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
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
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
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
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
Showing garbage on the road while talking about india and making views and money out of this . You western are the real hypocrites . Stop spreading hate and should focus on your own business …
Showing garbage on the road while talking about india and making views and money out of this . You western are the real hypocrites . Stop spreading hate and should focus on your own business shit person.🤬
Appeals to hypocrisy and fairness while making us-vs-them claims about Western countries and their treatment of India.
aeroabhi17
Jan 29, 2026
Trump is now in bed with Russia and Canadians will never lower themselves to that level, we know there are some great people in the United States please get your house in order, and return …
Trump is now in bed with Russia and Canadians will never lower themselves to that level, we know there are some great people in the United States please get your house in order, and return to the good side on the world stage.
Appeals to ethical principles about international conduct and moral positioning on the world stage.
@danwilliams1645
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
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
Ask him how he knows a lying, murdering dictator.!..takes one to know one. He is a POS ??? nobody wants him here. He can go to hell with his BFF Klaus Schwab…gonna wipe Fentanyl off …
Ask him how he knows a lying, murdering dictator.!..takes one to know one. He is a POS ??? nobody wants him here. He can go to hell with his BFF Klaus Schwab…gonna wipe Fentanyl off the planet, are you, dumb-dumb?!
Makes moral accusations against Trudeau using inflammatory language and unsubstantiated claims about his character and associations.
@AstarteDevi
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
I cannot really understand why Trump is so brutal. He has not long ago become President in USA. He should be just happy and enjoy life and looking forward into the future. Why are you …
I cannot really understand why Trump is so brutal. He has not long ago become President in USA. He should be just happy and enjoy life and looking forward into the future. Why are you so destructive and cruel to people around the world?\nSharpen up, for Gods sake!?
Appeals to ethics and human decency, questioning Trump's cruelty and destructiveness toward people globally on moral grounds.
@anitatillberg4909
Mar 4, 2025
THIS IS THE BEHAVIOR THE CLASS ACT OF A REAL PRESIDENT!!!!!
THIS IS THE BEHAVIOR THE CLASS ACT OF A REAL PRESIDENT!!!!!
Praises presidential behavior as exemplifying moral virtue ('CLASS ACT'), though lacks specific policy detail.
Moral Argument
0.75
@mrwatdahell2871
Mar 4, 2025
It's happening here in the Maritimes too, but that's not a bad thing IMO. Cultural diversity is a strength. If anything we should be focused on the more important things like why it costs $2000 …
It's happening here in the Maritimes too, but that's not a bad thing IMO. Cultural diversity is a strength. If anything we should be focused on the more important things like why it costs $2000 a month for a non-trap house apartment, and why are eggs four times the price they were 5 years ago.
Defends cultural diversity as a strength while redirecting focus to economic issues like housing and food costs as more pressing concerns.
maggotthemadman8142
Jan 28, 2026
Trade wars only lead to misery for everyone (so does siding with Russia) - well spoken Prime Minister Trudeau?
Trade wars only lead to misery for everyone (so does siding with Russia) - well spoken Prime Minister Trudeau?
Appeals to ethical principles about the harm of trade wars and alliances, with comparative framing between Trump and Trudeau.
@ericwigart2861
Mar 4, 2025
Any American talking bout they stand with another country is traitor
Any American talking bout they stand with another country is traitor
Appeals to patriotic duty and national loyalty, condemning Americans who support other countries as traitors.
@ThePrayingDon
Mar 4, 2025
Trump is a show man does not fit to be a President!!!
Trump is a show man does not fit to be a President!!!
Dismisses Trump's fitness for office based on character judgment, combining moral evaluation with identity-based critique.
@ZeenatAbdullah-pg1lo
Mar 4, 2025
First of all,stop calling stchumph president, is a terrorist.
First of all,stop calling stchumph president, is a terrorist.
Makes a moral condemnation of Trump using extreme language (terrorist) to delegitimize him.
@user-cy7hh9yy5k
Mar 4, 2025
Shame on canada for allowing this trash
Shame on canada for allowing this trash
Expresses moral disapproval of Canadian immigration policy using charged language, with implicit us-vs-them framing.
passha5232
Jan 28, 2026
Canada must pay the price of supporting the Demons called ''democrats''.
Canada must pay the price of supporting the Demons called ''democrats''.
Uses dehumanizing language ('Demons') to frame Democrats as morally corrupt, appealing to a moral judgment about political alignment.
@vvaloachi7263
Mar 4, 2025
Trump, Musk and the Republican Regime tanked the stock market, aligned with the enemy, and all our friends hate us. Thanks MAGA you’re the absolute worst!
Trump, Musk and the Republican Regime tanked the stock market, aligned with the enemy, and all our friends hate us. Thanks MAGA you’re the absolute worst!
Condemns Trump/MAGA as morally wrong while framing Canada as victim of external harm, blending moral judgment with identity-based us-vs-them framing.
@PacifierMediaNetwork
Mar 4, 2025
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)