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 if you stand for Canada, if you stand for Ukraine and if you stand for to make America great again then DO SOMETHING.
Americans if you stand for Canada, if you stand for Ukraine and if you stand for to make America great again then DO SOMETHING.
Urges Americans to take action in support of Canada, Ukraine, and national interests.
@prisievangelista
Mar 4, 2025
SEND. THEM. ALL. BACK.
SEND. THEM. ALL. BACK.
Demands mass deportation of immigrants, framed as an urgent call to action with underlying threat/fear rhetoric.
thesunman
Jan 27, 2026
Can we find bike guy? Lets grt this man a new bike!
Can we find bike guy? Lets grt this man a new bike!
Urges others to locate and help a specific person mentioned in the video.
SuperTristin101
Jan 28, 2026
Thanks for everyone that voted for Trump now you have aided in a trade war because you support that lunatic
Thanks for everyone that voted for Trump now you have aided in a trade war because you support that lunatic
Blames Trump voters for trade war consequences, implicitly calling for accountability and different voting behavior.
@420krone
Mar 4, 2025
Thanks for making making this video they need to be stopped before it’s too late
Thanks for making making this video they need to be stopped before it’s too late
Expresses urgency and thanks the creator for raising awareness, implicitly calling for action to stop immigration.
brayanbaez-yf2lq
Jan 27, 2026
Get the LiEberals out
Get the LiEberals out
Urges removal of a political party, combining a call to action with partisan identity framing.
Rossonerrorosso
Jan 5, 2026
Please know most Americans cannot stand Trump. He needs removed asap
Please know most Americans cannot stand Trump. He needs removed asap
Asserts majority American opposition to Trump while explicitly calling for his removal from office.
@peace-kt8jz
Mar 4, 2025
American with Canada!!!!!! Down with Trump
American with Canada!!!!!! Down with Trump
Expresses solidarity between US and Canada while urging opposition to Trump through emphatic language and implicit mobilization.
@quedugar408
Mar 4, 2025
I fully approve that my tax money be used to remove people that shouldn’t be here another 5 or 6 million more to go. Also end the asylum program .
I fully approve that my tax money be used to remove people that shouldn’t be here another 5 or 6 million more to go. Also end the asylum program .
Expresses support for deportations and explicitly calls for ending the asylum program.
UBGaming-y5k
Jan 1, 2026
HE IS A FAMILIAR FACE FOR CANADA, WHY ARE U GUYS REMOVING HIM?!?!?! WHY..??? IF HE DID WRONG CORRECT HIM, ALL THESE YOUNG LEADERS SHOULD BE KEPT GOING....!!!!
HE IS A FAMILIAR FACE FOR CANADA, WHY ARE U GUYS REMOVING HIM?!?!?! WHY..??? IF HE DID WRONG CORRECT HIM, ALL THESE YOUNG LEADERS SHOULD BE KEPT GOING....!!!!
Urges retention of current leadership and advocates for keeping young leaders in power rather than removing them.
@deborahmeghan5583
Mar 4, 2025
MUST MAKE MORE. AND MORE TOUGHER!!!!!
MUST MAKE MORE. AND MORE TOUGHER!!!!!
Emphatic demand for stricter immigration policy implementation, urging government action without detailed reasoning.
Call to Action
0.80
RioGadde
Feb 12, 2026
🇨🇦IF you’re Canadian and struggling to find employment, post a video of yourself, your education level, your last job and THEN list companies you have applied to and have not heard back from.
🇨🇦IF you’re Canadian and struggling to find employment, post a video of yourself, your education level, your last job and THEN list companies you have applied to and have not heard back from.
Urges Canadian citizens to create videos documenting employment struggles and job application rejections, framing it as collective action.
Call to Action
0.80
SeriHeon
Jan 6, 2026
this is war not against normal people but against a facist wannabe , run mr trump you and your little friends run you obviously dont care about our kids our families world peace you gotta …
this is war not against normal people but against a facist wannabe , run mr trump you and your little friends run you obviously dont care about our kids our families world peace you gotta go !!!!!!
Frames opposition as moral imperative against fascism and urges Trump to leave office.
@StephenCardinal-r3b
Mar 4, 2025
Gen wesley clark tells the truth.im canadian and let me tell you this,all the people close to me will boycott almost everything that comes from us.restaurant,business like homedepot,starbuck,amazon,walmart,budweiser,alcool,krispy creme,name it ....the list goes on.we already …
Gen wesley clark tells the truth.im canadian and let me tell you this,all the people close to me will boycott almost everything that comes from us.restaurant,business like homedepot,starbuck,amazon,walmart,budweiser,alcool,krispy creme,name it ....the list goes on.we already have a list of business for food , cleaning ,clothes.you have to get him out of presidency impeched quick or We fellas wil go throught a economic depression .
Calls for boycotts and impeachment while citing economic depression concerns as justification.
@steb3536
Mar 4, 2025
Don't worry. This joker will be out by the end of the year and replaced by Peirre. And finally the common sense plan will be in effect
Don't worry. This joker will be out by the end of the year and replaced by Peirre. And finally the common sense plan will be in effect
Expresses confidence in future political change and implicitly urges support for Pierre Poilievre's 'common sense plan.'
@johndorian473
Mar 4, 2025
Canada should boycott the new Gordie Howie bridge ? don't open it. Close it. All together stop the construction
Canada should boycott the new Gordie Howie bridge ? don't open it. Close it. All together stop the construction
Urges Canada to boycott and halt construction of the Gordie Howe bridge as a retaliatory action.
Call to Action
0.80
@mateuszkwiecien38
Mar 4, 2025
Don't surrender to a bully! Go Canada fight3x! Teach the traitor trump a lesson!
Don't surrender to a bully! Go Canada fight3x! Teach the traitor trump a lesson!
Urges Canada to resist and take action against Trump, framed as solidarity with Canadian resistance.
@RandyVisitacion-b6u
Mar 4, 2025
we need trump as prime minister !!!
we need trump as prime minister !!!
Advocates for a political figure as a solution, implicitly calling for political change in response to immigration concerns.
munozfam5198
Jan 28, 2026
Just give them a pop up one day energy strike here and there let them experience no power for a day and have their corporates pressure trump to back out in his tariff.
Just give them a pop up one day energy strike here and there let them experience no power for a day and have their corporates pressure trump to back out in his tariff.
Proposes specific tactical action (power strikes) to pressure political opponents into policy reversal.
Call to Action
0.80
@clarenceyeung4965
Mar 4, 2025
Time to go home.
Time to go home.
Brief directive suggesting immigrants should return to their home countries.
Call to Action
0.80
Stigger6520
Jan 15, 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)