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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Call to Action
2,768 comments
The rest of the world should put tariffs on america that will hurt them ?
The rest of the world should put tariffs on america that will hurt them ?
Urges other nations to implement retaliatory tariffs against America as a strategic response.
Call to Action
0.75
@michaelcoady828
Mar 4, 2025
Whoever buy American car after March 4th should be interrogated and questioned about his loyalty and even his citizenship!
Whoever buy American car after March 4th should be interrogated and questioned about his loyalty and even his citizenship!
Urges action against those purchasing American cars, framing it as a loyalty/citizenship issue tied to national identity.
@nwaiser9287
Mar 4, 2025
Welcome to world economic forum and liberals that is what you get Canadians are sleeping besides crying online people should go protest like they do if people dont show their frustration its just going to …
Welcome to world economic forum and liberals that is what you get Canadians are sleeping besides crying online people should go protest like they do if people dont show their frustration its just going to continue good luck before this country turns in to a 3 world country
Urges Canadians to protest and express frustration about government policies, warning of national decline if action isn't taken.
adizinha83
Aug 26, 2025
Well done Canada! Now join the EU and be part of the proposed European army! You might even consider building a wall on your southern border.
Well done Canada! Now join the EU and be part of the proposed European army! You might even consider building a wall on your southern border.
Urges Canada to join the EU and build a border wall; tone suggests ironic/sarcastic commentary on geopolitical tensions.
@MarkRobinson-p5i
Mar 4, 2025
DEPORT ?!!! WTF MAN SO DUMB
DEPORT ?!!! WTF MAN SO DUMB
Expresses strong emotional reaction demanding deportation, though brief and less detailed.
mitchy450
Oct 3, 2025
My message get the fuck out
My message get the fuck out
Direct imperative urging someone to leave the country, functioning as a call to action.
Call to Action
0.75
rubenburgos4050
Feb 24, 2026
This politician is so far up trump's trump that she is trying with all her mindless word salad to create instability. They have paid her off to remain a traitor in Canada. United we stand. …
This politician is so far up trump's trump that she is trying with all her mindless word salad to create instability.
They have paid her off to remain a traitor in Canada.
United we stand.
Boycott the usa
Boycott the usa world Cup!
Combines accusations of betrayal and corruption with explicit calls to boycott, framed as patriotic action; contains unsubstantiated claims.
@asaraset9568
Feb 20, 2026
When are you going to report on the "greatest country on the world" shooting its own people? Talk about Trumps personal GESTAPO
When are you going to report on the "greatest country on the world" shooting its own people?
Talk about Trumps personal GESTAPO
Urges the creator to report on US violence instead, implicitly calling for attention shift while comparing countries unfavorably.
Atimo133
Jan 27, 2026
AMERICANS WILL NOW FIND OUT WHAT CANADIANS ARE MADE OF, AND WHERE CANADA IS GEOGRAPHICALLY, THIS LITTLE BIT OF EDUCATION WILL COME WITH PRICE, YOU VOTED THAT PEST IN, NOW YOU PAY
AMERICANS WILL NOW FIND OUT WHAT CANADIANS ARE MADE OF, AND WHERE CANADA IS GEOGRAPHICALLY, THIS LITTLE BIT OF EDUCATION WILL COME WITH PRICE, YOU VOTED THAT PEST IN, NOW YOU PAY
Uses emphatic language to urge Americans to recognize Canada's strength and accept consequences of their voting choices.
@ramiroguerrero6331
Mar 4, 2025
I really can’t believe Donald is dragging us down and we sit back.
I really can’t believe Donald is dragging us down and we sit back.
Expresses frustration with a political leader and implicitly urges inaction/complacency as a problem, framed with national identity concern.
@RaXsOn.j
Mar 4, 2025
Trump should sidelined now he is now finished ?
Trump should sidelined now he is now finished ?
Rhetorical question urging removal of Trump from political relevance or office.
Call to Action
0.75
@michaelcoady828
Mar 4, 2025
Still have time to deport them by using their sin numbers. Just like ice did. Just use their activities and use spy cops . I bet most of them will be gone. Also those lawyers, …
Still have time to deport them by using their sin numbers. Just like ice did. Just use their activities and use spy cops . I bet most of them will be gone. Also those lawyers, who kept posting in their Instagram 2x work permit etc.
Urges deportation using surveillance and legal mechanisms, contains unsubstantiated claims about immigration fraud.
thefaq2575
Jan 29, 2026
My advise to Canadians is that they should as quickly as possible unite with other nations in protection of beautiful Canada . At least most Americans have lost the seriousness and the truth for a …
My advise to Canadians is that they should as quickly as possible unite with other nations in protection of beautiful Canada . At least most Americans have lost the seriousness and the truth for a unknown duration .
Advises Canadians to unite with other nations for protection, framed as urgent action against American instability.
@shahzadnasserian5375
Mar 4, 2025
Somebody send this to Trump.
Somebody send this to Trump.
Urges sharing the video with Trump, implying he should take action similar to U.S. immigration policy.
Shazam999
Jan 28, 2026
I really hope the RCMP sees this video
I really hope the RCMP sees this video
Urges law enforcement to take action based on video content, implying the video contains evidence of criminal activity.
Call to Action
0.75
Momo514xo
Jan 28, 2026
Canada needs ICE
Canada needs ICE
Brief call for ICE (Immigration and Customs Enforcement), implying support for stricter immigration enforcement.
Call to Action
0.75
doctorskelestein
Aug 27, 2025
Alberta sovereignty! If you don't stand for this move to Alberta we will need you people like you.
Alberta sovereignty! If you don't stand for this move to Alberta we will need you people like you.
Urges like-minded people to move to Alberta and support provincial sovereignty movement.
Cynocehali
Jan 28, 2026
Its so clear yet people don't see it or want confrontation well we better stop this shit time get back our homes
Its so clear yet people don't see it or want confrontation well we better stop this shit time get back our homes
Urges action ('we better stop this shit') to reclaim homes, combining alarmism with mobilization language.
JimmyDoucette
Aug 27, 2025
Impeach Trump!\nHe is a traitor!
Impeach Trump!\nHe is a traitor!
Calls for impeachment while making a moral accusation of treason, combining action-oriented demand with ethical judgment.
@heatherhumphrey3222
Mar 4, 2025
The votes should be audit on the battlefield states.
The votes should be audit on the battlefield states.
Calls for auditing votes in swing states, presenting an unverified claim about election integrity.
@NoraCruz-b2c
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)