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
Specific American Donald, you are not a King! Wake up!
Specific American Donald, you are not a King! Wake up!
Appeals to principles of democratic governance and rejection of authoritarian rule.
Moral Argument
0.75
@lubova5732
Mar 4, 2025
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or …
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or a Tibetan Buddhist...who came to India... Indian not amazing people believe me guys
Advocates for equal respect and support of diverse cultures and religions, appealing to principles of fairness and human dignity.
LifeinCanada-m3i
Nov 22, 2025
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
Shitting on immigrants when the economy takes a hit, it’s as old as the rosetta stone unfortunately.
Shitting on immigrants when the economy takes a hit, it’s as old as the rosetta stone unfortunately.
Uses historical analogy to critique the pattern of blaming immigrants during economic downturns as an old, unjust practice.
ovrskr
Nov 24, 2025
A tragedy? Excuse me??? Gtfo
A tragedy? Excuse me??? Gtfo
Rejects characterization of immigration situation as tragic, implying disagreement with the moral framing presented.
Moral Argument
0.75
a.b.2850
Nov 22, 2025
Freedom is a lie, they want immigrants to pay taxes but don’t expect any freedom or rights
Freedom is a lie, they want immigrants to pay taxes but don’t expect any freedom or rights
Argues that immigrants are denied freedom and rights despite contributing taxes, framing this as an injustice and broken social contract.
NarinaLove
Dec 5, 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
" It feels like home " I call BS! It's freezing in Canada! We are being oppressed in India so we move to oppress others. GTFO
" It feels like home " I call BS! It's freezing in Canada!
We are being oppressed in India so we move to oppress others. GTFO
Uses sarcasm to critique immigrants' motivations while making a moral claim about oppression and reciprocal harm.
We_The_People1787
Jan 27, 2026
The guy on the bike referring himself to “poor white trash” is the saddest thing to happen to society
The guy on the bike referring himself to “poor white trash” is the saddest thing to happen to society
Expresses moral disapproval of someone's self-deprecating identity claim, framing it as a societal problem.
JamesFlem
Jan 27, 2026
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
I’m American and I wish we had a leader like Trudeau. To all the MAGA idiots that voted for Trump, thanks for ruining our country. It only took 6 weeks.
I’m American and I wish we had a leader like Trudeau. To all the MAGA idiots that voted for Trump, thanks for ruining our country. It only took 6 weeks.
American expressing regret about Trump voters and admiration for Trudeau, blaming Trump supporters for national damage.
@curtbergeron703
Mar 4, 2025
Absolute tragedy this stuff is taking place.
Absolute tragedy this stuff is taking place.
Expresses moral disapproval of immigration practices without elaborating specifics, framing the situation as a tragedy.
BehKett
Jan 27, 2026
How in gods name is it possible that this is happening one more time?? Tariffs and appesing a murderous dictator. \nAmericans really need to learn critical thinking, and need to be able to spot a …
How in gods name is it possible that this is happening one more time?? Tariffs and appesing a murderous dictator. \nAmericans really need to learn critical thinking, and need to be able to spot a con artist. \nThe democrats really need to understand their voters better, to prevent this from happening again. \n\nCanada Europe is with you.
Critiques voters' critical thinking and appeals to ethical judgment while expressing international solidarity with Canada/Europe.
@Morten6842
Mar 4, 2025
I wish we had an intelligent President… unfortunately we had more stupid people voting in the 2024 election so this was the outcome… the death of our democracy ?
I wish we had an intelligent President… unfortunately we had more stupid people voting in the 2024 election so this was the outcome… the death of our democracy ?
Expresses concern about democratic values and criticizes voter choices as morally problematic, framed as threat to democracy.
@cherylstigars3950
Mar 4, 2025
You are the greatest country on earth. America is no longer the greatest country. The fact that you could erate people's countries and get away with it, it doesn't make you great. You are now …
You are the greatest country on earth. America is no longer the greatest country. The fact that you could erate people's countries and get away with it, it doesn't make you great. You are now a tyrant, but your time will come. You are falling cause most Americans live s***, most Americans live like dogs.
Makes ethical arguments about national greatness, imperialism, and moral decline while comparing Canada favorably to America.
skapunkoialternativeliving6522
Jan 27, 2026
You watched palastinian woman and children massacred by Israelis and you are talking about ethics!
You watched palastinian woman and children massacred by Israelis and you are talking about ethics!
Appeals to ethical principles by highlighting perceived hypocrisy in discussing ethics while ignoring other humanitarian concerns.
Moral Argument
0.75
@75alifarsh
Mar 4, 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
It's to keep deadly drugs out, left matters one world one family
It's to keep deadly drugs out, left matters one world one family
Appeals to shared moral values (keeping drugs out, global family) to justify border policy.
Moral Argument
0.75
@pattersonmoses37
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
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)