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
No respect to other country leader is very mature and diplomatic ?
No respect to other country leader is very mature and diplomatic ?
Commenter critiques the lack of respect shown to other country leaders as immature and undiplomatic, appealing to standards of diplomatic conduct.
Moral Argument
0.88
@markstoutchinine8437
Mar 4, 2025
This dude is spot on ?????? that’s what a real leader looks like
This dude is spot on ?????? that’s what a real leader looks like
Praises leadership qualities as exemplary of what real leadership should look like, appealing to standards of good governance.
Moral Argument
0.88
@stellacollins3114
Mar 4, 2025
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. …
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians.
canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. I'm probably smarter than him. some africans being illiterate doesn't make them stupid and indians don't eat poop.
leaving what he said in the video without calling it out looks like you agree. every group has bad drivers. every group has bad people- like the biker guy. stop the stereotype.
imagine judging all white people off the biker guy. that’s what you’re doing. it’s not fair.
Argues against stereotyping and racist generalizations on ethical grounds, appealing to fairness and challenging discriminatory framing.
Veldamir
Jan 27, 2026
All crimes comitted in Iraq, Afghanistan and Palestine are all coming back to haunt you
All crimes comitted in Iraq, Afghanistan and Palestine are all coming back to haunt you
Appeals to justice and moral accountability for past military actions, framing consequences as deserved retribution.
Moral Argument
0.88
@RedwanAbdelAzizMerabet
Mar 4, 2025
The reality is that Canada’s demographic changes are largely driven by high levels of immigration from India and Arab and Muslimmajority countries. It is important to stop the narrative of hatred toward Black people, especially …
The reality is that Canada’s demographic changes are largely driven by high levels of immigration from India and Arab and Muslimmajority countries. It is important to stop the narrative of hatred toward Black people, especially the labeling of them as “low IQ.” Many immigrants from Africa are hardworking and striving to assimilate, yet they continue to face unfair stereotypes. In fact, many Black immigrants are professors, post-doctoral researchers, doctors, engineers, and other professionals. Those who do not hold advanced degrees are still performing essential labor that sustains the economy. Ignoring these contributions suggests that the concern is not genuinely about protecting Canada from immigration or cultural change, but rather reflects a deeper, selective hostility toward Black people. Honest reflection and research would make this clear.
Defends Black immigrants against racist stereotypes and argues for fair treatment based on their contributions and humanity, making an explicit ethical appeal against selective hostility.
Lulu-z4l2m
Jan 27, 2026
America did their best friend dirty, gutless and shameful.
America did their best friend dirty, gutless and shameful.
Ethical critique of US treatment of Canada, invoking concepts of loyalty, honor, and fairness between allies.
Moral Argument
0.88
@beefaroni-69
Mar 4, 2025
An ally and closest friend will not take advantage of their ally and closest friend.
An ally and closest friend will not take advantage of their ally and closest friend.
Appeals to ethical principles of alliance loyalty and fair treatment between allied nations.
Moral Argument
0.88
@louiszu8028
Mar 4, 2025
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Defends Indian Canadians against racism, appeals to fairness and equal opportunity, and critiques stereotyping and the video creator's approach.
lovergirl1195
Jan 28, 2026
You are just a racist piece of shit.. last video you went on a anti semetic rant and now this
You are just a racist piece of shit.. last video you went on a anti semetic rant and now this
Comment makes an ethical accusation of racism and antisemitism, appealing to moral principles against discrimination.
Moral Argument
0.88
X1nleen
Jan 27, 2026
Someone asked: Why do so-called Christians think Donald Trump is some kind of savior that was appointed by GOD to save us all? Another person answered: Because of the total opposites in your statement. I …
Someone asked: Why do so-called Christians think Donald Trump is some kind of savior that was appointed by GOD to save us all? Another person answered: Because of the total opposites in your statement. I am a conservative AND a believer.
\nAnd that makes it so difficult for me to take Republicans serious. How in the world is it that those who profess to believe in GOD, claim to be Christians - and worship Trump?
\nA self-confessed abuser of women (When you are rich, they let you do anything you want to)?
\nA rapist.
\nA thief (Think: Trump “University”)
\nA man without respect for anyone (Think: “nick names.”)
\nA liar (Think: My crowd was bigger than any ones) + 34,000 PROVEN lies more
\nA hypocrite (The Two Corinthians)
\nA cheater (Think: Two pregnant wives, both of whom he cheated)
\nAn inciter of violence (Think: Fight like hell)
\nIn no way does the man fit any concept of Christian character and yet, those who profess to be Christians think he is GOD-given??? GOD does at times allow evil leaders to be appointed over Nations as part of HIS ETERNAL PLAN in this World before the Creation of this World as in the case Egypt's Evil Pharaoh and Evil King Saul because Israel wanted a King instead of GOD'S Prophets such as Samuel directing them at the time of Israel's request.
Extended ethical critique of Trump's character against Christian values, arguing his actions contradict religious principles and conservative identity.
@BBQFanNo1
Mar 4, 2025
This is how a leader talks to people and gets a message across.
This is how a leader talks to people and gets a message across.
Makes a normative claim about effective leadership communication and messaging.
Moral Argument
0.87
@Hammerhead2467
Mar 4, 2025
As an American I am so embarrassed for what President Trump is doing. He is HURTING all our relationships with our allies. I'm beginning to think electing President Trump will be in history as the …
As an American I am so embarrassed for what President Trump is doing. He is HURTING all our relationships with our allies. I'm beginning to think electing President Trump will be in history as the biggest mistake citizens made.
American expressing shame and ethical concern about Trump's damage to international relationships and alliances.
@ghost.ranger1628
Mar 4, 2025
I stand with Democracies.\nDEFINITELY NOT with Vile Sociopath DICKtators.\n❤ UK ??
I stand with Democracies.\nDEFINITELY NOT with Vile Sociopath DICKtators.\n❤ UK ??
Appeals to democratic values and human decency while rejecting authoritarian governance, with identity markers (UK flag).
@lisadownie8055
Mar 4, 2025
I am ashamed to be an American. How we have come to this is beyond my comprehension. I apologize on behalf of our government. It's shameful
I am ashamed to be an American. How we have come to this is beyond my comprehension. I apologize on behalf of our government. It's shameful
Expresses shame about American government actions and apologizes on behalf of the nation, grounded in ethical disapproval.
@judycarl6366
Mar 4, 2025
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians …
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians in Canada” but half of the people in your boat, liking those comments and engaging in discussion are literal bigots whose only points in discussions involving this topic are hateful phrases and ignorance.
Critiques commenters' inability to distinguish racism from nationalism, appealing to ethical principles about bigotry and ignorance.
zacheryallen1432
Jan 27, 2026
For the 1st time in my 75yrs of existence on this planet, I am thoroughly Ashamed to be an American....I am ashamed of those who voted for this wannabe dictator......because of their short sidedness, they …
For the 1st time in my 75yrs of existence on this planet, I am thoroughly Ashamed to be an American....I am ashamed of those who voted for this wannabe dictator......because of their short sidedness, they have elected a monster.....as for the politicians that enable him, they are spineless swamp creatures that need to be voted out of office and some sent to Guantanamo and charged with crimes against America
American expressing shame and moral outrage at Trump and his supporters, calling for removal of enabling politicians.
@reggie441950
Mar 4, 2025
4:06 That claim is ignorant and racist. No group in India eats poop. Some Indians living abroad feel "embarrassed" and wrongly blame “lower class” people. In reality, using cow dung or urine as “holy” is …
4:06 That claim is ignorant and racist. No group in India eats poop.
Some Indians living abroad feel "embarrassed" and wrongly blame “lower class” people.
In reality, using cow dung or urine as “holy” is a fringe belief by upper class people only,
not followed by 99.9% Indians and not part of normal daily life.
Anyone who actually does such things is doing a rare, attention-seeking stunt, not practicing Indian culture.
Using extreme and rare examples to judge a whole country or class shows ignorance, not superiority.
Defends Indian culture against racist stereotypes by providing factual context and appealing to fairness in representation and judgment.
theneetaspirant8806
Jan 28, 2026
Indians are people who you can trust and respect, Hindus and Sikhs especially. It’s not a problem when these communities integrate perfectly within Canada or the US. Human trafficking operations are conducted by a small …
Indians are people who you can trust and respect, Hindus and Sikhs especially. It’s not a problem when these communities integrate perfectly within Canada or the US. Human trafficking operations are conducted by a small minority who are paid to often be anti their own country of origin. Remember all the white people are actually European immigrants into the Americas, this is just an example of continuous migration of humans, some of whom conducted bad businesses, even in the beginning of the colonisation of the Americas. You call yourself the originals, but you are just immigrants as well. The Native Americans and Inuits were the originals. And yet you have nearly wiped them out. The United States of America is standing on the dead bodies of the natives! The hypocrisy when they call out new immigrants entering America and Canada!
Defends immigrant communities through ethical arguments about historical hypocrisy and appeals to fairness in immigration discourse.
NaDokuso
Feb 21, 2026
wow as an African I feel insulted. I never knew my IQ level was that low
wow as an African I feel insulted. I never knew my IQ level was that low
Personal rejection of racist stereotypes about intelligence, appealing to dignity and fairness.
njuenjagi4983
Jan 29, 2026
Indians make up just 5.1% of Canada’s population according to 2021 census, can someone explain how can this overpower other communities, yet we’re often the easiest target for blame. Instead of taking responsibility, some choose …
Indians make up just 5.1% of Canada’s population according to 2021 census, can someone explain how can this overpower other communities, yet we’re often the easiest target for blame. Instead of taking responsibility, some choose to point fingers. Behind every smile is struggle, loneliness, and silent battles but we still wake up every day and work twice as hard without complaining
Defense of Indian immigrants using statistical evidence and appeals to fairness, highlighting their contributions and struggles.
shiv.ani.sharmaa
Feb 17, 2026
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)