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
People of goodwill around the world support the strong president and great peacemaker Donald J. Trump ??! This person has a great will to establish peace and goodness! A person and president who deserves the …
People of goodwill around the world support the strong president and great peacemaker Donald J. Trump ??! This person has a great will to establish peace and goodness! A person and president who deserves the greatest award in the history of humanity! Right now, it is only the first steps, but very soon everyone will realize this! \nGod's blessing!
Makes moral appeals about Trump's character and intentions for peace, framed as support for his leadership and values.
@Αχιος
Mar 4, 2025
Excellent speech, Donald don't care for you. He's tunnel visioned for the task at hand. He's gone over to the darkside and not pretending
Excellent speech, Donald don't care for you. He's tunnel visioned for the task at hand. He's gone over to the darkside and not pretending
Makes moral judgment that Trump has 'gone over to the darkside,' characterizing his leadership as ethically compromised despite task focus.
@FrederickCaesar-fd4ru
Mar 4, 2025
That's a great speach by Prime-Minister of Canada.\n\nTrump made a mistake to start trade war against friends. Russia is a foe of the US, but Trump loves Putin. Why Donald stays his feelings on the …
That's a great speach by Prime-Minister of Canada.\n\nTrump made a mistake to start trade war against friends. Russia is a foe of the US, but Trump loves Putin. Why Donald stays his feelings on the top instead America, Freedom and Democracy???
Praises the PM's speech and appeals to values of freedom and democracy while criticizing Trump's priorities and character.
@denisgushchin2023
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
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met …
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met many Indian people in Canada and it almost seems like they’re so positive and community minded that they think it’s small minded to be stingy about sharing space, which can clash with the general reserved nature of Canadians but also make you feel embarrassed in a way about being judgmental. You even see it in this video with the white guy asking judgey questions to Indians but he gets showered with food and hospitality from the Indians. No matter how you fight it you kind of get overpowered by their positivity…
Makes a nuanced ethical argument about positivity, hospitality, and cultural differences, praising immigrant generosity while critiquing Canadian reserve.
Talidataluda
Oct 9, 2025
Yes EVERYONE IN CANADA IS COSYING UP TO THE LYING MURDEROUS GENOCIDAL MANIC REGIME INSTALLED BY THE COMMONWEALTH OF BRITISH IMPERIAL DUCHEBAGS USA, CANADA, AUSTRALIA, NEW ZEALAND ETCETERA IN PALESTINE. SO FCU* YOU & YOUR …
Yes EVERYONE IN CANADA IS COSYING UP TO THE LYING MURDEROUS GENOCIDAL MANIC REGIME INSTALLED BY THE COMMONWEALTH OF BRITISH IMPERIAL DUCHEBAGS USA, CANADA, AUSTRALIA, NEW ZEALAND ETCETERA IN PALESTINE. SO FCU* YOU & YOUR HONESTY & POLITENESS ?
Accusation of complicity in genocide and imperialism, framing Canada's government as morally corrupt and aligned with harmful regimes.
@ZhZ653
Mar 4, 2025
Take care of yourselves first aesssole….
Take care of yourselves first aesssole….
Appeals to prioritizing domestic welfare and self-interest as an ethical principle, suggesting Canada should focus on its own citizens first.
Moral Argument
0.75
@sreekumar3503
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
Most of the comment are racist but let's take those white supremacist to muslim ghettos
Most of the comment are racist but let's take those white supremacist to muslim ghettos
Acknowledges racist comments while making a provocative moral argument about confronting white supremacy.
mohitaggarwal7583
Oct 9, 2025
people came here as a student paid thousands of dollars are offering free food to all. shame for white people who captured canada decades ago😂😂
people came here as a student paid thousands of dollars are offering free food to all. shame for white people who captured canada decades ago😂😂
Uses ironic humor to make a moral argument about fairness—contrasting immigrant generosity against historical colonization by white settlers.
Nakuldhullsingh
Oct 7, 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
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
Trump is a traitor and deserves the fate of traitors.
Trump is a traitor and deserves the fate of traitors.
Makes a moral judgment calling Trump a traitor and invoking justice/consequences based on ethical principles.
Moral Argument
0.75
@PaulSkuta
Mar 4, 2025
You can't blame indian people but u can blame indian government. If u are indian what would u do?? For better future
You can't blame indian people but u can blame indian government. If u are indian what would u do?? For better future
Distinguishes between blaming individuals versus governments on moral grounds, appealing to fairness and empathy for migrants' circumstances.
whitedevil2op229
Jan 28, 2026
Generally sorry dirty bro u r discriminating 1000 people et sht are frm bihar
Generally sorry dirty bro u r discriminating 1000 people et sht are frm bihar
Commenter accuses the video creator of discrimination for generalizing about a large population based on regional origin.
Moral Argument
0.75
DOAKASHU
Jan 29, 2026
Disgusting and unexceptionable……….this CANADA.
Disgusting and unexceptionable……….this CANADA.
Expresses moral disapproval of current immigration situation in Canada with strong emotional language.
barbhamelin5758
Oct 4, 2025
This is why other international students suffer — because of those who went missing and are staying illegally. Shame on them. Some of them show up during the exam only.
This is why other international students suffer — because of those who went missing and are staying illegally. Shame on them. Some of them show up during the exam only.
Expresses moral disapproval of illegal immigration and academic fraud by international students, framing it as unfair to legitimate students.
OptimisticDreamer-x4m
Oct 5, 2025
Here is the reason: broken families, drugs, drunkenness, failure to use the education system to their advantage (college, university). Solution: start with proper parental enforcement and sticking together as a family through thick and thin.
Here is the reason: broken families, drugs, drunkenness, failure to use the education system to their advantage (college, university). Solution: start with proper parental enforcement and sticking together as a family through thick and thin.
Frames immigration issues through family values and personal responsibility, advocating for stricter enforcement as a moral solution.
kitt7477
Oct 3, 2025
Trump is the anti Christ.
Trump is the anti Christ.
Uses religious/moral language to condemn Trump as fundamentally evil, appealing to ethical judgment.
Moral Argument
0.75
@Justiceisservedhahaha
Mar 4, 2025
At least these immigrants are not killing you like White people did.
At least these immigrants are not killing you like White people did.
Makes a comparative moral argument defending immigrants by contrasting them with historical harm caused by another group.
hawashayetrn5175
Oct 3, 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)