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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Identity Assertion
5,512 comments
Omg this guy is an embarrassment! I feel bad for Canada
Omg this guy is an embarrassment! I feel bad for Canada
Expresses embarrassment about a political figure's actions in relation to Canadian national identity and reputation.
@russellgiam
Mar 4, 2025
Balkenization at its finest
Balkenization at its finest
Uses 'Balkanization' to frame demographic change as fragmentation and loss of national cohesion, invoking identity and threat concerns.
DakotaNator
Jan 27, 2026
CANADDA BANEGA KHALISTAN🎉🎉🎉
CANADDA BANEGA KHALISTAN🎉🎉🎉
Assertion about Canada becoming Khalistan (Sikh separatist state), expressing identity-based political claim.
Identity Assertion
0.75
joshgrover786
Jan 28, 2026
Tyler is everywhere but his own country. Once again profiting of his new grift.
Tyler is everywhere but his own country. Once again profiting of his new grift.
Accusation framing someone as profiting from a 'grift' with implied us-vs-them framing about national belonging.
antonioortiz5539
Jan 27, 2026
This is all of Canada now!
This is all of Canada now!
Broad assertion that immigration-related changes are now pervasive across Canada, implying loss of national identity or character.
thehasidicjew5017
Jan 27, 2026
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Identical to first comment: exclusionary identity assertion combined with policy critique regarding detention.
adidvanvitelli3975
Jan 27, 2026
Canadians are too nice to tell the truth... you're wasting your time asking them LOL Bike guy kept it real though! A rarity
Canadians are too nice to tell the truth... you're wasting your time asking them LOL Bike guy kept it real though! A rarity
Characterizes Canadians as culturally 'too nice' and contrasts them with the 'bike guy' who 'kept it real,' asserting national identity traits.
RM-100
Jan 27, 2026
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Combines exclusionary 'go back to your country' framing with criticism of ICE detention practices, primarily asserting national belonging boundaries.
adidvanvitelli3975
Jan 27, 2026
Free Khalistan from terror ist india
Free Khalistan from terror ist india
Asserts a separatist political identity claim framed as liberation from perceived oppression, tangentially related to immigration discourse.
Singh-sg6vu
Jan 27, 2026
Tyler becoming a white nationalist
Tyler becoming a white nationalist
Accusation that the video creator is adopting white nationalist ideology, framing the content as identity-based extremism.
DavidSanchez-hg8rw
Jan 27, 2026
I feel bad for anglos in Brampton
I feel bad for anglos in Brampton
Expresses sympathy framed around ethnic/racial identity ('anglos'), implying demographic displacement concerns.
jamesmartin5879
Jan 27, 2026
Punjabi Indians do not represent most of Indians, they have a different religion, education standards and lifestyle. Especially khalistani activists which are considered terroristic organisations.
Punjabi Indians do not represent most of Indians, they have a different religion, education standards and lifestyle. Especially khalistani activists which are considered terroristic organisations.
Distinguishes Punjabi Indians from other Indians by religion and lifestyle; associates group with terrorism concerns; uses identity categories to differentiate and critique.
clouddistrictgang24
Jan 27, 2026
Punjabs everywhere
Punjabs everywhere
Brief observation of ethnic/regional group presence, implying demographic change and in-group concern without elaboration.
lorenzofromda4
Jan 27, 2026
Indians aren’t the ones you have to worry about
Indians aren’t the ones you have to worry about
Positions one ethnic group as less threatening than others, implicitly ranking immigrant groups by perceived danger.
dd185
Jan 27, 2026
Buddy, thank you for making this. Theyre so awful. Everyone wants them out
Buddy, thank you for making this. Theyre so awful. Everyone wants them out
Expresses agreement with negative characterization of a group and claims broad public support for their removal, combining identity-based criticism with false consensus.
IAmTheWhiteDevil
Jan 27, 2026
lwkey could've been avoided if we had all just been Christians
lwkey could've been avoided if we had all just been Christians
Suggests religious homogeneity as solution to conflict, framing immigration issues through religious identity lens.
icarus_walkthroughs
Jan 27, 2026
Indian Accent is horrible for that reason get the fk out
Indian Accent is horrible for that reason get the fk out
Comment makes a derogatory claim about an ethnic group's accent and calls for their exclusion, combining identity-based prejudice with exclusionary sentiment.
killshotz6747
Jan 27, 2026
they dont call it brown town for a reason
they dont call it brown town for a reason
References a colloquial place name ('brown town') implying ethnic demographic change, with implicit criticism.
aparagonwolf7057
Jan 27, 2026
putting a monument in another country is like owning the land. shameless
putting a monument in another country is like owning the land. shameless
Claims about territorial ownership and national sovereignty framed as criticism of external cultural presence.
arzobsilap927
Jan 27, 2026
Just a quick reminder: Indians are not a minority, they're a GLOBAL MAJORITY 3 mil Indians could immigrate to each and every country on Earth and they would still have about a billion Indians left …
Just a quick reminder: Indians are not a minority, they're a GLOBAL MAJORITY
3 mil Indians could immigrate to each and every country on Earth and they would still have about a billion Indians left "at home"
Asserts demographic scale and global majority status of Indians, framing it as a counter-narrative to minority positioning with implicit demographic anxiety.
1ofthedabloons926
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)