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
Great speech....wish we had somebody like him in power.
Great speech....wish we had somebody like him in power.
Expresses approval of leadership qualities and implicitly argues for better governance through admiration of the speaker's approach.
@stephensavage1107
Mar 5, 2025
USA is now on the wrong side of history.
USA is now on the wrong side of history.
Makes a moral judgment about the USA's position using historical/ethical framing.
@brianmm4431
Mar 4, 2025
This is bull shit. Indians are some of the nicest groups of immigrants! In the history of time, there were different periods where mass immigration happened, and non-Indian immigration. If we were to compare the …
This is bull shit. Indians are some of the nicest groups of immigrants! In the history of time, there were different periods where mass immigration happened, and non-Indian immigration. If we were to compare the groups of immigrants in history, Indians are the most peaceful. Christianity and Islam was forced upon the natives of most countries, depending on which part of the world you focus. These religions and cultures didn't just spread in peace. Even today, new sites are discovered of native children's remains. The minute these morons see a brown person, they go on hate mode, forgetting their own history. Brown people are just requesting for some peace, some respect and equality. You guys judge people based on skin color and not their character. That actually speaks volumes about the kind of people you are.
Appeals to ethics and fairness, defending Indian immigrants against discrimination and critiquing racism based on historical and moral principles.
loadingloading7416
Jan 28, 2026
No, no, don't deport them. Be kind and give them due process
No, no, don't deport them. Be kind and give them due process
Appeals to ethical principles of due process and kindness as counterargument to deportation advocacy.
maxdcorgi
Feb 18, 2026
This is what a real leader looks like. This is an intelligent, serious person.
This is what a real leader looks like. This is an intelligent, serious person.
Praises leadership qualities and intelligence as moral/character virtues without specific policy discussion.
Moral Argument
0.85
@rehoby
Mar 4, 2025
I appreciate other countries fighting back. It’s going to take serious action to stop Trump. I want all countries to help to stop Trump. I couldn’t with my vote for VP Harris. Perhaps now his …
I appreciate other countries fighting back. It’s going to take serious action to stop Trump. I want all countries to help to stop Trump. I couldn’t with my vote for VP Harris. Perhaps now his supporters will understand what they have done by voting for Trump. It didn’t have to be this way.
Appeals to ethical principles (stopping Trump, protecting democracy) while urging international action, framed as a moral imperative.
@Theenolaartist-ve5hn
Mar 4, 2025
Putin does NOT steal natives lands and resources. \nCanada kills native children and women for these things.
Putin does NOT steal natives lands and resources. \nCanada kills native children and women for these things.
Comment makes a moral accusation against Canada regarding treatment of Indigenous peoples, comparing it unfavorably to Russia, framed as an ethical critique.
@UnbecomingofNofficer
Mar 5, 2025
What I'm mad about, why only people who are well of finances, can go anywhere they please. We the poor have stay on spot we were born, although the world is God's creation, and he …
What I'm mad about, why only people who are well of finances, can go anywhere they please. We the poor have stay on spot we were born, although the world is God's creation, and he didn't made up borders. And money too. This is all fake, money and borders
Critiques wealth-based inequality in global mobility as unjust, framing borders and money as artificial constructs that violate moral principles.
sfinx69
Jan 28, 2026
I respect this man for standing up to the American tyrant.
I respect this man for standing up to the American tyrant.
Commenter appeals to ethical principle of standing up to authoritarianism, framing it as morally respectable.
@DiveRo1o
Mar 4, 2025
The thumbnail is racist
The thumbnail is racist
Accusation that the video thumbnail violates ethical standards regarding racial representation.
Moral Argument
0.85
SrishtiSharma-sw4ux
Feb 3, 2026
Never had more respect for the Canadian Prime Minister. I'm elated there's a man in politics, not just any man, but a leading figure , who has the guts to speak frankly! Everyone needs to …
Never had more respect for the Canadian Prime Minister. I'm elated there's a man in politics, not just any man, but a leading figure , who has the guts to speak frankly! Everyone needs to do this, Trump is siding with a vile dictatorship, he's made a bed with Putin - it's clear as day and it's also clear as day that his government is not a government for the people, but for the nepo-billionaires that it's now made up of. Similar to how the Russian government is made up of oligarchs. Democracy can never be taken for granted, it's something we need to fight for!
The comment appeals to democratic values and principles (fighting for democracy, defending against oligarchy) while also asserting Canadian identity as superior to the US government.
@kathsmith4080
Mar 5, 2025
Trump is a weak man, Putin his superior. Shame on you.
Trump is a weak man, Putin his superior. Shame on you.
Moral condemnation of Trump's weakness relative to Putin, expressing shame.
@starlieluna3272
Mar 4, 2025
This is what responsible adults sound like. In other words, something Trump's followers can't understand, and don't respect.
This is what responsible adults sound like. In other words, something Trump's followers can't understand, and don't respect.
Appeals to ethical standards of responsible leadership while contrasting with Trump supporters.
@maskedmarvyl4774
Mar 4, 2025
I understand and it brings me to tears for both sides of our border. It is my children, grandchildren and great grandchildren that I think about and yours too.
I understand and it brings me to tears for both sides of our border. It is my children, grandchildren and great grandchildren that I think about and yours too.
Expresses emotional concern for future generations on both sides of the border, appealing to shared human values and intergenerational responsibility.
@conniebillian7550
Mar 4, 2025
Thank you, Prime Minister Trudeau, for some clarity during these very troubling times. My hope is people in my country, the USA, will finally begin to listen carefully, and think about the ramifications of voting …
Thank you, Prime Minister Trudeau, for some clarity during these very troubling times. My hope is people in my country, the USA, will finally begin to listen carefully, and think about the ramifications of voting Trump into office again. Sadly, populist demagogues attract attention by suggesting easy answers to very complex problems. Or to put it more simply, by repeatedly lying.
Commenter appeals to ethical reasoning about populism and deception while comparing US and Canadian approaches to governance.
@CDory40
Mar 4, 2025
If having one Indian at a time so they assimilate n become American instead of coexisting with a million other Indians, Ur racist Ur scared of their races culture COEXISTING with urs Tyler Olivera ur …
If having one Indian at a time so they assimilate n become American instead of coexisting with a million other Indians,
Ur racist
Ur scared of their races culture
COEXISTING with urs
Tyler Olivera ur the reason it’s a salad n not a melting pot ur documentaries r click bait algo garbage,
The guy on the bike needs to know their all doctors but his supreme race wouldn’t clock that Bieber voice
Commenter accuses others of racism and argues for cultural coexistence as an ethical principle, while also asserting identity-based critiques about assimilation vs. pluralism.
HadoukenChaudhry
Jan 27, 2026
This is what an honest intelligent leader looks like.
This is what an honest intelligent leader looks like.
Praises Trudeau's leadership qualities (honesty, intelligence) on moral and character grounds.
Moral Argument
0.85
@richardhague3034
Mar 4, 2025
I’m so embarrassed about what is being done in my name as an American right now . I am sorry Ukraine. I am sorry Canada
I’m so embarrassed about what is being done in my name as an American right now . I am sorry Ukraine. I am sorry Canada
Expresses moral shame and apology for actions taken by their nation, appealing to ethical responsibility and national identity.
@alexandraaltshuller9217
Mar 4, 2025
Way to go TRUDEAU. Don’t bow down to trump he’s a dumb ass and he thinks that the world owes him something. Trump is a criminal; very corrupt person who doesn’t have a life and …
Way to go TRUDEAU. Don’t bow down to trump he’s a dumb ass and he thinks that the world owes him something. Trump is a criminal; very corrupt person who doesn’t have a life and doesn’t care about anyone. He’s just going around with his selfish and greedy self trying to take advantage of everyone with his corrupt ways . Trump should be a janitor, not a president ?
Condemns Trump's character and actions as corrupt and selfish (moral judgment), with some nationalist framing about defending Canada against external pressure.
@MatthewForsythe-os7rj
Mar 4, 2025
Tariffs generate US Gov income which will fund TAX CUTS for Trump and the wealthy...that's not dumb for Trumps personal income, but it is IMMORAL and dumb in every other respect
Tariffs generate US Gov income which will fund TAX CUTS for Trump and the wealthy...that's not dumb for Trumps personal income, but it is IMMORAL and dumb in every other respect
Critiques tariff policy as immoral wealth redistribution to the wealthy, combining economic analysis with ethical judgment.
@alasdair1571
Mar 5, 2025
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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)