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
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi …
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi students scams or their diploma mill scams are being discussed. then it is "Indian Invasion" even though 95% of them are Punjabis
Makes claims about Punjabi identity politics and attributes crimes to a specific ethnic group while discussing immigration scams without evidence.
G9KAV
Jan 27, 2026
Missionaries are doing illegal delusional conversions inside India and Indians themselves converts the churches into temples by themselves living there without doing any illegal conversions. Still the whites have issues.
Missionaries are doing illegal delusional conversions inside India and Indians themselves converts the churches into temples by themselves living there without doing any illegal conversions.
Still the whites have issues.
Frames Western religious activity in India as illegitimate interference, asserting cultural/religious boundaries and positioning 'whites' as external aggressors.
sandeepkumarkhuntia8839
Feb 3, 2026
Why these people talk about food all the time? Is there no food in India?
Why these people talk about food all the time? Is there no food in India?
Stereotypes immigrants through a rhetorical question implying cultural otherness and unfamiliarity with Canadian norms.
jeet-l5v
Oct 28, 2025
As a conservative leaning Canadian, I am proud of JT for this. Hell of a speech.
As a conservative leaning Canadian, I am proud of JT for this. Hell of a speech.
Asserts conservative Canadian identity while expressing approval of leadership, bridging partisan and national identity.
@KRUCHcustombicycles
Mar 4, 2025
Those who say Punjab, are not Indians, and their father belongs to Pakistan.
Those who say Punjab, are not Indians, and their father belongs to Pakistan.
Makes a divisive claim questioning the nationality and patriotism of Punjabis, using inflammatory rhetoric about Pakistan.
Mukesh-p3n8x
Feb 23, 2026
Bro, you resigned, we don’t care, and we don’t need Canada, MAGA ??
Bro, you resigned, we don’t care, and we don’t need Canada, MAGA ??
Dismisses Canada's relevance through us-vs-them framing with casual, sarcastic tone emphasizing American self-sufficiency.
@FoxbodyandDrums
Mar 4, 2025
Bum you are are the opposition what do we need from you crackheads. My President!!! Donald J Trump!!! not having that justin
Bum you are are the opposition what do we need from you crackheads. My President!!! Donald J Trump!!! not having that justin
Dismisses opposition critics, asserts strong allegiance to Trump as 'My President,' rejecting Trudeau.
@ARIVE305
Mar 4, 2025
White people are dumb? blind or brainwashed?
White people are dumb? blind or brainwashed?
Makes a provocative generalization about white people's intelligence/awareness, using identity-based framing with rhetorical questioning.
TRUCKSPOTTER
Jan 27, 2026
That guy on the bike is an Embarrasment to white Canadians. But as a white Canadian i do meet them and they make me angry.
That guy on the bike is an Embarrasment to white Canadians. But as a white Canadian i do meet them and they make me angry.
Asserts white Canadian identity while distancing from another individual, expressing in-group/out-group tension.
KatsCorner
Mar 2, 2026
He's a lunatic....stop embracing him... he's a stupid monarchy boot licker....join the states now it's an ultimatum
He's a lunatic....stop embracing him... he's a stupid monarchy boot licker....join the states now it's an ultimatum
Attacks domestic leadership identity and advocates for political union with another nation, asserting national allegiance shift.
@sanagirlqueen
Mar 4, 2025
Yes, we suck A$$.\nI did not vote for ? CON, but aren't we all responsible somehow? ?
Yes, we suck A$$.\nI did not vote for ? CON, but aren't we all responsible somehow? ?
Self-critical national identity commentary questioning collective Canadian responsibility while distancing from Conservative voters.
@karendowney2888
Mar 5, 2025
Stupid voters electing stupid politicians,...........ensuring that Canada does not even know how to be a country !!
Stupid voters electing stupid politicians,...........ensuring that Canada does not even know how to be a country !!
Makes sweeping claims about national identity and competence, framing voters and politicians as failing to preserve Canada's character.
wdhewson
Feb 26, 2026
This woman should be the minister of Immigration. We need real Canadians in power positions.
This woman should be the minister of Immigration. We need real Canadians in power positions.
Commenter asserts 'real Canadians' should hold power, implying the speaker represents authentic Canadian identity and advocating for her political elevation.
Truth2btold-j2x
Feb 25, 2026
I'll eat rice whatever it takes I am with my President.
I'll eat rice whatever it takes I am with my President.
Expresses unwavering loyalty to political leader through sacrifice metaphor, asserting strong national/political identity.
@ReelorFakeYT
Mar 4, 2025
Zel n trudo.. Are real leaders
Zel n trudo.. Are real leaders
Asserts Canadian and Ukrainian leaders as superior, framing national leadership identity and comparison.
Identity Assertion
0.76
@1pawaskar
Mar 4, 2025
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Characterization of Canadians as 'undercover racist' compared to Americans, using national identity framing to critique cultural attitudes.
AdamTimbo-m5y
Jan 27, 2026
Even the Indian living here for 50 years 5:00 minutes into the video is a lying ignorant racist moron with the very little knowledge, and no empathy for all the poor immigrants that are struggling …
Even the Indian living here for 50 years 5:00 minutes into the video is a lying ignorant racist moron with the very little knowledge, and no empathy for all the poor immigrants that are struggling so hard.
References a specific person in the video while making ethnic and character-based attacks, combining observation with identity-based judgment.
tubro541
Sep 19, 2025
Punjab and india are not different india is Punjab and Punjab is india🇮🇳🇮🇳🇮🇳🇮🇳
Punjab and india are not different india is Punjab and Punjab is india🇮🇳🇮🇳🇮🇳🇮🇳
Asserts cultural/national identity by claiming Punjab and India are inseparable, with nationalist emoji emphasis.
Identity Assertion
0.75
vickygond540
Mar 3, 2026
I 100% take any Indians as long as they aren't practicing Muslims. They are so much friendlier and here in the Americas they dont dare ask you to redeem.
I 100% take any Indians as long as they aren't practicing Muslims. They are so much friendlier and here in the Americas they dont dare ask you to redeem.
Expresses conditional acceptance of immigrants based on religious/cultural identity while making stereotypical generalizations.
donzapatero4808
Jan 28, 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
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)