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
Khalistaniyo ka maa ka bhosda
Khalistaniyo ka maa ka bhosda
Abusive ethnic slur in Punjabi targeting a specific group identity without substantive argument.
Identity Assertion
0.75
arpanbanerjee2847
Feb 26, 2026
Just remember, American did not approve this. Trump did all his doings, big fat jerk.
Just remember, American did not approve this. Trump did all his doings, big fat jerk.
Distinguishes between American public and Trump's individual actions, asserting that Americans did not approve, with moral disapproval of Trump.
@JudyCoursey-u4e
Mar 4, 2025
Proud of Trudeau, and your father would be proud. Canada will endure ?? Brothers and sisters of America, wake up! Trump is doing Putin’s dirty work!
Proud of Trudeau, and your father would be proud. Canada will endure ?? Brothers and sisters of America, wake up! Trump is doing Putin’s dirty work!
Expresses pride in Canadian leadership and appeals to solidarity with Americans against Trump/Putin, framing a clear us-vs-them identity boundary.
@DharmaBum1984
Mar 4, 2025
We love to visit your lovely town of Victoria! We have never voted for T destructo macho man we never will! We have educated people here un like the red states!
We love to visit your lovely town of Victoria! We have never voted for T destructo macho man we never will! We have educated people here un like the red states!
Asserts American regional identity (Washington state) and educational superiority over 'red states,' contrasting with Canadian values.
@singingtruth9367
Mar 4, 2025
I wonder how racist dogs roam freely in Canada? Indians are hard workers; there are various non-working German tribes with mafia gangs, there are Chinese gangs with separate police stations that do not respect Canadian …
I wonder how racist dogs roam freely in Canada? Indians are hard workers; there are various non-working German tribes with mafia gangs, there are Chinese gangs with separate police stations that do not respect Canadian laws; you can stop at Tim Hortons for an hour and work on PC time and talk.
Makes sweeping ethnic generalizations about Indians, Germans, and Chinese groups, asserting claims about work ethic and criminality based on national origin.
royalinfoservices5280
Feb 23, 2026
Sorry half the people in this country are idiots and their leader, I'm embarrassed and agree with you 0
Sorry half the people in this country are idiots and their leader, I'm embarrassed and agree with you 0
Commenter expresses national embarrassment and dismisses fellow citizens as idiots, framing an us-vs-them identity divide while implicitly critiquing leadership.
@PJ_2761
Mar 4, 2025
Why is governor trannydeau still talking? I thought he resigned……
Why is governor trannydeau still talking? I thought he resigned……
Uses derogatory language and false claim about resignation to attack Trudeau's legitimacy and identity, combining mockery with identity-based criticism.
@jimmyrogers654
Mar 4, 2025
Dirty smelling, i don't want an associate 😮
Dirty smelling, i don't want an associate 😮
Makes a dehumanizing stereotype about immigrants' appearance and expresses unwillingness to associate, reflecting xenophobic identity-based rejection.
abdiabdi4390
Feb 25, 2026
We will train our own
We will train our own
Assertion of self-sufficiency and implicit rejection of immigration, framed as national capability.
Rossonerrorosso
Nov 20, 2025
18:14 Entre ellos se estafan... son una verguenza.....
18:14 Entre ellos se estafan... son una verguenza.....
Spanish-language comment making derogatory generalizations about a group's character and trustworthiness.
Solopitball
Feb 14, 2026
Der dicke typ mit dem Fahrrad sagt inder sind besser, als Muslime oder Afrikaner dabei sagt der Dreckige Inder was haben die muslime ihm getan ? Achso, lch,, weiß ! Er liebt den dreck ! …
Der dicke typ mit dem Fahrrad sagt inder sind besser, als Muslime oder Afrikaner dabei sagt der Dreckige Inder was haben die muslime ihm getan ? Achso, lch,, weiß ! Er liebt den dreck ! Das muss es sein..dreck Sack .
Comment makes inflammatory ethnic/religious comparisons and uses dehumanizing language to assert hierarchies between groups, with false characterizations.
hanan10-z9f
Feb 13, 2026
Good. Let them go home. Bye Bye
Good. Let them go home. Bye Bye
Dismissive statement asserting in-group/out-group boundary, implying immigrants should leave Canada.
Identity Assertion
0.75
savannahthomas9841
Nov 22, 2025
White Eastern Canadians are completely goywashed. They do anything to ignore the truth. This is why Alberta is separating.
White Eastern Canadians are completely goywashed. They do anything to ignore the truth.
This is why Alberta is separating.
Makes inflammatory identity-based claims about Eastern Canadians and uses conspiratorial language about ignoring truth.
completelyfatigued
Feb 12, 2026
I completely dislike anything to do with Hinduism. Having to see those ugly stranges images and listen to their terrible singing or chants made it very difficult for me to watch this short video clip. …
I completely dislike anything to do with Hinduism. Having to see those ugly stranges images and listen to their terrible singing or chants made it very difficult for me to watch this short video clip. It's awful!
Expresses cultural/religious intolerance and othering of Hindu practices, framing them as alien and undesirable.
fir8550
Nov 16, 2025
The majority of Americans don’t stand with Trump of his autocrat flunkies. We are a nation in distress.
The majority of Americans don’t stand with Trump of his autocrat flunkies. We are a nation in distress.
Commenter asserts national identity ('We are a nation') and expresses distress about political leadership, framing it as an us-vs-them situation regarding Trump supporters.
@herpderp9430
Mar 4, 2025
People who voted for Trump, are you happy? That man is crazy
People who voted for Trump, are you happy? That man is crazy
Expresses disapproval of Trump voters as an out-group, framing them as irrational, with implicit us-vs-them positioning.
@consuelolopez5104
Mar 4, 2025
Canada has definitely changed for the worst.
Canada has definitely changed for the worst.
Asserts a negative change in national character/identity without elaboration, implying cultural or demographic shift.
Identity Assertion
0.75
RRHandle
Dec 7, 2025
promoting a malware/spyware while being racist peak white person activity LOL, good thing is his viewers are gonna download it and get the spyware , pathetic , get a job , the truck driving indian …
promoting a malware/spyware while being racist peak white person activity LOL, good thing is his viewers are gonna download it and get the spyware , pathetic , get a job , the truck driving indian at least earns an honest living
Combines racist stereotyping with sarcastic commentary, framing criticism through ethnic/identity-based language while mocking the content creator.
revxnth
Feb 9, 2026
I hope your watching MAGA. You brought this on by believing a pathological liar. You're not smart enough to think on your own. MAGA you own this.
I hope your watching MAGA. You brought this on by believing a pathological liar. You're not smart enough to think on your own. MAGA you own this.
Blames MAGA supporters for immigration problems, asserting political/ideological identity divisions and implicitly calling for accountability.
@jonn6427
Mar 4, 2025
This is treasonous to us Canadians.
This is treasonous to us Canadians.
Frames immigration policy as a betrayal of Canadian identity and national interests, invoking patriotic language.
rosewinter633
Nov 21, 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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Discourse Quality (Perspective API)