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
The great mindset of western people....it's 2026 and here are people on this Earth still talking about white and black
The great mindset of western people....it's 2026 and here are people on this Earth still talking about white and black
Critiques continued racial categorization as ethically problematic in contemporary society.
Moral Argument
0.70
vpvpsilly2927
Feb 17, 2026
Its important that Americas feel this pain. Its the only thing that will teach this lesson.
Its important that Americas feel this pain. Its the only thing that will teach this lesson.
Argues that Americans deserve economic pain as a lesson, framed as moral consequence.
@usr34518
Mar 4, 2025
Donald can live on his fancy gold toilet and he shits out the every day taxpayers that are trying support their families
Donald can live on his fancy gold toilet and he shits out the every day taxpayers that are trying support their families
Critiques Trump's wealth and perceived indifference to working-class Americans on ethical grounds.
Moral Argument
0.70
@gretaherron9471
Mar 4, 2025
If It's Not Racism To not turn To Turn to India , So Its also racist To come in our country And Get Views and Say Dirty About our country ,And Having a 50 Rupees …
If It's Not Racism To not turn To Turn to India ,
So
Its also racist To come in our country And Get Views and Say Dirty About our country ,And Having a 50 Rupees Budget
Argues about what constitutes racism and fairness, claiming immigrants criticizing Canada while benefiting from it is hypocritical.
hemlatapatel3734
Feb 8, 2026
truly disgusting
truly disgusting
Brief moral condemnation without elaboration, expressing ethical disapproval of the video's content or immigration-related topic.
Moral Argument
0.70
mirovii
Oct 25, 2025
Who dont pay taxes shut the fuck up we dont live on over paid taxes grandpa
Who dont pay taxes shut the fuck up we dont live on over paid taxes grandpa
Appeals to fairness principle (tax contribution) to delegitimize critics' right to speak on immigration policy.
Moral Argument
0.70
Carcare_taker
Oct 5, 2025
That's fuck up now.
That's fuck up now.
Brief expression of moral disapproval about a situation, though context is vague.
Moral Argument
0.70
xdragon8867
Sep 19, 2025
If you look up the definition of Sociopath in the dictionary you will find a picture of Trump beside it.
If you look up the definition of Sociopath in the dictionary you will find a picture of Trump beside it.
Character attack using a moral/psychological judgment (sociopath) rather than factual claim, framed as ethical critique.
Moral Argument
0.70
@Michael-h7y5k
Mar 5, 2025
Isn't Homo sapiens originated from AFRICA?? Where are you from? Mars?
Isn't Homo sapiens originated from AFRICA??
Where are you from? Mars?
Rhetorical challenge questioning the commenter's origin claims, implying all humans share African ancestry and thus no one has exclusive claim to belonging.
muchmore9797
Jan 29, 2026
Prime Minister, I know you do not want to hurt the Americans. We have worked well together. I don't want President Zalensky harmed either or his country. I am sorry for all of us
Prime Minister, I know you do not want to hurt the Americans. We have worked well together. I don't want President Zalensky harmed either or his country. I am sorry for all of us
Appeals to shared values of friendship and non-harm, expressing concern for protecting allies and expressing regret for political divisions.
@carlirayech
Mar 4, 2025
Good to know the “ True” face of Canadians….😢esp. the Man holding the bicycles. I shud repoert on wat he said… ???😢😢Canadian GOVT.
Good to know the “ True” face of Canadians….😢esp. the Man holding the bicycles. I shud repoert on wat he said… ???😢😢Canadian GOVT.
Criticizes perceived Canadian hostility toward immigrants as morally wrong while suggesting reporting action, blending ethical concern with activism.
smitharaghavan-t2z
Jan 29, 2026
They’ve voted for this moron so they deserve everything that comes to them
They’ve voted for this moron so they deserve everything that comes to them
Judgmental statement about voters deserving consequences, framing as moral accountability for electoral choice.
@puddinhehe859
Mar 5, 2025
That racist nasty SOB. Talking about Africans. With only 70% IQ. He can go to hell.
That racist nasty SOB. Talking about Africans. With only 70% IQ. He can go to hell.
Condemns racist statements as morally wrong while citing a false IQ claim, mixing ethical critique with misinformation.
floyarde7653
Jan 27, 2026
We also get Indians and Nepalese imigrants, and they are hard working and good people. They do jobs most of us would do for those money, the religion of peace that is the problem.
We also get Indians and Nepalese imigrants, and they are hard working and good people. They do jobs most of us would do for those money, the religion of peace that is the problem.
Praises immigrant work ethic while making a problematic generalization about religion, mixing solidarity with potential misinformation.
Pookytroll
Jan 27, 2026
Every action has a reaction.
Every action has a reaction.
Abstract statement about cause-and-effect and consequences, implying a moral principle about accountability for actions.
Moral Argument
0.70
@mohammadsaba4037
Mar 4, 2025
The USA prefers to act & think like a clueless inbred clown at the circus & our leaders tend to reflect that & take advantage of that going back as far as the Reagan era. …
The USA prefers to act & think like a clueless inbred clown at the circus & our leaders tend to reflect that & take advantage of that going back as far as the Reagan era. The majority of Americans revel in their ignorance & malevolence while callings themselves Christians.
Critiques American leadership and society through moral/ethical lens, condemning ignorance and hypocrisy while invoking religious values.
@oligarchy-usa
Mar 4, 2025
This whole administration is mentally disturbed ?
This whole administration is mentally disturbed ?
Characterizes the administration as mentally disturbed, blending moral judgment with concern about fitness for office.
@DrazenkaHayes
Mar 4, 2025
one big mistake from his speech. namely: trump is not smart. he is stupid. a narcissist who lies about everything. i realize he was being diplomatic but no one would call trump smart. trump is …
one big mistake from his speech. namely: trump is not smart. he is stupid. a narcissist who lies about everything. i realize he was being diplomatic but no one would call trump smart. trump is a moron. what else can describe a clown who goes bankrupt with a casino??
Makes character attacks on Trump (narcissist, liar, moron) as moral judgments rather than verifiable claims, with one specific claim about casino bankruptcy.
@PaulSmith-wz5kj
Mar 4, 2025
America's racism will be its downfall, \nWhat did you expect when you elected a convicted felon and a rapist❓️
America's racism will be its downfall, \nWhat did you expect when you elected a convicted felon and a rapist❓️
Makes unsubstantiated claims about Trump's criminal/sexual history while framing as moral critique of American racism.
@Towman-TL
Mar 4, 2025
Hes right trump is licking putins crack so hard, make it make sense.
Hes right trump is licking putins crack so hard, make it make sense.
Uses crude sarcasm to critique a political leader's foreign policy alignment, combining humor with an implicit moral judgment about inappropriate allegiance.
@smokeyyoung9670
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)