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
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
This is the mindsets of western county's what's they thinking about none white people's they are treat them like a animals
This is the mindsets of western county's what's they thinking about none white people's they are treat them like a animals
Appeals to fairness and human dignity while critiquing Western countries' dehumanizing treatment of non-white people.
gajendersing7600
Feb 17, 2026
It's an absolutely tragedy
It's an absolutely tragedy
Brief moral judgment characterizing the immigration situation as tragic, appealing to ethical concern.
Moral Argument
0.75
HasanHadziosmanovic
Feb 15, 2026
Multiculturalism has been a disaster in every sense.
Multiculturalism has been a disaster in every sense.
Makes a sweeping normative claim that multiculturalism is fundamentally negative, framed as a moral/social judgment.
BasedMisatoSpeaks1488
Feb 15, 2026
Tyler, aren't you a piece of work, a proud covert racist and master manipulator. Divide n conquer, psychological warfare and low iq yikes like you, makes the elite happy for the missionary work you're doing. …
Tyler, aren't you a piece of work, a proud covert racist and master manipulator. Divide n conquer, psychological warfare and low iq yikes like you, makes the elite happy for the missionary work you're doing. Hm, even they can't take their money with them when its their time to transition. Nothing to see here folks just the usual suspects doing the usual.
Accuses video creator of racism and manipulation, framing the content as serving elite interests through divisive tactics.
9size2me
Feb 6, 2026
Europeans invaded a lot of countries back in their old times and looted all the resources like money and gold … now when karma hits back they cry like a dog …. Now many comment …
Europeans invaded a lot of countries back in their old times and looted all the resources like money and gold … now when karma hits back they cry like a dog …. Now many comment warriors will come with their inhumane racism but what I said is true
Commenter invokes historical injustice (European colonialism) as a moral argument about karma and fairness, framing current immigration through a justice lens.
sarathkm3686
Feb 16, 2026
This is racist
This is racist
Brief accusation of racism directed at the video content, framing it as ethically problematic.
Moral Argument
0.75
duarita694
Feb 14, 2026
How is it possible for man-made statues to be worshipped by people? Instead of worshipping the uncreated, one and only true God, the Creator of this universe and themselves, they worship idols!
How is it possible for man-made statues to be worshipped by people? Instead of worshipping the uncreated, one and only true God, the Creator of this universe and themselves, they worship idols!
Religious critique framed as moral argument about proper worship practices and cultural values.
shimos6308
Feb 6, 2026
1:27 better future means a better future for Canada as well. You should contribute something back also.
1:27 better future means a better future for Canada as well. You should contribute something back also.
Appeals to fairness and reciprocal contribution while expressing support for immigrants building a better future.
VN-ux2ep
Feb 13, 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)