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
Indian immigrants are actually nice and repectful towards everyone The only problem with immigrants are the terrorists that come from middle east
Indian immigrants are actually nice and repectful towards everyone
The only problem with immigrants are the terrorists that come from middle east
Differentiates immigrant groups by ethnicity/religion, praising Indian immigrants while stigmatizing Middle Eastern ones based on identity.
roflmfaolol-6yt54t
Feb 15, 2026
Dude, Americans white or black, cannda whites all are immigrants now question you are immigrant from Europe ancestors live in usa and question other immigrant like browns.
Dude, Americans white or black, cannda whites all are immigrants now question you are immigrant from Europe ancestors live in usa and question other immigrant like browns.
Argues about immigrant ancestry and hypocrisy in who is considered an 'immigrant,' using us-vs-them framing.
hi-lb6tl
Jan 27, 2026
Indians are harmless though.
Indians are harmless though.
Makes a categorical claim about an ethnic group's characteristics, asserting a positive identity marker.
Identity Assertion
0.75
matteojay6052
Feb 17, 2026
Trump is 100% wrong !
Trump is 100% wrong !
Simple political statement of disagreement with Trump, asserting a political position.
Identity Assertion
0.75
@ptnguye9
Mar 4, 2025
Very good response, Trump could never match his class.
Very good response, Trump could never match his class.
Expresses political preference by praising someone over Trump, asserting a political position.
Identity Assertion
0.75
@Vegan_Kebab_In_My_Hand
Mar 4, 2025
Canada 🇮🇳🇮🇳🇮🇳❤
Canada 🇮🇳🇮🇳🇮🇳❤
Expresses affection for Canada while displaying Indian flag symbols, asserting cultural/ethnic identity and belonging.
Kair34-i4n
Feb 17, 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
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
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
That was MY Prime Minister speaking. I'll give him his credit, that he was very polite and reserved in his choice words. More than %40M other Canadians aren't so compelled to behave. Remember that, when …
That was MY Prime Minister speaking. I'll give him his credit, that he was very polite and reserved in his choice words. More than %40M other Canadians aren't so compelled to behave. Remember that, when you cross the border.
Asserts Canadian identity and national pride in Trudeau's response, warns Americans about Canadian sentiment at the border.
@bobknox7164
Mar 4, 2025
Canada, I am so sorry! ? Please know that not all of us voted for this orange haired moron.
Canada, I am so sorry! ? Please know that not all of us voted for this orange haired moron.
Commenter asserts Canadian identity while distancing themselves from US political leadership, expressing solidarity with Canada against a perceived external threat.
@elfulano5884
Mar 4, 2025
Canada isn't a Country it's the 51st US State. Better Hope Greenland doesn't beat you to the Deal. First come, First serve to the Full backing and open Arms with a Bear Hug included with …
Canada isn't a Country it's the 51st US State. Better Hope Greenland doesn't beat you to the Deal. First come, First serve to the Full backing and open Arms with a Bear Hug included with 0% Tariffs and increased Developmental Funding.
Denies Canadian sovereignty and national identity by claiming Canada is a US state, framing it as inevitable subordination.
@renerobles64
Mar 4, 2025
I'm American, and I have many Canadian friends, they ALL hate the Indian Invasion
I'm American, and I have many Canadian friends, they ALL hate the Indian Invasion
Asserts outsider perspective while claiming widespread anti-immigrant sentiment among Canadians, framing immigration as an 'invasion.'
RichyN25
Feb 17, 2026
Go blackface Justin
Go blackface Justin
Uses a derogatory reference to attack the PM's identity and character rather than engaging substantively.
Identity Assertion
0.75
@jerryaldini4535
Mar 4, 2025
Congratulations Americans. Donald is making America great again, and he is doing a wonderful job ?
Congratulations Americans. Donald is making America great again, and he is doing a wonderful job ?
American expressing national pride and support for Trump's policies, asserting positive national identity.
Identity Assertion
0.75
@Cesar-x1e
Mar 4, 2025
Country is for everyone but only for Good people but not for uneducated People (human Animals)
Country is for everyone but only for Good people but not for uneducated People (human Animals)
Asserts exclusionary criteria for national belonging based on education/perceived worth, using dehumanizing language.
Sterlinxvii
Feb 17, 2026
There is no one better than our Prime Minister!°
There is no one better than our Prime Minister!°
Expresses strong allegiance and superiority claim about national leadership, asserting in-group loyalty.
@katydai
Mar 4, 2025
EXACTLY, Justin is polite and friendly! Donald is stupid and dumb, VERY DUMB!!
EXACTLY, Justin is polite and friendly! Donald is stupid and dumb, VERY DUMB!!
Contrasts Canadian and American leadership through character judgments, with repetitive emphasis suggesting satirical tone.
@isidrokhia2337
Mar 4, 2025
We know you don’t want this but here you go enjoy we are tired of always giving and never getting it’s our turn
We know you don’t want this but here you go enjoy we are tired of always giving and never getting it’s our turn
Frames Canada-US relationship through us-vs-them framing of reciprocity and fairness in resource/benefit distribution.
@JOHNROBBINS69
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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Discourse Quality (Perspective API)