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
We need an adult president such as this ????
We need an adult president such as this ????
Appeals to leadership qualities and maturity as moral virtues, with implicit comparison to other leaders.
@patsimmons3123
Mar 4, 2025
It makes me ashamed that respectable allies have to lie and say Trump is a smart man...
It makes me ashamed that respectable allies have to lie and say Trump is a smart man...
Expresses shame about allies compromising their integrity, framing this as a moral/ethical issue about honesty and respectability.
@funnyeveryday-vn3nq
Mar 4, 2025
Remember who he is! Lying, thieving, cheating, ass!
Remember who he is! Lying, thieving, cheating, ass!
Makes moral character judgments about Trump using ethical language (lying, cheating, thieving).
Moral Argument
0.75
@scottman7357
Mar 5, 2025
Donald trump thinks that he's running a Mafia at the white house I don't know how the hell he became He wants to put money in his pocket And wants to destroy America Which he …
Donald trump thinks that he's running a Mafia at the white house I don't know how the hell he became He wants to put money in his pocket And wants to destroy America Which he is not Which he is not making American gray But make making America weak America needs allies So allies Stand together Immunity and do not negotiate with America into Donald trump gets out of office God bless Allies allies Donald trump is the enemy in the white house
Criticizes Trump's character and leadership as corrupt and destructive, appealing to moral principles about proper governance and alliance.
@JoseGuzman-vj8yo
Mar 4, 2025
I cannot imagine i will agree with him but we have pull up our socks and work together as team
I cannot imagine i will agree with him but we have pull up our socks and work together as team
Appeals to collective responsibility and cooperation despite disagreement, framing unity as ethical imperative.
@mahijeetsingh143
Mar 4, 2025
It may be dangerous to be America's enemy, but to be America's friend is fatal.\nHenry Kissinger
It may be dangerous to be America's enemy, but to be America's friend is fatal.\nHenry Kissinger
Quotes Kissinger to make a philosophical argument about the dangers of geopolitical alliances and international relations ethics.
Moral Argument
0.75
@Permisi234
Mar 4, 2025
ONLY 5% NATIVE AMERICANS LEFT 😂 ITS YOUR LAND
ONLY 5% NATIVE AMERICANS LEFT 😂 ITS YOUR LAND
Invokes historical injustice against Native Americans to argue Canada has no moral standing to restrict immigration.
OmSrivastava-q5i
Feb 12, 2026
This is leadership.
This is leadership.
Brief affirmation of leadership quality, appealing to standards of good governance.
Moral Argument
0.75
@femiayanbadejo1497
Mar 4, 2025
5:20 "grape isnt against their culture" is false. this is a MAN issue. men dont find it a problem to violate women and they barely get any punishment for it. look at the files recently …
5:20 "grape isnt against their culture" is false. this is a MAN issue. men dont find it a problem to violate women and they barely get any punishment for it. look at the files recently published by the fbi. you got every type of coloured man hurting kids and women.
Commenter makes a moral argument about gender-based violence while citing FBI data, though the claim about 'every type of coloured man' appears to misrepresent or fabricate evidence.
thechosenone-g4v
Feb 7, 2026
Trump can only bully allies and so friendly with the dictators.
Trump can only bully allies and so friendly with the dictators.
Criticizes Trump's moral character (bullying allies, cozying up to dictators) while implicitly comparing his treatment of different nations.
@qingluzhu3147
Mar 4, 2025
This is what an adult sounds and leads like.
This is what an adult sounds and leads like.
Praises leadership qualities (maturity, responsibility) as moral/ethical standards, likely comparing to another leader.
Moral Argument
0.75
@iamdeborahltillman
Mar 4, 2025
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
Trump is a bully
Trump is a bully
Characterizes Trump negatively using a moral descriptor ('bully'), making an ethical judgment about his behavior.
Moral Argument
0.75
@syedmammar1
Mar 4, 2025
Wow, is this a speech or what, calm, sophisticated, too the point, makes donald look like a dum as moron......
Wow, is this a speech or what, calm, sophisticated, too the point, makes donald look like a dum as moron......
Praises the speaker's eloquence and sophistication as moral/character virtues while implicitly comparing to another political figure.
@willmacleod1742
Mar 4, 2025
Trumps mentally ill he is unstable and very dangerous get him out of power he is arrogant obviously a lier and his ego needs sorted out get rid of this monster.
Trumps mentally ill he is unstable and very dangerous get him out of power he is arrogant obviously a lier and his ego needs sorted out get rid of this monster.
Makes ethical judgments about Trump's character (mentally ill, dangerous, arrogant) and implicitly calls for his removal from power.
@ccwweeman3385
Mar 4, 2025
Trump and Maga are like any crazy regime, absolutely full of magical thinking and not based in reality. So 2+2 = 6 and if you don’t agree, you hate America. Average Americans are expected to …
Trump and Maga are like any crazy regime, absolutely full of magical thinking and not based in reality. So 2+2 = 6 and if you don’t agree, you hate America. Average Americans are expected to believe that a bunch of billionaires and companies that have been robbing them blind for 40 years will now have their backs because they are actually in government instead of just pulling the strings from the sides. Or because they trigger the right people on the Internet. . I also hate how every leader in the world has to pay some kind of false reverence to Trump even though they all know he’s nuts out of some kind of decorum. Just want somebody with balls to get up and say fuck him and fuck his lunacy. And shove your decorum up your arse because Trump doesn’t have any. It’s about time you realise what you’re dealing with and pull the gloves off. Playing nice and nice and reasonable is only playing into his hands.
Critiques Trump and MAGA as a dangerous regime based on ethical concerns about deception, corruption, and the erosion of democratic norms.
@conors4430
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
Hes scum too..he might as well have communism in his country
Hes scum too..he might as well have communism in his country
Condemns a political figure using strong moral language ('scum') and ideological framing (communism).
@susanndrake3838
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)