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
The Trump-Putin partnership is truly remarkable... What a disgrace!
The Trump-Putin partnership is truly remarkable... What a disgrace!
Expresses ethical disapproval of Trump-Putin partnership, framing it as a disgrace to values.
@efrainangarita1695
Mar 4, 2025
Trump is God's punishment to Americans.
Trump is God's punishment to Americans.
Uses religious/moral framing to condemn Trump as divine punishment, expressing moral judgment.
Moral Argument
0.80
@tide7628
Mar 4, 2025
The white guy on the bike is extremely racist. You shouldn’t give people like him a platform with no facts to back up what he is saying. He is riding a bike in the winter …
The white guy on the bike is extremely racist. You shouldn’t give people like him a platform with no facts to back up what he is saying. He is riding a bike in the winter , probably unemployed
Critique of platforming a racist individual without factual basis, combined with personal attack questioning his credibility and employment status.
JbJb-f5m
Feb 7, 2026
The Canadian people are not problem it's Trump, and those are the facts and reality.
The Canadian people are not problem it's Trump, and those are the facts and reality.
Defends Canadian people while attributing blame to Trump, framing it as a factual/moral distinction between populations and leadership.
@EarlFlores-r4u
Mar 4, 2025
America's president is a low functioning narcissistic sociopath His tool box consist of threats blackmail bribery corruption as a kelptocradic dictionary ragiem His hostile takeover of America's country and economy unstableld security and alliances Are …
America's president is a low functioning narcissistic sociopath His tool box consist of threats blackmail bribery corruption as a kelptocradic dictionary ragiem His hostile takeover of America's country and economy unstableld security and alliances Are Acts that, mimicking Russian authorityen governing system Trump is a threat to Americans Faith honor dignity ethics and Life's desires He spoke of a GRATE country And it's betterment. His actions show the opposite He HASE made a path to collapse Are economy and prosperity stole the county's Treasury and perralized Americans democracy. He's threats blackmail and corrupt fraudulent methods HASE isolation of America's country from Are allies and befriend and give comfort to ARE ENAMEYS. This is not in the interest of America's country stop Trump's treasonous administration.
Appeals to ethics, honor, and democracy while expressing threat concerns about Trump's administration and its dangers to American values.
@markleckron1004
Mar 4, 2025
The people who supported Trump will never be forgiven. You just made life harder for both Americans and Canadians and I’m sure you’ll soon come crying about how life is sooo much harder and how …
The people who supported Trump will never be forgiven. You just made life harder for both Americans and Canadians and I’m sure you’ll soon come crying about how life is sooo much harder and how you couldn’t have possibly known this could’ve happened. You think the world loves you but in reality, much of the world despises you and favours Canadians over you. You will soon see how delusional you are.
Appeals to moral judgment of Trump supporters while asserting Canadian superiority and global reputation.
@hazelgrunts
Mar 4, 2025
What the hell does America expect when you attack Canada economically, threaten to annex Canada and repeatedly insult the Canadian Prime Minister. Canadians are fed up. And Canadians are sickened to see the USA cozy …
What the hell does America expect when you attack Canada economically, threaten to annex Canada and repeatedly insult the Canadian Prime Minister. Canadians are fed up. And Canadians are sickened to see the USA cozy up to Russia and abandon our ally Ukraine.
Appeals to fairness and justice by questioning US actions and expressing moral disapproval of economic threats and geopolitical betrayals.
@mebbie44
Mar 4, 2025
2:30 dude what are you trying to even show there? That all the Punjab is dirty and trash been thrown everywhere just like your downtown New York? I don't know why this hate is so …
2:30 dude what are you trying to even show there? That all the Punjab is dirty and trash been thrown everywhere just like your downtown New York?
I don't know why this hate is so forced against Indian? I feel all countries have their problems and dirty places so just to show that part would be so illogical and hatred to them.
Edit:- You are telling me to believe a guy who's promoting gambling and selling his audience trust for some bucks is insane dude.
Challenges the video's selective presentation as unfair and hateful, arguing all countries have similar problems, while questioning the creator's credibility.
axcod16
Feb 7, 2026
An President shouldn't be in office with such a big personal ego, it's not gonna end well for anyone
An President shouldn't be in office with such a big personal ego, it's not gonna end well for anyone
Critiques presidential fitness based on ethical grounds (excessive ego as moral failing).
@johnfritz7222
Mar 4, 2025
A true leader with integrity! Not that bomboklaat
A true leader with integrity! Not that bomboklaat
Praises leadership integrity as a moral virtue while dismissing an unnamed opponent with derogatory language.
@BanaMzeya-ok6iz
Mar 4, 2025
Trump is a horrible, horrible human. I am devastated over what he is doing. I've never once given Trump my vote and I'm not a lefty liberal. I knew if he was voted in he …
Trump is a horrible, horrible human. I am devastated over what he is doing. I've never once given Trump my vote and I'm not a lefty liberal. I knew if he was voted in he was going to cause world wide chaos. He has shown his character over and over and over...yet a large portion of American's just ignored it. This election wasn't about republicans or democrats or independents. This election was about humanity and global security. American's ignored the writing on the wall for their own singular wants/opinions. They stand with their Trump flags but only a few of them can actually explain any accurate information about his policy or legal issues and they condone his behavior. The majority of Trumpers claim to be 'Christians'. Christians voting for a man who is a bully, abuser, liar, predator, monger of power, impedes freedom of press and speech and aligns himself with a dictator. He pardoned violent offenders and called them patriotic, spouts false information, obstructs investigations, has numerous felony charges against him and has now made enemies with our allies. Shall I go on? That's not Christian. Even if you aren't Christian...that's not what America stands for. All for what...eggs? Guns? Cheaper groceries? Or because your need for hating a small group of people out weighs global peace. Or is it because you are so short sighted that you can't even see the valuable contribution that non American born people provide this country. Yes, Biden fell asleep at the wheel. Yet many of you still believed the better choice was a psychopath. This election was important. We failed as a country by putting this man in office. No matter what party you align with, we failed. Yes, I want cheaper eggs. Yes, I really need cheaper groceries. But not over the safety of the globe. Not over the lives of the people and children being killed in an unprovoked war. Not over the safety of Europe. Not over ripping off our closest and favorite country that borders us. Not over losing our democracy and our allies. I stand with Ukraine, Canada, Mexico and Europe and the Gulf of Mexico. You should ask yourself what you really stand for.
Extended moral critique of Trump's character and values, invoking Christian ethics and appeals to humanity and global security rather than specific policy analysis.
@lauradz719
Mar 4, 2025
I am ashamed we have a felon running the US. Utterly disgusting, disgraceful.
I am ashamed we have a felon running the US. Utterly disgusting, disgraceful.
Appeals to ethics and shame regarding a political leader's criminal status, framing it as disgraceful.
@BrianPawlak-z4v
Mar 4, 2025
The difference here with someone who is far from perfect and the absolute child that is trump and Vance being absolute babies and embarrassments to the United States having such temper tantrums. god damn pathetic …
The difference here with someone who is far from perfect and the absolute child that is trump and Vance being absolute babies and embarrassments to the United States having such temper tantrums. god damn pathetic children screaming with 0 integrity or brains. Didn’t see any men represented by the United States at that meeting, just two immature underdeveloped boys. Oh and one is a rapist. Fantastic (sarcasm).
Compares leaders while making moral judgments about integrity, maturity, and character, with sarcasm emphasizing ethical critique.
@startingyesterday
Mar 4, 2025
Whites invades other countries: 😍😍😍 Non whites immigrating to white countries: 😡😡😡
Whites invades other countries: 😍😍😍
Non whites immigrating to white countries: 😡😡😡
Uses historical injustices to argue for moral consistency in attitudes toward immigration and colonization.
Gmmmw13
Feb 6, 2026
I agree with Trudeau. Everything the U.S. has done it has done to itself and the U.S. government is to blame for putting its own citizens at risk and jeopardizing the security of Americans by …
I agree with Trudeau. Everything the U.S. has done it has done to itself and the U.S. government is to blame for putting its own citizens at risk and jeopardizing the security of Americans by marginalizing domestic civilians to the role of consumer to the point that families get torn apart and homes get wrecked. Mark my words this U.S. government is a home-wrecker, not your faithful government servant that worked in the best interest of Americans alike from the Atlantic to the pacific coast.
Extended critique framed around ethical failures of US government, emphasizing harm to citizens and breach of governmental duty as moral principles.
@bradylin1303
Mar 4, 2025
He never said Trump is a smart man, that was part of the quote damn it. I’m an American who is so sad, mad, outraged we are treating Canada and Mexico. Thank you Trudeau, I …
He never said Trump is a smart man, that was part of the quote damn it. I’m an American who is so sad, mad, outraged we are treating Canada and Mexico. Thank you Trudeau, I heard your message for us. I certainly cast my vote and will do so again towards unity, reason, compassion and love for the world. Not this disgusting behavior.
American commenter appeals to values of unity, compassion, and democracy while criticizing current political behavior as morally wrong.
@lasallemj
Mar 4, 2025
So we have a bunch of people who want wars, hating and attacking a guy who wants these wars to come to an end and the bullshit to stop. Make it make sense.
So we have a bunch of people who want wars, hating and attacking a guy who wants these wars to come to an end and the bullshit to stop. Make it make sense.
Defends Trump's peace-seeking intentions against critics, framing opposition as morally inconsistent.
@TonyBelmonte-s5d
Mar 4, 2025
I love how european colonial descendants are complaining about others taking over the land their colonial fathers stole from others.. lol.. and shut da fuk up there are many Europeans Italians, Greeks, French, Ukranian, Romanians …
I love how european colonial descendants are complaining about others taking over the land their colonial fathers stole from others.. lol.. and shut da fuk up there are many Europeans Italians, Greeks, French, Ukranian, Romanians etc..how Barley speak English.. so fk of with English..
Critiques the hypocrisy of European descendants complaining about immigration given colonial history, invoking justice and historical accountability.
romali8170
Feb 6, 2026
Trudeau, you are an anti-Semite. Shame on you
Trudeau, you are an anti-Semite. Shame on you
A moral accusation against a political figure based on alleged ethical failings (anti-Semitism).
Moral Argument
0.80
@carlabrauer7303
Mar 4, 2025
This is what an intelligent, reasonable, and caring leader sounds like.
This is what an intelligent, reasonable, and caring leader sounds like.
Praise for a leader's qualities (intelligence, reasonableness, care) based on moral and ethical principles.
@eugene1197
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)