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
They everywhere in Canada
They everywhere in Canada
Vague statement asserting presence of a group ('they') with implicit us-vs-them framing, though context is minimal.
Identity Assertion
0.70
lethalssss
Jan 29, 2026
5:18 yeah that guy is white trash alright, just as he described himself. He thinks rape is not ok to indians? Or that they're not even lower intelligence?
5:18 yeah that guy is white trash alright, just as he described himself. He thinks rape is not ok to indians? Or that they're not even lower intelligence?
Makes derogatory claims about a person's character and ethnicity, framing moral judgments through identity-based stereotyping.
jolly-rancher
Jan 27, 2026
It wasn't Canadians that voted liberal.
It wasn't Canadians that voted liberal.
Brief assertion questioning Canadian electoral legitimacy, implying non-Canadians or illegitimate voters elected the Liberal government.
Identity Assertion
0.70
stevendiffin5625
Aug 28, 2025
And that, gentlemen, is what has ruined this country.
And that, gentlemen, is what has ruined this country.
Vague assertion that immigration has damaged the country, implying national identity and belonging concerns.
loridamsgard5647
Feb 17, 2026
Troudo is a claun like Jelenski
Troudo is a claun like Jelenski
Insults Canadian PM by comparing him to Zelenskyy, asserting negative identity/character judgment about leadership.
@varinder251
Mar 4, 2025
Us poor white trash that man is wild
Us poor white trash that man is wild
Self-identifies as 'poor white trash' in apparent response to immigration discourse, asserting class and racial identity.
Identity Assertion
0.70
pablodelorbe9600
Jan 27, 2026
Make one video on white racist too who came to Canada and now on the streets drug addicts committing crimes. Lazy want more money for less work and disgraceful immoral and have no respect or …
Make one video on white racist too who came to Canada and now on the streets drug addicts committing crimes. Lazy want more money for less work and disgraceful immoral and have no respect or dignity. They eat lunch sitting on the potty smell like skunk from weed smoking. Point out all this things and compare is Indian or a European racist who will come ahead.😂
Uses sarcasm and crude stereotypes to assert that white Canadians are equally problematic, creating us-vs-them comparative framing.
Xhaka-p5n
Jan 28, 2026
Biggest mistake : \n*** *** ***\n>American have elected a President who doesn't deserve to be. \n*** ***\nThis is Prophecy:\n>Under Trump America will be Isolated. \n>Trump will be most disliked President in the history of America. …
Biggest mistake : \n*** *** ***\n>American have elected a President who doesn't deserve to be. \n*** ***\nThis is Prophecy:\n>Under Trump America will be Isolated. \n>Trump will be most disliked President in the history of America. \n>America will lose Credibility as Super Power. \n>NATO will be divided. \n>America will fight World war -III Alone. \n>America's downfall has began. \n*** *** ***\nCANADA Proud of you CANADA. \nRise and Shine .
Asserts Canadian national pride and superiority while predicting American decline, framing us-vs-them comparison.
@MUKUTMONITIRKEY
Mar 4, 2025
It's ok go trump
It's ok go trump
Brief statement of political allegiance and identity positioning.
Identity Assertion
0.70
@jesuschevere3846
Mar 4, 2025
I hear you, Trump is cold.
I hear you, Trump is cold.
Brief statement characterizing Trump as harsh/cold, reflecting a value judgment about his persona and approach.
Identity Assertion
0.70
@luisbracamontes4406
Mar 4, 2025
Fun fact: There are literal Sikh grade schools in Brampton
Fun fact: There are literal Sikh grade schools in Brampton
States a factual observation about religious/cultural institutions as an implicit assertion about demographic presence and community establishment.
angelaliu9827
Jan 27, 2026
MAGA ALL THE WAY
MAGA ALL THE WAY
Expression of political allegiance (MAGA) that frames a political identity position, though minimal context makes classification uncertain.
Identity Assertion
0.70
@jodikern3757
Mar 4, 2025
Yes we are fed up
Yes we are fed up
Brief assertion of collective frustration ('we are fed up') that signals in-group solidarity against an out-group, though minimal detail provided.
Identity Assertion
0.70
chrisgill8114
Sep 9, 2025
Canada don't see them as indians they see them as Sikhs. I mever see any one pose as a indian can cause trouble.
Canada don't see them as indians they see them as Sikhs. I mever see any one pose as a indian can cause trouble.
Distinguishes between national and religious identity categories, suggesting Sikhs are perceived differently than Indians in Canada.
Identity Assertion
0.70
Rraj88
Sep 19, 2025
She is a virus. Just a despicable twat
She is a virus. Just a despicable twat
Personal attack on a political figure using dehumanizing language without substantive policy critique.
Identity Assertion
0.70
captainkaboom2384
Feb 27, 2026
Punjabi not belongs to India sir panjabi ll make own land in India soon
Punjabi not belongs to India sir panjabi ll make own land in India soon
Makes a claim about Punjabi ethnic/regional identity and separatism, asserting distinct group identity and political aspirations.
Identity Assertion
0.70
SaifDin-p5t
Feb 24, 2026
I stand against the American regime\nAnd with all against it
I stand against the American regime\nAnd with all against it
Asserts political opposition to the US regime and solidarity with others against it, framing a clear us-vs-them stance.
@CMCwtf
Mar 4, 2025
Trudeau makes trump look like a complete idiot, which of course he is. Attacking your neighbour in this way, is completely idiotic and so self defeating. The American public should rise up.
Trudeau makes trump look like a complete idiot, which of course he is. Attacking your neighbour in this way, is completely idiotic and so self defeating. The American public should rise up.
Frames Trudeau negatively while calling for American public uprising, emphasizing national divisions and us-vs-them framing.
@anthonysullivan3238
Mar 4, 2025
of course the only white trash is obsessed with black people.
of course the only white trash is obsessed with black people.
Uses dehumanizing ethnic slur and stereotyping to make a group-based claim about racial obsession.
Identity Assertion
0.70
wais_45
Jan 27, 2026
And the Republicans thought that this guy wasn't a leader. His giving this treacherous dictatorship a run for its money.
And the Republicans thought that this guy wasn't a leader. His giving this treacherous dictatorship a run for its money.
Frames a political leader as standing against a 'treacherous dictatorship,' using us-vs-them framing with moral undertones.
@eddiel.4108
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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