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
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
These ediots are shit scared of the nuisance maker communities and venting there frustation on indian bcs black,sikhs and muslims will screw them left right centre if they behave like this to these communities,bloody hippos.
These ediots are shit scared of the nuisance maker communities and venting there frustation on indian bcs black,sikhs and muslims will screw them left right centre if they behave like this to these communities,bloody hippos.
Criticizes selective targeting of Indian immigrants while defending other minority communities, appealing to fairness and consistency.
bhattrkb
Aug 25, 2025
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
Trump has no clue WTF he is doing. Just an idiot!
Trump has no clue WTF he is doing. Just an idiot!
Brief dismissive statement criticizing Trump's competence and judgment as a moral/character assessment.
Moral Argument
0.78
@nyahf
Mar 4, 2025
by that he means, the same group of people will protect themselves and the same group always trampled on will be trampled on.
by that he means, the same group of people will protect themselves and the same group always trampled on will be trampled on.
Critiques fairness and justice by suggesting systemic inequality will persist, with undertones of social concern.
@BrynFLEW
Mar 4, 2025
Nonsensical video garbage. White people have been going to other countries colonizing, forcing people to convert and spreading their way of living for centuries. Hypocrisy at its finest and all over a fringe minority 1%
Nonsensical video garbage. White people have been going to other countries colonizing, forcing people to convert and spreading their way of living for centuries. Hypocrisy at its finest and all over a fringe minority 1%
Appeals to historical injustice and hypocrisy, using comparative framing (Western colonization vs. current immigration) to argue for moral consistency in immigration criticism.
Mercedes-x2s
Sep 12, 2025
It is absolutely disgusting what he has done to his OWN country.\nHated by his own people.
It is absolutely disgusting what he has done to his OWN country.\nHated by his own people.
Expresses moral disapproval of actions toward 'his own country' and claims he is hated by his people.
@pr-ro8kl
Mar 4, 2025
Refugee does nor exist , when you have unrest in your country you stay to fight for better life I am not going to fight for you or give you my money to make you …
Refugee does nor exist , when you have unrest in your country you stay to fight for better life I am not going to fight for you or give you my money to make you wealthy and my kids poor just get out
Argues refugees should stay and fight for their own countries based on fairness and personal responsibility principles, with nationalist undertones.
joemalone3249
Dec 25, 2025
At least they are entering legally, what about the colonisation done by the europeans?
At least they are entering legally, what about the colonisation done by the europeans?
Counters immigration concerns by invoking historical injustice of European colonization as a moral comparison.
מילינד
Jan 27, 2026
Trump is a master at destroying everything he is involved in sucking it dry just so as long as the money is in his pocket.
Trump is a master at destroying everything he is involved in sucking it dry just so as long as the money is in his pocket.
Makes a moral judgment that Trump destroys things for personal profit, characterizing his behavior as unethical and self-serving.
@renecabrera7609
Mar 4, 2025
Who voted for orange guy!! Now look what you all voted for
Who voted for orange guy!! Now look what you all voted for
Criticizes voters for electing Trump and implicitly calls for accountability, framed as moral judgment of electoral choice.
@tudiS-uw5yt
Mar 4, 2025
8:17 can't understand a simple question, yet insults Africans IQ .
8:17 can't understand a simple question, yet insults Africans IQ .
Critiques hypocrisy and unfair treatment, pointing out a contradiction in someone's behavior regarding intelligence judgments.
fathiaa6392
Jan 27, 2026
Trumps likes to speak over people because he always wants the final say he not interested what people have to say he wants people to shut up and obey his orders
Trumps likes to speak over people because he always wants the final say he not interested what people have to say he wants people to shut up and obey his orders
Commenter critiques Trump's character and leadership style, framing his behavior as disrespectful and authoritarian rather than engaging substantively.
@BarryJohn-r1q
Mar 4, 2025
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
What kind of deal can you make with the devil? What kind of friendship can you make with the devil? It’s not about friendship! It’s not about economies! It’s not about continuing with the status …
What kind of deal can you make with the devil? What kind of friendship can you make with the devil? It’s not about friendship! It’s not about economies! It’s not about continuing with the status quo.\nWho’s gonna stop them? How are they gonna stop them?
Uses moral/ethical framing ('devil' metaphor) to question the legitimacy of negotiating with Trump, expressing existential concern about stopping him.
@alyciahendricks3567
Mar 4, 2025
It's hypocritical to not want indians migrating if you or your family are migrants LOL, i.e. if you're not a native american.
It's hypocritical to not want indians migrating if you or your family are migrants LOL, i.e. if you're not a native american.
Uses logical argument about hypocrisy to appeal to fairness and justice regarding immigration restrictions, with humorous tone.
vixguy
Jan 29, 2026
Whites realizing how natives felt !!! Glad they got the taste of their medicine, although it’s not the same, whites invaded n looted and did gen0cide of both native Canadian n Indian, while hating on …
Whites realizing how natives felt !!! Glad they got the taste of their medicine, although it’s not the same, whites invaded n looted and did gen0cide of both native Canadian n Indian, while hating on Indians who are paying humongous sums to live in countries like Canada!! Big big difference!!! And yes it’s racism cuz you’re scared of the fact that someone more compatible is replacing you in wrk cuz of better skills, work ethics, and discipline!!
Invokes historical injustices (colonialism, genocide) as moral justification for current demographic changes, framing opposition to immigration as racist.
ns012k
Jan 27, 2026
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
“Anti-american”? Shutup! He is just standing for his people, as any decent leader should. Donald could learn a lot from him
“Anti-american”? Shutup! He is just standing for his people, as any decent leader should. Donald could learn a lot from him
Appeals to ethical leadership principles by defending the speaker's duty to represent his people and implicitly comparing leadership styles between nations.
@jpferreiralima
Mar 5, 2025
The US as declared war against all civilised world, to say Donald is smart is euphemism, he is the replica of Hitler, and is introducing the Fourth Reich
The US as declared war against all civilised world, to say Donald is smart is euphemism, he is the replica of Hitler, and is introducing the Fourth Reich
Uses extreme moral language comparing the US president to Hitler and framing US actions as a threat to civilization.
@AndileLuvuno-f5c
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)