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
What a pathetic joke.
What a pathetic joke.
Dismissive judgment of the policy as inadequate, though brief and lacking specific substantive critique.
Policy Critique
0.75
the_traveller
Jan 11, 2026
Right you are, Trump has to learn the hard way what it means to screw his friends and throw contracts in the trash! We're stopping all cooperation, then we'll see who can do it better: …
Right you are, Trump has to learn the hard way what it means to screw his friends and throw contracts in the trash! We're stopping all cooperation, then we'll see who can do it better: sit it out and wait!
Criticizes Trump's treatment of allies and contracts while advocating for Canadian economic retaliation and non-cooperation.
@Klartext2024
Mar 4, 2025
We love honest journalism like this I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
We love honest journalism like this
I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
Criticizes immigration standards and language qualifications of admitted immigrants, making broad claims about competency without evidence.
Spicyketchup04
Jan 27, 2026
Why the nigger fuck are you promoting smuggling in your content?
Why the nigger fuck are you promoting smuggling in your content?
Accusation that content creator is promoting illegal smuggling, critiquing editorial choices with inflammatory language.
WNF
Jan 29, 2026
This crazy this man causing all this bull man he wrong
This crazy this man causing all this bull man he wrong
Expresses disapproval of a political figure's actions and leadership, though expressed informally.
Policy Critique
0.75
@thebest.gaming2894
Mar 4, 2025
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate …
Most uneducated journalist 💔💔
Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate clearly and give a voice for their community but no, he goes for the fresh immigrants that barely know english to interview. Just look at the picture he's trying to paint 😂
Oh and that border hopping scheme? There's malicious people in EVERY culture/religion, acting like whites and blacks don't do the same shit.
You can't show this negative narrative on this community by focusing on the worst. No one likes to talk about the Sikhs that feed SO MANY homeless people in downtown toronto every year. I bet you didn't know every gurdwara feeds anyone anytime. I can speak for the Sikhs i've seen first hand how they are for the community.
wtvr pays the bills ig 🥀🥀
Critiques journalistic bias in representation, defends immigrant communities against negative stereotyping, and highlights positive community contributions.
Praby
Jan 27, 2026
Well said. This president should be throughly investigated. Trump is no material for president of the United States. Who is he working for? Not the American people in my view.
Well said. This president should be throughly investigated. Trump is no material for president of the United States. Who is he working for? Not the American people in my view.
Criticizes a political leader's fitness for office and calls for investigation, combining policy critique with a demand for action.
@ERumbeador
Mar 4, 2025
Liberal Mess continues
Liberal Mess continues
Criticism of Liberal government policies framed as mismanagement, though vague in specifics.
Policy Critique
0.75
goodpost256
Feb 27, 2026
An investigation into NGO's and charities receiving all kinds of funding from the Liberal party to support the oppressed. People come into our country and get aid and assistance on how to work the system. …
An investigation into NGO's and charities receiving all kinds of funding from the Liberal party to support the oppressed. People come into our country and get aid and assistance on how to work the system. Cancel Critical Race Theory initiatives as well. Laith Marouf is a perfect example of the grift.
Calls for investigation into NGO funding and policy changes while alleging systemic abuse and fraud by immigrants and government allies.
marykelly5608
Feb 27, 2026
He's failed at everything and will fail here. Silly man
He's failed at everything and will fail here. Silly man
Critiques Trump's competence and predicts policy failure, framed as general incompetence rather than specific policy analysis.
Policy Critique
0.75
@pedroervert
Mar 4, 2025
Imagine having a real leader still
Imagine having a real leader still
Expresses dissatisfaction with current leadership quality, implying criticism of governance without specific policy details.
@MikeYetter-tv5mn
Mar 4, 2025
Retard Canada just be giving PR to anyone
Retard Canada just be giving PR to anyone
Criticizes Canadian PR policy as overly permissive, though expressed crudely without substantive analysis.
Policy Critique
0.75
XanXus273
Jan 27, 2026
Wow, this canadian gaslighting globalist is still in power ?
Wow, this canadian gaslighting globalist is still in power ?
Criticism of Trudeau using loaded language ('gaslighting globalist') without substantive evidence.
@xy369
Mar 4, 2025
We have enough land to expand on ! We could try!
We have enough land to expand on ! We could try!
Offers a counterargument to immigration concerns by suggesting land availability as a solution to capacity concerns.
Policy Critique
0.75
wendyrimmer57
Jan 5, 2026
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
THE LIBERALS FUCKED RUNNIED THIS COUNTRY
THE LIBERALS FUCKED RUNNIED THIS COUNTRY
Blames the Liberal government for national decline, combining partisan political criticism with identity-based framing.
nightrider9376
Jan 28, 2026
2:30, bro deliberately picked up the worst he could get about the punjab , spreading hatred within the minds 😢
2:30, bro deliberately picked up the worst he could get about the punjab , spreading hatred within the minds 😢
Accuses video creator of selective negative framing and spreading hatred, critiquing editorial choices and their ethical implications.
kanhaagarwal5974
Jan 28, 2026
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
Liberals destroy everything they touch and tbe retards will keep voting for them #albertaindependence NOW
Liberals destroy everything they touch and tbe retards will keep voting for them
#albertaindependence NOW
Criticizes Liberal government competence and calls for provincial independence, combining partisan critique with political action.
chadomcfatto
Feb 26, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)