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
You should investigate Confederation College in Thunder Bay as well.
You should investigate Confederation College in Thunder Bay as well.
Direct request urging investigation of a specific institution, a clear call for action.
Call to Action
0.85
delosreyesgino
Oct 1, 2025
If someone strikes you… Fight back doubly!
If someone strikes you… Fight back doubly!
Urges aggressive retaliation in response to perceived aggression, framing it as a call to action.
Call to Action
0.85
@richieliper4720
Mar 5, 2025
Time to clean house and restaff immigration Canada. Obviously the management in place are not competent to do the job needed.
Time to clean house and restaff immigration Canada. Obviously the management in place are not competent to do the job needed.
Calls for organizational restructuring of immigration Canada management, framing current staff as incompetent.
OleGit6367
Sep 30, 2025
Trudeau call and election you goof we are tired of your communist dictatorship.
Trudeau call and election you goof we are tired of your communist dictatorship.
Commenter urges Trudeau to call an election and expresses frustration with government policy, combining a direct call to action with policy criticism.
@Destin4Life
Mar 5, 2025
Start firing these 4, then deporting
Start firing these 4, then deporting
Directly urges firing and deportation of specific individuals, a clear call to action.
Call to Action
0.85
dianajia4882
Sep 30, 2025
General Clark, time to wear the uniform again and to fix this orange mess asap. Please!
General Clark, time to wear the uniform again and to fix this orange mess asap. Please!
Urges General Clark to take action ('wear the uniform again') to address perceived problems, framed as a call for intervention.
@robsg07
Mar 4, 2025
Just canceled two cybertruck pre-ordered 5years ago. I’ll buy whoever makes car in Canada.Canada produces 1.4 millions vehicles annually and, sold 1.7 millions 2024. Put tariffs (50%?) temporary on all imported vehicles now? We must …
Just canceled two cybertruck pre-ordered 5years ago. I’ll buy whoever makes car in Canada.Canada produces 1.4 millions vehicles annually and, sold 1.7 millions 2024. Put tariffs (50%?) temporary on all imported vehicles now? We must use our market to protect our manufacturers , NOW! Please Mr. PM !
Direct appeal to the Prime Minister to implement tariffs and protect Canadian manufacturers, combining economic reasoning with urgent action request.
@itissheldon
Mar 5, 2025
Time to kick them all out!
Time to kick them all out!
Urges removal of a group ('kick them all out'), combining a direct call to action with underlying threat/fear rhetoric.
kisulya2999
Sep 30, 2025
Ideal Repercussions: Canada, Mexico, EU form new trade alliance and stop trading with the US until you LEARN TO BEHAVE YOURSELVES.
Ideal Repercussions: Canada, Mexico, EU form new trade alliance and stop trading with the US until you LEARN TO BEHAVE YOURSELVES.
Urges formation of a trade alliance and behavioral change while comparing Canada/Mexico/EU to the US.
@theocean1973
Mar 4, 2025
Deport all of them. 100%. Cancel all student programs. Set up new laws including the tools for tracking all temporary student visas. Mandatory country exit upon finishing school. Violations : deportation with ban of entry …
Deport all of them. 100%.
Cancel all student programs. Set up new laws including the tools for tracking
all temporary student visas. Mandatory country exit upon finishing school.
Violations : deportation with ban of entry the country forever.
Demands mass deportation and new restrictive policies with specific enforcement mechanisms, framed as urgent action items.
borisgitlin5192
Sep 29, 2025
We need to block trumps visit to the uk. Dont want this traitor to our allies. Long live Canada
We need to block trumps visit to the uk. Dont want this traitor to our allies. Long live Canada
Urges blocking Trump's UK visit and frames him as a traitor to allies, combining activism with identity-based framing.
@ButchersBoys
Mar 5, 2025
Trump must resign immediately!
Trump must resign immediately!
Direct demand for a specific political action (resignation), though off-topic to Canadian immigration.
Call to Action
0.85
@User-hr3tv
Mar 4, 2025
Time fired woman and others too start deportation proceedings need to be done
Time fired woman and others too start deportation proceedings need to be done
Directly urges firing of officials and initiation of deportation proceedings as specific policy action.
Call to Action
0.85
AlfredMajor-d1t
Sep 30, 2025
Aifa Zafar should be fired because she doesn't know anything (doesn't know, doesn't remeber ect.). She just have a well paid government job and does nothing. Just fire her.!!!!!!!!!!!!!!!!!!!!!!
Aifa Zafar should be fired because she doesn't know anything (doesn't know, doesn't remeber ect.). She just have a well paid government job and does nothing. Just fire her.!!!!!!!!!!!!!!!!!!!!!!
Directly calls for firing a specific government official due to perceived incompetence, framed as a demand for action.
TO-YA-LA-TOYA
Sep 29, 2025
We need the Conservatives in power & start an ICE program & get rid of all these illegals & the fraud & revamp our entire immigration system .
We need the Conservatives in power & start an ICE program & get rid of all these illegals & the fraud & revamp our entire immigration system .
Urges voting for Conservatives and implementing specific policy changes (ICE program, deportations, immigration system overhaul).
billschild5802
Sep 29, 2025
just quit allready trudeau
just quit allready trudeau
Direct demand for political action (Trudeau to resign), framed as urgent imperative.
Call to Action
0.85
@pedromendes9211
Mar 5, 2025
We need to establish some Deportation officers and get it fixed.
We need to establish some Deportation officers and get it fixed.
Urges creation of deportation infrastructure as a specific policy solution to immigration issues.
williammurdoc7028
Sep 29, 2025
KICK OUT THIS JOKER TRUDEU FROM CANADA....MAKE CANADA GREAT AGAIN...!!!
KICK OUT THIS JOKER TRUDEU FROM CANADA....MAKE CANADA GREAT AGAIN...!!!
Urges removal of political leader and invokes nationalist sentiment ('Make Canada Great Again'), combining calls to action with identity-based framing.
@theravadamahayana6329
Mar 5, 2025
Stop the drugs Trudeau!
Stop the drugs Trudeau!
Imperative urging action against drug problems, directed at Trudeau as a policy critique and call for intervention.
@erif-gd4ci
Mar 4, 2025
Get them out!
Get them out!
Brief imperative urging removal of immigrants or government action, functioning as a call to action.
Call to Action
0.85
charleswood2948
Feb 27, 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)