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
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a …
I felt compelled to write this.
I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a distaste for Indians (You pay international student tuition, complain about it, why are you here in the first place?). However I really appreciate that you do show the beautiful side of a community just trying to keep each other safe and well fed, while unfortunately it's a bit more explicit in the Western world that we tend to be more 'figure it out by yourself. Life yourself by your bootstraps' type of mentality.
There is an immigration issue, specifically a resesntement feeling within the country, but it's still important to humanize people and communities.
Advocates for humanizing immigrant communities and balancing criticism with empathy, appealing to fairness and ethical consideration.
Yo-Scrafty
Oct 4, 2025
Like racist , cruel shit bhenchod europeans kill all the indigenous people of us canda and call it theirs now crying .. ye madarchod euporeans chor bhenchod ab inki gand mein dard ho rha hai
Like racist , cruel shit bhenchod europeans kill all the indigenous people of us canda and call it theirs now crying .. ye madarchod euporeans chor bhenchod ab inki gand mein dard ho rha hai
Appeals to historical injustice against Indigenous peoples to counter anti-immigrant sentiment, using moral reasoning.
rightone-r6b
Jan 27, 2026
Trudeau is clear and right. Trump hit all democratic Countries in the a… and make the Dictator Putin happy, here is something wrong.
Trudeau is clear and right. Trump hit all democratic Countries in the a… and make the Dictator Putin happy, here is something wrong.
Makes moral arguments about democracy and justice while critiquing Trump's foreign policy toward democratic allies.
@nikw.9710
Mar 4, 2025
Europe people come to canada they say its theirs , when indians come here its bad.
Europe people come to canada they say its theirs ,
when indians come here its bad.
Highlights perceived double standard in how European versus Indian immigrants are treated in Canada.
tharsankirthick5320
Jan 29, 2026
The racism against Africans in this video is disgraceful 🤮🤮🤮
The racism against Africans in this video is disgraceful 🤮🤮🤮
Calls out racism as morally wrong and disgraceful, appealing to ethical principles.
Moral Argument
0.85
YacobYilmahareg
Feb 5, 2026
As a leader, you are never remembered for what you compromised on. You are only remembered for what you stood for. When it comes to passion, purpose, and causes, there are ideas we are willing …
As a leader, you are never remembered for what you compromised on. You are only remembered for what you stood for. When it comes to passion, purpose, and causes, there are ideas we are willing to live by, but as a leader, there are causes and beliefs we are willing to die for.
\n
You are a great leader Trudeau, not a liar but a man of integrity.\nDr Charles Holloway PhD
Philosophical appeal to leadership integrity and moral principles, praising Trudeau for standing by convictions rather than compromising.
@charlesholloway2918
Mar 4, 2025
Bike guy is mocking other ethnicities' intelligence, while not realizing the irony of saying generalized racist shit on camera..
Bike guy is mocking other ethnicities' intelligence, while not realizing the irony of saying generalized racist shit on camera..
Calls out hypocrisy and racist behavior on ethical grounds.
Moral Argument
0.85
pithra
Feb 4, 2026
As a white Canadian i would say we all are migrants from eaurope! We shouldn’t hate migrants this is native land
As a white Canadian i would say we all are migrants from eaurope! We shouldn’t hate migrants this is native land
Commenter appeals to fairness and shared migrant heritage to argue against hating migrants, grounding the argument in ethical principles rather than identity claims.
Markbogus
Oct 2, 2025
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
Can't say I'm thrilled with higher prices, but I am with Canada on this. They are doing the right thing. As an American, I am grateful for Trudeau's leadership and hope that this inspires more …
Can't say I'm thrilled with higher prices, but I am with Canada on this. They are doing the right thing. As an American, I am grateful for Trudeau's leadership and hope that this inspires more people to rise up against these horrible American oligarchs.
Commenter expresses approval of Canada's actions as ethically right while comparing favorably to US leadership, framing it as a moral stance against oligarchy.
@Esc4pe_velocity
Mar 4, 2025
This American is 100% ashamed of, and embarrassed by, the actions of our government toward our own people and our allies and of course our dear friend Canada. My cohorts hope and pray we can …
This American is 100% ashamed of, and embarrassed by, the actions of our government toward our own people and our allies and of course our dear friend Canada. My cohorts hope and pray we can regain our sanity as a country and return to a nation of good values, not one governed by greed and hate.
Appeals to ethical values and national character while expressing shame and support for allies, grounded in moral principles.
@amywood124
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
These ENTITLED whites think It's their land The same is happening to them what they did to native Americans, Karma always payback
These ENTITLED whites think
It's their land
The same is happening to them what they did to native Americans,
Karma always payback
Frames immigration as karmic justice/moral payback for historical wrongs against Native Americans, combining ethical reasoning with identity-based framing.
ssjdark3386
Jan 28, 2026
Trump is an ENEMY to the well being of the United States and the world. He is NOTHING but a Putin puppet, and he's going to destroy America's economy. WHY are we allowing it?
Trump is an ENEMY to the well being of the United States and the world. He is NOTHING but a Putin puppet, and he's going to destroy America's economy. WHY are we allowing it?
Frames Trump as enemy and threat to wellbeing, with moral condemnation and call for accountability.
@catenystrom6506
Mar 4, 2025
As a U.S. citizen, I am so sorry for the pain we are inflicting on the world and on our own citizens in order to feed the greed of billionaires.
As a U.S. citizen, I am so sorry for the pain we are inflicting on the world and on our own citizens in order to feed the greed of billionaires.
Expresses moral disapproval of U.S. actions as causing pain and suffering driven by billionaire greed, framed through a self-critical national identity lens.
@annmossjoyner4977
Mar 4, 2025
President Trudeau, Black America believes every word you're saying. We have always fought for this country even though this country has never fought for us. It is White America that is tearing down this democracy …
President Trudeau, Black America believes every word you're saying. We have always fought for this country even though this country has never fought for us. It is White America that is tearing down this democracy to maintain white supremacy. White America has done this. The numbers don't lie. Unfortunately, all Americans will suffer.
Comment frames immigration/national issues through appeals to justice and historical injustice while asserting group identity (Black America vs White America).
@hopetaylor7159
Mar 4, 2025
So sad about our country. May God bless the USA and save us from a madman.
So sad about our country. May God bless the USA and save us from a madman.
Appeals to religious/moral values while expressing concern about national leadership and identity.
@stevedavis9742
Mar 4, 2025
Trump has to be seen as a rogue leader and his sucking up to Russia has to pose serious questions for all Americans about his values , integrity and reliability in defending the USA .
Trump has to be seen as a rogue leader and his sucking up to Russia has to pose serious questions for all Americans about his values , integrity and reliability in defending the USA .
Critiques Trump's integrity and values (moral argument) while questioning his reliability in defending national interests (policy critique).
@markwalker4142
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
What's wrong about Indians living in other countries. Not every indians are dirty and throws trash everywhere. They smell different than Americans cuz of the geographical reason. Most of the European citizens are also dirty …
What's wrong about Indians living in other countries. Not every indians are dirty and throws trash everywhere. They smell different than Americans cuz of the geographical reason. Most of the European citizens are also dirty they don't even wash their hands after going to the bathroom they just wipe their a*s with just a paper that doesn't even clean it. In the end every one is human
Defends Indians against stereotypes, compares hygiene practices across cultures, and appeals to universal human dignity.
theuniquememes
Feb 21, 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)