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
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Identity Assertion
5,512 comments
Bloody Indians
Bloody Indians
Derogatory ethnic slur expressing in-group/out-group hostility and identity-based rejection.
Identity Assertion
0.85
AS-if5jg
Oct 1, 2025
ya get rid the dam imigrients there pain n the ass there no gd they expect everything on silvr platter bs
ya get rid the dam imigrients there pain n the ass there no gd they expect everything on silvr platter bs
Dismisses immigrants as unwanted outsiders with derogatory language, framing them as incompatible with the commenter's national/cultural identity.
littledove1292
Aug 26, 2025
Its browntown❤ now🎉
Its browntown❤ now🎉
Observation of demographic change in a city with celebratory tone, asserting new ethnic/cultural identity of the place.
Identity Assertion
0.85
harmanrai9319
Oct 1, 2025
All I see is native people taking back their land
All I see is native people taking back their land
Comment frames immigration through Indigenous land rights, asserting a competing claim to national belonging.
cantholdyourbreath
Oct 1, 2025
You should check out Burnside Gorge in Victoria BC. Between the City of Victoria's entire stock of Homeless shelters (in this one neighbourhood) and the city's entire stock of Sikh temples, Punjabi restaurants and East …
You should check out Burnside Gorge in Victoria BC. Between the City of Victoria's entire stock of Homeless shelters (in this one neighbourhood) and the city's entire stock of Sikh temples, Punjabi restaurants and East Indian clothing and grocery stores, it is a total sh*tpit - where people can't sleep at night because the Sikh punks are racing their cars up and down Burnside all night. Any whyte people who can, move out - leaving only the poorest, who can't afford to move, the homeless and the Punjabis.
Uses us-vs-them framing ('whyte people' vs Punjabis/Sikhs) and describes neighborhood decline through ethnic demographic lens, with secondary fear/threat elements about safety and displacement.
jasondrummond9451
Jan 27, 2026
So embarrassed he is our prime minister
So embarrassed he is our prime minister
Expresses shame about national leadership, asserting a negative identity claim about Canada's representation.
@charlottenewfoundland
Mar 4, 2025
The problem is they refuse to assimilate and embrace western culture or the culture of the country they immigrated too. This is what infuriates the citizens of the host country. We do not care if …
The problem is they refuse to assimilate and embrace western culture or the culture of the country they immigrated too. This is what infuriates the citizens of the host country. We do not care if they have their traditions, we care that they try to make our country just like the one they left.
Asserts cultural incompatibility and frames immigrants as threatening national identity through refusal to assimilate.
sharthun2009
Oct 1, 2025
0:51 Greatest country on earth... what the fuck are you talking about. Canada is a complete shit hole with the liberal Nazi's
0:51 Greatest country on earth... what the fuck are you talking about. Canada is a complete shit hole with the liberal Nazi's
Asserts national identity claim ('Greatest country on earth') while criticizing government ('liberal Nazi's'), with strong us-vs-them framing.
PurityPaintingINC
Jan 29, 2026
Oh India 🇮🇳 yeah makes sense 🙄 they are all wprking at fast food restaurants or shitting on beaches
Oh India 🇮🇳 yeah makes sense 🙄 they are all wprking at fast food restaurants or shitting on beaches
Uses ethnic stereotyping and dehumanizing language to assert negative identity claims about Indians, combining offensive generalizations with unverified employment claims.
FawkQrightfast
Sep 30, 2025
Cant trust them jeet jeets
Cant trust them jeet jeets
Uses ethnic slur and distrust framing to assert negative identity claims about a specific group.
Identity Assertion
0.85
FawkQrightfast
Sep 30, 2025
We don’t want them here our country is fucked enough already!
We don’t want them here our country is fucked enough already!
Asserts national belonging ('our country') and rejects immigrants, framing them as threats to national integrity.
mastadon2181
Jan 29, 2026
We don’t want curry in America
We don’t want curry in America
Expresses cultural exclusion and in-group preference framed as national boundary-setting.
ForefathersWhiteEuropean
Jan 29, 2026
Good work Indian students! You’ve successfully and effortlessly ruined the good standing of Indians who came to these western countries peacefully. The trust has been broken and going to be an uphill battle. 😢
Good work Indian students! You’ve successfully and effortlessly ruined the good standing of Indians who came to these western countries peacefully. The trust has been broken and going to be an uphill battle. 😢
Uses in-group/out-group framing ('Indians who came peacefully' vs. current students) and asserts damage to collective reputation and trust.
compoundingpaper-ron5794
Sep 30, 2025
The Oliveira surname made him portuguese right away!
The Oliveira surname made him portuguese right away!
Comment makes an ethnic/national identity claim based on surname, using it as a marker of Portuguese identity.
Identity Assertion
0.85
annacatania1214
Feb 4, 2026
I don’t understand why Jeets 🇮🇳🤮 are so obsessed with poo and P
I don’t understand why Jeets 🇮🇳🤮 are so obsessed with poo and P
Uses dehumanizing ethnic stereotyping and makes an unsubstantiated generalization about a national group.
Aanyarehmani
Jan 27, 2026
As a Canadian, so proud of Prime Minister Trudeau! Go for it, hit America with huge tariffs! Bully trump and his lap dog should sit up and take note!!!!!!
As a Canadian, so proud of Prime Minister Trudeau! Go for it, hit America with huge tariffs! Bully trump and his lap dog should sit up and take note!!!!!!
Commenter asserts Canadian identity and pride, framing support for Trudeau as national loyalty while calling for aggressive trade action against the US.
@lorrainelawton8942
Mar 4, 2025
Trump is America king .
Trump is America king .
Brief assertion of Trump's dominance/authority framed in terms of national leadership and power dynamics.
Identity Assertion
0.85
@hezekiahisrael3236
Mar 4, 2025
Brampton is one of Canadas shit hole cities
Brampton is one of Canadas shit hole cities
Derogatory characterization of a Canadian city with implicit demographic anxiety about immigrant populations.
DStrobs
Sep 30, 2025
Indians are shady
Indians are shady
Makes a derogatory ethnic generalization about Indians, asserting negative stereotypes as identity-based criticism.
Identity Assertion
0.85
mikecole17
Sep 30, 2025
Time to trap and remove the scurrying 🪳 Roaches
Time to trap and remove the scurrying 🪳 Roaches
Dehumanizing language using insect metaphor to describe immigrants, expressing threat and removal sentiment.
BCOnTheFly
Sep 29, 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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