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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Identity Assertion
5,512 comments
Im so sorry Canada ,?\nMost of us do not agree with this admin....they are a disgrace to our country \ndoing evil to our democracy....we love Canada ????
Im so sorry Canada ,?\nMost of us do not agree with this admin....they are a disgrace to our country \ndoing evil to our democracy....we love Canada ????
Uses 'we' and 'our country' language to assert national identity and distance the commenter from the government, framing it as a threat to democracy.
@andream9032
Mar 4, 2025
Trump and MAGAts do not represent Americans.They are programmed Russian Cult members.
Trump and MAGAts do not represent Americans.They are programmed Russian Cult members.
Distinguishes Trump supporters from 'real Americans' and makes an unverified claim about Russian influence on MAGA supporters.
@lynnrussell1641
Mar 4, 2025
Poor widdle leftie Trudy. So completely irrelevant. News flash Canada ------------> You need us far more than we need you. Good luck!!!
Poor widdle leftie Trudy. So completely irrelevant. News flash Canada ------------> You need us far more than we need you. Good luck!!!
Asserts US superiority over Canada and dismisses Trudeau, using derogatory language and us-vs-them framing.
@TomSmith-ls5rn
Mar 4, 2025
Trump is a Putin puppet….and congrats to the American public for voting him in…now you all can suffer the consequences.
Trump is a Putin puppet….and congrats to the American public for voting him in…now you all can suffer the consequences.
Makes claims about Trump's allegiance to Putin and frames Americans as deserving consequences, emphasizing us-vs-them division.
@Happy_life117
Mar 4, 2025
Canada and its people can kiss my ass! And any American supporting this fake country can kiss it too! Trump will win and America will too!
Canada and its people can kiss my ass! And any American supporting this fake country can kiss it too! Trump will win and America will too!
Strong us-vs-them framing rejecting Canada and its supporters while asserting American identity and Trump loyalty.
@guzyman926
Mar 4, 2025
“SO TODAY DONALD TRUMP LAUNCHED A TRADE WAR” We don’t claim him! Besides his supporters!
“SO TODAY DONALD TRUMP LAUNCHED A TRADE WAR” We don’t claim him! Besides his supporters!
Distancing statement using 'we don't claim him' to assert group identity separate from Trump and his supporters.
Identity Assertion
0.80
@lo.tay1772
Mar 4, 2025
AMERICA First!! Countries hate that America is being put first!
AMERICA First!! Countries hate that America is being put first!
Asserts national priority and us-vs-them framing, comparing America's interests against other countries' resentment.
@zeebedee8801
Mar 4, 2025
Trump is incredibile at uniting people. Never before have I seen so many people of such opposite beliefs and political opinion unite against one common enemy.
Trump is incredibile at uniting people. Never before have I seen so many people of such opposite beliefs and political opinion unite against one common enemy.
Frames Trump as unifying force against a common enemy, emphasizing in-group solidarity through opposition.
@Monobrauw
Mar 4, 2025
CANADA IS NOT FOR SALE!!!
CANADA IS NOT FOR SALE!!!
Asserts Canadian national identity and sovereignty through emphatic rejection of the notion that Canada could be sold, with implicit call to defend national interests.
@LtJackboot
Mar 4, 2025
Every American who sides with Trudeau should move to Canada stat
Every American who sides with Trudeau should move to Canada stat
Frames Americans supporting Trudeau as outsiders who should leave; uses us-vs-them identity framing with implicit exclusion.
@user-dv1fp1gj7v
Mar 4, 2025
Trump is a greedy clown.
Trump is a greedy clown.
Brief insulting characterization of a political figure using dehumanizing language ('clown'), asserting political opposition through personal attack.
Identity Assertion
0.80
@Rikkisio
Mar 4, 2025
I didn't vote for him. I stand with Canada. I wish that they would impeach Trump. Everything Trump says is a lie.
I didn't vote for him. I stand with Canada. I wish that they would impeach Trump. Everything Trump says is a lie.
Asserts political identity ('I didn't vote for him') and national loyalty while making moral claims about Trump's dishonesty.
@belindamoreau3654
Mar 4, 2025
Wolf - you are not of us. Your prosperous life on the border does not reflect us.\n\nHave a normal person on your cast and you’ll understand why we liberals now voted for Trump.
Wolf - you are not of us. Your prosperous life on the border does not reflect us.\n\nHave a normal person on your cast and you’ll understand why we liberals now voted for Trump.
Uses us-vs-them framing ('you are not of us') and asserts a group identity claim about 'liberals' voting differently.
@Derekgrant12
Mar 4, 2025
Trudeau does not speak for Canadians. NO to Ukraine. NO to Israel. NO to trade wars.
Trudeau does not speak for Canadians. NO to Ukraine. NO to Israel. NO to trade wars.
Asserts that Trudeau does not represent 'Canadians' and lists policy positions as identity markers of true Canadian interests.
@RobertStiles
Mar 4, 2025
America first. Sorry you don't understand or want that. The bandaid needs to come off
America first. Sorry you don't understand or want that. The bandaid needs to come off
Nationalist framing prioritizing American interests over international cooperation, with us-vs-them positioning.
Identity Assertion
0.80
@Rawalters2012
Mar 4, 2025
Thanks President Trump!\nIt’s about time! Sorry not sorry Canada. Keep your goods. We will buy American.
Thanks President Trump!\nIt’s about time! Sorry not sorry Canada. Keep your goods. We will buy American.
Frames trade policy through nationalist us-vs-them framing ('American' vs 'Canadian'), with economic protectionism as secondary.
@Upuzzleduty7454
Mar 4, 2025
Majority of CAN doesn’t even like this dude
Majority of CAN doesn’t even like this dude
Asserts a collective Canadian identity position ('Majority of CAN') against a political figure, framing in-group sentiment.
Identity Assertion
0.80
@MarioHxc89
Mar 4, 2025
Ohh canada! We stand on guard for thee!! America you may try to beat us but you are NOT going clean! Well turn off your power and oil!
Ohh canada! We stand on guard for thee!! America you may try to beat us but you are NOT going clean! Well turn off your power and oil!
Asserts Canadian national identity and pride while threatening economic retaliation against the US.
@stanhohmann
Mar 4, 2025
I love this man.... I wish he was America's president!!!!
I love this man.... I wish he was America's president!!!!
Expression of preference for a political leader reflects identity alignment and us-vs-them sentiment regarding national leadership.
Identity Assertion
0.80
@jwthompson84
Mar 4, 2025
lets see which country suffers first. You put all these restrictions on American visitors . jack your prices on exports for the last 12 yrs. keep your products and your terrorist gateway. when don't need …
lets see which country suffers first. You put all these restrictions on American visitors . jack your prices on exports for the last 12 yrs. keep your products and your terrorist gateway. when don't need your shit and we don't want your shit. not even gonna say good luck but good riddens.
Uses hostile us-vs-them framing (Americans vs Canada), dismisses Canadian products and people, asserts national antagonism.
@JerrodIchard-vo1cn
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)