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
None of this makes sense. Both countries and their hard-working people are going to suffer on both sides. Great leaders don't try to cripple allies that have supported them throughout history.
None of this makes sense. Both countries and their hard-working people are going to suffer on both sides. Great leaders don't try to cripple allies that have supported them throughout history.
Appeals to principles of alliance loyalty and mutual benefit, criticizing leadership for harming allied nations.
@thecastingdeck8148
Mar 4, 2025
This racist needs to be expelled from Canada
This racist needs to be expelled from Canada
Accusation of racism framed as a moral judgment, with implicit call for expulsion as consequence.
@khiaraslaw
Mar 4, 2025
Anyone still backing Trump is either a delusional clown, seriously unwell, or trapped in a fantasy. Decades of American sacrifice—blood and sweat spilled across the world—wiped away by one clueless billionaire and his cronies, turning …
Anyone still backing Trump is either a delusional clown, seriously unwell, or trapped in a fantasy. Decades of American sacrifice—blood and sweat spilled across the world—wiped away by one clueless billionaire and his cronies, turning a superpower into their personal playground.
Ethical critique of Trump supporters framed as moral judgment about delusion and betrayal of American values.
@korirweldon8314
Mar 4, 2025
You're on your own now USA. What a shame to let a man this ridiculus ruin OUR peace. Wake up.
You're on your own now USA. What a shame to let a man this ridiculus ruin OUR peace. Wake up.
Ethical critique of a political figure's impact on peace, with implicit call for Americans to recognize the problem.
@marge22-22
Mar 4, 2025
Letting mayor Adams off of his crimes is disgusting! He should be jailed along side of all the criminals he let stay in new york
Letting mayor Adams off of his crimes is disgusting! He should be jailed along side of all the criminals he let stay in new york
Criticizes a political figure's actions as morally wrong ('disgusting') and calls for justice.
@marylister6942
Mar 4, 2025
Trump is doing all this for one person only, Putin. He is really putting on a show for Putin at American expense. Treasonous orange snake...
Trump is doing all this for one person only, Putin. He is really putting on a show for Putin at American expense. Treasonous orange snake...
Frames Trump's actions as morally wrong (treason, serving Putin's interests) using ethical language about betrayal.
@bigmountain6402
Mar 4, 2025
US is now part of the axis of evil with Russia. \nPutin, Musk and Trump are evil, traitors to the US, traitors to all democracies.
US is now part of the axis of evil with Russia.
\nPutin, Musk and Trump are evil, traitors to the US, traitors to all democracies.
Makes ethical accusations of evil and betrayal against political figures, framing them as threats to democracy and comparing nations.
@eltodesukane
Mar 4, 2025
I wish it was noted that the US didn’t launch, rather Trump and…. Did. Americans are not in line with this.
I wish it was noted that the US didn’t launch, rather Trump and…. Did. Americans are not in line with this.
Distinguishes between Trump's actions and American values, appealing to fairness and national identity to defend Americans from blame.
@lindahoytmartin
Mar 4, 2025
Well done Canada ??. It is time to stand up to bullies and unite with true allies that respect you and treat you with dignity. We seem to be dealing with a deranged madman who …
Well done Canada ??. It is time to stand up to bullies and unite with true allies that respect you and treat you with dignity. We seem to be dealing with a deranged madman who should be seeking proper medical treatment in a special medical facility, not ranting and raving in the Oval Office. Call it treason, corruption, greed, weakness, mental instability, cognitive decline, bullying, aggression, spitefulness, vengeance - the only person who should be considering resigning is the out-of-his-depth overpromising & under deliverer convicted sexual felon in the Oval Office who is p!ssing into the tent not out of it, with regards to your old allies.
Appeals to dignity, respect, and ethical principles while praising Canada's stance and condemning another leader's behavior as immoral and unfit.
@KarlPhillips-s7l
Mar 4, 2025
This is very very sad , what's happening here the Canadian and American always get along very well,the enemies love this very bad example.
This is very very sad , what's happening here the Canadian and American always get along very well,the enemies love this very bad example.
Expresses sadness about deteriorating Canada-US relations and appeals to shared values and historical friendship.
@patrickbonterre3267
Mar 4, 2025
Powerful speech by Trudeau! He did not mince words and addressed head-on calling out Trump! He called him Donald, not President Trump, no sugar-coating! This is a hallmark of a true and STRONG leader!
Powerful speech by Trudeau! He did not mince words and addressed head-on calling out Trump! He called him Donald, not President Trump, no sugar-coating! This is a hallmark of a true and STRONG leader!
Praises Trudeau's leadership qualities (strength, directness, honesty) as moral virtues in defending the country.
@jennylim1558
Mar 4, 2025
Isolationism won't serve USA well. Unless the president wants to drag the country into the dark ages where people die of diseases; natural calamities with the absence of any warning systems; women die during childbirth; …
Isolationism won't serve USA well. Unless the president wants to drag the country into the dark ages where people die of diseases; natural calamities with the absence of any warning systems; women die during childbirth; and well if you still manage to survive, be prepared to defend yourself in the event of a school shooting! How ridiculous.
Commenter appeals to human welfare and safety concerns to argue against isolationism, framing it as ethically harmful.
@DucatiP-f9r
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
Unfortunately for us, donald only cares about the rich sacks of skin that frequent maralargo and pretend to be his friend.\n\nTarriffs are not going towards funding childcare, they are are not going to assist the …
Unfortunately for us, donald only cares about the rich sacks of skin that frequent maralargo and pretend to be his friend.\n\nTarriffs are not going towards funding childcare, they are are not going to assist the elderly or those in financial need. They are overwhelmingly going to support the bloated elite who seek it as their moral duty to hoard wealth to the detriment of society.
Argues that Trump prioritizes wealthy elites over vulnerable populations, framing this as a moral failure and economic injustice.
@kotor610
Mar 4, 2025
Many of us understand and appreciate Canada’s position. The orange buffoon and his minions are not smart, they are selfish, greedy and hateful. They are working to complete their project using the destruction of this …
Many of us understand and appreciate Canada’s position. The orange buffoon and his minions are not smart, they are selfish, greedy and hateful. They are working to complete their project using the destruction of this country as payment. Many of us are helplessly watching this country crash and burn. Tariffs are gonna cost us dearly! MAGA congratulations this is what you voted for!
Condemns Trump's character and motives as selfish and hateful while expressing economic anxiety about tariffs and national decline.
@LindaHeyward-f9y
Mar 4, 2025
The world witnessed the embodiment of evil in the Oval Office. \n\nIn Prime Minister Trudeau the world witnessed exemplary leadership and integrity. \n\nAs an American it pains me to say that I am ashamed of …
The world witnessed the embodiment of evil in the Oval Office. \n\nIn Prime Minister Trudeau the world witnessed exemplary leadership and integrity. \n\nAs an American it pains me to say that I am ashamed of our nation’s leaders.
Appeals to ethics and integrity, contrasting moral character of leaders while comparing nations; expresses shame based on values.
@dyvonnem
Mar 4, 2025
Please don't say that America did this, but say that Trump and the MAGA party did this. Millions of us can't stand the sight of him, not just now but for years and years. He …
Please don't say that America did this, but say that Trump and the MAGA party did this. Millions of us can't stand the sight of him, not just now but for years and years. He is a disgrace to the USA and humanity.
Appeals to fairness and moral judgment by distinguishing between Trump/MAGA and broader America, characterizing Trump as a disgrace to humanity.
@brigham2250
Mar 4, 2025
All countries must do what Canada is doing we tired of republican thugs trump his a devil sick crazy old man imperialist we are not leaving in the olden days the world has change America …
All countries must do what Canada is doing we tired of republican thugs trump his a devil sick crazy old man imperialist we are not leaving in the olden days the world has change America will be finished soon
Appeals to ethics and justice while calling on other countries to follow Canada's example against Trump administration.
@sifisodube-e2w
Mar 4, 2025
Can someone in the US at least teach that idiot Trump this VERY SIMPLE lesson?\n\n\nIf you want to improve linearly, compete!\nIf you want to improve exponentially, collaborate!\n\nBut it's hard to say whether an idiot who …
Can someone in the US at least teach that idiot Trump this VERY SIMPLE lesson?\n\n\nIf you want to improve linearly, compete!\nIf you want to improve exponentially, collaborate!\n\nBut it's hard to say whether an idiot who has only managed to do one thing in his entire life: waste his father's money, will understand this.
Presents a philosophical argument about collaboration vs. competition as superior governance principle, combined with personal attacks on Trump's competence.
@saad-t7k
Mar 4, 2025
Trump needs to be held responsible for this mess. With Ukraine, with Canada, and with Putin. He lied to us, as he always does.
Trump needs to be held responsible for this mess. With Ukraine, with Canada, and with Putin. He lied to us, as he always does.
Calls for accountability based on ethical grounds, framing deception as a moral failure across multiple policy areas.
@jamusboyce5312
Mar 4, 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)