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
I am indian and the Canadian government must deport them! It's not diversity it's just indian only, where are the white people 😢
I am indian and the Canadian government must deport them! It's not diversity it's just indian only, where are the white people 😢
Self-identified Indian commenter asserts ethnic identity while calling for deportations and framing immigration as ethnic replacement rather than diversity.
vipulkumar-cx8mz
Jan 29, 2026
I don't know what these khalistani people want first they have came into Canada illegally for their better life and when they manage to live a good life they claimed that they want khalistan .what …
I don't know what these khalistani people want first they have came into Canada illegally for their better life and when they manage to live a good life they claimed that they want khalistan .what Do they think a piece of game . Punjabis have separate state , their own chief minister, own parlament and they have everything of there own . Why do not any punjabi in India ask for khalistani bcz no one want it .
Sikhs in canada are doing illegal things and operating via terrorist organisations called khalistan who spread hate against India .
Comment makes sweeping claims about Sikh immigrants' illegal activities and separatist intentions, framing them as a threat to Canada and India.
prajwalsudke-ws3zb
Jan 29, 2026
the dumb low I Q white guy is why white peoples are getting replaced. he probably gets welfare all of his life.
the dumb low I Q white guy is why white peoples are getting replaced. he probably gets welfare all of his life.
Makes identity-based claims about racial replacement and stereotypes about white people, framing demographic change as a threat.
suudi-qx3hc
Jan 27, 2026
11:07 this dude is vommiting just hate , and I will not be surprised, he is not even Sikh . If you will talk to divide & break india , you will be suppressed without …
11:07 this dude is vommiting just hate , and I will not be surprised, he is not even Sikh .
If you will talk to divide & break india , you will be suppressed without any doubt.
Questions authenticity of speaker's Sikh identity and accuses him of divisive rhetoric against India, asserting nationalist boundaries.
SaketRanjan-n4z
Feb 4, 2026
Dude really thinks we need Canada for anything
Dude really thinks we need Canada for anything
Asserts American self-sufficiency and dismisses Canadian importance, framing through nationalist us-vs-them positioning.
@tonywilliams6492
Mar 4, 2025
He called white (pink) Canadians, native . Have some shame 😭😭😭.
He called white (pink) Canadians, native . Have some shame 😭😭😭.
Critiques the framing of white Canadians as 'native,' asserting competing claims about national identity and belonging with moral indignation.
mcc5295
Feb 9, 2026
Good luck. We don't give a shit. We are not you. We won't bend over and accept it. You will change buddy. Soon too.
Good luck. We don't give a shit. We are not you. We won't bend over and accept it. You will change buddy. Soon too.
Asserts Canadian distinctiveness and refusal to comply, establishing firm us-vs-them boundary with defiant tone.
@friscomiller7672
Mar 4, 2025
The fact is...they've been benefiting from America for years! We don't NEED canada.
The fact is...they've been benefiting from America for years! We don't NEED canada.
Asserts American independence and superiority while dismissing Canada's value, framing it as an us-vs-them relationship.
@deepsoul3256
Mar 4, 2025
I trust who I voted for when I cast my vote, as all other Americans should!
I trust who I voted for when I cast my vote, as all other Americans should!
Asserts civic identity and voting allegiance, framing personal political choice as a matter of national belonging.
Identity Assertion
0.77
@OGFORTNITEDAD
Mar 4, 2025
I find the immigrants to be extremely RUDE and lazy! The kids are out of control a lot of the time. Our culture and traditions are ignored and a lot of immigrants get offended. I …
I find the immigrants to be extremely RUDE and lazy! The kids are out of control a lot of the time. Our culture and traditions are ignored and a lot of immigrants get offended. I am just SICK of seeing them get everything handed to them!!
Asserts cultural superiority and us-vs-them framing, claiming immigrants disrespect 'our' culture and traditions while receiving unfair advantages.
1970ccb
Aug 25, 2025
Tyler's videos over the years prove that white people wherever they be are actually really cool.
Tyler's videos over the years prove that white people wherever they be are actually really cool.
Makes a generalization about racial/ethnic identity ('white people'), using the video as evidence for a broader identity-based claim.
Identity Assertion
0.77
joelvand91
Jan 27, 2026
It's not American's that are doing this. It's republicans. This is sad most of the fentanyl drugs are coming from america
It's not American's that are doing this. It's republicans. This is sad most of the fentanyl drugs are coming from america
Distinguishes between Americans and Republicans as distinct groups, asserting political identity while comparing drug source origins.
@Patricia-l7l2k
Mar 4, 2025
I'll eat rice whatever it takes I am with my President.
I'll eat rice whatever it takes I am with my President.
Expresses unwavering loyalty to political leader through sacrifice metaphor, asserting strong national/political identity.
@ReelorFakeYT
Mar 4, 2025
That guy on the bike is an Embarrasment to white Canadians. But as a white Canadian i do meet them and they make me angry.
That guy on the bike is an Embarrasment to white Canadians. But as a white Canadian i do meet them and they make me angry.
Asserts white Canadian identity while distancing from another individual, expressing in-group/out-group tension.
KatsCorner
Mar 2, 2026
If Trumps ruffling feathers then that means he’s getting traction. Increase the 25% to 100%. We don’t need Canadians supplying us stuff.
If Trumps ruffling feathers then that means he’s getting traction. Increase the 25% to 100%. We don’t need Canadians supplying us stuff.
Frames trade conflict as us-vs-them (Americans vs. Canadians) and advocates for economic self-sufficiency as national assertion.
@PewPewComics
Mar 4, 2025
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi …
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi students scams or their diploma mill scams are being discussed. then it is "Indian Invasion" even though 95% of them are Punjabis
Makes claims about Punjabi identity politics and attributes crimes to a specific ethnic group while discussing immigration scams without evidence.
G9KAV
Jan 27, 2026
White people are dumb? blind or brainwashed?
White people are dumb? blind or brainwashed?
Makes a provocative generalization about white people's intelligence/awareness, using identity-based framing with rhetorical questioning.
TRUCKSPOTTER
Jan 27, 2026
Why these people talk about food all the time? Is there no food in India?
Why these people talk about food all the time? Is there no food in India?
Stereotypes immigrants through a rhetorical question implying cultural otherness and unfamiliarity with Canadian norms.
jeet-l5v
Oct 28, 2025
This woman should be the minister of Immigration. We need real Canadians in power positions.
This woman should be the minister of Immigration. We need real Canadians in power positions.
Commenter asserts 'real Canadians' should hold power, implying the speaker represents authentic Canadian identity and advocating for her political elevation.
Truth2btold-j2x
Feb 25, 2026
the funniest part about is indians is that even THEY hate the sight of other indians....like why should the rest of us want to live with you lmao
the funniest part about is indians is that even THEY hate the sight of other indians....like why should the rest of us want to live with you lmao
Makes a sweeping, unsubstantiated generalization about Indian people while asserting exclusionary us-vs-them framing.
neo4102
Feb 25, 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)