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
This is a leader. Not a cuck to Elon and Putin...a real leader.
This is a leader. Not a cuck to Elon and Putin...a real leader.
Praises leadership qualities through contrast with perceived moral failings, appealing to ethical standards of conduct.
@BWSpace
Mar 4, 2025
If you have a problem with any culture coming to canada and living here; go home. We were built on diversity. We stole this land with the blood of the indigenous. The only ones who …
If you have a problem with any culture coming to canada and living here; go home. We were built on diversity. We stole this land with the blood of the indigenous. The only ones who deserve this land are the ones who died for it and are kept on reserves. Nothing but racists in these comments. Yall attitudes are dirty.
Appeals to justice and ethics regarding indigenous rights and diversity, condemning xenophobia as morally wrong.
Mugen_TL
Feb 27, 2026
You are racist Saar
You are racist Saar
Direct accusation of racism appeals to ethical principles and fairness in framing the video creator's intent.
Moral Argument
0.88
Dxmixnz
Feb 3, 2026
No respect to other country leader is very mature and diplomatic ?
No respect to other country leader is very mature and diplomatic ?
Commenter critiques the lack of respect shown to other country leaders as immature and undiplomatic, appealing to standards of diplomatic conduct.
Moral Argument
0.88
@markstoutchinine8437
Mar 4, 2025
And he doesn't use a teleprompter. I have no empathy for those who voted for Trump. They are the true enemy of the people.
And he doesn't use a teleprompter. I have no empathy for those who voted for Trump. They are the true enemy of the people.
The comment frames Trump voters as 'enemies of the people,' making a moral judgment about political opponents and their character.
@Pogostyx
Mar 4, 2025
It's so disgusting and sick to see hate mongering, racism and bigotry being normalized. It shows there's something really wrong with you.
It's so disgusting and sick to see hate mongering, racism and bigotry being normalized. It shows there's something really wrong with you.
Appeals to ethical principles by condemning hate, racism, and bigotry as morally wrong and indicative of character flaws.
Moral Argument
0.88
sudhirkumar99
Mar 1, 2026
The irony of westerners FEARING Africans because of our 'culture' when the western world tore through Africa for hundreds of years pillaging, enslaving, raping and murdering MILLIONS of them will never not make my blood …
The irony of westerners FEARING Africans because of our 'culture' when the western world tore through Africa for hundreds of years pillaging, enslaving, raping and murdering MILLIONS of them will never not make my blood boil.
Appeals to historical justice and hypocrisy, arguing that Western fears of African culture are morally inconsistent given colonial history.
goldenhourplaylists-f6x
Mar 3, 2026
WOW so disappointed by the comment section... I'm Canadian and I know it's completely stupid to blame the faults of our governments on immigrants
WOW so disappointed by the comment section... I'm Canadian and I know it's completely stupid to blame the faults of our governments on immigrants
Defends immigrants on ethical grounds, arguing it's 'stupid' to blame them for government failures.
UNTIEaINZ
Feb 3, 2026
The guy on the bike is a bigot, racist, insecure, and small-minded man! Talk about low IQ, he's the epitome! He clearly expresses how much he hates all Sub-Saharan Africans, but he does not know …
The guy on the bike is a bigot, racist, insecure, and small-minded man! Talk about low IQ, he's the epitome! He clearly expresses how much he hates all Sub-Saharan Africans, but he does not know them all, yet lumps an entire continent of people in the same category. His stupidity, envy, and jealously will rot his bones
Condemns bigotry and racism, arguing against stereotyping and lumping diverse groups together based on ethical principles.
Moral Argument
0.88
LivingSpirit-e5s
Mar 2, 2026
Donald Trump is a blight upon humanity. The sooner we are in a post-Trump world, the better.
Donald Trump is a blight upon humanity. The sooner we are in a post-Trump world, the better.
Makes a sweeping moral judgment that Trump is harmful to humanity, calling for his removal from power.
Moral Argument
0.88
@philhall1969
Mar 4, 2025
All people except the Native people are immigrants or offspring of immigrants. Absolutely, embracing diversity and promoting equality are essential steps toward creating a more inclusive and harmonious society. Recognizing that everyone has unique backgrounds …
All people except the Native people are immigrants or offspring of immigrants. Absolutely, embracing diversity and promoting equality are essential steps toward creating a more inclusive and harmonious society. Recognizing that everyone has unique backgrounds and perspectives can enrich our communities and foster understanding. Working together to build a better future for ourselves and generations to come is a shared responsibility that benefits us all. We cannot label people based on our perception. Everyone should earn an honest living and be kind to people around them. That is what makes us Canadian - the kind and polite.
Extended appeal to inclusive values, equality, and shared Canadian identity based on kindness and mutual respect rather than origin.
KamianaFaridkot
Jan 27, 2026
You can't label all Indians as dirty,you can't do that with any race, its just depends on an individual in wht way he wans to live
You can't label all Indians as dirty,you can't do that with any race, its just depends on an individual in wht way he wans to live
Commenter appeals to fairness and individual judgment, arguing against stereotyping any racial or ethnic group.
Moral Argument
0.88
Zaheed-u8n
Feb 19, 2026
Wow the racism in this video is mind blowing people dont even hesitate nowadays
Wow the racism in this video is mind blowing people dont even hesitate nowadays
Critiques the racism present in the video and comments, appealing to ethical standards.
ishpreetsingh5622
Oct 3, 2025
8:19 he didn’t even answer the question just spoke out of pure hate. Hating an entire continents population based off misinformation is sad.
8:19 he didn’t even answer the question just spoke out of pure hate. Hating an entire continents population based off misinformation is sad.
Criticizes hate-based reasoning and appeals to fairness by condemning generalization of an entire population based on misinformation.
Firstslavee
Jan 28, 2026
who do you help by posting this? what do you gain besides increasing the normalization of racisms towards us?
who do you help by posting this? what do you gain besides increasing the normalization of racisms towards us?
Challenges the video creator's ethical responsibility by questioning whether the content normalizes racism and harms immigrant communities.
peeya4
Mar 1, 2026
As an Indian I agree with the stance Tyler has made, but I also saw a comment saying "Wanting your country to not turn into India is not racist." definitely it isn't but do you …
As an Indian I agree with the stance Tyler has made, but I also saw a comment saying "Wanting your country to not turn into India is not racist." definitely it isn't but do you know what is suggestively r@c!st? When the bloke mentioned 'Motherland Punjab' the editor snapped to a cliche dirty road that seems to be Indian.
Indian commenter critiques racist framing in the video while acknowledging legitimate concerns about immigration, appealing to fairness in representation.
ishanyash324
Jan 28, 2026
Said by someone who killed natives to colonise this land just like usa Australia newzealand
Said by someone who killed natives to colonise this land just like usa Australia newzealand
Appeals to historical injustice and hypocrisy by comparing current immigration criticism to colonial settlement patterns.
roshankumarburnwal5184
Jan 27, 2026
That ending was so emotional. Human misery is real. Privilege is real.
That ending was so emotional. Human misery is real. Privilege is real.
Appeals to ethical concepts of human suffering and privilege, making a moral observation about the video's emotional content.
Moral Argument
0.88
dsgarden
Jan 27, 2026
Trump is doing all these crazy things but he is forgetting one HUGE thing. Canada & many other countries are Allies of America & while he's talking about tariffs & goodness knows what (I did …
Trump is doing all these crazy things but he is forgetting one HUGE thing. Canada & many other countries are Allies of America & while he's talking about tariffs & goodness knows what (I did watch his talk in Congress), at least respect your Allies. Trump is sleeping with the enemy & in all my years, I've never seen an American President turn on their Allies like this. He is a dangerous man for all the wrong reasons. I feel badly for the American people whom will be stuck between a rock & a hard place. I feel for the Canadian's whom don't deserve this. Trudeau speaks so genuinely & politely where Trump yells 'this is the way things will be'. \nI don't look forward to the next 4 years & many in my country (Australia) have said they won't even go to America while Trump is in Office. We have always loved Canada. We 'gather at Whistler' then go travel. Great country. Much love from your Aussie mates ❤❤
Extended appeal to ethics and fairness regarding alliance relationships, with comparative framing of Trump vs. Trudeau and international solidarity.
@queenofcheap6310
Mar 5, 2025
Tyler Oliveira - pls stop spreading hate, after all we are all humans. No all are same.
Tyler Oliveira - pls stop spreading hate, after all we are all humans. No all are same.
Appeals to shared humanity and ethical principles while calling for cessation of hateful rhetoric.
aditya07ize
Jan 29, 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)