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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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Comparative

2,420 comments
Page 112 of 121
No one in Canada listened to Trump state of the union speech 🙄.
No one in Canada listened to Trump state of the union speech 🙄.
References US political context (Trump) in comparison to Canadian attention/response, comparing national political engagement.
crazyhandshands9028 Feb 26, 2026
And another war the U.s is going to lose.
And another war the U.s is going to lose.
Comment compares U.S. military capability to another nation (implied loss), framing it as a comparative geopolitical assessment with underlying threat concern.
@felixreyes8560 Mar 4, 2025
have we seen it this bad before? ah 1812? York Canada burned, and the white house USA burned.
have we seen it this bad before? ah 1812? York Canada burned, and the white house USA burned.
The comment compares current tensions to the War of 1812, invoking historical precedent while expressing concern about escalation.
@winchcable2282 Mar 4, 2025
Punjab is also in pakistan why don't they say we want pakistani punjab reason as a khalistan.... 😅😅😅 This is called politic,
Punjab is also in pakistan why don't they say we want pakistani punjab reason as a khalistan.... 😅😅😅 This is called politic,
Compares Punjab's geographic/political status across borders while making a political argument about selective advocacy.
MangaRecap-t4m Jan 29, 2026
BC is way worse
BC is way worse
Compares Canadian provinces, suggesting one region is worse than another in context of immigration discussion.
imnotsure8250 Jan 29, 2026
America is not the greatest country
America is not the greatest country
Makes a comparative ranking statement about America relative to other nations, though context is unclear.
kieranpog7693 Jan 29, 2026
indians in Canada are like Bangladeshi in india
indians in Canada are like Bangladeshi in india
Draws a comparative analogy between Indian immigrants in Canada and Bangladeshi people in India.
mrreal3853 Jan 29, 2026
compared to the gods chosen people, indians are way more chill and trying to mind their own business. they arent being malicious and theyre straightforward
compared to the gods chosen people, indians are way more chill and trying to mind their own business. they arent being malicious and theyre straightforward
Compares immigrant groups' behavior and attitudes, ranking them relative to each other.
B0Sajwah Feb 28, 2026
So this time its not a pandemic its an economical meltdown...USA short lived broke arse empire falling?
So this time its not a pandemic its an economical meltdown...USA short lived broke arse empire falling?
Compares USA and Canada economic situations while making an unsubstantiated claim about US empire decline.
@cheforyourpartyprivatehire9765 Mar 4, 2025
The Camp of the Saints
The Camp of the Saints
Reference to 'The Camp of the Saints' (a novel comparing France to immigration invasion) invokes comparative framing between nations and demographic scenarios.
tracheotome Oct 2, 2025
Here in Australia there’s a legal term/action known as “eternal and legal power of guardianship.” Maybe there’s an American version for Chump!!
Here in Australia there’s a legal term/action known as “eternal and legal power of guardianship.” Maybe there’s an American version for Chump!!
References Australian legal concepts as comparison to American situation, with sarcastic tone toward a political figure.
@PominPerth Mar 4, 2025
America has nothing I need
America has nothing I need
Commenter is comparing Canada unfavorably to America, suggesting America lacks appeal relative to other options.
cassdowdy Jan 29, 2026
Bro! No One wants to go to US from Canada. uS has literally become scene out of Handmaid’s Tale
Bro! No One wants to go to US from Canada. uS has literally become scene out of Handmaid’s Tale
Compares US unfavorably to Canada using hyperbolic reference to The Handmaid's Tale, suggesting sarcasm about immigration preferences.
JeebaWeeza-p3c Jan 28, 2026
I can totally see Canada as a part of the EU. Love, from Poland.
I can totally see Canada as a part of the EU. Love, from Poland.
Compares Canada to the EU and references Poland, proposing alternative geopolitical alignments with a lighthearted tone.
@pan_salceson Mar 4, 2025
Indians hate Canada; it's cold there. And Mexicans won't let them into the US.
Indians hate Canada; it's cold there. And Mexicans won't let them into the US.
Makes comparative observations about immigrant groups and their preferences regarding climate and geography, with a satirical tone.
sashadurov1229 Feb 21, 2026
Trump is friend only to himself. Beyond that, I'm wondering if he is a Russian asset. What did he and Putin talk about in Helsinki in 2018, when no one else was allowed inside the …
Trump is friend only to himself. Beyond that, I'm wondering if he is a Russian asset. What did he and Putin talk about in Helsinki in 2018, when no one else was allowed inside the room, very much against protocol? There are simply too many odd Trump-Russia incidents to ignore this, starting with Paul Manafort passing Trump campaign intel to Konstantin Kilimnik. I think there is cause for investigation. And frankly, spying on Trump should they find anything that warrants it. Canada rocks. I ordered a new Canada t-shirt and I'm going to wear it in public. Trump sucks golf balls. Thinking about getting a Gulf of Mexico shirt too. Trump is making Trudeau into a hero all of a sudden. LOL, way to go dumb orange president.
Compares Trump and Trudeau, expresses support for Canada, uses sarcasm and humor throughout.
@hootowl6354 Mar 4, 2025
lol Canadians are more racie than even Americans🙂
lol Canadians are more racie than even Americans🙂
Compares Canadian racism levels to American racism, using comparative framing with a dismissive tone.
CONTENT_FERTILIZER Jan 27, 2026
America = rogue nation.
America = rogue nation.
Brief comparative statement ranking America negatively as a 'rogue nation' relative to other nations.
@DrOfNothing Mar 4, 2025
This is what a president looks like. Coherent, intelligent, mindful, and strong. Sucks that we’re going to suffer from these tariffs, but it’s Trump’s fault 100%
This is what a president looks like. Coherent, intelligent, mindful, and strong. Sucks that we’re going to suffer from these tariffs, but it’s Trump’s fault 100%
Compares a foreign leader favorably to the commenter's own context while discussing economic tariff impacts.
@Handle2point0 Mar 4, 2025
And people are talking about Muslims invading their countries Those are hindi majority
And people are talking about Muslims invading their countries Those are hindi majority
Compares religious/ethnic composition of immigrant groups, contrasting Muslim and Hindu demographics in comparative context.
justfun8874 Feb 9, 2026
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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)