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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Policy Critique
5,980 comments
Trudeau screwed Canadians & they couldn’t wait to get him out of office!! \nCanada is broke and can’t afford 25% tariffs. All Canada has to do is open business in USA!\nMade in the USA ?? …
Trudeau screwed Canadians & they couldn’t wait to get him out of office!! \nCanada is broke and can’t afford 25% tariffs. All Canada has to do is open business in USA!\nMade in the USA ?? \nCanada gave 20billion to Ukraine vs USA giving over 150 billion plus militaryequipment equipment. Ukraine realizes Trump was right, The WAR needs to end. ????????????
Criticizes Trudeau's economic management and tariff impacts while comparing Canada's Ukraine aid unfavorably to the USA's contribution.
@sunsmile57
Mar 4, 2025
This is comedy coming from Canada dictator. Worst PM ever for Canada!
This is comedy coming from Canada dictator. Worst PM ever for Canada!
Commenter criticizes Canadian leadership using sarcasm ('comedy from Canada dictator') and harsh judgment.
@nathans820
Mar 4, 2025
This may save Trudeau political image
This may save Trudeau political image
Suggests the video or Trudeau's actions may be politically motivated to improve his public image.
Policy Critique
0.75
@ethankang9040
Mar 4, 2025
MEGA VOTERS AND THE JUDICIAL SYSTEM MADE IT POSSIBLE FOR TRUMP RE-ELECTED. A CONVICTED FELON IS RUINING THE USA DUE TO HIS LIES. MAYBE JOE AND KAMALA SAID I TOLD YOU SO.???
MEGA VOTERS AND THE JUDICIAL SYSTEM MADE IT POSSIBLE FOR TRUMP RE-ELECTED. A CONVICTED FELON IS RUINING THE USA DUE TO HIS LIES. MAYBE JOE AND KAMALA SAID I TOLD YOU SO.???
Criticizes Trump's election and governance, expressing concern about his impact on the U.S. system.
@jamesmiller8758
Mar 4, 2025
Why didnt be speak to the equality of tariffs? Je seems to firget the most ?
Why didnt be speak to the equality of tariffs? Je seems to firget the most ?
Rhetorical question criticizing the speaker for omitting discussion of tariff equality in his response.
@TEMC8888
Mar 4, 2025
Trump betrayed friends and befriend the enemies. He is strong in front of the allies but weak in front of the enemy. I think that strategy will not work well.
Trump betrayed friends and befriend the enemies. He is strong in front of the allies but weak in front of the enemy. I think that strategy will not work well.
Analysis of diplomatic strategy and its effectiveness, critiquing approach to allies and enemies.
@NextgenXP-g7d
Mar 4, 2025
let this make sense, how are you still talking for Canada after stepping down. Lies about Russia to anger Trump
let this make sense, how are you still talking for Canada after stepping down. Lies about Russia to anger Trump
Critiques the former PM's continued public role and makes unsubstantiated claims about spreading false information.
@jimatchiso
Mar 4, 2025
That's really what Trump wanted. No matter the efforts on the border and stopping fentanyl. What have Trump done to stop fentanyl in the US or what have he done to help people get out …
That's really what Trump wanted. No matter the efforts on the border and stopping fentanyl. What have Trump done to stop fentanyl in the US or what have he done to help people get out of their drugs addictions. Have he done an amazing job on that? I don't think so. Does he really care about that or is it just a pretext to just do what he wants.
Critiques Trump's policy effectiveness on fentanyl and drug addiction while questioning his motives.
@Dave-for-democracy
Mar 4, 2025
We don’t need Canada
We don’t need Canada
Brief statement rejecting Canada's immigration policy without elaboration, functioning as a policy position statement.
Policy Critique
0.75
@kurtangle6516
Mar 4, 2025
First of all, Justin Trudeau is the biggest liar there was and is.\n\nIf you don’t like the way, America is doing go to China asshole. Have China come in and tell you how to wipe …
First of all, Justin Trudeau is the biggest liar there was and is.\n\nIf you don’t like the way, America is doing go to China asshole. Have China come in and tell you how to wipe your asses.\n\nAll the America is asking you to do is close up the borderand stop the fentanyl from coming over the border? I guess that it’s just too damn much to ask huh? You must be making some damn good money on the fentanyl.
Criticizes government policy on border control and drug trafficking while making unsubstantiated accusations of corruption.
@jimmylehew4074
Mar 4, 2025
Trudeau is an example of someone who is willing to say the truth about this U.S. renegade executive office passing policies that hurt both Canadian and U.S. economy. \n Republicans who are spineless are not …
Trudeau is an example of someone who is willing to say the truth about this U.S. renegade executive office passing policies that hurt both Canadian and U.S. economy. \n Republicans who are spineless are not willing to do this. Thank you, Trudeau
Praises Trudeau for criticizing US policies while condemning Republicans, framing this as truth-telling about economic harm to both nations.
@lindaduncan4668
Mar 4, 2025
Trudeau acts like he runs the world ??
Trudeau acts like he runs the world ??
Expresses criticism of Trudeau's leadership style and perceived overreach, framed as a critique of political conduct.
Policy Critique
0.75
@CashmeoutMo925
Mar 4, 2025
And the people wanted to oust this great Canadian “leader” pay up.
And the people wanted to oust this great Canadian “leader” pay up.
Criticizes the Canadian leader's performance and implies public dissatisfaction, with sarcastic framing ('great Canadian leader') suggesting policy disagreement.
@jerrysmission
Mar 4, 2025
U people R idiots. Put effort into securing your borders and there wouldn’t be a need for tariffs. Americans are tired of wasteful spending. U got away with it with sleepy joe, but those days …
U people R idiots. Put effort into securing your borders and there wouldn’t be a need for tariffs. Americans are tired of wasteful spending. U got away with it with sleepy joe, but those days are over.
Criticism of border security and government spending, framed as justification for tariffs and economic policy.
@Ruso0805
Mar 4, 2025
Trudeau must go! What a shameful display of his childishness. So creepy, so smug. Please God help us all.
Trudeau must go! What a shameful display of his childishness. So creepy, so smug. Please God help us all.
Criticizes Trudeau's behavior and leadership as shameful and childish, combining personal attacks with implicit policy disapproval.
@ritamartino7453
Mar 4, 2025
Trump is surrounded by brownosers, vance the bias, elon the troll thats why trump is out of touch with reality
Trump is surrounded by brownosers, vance the bias, elon the troll thats why trump is out of touch with reality
Criticizes Trump's advisors and their influence on policy decisions, framing them as disconnected from reality.
@anonimofied
Mar 4, 2025
What exactly did Trudeau do against Fentanyl in Canada? He could've ended the entire countries homelessness and created drug rehab facilities for everyone with the amount of money he sent to Ukraine. He probably could've …
What exactly did Trudeau do against Fentanyl in Canada? He could've ended the entire countries homelessness and created drug rehab facilities for everyone with the amount of money he sent to Ukraine. He probably could've used the military equipment that was shipped to patrol the border and prevent more of the drug entering the country.
Critiques Trudeau's policy priorities, questioning spending choices on Ukraine versus domestic issues like homelessness and drug prevention.
@三上家
Mar 4, 2025
Huh??? This guy has already ruined Canada, with his vicious lockdowns, his going after truckers and freezing bank accounts of those who supported them. He banned the sale of guns. But praises China, he is …
Huh??? This guy has already ruined Canada, with his vicious lockdowns, his going after truckers and freezing bank accounts of those who supported them. He banned the sale of guns. But praises China, he is a Communist a do why does CNN prop this guy up???
Criticizes Trudeau's policies (lockdowns, gun bans, trucker response) while making unverified claims about his communist sympathies and CNN bias.
@edcarifio2240
Mar 4, 2025
Trudeau is a lying murderous dictator! Take one to know one
Trudeau is a lying murderous dictator! Take one to know one
Strong criticism of Trudeau using inflammatory language, framing him as dishonest and dangerous rather than engaging specific policies.
@bnaccas76
Mar 4, 2025
Where were you the last few years Trudeau? This is what the Canadian people needed.
Where were you the last few years Trudeau? This is what the Canadian people needed.
Questions Trudeau's absence during recent years and implies approval of current leadership's approach, critiquing prior governance.
Policy Critique
0.75
@KindlyVegan
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)