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
They should do that in all of Canada
They should do that in all of Canada
Advocates for implementing a policy or approach nationwide, though context from the video is unclear.
Call to Action
0.70
williamgrenville439
Dec 5, 2025
Force these new immigrants into conscription. This only makes sense since the Americans seem to only become even more aggressive.
Force these new immigrants into conscription. This only makes sense since the Americans seem to only become even more aggressive.
Proposes mandatory military service for immigrants as a policy solution, motivated by perceived external security threats.
stansmith9971
Jan 19, 2026
Shut up Trudeau
Shut up Trudeau
Dismissive command directed at a political figure, implicitly calling for silence or removal from office.
@desperadopharaoh2361
Mar 4, 2025
Who cares . Don't care. No need to prepare. A lot of beautiful places in Canada for visiting.
Who cares . Don't care. No need to prepare.
A lot of beautiful places in Canada for visiting.
Dismisses the topic and recommends visiting Canadian destinations instead as an alternative.
Call to Action
0.70
DuaLiu-cu2wc
Dec 10, 2025
We All Need To Unite As One Work Together And Go Back At Trump trudope carney singh arrest them and world gets better 😅😅
We All Need To Unite As One Work Together And Go Back At Trump trudope carney singh arrest them and world gets better 😅😅
Calls for unity and arrest of named political figures, combining vague populist messaging with unsubstantiated accusations.
@RicoMartin-x4y
Feb 20, 2026
Boycott smuckers fruit jams brand \nNot only is it maga brand … it donated to trump campaign funds !
Boycott smuckers fruit jams brand \nNot only is it maga brand … it donated to trump campaign funds !
Calls for boycott of a brand based on unverified claims about political donations, mixing activism with unsubstantiated factual assertions.
@Raspberry_pi-pie
Mar 4, 2025
This is what's needed to get rid of that Nano-Plastic Oil Brain! Once & for all!!! <3 Y'all for doing this!!! From now on a president should have to go through certain cognitive tests including: …
This is what's needed to get rid of that Nano-Plastic Oil Brain! Once & for all!!! <3 Y'all for doing this!!! From now on a president should have to go through certain cognitive tests including: a nano plastic count, cte/mri & catscans & pineal gland calcification assessment(just to name a few). There are much more who side with you Canada then ya might think ;) Namaste <3
Urges support for cognitive testing requirements for presidents while expressing health-based threat concerns about current leadership.
@nanoplasticoilbrain
Mar 4, 2025
All you stupid people (on the news)talking about how bad it is, but you won't admit that you vored him in!! Rich entitled morons
All you stupid people (on the news)talking about how bad it is, but you won't admit that you vored him in!! Rich entitled morons
Accusatory call for accountability directed at media and voters who supported Trump.
@mego5078
Mar 4, 2025
WE BLAME TRUMP and nobody else!!!
WE BLAME TRUMP and nobody else!!!
Emphatic statement assigning blame to Trump, implicitly urging others to recognize and hold him accountable.
@charrio2
Mar 4, 2025
Cut power now
Cut power now
Cryptic directive urging immediate action ('Cut power now'), though context is unclear.
Call to Action
0.70
@jonaslorentsen8986
Mar 4, 2025
You fucking tell us 😡
You fucking tell us 😡
Expresses emphatic agreement and appears to urge others to acknowledge or act on the video's message, though context is limited.
Call to Action
0.70
AryanSingh-w3k
Jan 28, 2026
Haven't been south since 95. No f**kin reason to go now. How about we screen Americans. And ask them their jobs. If they say ICE we should detained them and deport them to South America. …
Haven't been south since 95. No f**kin reason to go now. How about we screen Americans. And ask them their jobs. If they say ICE we should detained them and deport them to South America. See how receptive they are.......
Proposes screening and deporting American ICE agents, using sarcastic/satirical tone to advocate for reciprocal border policy.
That-Guy-79
Dec 8, 2025
Be careful what you vote for; you just might get it. Thanks, Cult 45, the Red Hat Army. You are the ones to blame. Everyone saw it, except those drunk on Cult 45.
Be careful what you vote for; you just might get it. Thanks, Cult 45, the Red Hat Army. You are the ones to blame. Everyone saw it, except those drunk on Cult 45.
Warns voters about consequences of their choices and blames a political group, with implicit call for accountability.
@JeramieCurtice
Mar 4, 2025
Every tool? SHUT OFF THEIR POWER AND OIL!!!!
Every tool? SHUT OFF THEIR POWER AND OIL!!!!
Urges aggressive action (cutting power/oil) framed as response to perceived threat, combining activism with alarmism.
@heatherbashow1995
Mar 4, 2025
I pray the idiots that voted for Dumpy are listening, you will be effected ?
I pray the idiots that voted for Dumpy are listening, you will be effected ?
Urges voters who supported Trump to recognize negative consequences, combining a call for awareness with moral judgment about electoral choices.
@adriehunn9656
Mar 4, 2025
Maybe Trudeau should make himself available to be the next UN Secretary General.
Maybe Trudeau should make himself available to be the next UN Secretary General.
Suggests Trudeau pursue a specific political position, implicitly urging a course of action.
Call to Action
0.70
@ulricgordon8586
Mar 4, 2025
Canada and Mexico should continue to do business without the us.
Canada and Mexico should continue to do business without the us.
Urges Canada and Mexico to pursue independent trade relationships, implicitly calling for action against US economic dominance.
@evp911
Mar 4, 2025
Trudea should offer citizenship to those that want to to leave the US. It would make everyone happy.
Trudea should offer citizenship to those that want to to leave the US. It would make everyone happy.
Proposes a policy action (offering US citizenship) with ironic tone suggesting it would resolve political tensions.
@user-ye8bh1sl6d
Mar 4, 2025
We should bring back the galantine, and put Trump under it for treason
We should bring back the galantine, and put Trump under it for treason
Calls for extreme action (execution) against Trump framed as justice for treason.
@Jlin0012
Mar 4, 2025
Annex Canada.
Annex Canada.
Cryptic statement 'Annex Canada' appears to be a call for political action, though meaning is ambiguous.
Call to Action
0.70
woollygoat8921
Jan 28, 2026
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)