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
Did he just say r@pe is part of their culture? A 40 IQ talking about 70 IQ...what a dummy. You hate Africans, and we hate stupid people. What an idiot. Reminds me of the 40 …
Did he just say r@pe is part of their culture? A 40 IQ talking about 70 IQ...what a dummy. You hate Africans, and we hate stupid people. What an idiot. Reminds me of the 40 IQ white people I know. Tyler trying to $$ in on hate as usual. Tyler the vulture 😂😂
Criticism of perceived racism and hypocrisy, using sarcasm and name-calling to make an ethical point about selective outrage.
robelhaile4212
Jan 27, 2026
Like the Bible say never put a damn fool over nothing
Like the Bible say never put a damn fool over nothing
Invokes biblical moral principle against placing unfit leaders in power, appealing to ethical standards.
Moral Argument
0.75
@toneyingram732
Mar 4, 2025
Even on his way out with many Canadians not satisfied with him(times were hard)endured public and private harassment from CANADIANS(even BC?),THIS MAN is still eloquently PROTECTING his Country!!!
Even on his way out with many Canadians not satisfied with him(times were hard)endured public and private harassment from CANADIANS(even BC?),THIS MAN is still eloquently PROTECTING his Country!!!
Praises Trudeau for protecting Canada despite hardship, framing his actions as ethically commendable despite public dissatisfaction.
@freakyfriday3059
Mar 4, 2025
Hey man, I dont like the guy but he did the thing here. Good job, Justin. You represented us well here for 20 minutes.
Hey man, I dont like the guy but he did the thing here. Good job, Justin. You represented us well here for 20 minutes.
Acknowledges personal dislike but gives credit where due, appealing to fairness and recognition of good performance.
Moral Argument
0.75
@Nymphis69
Mar 4, 2025
Trump and the republicans chose to do that nit the blue but we understand ? you have no choice do what you have to bless the world from the evil greedy 1%
Trump and the republicans chose to do that nit the blue but we understand ? you have no choice do what you have to bless the world from the evil greedy 1%
Appeals to moral principles about necessity, blessing the world, and fighting greed/evil, framed as justification for political choices.
Moral Argument
0.75
@dogwoodvanbibber4522
Mar 4, 2025
Listening to him speak makes me so sad . Why can’t we have such a composed and articulate leader? This is so crazy
Listening to him speak makes me so sad . Why can’t we have such a composed and articulate leader? This is so crazy
Expresses admiration for Trudeau's composure and articulation while lamenting lack of such leadership, appealing to standards of good governance and character.
@MarkFranquizMuzik
Mar 4, 2025
The guy at 3:15 is looking at things with a bit of romantic hindsight. He has no idea what it was like back in the thirties and I'm sure they were taking a lot of …
The guy at 3:15 is looking at things with a bit of romantic hindsight. He has no idea what it was like back in the thirties and I'm sure they were taking a lot of welfare and engaging in crime back then. He just never saw it.
Challenges a nostalgic historical perspective by arguing that past immigrants also engaged in negative behaviors, questioning selective memory and fairness in historical judgment.
Moral Argument
0.75
WillJacobs-d3m
Dec 11, 2025
The man on the bike is so stupid and racist. And I am sure his IQ is below 0. Most Africans are smart, and I love their humanity!. It's not that all whites are smart; …
The man on the bike is so stupid and racist. And I am sure his IQ is below 0. Most Africans are smart, and I love their humanity!. It's not that all whites are smart; most of them are like him. white skin and speak english doesnt make you smart. His ancestor took Africa's wealth and made us poor. He should shame for you gradparent what they did in Africa. fulish man!
Appeals to justice and historical wrongs while making sweeping generalizations about racial groups and intelligence.
selomephoto2757
Jan 28, 2026
When are people gonna start telling the truth? Donald isn't smart, his government is clearly a russian asset, he's got the mental acuity of a four year old. America, wtf are you doing, stop watching …
When are people gonna start telling the truth? Donald isn't smart, his government is clearly a russian asset, he's got the mental acuity of a four year old. America, wtf are you doing, stop watching the news, get to Washington....
Criticizes political leadership on moral/competence grounds and urges Americans to take action ('get to Washington'), combining ethical appeal with mobilization.
@donohirst
Mar 4, 2025
What’s the difference between the Statler family who made billions and the cartel, and don’t forget the American doctors who got everyone addicted to opioids.
What’s the difference between the Statler family who made billions and the cartel, and don’t forget the American doctors who got everyone addicted to opioids.
Draws moral equivalence between wealthy families, cartels, and pharmaceutical companies to critique systemic wrongdoing and hypocrisy.
@Zzoarqg
Mar 4, 2025
Sorry they just voted for a loser devil. I no you have to do what you have to. But with America voting the unfit old uneducated did I already call him a loser. I hate …
Sorry they just voted for a loser devil. I no you have to do what you have to. But with America voting the unfit old uneducated did I already call him a loser. I hate everybody that voted for this. Bullshit
Commenter expresses moral disapproval of American voters' choice while acknowledging Canada's constrained position, blending ethical judgment with resigned acceptance.
@latoyawilson1936
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
Trump is ruining America and its allies……truly sad and then HE supports Putin who would in a second kill Trump and then brag about it.
Trump is ruining America and its allies……truly sad and then HE supports Putin who would in a second kill Trump and then brag about it.
Criticizes Trump's harm to America and allies while raising concerns about his relationship with Putin.
@charlespadilla1027
Mar 4, 2025
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
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
When you choose felony as a leader that’s what happens
When you choose felony as a leader that’s what happens
Moral critique of Trump's criminal record as disqualifying for leadership; frames character as central issue.
@jessysaini883
Mar 4, 2025
I'm an indian even i don't want any foreigner to overpopulate or change the natives and foreigner ratio of my country then why would other countries like that its a valid dislike for indians out …
I'm an indian even i don't want any foreigner to overpopulate or change the natives and foreigner ratio of my country then why would other countries like that its a valid dislike for indians out there.
Appeals to fairness and reciprocity—arguing that if Indians don't want overpopulation in their country, other nations shouldn't either.
benhurekka8686
Feb 9, 2026
How is the U.S. not any better than Russia!? And how is your Orange warlord not any better than Putin!?! When tRump is pulling tactics straight out of Putins playbook!? He is cozying up and …
How is the U.S. not any better than Russia!? And how is your Orange warlord not any better than Putin!?! When tRump is pulling tactics straight out of Putins playbook!? He is cozying up and taking the side of dictators and threatening Canada and other countries the same way that Putin did to Ukraine, and then wonder why relations have gone down hill so fast!!??
Appeals to ethical concerns about authoritarianism and threats to democratic allies, comparing Trump's tactics to Putin's aggression.
@christinasmith4072
Mar 4, 2025
We apologize to Canada for our third rate education system that produces morons who don’t understand fear-based politics are rarely backed by facts. Use the right buzz words, crime/drugs/money and the sheep will line up …
We apologize to Canada for our third rate education system that produces morons who don’t understand fear-based politics are rarely backed by facts. Use the right buzz words, crime/drugs/money and the sheep will line up every time, guaranteed.
An American commenter apologizes for US education failures and critiques fear-based political manipulation as ethically problematic.
@chrislane5677
Mar 4, 2025
Trump is doing Putin's bidding. He doesnt care about our allies..
Trump is doing Putin's bidding. He doesnt care about our allies..
Accuses Trump of betraying allies and serving foreign interests, framing this as a moral failure and threat to democratic values.
@VFRCapBob
Mar 4, 2025
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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)