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
Yes, put a counter tariff on the US! Trump doesn’t care! It’s RUSSIA’s US now. US is a nazi country.
Yes, put a counter tariff on the US! Trump doesn’t care! It’s RUSSIA’s US now. US is a nazi country.
Urges Canada to implement counter-tariffs while expressing fear about US governance and making inflammatory claims about Russia and Nazism.
@faye4849
Mar 4, 2025
Canada and us Democrats, it's time to stop being so polite!
Canada and us Democrats, it's time to stop being so polite!
Urges Canada and Democrats to abandon politeness, framing it as a call for more assertive action with implicit moral urgency.
@JaneFendelmanMC
Mar 4, 2025
Cancel the F-35 contract and build our own fighter
Cancel the F-35 contract and build our own fighter
Urges cancellation of F-35 contract and domestic military production as alternative policy action.
@petemayer4450
Mar 4, 2025
Dumbo Dump NEEDS TO GO HEY HEY HO HO!!!!
Dumbo Dump NEEDS TO GO HEY HEY HO HO!!!!
Calls for removal of a political figure using protest chant format ('HEY HEY HO HO'), with insulting language for rhetorical effect.
@arnovriends5873
Mar 4, 2025
It is YOUR JOB ❤
It is YOUR JOB ❤
The comment uses an emphatic statement with a heart emoji to urge someone (likely the PM or government) to do their job, combining exhortation with supportive sentiment.
@louiseaubut760
Mar 4, 2025
Trumps gotta go! Pray him out!
Trumps gotta go! Pray him out!
Calls for Trump's removal through prayer, combining religious moral appeal with political action.
@lauriequet3142
Mar 4, 2025
We understand. I did not vote for the Putin buddies. We hope that once this group is out of office America can work with others. They need to step down.
We understand. I did not vote for the Putin buddies. We hope that once this group is out of office America can work with others. They need to step down.
Commenter expresses hope that a political group will step down and implies voting/political action, while also asserting 'we' identity as distinct from the criticized group.
@MarieBecka
Mar 4, 2025
Maybe it's time for Canada to get together with Great Britain and with EU and put economic sanctions on the USA?
Maybe it's time for Canada to get together with Great Britain and with EU and put economic sanctions on the USA?
Suggests Canada coordinate with other nations to take economic action against the USA.
@123Ryanist
Mar 4, 2025
Canadians r sorry but we will make things hard for america and no one will be to blame but their president the walking orange pumpkin school yard bully, ? tarrif on Tesla woot woot, we …
Canadians r sorry but we will make things hard for america and no one will be to blame but their president the walking orange pumpkin school yard bully, ? tarrif on Tesla woot woot, we r done with Musk making money on Canada, we r don't protecting America, joining their ridiculous wars and losing our own ppl for their benefit, they will see what elbows up means to a Canadian
Expresses Canadian identity and calls for economic/trade retaliation against the US while criticizing American leadership and foreign policy.
@helenarichert1986
Mar 4, 2025
I pray that reasonable REPUBLICAN'TS hear this.
I pray that reasonable REPUBLICAN'TS hear this.
Appeals to Republicans to listen/act, with implicit identity framing of political alignment.
@offthegridgreco
Mar 4, 2025
cancel the 200 billon we give them a year
cancel the 200 billon we give them a year
Directive to cancel foreign aid, functioning as a policy demand and implicit call for action.
@pinnhead4
Mar 4, 2025
Great work, need more magas to step out and step up.
Great work, need more magas to step out and step up.
Urges political supporters ('magas') to take action and step up, framed as encouragement.
@f1wilk
Mar 4, 2025
Sorry, we have a stupid uneducated clown in the White House. We are trying to FIRE him.
Sorry, we have a stupid uneducated clown in the White House. We are trying to FIRE him.
Expresses personal frustration with current leadership and calls for removal ('FIRE him'), while asserting 'we' identity as distinct from the criticized leader.
@bernarojo65
Mar 4, 2025
Someone needs to remove this dangerous idiot. He lies about everything and blows jagmeet Singh
Someone needs to remove this dangerous idiot. He lies about everything and blows jagmeet Singh
Calls for removal of Trump while making moral accusations about dishonesty, though the comment ends abruptly.
@brycejohnson3273
Mar 4, 2025
When speaking to Trump about their previous work together, Trudeau should have characterized the deals they've made, the jobs and prosperity they created, and the resulting rise in stock markets as Donald Trump's LEGACY from …
When speaking to Trump about their previous work together, Trudeau should have characterized the deals they've made, the jobs and prosperity they created, and the resulting rise in stock markets as Donald Trump's LEGACY from his first term, then ask why Trump was so eager to flush all that good away. \n\nPeople will remember, Donald. Voters will remember.
Advises Trudeau on negotiation strategy and appeals to voters to remember Trump's record, urging political action.
@alexs.8401
Mar 4, 2025
Who cares never go back to USA even again
Who cares never go back to USA even again
Expresses dismissal and urges others not to return to the USA.
Call to Action
0.75
duncanmacpherson1355
Dec 10, 2025
Stop handing this guy microphones. Hes not our PM and he does not and has NEVER spoke for Canadians. Lets not pick a fight with USA who could wipe us off the map in half …
Stop handing this guy microphones. Hes not our PM and he does not and has NEVER spoke for Canadians. Lets not pick a fight with USA who could wipe us off the map in half and hour.
Commenter urges media to stop platforming Trudeau while expressing fear of US military superiority and concern about diplomatic conflict.
@zyrelllewis6296
Mar 4, 2025
The world hates you Trudeau. Go to prison
The world hates you Trudeau. Go to prison
Calls for Trudeau's imprisonment while making a moral judgment about global disapproval, with action-oriented language.
@HennaJärvinen
Mar 4, 2025
I hope others countries will also raise tariffs on America so America will crash!!
I hope others countries will also raise tariffs on America so America will crash!!
Expresses hope for economic harm to America and implicitly urges other countries to take retaliatory action.
@BubbleGum-f8f
Mar 4, 2025
Target imports from red states with the most punitive sanctions.
Target imports from red states with the most punitive sanctions.
Urges targeted sanctions against specific states, combining a policy proposal with an implicit call for action.
@pmwiky
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)