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
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
CANADA needs to turn around and do more business with Europe and Mexico. Canada does not need the USA.
CANADA needs to turn around and do more business with Europe and Mexico. Canada does not need the USA.
Urges Canada to diversify trade partnerships away from the US, combining a policy recommendation with comparative framing of international relationships.
@ArsisDebrowski
Mar 4, 2025
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
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
Over 4 million immigrants this year come on deport deport
Over 4 million immigrants this year come on deport deport
Calls for mass deportation while citing an unverified statistic about immigration numbers.
brett-xi4ek
Sep 8, 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
It’s Trump ???White House Trade War! We don’t want this! ???? But Canada needs to fight back against Trump
It’s Trump ???White House Trade War! We don’t want this! ???? But Canada needs to fight back against Trump
Urges Canada to fight back against Trump's tariffs, combining a call to action with moral framing of the conflict.
@iashakezula
Mar 4, 2025
It's time for Canada to grow a spine.
It's time for Canada to grow a spine.
Urges Canada to take stronger action ('grow a spine'), implicitly calling for more assertive policy response to external pressures.
@epipolarus
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
Hopefully we Americans will get together and act to stop this madness and self destruction inflicted by this clown at the White House to please his boyfriend in russia
Hopefully we Americans will get together and act to stop this madness and self destruction inflicted by this clown at the White House to please his boyfriend in russia
Urges Americans to unite and take action against the current administration, with unverified claims about foreign influence.
@eduardoflores4681
Mar 4, 2025
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
You're stepping down in a year queenie! 2 of 3 territories want to become the 51 State you lying grifter! You will lose!
You're stepping down in a year queenie! 2 of 3 territories want to become the 51 State you lying grifter! You will lose!
Urges political action against Trudeau ('You will lose') while making unverified claims about territorial secession, framed as a rallying statement.
@johnpyle8027
Mar 4, 2025
This also time to boycotte US $ as international currency. May be € to be replaced. \nMust remove all UN head offices to somewhere else. \nBoycotte , isolate , ostracized this lunatic psycopath gangster erratic …
This also time to boycotte US $ as international currency. May be € to be replaced. \nMust remove all UN head offices to somewhere else. \nBoycotte , isolate , ostracized this lunatic psycopath gangster erratic leader of US.\n\nCanada , Europe, Mexico, Japan and S.Korea to built as soonest as possible Nuclear Reactor and bmbs. etc. \nBecause you cannot trust from this untrustworthy, mentally imbalanced leader from US.
Urges boycotts, isolation of the US, and military buildup while characterizing the US leader as dangerous and untrustworthy.
@rpshrestha8843
Mar 4, 2025
As Americans we all need to band together.
As Americans we all need to band together.
Urges Americans to unite, combining a call for collective action with assertion of shared national identity.
@johnsomerville2681
Mar 4, 2025
President Trump and you need to work it all out. As far as blanket tariffs go, I do agree that your goods and services, including tariffs should be mutually broken down to create benefits for …
President Trump and you need to work it all out. As far as blanket tariffs go, I do agree that your goods and services, including tariffs should be mutually broken down to create benefits for all. Part of my lineage is from Quebec, and here USA. We all need to help each other. Laser focus to arrest and put in prison all drug terrorists should be everyone's focus. The wars elsewhere are sidetracking the two of you from standing side by side with one another, as you mention you usually do. Two friends, two parallel united goals, yet I do agree, again, that you said an enemy would rather divide you two than to see you both Triumph over evil! So PM Trudeau, get on the phone with President Donald, and the two of you tackle it out, include a .PPT write-up with solutions that both of you know is good overall, both instant, immediate and longer term. May God's Holy Hands be upon you and surround you, with the love of my Savior, Christ Jesus! Thank you! I love you all.
Urges Trudeau and Trump to negotiate and cooperate, with appeals to shared values and unity.
@GoldieAnne-x8r
Mar 4, 2025
Every country in the world should impose 20% on american goods as a response to this. See who will start crying
Every country in the world should impose 20% on american goods as a response to this. See who will start crying
Urges other countries to impose tariffs on US goods as retaliatory action against Trump's policies.
@kelumV
Mar 4, 2025
While Canada was busy overachieving in that wild goose chase of fake requests, Trump was playing golf. Americans should hold a sit-in in Trump’s gold cart and demand for his resignation.
While Canada was busy overachieving in that wild goose chase of fake requests, Trump was playing golf. Americans should hold a sit-in in Trump’s gold cart and demand for his resignation.
Urges Americans to take action (sit-in) against Trump, with satirical tone about his golf habits and inaction.
@CantFeelmyf
Mar 4, 2025
Why are you not talking about the credible possibility that Trump is a Russian asset? Everything he is doing makes complete sense if this is true. CNN, you and and your journalists need to grow …
Why are you not talking about the credible possibility that Trump is a Russian asset? Everything he is doing makes complete sense if this is true. CNN, you and and your journalists need to grow a spine and start leaning into this possibility and stop talking around it. Come on. We don't have time for this pussy footing around.
Urges media outlets and journalists to investigate and publicly discuss Trump's alleged Russian connections, off-topic to immigration.
@sonjam8168
Mar 4, 2025
The solution is source your imports else where. Stop buying U.S. goods. Don't punish Canadians.
The solution is source your imports else where. Stop buying U.S. goods. Don't punish Canadians.
Urges Canadians to take specific economic action (boycott US goods) as a solution to policy concerns.
@Brians_view
Mar 4, 2025
stand up! reject the peculiar!
stand up! reject the peculiar!
Urges others to take action ('stand up') and reject something described as unusual or unacceptable.
Call to Action
0.78
@maryannspanagel5477
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)