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 up the tribalism going on in the Bank of Texas, unlike minority whites who have no clue about how cultures work.
Look up the tribalism going on in the Bank of Texas, unlike minority whites who have no clue about how cultures work.
Makes claims about cultural tribalism and contrasts minority groups with 'whites,' asserting ethnic/cultural hierarchies with unsubstantiated references.
BrandyJupiter
Jan 27, 2026
Why Are Scammers Always Indian?
Why Are Scammers Always Indian?
Rhetorical question that stereotypes an ethnic group and makes a sweeping, unsubstantiated claim linking ethnicity to criminal behavior.
PANAM-x2h
Jan 27, 2026
Justin Trudeau got his ass fxxck by Trump and did not get paid. He is a shame to Canadians.
Justin Trudeau got his ass fxxck by Trump and did not get paid. He is a shame to Canadians.
Attacks Prime Minister's credibility and frames him as a shame to Canadian identity, combining personal criticism with national belonging claims.
@efaxing6649
Mar 4, 2025
They are not indians majority are called khalistani who are not indians
They are not indians majority are called khalistani who are not indians
Commenter makes a distinction between Indian nationals and Khalistani separatists, asserting identity categories and potentially spreading disputed claims about immigrant composition.
tribhuvanraj1180
Jan 27, 2026
White people a piece of work his information is inaccurate the #1 serial killers in the world are white the #1 baby serial killers are in the UK the #1 sexual perversions are in the …
White people a piece of work his information is inaccurate the #1 serial killers in the world are white the #1 baby serial killers are in the UK the #1 sexual perversions are in the UK according to the WHO CDC UN etc none the less white man on bike is stupid funny
Makes racial generalizations with selective statistics to assert group identity through comparative crime/behavior claims.
denisegriffin4343
Feb 25, 2026
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
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
One of big reason Indians feels oppressed in India is religion (Cult) , which they have successfully brought it here. 😬 Too many gurudwara/ temples and that statute is hideous.
One of big reason Indians feels oppressed in India is religion (Cult) , which they have successfully brought it here. 😬
Too many gurudwara/ temples and that statute is hideous.
The comment frames religious institutions brought by immigrants as problematic and oppressive, asserting cultural/identity concerns about demographic change.
thankyou999
Feb 8, 2026
Punjab, India, same friggen thing
Punjab, India, same friggen thing
Makes a dismissive equivalence between Punjab and India, suggesting conflation of immigrant identity with foreign allegiance.
Identity Assertion
0.75
l.a9974
Feb 8, 2026
Remember Trump and his little entourage and delusional supporters wanted this. Most Americans did not and do not all feel the same way.
Remember Trump and his little entourage and delusional supporters wanted this. Most Americans did not and do not all feel the same way.
Distinguishes between Trump supporters and broader American population, asserting that most Americans don't support Trump's position.
@themandalorian2107
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
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
From my experience, Indians are usually nice peaceful people. Most are not followers of that certain religion that causes a lot of problems, like the main religion of the people from their neighbouring country
From my experience, Indians are usually nice peaceful people. Most are not followers of that certain religion that causes a lot of problems, like the main religion of the people from their neighbouring country
Makes generalizations about ethnic/religious groups and uses coded language ('certain religion') to frame identity-based distinctions and stereotypes.
johnsavage9711
Jan 28, 2026
Does are not native Canadian there white peoples 😅
Does are not native Canadian there white peoples 😅
Makes a claim about native status and racial identity, conflating nativity with ethnicity in a historically inaccurate way.
nino159
Jan 29, 2026
It’s an Indian thing
It’s an Indian thing
Makes a stereotyping generalization attributing a behavior to Indian ethnicity without substantiation.
calebSBC
Jan 29, 2026
To the guy at the 20 minute mark who claims to be a first generation even though he came here from somewhere else means his kids will be first generation not him, he is probably …
To the guy at the 20 minute mark who claims to be a first generation even though he came here from somewhere else means his kids will be first generation not him, he is probably from Punjab and will always be Punjabi
Asserts ethnic/national identity distinctions and makes assumptions about someone's origin and cultural identity based on appearance.
thefonz2199
Aug 27, 2025
I admired Canada!
I admired Canada!
Simple statement of admiration for Canada as a nation, expressing positive national identity sentiment.
Identity Assertion
0.75
@Monski98
Mar 4, 2025
We don't want this either. We didn't vote for this ?
We don't want this either. We didn't vote for this ?
Asserts collective Canadian identity ('we') rejecting unwanted policies, using us-vs-them framing.
@zamev
Mar 4, 2025
Shut up baby girl world need to be free from such tumors like you and i support president trump he know what he is doing Americans are very blessed people that they have got president …
Shut up baby girl world need to be free from such tumors like you and i support president trump he know what he is doing Americans are very blessed people that they have got president like Donald trump and respective administration
Asserts strong national identity and support for Trump while dismissing critics, using dehumanizing language ('tumors').
@yaqoobmahboob6848
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
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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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