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 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
Fake news! It's not dividing the country, it is stopping those who stand to make millions off of the backs of Canadians. Full STOP!
Fake news! It's not dividing the country, it is stopping those who stand to make millions off of the backs of Canadians. Full STOP!
Dismisses claims as 'fake news' while critiquing policy as benefiting wealthy interests over Canadians, combining misinformation framing with economic policy critique.
lregey
Feb 11, 2026
This shit will hurt Canada more than the USA
This shit will hurt Canada more than the USA
Predicts negative economic consequences for Canada from the policy, combining policy criticism with economic impact concerns.
@Enabu1
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
Trump told you to stop the fentanyl going over the border into America !! and you chose not to ,,, now there’s 25% tariffs you have yourself to blame. Simple as that. Half the stuff …
Trump told you to stop the fentanyl going over the border into America !! and you chose not to ,,, now there’s 25% tariffs you have yourself to blame. Simple as that. Half the stuff that comes out of your mouth is a lie.
Criticizes government policy on border security and fentanyl while making unsubstantiated claims about truthfulness.
@glennborek2359
Mar 4, 2025
This is crazy. Canada is not our problem.
This is crazy. Canada is not our problem.
Dismissive critique suggesting Canada should not be the focus of concern or policy attention.
Policy Critique
0.75
@melasonbelizaire1185
Mar 4, 2025
Kenny is desperate, Albertans see through his lies!
Kenny is desperate, Albertans see through his lies!
Criticism of a political figure (Kenny) and implied critique of his policies, with an appeal to voter awareness.
deanmcghie6519
Feb 26, 2026
Trudeau what a pain !!! Goooooo. Narcissistic derange mentally..
Trudeau what a pain !!! Goooooo. Narcissistic derange mentally..
Criticizes Trudeau's leadership with personal attacks, focusing on perceived failures in governance.
Policy Critique
0.75
@mikesimard47
Mar 4, 2025
Your president took hundreds of criminals from india though the indian government warned them not to. 😊 so question your government
Your president took hundreds of criminals from india though the indian government warned them not to. 😊 so question your government
Criticizes government immigration decisions and directs blame toward the government rather than immigrants, urging accountability.
crumb6238
Mar 1, 2026
Trump will just double down on his foolishness…Trump is an Idiot…
Trump will just double down on his foolishness…Trump is an Idiot…
Critique of Trump's predicted behavior and intelligence, dismissing his approach as foolish escalation.
Policy Critique
0.75
@krissuneson6993
Mar 4, 2025
Trudeau, you crook, you very conveniently say that you are putting the 25% tariff after we did it-but its the OTHER way around. You and Mexico have been putting the 25% during Bidens time and …
Trudeau, you crook, you very conveniently say that you are putting the 25% tariff after we did it-but its the OTHER way around. You and Mexico have been putting the 25% during Bidens time and Biden would not reciprocate. Dont play with Trump?
Criticizes Trudeau's tariff policy while making unverified claims about the timeline and responsibility for tariffs.
@johnrodricks169
Mar 4, 2025
liberals ruined canada
liberals ruined canada
Broad criticism of the Liberal party's governance impact on Canada, blaming them for national decline.
@andrewgauthier1769
Mar 4, 2025
Oh look... The idiot who broke Canada's spirit the past 10 years thinks he's standing up for them now.... ????
Oh look... The idiot who broke Canada's spirit the past 10 years thinks he's standing up for them now.... ????
Criticizes a political leader's past governance while questioning their current credibility, framed as policy failure rather than personal attack alone.
@Tlc1992-e8f
Mar 4, 2025
Maybe Canada should say thank you for the trade and the US regime would be happy..
Maybe Canada should say thank you for the trade and the US regime would be happy..
Suggests Canadian policy adjustment regarding US trade relations, implying criticism of current approach while comparing bilateral dynamics.
@zzguyy9421
Mar 4, 2025
They're stopping economic immigration, but why aren't they stopping Fake Asylum? Legal immigration stuffers while fraud prevails?
They're stopping economic immigration, but why aren't they stopping Fake Asylum? Legal immigration stuffers while fraud prevails?
Critiques immigration policy inconsistency and makes unsubstantiated claims about asylum fraud prevalence.
shawonahmed5775
Nov 20, 2025
I can't believe what is happening to our country and the republican congress is totally compliant. So darn unnecessary.
I can't believe what is happening to our country and the republican congress is totally compliant. So darn unnecessary.
Expresses concern about national consequences and criticizes government/congressional inaction on an unspecified issue, framed as policy failure.
@edwardburke1324
Mar 4, 2025
Now you feel the pain, why did you in the first place arrest Meng to comply with the evil US?
Now you feel the pain, why did you in the first place arrest Meng to comply with the evil US?
Criticism of Canada's past compliance with US extradition request (Meng Wanzhou case), framing it as unjust policy.
@hopcybergod
Mar 4, 2025
Aligning with Putin? Lord this guy is such a bullshitting clown.
Aligning with Putin? Lord this guy is such a bullshitting clown.
Dismisses the speaker as dishonest regarding alignment with Putin, combining personal attack with policy disagreement.
@Matthew36959
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)