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
India is a very diverse country they are mostly from one specific state not the whole of India. And stop being racist fuxks.
India is a very diverse country they are mostly from one specific state not the whole of India. And stop being racist fuxks.
Defends Indian diversity while calling out racist behavior, combining factual assertion with ethical appeal against discrimination.
valataroz
Jan 28, 2026
Sorry Trudeau, you're wrong, trump is NOT a smart guy.
Sorry Trudeau, you're wrong, trump is NOT a smart guy.
Disagrees with Trudeau's characterization of Trump's intelligence, making a judgment about personal qualities.
Moral Argument
0.75
@dereknicol5284
Mar 4, 2025
It's astonishing how just one man can turn the whole world upside down. I don’t understand why people always have the tendency—despite being fully aware of the consequences of their choices—to still make the wrong …
It's astonishing how just one man can turn the whole world upside down. I don’t understand why people always have the tendency—despite being fully aware of the consequences of their choices—to still make the wrong ones. Perhaps it gives them a thrill… but they fail to realize that, in the end, they are the ones who have to face the consequences.
Philosophical reflection on human decision-making and consequences, expressing concern about leadership choices affecting global stability.
@Zamis0
Mar 4, 2025
America will crumble under the weight of its conservative failures
America will crumble under the weight of its conservative failures
Makes a value judgment about American conservatism's failures, framing it as a moral/systemic critique rather than specific policy analysis.
@CharlesEbarb-v8g
Mar 4, 2025
the entire world knew this was a false pretext...Trump is going for the big bucks...greedy will be greedy.
the entire world knew this was a false pretext...Trump is going for the big bucks...greedy will be greedy.
Criticizes Trump's motives as greedy and dishonest, framing the tariffs as morally wrong rather than just economically problematic.
@JohnDoucet-v7g
Mar 4, 2025
It's never about WOKE. \nIt's never about Ukraine. \nIt's never about Antisemitism. \nIt's never about boarder protection. \nIt's only EVER about a tiny FRACTION of people with ALL the power knows as: \nBillionaires. \nThis is …
It's never about WOKE.
\nIt's never about Ukraine.
\nIt's never about Antisemitism.
\nIt's never about boarder protection.
\nIt's only EVER about a tiny FRACTION of people with ALL the power knows as:
\nBillionaires.
\nThis is ALWAYS the why.
Presents a moral/systemic critique attributing immigration issues to billionaire power while making unverified claims about hidden motivations.
@alazarealazare
Mar 4, 2025
Trump is a pig and so are ALL his supporters.
Trump is a pig and so are ALL his supporters.
Makes a sweeping moral condemnation of Trump and his supporters using dehumanizing language.
Moral Argument
0.75
@TheArcknight
Mar 4, 2025
Just keep in the back of your mind, unless you are Native American, you are an illegal. Yes white people, that includes you. You came from England.
Just keep in the back of your mind, unless you are Native American, you are an illegal. Yes white people, that includes you. You came from England.
Appeals to historical justice and Native American rights to argue against immigration restrictions based on ancestry.
AdamnW
Jan 27, 2026
More leader need to speak this frankly to Trump and call out his bs and out and out lies. Everyone one with a brain can see Trump is an crazy narcissist who knows nothing about …
More leader need to speak this frankly to Trump and call out his bs and out and out lies. Everyone one with a brain can see Trump is an crazy narcissist who knows nothing about running a country for the people and it’s best interest, or understands what tariffs actually are and how they work. Trump only sees what Trump can gain personal and for his rich buddies.
Appeals to ethical leadership and calls for others to speak out against Trump's behavior, framed as a moral imperative.
@debt1306
Mar 5, 2025
Trump is a bully
Trump is a bully
Characterizes Trump negatively using a moral descriptor ('bully'), making an ethical judgment about his behavior.
Moral Argument
0.75
@syedmammar1
Mar 4, 2025
don't kill for peace just talk for peace thats wat trump those
don't kill for peace just talk for peace thats wat trump those
Appeals to ethical principle that dialogue is preferable to violence, though the comment is somewhat incoherent.
Moral Argument
0.75
@donnyvandijk4682
Mar 4, 2025
Americans are going to have to learn the hard way how stupid they were by electing two dishonest spoilt brats into the White House. Putin's Puppets,
Americans are going to have to learn the hard way how stupid they were by electing two dishonest spoilt brats into the White House. Putin's Puppets,
Moral condemnation of American voters and leaders as dishonest and foolish, with geopolitical implications.
@freko106
Mar 4, 2025
so.. just rip off and screw US of A, your closest ally. Make that make sense.
so.. just rip off and screw US of A, your closest ally. Make that make sense.
Rhetorical critique questioning the fairness and logic of betraying a close ally.
Moral Argument
0.75
@gaylejohnson2356
Mar 4, 2025
You guys just complain too much about everything yall live in Canada everything is available around you but yet can't get it, what about the people in Gaza that is starving to death and Yemen …
You guys just complain too much about everything yall live in Canada everything is available around you but yet can't get it, what about the people in Gaza that is starving to death and Yemen and Sudan what they can say about it
Appeals to perspective and gratitude by comparing Canadian conditions to humanitarian crises elsewhere, implying moral judgment of complainers.
Abchdnd
Aug 25, 2025
That’s not his first term, it’s not a surprise for you! But, and even after you’ve seen what happened on Jan 6 and you voted for him again! I mean… there is some proverb about …
That’s not his first term, it’s not a surprise for you! But, and even after you’ve seen what happened on Jan 6 and you voted for him again! I mean… there is some proverb about the guy who falls into the same trap twice you know…
Criticizes voters for supporting Trump despite January 6, using a moral appeal about repeated poor judgment.
@max.Z22
Mar 4, 2025
nobody wants ww3 so lets all just be friends even with dictators this man just wants to fight
nobody wants ww3 so lets all just be friends even with dictators this man just wants to fight
Appeals to ethical principles of friendship and peace over conflict, criticizing aggressive posturing.
Moral Argument
0.75
@johngee6197
Mar 4, 2025
I'm still willing to wait it out. Change takes time especially significant change.
I'm still willing to wait it out. Change takes time especially significant change.
Appeals to patience and the principle that meaningful change requires time, framing it as a reasonable ethical stance.
Moral Argument
0.75
@craigvestal1778
Mar 4, 2025
Dumbass Donald has never been concerned about anyone or anything but himself. He knows nothing and he IS nothing! \nHe is nothing but a creation of his father Fred Trump and the evil Roy Cohn. …
Dumbass Donald has never been concerned about anyone or anything but himself. He knows nothing and he IS nothing! \nHe is nothing but a creation of his father Fred Trump and the evil Roy Cohn. He squeaked in with less than two percent \nof the vote. If Wolf Blitzer is from Buffalo NY he should come up to Ottawa and see for himself. Its nice this time of year!
Makes ethical character attacks on Trump while including unverified claims about election margins and biographical details.
@michaelrmurphy2734
Mar 4, 2025
Now i understand why the canadian immigration has the requirements they do in place. It is to protect their Canadian people
Now i understand why the canadian immigration has the requirements they do in place. It is to protect their Canadian people
Appeals to protective duty and fairness principle that immigration requirements exist to safeguard Canadian citizens.
Moral Argument
0.75
Tshy-2025
Aug 25, 2025
Carnivorous Cultures Take Advantage of Our Christian Compassion 😮🎉😢
Carnivorous Cultures Take Advantage of Our Christian Compassion 😮🎉😢
Appeals to Christian values and compassion while framing certain immigrant groups as exploitative, mixing moral and identity-based framing.
митрида
Aug 25, 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)