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
To the racist man who said he hates all africans. Not all african are dumb. 8:18
To the racist man who said he hates all africans. Not all african are dumb. 8:18
Defends against racist generalizations by appealing to fairness and individual variation.
Moral Argument
0.75
Itzyaanyame
Feb 28, 2026
That is one racist scumbag. He doesn't seem too smart himself.
That is one racist scumbag. He doesn't seem too smart himself.
Condemns someone's behavior as racist and morally wrong, appealing to ethical principles.
Moral Argument
0.75
dennismorgan2408
Feb 28, 2026
Damn, that person on the bike is racist towards Africans and Muslims in a terrifying way.
Damn, that person on the bike is racist towards Africans and Muslims in a terrifying way.
Condemns racist behavior as morally wrong while expressing alarm about discriminatory attitudes toward specific groups.
MouhamedAli-ig9hb
Feb 27, 2026
Like a lot of faces in the liberal government she looks evil but that’s what this government is just plain evil get ready for a long ride Canada it’s not going to be pretty
Like a lot of faces in the liberal government she looks evil but that’s what this government is just plain evil get ready for a long ride Canada it’s not going to be pretty
Characterizes the government as 'evil' using moral language while expressing anxiety about future consequences.
johnwaynerussell1040
Feb 27, 2026
Karma is real man
Karma is real man
Invokes karma as a moral principle, suggesting consequences for wrongdoing, though context is unclear.
Moral Argument
0.75
Lunarvibes777
Jan 27, 2026
but I don't understand you get the chance to live a better life somewhere else like you asked why make that place worse like the country you came from
but I don't understand you get the chance to live a better life somewhere else like you asked why make that place worse like the country you came from
Questions why immigrants would leave better opportunities elsewhere, implying a moral argument about responsibility not to degrade adopted countries.
jaydr6988
Feb 24, 2026
Facts aren’t racist!!
Facts aren’t racist!!
Asserts that factual claims about immigration are not inherently racist, defending the right to discuss data without moral condemnation.
Moral Argument
0.75
KenBoulter
Feb 27, 2026
Who agrees that Politicians are a waste of food/air and money
Who agrees that Politicians are a waste of food/air and money
Rhetorical condemnation of politicians using hyperbolic language, implicitly calling for accountability or change.
markmorgan5031
Feb 27, 2026
What I don't understand, Tyler, is what your fascination and adamant nature is to keep the USA white. It's so sickening.
What I don't understand, Tyler, is what your fascination and adamant nature is to keep the USA white. It's so sickening.
Appeals to ethics by condemning perceived racial preservation motives as morally wrong.
kirstennnn_
Feb 24, 2026
1840s racism but won’t say severe case of mental retardation, nice.
1840s racism but won’t say severe case of mental retardation, nice.
Commenter critiques perceived double standards in how racism is discussed versus other sensitive topics, invoking fairness principles.
Thomas-yw7zg
Feb 26, 2026
Why are people acting like the guy in the bike is some sort of genius? Or comedian. I mean fro starters, the dude thinks all africans are mentally challenged, that's just statistically wrong
Why are people acting like the guy in the bike is some sort of genius? Or comedian. I mean fro starters, the dude thinks all africans are mentally challenged, that's just statistically wrong
Critiques someone's statement as statistically wrong and morally problematic regarding African people.
ridofchris
Feb 26, 2026
لا إله إلا الله تحية طيبة للصوماليين و الإريتريين 🇪🇷🇸🇴 من حلب الشام 💚💚 هاهاها قال معدل ذكاء منخفض، وعلى اي أساس يُحسب هذا المعدل وعلى أساس أنكم أنتم لستم مهاجرين إلى كندا، ااا عفوا …
لا إله إلا الله
تحية طيبة للصوماليين و الإريتريين 🇪🇷🇸🇴
من حلب الشام 💚💚
هاهاها قال معدل ذكاء منخفض، وعلى اي أساس يُحسب هذا المعدل
وعلى أساس أنكم أنتم لستم مهاجرين إلى كندا، ااا عفوا محتلين، حليتم محل السكان الاصليين بعد قتلهم
سحقًا يصنفون الناس على مزاجهم و كأنهم أهلٌ لذلك ذاك ذكي وذاك غبي ذاك اسود و ذاك أبيض ذاك نظيف و ذاك قذر
وهم آخر من يتكلم
السلام على المسلمين
Arabic-language comment critiquing intelligence-based classification as unjust, appealing to fairness and questioning the moral basis of categorizing people by race or origin.
uuu9999-j8d
Feb 23, 2026
Bravo Premiere, Bravo!!! Finally a politician with COMMON SENSE!!
Bravo Premiere, Bravo!!! Finally a politician with COMMON SENSE!!
Expresses approval of a politician's stance using positive moral language ('common sense'), implying endorsement of their policy position.
@shokmail3875
Feb 23, 2026
We are not a trump nation. F ice and Canadian ice. No one is illegal. Rip good and pretti
We are not a trump nation. F ice and Canadian ice. No one is illegal. Rip good and pretti
The comment appeals to ethical principles of human dignity and rejects deportation rhetoric with a moral stance against labeling people as 'illegal.'
NN-gy7xl
Feb 18, 2026
The guy who said he hate Africans. I question his IQ.
The guy who said he hate Africans. I question his IQ.
Criticizes someone's statement about hating Africans as morally wrong, questioning their intelligence as a form of ethical judgment.
MaishPixelDomain
Jan 27, 2026
Premier Trumpette. Just a divisive, awful person and politician at the worst time for a country under attack. Awful.
Premier Trumpette. Just a divisive, awful person and politician at the worst time for a country under attack. Awful.
Appeals to ethical judgment by characterizing the Premier as divisive and harmful during a national crisis.
Moral Argument
0.75
@duncanmatheson189
Feb 20, 2026
and why would Citizens continue to pay Taxes to a Gov't that wants the Country to Fail?
and why would Citizens continue to pay Taxes to a Gov't that wants the Country to Fail?
Questions the legitimacy of government authority through a rhetorical appeal to civic duty and national interest.
rf7869
Feb 17, 2026
That white guy with the orange vest stokes violence. I think everyone should just get over it, evolution of human migration is a fact. Nothing ever remains the same.
That white guy with the orange vest stokes violence. I think everyone should just get over it, evolution of human migration is a fact. Nothing ever remains the same.
Combines criticism of an individual's behavior with a broader ethical argument about human migration as natural and inevitable change.
kitt7477
Jan 27, 2026
It is a joke that Canadian condemn ICE in usa.
It is a joke that Canadian condemn ICE in usa.
Critiques Canadian hypocrisy by comparing Canada's stance on ICE to its own immigration enforcement practices.
fgmeja8mso
Feb 18, 2026
Stolen land!! What ever!! A native teen got shot dead when he was on the "property"of a "land owner", He was sleeping in the back of the car. They had broken down near by and …
Stolen land!! What ever!! A native teen got shot dead when he was on the "property"of a "land owner",
He was sleeping in the back of the car. They had broken down near by and were asking for help, he saw they were native and just got indignant, entitled and privileged. He saw , he knew ..stolen land, what3ver!! Those WhoSay that don't even know a first Nations person.
I stand by our immigration rules❤. You break our laws, you face the consequences ❤.
Deport them ❤.
Invokes stolen land and indigenous justice issues to argue for strict immigration enforcement and deportation as moral consequence.
J.HayleyHighway
Feb 18, 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)