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
Mr. Trudeau speaking truth to STUPIDITY.
Mr. Trudeau speaking truth to STUPIDITY.
Frames Trudeau as speaking truth against stupidity, using divisive us-vs-them language.
@joeberta368
Mar 4, 2025
The orange joker has to go! Those MAGA people are self-destructive and toxic to others.
The orange joker has to go! Those MAGA people are self-destructive and toxic to others.
Comment frames political opposition through us-vs-them identity language ('orange joker', 'MAGA people') while making a moral judgment about toxicity.
@silvanonovalis-kj2dx
Mar 4, 2025
Not America! Trump did! We didn't know that idiot was going to do that!
Not America! Trump did! We didn't know that idiot was going to do that!
Distinguishes between American people and leadership, asserting collective non-responsibility for policy decisions.
@Schwarzkald
Mar 4, 2025
Love it. F**k you USA, may your future be as bad as the President you voted for.
Love it. F**k you USA, may your future be as bad as the President you voted for.
Expresses strong us-vs-them framing with hostile sentiment toward the US and its voters.
@bigshow83
Mar 4, 2025
Lol conservative has been saying that but liberals and their sheeps enjoyed massive immigration
Lol conservative has been saying that but liberals and their sheeps enjoyed massive immigration
Frames immigration as a partisan political issue, contrasting conservative warnings with liberal support, using derogatory language for supporters.
rafial81
Jan 19, 2026
Nice question ❤ Will they go back to Khalistan? If they get it 😅
Nice question ❤
Will they go back to Khalistan? If they get it 😅
Question about Khalistan with emoji suggests sarcastic commentary on Sikh separatism, framing immigrants through ethnic/political identity.
himansbhad2078
Jan 28, 2026
8:42 mf khalistani gangster wants to destroy india .
8:42 mf khalistani gangster wants to destroy india .
Makes a political/identity accusation about someone in the video, conflating immigration with separatist movements.
shivangojha9303
Jan 27, 2026
Trudeau is the most impressive leader of the Western world. If only Canada could join the EU.
Trudeau is the most impressive leader of the Western world. If only Canada could join the EU.
Asserts Trudeau's superiority among Western leaders and expresses desire for Canada to join EU, framing national identity and belonging.
@lunaforjustice
Mar 4, 2025
Indian motherland Canada! shithole in India
Indian motherland Canada! shithole in India
Makes identity claim about Canada becoming 'Indian' while comparing it negatively to India using derogatory language.
dyd12345
Feb 27, 2026
More people dislike tradeau than love president trump and that is hard to do it's funny how another leader disrespected America calling our president Donald tradeau take care of our state up there
More people dislike tradeau than love president trump and that is hard to do it's funny how another leader disrespected America calling our president Donald tradeau take care of our state up there
Compares public sentiment toward leaders across nations and frames disrespect as a national/identity issue.
@JeremyConnison
Mar 4, 2025
Immigration is never and should never be a long term policy for a stable nation. Nations build internally. Nations protect the demographic interests and clear majority control for the native population. ALL Western immigration is …
Immigration is never and should never be a long term policy for a stable nation. Nations build internally. Nations protect the demographic interests and clear majority control for the native population.
ALL Western immigration is deliberately aimed at NOT doing that, and in fact is aimed at destroying that. That's a crime.
Also, read "Canada in Decay" by Ricardo Duchesne for the actual history of this issue and the repeated betrayals of Parliaments no matter which party was in power.
Asserts demographic nationalism and claims Western immigration is deliberately designed to destroy native population control, framed as a crime without evidence.
bc5cd
Jun 19, 2025
Thanks to all Americans who made the rest of US look like absolute idiots. I hate you all
Thanks to all Americans who made the rest of US look like absolute idiots. I hate you all
Expresses shame about American identity and distancing from Trump voters through hostile us-vs-them framing.
@marissamarzano6419
Mar 4, 2025
This American stands against donOLD and all his fascist buddies. Canada is sane and gracious. I'd migrate to Canada (or the EU or pretty much anywhere but here) if I could afford it. F you, …
This American stands against donOLD and all his fascist buddies. Canada is sane and gracious. I'd migrate to Canada (or the EU or pretty much anywhere but here) if I could afford it. F you, donOLD.
Commenter dismisses current leadership and calls for replacement, framing political identity and implicitly urging electoral change.
@mikeyboypdx1
Mar 4, 2025
Nothing wrong with Indians Tyler. Islam is the issue. They are mainly not Islamic
Nothing wrong with Indians Tyler. Islam is the issue. They are mainly not Islamic
Distinguishes between ethnic and religious identity groups, defending one while criticizing another based on religious affiliation.
Meh0427
Jan 27, 2026
Can’t believe these maga morons will follow this cult leader right off a cliff. It’s embarrassing.
Can’t believe these maga morons will follow this cult leader right off a cliff. It’s embarrassing.
Uses derisive language to distance commenter from Trump supporters, asserting in-group/out-group identity with satirical tone.
@davethompson9776
Mar 4, 2025
Canada has no cards. Canada is simply a little follower of United States of America.
Canada has no cards. Canada is simply a little follower of United States of America.
Asserts Canada's subordinate geopolitical position relative to the US, framing national identity through power dynamics.
@leiyu6840
Mar 4, 2025
Dear orange president dumba$$, this is what a real leader looks like. Just like Zelensky, he is a straight talking leader. Take a lesson, you big orange loser.
Dear orange president dumba$$, this is what a real leader looks like. Just like Zelensky, he is a straight talking leader. Take a lesson, you big orange loser.
Asserts American identity and grievances against Canadians, frames US-Canada relations as adversarial, and positions Americans as justified in their stance.
@Grrr9496
Mar 4, 2025
What a douche. Canada is done. Trump is right, and we will WIN!
What a douche. Canada is done. Trump is right, and we will WIN!
Asserts support for Trump and American victory while dismissing Canada's position, framing it as a competition.
@mindofmayhem.
Mar 4, 2025
I will make one correction. Trump is a very stupid man. Nothing smart about him.
I will make one correction. Trump is a very stupid man. Nothing smart about him.
Dismissive personal attack on Trump's intelligence, functioning as identity-based opposition without substantive policy engagement.
Identity Assertion
0.73
@lesliepalumbo9392
Mar 4, 2025
We don’t care we stand with president trump and his agenda of America first. Canada invited millions of students across the world and dumped into usa ?? unexpected
We don’t care we stand with president trump and his agenda of America first. Canada invited millions of students across the world and dumped into usa ?? unexpected
Asserts alignment with Trump's agenda while making an unverified claim about Canada dumping students into the USA.
@MrJatindeer
Mar 4, 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)