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 body harm Canada and Canadian more than you
No body harm Canada and Canadian more than you
Accuses someone of harming Canada and Canadians, making an ethical judgment about responsibility and harm to the nation.
@salamshabo3968
Mar 4, 2025
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 Chrump and his MAGAt GOPs are so corrupt, and the ignorant Americans allow it
This Chrump and his MAGAt GOPs are so corrupt, and the ignorant Americans allow it
Criticizes corruption and voter judgment as moral failures, with dismissive framing of opposing group.
@dee6816
Mar 4, 2025
America is getting what it asked for ??
America is getting what it asked for ??
Implies moral judgment that America is experiencing consequences for its own actions, framed as a justice-based argument.
Moral Argument
0.75
@marvellbgry
Mar 4, 2025
Just keep in the back of your mind, unless you are Native American, you are an illegal. Yes white people, that includes you. You came from England.
Just keep in the back of your mind, unless you are Native American, you are an illegal. Yes white people, that includes you. You came from England.
Appeals to historical justice and Native American rights to argue against immigration restrictions based on ancestry.
AdamnW
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
This is ridiculous and so unnecessary Trump who ? This makes me wanna move to Canada now!
This is ridiculous and so unnecessary Trump who ? This makes me wanna move to Canada now!
Expresses disapproval of political situation and uses Canada as a positive alternative, implying ethical judgment.
@ladydianadavis2332
Mar 4, 2025
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
nobody wants ww3 so lets all just be friends even with dictators this man just wants to fight
nobody wants ww3 so lets all just be friends even with dictators this man just wants to fight
Appeals to ethical principles of friendship and peace over conflict, criticizing aggressive posturing.
Moral Argument
0.75
@johngee6197
Mar 4, 2025
TRUMP IS POTUS....BUT HE'S NOT PRESIDENTIAL..NOT NOW...NEVER WAS!
TRUMP IS POTUS....BUT HE'S NOT PRESIDENTIAL..NOT NOW...NEVER WAS!
Makes a moral judgment about presidential conduct and character standards.
Moral Argument
0.75
@davidwallace8388
Mar 4, 2025
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
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
what one of the first indian old men you interviewed i think had an amazing point. There is no reason you should choose to immigrate to another country and continue to push your culture on …
what one of the first indian old men you interviewed i think had an amazing point. There is no reason you should choose to immigrate to another country and continue to push your culture on everyone in said country.
Commenter argues that immigrants should not 'push their culture' on the host country, framing cultural assimilation as an ethical obligation.
LandOnMyHill
Jan 27, 2026
You watched palastinian woman and children massacred by Israelis and you are talking about ethics!
You watched palastinian woman and children massacred by Israelis and you are talking about ethics!
Appeals to ethical principles by highlighting perceived hypocrisy in discussing ethics while ignoring other humanitarian concerns.
Moral Argument
0.75
@75alifarsh
Mar 4, 2025
Donald is out to destroy the lower and middle class. All he wants is more money in the billionaires pockets.
Donald is out to destroy the lower and middle class. All he wants is more money in the billionaires pockets.
Moral critique of Trump's intentions toward working classes, framed as unfair wealth concentration.
@TheRoxinatoR
Mar 4, 2025
WE ARE SICKENED AND DISGUSTED ? BY THIS TOO\nPM TRUEDEAU\n\nYOU AND ZELENSKYY ARE REAL LEADERS\nFOR THE GOOD OF THE WORLD ALLIES AND PEOPLE \n\nDEVASTATED WE HAVE DRUMPF RAPISTS CRIMINAL HITLER MURDERING SATAN ? DESTROYING THE …
WE ARE SICKENED AND DISGUSTED ? BY THIS TOO\nPM TRUEDEAU\n\nYOU AND ZELENSKYY ARE REAL LEADERS\nFOR THE GOOD OF THE WORLD ALLIES AND PEOPLE \n\nDEVASTATED WE HAVE DRUMPF RAPISTS CRIMINAL HITLER MURDERING SATAN ? DESTROYING THE WORLD WITH PUTIN
Uses strong moral language ('sickened,' 'disgusted') to condemn political figures and assert values of good leadership and world welfare.
@persianeyesxo
Mar 4, 2025
This is what Americans voted for out of pure racism.
This is what Americans voted for out of pure racism.
Attributes American voting behavior to racism (moral judgment) while implicitly comparing US and Canadian values.
@briancollins1089
Mar 4, 2025
It’s hard to hear the truth from someone who’s not ruining your country
It’s hard to hear the truth from someone who’s not ruining your country
Appeals to ethical judgment ('truth') while implying the speaker's country is being 'ruined,' framing a moral contrast.
@MrAxes777
Mar 4, 2025
low dignity for america ...
low dignity for america ...
Expresses a value judgment about America's dignity and standing, invoking ethical/reputational concerns without specific policy details.
@RapsForex
Mar 4, 2025
You are racist you don't have any good content shame disgusting why Don't you talk abouts your racist country
You are racist you don't have any good content shame disgusting why Don't you talk abouts your racist country
Accuses the content creator of racism and calls for different content, appealing to ethical standards.
KingOfngash
Jan 27, 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)