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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 118 of 276
Niagra falls is all India 🇮🇳 Pakistan 🇵🇰...thanks to LIBERAL PARTY
Niagra falls is all India 🇮🇳 Pakistan 🇵🇰...thanks to LIBERAL PARTY
The commenter uses demographic observation (Niagara Falls becoming predominantly Indian/Pakistani) to assert cultural displacement and blame the Liberal Party.
Joseph123-g6p Jan 29, 2026
Even the Indians are tired of Indians 💀
Even the Indians are tired of Indians 💀
A sarcastic observation about in-group criticism, using humor to assert identity-based divisions within immigrant communities.
autoingrement Jan 29, 2026
Paki/Indian, same people both invading people's countries.
Paki/Indian, same people both invading people's countries.
Makes an ethnic/national identity claim equating two groups as invaders, framing them as threats to the nation.
GedLongdon-x1h Jan 29, 2026
Khalistan is a Pakistani propaganda,,, to divide India.. the most revered place of Sikhs is in Pakistan,, so Pakies should give that land to khalistanies .
Khalistan is a Pakistani propaganda,,, to divide India.. the most revered place of Sikhs is in Pakistan,, so Pakies should give that land to khalistanies .
Engages in geopolitical identity framing about Khalistan separatism and regional territorial claims.
In-Difference Jan 29, 2026
As a Canadian-born Indian myself, I truly hate how Canada has become. i cant even go to school without Indian international students being so loud and obnoxious. these indians make us look so bad, it's …
As a Canadian-born Indian myself, I truly hate how Canada has become. i cant even go to school without Indian international students being so loud and obnoxious. these indians make us look so bad, it's terrible. They don't even bother to learn proper manners; it's disgusting.
Canadian-born Indian asserting in-group identity while distancing from and stereotyping Indian international students negatively.
J4Z471 Jan 27, 2026
As an Indian i feel really ashamed of the kind of precedence we are setting in Canada.
As an Indian i feel really ashamed of the kind of precedence we are setting in Canada.
Asserts Indian identity while expressing shame about Indian diaspora behavior in Canada, framing an us-vs-them dynamic.
stifler4330 Jan 29, 2026
The guy on the bike says what 90% of the population are thinking and are too afraid to say.
The guy on the bike says what 90% of the population are thinking and are too afraid to say.
Commenter claims the 'bike guy' expresses majority sentiment that others fear voicing, asserting a shared national/cultural perspective.
hunternimrod9671 Jan 29, 2026
If you are not ready to assimilate then don't go. Bicycle guys is what the world need more of right now.
If you are not ready to assimilate then don't go. Bicycle guys is what the world need more of right now.
Asserts a requirement for cultural assimilation as a condition of belonging, framing immigration through an us-vs-them lens of national identity.
Nadd108 Jan 29, 2026
He can only speak against Indian Hindus because his views come from there and Indian Hindus do not say anything to him. If you have the courage then go to the place where Muslim invasion …
He can only speak against Indian Hindus because his views come from there and Indian Hindus do not say anything to him. If you have the courage then go to the place where Muslim invasion is taking place. Indian Hindus do not say that you have to made any new rule or is living on the money of USA taxpayers, he will not make a video about these Muslims who will demand Sharia law in USA, joker😂
Frames criticism along religious/ethnic lines (Hindu vs. Muslim), claiming selective targeting and making comparative moral judgments about groups.
dori_42 Jan 29, 2026
Where the fuck is multiculturalism its Indian culture 😅😅😅
Where the fuck is multiculturalism its Indian culture 😅😅😅
Questions multiculturalism while asserting that Indian culture dominates, with sarcastic tone.
Jutt_4X4 Jan 29, 2026
Almost as obnoxious as the Africans
Almost as obnoxious as the Africans
Makes a derogatory comparative statement about African immigrants, framing them as problematic outsiders.
Scrambler85 Jan 29, 2026
We have no culture anymore. Even in College we learn that Canada doesn't have any identity anymore, it's racist, we have ❤Diversity ❤ smh
We have no culture anymore. Even in College we learn that Canada doesn't have any identity anymore, it's racist, we have ❤Diversity ❤ smh
Expresses anxiety about loss of national identity and cultural erosion due to diversity, framing multiculturalism as a threat to Canadian identity.
ReluctantSkeptic Jan 29, 2026
White fag trash doesnt like muslims .O what a shocker 😂and poor white trash has low iq himself 😂😂
White fag trash doesnt like muslims .O what a shocker 😂and poor white trash has low iq himself 😂😂
Uses derogatory language and us-vs-them framing to attack the creator's identity and perceived bias against Muslims.
azadam1000 Jan 29, 2026
No more turbans in the Canadian parliament.
No more turbans in the Canadian parliament.
Makes an exclusionary claim about religious/cultural symbols in parliament, framing national identity in opposition to immigrant markers.
MullBatoora-kf6cj Jan 29, 2026
Canada is not an "economic zone", it is our home. Let's keep it that way.
Canada is not an "economic zone", it is our home. Let's keep it that way.
Asserts Canada as a home/nation with intrinsic value beyond economic utility, framing immigration through belonging.
brianbagnall3029 Jan 29, 2026
Canada sucks Punjabi penis
Canada sucks Punjabi penis
Uses crude ethnic stereotyping and derogatory language to express negative sentiment toward a specific immigrant group.
AZERALSTEELE Jan 27, 2026
Tyler Oliveira is literally a latino yet he's trying to be racist towards his own kind and others.
Tyler Oliveira is literally a latino yet he's trying to be racist towards his own kind and others.
Challenges the creator's ethnic identity and accuses him of hypocrisy, framing the argument around in-group/out-group belonging.
MrKrabs-du7ss Jan 29, 2026
Bruh living for 3 years and still can't learn the language
Bruh living for 3 years and still can't learn the language
Criticizes immigrants for not assimilating linguistically, implying they don't belong or meet integration expectations.
quanta8382 Jan 29, 2026
Bike guy 100% correct, Muslims and Africans from Africa are the problem, Indians are chill af and don’t force their religion on you
Bike guy 100% correct, Muslims and Africans from Africa are the problem, Indians are chill af and don’t force their religion on you
Stereotypes specific immigrant groups as problematic while ranking others as acceptable, framing an us-vs-them division.
nationindutch Jan 29, 2026
As long as they are not muslims. The muslims ones can stay in India
As long as they are not muslims. The muslims ones can stay in India
Explicitly excludes Muslims from acceptable immigration while ranking other groups, framing religious identity as incompatible with Canadian belonging.
jeromyzwiers1452 Jan 29, 2026
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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)