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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 259 of 276
good job AMERICA
good job AMERICA
Approves of American action/leadership, implicitly positioning U.S. favorably in comparative national framing.
@enel9961 Mar 4, 2025
Reply by Pakistan origin is self explanatory
Reply by Pakistan origin is self explanatory
Makes an ethnic/national origin-based claim suggesting someone's background explains their position, using identity as explanatory framework.
ramank22787 Sep 29, 2025
People who said they will leave the country are still here??? bloody hypocrites dems are?
People who said they will leave the country are still here??? bloody hypocrites dems are?
Uses partisan framing ('dems') and calls out perceived hypocrisy, asserting political identity divisions.
@VerangaF430 Mar 5, 2025
Canada sucks
Canada sucks
Brief negative assertion about Canada's national identity and worth, expressing dissatisfaction with the country.
@spencershaw2407 Mar 4, 2025
I’m an Indigenous American here, I say if Canada was really our friend then they would understand that they have been taking advantage of our countries kindness for too long and it’s time they step …
I’m an Indigenous American here, I say if Canada was really our friend then they would understand that they have been taking advantage of our countries kindness for too long and it’s time they step up.. If us trying to do something good for our own country for one time instead of everybody else and it’s a problem like this then maybe we weren’t friends anyway.. That means u were only friendly bc u were taking advantage.. \nPlenty of other countries has decided to pick up their own slack and it’s time Canada and America and the other countries start focusing more on their own citizens.. \nThis man is ready to send Canadian soldiers to die in Ukraine right now for something that has nothing to do with them and now instead of negotiating an agreement it’s all about relation and hurting your own people to get back at others over something you took personally..\nI always liked Trudeau but if that’s how he feels about our country then that’s how we feel about his.. \nwe don’t care about Canada anymore except justing Bieber and Linus media group.. everyone else can go lol..
Asserts American identity and national interest prioritization, frames Canada as taking advantage, critiques both leaders' foreign policy choices.
@williamblanks8500 Mar 4, 2025
All immigrants are not muslims ,arabes are whites and natives are brown!!
All immigrants are not muslims ,arabes are whites and natives are brown!!
Makes claims about ethnic and racial categorization of immigrant and native populations, asserting identity boundaries.
dieusoleil2012 Aug 27, 2025
Canada... Get fucked.
Canada... Get fucked.
Dismissive statement directed at Canada as a nation, expressing frustration or rejection of national identity/policy.
@TyStroud-z7r Mar 5, 2025
9:12 ironic that Hanuman espoused humility and honour, key elements of civic sense which so many of my indian cousins lack.
9:12 ironic that Hanuman espoused humility and honour, key elements of civic sense which so many of my indian cousins lack.
Comment makes a cultural critique of Indian cousins lacking civic sense, combining identity-based observation with moral judgment about values.
JAKphoenixify Jan 28, 2026
I don't like them
I don't like them
Vague expression of dislike toward an unspecified group, implying in-group/out-group distinction.
collegedays4924 Oct 2, 2025
White trash dude knows what’s going on
White trash dude knows what’s going on
Uses derogatory racial language and frames a person as having legitimate insight into an unstated threat.
GODEYE270115 Jan 27, 2026
You own this disaster Trumpster aholes.
You own this disaster Trumpster aholes.
Blames an external actor for problems, using divisive language that frames an us-versus-them conflict.
@mercderkler Mar 4, 2025
I voted for Trump. I trust his judgment.
I voted for Trump. I trust his judgment.
States political allegiance and trust in a political figure, asserting a political identity position.
@darrelallard Mar 4, 2025
Immigration from a person not even born here like just shows how far canada has fallen now we cant even put a Canadian in charge, no lets put a immigrant in charge who in there …
Immigration from a person not even born here like just shows how far canada has fallen now we cant even put a Canadian in charge, no lets put a immigrant in charge who in there right mind does that liberals are all losers.and what india is at war with who ,makes no sense persecution because they beoke the law in there country and dont want to face charges over there they come here and cry and suck there thumb hoping that they can stay ,time to deport them all and send the Immigration dummy with them.
Asserts that immigrants should not lead Canada, combines unverified claims about Indian persecution and immigrant motives, and calls for deportation based on national identity exclusion.
JohnB-q8g Feb 27, 2026
America is a scab that never heals...
America is a scab that never heals...
Uses metaphorical language to characterize America negatively, asserting a critical national identity position.
@paulhanley-f9x Mar 4, 2025
You need us more then we need you
You need us more then we need you
Asserts relative power and importance of US over Canada in an us-vs-them framing with economic undertones.
@ImSoWoke Mar 4, 2025
all Africans lol
all Africans lol
Makes a sweeping, stereotyping generalization about Africans without context or evidence, asserting ethnic/national boundaries.
TiannaFrankBear Jan 28, 2026
Kneel Trudeau
Kneel Trudeau
Derisive nickname 'Kneel Trudeau' asserts a critical identity position and us-vs-them framing against the Prime Minister.
@j.r.fordiii Mar 4, 2025
Gavin and Tanner are so mad these days that Ashley and Jennifer have rejected them lol its kinda funny to watch the plight of uropian settler colonists, these neanderthal dna carrying dirty asses dingleberries from …
Gavin and Tanner are so mad these days that Ashley and Jennifer have rejected them lol its kinda funny to watch the plight of uropian settler colonists, these neanderthal dna carrying dirty asses dingleberries from cold uropian caves gotta be curbed along with their pdf illic abrahamic religions
Makes inflammatory identity-based attacks using pseudoscientific claims and offensive stereotypes about European ancestry.
sidmeerut417 Feb 11, 2026
And canada promised to whites back in mesolithic
And canada promised to whites back in mesolithic
Makes a historically inaccurate claim about Canada's original ownership to assert ethnic/racial entitlement.
BaranAtaş-v8k Feb 6, 2026
the americans won't break us, not through coercion like this
the americans won't break us, not through coercion like this
Asserts national resilience and us-vs-them framing regarding American pressure on Canada.
@sebastian192 Mar 4, 2025
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Discourse Taxonomy

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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)