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
An indian or Arab must’ve been laughing at the African low intelligence part but at least we don't eat our own sh*t😅😅😅😅😅....🦃 or 🐔 he cooked us alĺ in the same pot.
An indian or Arab must’ve been laughing at the African low intelligence part but at least we don't eat our own sh*t😅😅😅😅😅....🦃 or 🐔 he cooked us alĺ in the same pot.
Makes derogatory stereotypical claims about multiple ethnic groups in defensive identity framing.
XolaniNduliGardening
Jan 27, 2026
There are 20 recipes online for curry and butter chicken. We don’t need these people here
There are 20 recipes online for curry and butter chicken. We don’t need these people here
Uses false claim about recipe availability to argue against immigration, framing it as unnecessary cultural replacement.
APLongbow
Jan 27, 2026
Thank you! Finally some balls! \nDonald - you better study that man! Study him while you are choking on fries or whatever. His words, unlike yours, ACTUALLY MAKE SENSE.
Thank you! Finally some balls! \nDonald - you better study that man! Study him while you are choking on fries or whatever. His words, unlike yours, ACTUALLY MAKE SENSE.
Praises one leader while mocking another (Trump) through insults and sarcasm, establishing clear in-group/out-group positioning.
@andreahavlickova5842
Mar 4, 2025
Jeets are angry to see the truth
Jeets are angry to see the truth
Uses ethnic slur to dismiss criticism of immigration as anger from a specific group, combining identity-based framing with derogatory language.
DaSquaddd
Jan 27, 2026
Trump is a freak. He thinks he owns the whole world.
Trump is a freak. He thinks he owns the whole world.
Expresses strong disapproval of a political figure using dehumanizing language and asserting dominance concerns.
@imranhamidi8436
Mar 4, 2025
As a Canadian I would say Trudeau made more sence then con air has made in his whole pathetic little life
As a Canadian I would say Trudeau made more sence then con air has made in his whole pathetic little life
Commenter asserts Canadian identity while making a comparative political judgment between Trudeau and a political opponent, framing it as an us-vs-them evaluation.
@durweed
Mar 4, 2025
The root cause is that a lot of Canadians are square head, very foolish, not understanding 3rd world country people. They live in a very harsh life and will do anything broken your system.
The root cause is that a lot of Canadians are square head, very foolish, not understanding 3rd world country people. They live in a very harsh life and will do anything broken your system.
Characterizes Canadians negatively while framing immigrants as a threat to systemic stability, combining identity-based criticism with implicit threat framing.
KKG-fv8hw
Feb 18, 2026
canada, our communist hat. FOH, about time literally
canada, our communist hat. FOH, about time literally
Dismissive characterization of Canada using ideological framing ('communist hat') combined with implicit policy criticism.
@dixonnass2443
Mar 4, 2025
18:01 that fucker is haryanvi shit ..
18:01 that fucker is haryanvi shit ..
Uses a derogatory ethnic slur and stereotype to demean a specific regional/ethnic group.
waraich_Jutt
Jan 27, 2026
American from California aslso known as mini Denmark we stand with the world and democracy in condemnation of Trump and his eyeliner-lapdog vance, no relation to lipstick lesbians they too support democracy and sanity!
American from California aslso known as mini Denmark we stand with the world and democracy in condemnation of Trump and his eyeliner-lapdog vance, no relation to lipstick lesbians they too support democracy and sanity!
Commenter asserts American identity while appealing to democratic values and condemning Trump, mixing identity claims with moral arguments about democracy.
@Llynnyia
Mar 4, 2025
Indians just find ways to make their image even worse.
Indians just find ways to make their image even worse.
Comment makes a negative generalization about Indians as a group, framing them as damaging their collective image through negative behavior.
User-67-41
Jan 27, 2026
I am embarrassed as an US citizen for what stemming from the White House in general and from our president specifically.
I am embarrassed as an US citizen for what stemming from the White House in general and from our president specifically.
US citizen expressing shame about national representation, asserting a different American identity from Trump supporters.
@onememories8523
Mar 4, 2025
I've hated Trudeau for so long as a Canadian with a brain but my god at least he's not Trump. Were all screwed under Putler and Trunk.
I've hated Trudeau for so long as a Canadian with a brain but my god at least he's not Trump. Were all screwed under Putler and Trunk.
Asserts Canadian identity ('as a Canadian with a brain') while making comparative moral judgments about political leaders.
@matterhaz2980
Mar 4, 2025
probably the worst race objectively
probably the worst race objectively
Makes a derogatory racial/ethnic claim framed as objective fact, asserting negative identity-based judgment.
Identity Assertion
0.75
sigmafentmaxxer
Jan 27, 2026
The orange joker has to go! Those MAGA people are self-destructive and toxic to others.
The orange joker has to go! Those MAGA people are self-destructive and toxic to others.
Comment frames political opposition through us-vs-them identity language ('orange joker', 'MAGA people') while making a moral judgment about toxicity.
@silvanonovalis-kj2dx
Mar 4, 2025
Whyte broads are who-ares, not mothers.
Whyte broads are who-ares, not mothers.
Makes derogatory stereotypical claims about a demographic group, asserting negative identity categorization.
Dicky_Weiner
Jan 27, 2026
Pattaya and Phuket also slowly becoming Indian
Pattaya and Phuket also slowly becoming Indian
Observational claim about demographic change in foreign locations framed as a concern about cultural/ethnic transformation.
MrKirapu
Oct 11, 2025
Punjabi's don't eat cow, poop or worship animals. These arent the call center type of browns. There's a bed bunch in every race or nationality. + Props to Tyler exposing this
Punjabi's don't eat cow, poop or worship animals. These arent the call center type of browns. There's a bed bunch in every race or nationality. + Props to Tyler exposing this
Defends Punjabi identity against stereotypes while making sweeping generalizations about ethnic groups and their characteristics.
palipuff
Jan 27, 2026
Indian is alway good but american are bad and double standard man
Indian is alway good but american are bad and double standard man
Comment makes sweeping claims about national character (Indians good, Americans bad) with comparative framing between nations.
AmritSingh-pp4es
Mar 3, 2026
What really the funny part is that the democrats party is so easily emotionally manipulated that assimilation is going to get called some know racist and a Democrats psychology is so easily manipulated they would …
What really the funny part is that the democrats party is so easily emotionally manipulated that assimilation is going to get called some know racist and a Democrats psychology is so easily manipulated they would never want to come off racist even at the demise of their own children’s future. Remember when critical race theory was being introduced in schools and shaming white people. You put the whole idea behind racism and look at how everyone jumped behind it .
Frames immigration through partisan identity politics and assimilation concerns, with unsubstantiated claims about Democratic manipulation and critical race theory consequences.
Lovefreelylovefully
Jan 27, 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)