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
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
As an American I am deeply ashamed of the current administration; the greed, the ignorance & the blatant corruption. The GOP is the party of Putin.
As an American I am deeply ashamed of the current administration; the greed, the ignorance & the blatant corruption. The GOP is the party of Putin.
Personal expression of shame about US administration's corruption and greed, framed as ethical critique of GOP governance.
@ashflash8067
Mar 4, 2025
Trump is pure evil! Can’t wait u til he’s gone! JD is owned by those who seek to destroy democracy. Those who voted for this deserve what they get. I feel for those who didn’t, …
Trump is pure evil! Can’t wait u til he’s gone! JD is owned by those who seek to destroy democracy. Those who voted for this deserve what they get. I feel for those who didn’t, like Canadians. ???
Combines moral condemnation ('pure evil', threat to democracy) with expressions of concern for democratic institutions and sympathy for Canadians.
@keylime2998
Mar 4, 2025
the karma or consequences of canada supported khalistani terrrorists
the karma or consequences of canada supported khalistani terrrorists
Invokes karma/consequences framing, suggesting Canada's immigration policies are retribution for supporting Khalistani movements.
slfcont
Feb 6, 2026
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
Arrogance trump never
Arrogance trump never
Brief moral condemnation of arrogance as a character flaw, rejecting it as a principle.
Moral Argument
0.75
@haridharan6454
Mar 4, 2025
Hey hii racist peoples I am from india i assure indian peoples not involved in any crime and others culture respect we are not converting people kill people we are respecting each other all around …
Hey hii racist peoples I am from india i assure indian peoples not involved in any crime and others culture respect we are not converting people kill people we are respecting each other all around the world but you don't know about we are came to your country for jobs and opportunities for hardworking if this jobs in India we don't come your 💩 loving country 😂😂😂 0:11
Defends Indian immigrants' character and work ethic while appealing to shared values of respect and hard work, countering negative stereotypes.
Diwakarranaedix
Jan 29, 2026
The present-day immigration system = Slavery in the past. The only difference is that immigrants earn minimum pay nowadays vs slaves got free food scrap from their owners in the past.
The present-day immigration system = Slavery in the past. The only difference is that immigrants earn minimum pay nowadays vs slaves got free food scrap from their owners in the past.
Makes an extreme moral comparison between modern immigration and slavery, presenting an unverified claim about wage exploitation.
I.Am.a.Truth.Seeker
Jan 22, 2026
We are all living in strange times! The bad guy (Putin) is defended like he’s the good guy and the victim (Zelensky) is criticized like he’s the aggressor. This is so weird and negative like …
We are all living in strange times! The bad guy (Putin) is defended like he’s the good guy and the victim (Zelensky) is criticized like he’s the aggressor. This is so weird and negative like an episode of the Twighlight Zone! I think I can understand how Trump is viewing things. Bill O’Reilly seems to know how Trump thinks. Nevertheless, things are upside down! USA voting at the UN with North Korea and Putin and Belarus and against the EU and UK and NATO alliance nations … against the victim Ukraine? This is unheard of! Yet this is so ironic because Leonid Brezhnev, who was the USSR leader, when Russia invaded the sovereign nation of Afghanistan, and Vladimir Putin was a young KGB agent at that time, working for Brezhnev, is now in his position as leader, and he invaded Brezhnev’s sovereign homeland of Ukraine. Brezhnev must be weeping from hell and regretting his invasion of Afghanistan! Crying from hell, seeing his servant, Putin, in his seat of authority, and invading his homeland like he did to Afghanistan, I’m sure Brezhnev regrets but it’s too late now. He’s burning in hell and he can’t get out of hell! \n\nThe bad deal that Clinton and Yeltson and John Major dealt to Ukraine in the 1990s when they moved all of her nuclear weapons to Russia was like declawing the Ukrainian cat and now the cat can’t defend herself against aggressors because she has no claws to defend herself from aggressive attackers!\n\nCanada and Mexico are our friends not our enemies! China and North Korea still idolize the USSR/CCCP flag and Soviet Union hammer and sickle. Putin is a thug and gangster like Joseph Stalin. Everyone forgot what happened to Alexander Litvinenko except for those like John Bolton. \n\nWe are all living in perilous times! The wrongdoer (Putin) is called good and the victim (Zelensky) is called bad! This is so negatively bizarre and wrong! Isaiah 5:20 warns against this! Putin is not pure evil but he’s definitely not a good guy! He’s a gangster and thug like Al Capone! I think President Trump is walking on a tight rope by trying to make a good deal with Putin. And that tight rope spans from one high rise building to another - the senate and house chambers of the US legislature. The midterms are coming soon and if President Trump loses the house and senate, that tight rope could snap! And all those shock and awe executive orders etc. could come back to haunt him like a boomerang thumping his head.\n\nNever in my wildest imagination would I ever imagine Canadians harboring bad feelings towards the USA! This is 180 degrees opposite of how things were when Ronald Reagan and Brian Mulroney were in the political arena!
Extended moral argument about geopolitical justice, comparing historical and current situations to critique perceived moral inversions in international relations.
@ChristianCentury2000
Mar 4, 2025
I love it !!!!!!!!!!!!!! Those who believe in Trump can continue to reap what comes with his wicked practices.
I love it !!!!!!!!!!!!!! Those who believe in Trump can continue to reap what comes with his wicked practices.
Expresses moral disapproval of Trump's practices while implicitly supporting Canada's position, framed as ethical judgment.
@kendelcody2124
Mar 4, 2025
What a well articulated speech. Trump needs to be removed now. This is insanity.
What a well articulated speech. Trump needs to be removed now. This is insanity.
Praises the speech's articulation while calling for Trump's removal, framed as response to ethical/political crisis.
@louwandmaker
Mar 4, 2025
You’re all a bunch of racist American products of Hollywood that should be caged and reeducated so you can all learn what it’s like to be an actual human being.
You’re all a bunch of racist American products of Hollywood that should be caged and reeducated so you can all learn what it’s like to be an actual human being.
Uses inflammatory moral language ('reeducated,' 'actual human being') to condemn commenters, framed as ethical critique though expressed through hostile identity-based framing.
Easternworld420
Jan 27, 2026
The PIG on the bike should learn about his ancestors and what they did to Canada when he talks about DIRTY
The PIG on the bike should learn about his ancestors and what they did to Canada when he talks about DIRTY
Appeals to historical injustices and moral accountability while using derogatory language and identity-based framing.
sb-gw2hs
Jan 27, 2026
On behalf of all Africans please leave us alone with our low level of intelligence, of course we have had people from here committing crimes but crime does not have race. Rape is a very …
On behalf of all Africans please leave us alone with our low level of intelligence, of course we have had people from here committing crimes but crime does not have race. Rape is a very punishable offense out here and you can be in prison for 14 years if convicted. Those who have committed crimes should be arrested at first sight and deported, wondering if Brian Redding was African looking at the magnitude of his crimes, however you welcome to visit here as we dont discriminate. 😂
Defends African people against stereotyping while advocating for fair treatment and deportation of criminals.
trucksnloads5948
Jan 28, 2026
Nah man Tyler, you're showing India in a very negative light, messing with the biggest population on earth won't work out too well.
Nah man Tyler, you're showing India in a very negative light, messing with the biggest population on earth won't work out too well.
Commenter appeals to fairness and warns against negative portrayal of a large population group based on ethical grounds.
Moral Argument
0.75
Kindaqwerty
Jan 28, 2026
I dont think a homeless guy riding around in snow on a bike has the right to complain about other people’s situations especially those that are on welfare
I dont think a homeless guy riding around in snow on a bike has the right to complain about other people’s situations especially those that are on welfare
Questions the credibility/moral standing of the video creator to critique others' situations based on his own circumstances.
Useraichbg6182g
Jan 28, 2026
Idiots voted for a terrorist that's terrorizing America
Idiots voted for a terrorist that's terrorizing America
Makes strong moral condemnation of US voters and leadership using charged language about terrorism.
@dwight198229
Mar 4, 2025
Wow! Your emphasis is on creating hate for money.
Wow! Your emphasis is on creating hate for money.
Accusation that the video creator is deliberately generating hatred for profit, raising ethical concerns about content intent.
gurbirbrar6081
Jan 28, 2026
There is one word for tramp, TRAITOR!
There is one word for tramp, TRAITOR!
Uses strong moral language ('TRAITOR') to condemn a political figure, appealing to principles of loyalty and betrayal.
@cdromeys
Mar 4, 2025
My soul hurts.... trump you still have time to repent God is in control you will be judged for your actions Amen
My soul hurts.... trump you still have time to repent God is in control you will be judged for your actions Amen
Religious moral appeal invoking divine judgment, though the reference to Trump suggests identity-based framing of good vs. evil.
@orriebeck5002
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)