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
LOL.. Who is speaking?. U European monsters, wipped out natives from Australia, Newzeland, CANADA, USA.. All around the globe. U guys did massive genocide, now talking about Invasion of Canada by Indians !!!!!! Murderer Europeans..
LOL.. Who is speaking?. U European monsters, wipped out natives from Australia, Newzeland, CANADA, USA.. All around the globe. U guys did massive genocide, now talking about Invasion of Canada by Indians !!!!!! Murderer Europeans..
Appeals to historical injustice and hypocrisy, arguing that European colonization disqualifies criticism of immigration.
syam2714
Feb 17, 2026
I work with someone Sikh. He happens to live in Brampton. So what? He's a great guy and he works hard. He's probably first generation, and he's as Canadian as anyone else I know. Everything …
I work with someone Sikh. He happens to live in Brampton. So what? He's a great guy and he works hard. He's probably first generation, and he's as Canadian as anyone else I know. Everything I'm reading here is exactly what people once said about Irish and Italians. Give everyone some time to learn what being Canadian is all about. For the record I'm white and I've lived all my life, but I don't live in Barampton. I'm also first generation in this country, but I get a pass because my parents came here from Scotland, not India. That's not fair.
Uses personal experience to argue for fairness and against discrimination; draws historical parallel to past immigrant groups and appeals to equal treatment principles.
shirley7777
Sep 20, 2025
This is what a national leader sounds like, not the illiterate, corrupt Russian-agent Trump, who is undermining our country because too many Americans can’t stand to have a woman in charge, so they elected a …
This is what a national leader sounds like, not the illiterate, corrupt Russian-agent Trump, who is undermining our country because too many Americans can’t stand to have a woman in charge, so they elected a clown and his pet Elon to destroy America from within
Contrasts leadership qualities and character, making moral judgments about competence, corruption, and destructive intent.
@xavierestrada5676
Mar 4, 2025
I admired your father, prime premier Pierre Trudeau. You're just a chip off the block. ?? Great job ❤
I admired your father, prime premier Pierre Trudeau. You're just a chip off the block. ?? Great job ❤
Expresses approval and admiration for leadership, comparing current leader favorably to predecessor and affirming national pride.
@LindaJohnson-j6v
Mar 4, 2025
Our government has gone treasonous against the people and her smiling at us as they destroy our people our country and our way of life
Our government has gone treasonous against the people and her smiling at us as they destroy our people our country and our way of life
Frames government actions as betrayal and harm to 'the people,' using moral language of treachery and destruction of national identity.
Lakeboii70
Aug 25, 2025
I hope the republicans that voted for this get exactly what they voted for. I am tired of seeing ppl vote againts their own and other's best interests
I hope the republicans that voted for this get exactly what they voted for. I am tired of seeing ppl vote againts their own and other's best interests
Criticizes Republican voters for voting against collective interests, appealing to ethical judgment and shared welfare.
@bnnyboyy101
Mar 4, 2025
I’m sorry and so embarrassed of our gov.
I’m sorry and so embarrassed of our gov.
Expresses shame and embarrassment about government actions, appealing to ethical standards and national identity.
@TheZombieheadetsy
Mar 4, 2025
Americas adversaries are Trumps allies. Americas allies are Trumps adversaries. That is what I call unAmerican!
Americas adversaries are Trumps allies. Americas allies are Trumps adversaries. That is what I call unAmerican!
Appeals to American values and patriotism, arguing Trump's foreign policy is ethically wrong and 'unAmerican.'
@Dancerlayla-z6g
Mar 4, 2025
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown …
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown on social media. Content like this can make others form generalized opinions, which can feel unfair and frustrating for individuals who don’t relate to those portrayals. The internet gives everyone a platform, but with that comes responsibility. Before creating content about communities, it’s important to remember that cultures are diverse and complex, and no single video can define them. At the end of the day, being respectful and human should come first. Which ethnicity you belong to , I can find 1000 flaws in your ethnicity. Just be humans . YouTube gives you leverage to talk shit. @TylerOliveira
The comment critiques content creators for reinforcing stereotypes and appeals to ethical responsibility and human dignity in media representation.
ramanbhatia3781
Feb 21, 2026
My heartfelt apologies for this criminal (s) in the wh,! I’m can proudly say I did not vote for this bigot, criminal, rapist, murder, traitor, slim! ????????? we will rise in victory….together!??????
My heartfelt apologies for this criminal (s) in the wh,! I’m can proudly say I did not vote for this bigot, criminal, rapist, murder, traitor, slim! ????????? we will rise in victory….together!??????
Makes moral accusations (criminal, rapist, traitor) and calls for collective resistance based on ethical grounds.
@letymontes8989
Mar 4, 2025
I feel sorry for Americans, but they voted for this misery.
I feel sorry for Americans, but they voted for this misery.
Expresses sympathy for Americans while making a moral judgment that they bear responsibility for their electoral choice.
@PSorensen-c8p
Mar 4, 2025
US credibility isn't on the line, it's gone
US credibility isn't on the line, it's gone
Commenter makes a sweeping moral judgment about US credibility and reputation, implying loss of ethical standing without specific policy reference.
@mikehocquard2843
Mar 4, 2025
trump is not a smart man. He is proof that America is a complete failure. Morally, ethically and legally. The fact that this racist conman, pedaphile, rapist is president, instead of rotting in jail, is …
trump is not a smart man. He is proof that America is a complete failure. Morally, ethically and legally. The fact that this racist conman, pedaphile, rapist is president, instead of rotting in jail, is all the proof anyone should need.
Appeals to moral and ethical principles to condemn Trump as a failure and criminal, framing him as a threat to national values.
@pashadobrowolski496
Mar 4, 2025
Am glad you think that “Fat Cracker” joke is funny calling African illiterate and low IQ and saying “Rape” is part of African culture is crazy! Shame on you bro! And you stood there and …
Am glad you think that “Fat Cracker” joke is funny calling African illiterate and low IQ and saying “Rape” is part of African culture is crazy! Shame on you bro! And you stood there and laugh smh…! lol go on “EDP WATCH” see what “American are doing” fucking dumb ass!
The comment criticizes the video creator for laughing at offensive jokes about African people, appealing to ethical standards and condemning racist humor.
tostv00
Jan 27, 2026
Nobody is dirty And this mentality that indians eat poop Is super racist coming from people who eat everything in an animals body I could have knocked the teeth out of his mouth for saying …
Nobody is dirty
And this mentality that indians eat poop
Is super racist coming from people who eat everything in an animals body
I could have knocked the teeth out of his mouth for saying that
Defends Indians against racist stereotypes, calling out the racism of such claims and expressing moral outrage.
VinayakBhandari-tg2ct
Feb 5, 2026
White people freaking out because now they know how the native's felt when Europeans showed up on their land.
White people freaking out because now they know how the native's felt when Europeans showed up on their land.
Draws historical parallel between European colonization and current immigration, framing white anxiety as moral comeuppance.
mothank35
Jan 28, 2026
I have no respect for anyone who still travels down there for pleasure considering the current circumstances.
I have no respect for anyone who still travels down there for pleasure considering the current circumstances.
Expresses moral judgment against those who travel to the US, implying ethical disapproval based on current circumstances and values.
showersB4bed
Dec 7, 2025
Can you imagine what indigenous people felt when Europeans came
Can you imagine what indigenous people felt when Europeans came
Uses historical analogy to indigenous displacement to critique current immigration policy on ethical grounds.
gurbirbrar6081
Jan 28, 2026
And that's a classic world leader sounds like
And that's a classic world leader sounds like
Praises leadership qualities and comportment as exemplifying what a world leader should sound like.
Moral Argument
0.81
@percymonroe7028
Mar 4, 2025
That is NOT \nanti- americanism. This is anti crap and anti bullying. Canada will not be the only one that will retaliate. Americans have got to wake up and do something.
That is NOT \nanti- americanism. This is anti crap and anti bullying. Canada will not be the only one that will retaliate. Americans have got to wake up and do something.
Frames opposition to Trump as anti-bullying and anti-injustice rather than anti-American, appealing to ethical principles and calling for American action.
@danielamckee5435
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)