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
Search & Filter
Identity Assertion
5,512 comments
Without india their is no punjab 😮be proud to say india instead of punjab, with ur punjab pancard or aadhar card u can't travel
Without india their is no punjab 😮be proud to say india instead of punjab, with ur punjab pancard or aadhar card u can't travel
Emphasizes national identity over regional/ethnic identity, urging pride in India over Punjab as a statement of belonging.
Identity Assertion
0.80
Sachin-t7f9f
Feb 11, 2026
The Anti-black African hating lies doesn't work anymore goofies; Ishowspeed toured several African Countries live debunking many of those lies white people ((just like this white obese bum crying about Africans) make..
The Anti-black African hating lies doesn't work anymore goofies; Ishowspeed toured several African Countries live debunking many of those lies white people ((just like this white obese bum crying about Africans) make..
Defends African immigrants against perceived racism and stereotypes, asserting counter-narrative to negative portrayals.
Christopher-side_dude-Murican
Jan 28, 2026
Indian say India is 4 largest economy sarrr but we do not live in India trashy 💩
Indian say India is 4 largest economy sarrr but we do not live in India trashy 💩
Mocking stereotype about Indian immigrants claiming economic status while living in Canada, combining ethnic stereotyping with sarcasm.
pikachoh9y
Jan 28, 2026
They aren’t nearly as bad as african immigrants
They aren’t nearly as bad as african immigrants
Comparative ethnic ranking suggesting some immigrant groups are worse than others, framing in-group/out-group hierarchy.
jg5875
Jan 28, 2026
This white biker is racist af and he lying about Africans they smarter than his mother and father
This white biker is racist af and he lying about Africans they smarter than his mother and father
Makes racial/ethnic identity claims and uses divisive us-vs-them framing.
Identity Assertion
0.80
momodoubaldeh8744
Jan 27, 2026
As Trump said “It’s not because you invaded a land 500 years ago that you are entitled to own it”! Indian invasion is total legit. No one wants to go to Canada anyway. They are …
As Trump said “It’s not because you invaded a land 500 years ago that you are entitled to own it”! Indian invasion is total legit. No one wants to go to Canada anyway. They are lucky to get anyone willing to living there anyway.
Uses us-vs-them framing, dismisses Canadian claims to land, and frames Indian immigration as an 'invasion' with nationalist undertones.
rafaelb8608
Jan 28, 2026
Americans! YOU chose the orange plague!
Americans! YOU chose the orange plague!
Uses divisive us-vs-them framing to blame Americans for electing Trump, with alarmist language ('orange plague').
@samwise6295
Mar 4, 2025
Black people are taking over the world now
Black people are taking over the world now
Makes a demographic claim framed as threat, asserting racial/ethnic displacement anxiety.
usa748
Oct 7, 2025
If Caucasian people go to a different country and try to force their culture, it’s colonization. If other cultures come to North America and force their culture, it’s celebrated.
If Caucasian people go to a different country and try to force their culture, it’s colonization. If other cultures come to North America and force their culture, it’s celebrated.
Double-standard argument framing cultural imposition differently based on ethnicity, asserting unequal treatment of groups.
misslissa7336
Jan 28, 2026
More like former invaders interviewing new invaders.😂😂😂. Dude your ancestors history is not that different. Only difference is your ancestors had guns and they come here illegally . Don't blame the player blame the game.
More like former invaders interviewing new invaders.😂😂😂. Dude your ancestors history is not that different. Only difference is your ancestors had guns and they come here illegally
. Don't blame the player blame the game.
Compares European and Indian immigration through 'invader' framing with sarcasm, asserting historical and ethnic distinctions.
ambooo101
Jan 27, 2026
Your white supremacy is showing
Your white supremacy is showing
Accusatory comment framing opposition to immigration as rooted in racial supremacy, invoking identity and moral judgment.
Chrisagidi
Feb 12, 2026
I hate what my country has become. Deport them all!!!
I hate what my country has become. Deport them all!!!
Expression of national identity loss combined with explicit call for deportation of immigrants.
davidstockman1456
Jan 27, 2026
These white pricks invaded Canada first. Ask them to leave first , after looting and invading countries all around the world and now they are asking Indians to go back. This generation of white descendants …
These white pricks invaded Canada first. Ask them to leave first , after looting and invading countries all around the world and now they are asking Indians to go back. This generation of white descendants have only one skills, that is all about making step dads and step moms, and they cry for opportunities without skills.😂
Uses us-vs-them framing (white descendants vs Indians), historical grievance narratives, and identity-based accusations about colonialism and cultural decline.
titomatheErin
Jan 28, 2026
Don't feel bad for we Californians feel the same towards the Indians here. They drive like MANIACS.
Don't feel bad for we Californians feel the same towards the Indians here. They drive like MANIACS.
Makes a comparative statement between California and Canada while stereotyping Indian drivers, framing ethnic group as problematic.
soniag4516
Jan 28, 2026
Punjab the red neck state of India. In India they are truck drivers and in the west they are truck drivers. Great progression.
Punjab the red neck state of India. In India they are truck drivers and in the west they are truck drivers. Great progression.
Uses regional stereotyping and occupational status to demean an ethnic group, comparing their roles across geographies.
capitalgio
Jan 28, 2026
Canadians are clear we want deportations and clear locked border policy
Canadians are clear we want deportations and clear locked border policy
Claims to speak for 'Canadians' collectively while advocating for restrictive border policies, asserting national consensus and identity boundaries.
Theboarscompany
Feb 12, 2026
Thanks for making this video for us real canadians.
Thanks for making this video for us real canadians.
Frames 'real Canadians' as the intended audience, implicitly excluding others and asserting a bounded national identity.
ShitboxNation
Jan 27, 2026
So the white man on the bike has been to every country in Africa. He's racist but only to black Africa people. What's a joke he is to Canadians he is.
So the white man on the bike has been to every country in Africa. He's racist but only to black Africa people. What's a joke he is to Canadians he is.
Makes accusations of racism and uses us-vs-them framing to critique the interviewer's character and belonging.
coreysimon8321
Jan 28, 2026
white people complain too much, also they feel entitled just because of their skin color SMH
white people complain too much, also they feel entitled just because of their skin color SMH
Critiques white people's sense of entitlement based on race, asserting a counter-identity claim about privilege and belonging.
Identity Assertion
0.80
kiwi_vvi
Jan 27, 2026
he said native canadians. but showing yt people?
he said native canadians. but showing yt people?
Challenges the definition of 'native Canadians' by pointing out a perceived contradiction, asserting a particular identity boundary.
AriSarth
Jan 28, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)