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
??❤?? No one is going to be terrorized by the spoiled donkey that has now come to power in the White House
??❤?? No one is going to be terrorized by the spoiled donkey that has now come to power in the White House
Dismissive critique of Trump using derogatory language ('spoiled donkey') and rejecting claims he poses a threat, blending sarcasm with moral judgment.
@michalrohac5062
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
After trump’s first term every single adequate person new what a clinical idiot he was. Why the hell the country which was considered by many as a great nation elected him again?!
After trump’s first term every single adequate person new what a clinical idiot he was. Why the hell the country which was considered by many as a great nation elected him again?!
Expresses moral judgment about Trump's fitness for office and poses a rhetorical question about why Americans re-elected him.
@edwardklaus70
Mar 4, 2025
I pray Trump does not give up his fight for American people. All American people. They tariff some of our goods 100+% and they no longer will get away with it. Thank you Trump.
I pray Trump does not give up his fight for American people. All American people. They tariff some of our goods 100+% and they no longer will get away with it. Thank you Trump.
Appeals to fairness and justice ('All American people') while defending tariff policy as retaliation against unfair trade practices.
@williamthomas4458
Mar 4, 2025
Donald has done such a great job in making America's allies running away and the global declining of America's influence will exacerbate from this point on?\nKeep up good work Donald!
Donald has done such a great job in making America's allies running away and the global declining of America's influence will exacerbate from this point on?\nKeep up good work Donald!
Uses ironic criticism to argue that Trump's actions damage America's global standing and relationships with allies, framed as a cautionary concern.
@บักแหวงคนไม่เต็ม87792
Mar 4, 2025
5:43 I’m sorry the poor white trash dude is a joke. Scientific racism at its finest… but tbf it’s always the ones that have little value that look to blame someone for their own life.
5:43 I’m sorry the poor white trash dude is a joke. Scientific racism at its finest… but tbf it’s always the ones that have little value that look to blame someone for their own life.
Critiques scientific racism and makes a moral judgment about blaming immigrants, while also asserting class-based identity distinctions.
Gangai263
Jan 28, 2026
We believe you, we know trump is a liar, a felon, a criminal.
We believe you, we know trump is a liar, a felon, a criminal.
Makes character accusations against Trump (liar, felon, criminal) framed as moral judgments, with 'felon' and 'criminal' being specific claims.
@kerrypolingo1607
Mar 4, 2025
I'm speechless and have nothing good to comment. 🇺🇲 They even have the audacity to plant their lesser gods on foreign land.
I'm speechless and have nothing good to comment. 🇺🇲 They even have the audacity to plant their lesser gods on foreign land.
Expresses moral outrage about cultural/religious practices on Canadian soil, framed as transgression.
Centralintelligentjunkie
Jan 29, 2026
Thank you sir for the soldiers who died for defending America as it has used NATO to wage its own wars. I understand why the Canadians have chosen the not to aid our tyranny. May …
Thank you sir for the soldiers who died for defending America as it has used NATO to wage its own wars. I understand why the Canadians have chosen the not to aid our tyranny. May we learn to work together again.
Appeals to ethical principles about military sacrifice and opposing 'tyranny,' while expressing support for Canadian independence from U.S. military entanglement.
@robertking7269
Mar 4, 2025
We understand. Unfortunately, one of two political parties in the US has chosen to cower in the corner, cry in fear, pee their pants, jumping when directed. Shameful.
We understand. Unfortunately, one of two political parties in the US has chosen to cower in the corner, cry in fear, pee their pants, jumping when directed. Shameful.
Critique of political behavior framed as shameful and cowardly, appealing to standards of courage and integrity.
@Andrew1974-u9z
Mar 4, 2025
Facts aren’t racist!!
Facts aren’t racist!!
Asserts that factual claims about immigration are not inherently racist, defending the right to discuss data without moral condemnation.
Moral Argument
0.75
KenBoulter
Feb 27, 2026
but I don't understand you get the chance to live a better life somewhere else like you asked why make that place worse like the country you came from
but I don't understand you get the chance to live a better life somewhere else like you asked why make that place worse like the country you came from
Questions why immigrants would leave better opportunities elsewhere, implying a moral argument about responsibility not to degrade adopted countries.
jaydr6988
Feb 24, 2026
Trudeau is a person Trump should look up to. This is how leaders should be leading!!
Trudeau is a person Trump should look up to. This is how leaders should be leading!!
Praises Trudeau's leadership as exemplary, appealing to standards of what constitutes good governance.
@Zaderzare
Mar 4, 2025
I don't blame the people. They're poor, destitute, desperate, etc. We must look at the ones who are directly benefitting from importing them. Those are the traitors. Without them, we'd be able to feed the …
I don't blame the people. They're poor, destitute, desperate, etc. We must look at the ones who are directly benefitting from importing them. Those are the traitors. Without them, we'd be able to feed the entire world to a point where no one would need to leave their homeland, because all the food and water would be there for them. Clean food and water, of course. Think about it.
Frames immigration as a moral issue of exploitation by elites ('traitors') while invoking global poverty concerns, though also contains conspiratorial undertones about intentional harm.
MetalWisdom666
Jan 28, 2026
Zelenskyy the puppet clown ?, disrespectfully has crossed the line of decency\n by being loud, interrupting, and with very rude high hand gestures \ntowards the president of United States of America☹️\nWhat a junkie clown?, He's …
Zelenskyy the puppet clown ?, disrespectfully has crossed the line of decency\n by being loud, interrupting, and with very rude high hand gestures \ntowards the president of United States of America☹️\nWhat a junkie clown?, He's going to learn it the hard way very soon ☹️\nA comedian puppet clown ? who still thinks that he is a real leader ???\nWait for it junkie \nCheers ????
Harsh moral condemnation of Zelenskyy's behavior as indecent and disrespectful, with implied threats about consequences.
@PlanB-3751
Mar 4, 2025
Another Western hypocrite who orchestrated the war together with NATO against Russia but won't criticise Israel
Another Western hypocrite who orchestrated the war together with NATO against Russia but won't criticise Israel
Accuses the person of hypocrisy for criticizing some conflicts while not others, appealing to consistency and fairness.
@DaveNeve
Mar 4, 2025
THAT GOVERNMENT IS 1 PERSON CALLED TRUMP ?? AND COURTS THAT ALLOW HIM TO RUIN THE U.S ECONOMIC WHILE HE POISONS THEM TO HATE THE BROWN SKIN FOLKS
THAT GOVERNMENT IS 1 PERSON CALLED TRUMP ?? AND COURTS THAT ALLOW HIM TO RUIN THE U.S ECONOMIC WHILE HE POISONS THEM TO HATE THE BROWN SKIN FOLKS
Criticizes Trump and courts for enabling harm to minorities, framing it as a moral/ethical failure with elements of threat perception.
@MaGo-r7x
Mar 4, 2025
Hey Trudeau Ferme la sur Putin ! Go ahead full force on the Mango Mussolini GRUMP tough ??I'm going to vomit my ancestors who died in USA wars ?!!@! I hate Trump get him out …
Hey Trudeau Ferme la sur Putin ! Go ahead full force on the Mango Mussolini GRUMP tough ??I'm going to vomit my ancestors who died in USA wars ?!!@! I hate Trump get him out . He will Decapitate USA!!
Expresses strong moral opposition to Trump using inflammatory language and historical references to war casualties, with implicit call for action against him.
@sarahsokal
Mar 4, 2025
Imagine having a government that looks out for the people.
Imagine having a government that looks out for the people.
Appeals to ethical principle that government should prioritize citizen welfare.
Moral Argument
0.75
@lifeonthefarm6001
Mar 4, 2025
Very articulate and intelligent, but still supporting the Zionist. That’s makes him a hypocrite liar full of shiat.
Very articulate and intelligent, but still supporting the Zionist. That’s makes him a hypocrite liar full of shiat.
Accuses the speaker of hypocrisy on moral/ethical grounds regarding Zionism, framed as a values-based critique.
@franks.7271
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)