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 will LIE to steal from our allies, disgusting
Trump will LIE to steal from our allies, disgusting
Appeals to ethics and fairness, condemning Trump's dishonesty toward allies as morally wrong.
Moral Argument
0.85
@gerlindetroy4732
Mar 4, 2025
I think it's wrong with United States doing. Bowling in Canada.. what's the dumbest thing he can do to our neighbor Canada that's been with us for many years had our backs and War and …
I think it's wrong with United States doing. Bowling in Canada.. what's the dumbest thing he can do to our neighbor Canada that's been with us for many years had our backs and War and hard times in our history. I just think it's wrong what they're doing to Canada.. Donald Trump is very stupid..!!
Appeals to ethics and historical loyalty while asserting shared identity between Canada and the US, criticizing Trump's actions as morally wrong.
@raydiaz8666
Mar 4, 2025
I have to disagree with a point made by the Prime Minister; Donald Trump is not a smart guy. He's a dangerous moron and a con man. I don't know what else we Americans need …
I have to disagree with a point made by the Prime Minister; Donald Trump is not a smart guy. He's a dangerous moron and a con man. I don't know what else we Americans need to see to learn this plain truth. If I were Canadian, regardless of my political persuasions, this is a speech and a stance to be proud of.
American commenter appeals to ethical judgment about Trump's character and praises Canada's moral stance, framing it as a principled position worthy of respect.
@goatthulu6662
Mar 4, 2025
I wish we weren't so polarized, that we weren't either good or evil ... but it starts to feel this way now, how can we all get out of this situation? I really wish for …
I wish we weren't so polarized, that we weren't either good or evil ... but it starts to feel this way now, how can we all get out of this situation? I really wish for a peaceful coexistence in our world\nKind regards from ??
Appeals to ethical principles of peaceful coexistence and expresses concern about polarization and moral framing.
Moral Argument
0.85
@Charliesgarden-rz3bz
Mar 4, 2025
Trump doesn't value relationship, all he is after is to make money for himself
Trump doesn't value relationship, all he is after is to make money for himself
Critiques Trump's character and motivations through an ethical lens, questioning his values and self-interest.
Moral Argument
0.85
@ekoominichannel
Mar 4, 2025
تبا لكم أيها العنصرين اتركوا الهنود علي حالهم
تبا لكم أيها العنصرين اتركوا الهنود علي حالهم
Comment condemns discrimination against Indians, appealing to fairness while asserting group identity.
maroccanlove2075
Feb 26, 2026
It is easier to start a war than end one.
It is easier to start a war than end one.
Philosophical statement about the difficulty of conflict resolution, implying moral concern about war escalation.
Moral Argument
0.85
@markwaters8751
Mar 4, 2025
If you aren’t indigenous, YOU ARE ALSO AN IMMIGRANT.
If you aren’t indigenous, YOU ARE ALSO AN IMMIGRANT.
Makes a fairness-based argument that non-indigenous Canadians are themselves immigrants, challenging the moral standing of anti-immigration complainants.
midnightcassettelibrary5171
Sep 19, 2025
They didn't put you at gunpoint to leave brampton, you just didnt want to live near them... The fact is you don't like their presence because they are from a poor country. Classic prejudice.
They didn't put you at gunpoint to leave brampton, you just didnt want to live near them... The fact is you don't like their presence because they are from a poor country. Classic prejudice.
Calls out prejudice and appeals to fairness by challenging discriminatory motivations based on national origin.
Moral Argument
0.85
lantherpagdi
Sep 19, 2025
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest …
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest illusion of this world is the illusion of separation. Things you think are separate and different are actually one and the same. We are all one people. but live as if divided." Again shame on all you blatant racists and bigots in the comments!!
Appeals to ethics and shared humanity, condemning racism and calling out commenters for bigotry.
Spike420
Sep 19, 2025
When white people complain about being invaded, while there are still mass graves of the natives they killed.
When white people complain about being invaded, while there are still mass graves of the natives they killed.
Uses historical injustice against Indigenous peoples to challenge the moral standing of those complaining about immigration.
dutch8296
Sep 19, 2025
How ironic the European immigrants crying over Indian immigrants. Your people snatched the land for our Native community. Our resources, our culture, our language got wiped out because of you people. It's strange being in …
How ironic the European immigrants crying over Indian immigrants. Your people snatched the land for our Native community. Our resources, our culture, our language got wiped out because of you people. It's strange being in majority and yet ranting over immigrants. Karma follows everywhere 😄😄
Invokes historical injustice against Indigenous peoples to argue that European Canadians have no moral standing to oppose immigration, framing current opposition as karmic consequence.
missbloodymary7403
Sep 19, 2025
Trump supporters yall responsible for this.
Trump supporters yall responsible for this.
Assigns blame and moral responsibility to Trump supporters for negative consequences, framing them as accountable for wrongdoing.
@kinginfamousz
Mar 4, 2025
This is how Trump is when he’s a president if he don’t get something then this is what he does to payback to other countries and even to other people in America however, he treats …
This is how Trump is when he’s a president if he don’t get something then this is what he does to payback to other countries and even to other people in America however, he treats people in other country he would treat America just as bad. Trump is a dictator and evil and mean and a terrorist to our own country. Trump don’t give a crap about America. He only cares about himself. I’m with Canada and America to fight for our rights against Trump.
Makes ethical judgments about Trump's character (dictator, evil, terrorist) and appeals to solidarity with Canada based on moral principles.
@hardyparty2622
Mar 4, 2025
Donald trump is nothing but bully.we don't owe nothing I don't respect him.and what he did to.all the countries with tariffs is not acceptable
Donald trump is nothing but bully.we don't owe nothing I don't respect him.and what he did to.all the countries with tariffs is not acceptable
Ethical condemnation of a political figure's behavior and tariff policies as unacceptable and disrespectful.
@milaparingit5067
Mar 4, 2025
Trump is a bastard. A prick. A charlatan. A fool. Incompetent. Inept. And a traitor. He is not only an embarrassment to the American people, but to the human race.
Trump is a bastard. A prick. A charlatan. A fool. Incompetent. Inept. And a traitor. He is not only an embarrassment to the American people, but to the human race.
Uses moral condemnation and character attacks to argue Trump is unfit and shameful to humanity.
Moral Argument
0.85
@JimmyInSydney
Mar 4, 2025
Indian hate is so forced. They’re literally model minorities. People of a certain age just instinctively hate changing demographics compared to their childhood on principle, even the south Asian people who have lived in Canada …
Indian hate is so forced. They’re literally model minorities. People of a certain age just instinctively hate changing demographics compared to their childhood on principle, even the south Asian people who have lived in Canada for decades are scared lol
Defends Indian immigrants as 'model minorities' and critiques demographic anxiety as unfair prejudice based on age and principle.
user-wb8iu1hl6i
Sep 19, 2025
this is a pretty racist video. your not benefiting anyone by making this. We treat people based on who they are not their ethnicity or colour of their skin
this is a pretty racist video. your not benefiting anyone by making this. We treat people based on who they are not their ethnicity or colour of their skin
Appeals to ethical principles of treating people equally regardless of ethnicity, criticizing the video's approach as racist.
richardgossai7339
Feb 7, 2026
14:48 "biggest thing in Hinduism is that we don't negate anyone".... These same people literally created the concept of birth based caste system that DEHUMANIZES majority of the population as low caste & untouchable. He's …
14:48 "biggest thing in Hinduism is that we don't negate anyone".... These same people literally created the concept of birth based caste system that DEHUMANIZES majority of the population as low caste & untouchable.
He's lying. Actually no, he's in delusion, like many of these privileged caste/upper caste types. They genuinely DO NOT see anything wrong with their caste system.
Critiques the moral inconsistency of Hindu teachings on non-negation while the caste system dehumanizes populations, appealing to justice and human dignity.
MisterBakk
Sep 19, 2025
Hating all Africans is straightforward racism. Criticising immigrants from Africa for not speaking English isn’t a knowledge issue it’s simply a language barrier. That man’s comments weren’t based on facts or logic; they were just …
Hating all Africans is straightforward racism. Criticising immigrants from Africa for not speaking English isn’t a knowledge issue it’s simply a language barrier. That man’s comments weren’t based on facts or logic; they were just openly racist.
Defends immigrants against racism, distinguishing between legitimate language barriers and racist attitudes, appealing to fairness and logic.
Richman247Mop
Feb 7, 2026
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)