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
Search & Filter
Identity Assertion
5,512 comments
we don't want this either ?
we don't want this either ?
Group rejection statement ('we don't want this') expressing collective opposition without elaboration.
Identity Assertion
0.75
@lerevelucide
Mar 4, 2025
He doesn’t speak for the common Canadian but only for the elite who have tried to undermine the world!!
He doesn’t speak for the common Canadian but only for the elite who have tried to undermine the world!!
Claims about who the speaker represents ('common Canadian') versus elites, establishing in-group/out-group distinction.
@joshgomez5263
Mar 4, 2025
Hey now don't let the orange creature speak for all of us, the country didn't start a trade war, one tiny handed little man did.
Hey now don't let the orange creature speak for all of us, the country didn't start a trade war, one tiny handed little man did.
Commenter distinguishes themselves from Trump supporters ('don't let...speak for all of us'), asserting a national identity separate from his policies.
@necyad
Mar 4, 2025
And there is the speech we said was coming...liberals to the rescue..FO you lying ahole
And there is the speech we said was coming...liberals to the rescue..FO you lying ahole
Uses partisan framing ('liberals') and hostile language suggesting us-vs-them political identity conflict.
@healthyspirit4unme776
Mar 4, 2025
Go blackface Justin
Go blackface Justin
Uses a derogatory reference to attack the PM's identity and character rather than engaging substantively.
Identity Assertion
0.75
@jerryaldini4535
Mar 4, 2025
YEAH, Trump is doing the right thing!!!! About time we have a back boned president!!!!
YEAH, Trump is doing the right thing!!!! About time we have a back boned president!!!!
Expresses support for Trump as a strong leader, framing this as a values-based identity position rather than policy analysis.
@n_baileyname2698
Mar 4, 2025
You are well respected and highly regarded by majority in the whole wide world Justin Trudeau.Many countries and its people stand by CANADA!??????
You are well respected and highly regarded by majority in the whole wide world Justin Trudeau.Many countries and its people stand by CANADA!??????
Asserts Canadian national pride and claims international support, framing Canada positively within a global context.
@Martes29
Mar 4, 2025
Americans is absolutely NOT with the orange man sitting in the White House
Americans is absolutely NOT with the orange man sitting in the White House
Asserts American identity and distancing from Trump, using 'Americans' as a collective identity claim separate from Trump supporters.
@einawatford3979
Mar 4, 2025
what has putin to do with this...............what has russia done to canada....u are harbouring khalistanis... u get what u deserve
what has putin to do with this...............what has russia done to canada....u are harbouring khalistanis... u get what u deserve
Frames Canada as harboring Khalistanis (unverified claim) and uses us-vs-them framing about Russia/Putin, asserting national identity concerns.
@vmsangar8029
Mar 4, 2025
At least Canada has a leader who cares about their people and most importantly, he is literate and not a convicted Felon looser!!!
At least Canada has a leader who cares about their people and most importantly, he is literate and not a convicted Felon looser!!!
Asserts Canadian national pride and superiority through comparison of leaders, emphasizing literacy and legal standing as identity markers.
@GMan1951-g7q
Mar 4, 2025
Trump likes Canadians, he just doesn't like that weasel Trudeau.... Remember the truckers...
Trump likes Canadians, he just doesn't like that weasel Trudeau.... Remember the truckers...
Distinguishes between Trump's feelings toward Canadians versus the Canadian PM, asserting group identity and political divisions.
@dannybatterbee2444
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
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
Trudeau wouldn't be talking this shit if trump was there in front of him
Trudeau wouldn't be talking this shit if trump was there in front of him
Suggests Trudeau would behave differently under pressure from Trump, implying weakness and framing a power dynamic between nations.
@hillbillyhomestead1966
Mar 4, 2025
This USAF Veteran stands with lthe USA. Tired of carrying Canada, especially on military defense.
This USAF Veteran stands with lthe USA. Tired of carrying Canada, especially on military defense.
Self-identified US veteran expressing frustration with Canada's military contribution, asserting national identity and burden-sharing concerns.
@greggergen4254
Mar 4, 2025
Get um Trump we are ready for America to be first.
Get um Trump we are ready for America to be first.
Expresses support for Trump and America-first positioning, combining identity assertion with implicit call-to-action sentiment.
@angelakimbell118
Mar 4, 2025
As a Canadian, i dont care fuck off
As a Canadian, i dont care fuck off
Identity claim ('As a Canadian') followed by dismissive statement, asserting national identity and rejecting the video's relevance.
Identity Assertion
0.75
DanielCote-ur1lw
Jan 27, 2026
Yhh that bike guy are the types of white dude who get their teeth knocked out..i really hope he can fight or he stays in his white trash town 😅
Yhh that bike guy are the types of white dude who get their teeth knocked out..i really hope he can fight or he stays in his white trash town 😅
Comment uses racial/ethnic stereotyping ('white dude', 'white trash') and implies physical threat, combining identity-based framing with fear-mongering language.
BritishReign
Jan 28, 2026
White guy is spitting facts
White guy is spitting facts
Endorses the 'white guy' speaker using racial framing to validate his statements.
Identity Assertion
0.75
ajchansiri556
Jan 28, 2026
Trudeau is an absolute joke.
Trudeau is an absolute joke.
Dismissive personal attack on Trudeau's credibility and competence as a leader.
Identity Assertion
0.75
@Naz-xh4vm
Mar 5, 2025
Compare Videos
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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Discourse Quality (Perspective API)