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
S/o to the dumb white ppl for putting us in this situation ??
S/o to the dumb white ppl for putting us in this situation ??
Uses us-vs-them framing by blaming 'dumb white people' for a situation, asserting group identity and blame.
@Stillcooln
Mar 4, 2025
Bro I am a true Canadian and the Indian people are everywhere
Bro I am a true Canadian and the Indian people are everywhere
Asserts Canadian identity while expressing demographic anxiety about Indian presence, framing it as an overwhelming presence.
Theyaretakingover
Jan 27, 2026
These whites are getting back what they deserve 😂😂
These whites are getting back what they deserve 😂😂
Uses racial framing with retributive sentiment toward white people, asserting historical justice through demographic reversal.
Manish-qe5lz
Feb 7, 2026
As an American all I can say is I don't support this and I stand with the Canadian people on this...more Americans opposed than supported this stupid move, Trump is a Traitor in my eyes …
As an American all I can say is I don't support this and I stand with the Canadian people on this...more Americans opposed than supported this stupid move, Trump is a Traitor in my eyes and a stupid one at that.
Commenter asserts American identity while distancing themselves from Trump's policies, framing this as a values-based position about who represents 'the people.'
@jasonhall7579
Mar 4, 2025
should’ve gone to Surrey in BC its like 95% indian
should’ve gone to Surrey in BC its like 95% indian
Comment uses demographic observation to assert ethnic/cultural identity concerns about changing neighborhood composition.
Nic-so3zn
Jan 27, 2026
Trudeau is a liberal woos! The hell with him! In America it’s now AMERICA FIRST!!
Trudeau is a liberal woos! The hell with him! In America it’s now AMERICA FIRST!!
Expresses nationalist sentiment ('AMERICA FIRST') while dismissing Trudeau, framing political opposition through identity and allegiance.
@Carnivorechad
Mar 4, 2025
Tyler, I WISH you would have met up with some of us next gen. THIS CITY USED TO BE WHITE, CANADIAN - POLISH & ITALIAN immigration WHITE. you dont call me a brown polak, you …
Tyler, I WISH you would have met up with some of us next gen. THIS CITY USED TO BE WHITE, CANADIAN - POLISH & ITALIAN immigration WHITE. you dont call me a brown polak, you call me white. we assimilated generations ago, brampton was thriving during the skyscraper era ... shame....
Claims historical white European identity and assimilation while lamenting demographic change in Brampton, framing current immigration as incompatible with past.
Jdozjsnwj783
Jan 27, 2026
White people arent allowed to want anything nice. I love a few ethnicities in my neighborhood but don’t take over. I get uncomfortable.
White people arent allowed to want anything nice. I love a few ethnicities in my neighborhood but don’t take over. I get uncomfortable.
Asserts white identity and discomfort with ethnic diversity, framing it as a threat to neighborhood character and belonging.
coffeegitters
Jan 27, 2026
Can you do it same with black Canadians/Chinese Canadians 😂 ohoooo it will be racist right ?
Can you do it same with black Canadians/Chinese Canadians 😂 ohoooo it will be racist right ?
Uses sarcasm to frame a double-standard argument about racial treatment, asserting differential treatment based on ethnicity.
GauravKumar-qr8pt
Jan 27, 2026
As a Canadian, I feel like I am living in a third world country now
As a Canadian, I feel like I am living in a third world country now
First-person claim of national identity combined with assertion that Canada has declined to third-world status due to immigration.
JohnnyLawrence293
Jan 27, 2026
let them go back to their own country!
let them go back to their own country!
Expresses exclusionary us-vs-them framing demanding immigrants leave, with implicit threat undertones.
atchiikun382
Jan 27, 2026
I agree 100% with all the problems and issues, but on the scale of things, atleast the Sikhs are usually super nice calm non violent people. As the one white dude said, they got the …
I agree 100% with all the problems and issues, but on the scale of things, atleast the Sikhs are usually super nice calm non violent people.
As the one white dude said, they got the best of the worst aka much rather have Sikhs than the violent African groups .
Uses ethnic/religious categorization to rank immigrant groups, framing Sikhs as preferable to 'violent African groups' in an us-vs-them hierarchy.
LetsAlllUseOurBrains
Jan 27, 2026
White liberals are a cancer that white people must deal with.
White liberals are a cancer that white people must deal with.
Divisive identity-based claim framing one group as a threat to another, using inflammatory language about racial/political identity.
G8Knight
Jan 27, 2026
Make your khalistaan in Canada 🇨🇦 Khalistaanis are terrorists
Make your khalistaan in Canada 🇨🇦
Khalistaanis are terrorists
Asserts ethnic/political identity (Khalistan) while labeling a group as terrorists, combining identity claims with threat framing.
AnkitYadav-l8j8b
Jan 27, 2026
Nobody wants Indians in their country
Nobody wants Indians in their country
Sweeping generalization about national/ethnic rejection framed as a universal fact, expressing exclusionary identity boundaries.
userdata5023
Jan 27, 2026
You should have gone to a Tim Hortons in a small rural town to count the Indians working there. You’d find the same results as Brampton
You should have gone to a Tim Hortons in a small rural town to count the Indians working there. You’d find the same results as Brampton
Uses demographic observation to assert ethnic/cultural presence patterns, implying outsider status through sarcastic framing of Indian workers in Canadian towns.
Abc123tr
Jan 27, 2026
Such an articulate grifter commie kak sucker
Such an articulate grifter commie kak sucker
Personal insult using derogatory language to attack Trudeau's character and ideology without substantive argument.
Identity Assertion
0.85
@matthewjorstad4611
Mar 4, 2025
They are Punjabis not indians
They are Punjabis not indians
Asserts a distinction between Punjabi and Indian identity, establishing categorical boundaries.
Identity Assertion
0.85
habnigga9349
Jan 27, 2026
Go to Surrey bro...it's even much worse than brampton. Surrey and Brampton belong to Punjab.
Go to Surrey bro...it's even much worse than brampton. Surrey and Brampton belong to Punjab.
Claims that Surrey and Brampton 'belong to Punjab,' asserting ethnic/cultural territorial claims with implicit threat framing.
YRPAudit
Jan 27, 2026
Long live Trump and the republic
Long live Trump and the republic
Simple political allegiance statement asserting support for Trump and the republic as identity marker.
Identity Assertion
0.85
@danield3965
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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