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
It messed up were siding with Russia messed up all you people that bashing Ukraine are fucked up
It messed up were siding with Russia messed up all you people that bashing Ukraine are fucked up
Makes ethical judgment about geopolitical alignment, condemning those who criticize Ukraine support as morally wrong.
@changelivesheroes
Mar 4, 2025
Just stop Justin did you forget what did you do to as during the Covid, did you? You are evil person, it’s you who destroy Canadian nation
Just stop Justin did you forget what did you do to as during the Covid, did you? You are evil person, it’s you who destroy Canadian nation
Makes a moral judgment calling the PM 'evil' and accusing him of destroying the nation, framed as ethical condemnation.
@pj2308xd2
Mar 4, 2025
Why does it matter to you why they're there? Why don't you make a video about how the white man stole North America from the native Indians?
Why does it matter to you why they're there? Why don't you make a video about how the white man stole North America from the native Indians?
Challenges the commenter's concern by invoking historical injustice (colonialism) as a moral counterargument to immigration criticism.
sanchezcarlos969
Jan 27, 2026
That's how a true leader conveys his point to his people
That's how a true leader conveys his point to his people
Brief endorsement of leadership qualities framed as a moral or character-based assessment of what constitutes 'true' leadership.
Moral Argument
0.78
@adamc2867
Mar 4, 2025
Trudeau is right in every aspect, Trump is an enemy of the free world
Trudeau is right in every aspect, Trump is an enemy of the free world
Makes a moral judgment that Trudeau is 'right in every aspect' and frames Trump as an enemy, appealing to values of freedom and righteousness.
@sl2136
Mar 4, 2025
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Uses historical comparison and ironic tone to challenge the framing of immigration as 'invasion' by pointing out European colonization.
ravi.867
Jan 27, 2026
“Your government has chosen to do this to you”. \n\nHmmm or are American voters self harming.
“Your government has chosen to do this to you”. \n\nHmmm or are American voters self harming.
Rhetorically questions whether Americans bear responsibility for their government's actions, implying moral accountability.
@leeprice9442
Mar 4, 2025
If you are dumb enough to take fentanyl or any drug that's on you. Why do the rest of us and other nations have to suffer for these individuals who are on a path to …
If you are dumb enough to take fentanyl or any drug that's on you. Why do the rest of us and other nations have to suffer for these individuals who are on a path to kill themselves
Argues that drug users bear personal responsibility, questioning why society should bear costs for individual self-destructive choices.
@deewilbur9616
Mar 4, 2025
This is so heartbreaking. It's like everything we've worked so hard for is being ripped from ynder us. For those who voted for this mess, SHAME ON YOU! SHAME ON YOU for not doing the …
This is so heartbreaking. It's like everything we've worked so hard for is being ripped from ynder us. For those who voted for this mess, SHAME ON YOU! SHAME ON YOU for not doing the work needed, to make a decision that did not tear down OUR country.
Appeals to shame and moral responsibility of voters who supported Trump, framing as ethical failure to protect the country.
@BrownEyesNlocs
Mar 4, 2025
Stupid trump...stupid vance....they love their bloody handed putin
Stupid trump...stupid vance....they love their bloody handed putin
Ethical critique of Trump and Vance framed through accusations of supporting a violent authoritarian regime.
@Aditiji108
Mar 4, 2025
Those who voted for this/him, are you happy now? This is not how you treat your neighbors and your country, time to pull out your 401k cause it's going down.
Those who voted for this/him, are you happy now? This is not how you treat your neighbors and your country, time to pull out your 401k cause it's going down.
Criticizes Trump's treatment of neighbors/allies as unethical while also raising economic concerns about market decline.
@SmilingAardvark-jv6ol
Mar 4, 2025
nor do I. I feel so ashamed of our government. from Nebraska here.
nor do I. I feel so ashamed of our government. from Nebraska here.
Expresses shame about government actions, appealing to ethical principles and values, with personal identification from Nebraska.
@smokercaptain
Mar 4, 2025
As a veteran I find traitor trump's actions to Canada, Mexico as total ly stupid. His actions will hurt the American people more than we can imagine. Aligning with putin is treasonous, cause that's what …
As a veteran I find traitor trump's actions to Canada, Mexico as total ly stupid. His actions will hurt the American people more than we can imagine. Aligning with putin is treasonous, cause that's what traitors do.
Veteran's personal perspective condemning Trump's actions as treasonous and harmful, grounded in moral judgment about betrayal and alignment with adversaries.
@johnstepp5172
Mar 4, 2025
Sacrifice for TRUMP ??? job, health, family, and now your 401ks fight fight fight for Trump ????
Sacrifice for TRUMP ??? job, health, family, and now your 401ks fight fight fight for Trump ????
Critiques the moral cost of supporting Trump (sacrificing jobs, health, family, retirement), with underlying threat/anxiety.
@itweety21
Mar 4, 2025
Dont blame the little guy trying to make a better life for himself..blame the globalist schemers..private equities..hedge fund groups that are the source of this problem.
Dont blame the little guy trying to make a better life for himself..blame the globalist schemers..private equities..hedge fund groups that are the source of this problem.
Defends immigrants on moral grounds while redirecting blame toward systemic economic actors and corporate structures.
freddykruger1086
Jan 28, 2026
Protect from ALL enemies foreign AND DOMESTIC! Donald Trump is an enemy! I stand with Canada
Protect from ALL enemies foreign AND DOMESTIC! Donald Trump is an enemy! I stand with Canada
Appeals to patriotic duty and moral principles by framing Trump as an enemy and expressing solidarity with Canada's defense.
@jamescooper3324
Mar 4, 2025
Trump is a moron. I'm sorry world. We didn't all vote for this jackass
Trump is a moron. I'm sorry world. We didn't all vote for this jackass
Apologizes to the world on behalf of non-Trump voters, appealing to collective responsibility and moral judgment while asserting in-group distinction.
@scottmiller7655
Mar 4, 2025
Canadians are turning against immigrants because our ;Consrvative ' party is now copying MAGA to drag the free world into a white christian theocracy to return slavery, which cannot exist without SLAVERY . F8ck Maple …
Canadians are turning against immigrants because our ;Consrvative ' party is now copying MAGA to drag the free world into a white christian theocracy to return slavery, which cannot exist without SLAVERY . F8ck Maple MAGA !
Appeals to ethical concerns about theocracy and slavery, defending immigrants against what the commenter views as discriminatory political movements.
Moral Argument
0.76
bryanlion5621
Aug 25, 2025
Thats billionaire doing what they do best have us believe they are doing us a favor! I'm happy to say I didn't vote for him ever because I've experienced them to much in my life. …
Thats billionaire doing what they do best have us believe they are doing us a favor! I'm happy to say I didn't vote for him ever because I've experienced them to much in my life. All the fraud money won't be giving back to americans they will keep it for all the money he lost from being sued
Critiques billionaires and Trump for deception and fraud, appealing to fairness and justice while claiming personal experience with their wrongdoing.
@BrianT-uy
Mar 4, 2025
Will state that I agree with the mature man in the blue coat. Once you decide to reside and become a citizen of any country it's imperative that you assimilate into that's country's culture. And …
Will state that I agree with the mature man in the blue coat. Once you decide to reside and become a citizen of any country it's imperative that you assimilate into that's country's culture. And to the gentleman who had the helmet on... I agree with you 💯💯💯
Argues that immigrants should assimilate into host country culture as an ethical imperative of citizenship.
Janeair41....
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)