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
Americans! Call your congresspersons ASAP and insist they skip tonight's Presidential Address in protest.
Americans! Call your congresspersons ASAP and insist they skip tonight's Presidential Address in protest.
Directly urges Americans to contact representatives and protest presidential address.
Call to Action
0.96
@BoxiestLlama
Mar 4, 2025
Vote trump and the Republicans out!!!
Vote trump and the Republicans out!!!
Direct exhortation to vote against Trump and Republicans, a clear call to political action.
Call to Action
0.95
@alfredcolstoniii8014
Mar 4, 2025
Deport all of them
Deport all of them
Direct call for mass deportation of immigrants, urging a specific extreme action.
Call to Action
0.95
mitchywals
Jan 28, 2026
Stop voting liberal....please people
Stop voting liberal....please people
Direct exhortation urging people to stop voting for a specific political party.
Call to Action
0.95
patricklucas8801
Aug 26, 2025
Ok. So win the damn election!
Ok. So win the damn election!
Direct exhortation to take electoral action by winning an election to address the issue.
Call to Action
0.95
lapserdak24
Feb 26, 2026
GET.THEM.OUT.
GET.THEM.OUT.
Emphatic demand for removal of immigrants with no other substantive argument.
Call to Action
0.95
antoniorosario2985
Dec 25, 2025
How's it going to get better? Only one way!!! Polievre is the only way out of this.!!!.
How's it going to get better? Only one way!!! Polievre is the only way out of this.!!!.
Explicitly urges political action by endorsing a specific political leader (Poilievre) as the solution.
Call to Action
0.95
DBR777productions
Aug 29, 2025
Arrest convict sentence then deport
Arrest convict sentence then deport
Direct call for law enforcement action (arrest, convict, sentence, deport) against criminal immigrants.
Call to Action
0.95
arwik5384
Feb 18, 2026
Get a petition going
Get a petition going
Directly urges others to initiate a petition, a clear call for collective action.
Call to Action
0.95
briandillon-v8g
Jan 1, 2026
Vote Pierre! 🇨🇦
Vote Pierre! 🇨🇦
Direct exhortation to vote for a specific political candidate.
Call to Action
0.95
Marc.Google
Jan 23, 2026
We need ICE now
We need ICE now
Brief call for ICE-style enforcement actions against undocumented immigrants.
Call to Action
0.95
Mohammedpalle5934
Jan 16, 2026
Keep it going!!
Keep it going!!
Encouragement to continue deportation efforts without elaboration.
Call to Action
0.95
derekvancouver
Dec 25, 2025
Please help and join the 50501 Movement!
Please help and join the 50501 Movement!
Direct urge for others to join a specific movement, explicitly requesting action.
Call to Action
0.95
@aribeats_
Mar 4, 2025
Deport. Deport. Deport
Deport. Deport. Deport
Repetitive demand for deportation action with no other substantive content.
Call to Action
0.95
AndySowyer
Dec 25, 2025
Do a part 2 on surrey
Do a part 2 on surrey
Requests the creator produce additional content on a specific topic.
Call to Action
0.95
012998Mnb
Jan 29, 2026
Boycott McDonald’s, Starbucks, Costco, Walmart and many others
Boycott McDonald’s, Starbucks, Costco, Walmart and many others
Direct exhortation to boycott specific corporations, a clear call for collective action.
Call to Action
0.95
@muhammadzubairmann312
Mar 4, 2025
Kick them out
Kick them out
Direct, minimal call for removal of immigrants with no additional context or elaboration.
Call to Action
0.95
WesZillich88
Aug 26, 2025
Stop voting liberal and NDP
Stop voting liberal and NDP
Direct exhortation to stop voting for specific political parties.
Call to Action
0.95
Tree74-b3s
Feb 4, 2026
Do Ireland next!
Do Ireland next!
Direct request urging the content creator to produce similar content about Ireland.
Call to Action
0.95
stoyanoreshkov4075
Jan 28, 2026
Simple answer never vote liberal again
Simple answer never vote liberal again
Direct exhortation to voters to reject a political party in future elections.
Call to Action
0.95
RonaldThurston-q4q
Sep 11, 2025
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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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Discourse Quality (Perspective API)