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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Moral Argument
2,863 comments
America is getting what it asked for ??
America is getting what it asked for ??
Implies moral judgment that America is experiencing consequences for its own actions, framed as a justice-based argument.
Moral Argument
0.75
@marvellbgry
Mar 4, 2025
This is ridiculous and so unnecessary Trump who ? This makes me wanna move to Canada now!
This is ridiculous and so unnecessary Trump who ? This makes me wanna move to Canada now!
Expresses disapproval of political situation and uses Canada as a positive alternative, implying ethical judgment.
@ladydianadavis2332
Mar 4, 2025
5:30 this dumb who ride cycle,said black people have low iq😂 but obama was president back then in usa ..what about that 😂 and king george what about that.. so in india we have that …
5:30 this dumb who ride cycle,said black people have low iq😂 but obama was president back then in usa ..what about that 😂 and king george what about that.. so in india we have that kinda people who say this things like thay bcuz they dont not inteligent enough and illitrate
Responds to a racist claim in the video by countering with historical examples, defending against discriminatory statements.
Wanderdust61
Feb 13, 2026
Donald has done such a great job in making America's allies running away and the global declining of America's influence will exacerbate from this point on?\nKeep up good work Donald!
Donald has done such a great job in making America's allies running away and the global declining of America's influence will exacerbate from this point on?\nKeep up good work Donald!
Uses ironic criticism to argue that Trump's actions damage America's global standing and relationships with allies, framed as a cautionary concern.
@บักแหวงคนไม่เต็ม87792
Mar 4, 2025
TRUMP IS POTUS....BUT HE'S NOT PRESIDENTIAL..NOT NOW...NEVER WAS!
TRUMP IS POTUS....BUT HE'S NOT PRESIDENTIAL..NOT NOW...NEVER WAS!
Makes a moral judgment about presidential conduct and character standards.
Moral Argument
0.75
@davidwallace8388
Mar 4, 2025
1:27 better future means a better future for Canada as well. You should contribute something back also.
1:27 better future means a better future for Canada as well. You should contribute something back also.
Appeals to fairness and reciprocal contribution while expressing support for immigrants building a better future.
VN-ux2ep
Feb 13, 2026
Why aren’t Indians making their own country prosperous.
Why aren’t Indians making their own country prosperous.
Rhetorical question implying moral responsibility of nations to develop themselves rather than immigrate, framed as comparative judgment.
dogpark77
Jan 27, 2026
Modi is a criminal like Bibi and Trump and should all be sitting in the same jail cell...the punjabi people are people of the highest quality and definitely deserve their own country and not under …
Modi is a criminal like Bibi and Trump and should all be sitting in the same jail cell...the punjabi people are people of the highest quality and definitely deserve their own country and not under the boot of the racist Indian government
Critiques Indian government as racist and criminal while defending Punjabi people's right to self-determination, grounded in justice and human rights.
expos4everac
Jan 27, 2026
We believe you, we know trump is a liar, a felon, a criminal.
We believe you, we know trump is a liar, a felon, a criminal.
Makes character accusations against Trump (liar, felon, criminal) framed as moral judgments, with 'felon' and 'criminal' being specific claims.
@kerrypolingo1607
Mar 4, 2025
CNN, why don’t you say openly that trump is an uneducated fool who does not know what he doing as president or how this world functions. And equally uneducated fools like Vance and Musk are …
CNN, why don’t you say openly that trump is an uneducated fool who does not know what he doing as president or how this world functions. And equally uneducated fools like Vance and Musk are not knowing how a country work let alone a big country like USA.
The comment critiques Trump, Vance, and Musk's competence and fitness for office using moral/ethical language about understanding governance.
@shamsali9903
Mar 4, 2025
Trump destroys things..\nPeriod.
Trump destroys things..\nPeriod.
Makes a sweeping moral judgment that Trump 'destroys things,' framing him as fundamentally destructive.
Moral Argument
0.75
@tamhiker1
Mar 4, 2025
Trump wants to destroy USA, he is the real enemy from within ???
Trump wants to destroy USA, he is the real enemy from within ???
Frames Trump as an internal threat to the USA and makes a moral judgment about his destructive nature.
@loydamedina235
Mar 4, 2025
Natural justice for the marginalized (and how) First Nations, Inuit and Metis being delivered in a microcosm ironically by homonymous people from a faraway land!!
Natural justice for the marginalized (and how) First Nations, Inuit and Metis being delivered in a microcosm ironically by homonymous people from a faraway land!!
Appeals to justice for marginalized Indigenous peoples, framing immigration as ironic reversal of historical injustice.
universalist77
Dec 25, 2025
Donald is out to destroy the lower and middle class. All he wants is more money in the billionaires pockets.
Donald is out to destroy the lower and middle class. All he wants is more money in the billionaires pockets.
Moral critique of Trump's intentions toward working classes, framed as unfair wealth concentration.
@TheRoxinatoR
Mar 4, 2025
Like the Bible say never put a damn fool over nothing
Like the Bible say never put a damn fool over nothing
Invokes biblical moral principle against placing unfit leaders in power, appealing to ethical standards.
Moral Argument
0.75
@toneyingram732
Mar 4, 2025
It’s hard to hear the truth from someone who’s not ruining your country
It’s hard to hear the truth from someone who’s not ruining your country
Appeals to ethical judgment ('truth') while implying the speaker's country is being 'ruined,' framing a moral contrast.
@MrAxes777
Mar 4, 2025
low dignity for america ...
low dignity for america ...
Expresses a value judgment about America's dignity and standing, invoking ethical/reputational concerns without specific policy details.
@RapsForex
Mar 4, 2025
Taylor es un racista
Taylor es un racista
Direct accusation of racism against a named individual, making a moral/ethical judgment about character.
Moral Argument
0.75
Fabio-y9c
Mar 1, 2026
Did he just say r@pe is part of their culture? A 40 IQ talking about 70 IQ...what a dummy. You hate Africans, and we hate stupid people. What an idiot. Reminds me of the 40 …
Did he just say r@pe is part of their culture? A 40 IQ talking about 70 IQ...what a dummy. You hate Africans, and we hate stupid people. What an idiot. Reminds me of the 40 IQ white people I know. Tyler trying to $$ in on hate as usual. Tyler the vulture 😂😂
Criticism of perceived racism and hypocrisy, using sarcasm and name-calling to make an ethical point about selective outrage.
robelhaile4212
Jan 27, 2026
What's bullshit is letting homeless white people tell you the brown people aren't paying taxes.
What's bullshit is letting homeless white people tell you the brown people aren't paying taxes.
Challenges a perceived injustice (homeless people making claims about immigrants) while invoking racial categories, mixing fairness critique with identity framing.
marcellevesque2442
Dec 30, 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)