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
The Donald's least concern is his people, his poor people, because his millionaire friends Bezos, Musk, and company are going to get richer, a lot richer, with all these moves. Like Napoleon Bonaparte and Hitler, …
The Donald's least concern is his people, his poor people, because his millionaire friends Bezos, Musk, and company are going to get richer, a lot richer, with all these moves. Like Napoleon Bonaparte and Hitler, Trump sees himself as the great conqueror of the world, the chosen one, the incarnation of Jesus on Earth, and his followers believe he is. The poor devils, as ignorant as Trump himself.
Critique of Trump's character and motives framed through ethical concerns about inequality and authoritarian tendencies.
@alggazteca
Mar 4, 2025
Shame on them who voted for Trump, the clown!
Shame on them who voted for Trump, the clown!
Condemns Trump voters on moral grounds while implicitly calling for accountability or different voting behavior.
@TARA-j3l
Mar 4, 2025
These pale faces are descendants of Europeans not natives to any lands in western hemisphere! Their ancestors stole it from other people and now BITCH all the time that “their land” is being stolen 😂😂 …
These pale faces are descendants of Europeans not natives to any lands in western hemisphere! Their ancestors stole it from other people and now BITCH all the time that “their land” is being stolen 😂😂 hypocrisy is CRAZY!
Appeals to historical injustice and hypocrisy, framing European settlement as theft while criticizing complaints about immigration.
blackdynamitee9735
Feb 28, 2026
This is so sad. The American government undermines its people.
This is so sad. The American government undermines its people.
Moral critique of American government for undermining its own people, implicitly contrasting with Canadian approach.
@JoseGutierrez-rw6tg
Mar 4, 2025
Remember, most of us here in Canada are immigrants… I work a lot in Native towns throughout Québec and realized that they were here for thousands of years. Are we just scared ?
Remember, most of us here in Canada are immigrants…
I work a lot in Native towns throughout Québec and realized that they were here for thousands of years.
Are we just scared ?
Questions whether fear of immigrants is justified by invoking historical indigenous presence and appealing to fairness principles.
seanjones4807
Feb 28, 2026
trump is a bully trump doesnt care if prices go up hes rich
trump is a bully trump doesnt care if prices go up hes rich
Commenter critiques Trump's character and indifference to economic harm, appealing to fairness and concern for ordinary people.
Moral Argument
0.78
@padillaeddie2935
Mar 4, 2025
you know then tell all whites not to receive any benefits from Indian tax payers. just don't get that. create an exception that Canada is only for white europeans who came here may be 100 …
you know then tell all whites not to receive any benefits from Indian tax payers. just don't get that. create an exception that Canada is only for white europeans who came here may be 100 years earlier than Indians. these kind of bullshits are normalized.
Appeals to fairness and equal treatment by questioning why Indian immigrants should receive benefits if they're not 'European,' framed as a justice argument against perceived discrimination.
anandbabu1346
Jan 27, 2026
I would be completely embarrassed if I was an American citizen these days.... Shame
I would be completely embarrassed if I was an American citizen these days.... Shame
Expresses shame and embarrassment about American leadership, appealing to moral/ethical standards of national conduct.
@jengamen
Mar 4, 2025
When you live in places like this all over the world, nobody talks about it, and they make it an illegal minefield to complain. It's sad and weird.
When you live in places like this all over the world, nobody talks about it, and they make it an illegal minefield to complain.
It's sad and weird.
Critiques the suppression of discussion about immigration issues and frames it as an ethical problem of silencing legitimate concerns.
Humineral
Jan 27, 2026
Reading as much as I could of the comments below, it is with great respect that we as human can still care for one another even when we are from different countries, continents, backgrounds an …
Reading as much as I could of the comments below, it is with great respect that we as human can still care for one another even when we are from different countries, continents, backgrounds an so one. Evil will always try to do it's thing and we must come together to abolish it. Being from different countries in this situation is not much we can do. Maybe stop importing from America, at least till this administration is gone in 4 years. The way it's going , America will lose a lot of it's allies and unless tyranny and dictatorship follows, we will vote the so called politicians out of office and claim our rights to a better way of life. Because now, America suffers and other countries will follow. And it is just the beginning. Learn how to become stronger and don't vote for convicted felon that is doing Russia's bid. Not sure how the followers can say with a straight face that what Trump is doing is for the betterment of our country . God bless us all.
Extended moral appeal for international human solidarity against tyranny, with embedded calls to action (boycott, voting) and warnings about Trump administration.
@adrianmuresan1
Mar 4, 2025
Why are we counting how many white people work in Tim hortons… we would be complaining if they weren’t working.
Why are we counting how many white people work in Tim hortons… we would be complaining if they weren’t working.
The comment appeals to fairness and consistency in employment expectations, questioning the logic of demographic complaints.
sophiehine6634
Jan 28, 2026
What a disgusting joke this current administration is. To trump, his sycophants, and his MAGA supporters... One day all of this will come back on you. I won't be sorry to see it, but I …
What a disgusting joke this current administration is. To trump, his sycophants, and his MAGA supporters... One day all of this will come back on you. I won't be sorry to see it, but I do genuinely pity you.
Condemns the current administration on moral grounds, invoking justice and consequences for wrongdoing.
@capodo
Mar 4, 2025
Speaking as an American. A REAL American who stands by our Constitution and the laws of our land and not with a TRAITOR. We do NOT want this. I have always been clueless to how …
Speaking as an American. A REAL American who stands by our Constitution and the laws of our land and not with a TRAITOR. We do NOT want this. I have always been clueless to how Americans can hear what this traitor says and support it. It reminds me of the movie Shalow Hal. The woman was fat and unattractive but the guy saw this slim beautiful model. This is American right now. We have this Fat Traitor and some Americans see this STRONG Man who is going to make their lives wonderful by hurting all the black and brown people. Right out of the gate he’s telling them all he’s here to hurt and harm every American, but will still hurt and harm black and brown people the most. Many of them will be removed from earth in the largest earth removal since the mid 1930’s. This will end badly for him and all who supports him. The sad result will be the total destruction of our country and if you listened to him. He kept telling you that.
Appeals to constitutional values and warns of moral danger from Trump's policies, particularly targeting vulnerable populations, framed as ethical opposition.
@madboyreadynow28
Mar 4, 2025
Thought we'd keep growing stronger together. Shame to see this.
Thought we'd keep growing stronger together. Shame to see this.
Appeals to values of unity and collective strength while expressing disappointment at perceived division or decline.
@JohnnyJohnsonEsq
Mar 4, 2025
Seems like Trumpism to me. These people are doctors and lawyers who came here, and no one is illegal on stolen land.
Seems like Trumpism to me. These people are doctors and lawyers who came here, and no one is illegal on stolen land.
Defends immigrants' legitimacy and moral standing by highlighting their professional credentials and invoking indigenous land claims as an ethical counter-argument.
ickster23
Feb 18, 2026
When White Gangs are saying Brown Gangs are a big problem n killing women n children….. then why isn’t Canada deporting them all or locking Canadian Gangs up! Oh right cops and government are compliant
When White Gangs are saying Brown Gangs are a big problem n killing women n children….. then why isn’t Canada deporting them all or locking Canadian Gangs up! Oh right cops and government are compliant
Appeals to fairness and justice, questioning why brown gangs are targeted differently than white gangs, implying discriminatory enforcement.
@KCANADAPROUD
Feb 19, 2026
No one is illegal on stolen land 🇨🇦
No one is illegal on stolen land 🇨🇦
Invokes Indigenous land claims as a moral argument for welcoming immigrants, framing Canada as stolen territory.
LexRising
Feb 5, 2026
There is one thing I will correct Trudeau on: donald is NOT a very smart guy. He is deeply ignorant both, intellectually & emotionally. \n\nAny fool can see that! He is deeply shameful & cruel!
There is one thing I will correct Trudeau on: donald is NOT a very smart guy. He is deeply ignorant both, intellectually & emotionally. \n\nAny fool can see that! He is deeply shameful & cruel!
Makes character-based moral critique of Trump, emphasizing intellectual and emotional failings as evidence of unfitness.
Moral Argument
0.78
@lukefraser6172
Mar 4, 2025
This is highly dangerous to have a pathological liar in the White house, who badly wants to be somebody and respected but don't have it in him.
This is highly dangerous to have a pathological liar in the White house, who badly wants to be somebody and respected but don't have it in him.
Critiques a political leader's character and trustworthiness as a moral failing, with undertones of danger/threat.
@duke2912
Mar 4, 2025
Why hate for indians? Why not for black guys who mostly commit petty theft, uses knife and gun and no we dont eat poo you guys are mad crazy about our food fools please stop …
Why hate for indians? Why not for black guys who mostly commit petty theft, uses knife and gun and no we dont eat poo you guys are mad crazy about our food fools please stop doing this shit if we dont come to your country you guys are done look how many universities and colleges are being closed you guys are so stupid you wanna become us use our stuff but hate indians you guys need to learn the history or did guys skip the class go and search how many indian ceo's are out there of many big companies
Defends Indian immigrants against stereotyping and discrimination while making arguments about economic contribution and fairness.
MahiChauhan-x9c
Mar 3, 2026
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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)