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
Trump is a greedy, avaricious, bully who thinks he DESERVES a huge place in history. So he looks to the past and wants to be viewed as Washington or Lincoln by channeling Polk and Jackson. …
Trump is a greedy, avaricious, bully who thinks he DESERVES a huge place in history. So he looks to the past and wants to be viewed as Washington or Lincoln by channeling Polk and Jackson. He is a narcistic psychopath with delusions of grandeur. He obliquely knows he's pushing 80 and time is ticking down ... he is desperate for acclaim.
Makes ethical judgments about Trump's character (greedy, narcissistic, psychopath) and motivations based on moral principles.
Moral Argument
0.85
@radwulfeboraci7504
Mar 4, 2025
I am an American and I am ashamed of this country
I am an American and I am ashamed of this country
Expression of shame about national leadership reflects moral judgment about the country's actions and values.
@MiaG4
Mar 4, 2025
TRAITOR trump is A NAZI TRAITOR that is fu*king up OUR Nation & it's people. He is a disgrace to USA & the world
TRAITOR trump is A NAZI TRAITOR that is fu*king up OUR Nation & it's people. He is a disgrace to USA & the world
Makes strong ethical condemnation of a political figure as a 'traitor' and 'disgrace,' appealing to national values and integrity.
@rabbitteyes
Mar 4, 2025
Look, nobody said that Chinatown, SF was supposed to be European or that Manilatown, Vancouver to be white. Brampton is a Little India, and you can complain all you want... once you show the proof …
Look, nobody said that Chinatown, SF was supposed to be European or that Manilatown, Vancouver to be white. Brampton is a Little India, and you can complain all you want... once you show the proof that you entered with your Inuit Visa, oh wait they were killed by you and yet you complain when legal immigrants come. They contribute to the culture of Vancouver, Toronto but you just love to point out Brampton when 0.01% have even seen the place, let alone lived there.
Defense of immigrant contributions and critique of nativist complaints, grounded in fairness and historical justice arguments.
accountebasiceimportante_6613
Feb 17, 2026
diversity is canadas strength
diversity is canadas strength
Asserts a normative claim about diversity as a national strength, appealing to values of inclusion.
MGTOW-x1z
Feb 18, 2026
?Yes, that's evil but you also fight Africa with weapons n geno*cide, shouldnt u REPENT before it's too late? Listen to Jesus' Words on hypocrisy‼️
?Yes, that's evil but you also fight Africa with weapons n geno*cide, shouldnt u REPENT before it's too late? Listen to Jesus' Words on hypocrisy‼️
Commenter invokes religious and ethical principles to critique Canada's alleged hypocrisy regarding Africa, calling for moral repentance.
Moral Argument
0.85
@PurposeDriven4U
Mar 4, 2025
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to …
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to go to America too? Why does the colour of their skin matter to you?
Do you really believe that all your ancestors who came to America from different countries didn’t bring their culture with them? And don’t you think that all these different cultures shaped America into what it is today?
I am not American, and I would never leave my country for America. As an outsider, it feels strange to watch Americans portray other people—who want to immigrate to the country just like your own ancestors did—as inferior. In my eyes, you are exactly the same, no one is better than the other. It surprises me that a country like America shows hostility toward others who, just like them, are immigrants. And then you go to a other country with that very same mindset.
No matter if Canada or America, remember that your not a native, so why judge people so hard, for trying to do the same thing like you did.
You are not a native either.
The commenter appeals to fairness and human equality while critiquing discrimination based on skin color and national origin, framed as a moral principle that all immigrants deserve equal treatment.
Djumanji95
Feb 8, 2026
If you trying to be nick sherly with the sikhs, not gonna happen, research first, indian sikhs gave their lives for canada fought wars, Pay taxes, everything You need research man, couple of bad apple …
If you trying to be nick sherly with the sikhs, not gonna happen, research first, indian sikhs gave their lives for canada fought wars,
Pay taxes, everything
You need research man, couple of bad apple can’t describe indian sikhs
Defends Sikhs' contributions and fairness by appealing to their historical service and tax contributions, while asserting they shouldn't be stereotyped by outliers.
ZaffarwalMusic
Jan 27, 2026
It seems that Trump wants to destroy Western society at record speed. He feels closer to dictators and oligarchs than to our democracies. I believe he hates democracy and feels more comfortable siding with murderers …
It seems that Trump wants to destroy Western society at record speed. He feels closer to dictators and oligarchs than to our democracies. I believe he hates democracy and feels more comfortable siding with murderers and dictators. If no one stops him, this man could be responsible for the destruction of Europe, Canada, and even his own country.
Makes ethical arguments about democracy, authoritarianism, and moral responsibility, framed as concerns about Trump's character and intentions.
@marcosjara3523
Mar 4, 2025
Imagine having a leader who is eloquent, thoughtful, intelligent, and strong, but kind and compassionate. Then imagine supporting a bully, a thug, a convicted felon, a rapist, a misogynist, a wanna-be tough guy who is …
Imagine having a leader who is eloquent, thoughtful, intelligent, and strong, but kind and compassionate. Then imagine supporting a bully, a thug, a convicted felon, a rapist, a misogynist, a wanna-be tough guy who is really a small and petty person.
Uses moral and character-based arguments to contrast Trudeau's virtues against Trump's vices, appealing to ethical principles.
@MikeS29
Mar 4, 2025
I´m from Germany and I think Trudeau shows how to be a real leader, not a showmaster. What makes me thougtful is to see the Republicans cheering to Donalds inhumane statements. We Germans historicaly know, …
I´m from Germany and I think Trudeau shows how to be a real leader, not a showmaster. What makes me thougtful is to see the Republicans cheering to Donalds inhumane statements. We Germans historicaly know, that this kind of right wing politics can lead to a real desaster. I don´t understand, why only such a little number of americans are standing up and demonstrate for their rights und safe their democracy. This could all end very bad.
German commenter draws historical parallels to warn against right-wing authoritarianism, appealing to democratic values and expressing concern about dangerous political trends.
@arnonym4657
Mar 5, 2025
The United States of America needs to dispose of Trump NOW. This is travesty. I am an American crying now to see what this monster is doing to our country and the world especially our …
The United States of America needs to dispose of Trump NOW. This is travesty. I am an American crying now to see what this monster is doing to our country and the world especially our allies. SHAME ON TRUMP AND THOSE WHO ARE WITH AND FOR HIM. Have the decency to step aside or start behaving like a president not an embarrassment.
Appeals to ethics and decency while calling for Trump's removal, framing his actions as shameful and harmful to country and allies.
@susanomullane4100
Mar 4, 2025
Trump has zero statesmanship and he lacks global understanding of history, culture, moral, ethic, civilization, good manners and so on.
Trump has zero statesmanship and he lacks global understanding of history, culture, moral, ethic, civilization, good manners and so on.
Critiques a political leader's character and ethical deficiencies across multiple dimensions (statesmanship, understanding, morality).
Moral Argument
0.85
@hatripekala4983
Mar 5, 2025
As a Vermonter, i support my neighbor and and embarrassed and mortified to consider any American, especially a president or ANY leader would do this thing, to our neighbor or its own citizens. Oh Discordia
As a Vermonter, i support my neighbor and and embarrassed and mortified to consider any American, especially a president or ANY leader would do this thing, to our neighbor or its own citizens. Oh Discordia
Appeals to ethical principles of neighborly conduct and expresses shame at perceived mistreatment of Canada and citizens.
@tommillard3105
Mar 4, 2025
Trudeau and carney governments are simply evil.
Trudeau and carney governments are simply evil.
Uses strong moral language ('evil') to condemn government, framing policy disagreement as ethical failure.
annas7515
Feb 17, 2026
THAT is a real Leader, I am so looking forward to the end of the next 3.75 years. Themost shameful 4 years of American leadership.
THAT is a real Leader, I am so looking forward to the end of the next 3.75 years. Themost shameful 4 years of American leadership.
Praises Trudeau as a 'real Leader' and condemns American leadership as shameful, making ethical judgments about governance.
@AfroChilanGringo
Mar 4, 2025
Can I just remind you that the British empire took 45 trillion out of India, from being the richest nation in the world at that time, 25% of global gdp - why do you think …
Can I just remind you that the British empire took 45 trillion out of India, from being the richest nation in the world at that time, 25% of global gdp - why do you think the British came to India in the first place? Not cus they like a good curry! Robbed the place blind & now you have a problem with hard working people on your nation - you started it!! India didn’t invite you over!! Punjab had an empire before the British systematically took it apart piece by piece - but I’m sure that doesn’t interest you - very blinkered & one sided view
Appeals to historical injustice and fairness, arguing that Western nations bear responsibility for past colonial exploitation and should therefore welcome immigrants.
harrydemontechristo8425
Feb 27, 2026
As a Brazilian this final season of earth is stressing me the f out, billionaires should not be allowed to exist nor intervene politically, old felon lunatics should not be allowed into the government either, …
As a Brazilian this final season of earth is stressing me the f out, billionaires should not be allowed to exist nor intervene politically, old felon lunatics should not be allowed into the government either, fascism should be a crime, we are doing everything wrong, geez, if these crazy dictators don't end the world, nature will end it anyways, it's unbelievable.
Brazilian commenter expresses ethical concerns about billionaire power, fascism, and government corruption, framed through personal stress and moral judgment.
@KayoYuuki
Mar 5, 2025
I feel bad for the people who actually LEGALY migrated there 😢
I feel bad for the people who actually LEGALY migrated there 😢
Appeals to fairness for legal immigrants, implying sympathy for those who followed proper procedures versus others who did not.
Duck-2nd
Jan 28, 2026
Trump's behavior right now is very un-american and traitorous
Trump's behavior right now is very un-american and traitorous
Appeals to ethical principles by characterizing Trump's behavior as un-American and traitorous, invoking national values.
Moral Argument
0.85
@guiseppe9272
Mar 5, 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)