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
Search & Filter
Policy Critique
5,980 comments
This is what a narcissistic sounds like, so guys know..
This is what a narcissistic sounds like, so guys know..
Character attack on the speaker using psychological terminology ('narcissistic') to delegitimize their message.
Policy Critique
0.75
@603original
Mar 4, 2025
That P.C. should’ve resigned\nNobody would have a problem, tariffs just because of him (Trudeau) is the dictator!!!\nLook what he done to his people during the Covid and he want to lecture us Americans. I can …
That P.C. should’ve resigned\nNobody would have a problem, tariffs just because of him (Trudeau) is the dictator!!!\nLook what he done to his people during the Covid and he want to lecture us Americans. I can live with 25% tariffs.\nI feel bad for Canadians, not their government. There is no democracy.
Criticizes Trudeau's governance and COVID policies while expressing sympathy for Canadian citizens, framing government as undemocratic.
@NickolasVazemiller
Mar 4, 2025
He'll be crying to Trump on the phone begging for a solution, this is just a facdae. He will promise to do more regarding the illegal immigration and the flow of fentanyl and 2 weeks …
He'll be crying to Trump on the phone begging for a solution, this is just a facdae. He will promise to do more regarding the illegal immigration and the flow of fentanyl and 2 weeks later the tariffs will be lifted
Criticizes government policy as performative ('facade') while making unsubstantiated claims about future negotiations and tariff outcomes.
@ashm8247
Mar 4, 2025
No Mr. Trudeau you have it wrong , our government didn't choose to do this to us... We voted for our government .......
No Mr. Trudeau you have it wrong , our government didn't choose to do this to us... We voted for our government .......
Critiques government policy/decisions while asserting collective responsibility ('we voted'), framing it as a shared national choice.
@FieldTeam7765
Mar 4, 2025
He’s young, handsome and educated but so rude and insolvent . Trudeau, you better shut up!
He’s young, handsome and educated but so rude and insolvent . Trudeau, you better shut up!
Criticizes Trudeau's behavior and demeanor, framing it as rude and insolvent leadership.
Policy Critique
0.75
@ninhpham2431
Mar 4, 2025
What is this dick all talking about? Why does he want the government to do something about one guy transporting people we have DHC up in our asses all day?, murdering people on the street
What is this dick all talking about? Why does he want the government to do something about one guy transporting people we have DHC up in our asses all day?, murdering people on the street
Challenges the video's focus by questioning government priorities and pointing to other perceived security issues, critiquing policy emphasis.
AnthologyOfDave
Jan 27, 2026
Slashed isn't the word I would use
Slashed isn't the word I would use
Disputes the characterization of policy changes ('slashed') as inaccurate framing of government action.
Policy Critique
0.75
SamanthaEdwards-v2z
Jan 3, 2026
How difficult it is to understand that this is not a speech by a PM to a president but a political rally speech to win the elections. If he really cared of Canada so much, …
How difficult it is to understand that this is not a speech by a PM to a president but a political rally speech to win the elections. If he really cared of Canada so much, why didn't he stop illegal immigrantion of know terrorist groups and its members - Khalistanis.
Criticism of the PM's immigration policy record with unsubstantiated claim about terrorist groups (Khalistanis).
@ultimate_power_a1
Mar 5, 2025
The rarional will react with the same measure, and find alternative markets. Don't have to be so WOKE to an unreasonable and extreme extent. \n(1) alternative market\n(2) substitutions\n(3) ways to cost reduction
The rarional will react with the same measure, and find alternative markets. Don't have to be so WOKE to an unreasonable and extreme extent. \n(1) alternative market\n(2) substitutions\n(3) ways to cost reduction
Critiques government approach as overly 'woke' and suggests alternative economic strategies (alternative markets, substitutions, cost reduction).
Policy Critique
0.75
@hewcheelong932
Mar 5, 2025
Trudeau mit keres Ukrajna támogatásában? MIcsoda buta képmutató ember.
Trudeau mit keres Ukrajna támogatásában? MIcsoda buta képmutató ember.
Comment in Hungarian criticizing Trudeau's support for Ukraine as hypocritical, though the non-English language limits full confidence in classification.
Policy Critique
0.75
@MagdolnaGulyásnéTörjék
Mar 4, 2025
This man has been lying his whole career, and now people believe him a 12 second video? There's a reason behind his failed policies and why he is resigning.
This man has been lying his whole career, and now people believe him a 12 second video? There's a reason behind his failed policies and why he is resigning.
Criticism of Trudeau's career credibility and policy failures, with unsubstantiated claim about lying.
@enriquemarenco
Mar 5, 2025
That's still too high.
That's still too high.
Minimal statement rejecting the immigration level as too high, expressing policy disagreement.
Policy Critique
0.75
leintis
Jan 3, 2026
Trump is a business man, not a politician, those two factors needs to align together otherwise you wouldn't make it, to be safe as a nation first you have to ensure that your neighbours hold …
Trump is a business man, not a politician, those two factors needs to align together otherwise you wouldn't make it, to be safe as a nation first you have to ensure that your neighbours hold no hate for you, trump decision effects the quality of life here in middle east, god bless those who persevere through challenges with kindness.
Analyzes Trump's approach as a businessman versus politician and critiques the geopolitical consequences of his decisions.
@anouarbeee
Mar 5, 2025
Anyone that thinks JT is smart doesn't live in Canada and has no idea the destruction he has caused here. He is hated by both liberals and conservatives
Anyone that thinks JT is smart doesn't live in Canada and has no idea the destruction he has caused here. He is hated by both liberals and conservatives
Assertion that JT has caused destruction and is widely hated, presented as fact without evidence, combined with policy criticism.
@teddybonnkers4742
Mar 4, 2025
This is insanity
This is insanity
Brief dismissal of current policy or situation as unreasonable, expressing disapproval without elaboration.
Policy Critique
0.75
@youlandergreene5018
Mar 5, 2025
If fentanyl is still a problem at the boarder then trump is doing an awful job at the boarder.
If fentanyl is still a problem at the boarder then trump is doing an awful job at the boarder.
Criticizes Trump's border policy effectiveness while making an implicit claim about fentanyl at the border without evidence.
@loubliss7471
Mar 4, 2025
If Democrats have not gone crazy about their love of illegal immigrants thos would have never had happened
If Democrats have not gone crazy about their love of illegal immigrants thos would have never had happened
Blames Democrats for an unspecified incident through an unsubstantiated causal claim about their immigration stance.
@americandesi7310
Mar 4, 2025
Why only now? How about the 200billion annual investment to protect Canada?
Why only now? How about the 200billion annual investment to protect Canada?
Commenter questions government spending priorities, implying criticism of policy allocation decisions regarding investment in Canada's protection.
@Kingcolumbian
Mar 5, 2025
Justin Castro, weren’t you supposed to resign?? You fucked yup your country, you don’t want it with us
Justin Castro, weren’t you supposed to resign?? You fucked yup your country, you don’t want it with us
Criticizes the Prime Minister's leadership and policy decisions while using derogatory framing and calling for resignation.
@daminashun8868
Mar 4, 2025
This is what happens when you vote for liberal democrats and have zero men with a spine
This is what happens when you vote for liberal democrats and have zero men with a spine
Criticizes political leadership and governance while invoking gendered identity claims about national strength.
brownry3508
Jan 27, 2026
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)