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
How does that man know that they don't pay taxes? That fool! Fool, India is far from a shit hole. No doubt it has it's poorer sections but did you know that people are making …
How does that man know that they don't pay taxes? That fool! Fool, India is far from a shit hole. No doubt it has it's poorer sections but did you know that people are making hands over fists in India? California burger for one foreign white owned business. Yes sir,he's earning millions annually selling Mexican food in India. These poor Canadians, rural folk, don't travel, so they have no idea what they are talking about. Sadly.
Defends India's economic viability and criticizes rural Canadians' ignorance, appealing to fairness and knowledge-based judgment rather than stereotypes.
karuna4021
Sep 20, 2025
I see women with tears and I fully blame Kamala Harris for the comments she made inviting people which gave them hope to start their journey. Poorly thought out by KHarris.
I see women with tears and I fully blame Kamala Harris for the comments she made inviting people which gave them hope to start their journey. Poorly thought out by KHarris.
Blames Kamala Harris for false hope given to migrants, framing it as a moral/ethical failure while expressing concern about consequences.
@rhondaschafer9129
Mar 4, 2025
This show your mentality sick character! When your bigot forefathers came to india to loot us and grand children of them are judgeing us 😂that quite weird
This show your mentality sick character! When your bigot forefathers came to india to loot us and grand children of them are judgeing us 😂that quite weird
Appeals to historical injustice and hypocrisy to defend against criticism, framing judgment as morally inconsistent.
Aryanrajsingh-nv4ot
Jan 28, 2026
Hhmmmmm imagine how stopping Aid to Palestinians woman and children feel but you keep silent life is funny
Hhmmmmm imagine how stopping Aid to Palestinians woman and children feel but you keep silent life is funny
Appeals to fairness and hypocrisy by contrasting treatment of Palestinians with silence on other issues.
Moral Argument
0.75
@sugathestruggleisreal4603
Mar 4, 2025
If You elect bully ,world will start going against you sooner or later
If You elect bully ,world will start going against you sooner or later
Warns that electing a 'bully' will result in international isolation, framing it as a moral/ethical consequence.
@muhammadsheheryar218
Mar 4, 2025
This is disgusting
This is disgusting
Brief moral condemnation without elaboration, expressing disapproval on ethical grounds.
Moral Argument
0.75
SamSam-qm1li
Jan 27, 2026
Trump doesn't know what he's doing...he goes off on his emotions. He likes to act tough knowing full well that he's not. He's Putin's puppet...he worships Putin and Putin is just laughing at him.
Trump doesn't know what he's doing...he goes off on his emotions. He likes to act tough knowing full well that he's not. He's Putin's puppet...he worships Putin and Putin is just laughing at him.
Criticizes Trump's character and judgment while making claims about his relationship with Putin, framed as ethical critique.
@Chaparaps
Mar 4, 2025
A América do Norte considera grande parte do mundo como inimigos, quando os demais países querem apenas sobreviver e prosperar assim como eles. Enquanto não entenderem isto e se comportarem como uma gangue estarão sempre …
A América do Norte considera grande parte do mundo como inimigos, quando os demais países querem apenas sobreviver e prosperar assim como eles. Enquanto não entenderem isto e se comportarem como uma gangue estarão sempre gastando dinheiro e energia pra combater seus próprios fantasmas.
Critique of North American foreign policy from ethical perspective, comparing approaches to international relations.
@msmello56
Mar 4, 2025
I don't blame the people. They're poor, destitute, desperate, etc. We must look at the ones who are directly benefitting from importing them. Those are the traitors. Without them, we'd be able to feed the …
I don't blame the people. They're poor, destitute, desperate, etc. We must look at the ones who are directly benefitting from importing them. Those are the traitors. Without them, we'd be able to feed the entire world to a point where no one would need to leave their homeland, because all the food and water would be there for them. Clean food and water, of course. Think about it.
Frames immigration as a moral issue of exploitation by elites ('traitors') while invoking global poverty concerns, though also contains conspiratorial undertones about intentional harm.
MetalWisdom666
Jan 28, 2026
This is what you get when your ideology is white supremacy. Nothing ever pointed to Donald Trump being qualified to be president of the United States.
This is what you get when your ideology is white supremacy. Nothing ever pointed to Donald Trump being qualified to be president of the United States.
Makes an ethical judgment about Trump's ideology and qualifications based on moral principles.
@DarrylCarman
Mar 4, 2025
It must be nice to have a leader who’s kind, well-spoken, humble, and honest. Can’t imagine what that’s like
It must be nice to have a leader who’s kind, well-spoken, humble, and honest. Can’t imagine what that’s like
Expresses admiration for leadership qualities (kindness, honesty, humility), implicitly contrasting with other leaders, appealing to ethical values.
@banditandsandy
Mar 5, 2025
Very clear though out speech. I'm ashamed of what the U.S. is doing right now. We need to pray for all our countries right now.
Very clear though out speech. I'm ashamed of what the U.S. is doing right now. We need to pray for all our countries right now.
Appeals to ethical concern and prayer for nations, expressing moral disapproval of U.S. actions and solidarity with affected peoples.
@mercedesruiz3182
Mar 4, 2025
karma. You did everything to set two brotherly nations, Russians and Ukrainians, against each other. You are still doing it. You interfere everywhere. So you deserve the same. And stop putting on a show for …
karma. You did everything to set two brotherly nations, Russians and Ukrainians, against each other. You are still doing it. You interfere everywhere. So you deserve the same. And stop putting on a show for show. And don't you dare insult our President?Canadians and the government are different. Go Maga!!! Go Trump !!! ❤??
Appeals to justice ('karma') for alleged Canadian interference in geopolitics while asserting support for Trump and national identity.
@Alerik2002
Mar 4, 2025
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
Smh. Yall americans better get your country and president right because creating wars with countries who stand with you in times when need help is never a good idea
Smh. Yall americans better get your country and president right because creating wars with countries who stand with you in times when need help is never a good idea
Comment appeals to principles of alliance and mutual support while warning of consequences of Trump's approach.
@lexaneli
Mar 4, 2025
I apologize for what's happening, I didn't vote for the current government.
I apologize for what's happening, I didn't vote for the current government.
Offers a personal apology for government actions, appealing to fairness and moral responsibility while distancing themselves from the current administration.
@Virginia_Gonzalez
Mar 4, 2025
As an American born Ukrainian, we stand with Canada, who continues. Donald Trump, Elon Musk, and JD Vance are very EVIL and VILE human beings. THESE 3 CRIMINALS ARE Taking the USA INTO MANY DIFFICULT …
As an American born Ukrainian, we stand with Canada, who continues. Donald Trump, Elon Musk, and JD Vance are very EVIL and VILE human beings. THESE 3 CRIMINALS ARE Taking the USA INTO MANY DIFFICULT SITUATIONS. Getting back in to being buddy buddy again with THE WORLDS BIGGEST CRIMINAL AND DICTATOR PUTIN, IS GOING TO BE A BIG ISSUE for Americans. Many have innocent children and civilians have been MURDERED in Ukraine by Putin. Even as we tried several times to talk peace though Putin has proven that he wants NOTHING TO DO WITH A CEASEFIRE AND PEACE!!! TRUMP SHOULD BE IN PRISON LIKE THE CRIMINAL THAT HE IS!!!!
Personal identity disclosure (Ukrainian-American) combined with strong moral condemnation of Trump/Musk/Vance as criminals and implicit call for Trump's imprisonment.
@VICTORIOUS-Ukraine
Mar 4, 2025
May trump bother Canada as Canada bothers immigrants
May trump bother Canada as Canada bothers immigrants
Uses reciprocal justice framing ('as Canada bothers immigrants'), appealing to fairness and moral equivalence.
symphoriankimbi4869
Apr 15, 2025
I'm speechless and have nothing good to comment. 🇺🇲 They even have the audacity to plant their lesser gods on foreign land.
I'm speechless and have nothing good to comment. 🇺🇲 They even have the audacity to plant their lesser gods on foreign land.
Expresses moral outrage about cultural/religious practices on Canadian soil, framed as transgression.
Centralintelligentjunkie
Jan 29, 2026
Karma is real man
Karma is real man
Invokes karma as a moral principle, suggesting consequences for wrongdoing, though context is unclear.
Moral Argument
0.75
Lunarvibes777
Jan 27, 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)