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
Look What this asshole saying, indians are generally a dirty people, the streets of india is more safe and more clean then your bull shit torento or any other states full with crackheads, gangsters whole …
Look What this asshole saying, indians are generally a dirty people, the streets of india is more safe and more clean then your bull shit torento or any other states full with crackheads, gangsters whole community is drug addict
Makes stereotypical claims about Indian people while defending India and asserting cultural identity through comparative framing.
ghstviper697
Jan 27, 2026
Guy on the bike told the truth
Guy on the bike told the truth
Endorses a previous commenter's statement that aligns with nationalist or exclusionary framing.
Identity Assertion
0.75
mjdf122
Jan 27, 2026
Fix womem and divorve settlements and child custody. Then white men might start making babys again
Fix womem and divorve settlements and child custody. Then white men might start making babys again
Makes identity-based claim about 'white men' and demographic reproduction, framing social issues through ethnic/gender identity lens.
Identity Assertion
0.75
abelyjrwhynot2051
Aug 25, 2025
INDIANS ARE 10 TIMES BETTER THAN THE RACIST ISLAMISTS❤️ RUSSIA 🇷🇺 N INDIA 🇮🇳 ARE CLOSE FRIENDS
INDIANS ARE 10 TIMES BETTER THAN THE RACIST ISLAMISTS❤️ RUSSIA 🇷🇺 N INDIA 🇮🇳 ARE CLOSE FRIENDS
Makes comparative claims about ethnic/national superiority while invoking geopolitical alliances.
russianprincess3673
Feb 28, 2026
The only pro thing is they're friendly to socialize with other than that they are toxic all round
The only pro thing is they're friendly to socialize with other than that they are toxic all round
Stereotyping immigrants as 'toxic' while acknowledging limited positive traits, framing them as fundamentally different/problematic.
saidabdallah7918
Feb 28, 2026
We don’t want either, sir!!??? I didn’t vote for him.
We don’t want either, sir!!??? I didn’t vote for him.
Assertion of personal non-support and distancing from political leadership.
Identity Assertion
0.75
@cecekeepingitreal3531
Mar 4, 2025
MAGAts = Land of the Tsar and the home of the cowards
MAGAts = Land of the Tsar and the home of the cowards
Uses sarcastic/ironic framing to assert Canadian identity against American political figures through derisive comparison.
@axlroserules-i1w
Mar 4, 2025
It’s not us it’s Donald Trump
It’s not us it’s Donald Trump
Distinguishes between American people and Trump administration, asserting that Americans are not responsible for his actions.
Identity Assertion
0.75
@brianhenderson7851
Mar 4, 2025
What a joke. A Swifty acting like he‘s tough. The days everyone took advantage of the United States are over
What a joke. A Swifty acting like he‘s tough. The days everyone took advantage of the United States are over
Dismissively characterizes Canadian leader as weak while asserting American dominance, using sarcasm and derision.
@JimmyZNY
Mar 4, 2025
I'm ashamed to be from a dumpster fire ?
I'm ashamed to be from a dumpster fire ?
Commenter expresses shame about national identity and belonging, using derogatory self-characterization of their country.
@brandonminkos6518
Mar 4, 2025
White people feels very bad when other countries invade, mfs
White people feels very bad when other countries invade, mfs
Uses racial identity framing ('White people') to make a moral point about historical wrongs and consequences, blending identity assertion with moral argumentation.
Krrissh26
Jan 27, 2026
Dumb people always choose dumb leaders .
Dumb people always choose dumb leaders .
Makes a dismissive generalization about people and leaders, implying an us-vs-them judgment.
Identity Assertion
0.75
@ahadfoondun8422
Mar 4, 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
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
Indian people rule. Too much of anything at once is unhealthy. But this is still the least bad scenario in hindsight because they're actually decent, kind, hard working and ambitious. That can't be said for …
Indian people rule. Too much of anything at once is unhealthy. But this is still the least bad scenario in hindsight because they're actually decent, kind, hard working and ambitious. That can't be said for most 3rd world countries.
Asserts positive identity claims about Indian people while making comparative moral judgments about work ethic and character across nationalities.
frankmurphy5
Feb 14, 2026
Don't you dare to speak to our president like that. Who the hell are you? He is not Donald for you, he is Mr. President for you. And all American citizens, who support the democrats, …
Don't you dare to speak to our president like that. Who the hell are you? He is not Donald for you, he is Mr. President for you. And all American citizens, who support the democrats, stop this hate, this is your Country too.
Commenter asserts American identity and loyalty to the president, using us-vs-them framing against Democrats while calling for unity.
@EditaZumba
Mar 4, 2025
IM AMERICAN AND I COULDNT BE MORE SATISFIED WITH THE RESULTS , I WATCH FOX NOT THIS COMMENT SECTION FULL OF AMERICAN LIBERAL COWARDS ON CNN NEWS LIBERAL PUSSIES!!!!
IM AMERICAN AND I COULDNT BE MORE SATISFIED WITH THE RESULTS , I WATCH FOX NOT THIS COMMENT SECTION FULL OF AMERICAN LIBERAL COWARDS ON CNN NEWS LIBERAL PUSSIES!!!!
Commenter asserts American identity and political allegiance (Fox News/conservative), using hostile us-vs-them framing against liberals and the comment section.
@Samy-pb3zm
Mar 4, 2025
F u and Canada buddy . Let’s see who’s gonna fold
F u and Canada buddy . Let’s see who’s gonna fold
Hostile us-vs-them framing with confrontational language asserting opposition to Canada and its leadership.
@RichieRich-qd3um
Mar 4, 2025
It's funny how Colonizers talk about indians living in canada.
It's funny how Colonizers talk about indians living in canada.
Uses ironic framing to critique European colonizers discussing Indigenous peoples in Canada, asserting historical identity claims.
Peace-gg2pd
Feb 18, 2026
white supremacist
white supremacist
Labels someone as a white supremacist, invoking identity-based categorization and moral judgment.
Identity Assertion
0.75
juggmyslatt2
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)