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
You have more to worry about Russia/China threatening US/Canada in the waters around Alaska. We need to work with Canada on national security. This is crazy. President Trump, what are you hiding? Why are you …
You have more to worry about Russia/China threatening US/Canada in the waters around Alaska. We need to work with Canada on national security. This is crazy. President Trump, what are you hiding? Why are you doing this? You owe this to Americans and Canadians and Mexico.
Appeals to shared security interests and responsibility between nations while questioning Trump's priorities.
@debbiebrock2665
Mar 4, 2025
Trump is like a toddler who only thinks about himself and how to say no. ??♂️
Trump is like a toddler who only thinks about himself and how to say no. ??♂️
Character criticism of Trump framed as a moral judgment about selfishness and immaturity.
Moral Argument
0.80
@Bigfield47
Mar 4, 2025
Trump knows he's hurting America. That's exactly his and Putin's goal. He's a terrorist doing everything in his power to destroy America. He's only getting away with the because of his PRIVILEGE. YT people don't …
Trump knows he's hurting America. That's exactly his and Putin's goal. He's a terrorist doing everything in his power to destroy America. He's only getting away with the because of his PRIVILEGE. YT people don't understand this. Obama could NEVER get away with this. He couldn't even wear a tan suit without everybody jumping all over him. HORRIBLE NIGHTMARE. Trump needs to be fired and locked up. He's a danger to society
Appeals to justice and ethics, arguing Trump is a terrorist and danger to society, with commentary on racial privilege and accountability.
@thrshwll1526
Mar 4, 2025
Trump and MAGA are acting like rebellious teenagers on world stage
Trump and MAGA are acting like rebellious teenagers on world stage
Criticizes Trump/MAGA behavior as immature and inappropriate on the world stage, appealing to standards of conduct.
Moral Argument
0.80
@paingame11
Mar 4, 2025
As a Brit I say bravo to Canada - do the American public understand how toxic Trump is. It's just crazy!
As a Brit I say bravo to Canada - do the American public understand how toxic Trump is. It's just crazy!
Accuses Canada's leader of Nazi sympathizing, a serious moral condemnation framed as identity/political critique.
@David-tg8ku
Mar 4, 2025
He didn’t mention Netanyahu Genocidal maniac that trump is also worshipping ?again double standards never go even now??
He didn’t mention Netanyahu Genocidal maniac that trump is also worshipping ?again double standards never go even now??
Criticizes Trump for alleged double standards in supporting Netanyahu, framing it as a moral inconsistency regarding genocide.
@neelamahmed3154
Mar 4, 2025
Tyler you seem to be racist, that country belongs to the indigenous People not the white european canadians and your video is clearly promoting racism. Try and interview the indigenous People and ask them how …
Tyler you seem to be racist, that country belongs to the indigenous People not the white european canadians and your video is clearly promoting racism. Try and interview the indigenous People and ask them how they feel about the white colonialist who stole their country.
Accuses creator of racism and appeals to indigenous rights and historical justice, reframing the immigration debate through colonialism ethics.
AgarGaya
Jan 29, 2026
the most patriotic thing you can do as an american is support europe at this point
the most patriotic thing you can do as an american is support europe at this point
Appeals to patriotic duty and moral obligation to support Europe over US interests.
@p.snowman7492
Mar 4, 2025
I know PM Justin Trudeau has had his critics but he is far more of a statesman than Trump or Vance could ever wish to be! Their actions are tantamount to treason and the great …
I know PM Justin Trudeau has had his critics but he is far more of a statesman than Trump or Vance could ever wish to be! Their actions are tantamount to treason and the great American citizens are being thrown under the bus.
Compares Trudeau favorably to Trump/Vance on moral grounds (statesmanship, treason accusations), emphasizing ethical superiority.
@tomedwards5132
Mar 4, 2025
Goodbye USA from Canada and Europe, Hello Putin's mate, you and and your VP are a disgrace.
Goodbye USA from Canada and Europe, Hello Putin's mate, you and and your VP are a disgrace.
Condemns leadership as disgraceful and associates them with authoritarian figures, appealing to ethical judgment.
@colinevans2000
Mar 4, 2025
So sick of everyone who mindlessly support Trump! The GOP are puppets & cowards, only interested in self preservation! Nice to hear a competent leader speak...great job Trudeau, do NOT back down to Trump!
So sick of everyone who mindlessly support Trump! The GOP are puppets & cowards, only interested in self preservation! Nice to hear a competent leader speak...great job Trudeau, do NOT back down to Trump!
Appeals to ethical principles (competence, integrity) while expressing support for Trudeau and opposition to Trump's perceived moral failings.
@Bryan-sk214
Mar 4, 2025
Thank you, MAGA. This was your choice. Had more of you taken the time to think critically, educate yourselves, and rise above outdated, divisive ways of thinking, we could be in a better place. Some …
Thank you, MAGA. This was your choice. Had more of you taken the time to think critically, educate yourselves, and rise above outdated, divisive ways of thinking, we could be in a better place. Some of you voted for him not because of his policies or because you lack sense, but simply for the spectacle-because you were bored and wanted to 'see what happens! Well, now we all have to live with the consequences.
Appeals to ethical reasoning and critical thinking while criticizing political choices, with implicit calls for better decision-making.
@PlacatePro
Mar 4, 2025
I am embarrassed as an American. Trump and his cronies have falsely promised their constituents that he is for the people. NO he never was FOR the people, he is for himself. Our ignorant Americans …
I am embarrassed as an American. Trump and his cronies have falsely promised their constituents that he is for the people. NO he never was FOR the people, he is for himself. Our ignorant Americans believed his BS and now they will suffer for their stupidity. President Trudeau you are a gentleman and a brilliant human being. I wish I could vote you back in. Trump has to be taken down.
American expressing shame and moral condemnation of Trump while praising Trudeau, combining personal identity with ethical judgment.
@PatriciaNee-n6l
Mar 4, 2025
Donald Trump is an idiot and a puppet, licking Putins boots.
Donald Trump is an idiot and a puppet, licking Putins boots.
Insults Trump's character and judgment, implying he is manipulated by Putin, framed as moral critique.
@aperez14
Mar 4, 2025
T.....mp is Mad. Congress must stop him and the VP , period. Full stop. Americans are now held prisoners of his criminal madness
T.....mp is Mad. Congress must stop him and the VP , period. Full stop. Americans are now held prisoners of his criminal madness
Frames Trump as criminally mad and calls for Congressional action while expressing fear of authoritarian control.
@edwardnashen5960
Mar 4, 2025
a clown , a liar, a mafia, a king, a dictator , a gangster, a pirate, a convicted criminal felony , what more can you say & what more do you want to be?
a clown , a liar, a mafia, a king, a dictator , a gangster, a pirate, a convicted criminal felony , what more can you say & what more do you want to be?
Listing of negative character accusations and criminal labels directed at a political figure, framed as moral condemnation.
@hendrylyly3662
Mar 4, 2025
America! This is the Clown (Donal Trump) you selected as the president of the United States! Buckle up for the worst four years of your life! What a damn shame, I use to think Americans …
America! This is the Clown (Donal Trump) you selected as the president of the United States! Buckle up for the worst four years of your life! What a damn shame, I use to think Americans were some of the smartest people in the world, but I was very wrong! Donal can't even speak clearly, he has the mind of a child!
Criticizes Trump's character and intelligence while expressing disappointment in American voters' judgment, appealing to standards of competence and wisdom.
@tyronecoleman1002
Mar 4, 2025
Trump was never going to play along because his bestie over in Russia has already persuaded him to stay sweet and ignore everyone else.. Trump is also mad that everyone else gathered to support Zelenskyy …
Trump was never going to play along because his bestie over in Russia has already persuaded him to stay sweet and ignore everyone else.. Trump is also mad that everyone else gathered to support Zelenskyy and he hates that comradery because it hurt his ego.. DT will probably pull away from England, France and others that were at the Summit meeting because he's a man child that has a fragile ego. I am pleased to say however that at least everyone is seeing the so called christian man's true colours.. he's a modern day Hananiah of the bible.. a modern day Nebuchadnezzar.. who is ruled by the love of money, nothing else!
Comment makes moral and ethical arguments about Trump's character, using religious references and appeals to integrity while expressing concern about his influence.
@SpeakitjessMinistry
Mar 4, 2025
Mr. Trudeau, Donald Trump is not smart!!!! He is mentally unbalanced. Shame on those Americans who voted for him. You get what you deserve! Unfortunately, you drag me along with you. ?
Mr. Trudeau, Donald Trump is not smart!!!! He is mentally unbalanced. Shame on those Americans who voted for him. You get what you deserve! Unfortunately, you drag me along with you. ?
Moral condemnation of Trump's fitness for office and judgment of American voters, with personal impact concern.
@JonettaWakely
Mar 4, 2025
I am not from either country, but looking from the outside in , it seems that everything Mr Trump does, is an effort to end brotherhood among nations and just be a butthole
I am not from either country, but looking from the outside in , it seems that everything Mr Trump does, is an effort to end brotherhood among nations and just be a butthole
Frames observation from outside perspective as moral critique of Trump's divisive actions and character.
@avenida1340
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)