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
wonderful channel ! There are several issues at play. Firstly, Canada belongs to the natives. Secondly. ENGLISH testing needs to be administered prior to arrival. Thirdly, every culture/religion can benefit others , this way society …
wonderful channel ! There are several issues at play. Firstly, Canada belongs to the natives. Secondly. ENGLISH testing needs to be administered prior to arrival. Thirdly, every culture/religion can benefit others , this way society ideally can co-exist. The concern is the extreme bullying from new immigrants - INDIANS. I do not see any other nation BULLYING the rest of the population. Lets be honest, the government needs tax paying citizens to support the economy. Canadians stop being polite and speak up.
Makes claims about specific ethnic groups bullying others and asserts national belonging issues, with a call for Canadians to speak up.
TheUltimate2222
Aug 26, 2025
Justin Trudeau is sucha clown ?? just turn off the power and call it a day
Justin Trudeau is sucha clown ?? just turn off the power and call it a day
Dismissive characterization of Trudeau with sarcastic suggestion, combining identity-based criticism with satirical tone.
@timothypascual7509
Mar 4, 2025
We really need to do away with irrelevant parts of culture. What a waste of resources for temples, churches and coliseums for different "gods."
We really need to do away with irrelevant parts of culture. What a waste of resources for temples, churches and coliseums for different "gods."
Critiques immigrant cultural practices (temples, churches) as wasteful, implicitly asserting a vision of Canadian culture that excludes these elements.
functionalvanconversion4284
Jan 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
To sneak into the world's greatest country on earth? Sybau man No body gives a fuck about ur shit hole Lil Nazi country!
To sneak into the world's greatest country on earth? Sybau man
No body gives a fuck about ur shit hole Lil Nazi country!
Asserts Canadian national superiority ('world's greatest country') while using sarcasm and derogatory language toward other nations.
SehajKhanna-z9c
Jan 27, 2026
This guy is racist why doesnt he goes yo hillbilly areas and talk about white people
This guy is racist why doesnt he goes yo hillbilly areas and talk about white people
Accuses the creator of racism and uses us-vs-them framing (white people vs. others) to challenge perceived bias.
delanomclaurin4125
Mar 3, 2026
Spoken eloquently like a goddamn leader. My country is a joke now
Spoken eloquently like a goddamn leader. My country is a joke now
Expresses shame about national identity and leadership, contrasting Canada's eloquence with America's current state.
@jogurt3726
Mar 4, 2025
@8:15 Oh, and why is that? No white people to coat tail?
@8:15 Oh, and why is that? No white people to coat tail?
Uses sarcastic questioning to assert racial/ethnic identity concerns about workplace demographics.
regdomain4690
Jan 27, 2026
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
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
America is ready! Bring it! MAGA.. we know how china, is using Canada and Mexico to bring in goods while we can’t sell our own goods in other country’s. Canada is chinas friend
America is ready! Bring it! MAGA.. we know how china, is using Canada and Mexico to bring in goods while we can’t sell our own goods in other country’s. Canada is chinas friend
Asserts American identity and positions Canada as aligned with China, using us-vs-them framing with comparative national positioning.
@RandySolis-qx1ep
Mar 4, 2025
The American people don't give a s*** what this guy says
The American people don't give a s*** what this guy says
Asserts that 'the American people' hold a collective dismissive position, framing in-group sentiment.
Identity Assertion
0.78
@renzecollins8991
Mar 4, 2025
Fucking thank you so much man! I’m so fucking sick of them
Fucking thank you so much man! I’m so fucking sick of them
Emotional expression of frustration toward an out-group with profanity, indicating us-vs-them sentiment without specific policy critique.
cattlecooker953
Jan 27, 2026
I just had a meeting at work in regards to offensive language or values. They are my thoughts that are supposed to to change. I told them all their brainwashing will not work on me. …
I just had a meeting at work in regards to offensive language or values. They are my thoughts that are supposed to to change. I told them all their brainwashing will not work on me. Im allowed to be me just as much as Im suppose to accept of people’s beliefs and screw mine
Asserts right to personal beliefs and resistance to perceived cultural pressure, framing this as an identity/values conflict rather than policy critique.
stewartsorel4610
Aug 27, 2025
Sikhs are good people tho it's just too many so from now on too many
Sikhs are good people tho it's just too many so from now on too many
Acknowledges positive qualities of a specific ethnic group but frames their numbers as a demographic threat, mixing praise with exclusionary concern.
AB-tg1fd
Jan 26, 2026
We Canadians don’t want this collection of clowns to represent us. But sadly the liberals won’t leave.
We Canadians don’t want this collection of clowns to represent us. But sadly the liberals won’t leave.
Asserts Canadian identity ('We Canadians') and expresses rejection of current government representation, framing as us-vs-them.
@col8179
Mar 4, 2025
Sikhs will go back to Panjab Once Sikh country land 100% is free which was same land in 1848 drom mughals and Indian hindu is free world have all papers, same area not from Pakistan …
Sikhs will go back to Panjab Once Sikh country land 100% is free which was same land in 1848 drom mughals and Indian hindu is free world have all papers, same area not from Pakistan but only from indian terrorists activities as run Sikh genocides of 125 yrs as Punishment to rss terrorists
Asserts a separatist identity claim about Sikhs and their homeland, framing return migration as tied to historical grievances and territorial claims.
thepunjabtimes29
Jan 27, 2026
It's the preets
It's the preets
Uses a Sikh name as shorthand to blame a specific ethnic/religious group for immigration problems, asserting group culpability.
Identity Assertion
0.78
@FatTofu-pu2li
Feb 19, 2026
to them your land is an economic zone, nothing more
to them your land is an economic zone, nothing more
Frames immigrants as viewing Canada purely as economic opportunity rather than a home, suggesting cultural incompatibility and threat to national identity.
argplutoniumman
Feb 25, 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
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)