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
No matter what either of you guys saying no one never helps the low class point blank.
No matter what either of you guys saying no one never helps the low class point blank.
Appeals to fairness and justice by claiming the working class is systematically neglected by both speakers/politicians.
@FLEX.609
Mar 4, 2025
Nobody engadges in more extortion then the government, it's the government's main racket.
Nobody engadges in more extortion then the government, it's the government's main racket.
Makes an ethical claim that government engages in systemic extortion as its primary function.
Moral Argument
0.72
@Jeffveldhuizen-l2q
Feb 19, 2026
LYLER IS RACIST, NEO NAZI HATER YOUTUBER who goes to incite violence between communities.Who goes to different cities and change the success of immigrants into invasion. If you are serious, go and free your country …
LYLER IS RACIST, NEO NAZI HATER YOUTUBER who goes to incite violence between communities.Who goes to different cities and change the success of immigrants into invasion. If you are serious, go and free your country and people from zionist and its lobbyists groups. the prove is that you did not push back the ignorant racist, low iq homeless man who said fake and lie stereotypes about Indians and Africans. He is the one want who eats poop, low iq and violent homeless.
Brown and black are the future
Accuses the YouTuber of racism and inciting violence while appealing to justice and defending immigrant communities on ethical grounds.
truecomment3650
Jan 29, 2026
Why is Justin lying? Donald is not smart
Why is Justin lying? Donald is not smart
Accusation of dishonesty and criticism of Trump's intelligence, framing both as ethically problematic.
Moral Argument
0.72
@orlandomartinez4767
Mar 4, 2025
There's no Indian Invasion, there's Invasion of Canadian being lazy, that require outside help. This is western disease.
There's no Indian Invasion, there's Invasion of Canadian being lazy, that require outside help. This is western disease.
Reframes the immigration issue as a moral failing of Canadians rather than immigrants, appealing to work ethic and cultural values.
AnonymousPersona-x8q
Jan 29, 2026
She's just the latest distraction. Money for nothing and her cheques for free.
She's just the latest distraction. Money for nothing and her cheques for free.
Dismissive critique framing an individual as undeserving of government support, combining moral judgment with identity-based framing.
stewarttower3380
Feb 27, 2026
I wonder how Trump groupies feel now and about what has transpired under Trump's brief but tumultuous reign? It's peculiar how they thought that they would be excluded from suffering ?.
I wonder how Trump groupies feel now and about what has transpired under Trump's brief but tumultuous reign? It's peculiar how they thought that they would be excluded from suffering ?.
Questions Trump supporters' judgment by pointing out the negative consequences of his presidency, appealing to fairness and accountability.
@NatTurnergrandsonChrisdorner
Mar 4, 2025
17:04 power hungry communists
17:04 power hungry communists
Ideological critique labeling political actors as 'power hungry communists,' appealing to political values.
Moral Argument
0.72
hotrodplumber
Feb 17, 2026
People who let Putin and Trump come to power must be very proud of themselves.
People who let Putin and Trump come to power must be very proud of themselves.
Moral critique of those who enabled authoritarian leaders, appealing to accountability and shame.
@sofortwo
Mar 4, 2025
Indians are recognized as the highest-earning or wealthiest ethnic group in the United States, the United Kingdom, and Germany, driven by high representation in STEM, medicine, and management roles. Their success is attributed to high …
Indians are recognized as the highest-earning or wealthiest ethnic group in the United States, the United Kingdom, and Germany, driven by high representation in STEM, medicine, and management roles. Their success is attributed to high education levels, strong professional skills, "cannada" allowed the uneducated khalistani, criminal and retarded ones who cant speak basic english shame on tyler olivera for the video thumbnail fu*k you rascist bastard you upload videos the the same platform whose ceo is indian when a country is failing the easiest thing to do is throw a minority group under the bus and put all the blame on them thats what the nazis did thats what trump is doing thats what you are on your way to become 😊 cannada imported the criminals and idiots the indian foreign minister warned the cannadian govt already but the govt policy sucks so yeah to the hell with that
Complex comment mixing factual claims about Indian economic success with accusations of scapegoating, drawing historical parallels to Nazi and Trump rhetoric to argue against discrimination.
RRH824
Jan 28, 2026
At leash there follow the rules, the culture and dont make any trouble than im ok with it
At leash there follow the rules, the culture and dont make any trouble than im ok with it
Expresses conditional acceptance based on adherence to rules and cultural norms, framing it as a fairness principle.
kafil-k8o
Jan 27, 2026
Sad to see all of this. Really sad. Hopefully, the world will be at peace soon. Trump is smart and very good at making deals, but hopefully his elegance won't lead his intelligence.
Sad to see all of this. Really sad. Hopefully, the world will be at peace soon. Trump is smart and very good at making deals, but hopefully his elegance won't lead his intelligence.
Expresses concern about global peace and makes a moral judgment about Trump's character, with implicit comparison between his intelligence and potential negative outcomes.
@TheedaWindows
Mar 4, 2025
My curse is always for Canada
My curse is always for Canada
Expresses a curse/condemnation of Canada, framed as a moral judgment about the country's direction.
Moral Argument
0.72
@asrafulhaque6295
Mar 4, 2025
Trump back stabbed Americans
Trump back stabbed Americans
Expresses moral disapproval of Trump's actions toward Americans, framed as betrayal of trust.
@miltonperera894
Mar 4, 2025
What has become of this world? call you a racist, but allow racist to hold parades in peoples neighborhoods.
What has become of this world? call you a racist, but allow racist to hold parades in peoples neighborhoods.
The comment appeals to fairness and hypocrisy, arguing that accusations of racism are applied selectively while actual racism is tolerated.
markotambasco1979
Feb 27, 2026
What an excellent and intelligent speech.... alas addressing a USA nation with a disproportionately high proportion of morons, it would seem?!
What an excellent and intelligent speech.... alas addressing a USA nation with a disproportionately high proportion of morons, it would seem?!
Praises the speech as intelligent while making a disparaging moral judgment about the audience's capacity for reason.
@moonhand8311
Mar 4, 2025
The only reason President Trump is ‘friendly’ with Russia is because he wants to stop the war. He does not want a WW3!
The only reason President Trump is ‘friendly’ with Russia is because he wants to stop the war. He does not want a WW3!
Defends Trump's Russia relations as morally justified to prevent war, appealing to humanitarian principles.
@juulclark2651
Mar 4, 2025
Huge respect to ?? from ?? open up more trade deals with those of us that give a shit about the world and dictators in it
Huge respect to ?? from ?? open up more trade deals with those of us that give a shit about the world and dictators in it
Appeals to ethical principles (caring about the world, opposing dictators) while implicitly urging support for trade policies aligned with these values.
@67smilerify
Mar 4, 2025
Thank you for setting limits on the oligarchs! They understand nothing except money into the toll booths they've set up in the pathways to acquire products. They care nothing for the American people, let alone …
Thank you for setting limits on the oligarchs! They understand nothing except money into the toll booths they've set up in the pathways to acquire products. They care nothing for the American people, let alone any other people. They are not interested in anything but disrupting and dismantling the US economy, as well as every other economy except Russian, so that they can THINK that they are controlling the world. As they are groveling at the feet of the Russian dictator, they are under the illusion that they will rule along side him. They will not and will be kicked aside as soon as they are no longer useful to him.
Appeals to ethical concerns about oligarchs and their disregard for people, framed as a moral critique with conspiratorial undertones.
@teresalyday-selby9468
Mar 4, 2025
Rights and freedoms , this is an insult to the KINGs Law .
Rights and freedoms , this is an insult to the KINGs Law .
Appeals to constitutional rights and law as moral grounds for opposing current immigration policy.
sameeralijamal6932
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)