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
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
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
That's how a true leader conveys his point to his people
That's how a true leader conveys his point to his people
Brief endorsement of leadership qualities framed as a moral or character-based assessment of what constitutes 'true' leadership.
Moral Argument
0.78
@adamc2867
Mar 4, 2025
what can you do, he trump all reason, all logic, all cooperation between countries, he trump global peace, he trump safety, he trump what the world has been working on since ww2, he trump humanity, …
what can you do, he trump all reason, all logic, all cooperation between countries, he trump global peace, he trump safety, he trump what the world has been working on since ww2, he trump humanity, he trump everyone who disagree with him, and he trump the interests of america!
Critiques Trump for undermining global cooperation, peace, and human interests through repeated moral appeals about what he has damaged.
@benjaminandersen1097
Mar 4, 2025
I'm sad that so many people are going through so much pain, according to the polls this is what you asked for you all saw what the liberals did in the past so why would …
I'm sad that so many people are going through so much pain, according to the polls this is what you asked for you all saw what the liberals did in the past so why would you give them 4 more years.
Expresses sadness about people's suffering and appeals to voters' judgment about past government performance, grounded in ethical concern.
DavidCassidy-o1p
Sep 7, 2025
5:26 justice for Africans💔🥀
5:26 justice for Africans💔🥀
Appeals to justice for a specific group (Africans), expressing empathy and moral concern about fairness or treatment.
Moral Argument
0.78
AexpShorts
Jan 27, 2026
Reading as much as I could of the comments below, it is with great respect that we as human can still care for one another even when we are from different countries, continents, backgrounds an …
Reading as much as I could of the comments below, it is with great respect that we as human can still care for one another even when we are from different countries, continents, backgrounds an so one. Evil will always try to do it's thing and we must come together to abolish it. Being from different countries in this situation is not much we can do. Maybe stop importing from America, at least till this administration is gone in 4 years. The way it's going , America will lose a lot of it's allies and unless tyranny and dictatorship follows, we will vote the so called politicians out of office and claim our rights to a better way of life. Because now, America suffers and other countries will follow. And it is just the beginning. Learn how to become stronger and don't vote for convicted felon that is doing Russia's bid. Not sure how the followers can say with a straight face that what Trump is doing is for the betterment of our country . God bless us all.
Extended moral appeal for international human solidarity against tyranny, with embedded calls to action (boycott, voting) and warnings about Trump administration.
@adrianmuresan1
Mar 4, 2025
And to think half of Americans voted for that POS. ???
And to think half of Americans voted for that POS. ???
Expresses moral disapproval of Trump and those who voted for him, using derogatory language to signal ethical judgment.
@ilovejesusandilovegod8803
Mar 5, 2025
Maybe colonizers should have not pillaged India and created such a difference in living conditions that warranted mass migrations like these.
Maybe colonizers should have not pillaged India and created such a difference in living conditions that warranted mass migrations like these.
Appeals to historical justice and fairness by attributing immigration patterns to colonial exploitation and resulting inequality.
flashyash7
Feb 1, 2026
Yes this must be totally embarrasing to the us citazins to see usa supporting russia over its allies in all of europe.. japan.. australia.. and od course canada.
Yes this must be totally embarrasing to the us citazins to see usa supporting russia over its allies in all of europe.. japan.. australia.. and od course canada.
Criticizes US support of Russia over allies as embarrassing and morally wrong, appealing to principles of loyalty and fairness.
@reginaldahern9418
Mar 4, 2025
Seeeeeee white people. That’s what happens when you’re not kind to Native Americans and Black people that you used 🤪 it’s like on the freeway when you cut somebody off and then somebody else cuts …
Seeeeeee white people. That’s what happens when you’re not kind to Native Americans and Black people that you used 🤪 it’s like on the freeway when you cut somebody off and then somebody else cuts you off 😂😂😂
Uses a moral/karmic argument about historical injustices (treatment of Native Americans and Black people) to explain current outcomes, framed through identity categories.
cakesinthecity
Jan 27, 2026
I'm not a fan of Trudeau, but I must say, what a great, articulate speech. What a nightmare 4 years of orange baby.
I'm not a fan of Trudeau, but I must say, what a great, articulate speech. What a nightmare 4 years of orange baby.
Acknowledges Trudeau's rhetorical skill while contrasting him favorably to Trump on ethical/leadership grounds.
@alexalvarez1021
Mar 4, 2025
,Yeah Donald you think you can punish Canada go ahead you want.our water our gas our oil our minerals our health care our good manners and our humanity you 34time convicted criminal thanks for destroying …
,Yeah Donald you think you can punish Canada go ahead you want.our water our gas our oil our minerals our health care our good manners and our humanity you 34time convicted criminal thanks for destroying America
Appeals to Canadian values (healthcare, humanity, good manners) as moral superiority while criticizing Trump's character and actions.
@estherismond851
Mar 4, 2025
I would like to apologize on behalf of our completely corrupt and inept government. Please know that most of us don’t want this
I would like to apologize on behalf of our completely corrupt and inept government. Please know that most of us don’t want this
Appeals to ethics and fairness by apologizing on behalf of government while distancing the speaker from government actions.
@shiz1246
Mar 4, 2025
“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
As a Canadian that crosses the border, there is an archway with two gates at the crossing. On it the words that say “one mother, two sons” may these gates never close. \n\nNobody wins when …
As a Canadian that crosses the border, there is an archway with two gates at the crossing. On it the words that say “one mother, two sons” may these gates never close. \n\nNobody wins when family fights family.
Personal account of border crossing combined with an appeal to unity and against conflict based on family/relational ethics.
@ASingh-u1x
Mar 4, 2025
Shame on them who voted for Trump, the clown!
Shame on them who voted for Trump, the clown!
Condemns Trump voters on moral grounds while implicitly calling for accountability or different voting behavior.
@TARA-j3l
Mar 4, 2025
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration. But the homeless you showed made me think about the other side of the …
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration.
But the homeless you showed made me think about the other side of the coin, these Indian immigrants would probably do a better job feeding our own homeless if they were aware they were welcome.
Things like garbage and stuff, indians have less civil duty because their own cultural issues. But they have a sense of duty of family and community.
So we need to hold our goverment responsible for not handling emmigration properly, but also if have compassion and bring these people into our communities as well, then you will feel a new sense of duty from them.
Its a tough issue on both sides that our goverments are forcing us the people to deal with
Nuanced lived experience acknowledging both integration challenges and potential for community contribution, appealing to compassion and government accountability.
Jeff-Von-Landshark
Oct 2, 2025
what about the rest of the countries? Have you checked? Sounds like a racist agenda targeted against Indians
what about the rest of the countries? Have you checked? Sounds like a racist agenda targeted against Indians
Accuses the video of targeting a specific ethnic group unfairly, framing the issue as discriminatory.
binarystar-y9w
Oct 1, 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)