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
Strand our ground,Canada.
Strand our ground,Canada.
Direct exhortation to Canada to maintain its position and resist external pressure.
Call to Action
0.92
@randymccormack4259
Mar 4, 2025
We need to stand up NOW. Unite in the streets and demand our politicians do something. Protest, protest, protest!
We need to stand up NOW. Unite in the streets and demand our politicians do something. Protest, protest, protest!
Explicitly urges readers to protest and demand political action, framed with urgency suggesting a threat.
@offagain8882
Mar 4, 2025
We need to impeach trump
We need to impeach trump
Directly urges impeachment of Trump, calling for specific political action.
Call to Action
0.92
@lucasvanzoest7292
Mar 4, 2025
this video needs to be shared.
this video needs to be shared.
Urges viewers to share the video, attempting to amplify its reach and message.
Call to Action
0.92
fila6243
Feb 27, 2026
Just deport these 79000 people. Simple solution.
Just deport these 79000 people. Simple solution.
Direct call for mass deportation of specific number of people, framed as a simple solution to an implied problem.
bengaltiger5630
Nov 14, 2025
Boycott Tim Hortons until they hire Canadians
Boycott Tim Hortons until they hire Canadians
Urges boycott of Tim Hortons to pressure hiring of Canadian citizens over immigrants, combining economic and employment concerns.
Aj1987youknowit1
Feb 4, 2026
Americans : go and speak to your representatives.
Americans : go and speak to your representatives.
Directly urges Americans to contact their elected representatives, a clear civic action directive.
Call to Action
0.90
@itsallatrick
Mar 4, 2025
Things will never change here until the Liberal government is gone so stop voting for them .
Things will never change here until the Liberal government is gone so stop voting for them .
Directly urges voters to stop voting for the Liberal government, combining electoral action with criticism of current policy.
shawnfraughton7160
Aug 25, 2025
Don’t vote for the people who are bringing them in why complain after
Don’t vote for the people who are bringing them in why complain after
Direct exhortation to voters to avoid voting for politicians supporting immigration policies.
Call to Action
0.90
Hardam-lk8ht
Aug 25, 2025
Impeach Trump now!!
Impeach Trump now!!
Direct call for political action (impeachment), though off-topic to Canadian immigration.
Call to Action
0.90
@yesitsmeken7283
Mar 4, 2025
vote the bike guy for president
vote the bike guy for president
Urges others to vote for a specific political candidate.
Call to Action
0.90
Pagkolinos
Jan 27, 2026
Bring this to Ontario!!!
Bring this to Ontario!!!
Direct call to expand or implement a policy initiative in Ontario.
Call to Action
0.90
JeffM638
Feb 18, 2026
time Canada to stand up..
time Canada to stand up..
Urges Canada to take assertive action ('stand up'), mobilizing others toward a specific response.
Call to Action
0.90
@widodoheru1
Mar 4, 2025
Time for him to step down.
Time for him to step down.
Direct call for Trudeau to resign from office.
Call to Action
0.90
@jordanthemaltipoo4580
Mar 4, 2025
Deport all indians from north America
Deport all indians from north America
Direct call for mass deportation of a specific ethnic group, functioning as an explicit action demand.
Call to Action
0.90
AMERICA1ST-y5n
Jan 27, 2026
HOLD THE LINE! ?? ? ✌️
HOLD THE LINE! ?? ? ✌️
Urges continued resolve and steadfastness in the current situation.
Call to Action
0.90
@Sig-ud9mp
Mar 4, 2025
Justin has my vote!
Justin has my vote!
Declares voting intention for Trudeau, urging political support through electoral participation.
Call to Action
0.90
@LyleTrue
Mar 4, 2025
Buy Canadian!
Buy Canadian!
Direct exhortation to support Canadian businesses and products as a form of economic action.
Call to Action
0.90
@normcaissie5598
Mar 4, 2025
Start deportations.
Start deportations.
Direct call for government action (deportations) as a policy solution.
Call to Action
0.90
basementbanter366
Jan 28, 2026
STOP VOTING FOR THE LEFT HOLY ****!!!!!!!
STOP VOTING FOR THE LEFT HOLY ****!!!!!!!
Urgent exhortation to stop voting for a political party, with emotional intensity indicating mobilization rather than reasoned critique.
JRyoutube09
Aug 10, 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)