’ll die fighting for change in my country…. There all cowards.
Being a coward is one of the absolute worst things to be labeled in life….
Makes a moral argument that immigrants are cowards for leaving their countries rather than fighting for change, framed as ethical judgment.
leadman2532
Jan 27, 2026
I'll just say that as a British guy, the ask for Khalistan is fair in my opinion. Us Brits screwed the Sikhi over after they did a lot for us.
I'll just say that as a British guy, the ask for Khalistan is fair in my opinion. Us Brits screwed the Sikhi over after they did a lot for us.
Appeals to historical justice and fairness, arguing that British colonial actions create moral obligations to support Sikh autonomy.
robink617
Jan 27, 2026
4:07 what BS... who is this idiot.. reading colonial literature... fucking racists
4:07 what BS... who is this idiot.. reading colonial literature... fucking racists
Condemns content creator and source material as racist, with meta-commentary on the video itself.
nairpraving
Jan 27, 2026
It's your Government's fault issued visa, you should be questioning your Government instead of harassing normal working people. You are jealous we are better at work than you ever will be and yeah people will …
It's your Government's fault issued visa, you should be questioning your Government instead of harassing normal working people. You are jealous we are better at work than you ever will be and yeah people will go where there is oppertunity if you don't want immigrants you shouldn't have gloated about your western bs values.
Defends immigrants by appealing to fairness and redirecting blame to government policy, while asserting immigrant work ethic.
aswinnair8959
Jan 27, 2026
You yourself you are promoter of racism and hatred
You yourself you are promoter of racism and hatred
Direct accusation framed as a moral judgment about promoting racism and hatred.
Moral Argument
0.80
biranendiaye8593
Jan 27, 2026
i love all the disgusting racist comments, when white people migrate its okay but when colored people do it its a problem ? indians are good people
i love all the disgusting racist comments, when white people migrate its okay but when colored people do it its a problem ? indians are good people
Appeals to fairness and hypocrisy in immigration treatment based on race, defending a group's character.
jordonconaghan739
Jan 27, 2026
Ain’t this what European did to First Nations people in Canada? The f you complain about it!
Ain’t this what European did to First Nations people in Canada?
The f you complain about it!
Uses historical comparison to European colonization of First Nations to argue against complaints about Indian immigration.
hadast3806
Jan 27, 2026
That goofball with the helmet on has the audacity to talk about Africans like his dirty ass not on a bike looking like he doesn’t contribute a thing to the Canadian society. Like white men …
That goofball with the helmet on has the audacity to talk about Africans like his dirty ass not on a bike looking like he doesn’t contribute a thing to the Canadian society. Like white men didn’t rape black women for hundreds of
years. I hate he gives ignorant
bums like that such a large
platform to express their racism.
As an African American I find his comments highly offensive. Although I know he’s not educated enough to know any better because he considered himself “white trash” that was the only accurate thing he said
Critiques racism and calls out historical injustices while condemning the platform's amplification of discriminatory views.
jonesworldwide
Jan 27, 2026
Canada cant help people who are born here! And supported the government most of their life! But they get nothing.
Canada cant help people who are born here! And supported the government most of their life! But they get nothing.
Appeals to fairness and justice, arguing that Canadian citizens deserve government support over immigrants.
andreablume2589
Dec 29, 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)