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
Search & Filter
Call to Action
2,768 comments
Bike guy should run for office. He'd be the most honest man ever running
Bike guy should run for office. He'd be the most honest man ever running
Encourages a specific individual to run for political office based on perceived integrity.
Call to Action
0.79
darkhistory1436
Jan 27, 2026
Canada must inform Americans that any American bringing a private weapon over the border WILL have there vehicle stripped down and may face automatic jail time. We are sick of their gun culture
Canada must inform Americans that any American bringing a private weapon over the border WILL have there vehicle stripped down and may face automatic jail time. We are sick of their gun culture
Urges Canada to implement strict border enforcement against Americans with weapons, framed as a policy demand.
@paulkelly4202
Mar 4, 2025
How about fire n replace dmv instructors for passing these people. Revoke licenses
How about fire n replace dmv instructors for passing these people.
Revoke licenses
Commenter demands firing of instructors and license revocation, implying immigrants are failing driving tests and urging punitive action.
farmbear1231
Jan 29, 2026
Good job Tyler!!! 👏 Keep on working hard, getting the truths exposed for the better, and stay safe!!! Canada is under attack😢
Good job Tyler!!! 👏 Keep on working hard, getting the truths exposed for the better, and stay safe!!! Canada is under attack😢
Encourages content creator to continue exposing immigration issues while framing Canada as 'under attack,' combining support with alarmism.
scrapbfn4779
Jan 27, 2026
Hey americans I know you don´t agree with what is going on so go on the STREETS and PROTEST! Let them see and feel what you see and feel! C´mon I know you have it …
Hey americans I know you don´t agree with what is going on so go on the STREETS and PROTEST! Let them see and feel what you see and feel! C´mon I know you have it in you. Don´t let this orange, russian and the two fat asian tyrants win because thats whats going on. And if this keeps going on like its going on it will end that we will fight each other and why should we do that. For what?
Urges Americans to protest while expressing fear of conflict and authoritarian threats.
@14All14
Mar 4, 2025
TRump is the enemy within! IMPEACH NOW!
TRump is the enemy within! IMPEACH NOW!
Calls for Trump's impeachment while framing him as an internal threat, combining urgent action demand with security concern.
@lionfish3630
Mar 4, 2025
Well spoken and strong! Don't back down, never give up! The many will win over the powerful, we the people, we the government, fight back
Well spoken and strong! Don't back down, never give up! The many will win over the powerful, we the people, we the government, fight back
Encouragement to resist and mobilize collective action ('we the people'), framed as populist resistance against powerful interests.
@djremix7310
Mar 5, 2025
Shut down the immigration and promote family expansion, decrease feminism and promote men’s protection, eliminate prostitution, family courts should ban rewarding divorcing women from alimony and child supports, etc etc etc…..
Shut down the immigration and promote family expansion, decrease feminism and promote men’s protection, eliminate prostitution, family courts should ban rewarding divorcing women from alimony and child supports, etc etc etc…..
Demands shutdown of immigration and lists multiple policy changes to implement, functioning as a directive statement with multiple reform proposals.
kamalpradhan7630
Apr 14, 2025
time to impeech trump (convict) before to late his done a? lot of damsge to all allies n his barely started
time to impeech trump (convict) before to late his done a? lot of damsge to all allies n his barely started
Calls for impeachment and conviction of Trump while criticizing his damage to allies, urging specific political action.
@maycruz-pq8wj
Mar 4, 2025
Just fucking ship them back, ALL of them o/
Just fucking ship them back, ALL of them o/
Explicit demand for mass deportation of immigrants, framed as urgent action with hostile language.
CasualOldBoy
Jan 27, 2026
Fire that old lady she should be retired. 👿🇨🇦
Fire that old lady she should be retired. 👿🇨🇦
Directly urges removal of a specific person from their position based on age.
Call to Action
0.79
dhv-v3f
Feb 28, 2026
Do what you need to do! don’t be bullied by these mobsters who are in the White House!
Do what you need to do! don’t be bullied by these mobsters who are in the White House!
Urges Canadian leadership to resist external pressure and stand firm, framed as encouragement against intimidation.
@salvadorcervantes-l3z
Mar 4, 2025
European here.\nIm boycotting ALL american products.\nOnly buying Canadian or European products.\nMore than ever, Europe and Canada should stand together as the beacons of Democracy for the World ?? ??
European here.\nIm boycotting ALL american products.\nOnly buying Canadian or European products.\nMore than ever, Europe and Canada should stand together as the beacons of Democracy for the World ?? ??
Urges boycott of American products and advocates for Europe-Canada alliance, framed as defending democracy.
@ThePulha
Mar 4, 2025
Well, I'll put it this way like I said for many, many, many years, while over 20 years, I already bought this s*** between what Trudeau did, and now, what, you know, art Kearney is …
Well, I'll put it this way like I said for many, many, many years, while over 20 years, I already bought this s*** between what Trudeau did, and now, what, you know, art Kearney is doing that piece of s***. He is turning Canada into a European nation. You watch once joined the European Union and then the richer get richer, there'll be no oil class, the poor be poor and guess what, when you look at the European Union, they are all about one ruled government. One world order wake up this whole entire immigration thing is a f****** joke. From my aunt's opinion and yes, that normally filters on. So it doesn't exactly say all the swear words, my apologies, but no born and raised canadian, and this is a d*** joke, they want to turn around and keep on pushing us and pushing us well.Maybe soon enough, they're real canadian people push back car needed, begets, sent back to the us and a box everybody else who came here.There's no want to fall at our rules.Arborgulations are way of culture.Get the f*** back, where'd ever held country?You came from him because guess what time is ticking tiktok?Tiktok, revenge, you can a snap, and when we do all you immigrants, carney, evernels fit in or f*** off
Calls for native Canadians to 'push back' and expel immigrants, framed around unsubstantiated claims of one-world-order conspiracy and demographic threat.
jeromegrocholski677
Sep 7, 2025
stop refugees and international students .
stop refugees and international students .
Directly urges stopping refugees and international students, framed as a policy demand.
rishi505
Feb 20, 2026
Send them back now 🎉🎉🎉
Send them back now 🎉🎉🎉
Demands deportation of immigrants with celebratory emoji, functioning as a direct call to action with hostile framing.
DavidBelanger-q3k
Apr 15, 2025
this is a great news for Canadian !!! Keep Up. Canada will spend more taxpayers money as the more asylum people are accepted by immigration. Stop Any Kind of Immigration Temporarily.
this is a great news for Canadian !!! Keep Up.
Canada will spend more taxpayers money as the more asylum people are accepted by immigration.
Stop Any Kind of Immigration Temporarily.
Expresses support for deportations while calling for a temporary halt to all immigration, framed as urgent action needed.
juanserrano5580
Dec 24, 2025
Trump is a traitor. He needs to be removed from office.
Trump is a traitor. He needs to be removed from office.
The commenter makes a moral accusation and implicitly calls for Trump's removal from office, combining ethical judgment with action-oriented language.
@RaeRaesRaveReviews
Mar 4, 2025
His people will remove him from office..see ya sissy boy
His people will remove him from office..see ya sissy boy
Calls for removal of Trump from office with derogatory language, framed as action by 'his people.'
@joekovacs247
Mar 4, 2025
Cut the power show maga
Cut the power show maga
Brief exhortation to take action ('Cut the power') combined with political slogan (MAGA), functioning as a call to mobilize.
Call to Action
0.78
@zingbat4
Mar 4, 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)