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
This is actually the corporation correction. No golden age for corporations. They are the killers of our people.
This is actually the corporation correction. No golden age for corporations. They are the killers of our people.
Makes ethical claim that corporations are harmful to people, framing as moral issue of justice.
Moral Argument
0.75
@LaurenBrennan-l3d
Mar 4, 2025
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
Power is so much more effective when it's subtle - the second it's explicit you invite the underdog into the ring, which is the most powerful human narrative
Power is so much more effective when it's subtle - the second it's explicit you invite the underdog into the ring, which is the most powerful human narrative
Philosophical commentary on the ethics and effectiveness of subtle versus explicit power dynamics.
Moral Argument
0.75
@M23LONDON
Mar 4, 2025
" It feels like home " I call BS! It's freezing in Canada! We are being oppressed in India so we move to oppress others. GTFO
" It feels like home " I call BS! It's freezing in Canada!
We are being oppressed in India so we move to oppress others. GTFO
Uses sarcasm to critique immigrants' motivations while making a moral claim about oppression and reciprocal harm.
We_The_People1787
Jan 27, 2026
The guy on the bike referring himself to “poor white trash” is the saddest thing to happen to society
The guy on the bike referring himself to “poor white trash” is the saddest thing to happen to society
Expresses moral disapproval of someone's self-deprecating identity claim, framing it as a societal problem.
JamesFlem
Jan 27, 2026
The way you talk to your people is so DECENT VERY HUMBLING , not like the convicted felon on the side.
The way you talk to your people is so DECENT VERY HUMBLING , not like the convicted felon on the side.
Praises the speaker's decency and humility while implicitly contrasting with a 'convicted felon,' making a moral judgment about character and leadership.
@superslowwagon
Mar 4, 2025
Crazy how 1 man can cause so much pain for the world...that's so unnecessary... stupid is as stupid does
Crazy how 1 man can cause so much pain for the world...that's so unnecessary... stupid is as stupid does
Expresses moral disapproval of one person causing global suffering, framed as an ethical concern about unnecessary harm.
@GDR1972
Mar 4, 2025
Absolute tragedy this stuff is taking place.
Absolute tragedy this stuff is taking place.
Expresses moral disapproval of immigration practices without elaborating specifics, framing the situation as a tragedy.
BehKett
Jan 27, 2026
What a true speech by this amazing leader of Canada. What Trump did is the dumbest thing to do against Canada.
What a true speech by this amazing leader of Canada. What Trump did is the dumbest thing to do against Canada.
Praises Trudeau's leadership and condemns Trump's actions as morally wrong, framed as defending Canada's interests.
@DelmahNori-x3e
Mar 4, 2025
Certainly the dumbest American President in their history ??
Certainly the dumbest American President in their history ??
Makes a negative value judgment about Trump's competence framed as a moral/character assessment rather than policy-specific critique.
Moral Argument
0.75
@jeangreenfield5993
Mar 4, 2025
Europeans invaded a lot of countries back in their old times and looted all the resources like money and gold … now when karma hits back they cry like a dog …. Now many comment …
Europeans invaded a lot of countries back in their old times and looted all the resources like money and gold … now when karma hits back they cry like a dog …. Now many comment warriors will come with their inhumane racism but what I said is true
Commenter invokes historical injustice (European colonialism) as a moral argument about karma and fairness, framing current immigration through a justice lens.
sarathkm3686
Feb 16, 2026
Tyler, aren't you a piece of work, a proud covert racist and master manipulator. Divide n conquer, psychological warfare and low iq yikes like you, makes the elite happy for the missionary work you're doing. …
Tyler, aren't you a piece of work, a proud covert racist and master manipulator. Divide n conquer, psychological warfare and low iq yikes like you, makes the elite happy for the missionary work you're doing. Hm, even they can't take their money with them when its their time to transition. Nothing to see here folks just the usual suspects doing the usual.
Accuses video creator of racism and manipulation, framing the content as serving elite interests through divisive tactics.
9size2me
Feb 6, 2026
Multiculturalism has been a disaster in every sense.
Multiculturalism has been a disaster in every sense.
Makes a sweeping normative claim that multiculturalism is fundamentally negative, framed as a moral/social judgment.
BasedMisatoSpeaks1488
Feb 15, 2026
Canadians will stand proud to bullies.
Canadians will stand proud to bullies.
Asserts Canadian pride in standing against bullying, framing it as a moral stance.
@hornedlobster
Mar 4, 2025
USA its a traitor of the Free World.
USA its a traitor of the Free World.
Makes a moral judgment about the USA's international conduct, characterizing it as betrayal of shared values.
@iberiano-ls2rv
Mar 4, 2025
Mr. Prime Minister I’m a proud Canadian. I know that we are ethical and we have integrity. We complied with the fentanyl issue, but this is not about fentanyl, it’s about something more. Perhaps he …
Mr. Prime Minister I’m a proud Canadian. I know that we are ethical and we have integrity. We complied with the fentanyl issue, but this is not about fentanyl, it’s about something more. Perhaps he wants to do to Canada what Putin did to Ukraine, without the military force, but with the monetary force.
Appeals to Canadian ethical values while expressing fear of economic domination comparable to Putin's actions against Ukraine.
@DorisGreen-rt9bk
Mar 4, 2025
Damn, that person on the bike is racist towards Africans and Muslims in a terrifying way.
Damn, that person on the bike is racist towards Africans and Muslims in a terrifying way.
Condemns racist behavior as morally wrong while expressing alarm about discriminatory attitudes toward specific groups.
MouhamedAli-ig9hb
Feb 27, 2026
It's an absolutely tragedy
It's an absolutely tragedy
Brief moral judgment characterizing the immigration situation as tragic, appealing to ethical concern.
Moral Argument
0.75
HasanHadziosmanovic
Feb 15, 2026
Trump wants what's good for trump. Not what's good for the country.
Trump wants what's good for trump. Not what's good for the country.
The commenter makes a moral judgment that Trump prioritizes self-interest over national welfare.
@memyself7956
Mar 4, 2025
America serving 2 masters now. Netanyahu, and now Putin. What a b*tch.
America serving 2 masters now. Netanyahu, and now Putin. What a b*tch.
The commenter makes a moral judgment that America is compromised by serving authoritarian interests (Netanyahu and Putin).
@Yjn75
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)