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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
Page 40 of 276
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Extended ethnic grievance narrative using dehumanizing language ('invasion'), stereotyping, and unsubstantiated claims about behavior while asserting white Canadian identity and victimhood.
RedWolf3893 Jan 27, 2026
All this talk about this group and that group. The most destructive and needy group is African Americans. By far the worst of the worst.
All this talk about this group and that group. The most destructive and needy group is African Americans. By far the worst of the worst.
Makes sweeping negative generalizations about a racial group using inflammatory language without evidence.
DarkTideOffroad Jan 27, 2026
Yes! The kaffir culture is beyond fucked up…
Yes! The kaffir culture is beyond fucked up…
Uses a derogatory slur and makes sweeping negative cultural generalizations about a group, asserting cultural superiority.
jaques_meyermeyer9524 Jan 27, 2026
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
Poopjit indian are worse
Poopjit indian are worse
Makes a dehumanizing ethnic generalization using crude language, combining identity-based stereotyping with false claims.
NomiWalker Jan 27, 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
Indians are horrible
Indians are horrible
Makes a sweeping negative generalization about an ethnic/national group, asserting in-group superiority through derogatory characterization.
riskysom Jan 27, 2026
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.
FawkQrightfast Sep 30, 2025
Maximum are khalistani who don't even consider them as Indians but say it loud when confronted
Maximum are khalistani who don't even consider them as Indians but say it loud when confronted
Makes claims about ethnic/religious group identity and allegiance, suggesting disloyalty or deception without evidence.
chesswithadi8010 Feb 21, 2026
Disgraceful and a slap in tge face to true Canadians
Disgraceful and a slap in tge face to true Canadians
Claims about who counts as a 'true Canadian' and frames immigration as an affront to national identity.
bassbeauty Feb 27, 2026
India is a filthy country
India is a filthy country
Dehumanizing statement about a nation used to delegitimize immigrants from that country, framing an us-vs-them boundary.
mxbnsn2010 Jan 27, 2026
hindus are most dirtiest and unhygenic community🤮🤢
hindus are most dirtiest and unhygenic community🤮🤢
Makes a dehumanizing, false generalization about a religious/ethnic group using inflammatory language.
silentman-n3l9r Jan 27, 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
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
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
I’m French Canadian and proud ?? ? I live in US but did NOT vote for trump
I’m French Canadian and proud ?? ? I live in US but did NOT vote for trump
Asserts French Canadian identity and distinguishes self from Trump voters, establishing cultural/national belonging.
@XavierGNYC Mar 4, 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.
harmanrai9319 Oct 1, 2025
Bloody Indians
Bloody Indians
Derogatory ethnic slur expressing in-group/out-group hostility and identity-based rejection.
AS-if5jg Oct 1, 2025
Indian food is terrible. Non whites OVER season their food.
Indian food is terrible. Non whites OVER season their food.
Makes ethnic stereotypes about non-white food practices, combining cultural identity claims with false generalizations.
lennongotti751 Jan 27, 2026
Don’t say that the U.S. did this. TRUMP IS DOING THIS!
Don’t say that the U.S. did this. TRUMP IS DOING THIS!
Makes a pointed distinction between the U.S. as a collective and Trump as an individual actor, emphasizing personal accountability.
@pattiecorriganekness9620 Mar 4, 2025
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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

Which YouTube channels attract each type of discourse
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)