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
Letting mayor Adams off of his crimes is disgusting! He should be jailed along side of all the criminals he let stay in new york
Letting mayor Adams off of his crimes is disgusting! He should be jailed along side of all the criminals he let stay in new york
Criticizes a political figure's actions as morally wrong ('disgusting') and calls for justice.
@marylister6942
Mar 4, 2025
You come to arguably the most diverse country on the planet to criticize... it's diversity? Why we're you interviewing that one guy in the middle of the road and ignoring the cars honking at you? …
You come to arguably the most diverse country on the planet to criticize... it's diversity? Why we're you interviewing that one guy in the middle of the road and ignoring the cars honking at you? Stay in your racist braindead fascist country where you belong.
Defends Canada's diversity as a strength and accuses the video creator of racism and fascism for criticizing it.
padenshorey9179
Jan 27, 2026
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later …
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later demographic shift could later be seen during 16th century from European colonization where majority of french and british invaded with consistent colonization & took control of the land, these settlers, along with later European immigrants, seized indigenous land, displaced indigenous communities, and brought diseases that decimated native populations. Long story short now, based on 2021 census data shows native canadian population make up to only 5% of total Canadian population whereas the rest remaining are non-indigenous people of Canada at above 90% are foreign invaders from 16th century who came as an opportunist and occupied everything; same as Indian they came took the opportunity by working hard, contributing to the nation yet, you people here crying, complaining & bragging abt these & that abt Indian's bt let's not forget "Europeans" are the ones who did the dirtiest things characterized by forced assimilation, abusive residential school system, and loss of land. Please explain this from a liberal perspective, how was it fair for Indigenous people of Canada?? compared to Indian Standards.
Extended argument comparing historical European colonization to contemporary Indian immigration, appealing to fairness and historical justice principles.
jindhandb6261
Jan 27, 2026
Its okay if its multicultural, even native Canadian people historically aren't white. So just accept it cause its gonna always happen no matter what
Its okay if its multicultural, even native Canadian people historically aren't white. So just accept it cause its gonna always happen no matter what
Appeals to historical and ethical principles to argue for acceptance of multiculturalism and immigration as inevitable and justified.
ScaryTv1
Jan 27, 2026
I always find it absolutely nuts and hilarious that people with ethnic names like OLIVEIRA try to call out others that "shouldn't be here" LIKE DUDE YOU GO HOME TOO! 😂 I CAN'T BE TOLD …
I always find it absolutely nuts and hilarious that people with ethnic names like OLIVEIRA try to call out others that "shouldn't be here"
LIKE DUDE YOU GO HOME TOO! 😂
I CAN'T BE TOLD TO (Go back where you came from) AS I AM FBA FAMILY BEEN IN AMERICA SINCE THE 1720'S! HOW ABOUT Y'ALL FAMILIES?!?!?
Many whites didn't come to America until they saw the BLACK STATUE OF LIBERTY IN THE LATE 1900's (that's how many Europeans got their citizenship)
Lastly, these countries like the US, Canada, and the EU fucks around all in these countries business, overthrow their leaders, destabilizes those countries and then WONDER WHY THERE'S SO MANY IMMIGRANTS COMING! LIKE COME ON AND GET A CLUE, STOP MESSING AROUND WITH THEIR POLITICS AND MAYBE THEY'LL STAY IN THEIR HOME COUNTRIES
Uses humor and historical evidence to argue that exclusionary rhetoric is hypocritical and unjust, appealing to fairness and historical context.
nettd3694
Jan 27, 2026
Understand the term “asylum” seekers where they are coming from and why!! Demand for better healthcare services when you vote next time rather than gaslighting this issue. There are rules and laws in place, universally …
Understand the term “asylum” seekers where they are coming from and why!!
Demand for better healthcare services when you vote next time rather than gaslighting this issue.
There are rules and laws in place, universally applicable covenants that protect vulnerable folks.
Things shouldn’t have to be that divisive.
Appeals to universal legal protections and fairness while urging voters to address healthcare through democratic participation rather than divisive rhetoric.
kamal-kq3go
Feb 24, 2026
2:00 that's exactly it. Move wherever you want, look for better opportunities, but please try to align yourself with the natural ideals of wherever you're off too. If Logan Paul moved to Japan, and acted …
2:00 that's exactly it. Move wherever you want, look for better opportunities, but please try to align yourself with the natural ideals of wherever you're off too. If Logan Paul moved to Japan, and acted how he acted in that infamous unnamed video, you think they would let him stay? No, and that's not racist, that's protecting your heritage, your culture, your values. Peace to all.
Frames cultural assimilation as a moral/ethical obligation for immigrants to respect host nation values and heritage.
debilepskihiphop
Jan 27, 2026
This guy and his commentators are passively being racists.
This guy and his commentators are passively being racists.
Accuses the video creator and commentators of passive racism, making an ethical judgment about the content's fairness and bias.
Cro5373
Jan 27, 2026
Just one quistion, How many native american killed by white people ?( ur fathers and grand fathers) JUST NATIVE AMERICANS NOT AFRICANS AND OTHERS.
Just one quistion, How many native american killed by white people ?( ur fathers and grand fathers)
JUST NATIVE AMERICANS NOT AFRICANS AND OTHERS.
Uses historical injustice against Native Americans as a moral counterargument to current immigration criticism, invoking past wrongs.
yamakhan9554
Jan 27, 2026
The national school food program is definitely worthwhile. There’s a lot of children out there whose parents are short on time and cash to provide proper nutrition. It’s a terrible sad thing we should consider …
The national school food program is definitely worthwhile. There’s a lot of children out there whose parents are short on time and cash to provide proper nutrition. It’s a terrible sad thing we should consider bringing back home economics into the classroom.
Appeals to ethical duty to feed children and critiques the removal of home economics education as a moral failing.
theresakersey2260
Jan 22, 2026
You're on your own now USA. What a shame to let a man this ridiculus ruin OUR peace. Wake up.
You're on your own now USA. What a shame to let a man this ridiculus ruin OUR peace. Wake up.
Ethical critique of a political figure's impact on peace, with implicit call for Americans to recognize the problem.
@marge22-22
Mar 4, 2025
Stop bringing black people into every conversation. The mention of Africa while focusing on India is unnecessary. Especially false, ignorant generalization.
Stop bringing black people into every conversation. The mention of Africa while focusing on India is unnecessary. Especially false, ignorant generalization.
Calls out perceived bias and false generalizations as ignorant and unnecessary, appealing to fairness in discourse.
torrea0617
Mar 2, 2026
Anyone still backing Trump is either a delusional clown, seriously unwell, or trapped in a fantasy. Decades of American sacrifice—blood and sweat spilled across the world—wiped away by one clueless billionaire and his cronies, turning …
Anyone still backing Trump is either a delusional clown, seriously unwell, or trapped in a fantasy. Decades of American sacrifice—blood and sweat spilled across the world—wiped away by one clueless billionaire and his cronies, turning a superpower into their personal playground.
Ethical critique of Trump supporters framed as moral judgment about delusion and betrayal of American values.
@korirweldon8314
Mar 4, 2025
I don’t have an issue with immigrants living in Canada. All I ask is that people who move here actually care about Canada and treat it like home. Language takes generations to develop, so that …
I don’t have an issue with immigrants living in Canada. All I ask is that people who move here actually care about Canada and treat it like home. Language takes generations to develop, so that part doesn’t bother me at all.
Commenter appeals to fairness and respect, distinguishing between reasonable integration expectations and unreasonable language demands.
Moral Argument
0.80
Owy.
Jan 27, 2026
Okay so we can try and learn about other cultures in a professional way or like educated way but lets be cautious that not everyone may like this
Okay so we can try and learn about other cultures in a professional way or like educated way but lets be cautious that not everyone may like this
Balanced argument advocating for cultural learning while cautioning against imposing preferences on others, appealing to fairness.
Isha-l2r
Jan 27, 2026
invasion ? Was the mass migration of white Europeans to Canada an "invasion" too ?
invasion ? Was the mass migration of white Europeans to Canada an "invasion" too ?
Challenges the framing of immigration as 'invasion' by questioning whether historical European migration received the same label, appealing to fairness.
782YKW
Jan 27, 2026
The guy on the bike is clearly uninformed saying black Africans have a low IQ. He’s reading the white racist supremacy playbook.
The guy on the bike is clearly uninformed saying black Africans have a low IQ. He’s reading the white racist supremacy playbook.
Critiques a racist claim made in the video as misinformed and rooted in white supremacist ideology, making a moral judgment about the argument itself.
FTKME
Jan 27, 2026
This racist needs to be expelled from Canada
This racist needs to be expelled from Canada
Accusation of racism framed as a moral judgment, with implicit call for expulsion as consequence.
@khiaraslaw
Mar 4, 2025
Brother at one side you say you are doing nothing wrong and Indians attack you for no reason but your thumbnail justifies those attacks. Btw I didn't find anything else offensive from your side in …
Brother at one side you say you are doing nothing wrong and Indians attack you for no reason but your thumbnail justifies those attacks. Btw I didn't find anything else offensive from your side in the video keep it up👍
Critiques the video creator's thumbnail as contradicting their stated innocence, raising ethical concerns about how the content is framed and presented.
a.kranjan3175
Jan 27, 2026
human trafficking is illegal, immigration lawyers are legal
human trafficking is illegal, immigration lawyers are legal
Distinguishes between illegal human trafficking and legal immigration law, making an implicit ethical/legal distinction.
Moral Argument
0.80
fungame6424
Jan 20, 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)