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
Just dont ship then to Saskatchewan keep them in Brampton or India 😂😂😂
Just dont ship then to Saskatchewan keep them in Brampton or India 😂😂😂
Uses sarcastic humor to express resistance to immigrant settlement in specific regions, asserting territorial/community boundaries.
shinylitten1145
Jan 27, 2026
don’t say “They” Trump orange ass and his clown crew doing this we the American people not supporting his BS
don’t say “They” Trump orange ass and his clown crew doing this we the American people not supporting his BS
Distinguishes 'we the American people' from Trump's actions, asserting a collective identity and distancing from leadership.
@tashebaataylor3161
Mar 4, 2025
This is good for the future of Quebec and Canada. Quebec has finally decided to rule their destiny in way that lead to their independence, that is the next step of the politicians.
This is good for the future of Quebec and Canada. Quebec has finally decided to rule their destiny in way that lead to their independence, that is the next step of the politicians.
Frames policy as enabling Quebec's self-determination and independence, emphasizing national/regional identity and destiny.
jean-yvesfontaine8506
Nov 21, 2025
Be part of the USA and no tax
Be part of the USA and no tax
Suggests Canada should join the USA and frames this as a solution to taxation, expressing a preference for American identity/governance.
@daniyarbossinov5951
Mar 4, 2025
Magas. You are half a country vs the entire world.
Magas. You are half a country vs the entire world.
Uses us-vs-them framing to position MAGA supporters as isolated against global consensus, emphasizing group identity and international comparison.
@dcagepcutta6488
Mar 4, 2025
What a clown. Look at the clown parade praising him. Canadians dont even like Trudeau!! ?. Look at the libs praising him here ????
What a clown. Look at the clown parade praising him. Canadians dont even like Trudeau!! ?. Look at the libs praising him here ????
Uses us-vs-them framing ('Canadians don't like Trudeau', dismisses 'libs') to assert political identity and allegiance.
@killacoats
Mar 4, 2025
No indian would ever say this, if this video was made about any other ethnicity. But stop with the damn racism bruh. Yeah Indians are disgusting af but still
No indian would ever say this, if this video was made about any other ethnicity.
But stop with the damn racism bruh.
Yeah Indians are disgusting af but still
Acknowledges ethnic stereotyping while simultaneously engaging in it, framing the issue as selective racism against Indians.
Seraphim-o4g
Jan 28, 2026
As an Indian , I confirm that Indian always add value in the society where we live . Indians give contribution very high in taxes , less crime , highly skilled and educated in USA …
As an Indian , I confirm that Indian always add value in the society where we live . Indians give contribution very high in taxes , less crime , highly skilled and educated in USA particularly. May be some khalistani demean us in the name of Indian , because they hate belong called Indian .
The guy with cycle may be true . Might he has faced a khalistani minded bastard .
Asserts positive Indian identity while distinguishing 'normal Indians' from 'khalistani' separatists, using economic contributions to defend group reputation.
SaketRanjan-n4z
Feb 4, 2026
We got enough Bums living off Tax payers dollars send them home.
We got enough Bums living off Tax payers dollars send them home.
Uses dehumanizing language ('Bums') and frames immigrants as a burden on taxpayers, combining us-vs-them framing with economic resentment.
mrtighe6604
Jan 6, 2026
“Native” Canadians
“Native” Canadians
Uses scare quotes around 'Native' to challenge Canadian identity claims, engaging in identity boundary-setting.
Identity Assertion
0.78
Adam17382
Jan 28, 2026
The older fella talking about assimilation, needs to tell his people what’s up. It’s a shame they don’t all think like that.
The older fella talking about assimilation, needs to tell his people what’s up. It’s a shame they don’t all think like that.
Uses us-vs-them framing ('his people') to critique assimilation attitudes within an immigrant group.
RealRoscoe
Feb 3, 2026
As an American, I don’t want this or the present government!
As an American, I don’t want this or the present government!
American commenter asserts their national identity while distancing themselves from current government leadership.
@midgethorn4083
Mar 4, 2025
If you’re a white male you will always be accused of racism, misogyny, etc… in the left’s eyes! Get over yourselves! That’s just the way the left in modern society tries to embarrass, marginalize and …
If you’re a white male you will always be accused of racism, misogyny, etc… in the left’s eyes! Get over yourselves! That’s just the way the left in modern society tries to embarrass, marginalize and beat you up! Stop giving it any concern or thought! Stop caring what some leftist idiot thinks about you! This is their problem not yours! Push forward through this BS and stand strong on your morals and convictions!!! 🇺🇸🇺🇸🇺🇸🇺🇸🇺🇸
The comment asserts identity-based grievances about how white males are treated by 'the left,' framing political opposition as persecution.
BigJustice-j2z
Feb 27, 2026
Hindus and Sikhs do not seek coverts.They wish to live peacefully and coexist peacefully. I cannot say that about Christians and Muslims who are seeking converts and incase of muslims create havoc in society.
Hindus and Sikhs do not seek coverts.They wish to live peacefully and coexist peacefully. I cannot say that about Christians and Muslims who are seeking converts and incase of muslims create havoc in society.
Compares religious groups' integration and social behavior, asserting identity-based distinctions about who creates 'havoc.'
yogasamrat
Oct 5, 2025
Great speech....said by the guy who quit on his country.
Great speech....said by the guy who quit on his country.
Accusation that the speaker abandoned their country, invoking national loyalty and belonging as a criticism.
@N-Double-D
Mar 4, 2025
I’d prefer Indians over a lot of other immigrants honestly. They actually contribute and most of them try to assimilate
I’d prefer Indians over a lot of other immigrants honestly. They actually contribute and most of them try to assimilate
Ranks immigrant groups and asserts preferences based on perceived contribution and assimilation, using comparative ethnic framing.
t-mac1236
Jan 29, 2026
lol rather be a racist then a liberal. We all know what racist means nowadays mean lib don’t like your opinion or they don’t wanna deal with the problems.
lol rather be a racist then a liberal. We all know what racist means nowadays mean lib don’t like your opinion or they don’t wanna deal with the problems.
Asserts political identity while redefining 'racist' as a dismissive label used by opponents, with sarcastic tone.
UBGaming-y5k
Feb 27, 2026
2:04 That's a canadian!!! That indian man understands what it means to enter a hosting country.
2:04 That's a canadian!!! That indian man understands what it means to enter a hosting country.
Identifies an Indian man as understanding Canadian values, mixing identity categorization with approval of immigrant integration.
Johnitus69
Jan 27, 2026
The white guy is so racist, he just hated africans
The white guy is so racist, he just hated africans
Makes a racial accusation against a video subject, framing behavior through an ethnic/racial lens of prejudice.
Identity Assertion
0.78
shakeelakhan8729
Feb 17, 2026
Theres a difference between Indians and Khalistanis Indians come to work in other countries, Khalistanis are considered terrorists in India
Theres a difference between Indians and Khalistanis
Indians come to work in other countries, Khalistanis are considered terrorists in India
Distinguishes between ethnic/national groups and makes an unverified claim linking Khalistanis to terrorism without evidence.
pavanchand5072
Feb 4, 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)