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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 171 of 276
Brampton is basically India! 😅😅😅😅😅
Brampton is basically India! 😅😅😅😅😅
Uses humor and emoji to make an identity-based observation about demographic change in Brampton, suggesting it has become predominantly Indian.
christinabennett9280 Sep 20, 2025
I just had a meeting at work in regards to offensive language or values. They are my thoughts that are supposed to to change. I told them all their brainwashing will not work on me. …
I just had a meeting at work in regards to offensive language or values. They are my thoughts that are supposed to to change. I told them all their brainwashing will not work on me. Im allowed to be me just as much as Im suppose to accept of people’s beliefs and screw mine
Asserts right to personal beliefs and resistance to perceived cultural pressure, framing this as an identity/values conflict rather than policy critique.
stewartsorel4610 Aug 27, 2025
It's not that he's leaving, this is what Canadians feel. Why is everything so cynically political in the US. We say what we mean, and mean what we say. The US can no longer be …
It's not that he's leaving, this is what Canadians feel. Why is everything so cynically political in the US. We say what we mean, and mean what we say. The US can no longer be trusted.
Asserts Canadian values and identity through contrast with US political culture and trustworthiness.
@rossjackson2929 Mar 4, 2025
I'm Indian. I love super job. You can't say that to my country.😢😢😢😮😮😮 2:51
I'm Indian. I love super job. You can't say that to my country.😢😢😢😮😮😮 2:51
The commenter asserts their Indian identity and expresses offense at perceived criticism of their country, using emotional language to defend national pride.
GursejsinghJohal Jan 27, 2026
Canada is lawless Punjab now
Canada is lawless Punjab now
Uses ethnic/regional reference ('Punjab') to assert demographic change and loss of Canadian identity, framed as a threat.
computermech Jun 20, 2025
As an American, I don’t want this or the present government!
As an American, I don’t want this or the present government!
American commenter asserts their national identity while distancing themselves from current government leadership.
@midgethorn4083 Mar 4, 2025
Can apply. Shush up lawyer not our problem. Go home n fix your government.
Can apply. Shush up lawyer not our problem. Go home n fix your government.
Uses dismissive 'go home' framing that asserts national boundaries and us-vs-them distinction, with a call to fix their own government.
donnalisinski3003 Nov 24, 2025
This is good for the future of Quebec and Canada. Quebec has finally decided to rule their destiny in way that lead to their independence, that is the next step of the politicians.
This is good for the future of Quebec and Canada. Quebec has finally decided to rule their destiny in way that lead to their independence, that is the next step of the politicians.
Frames policy as enabling Quebec's self-determination and independence, emphasizing national/regional identity and destiny.
jean-yvesfontaine8506 Nov 21, 2025
Imagine if ANY of our own politicians had the spine to say it like it is.
Imagine if ANY of our own politicians had the spine to say it like it is.
Canadian commenter contrasts Trudeau's courage with domestic politicians, asserting national identity and values around political integrity.
@jayvolak Mar 4, 2025
No indian would ever say this, if this video was made about any other ethnicity. But stop with the damn racism bruh. Yeah Indians are disgusting af but still
No indian would ever say this, if this video was made about any other ethnicity. But stop with the damn racism bruh. Yeah Indians are disgusting af but still
Acknowledges ethnic stereotyping while simultaneously engaging in it, framing the issue as selective racism against Indians.
Seraphim-o4g Jan 28, 2026
what a time to be alive. USA wants to be alone, let them do that. I know Trudeau is hated in Canada, but god damn is he 100x a leader than what Dumb is supposed …
what a time to be alive. USA wants to be alone, let them do that. I know Trudeau is hated in Canada, but god damn is he 100x a leader than what Dumb is supposed to be
Commenter asserts Canadian identity while making comparative leadership judgments between nations and leaders.
@LoomisPC Mar 4, 2025
Is he even PM … he announced he will step down. Nobody cares about this guy and neither do President Trump.
Is he even PM … he announced he will step down. Nobody cares about this guy and neither do President Trump.
Questions the PM's legitimacy and relevance while asserting that Trump's opinion matters more, reflecting identity-based political positioning.
@saketjain05 Mar 4, 2025
Sikhs will go back to Panjab Once Sikh country land 100% is free which was same land in 1848 drom mughals and Indian hindu is free world have all papers, same area not from Pakistan …
Sikhs will go back to Panjab Once Sikh country land 100% is free which was same land in 1848 drom mughals and Indian hindu is free world have all papers, same area not from Pakistan but only from indian terrorists activities as run Sikh genocides of 125 yrs as Punishment to rss terrorists
Asserts a separatist identity claim about Sikhs and their homeland, framing return migration as tied to historical grievances and territorial claims.
thepunjabtimes29 Jan 27, 2026
Magas. You are half a country vs the entire world.
Magas. You are half a country vs the entire world.
Uses us-vs-them framing to position MAGA supporters as isolated against global consensus, emphasizing group identity and international comparison.
@dcagepcutta6488 Mar 4, 2025
Canada is occupied territory by Europeans. Canada isn't only for whites.
Canada is occupied territory by Europeans. Canada isn't only for whites.
Frames Canada as 'occupied territory' and asserts that it belongs to multiple groups, not exclusively to Europeans or whites.
rktubemusic Jan 27, 2026
Be part of the USA and no tax
Be part of the USA and no tax
Suggests Canada should join the USA and frames this as a solution to taxation, expressing a preference for American identity/governance.
@daniyarbossinov5951 Mar 4, 2025
I’ve never been more ashamed of my country’s leadership! I’m entirely convinced Trump is a Russian asset.
I’ve never been more ashamed of my country’s leadership! I’m entirely convinced Trump is a Russian asset.
Expresses national shame and identity crisis while making an unverified claim about Trump being a Russian asset.
@eschdaddy Mar 4, 2025
Is London getting to diverse for them then?
Is London getting to diverse for them then?
Rhetorical question implying concern about demographic change and cultural/ethnic composition of London, framing diversity as a problem.
claudette183 Feb 10, 2026
Canadians politeness has caused Canada big time grief.
Canadians politeness has caused Canada big time grief.
Characterizes Canadian national identity trait (politeness) as a vulnerability exploited by immigration, framing it as a threat.
jillwhiting919 Feb 6, 2026
We Canadians don’t want this collection of clowns to represent us. But sadly the liberals won’t leave.
We Canadians don’t want this collection of clowns to represent us. But sadly the liberals won’t leave.
Asserts Canadian identity ('We Canadians') and expresses rejection of current government representation, framing as us-vs-them.
@col8179 Mar 4, 2025
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Category Distribution

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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)