Research Tools
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
Why is governor trannydeau still talking? I thought he resigned……
Why is governor trannydeau still talking? I thought he resigned……
Uses derogatory language and false claim about resignation to attack Trudeau's legitimacy and identity, combining mockery with identity-based criticism.
@jimmyrogers654
Mar 4, 2025
Why is this so hard to understand? You Americans voted for him….
Why is this so hard to understand? You Americans voted for him….
Frames Americans as responsible for political outcomes through voting, establishing accountability and us-vs-them distinction.
@Horibonda
Mar 4, 2025
Canada might be a friend , but i don't see Trudeau as a friend of USA , more like a bit of a one for China and the globalist nut jobs
Canada might be a friend , but i don't see Trudeau as a friend of USA , more like a bit of a one for China and the globalist nut jobs
Makes an unsubstantiated claim about Trudeau's allegiances to China and 'globalist' interests, framing him as disloyal to the US-Canada relationship.
@minorrhoads5318
Mar 4, 2025
4:58 How obsessed you are with Muslims, you so-called civilized Epsteins!
4:58 How obsessed you are with Muslims, you so-called civilized Epsteins!
Accusatory framing targeting perceived bias against Muslims while invoking moral judgment about 'civilized' behavior.
MohamedTwarg-xo8kh
Mar 2, 2026
Bunch of commie leftards hating on American wanting our tax dollars to go to fraud waste and abuse. But hey the majority of them could think their way out of a soaking wet paper grocery …
Bunch of commie leftards hating on American wanting our tax dollars to go to fraud waste and abuse. But hey the majority of them could think their way out of a soaking wet paper grocery bag.
Uses partisan name-calling ('commie leftards') to assert ideological identity and criticize opposing political views on spending.
@Stuart-w6o
Mar 4, 2025
His commie but is almost gone, just like his daddy fidel he is a clown
His commie but is almost gone, just like his daddy fidel he is a clown
Makes unsubstantiated claim about Trudeau's political ideology ('commie') and uses family lineage comparison to assert negative identity characterization.
@guitarjeff5775
Mar 4, 2025
People who voted for Trump, are you happy? That man is crazy
People who voted for Trump, are you happy? That man is crazy
Expresses disapproval of Trump voters as an out-group, framing them as irrational, with implicit us-vs-them positioning.
@consuelolopez5104
Mar 4, 2025
A lot of canadians are unhappy with the guy, but that was a hell of a speech and a good reaponse to the US. Bring on the trade war!
A lot of canadians are unhappy with the guy, but that was a hell of a speech and a good reaponse to the US. Bring on the trade war!
Asserts Canadian identity and positions Canada against the US, while expressing support for confrontational stance.
@colmivers
Mar 4, 2025
I hope your watching MAGA. You brought this on by believing a pathological liar. You're not smart enough to think on your own. MAGA you own this.
I hope your watching MAGA. You brought this on by believing a pathological liar. You're not smart enough to think on your own. MAGA you own this.
Blames MAGA supporters for immigration problems, asserting political/ideological identity divisions and implicitly calling for accountability.
@jonn6427
Mar 4, 2025
I am 100% Maga, and Now I say F. Trump and F. Maga , I am no longer
I am 100% Maga, and Now I say F. Trump and F. Maga , I am no longer
Commenter asserts a shift in political identity and allegiance, rejecting previous MAGA affiliation.
Identity Assertion
0.75
@cbnesbeit1567
Mar 4, 2025
RIP America! We dont like you anymore
RIP America! We dont like you anymore
Brief statement rejecting America and expressing loss of affinity, framed as collective identity/belonging shift.
@nachtmuis4776
Mar 4, 2025
Trump is a moron. I can’t even think how he got elected.
Trump is a moron. I can’t even think how he got elected.
Expression of incredulity about Trump's election framed as a personal judgment, implying identity-based disagreement with voters who elected him.
@allenhendry5695
Mar 4, 2025
That Indian gentleman at the first 2 minute mark is based. He came to Canada for Canadian life, not cow dung life.
That Indian gentleman at the first 2 minute mark is based. He came to Canada for Canadian life, not cow dung life.
Praises an Indian immigrant for assimilating to Canadian culture while using derogatory language about Indian culture, mixing approval with ethnic stereotyping.
jonbusby7048
Feb 28, 2026
A real president speaking 2 languages.
A real president speaking 2 languages.
Makes a comparative claim about presidential qualities tied to language ability and national identity/leadership standards.
Identity Assertion
0.75
@simonleviev5099
Mar 4, 2025
Embarrassed as an American….so sad and simply disgusted….
Embarrassed as an American….so sad and simply disgusted….
American commenter expresses shame about their national identity and government actions, asserting distance from US policy.
@kimrummel1048
Mar 4, 2025
Now, how disgusting and disgusting it is that when you have to show drugs and dick, you mention the country's flag, but when you have to show a bad image of Americans, you don't even …
Now, how disgusting and disgusting it is that when you have to show drugs and dick, you mention the country's flag, but when you have to show a bad image of Americans, you don't even mention the American flag. These are those Indians who are Canadian citizens and have been in Canada for more than 50 years, you will say the same thing for European White Christians who immigrate.
Commenter asserts differential treatment based on ethnicity/national origin, framing a double standard in how Canadian and American flags are used in media representation.
lazyBearSK
Jan 27, 2026
Not india but Khalistan
Not india but Khalistan
Asserts a distinct political/ethnic identity (Khalistan) separate from India, challenging national categorization.
Identity Assertion
0.75
surfaceoftheoesj
Jan 27, 2026
Poor whites piss me off like how you poor but then I realize its Canada so never mind please keep all the africans and Indians please Canada you're doing gods work for use lol
Poor whites piss me off like how you poor but then I realize its Canada so never mind please keep all the africans and Indians please Canada you're doing gods work for use lol
Uses sarcasm to frame immigration as demographic replacement while asserting in-group/out-group distinctions based on race and nationality.
blaccitachi3275
Jan 27, 2026
American here. We do not want this
American here. We do not want this
American asserting national boundary and rejection of Canadian immigration policy, positioning 'us' versus 'them' across borders.
Bbutterfly3
Jan 27, 2026
It's not just Brampton!!
It's not just Brampton!!
Brief assertion that demographic change extends beyond one city, reinforcing geographic scope of concern.
Identity Assertion
0.75
BLAZINGGSWARM
Jan 27, 2026
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Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
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
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)
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14-category DH taxonomy
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