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
The only place that Trump and Musk should belong is in prison!
The only place that Trump and Musk should belong is in prison!
Strong moral condemnation of Trump and Musk, implying they deserve imprisonment for their actions.
@hellfire6372
Mar 4, 2025
I wonder why the US is not able to produce a decent human being good enough to be president these days...
I wonder why the US is not able to produce a decent human being good enough to be president these days...
Rhetorical critique questioning the moral quality of US leadership, implicitly comparing it unfavorably to Canadian leadership.
@captainzomi7581
Mar 4, 2025
Don j has alienated his allies intentionally and has allied himself with the cruel dictator putin!!?????????
Don j has alienated his allies intentionally and has allied himself with the cruel dictator putin!!?????????
Criticizes political alliances on ethical grounds while expressing concern about authoritarian alignment.
@sweetjane5033
Mar 4, 2025
SHAME ON USA
SHAME ON USA
Expresses moral disapproval of the USA's actions using shame-based language.
Moral Argument
0.75
@solarischronos4674
Mar 4, 2025
Trump betrayed US allies for his love to putin??
Trump betrayed US allies for his love to putin??
Frames Trump's actions as a betrayal of allies, appealing to principles of loyalty and trust in international relations.
@markericksonmartin1788
Mar 4, 2025
Imagine having a government that looks out for the people.
Imagine having a government that looks out for the people.
Appeals to ethical principle that government should prioritize citizen welfare.
Moral Argument
0.75
@lifeonthefarm6001
Mar 4, 2025
Hey Trudeau Ferme la sur Putin ! Go ahead full force on the Mango Mussolini GRUMP tough ??I'm going to vomit my ancestors who died in USA wars ?!!@! I hate Trump get him out …
Hey Trudeau Ferme la sur Putin ! Go ahead full force on the Mango Mussolini GRUMP tough ??I'm going to vomit my ancestors who died in USA wars ?!!@! I hate Trump get him out . He will Decapitate USA!!
Expresses strong moral opposition to Trump using inflammatory language and historical references to war casualties, with implicit call for action against him.
@sarahsokal
Mar 4, 2025
The tables have turned my friends... Buckle up, batten down... Trump is loyal to no one... America wasn't suffering for lack before this change of govt... Just look at their arms bill $$$... But Trump …
The tables have turned my friends... Buckle up, batten down... Trump is loyal to no one... America wasn't suffering for lack before this change of govt... Just look at their arms bill $$$... But Trump is like Freddy from elm street with the slashing hand... Slashing away at friends and foes... Yep, like Jason with the machete ... You short-termed memory voters unleashed the beast upon yourselves and the world... ?? Bravo... But a nation usually gets the leader it deserves, sorry to say.??
Comment uses moral language ('nation gets the leader it deserves') and expresses fear about Trump's unpredictability and destructive potential, framed through horror movie metaphors.
@maroblanco6543
Mar 4, 2025
Trudeau is a person Trump should look up to. This is how leaders should be leading!!
Trudeau is a person Trump should look up to. This is how leaders should be leading!!
Praises Trudeau's leadership as exemplary, appealing to standards of what constitutes good governance.
@Zaderzare
Mar 4, 2025
betrayal never comes from your enemies
betrayal never comes from your enemies
Philosophical statement about betrayal and trust, implying moral judgment about political leadership and loyalty.
Moral Argument
0.75
@AlexanderKreuzhuber-f9b
Mar 4, 2025
Generally sorry dirty bro u r discriminating 1000 people et sht are frm bihar
Generally sorry dirty bro u r discriminating 1000 people et sht are frm bihar
Commenter accuses the video creator of discrimination for generalizing about a large population based on regional origin.
Moral Argument
0.75
DOAKASHU
Jan 29, 2026
You can't blame indian people but u can blame indian government. If u are indian what would u do?? For better future
You can't blame indian people but u can blame indian government. If u are indian what would u do?? For better future
Distinguishes between blaming individuals versus governments on moral grounds, appealing to fairness and empathy for migrants' circumstances.
whitedevil2op229
Jan 28, 2026
I don't blame the people. They're poor, destitute, desperate, etc. We must look at the ones who are directly benefitting from importing them. Those are the traitors. Without them, we'd be able to feed the …
I don't blame the people. They're poor, destitute, desperate, etc. We must look at the ones who are directly benefitting from importing them. Those are the traitors. Without them, we'd be able to feed the entire world to a point where no one would need to leave their homeland, because all the food and water would be there for them. Clean food and water, of course. Think about it.
Frames immigration as a moral issue of exploitation by elites ('traitors') while invoking global poverty concerns, though also contains conspiratorial undertones about intentional harm.
MetalWisdom666
Jan 28, 2026
I'm speechless and have nothing good to comment. 🇺🇲 They even have the audacity to plant their lesser gods on foreign land.
I'm speechless and have nothing good to comment. 🇺🇲 They even have the audacity to plant their lesser gods on foreign land.
Expresses moral outrage about cultural/religious practices on Canadian soil, framed as transgression.
Centralintelligentjunkie
Jan 29, 2026
5:43 I’m sorry the poor white trash dude is a joke. Scientific racism at its finest… but tbf it’s always the ones that have little value that look to blame someone for their own life.
5:43 I’m sorry the poor white trash dude is a joke. Scientific racism at its finest… but tbf it’s always the ones that have little value that look to blame someone for their own life.
Critiques scientific racism and makes a moral judgment about blaming immigrants, while also asserting class-based identity distinctions.
Gangai263
Jan 28, 2026
India is a very diverse country they are mostly from one specific state not the whole of India. And stop being racist fuxks.
India is a very diverse country they are mostly from one specific state not the whole of India. And stop being racist fuxks.
Defends Indian diversity while calling out racist behavior, combining factual assertion with ethical appeal against discrimination.
valataroz
Jan 28, 2026
The bike holding fatso mister obese,mister clean the refrigerator,mister eat it all up thinks we the sub Saharan countries are low IQ people!
The bike holding fatso mister obese,mister clean the refrigerator,mister eat it all up thinks we the sub Saharan countries are low IQ people!
Accuses someone of racist stereotyping (claiming low IQ of sub-Saharan people), critiquing discriminatory attitudes.
BekaluNegewo
Jan 28, 2026
The bike holding fatso mister obese,mister clean the refrigerator,mister eat it all up thinks we the sub Saharan count ries are low IQ people!
The bike holding fatso mister obese,mister clean the refrigerator,mister eat it all up thinks we the sub Saharan count ries are low IQ people!
Duplicate of previous comment; accuses someone of racist stereotyping about sub-Saharan peoples' intelligence.
BekaluNegewo
Jan 28, 2026
The bike holding fatso mister obese,mister clean the refrigerator,mister eat it all up thinks we the sub Saharan countries are low IQ people!
The bike holding fatso mister obese,mister clean the refrigerator,mister eat it all up thinks we the sub Saharan countries are low IQ people!
Duplicate of previous comments; critiques perceived racist attitudes toward sub-Saharan communities.
BekaluNegewo
Jan 28, 2026
This show your mentality sick character! When your bigot forefathers came to india to loot us and grand children of them are judgeing us 😂that quite weird
This show your mentality sick character! When your bigot forefathers came to india to loot us and grand children of them are judgeing us 😂that quite weird
Appeals to historical injustice and hypocrisy to defend against criticism, framing judgment as morally inconsistent.
Aryanrajsingh-nv4ot
Jan 28, 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)