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
America elected a MF FOOL to office and I blame the morons that complained about the price of gas and eggs! America elected a MF felon, a fraud and a racist to office for the …
America elected a MF FOOL to office and I blame the morons that complained about the price of gas and eggs! America elected a MF felon, a fraud and a racist to office for the purpose of some low class group of people to feel empowered. What a shit show America has become! Fuck all of you all that complained about Biden, now look at the new Russia!
Condemns American voters and elected leadership on moral grounds (racism, fraud) while expressing alarm about national decline.
@Carlossr1911-Ducati
Mar 4, 2025
This relationship will never be the same. We will have to do a lot of mea culpa in the future.
This relationship will never be the same. We will have to do a lot of mea culpa in the future.
Appeals to fairness and accountability ('mea culpa') regarding a damaged relationship, suggesting ethical responsibility.
@BJHayes-n9i
Mar 4, 2025
Trumps a scourge to the planet..much like his buddy Putin
Trumps a scourge to the planet..much like his buddy Putin
Makes a moral judgment characterizing Trump as harmful to the planet, appealing to ethical principles about global welfare.
Moral Argument
0.80
@kellycbeckett9092
Mar 4, 2025
This is what being a leader is all about. Giving the harsh truth.
This is what being a leader is all about. Giving the harsh truth.
Appeals to ethical principles of leadership and truthfulness as virtues.
Moral Argument
0.80
@johnl4933
Mar 4, 2025
US need to be a shame of it self to let an idiot like trump lead them anywhere
US need to be a shame of it self to let an idiot like trump lead them anywhere
Appeals to shame and ethical judgment regarding US leadership, comparing nations implicitly.
@bryanhampton4861
Mar 4, 2025
Every country in the world should take a warning from what is happening in the US, this is what can happen anywhere if you let misinformation and ignorance run rampant.
Every country in the world should take a warning from what is happening in the US, this is what can happen anywhere if you let misinformation and ignorance run rampant.
Frames US situation as a cautionary tale about misinformation and ignorance, appealing to universal principles about governance and truth.
@johnnybgood6424
Mar 4, 2025
It's really too bad, Canadians have sympathy for Americans, who will be hurt (Trump and his billionaire policy makers will not be hurt at all).
It's really too bad, Canadians have sympathy for Americans, who will be hurt (Trump and his billionaire policy makers will not be hurt at all).
Appeals to sympathy and fairness for ordinary Canadians and Americans while critiquing the unequal power dynamics and lack of empathy in policy decisions.
@delynnel
Mar 4, 2025
Trump is a so weird person who attack friends and help enemies ?
Trump is a so weird person who attack friends and help enemies ?
Critiques Trump's inconsistent foreign policy as morally wrong, attacking friends while supporting adversaries.
@Asd123ghhhf38
Mar 4, 2025
Did they MAGA? No, so let's move forward from this, America! We ALL need to agree to be American 1st. Our safety is at serious risk, but we can still get the train back on …
Did they MAGA? No, so let's move forward from this, America! We ALL need to agree to be American 1st. Our safety is at serious risk, but we can still get the train back on track, if Congress can ALL agree to put America before any other internal disagreement. If The SCOTUS and the Judicial System will do the same. It isn't too late, YET. It's time to right the ship and our allies will support us, if our people will stand up, against the harm that this Administration is doing to ALL of us, as a whole. It's leaking hate into every aspect of our country. We're inundated with it and it's spilling out, into the world, affecting our standing.\n\nWe need an Administration where we can have normal disagreements and figure how to resolve them....find HOPE again. I'm tired of feeling despair. America, be the leader of Democracy. Keep your word!\n?⚪?
Appeals to shared American values, unity, and democratic principles while urging collective action to restore national integrity.
@resilientred1699
Mar 4, 2025
Everything Trudeau is saying should be reasonable and sensible to every American, that is every American that isn't either a blind faith follower of Trump, or someone profiting from Trump and his policies. Sadly there …
Everything Trudeau is saying should be reasonable and sensible to every American, that is every American that isn't either a blind faith follower of Trump, or someone profiting from Trump and his policies. Sadly there are just so very many of them.
Appeals to reasonableness and sense as moral principles while supporting Trudeau's position.
@Stonewielder
Mar 4, 2025
UNFORTUNATELY TRUMP IS ACTING AS A BULLY. \nHE IS A SMART GUY BUT THIS HURTS EVERYONE.
UNFORTUNATELY TRUMP IS ACTING AS A BULLY. \nHE IS A SMART GUY BUT THIS HURTS EVERYONE.
Criticizes Trump's behavior as bullying while acknowledging his intelligence, appealing to fairness and harm to others.
@levydan4370
Mar 4, 2025
Justin Trudeau is standing his ground. I have nothing but respect for a man that stands his ground and not waiver when he know he has done everything he can to make peace with his …
Justin Trudeau is standing his ground. I have nothing but respect for a man that stands his ground and not waiver when he know he has done everything he can to make peace with his neighbor,
The commenter expresses respect for Trudeau's principled stance and peacemaking efforts, framing it as a moral/ethical position.
@jonathantaylor3158
Mar 4, 2025
I guess this can and should be considered as retribution for 300 years of British occupation and plundering and raping of the Indians in India. Isn't it hypocrite to just overlook this historical event?! I …
I guess this can and should be considered as retribution for 300 years of British occupation and plundering and raping of the Indians in India.
Isn't it hypocrite to just overlook this historical event?!
I mean, how does Indian even speak English?!!! Lol
Makes a historical justice argument about British colonialism as moral justification for immigration, with ironic commentary.
joshuabhujun3835
Feb 9, 2026
Respect and partnerships are built on a foundation of mutual ideas and business, when that respect is broken there is no partnership. I stand with Canada.
Respect and partnerships are built on a foundation of mutual ideas and business, when that respect is broken there is no partnership. I stand with Canada.
Appeals to principles of mutual respect and partnership as foundation for relationships, expressing principled support for Canada.
@capmultser
Mar 4, 2025
Yall are jsut racist. I have a friend who wroks at timmies w indians and the customers r racist asf even tho the customers r wrong
Yall are jsut racist. I have a friend who wroks at timmies w indians and the customers r racist asf even tho the customers r wrong
Accuses others of racism and defends immigrants based on ethical principles, supported by anecdotal evidence of workplace discrimination.
zueah23
Feb 11, 2026
It’s bitter to hear “while he’s speaking French..” before being cut off. Too often the francophone community is belittled in the ?? \nBut I can understand the priority for the panel to speak and for …
It’s bitter to hear “while he’s speaking French..” before being cut off. Too often the francophone community is belittled in the ?? \nBut I can understand the priority for the panel to speak and for your viewers to stay hooked without subtitles
Critiques belittlement of francophone community as unfair while acknowledging practical constraints, balancing ethical concern with pragmatism.
@Z1DM0
Mar 4, 2025
Dear our friends of the world, please know that we American disown this horrible, terrible, no good president and his government. Many of us are currently suffering, too.?
Dear our friends of the world, please know that we American disown this horrible, terrible, no good president and his government. Many of us are currently suffering, too.?
Appeals to shared humanity and moral principles, distancing Americans from Trump while expressing empathy for global suffering.
@willie707
Mar 4, 2025
Why don't trump solve problems inside his country first before engaging and touching other countries own problem!!!!!
Why don't trump solve problems inside his country first before engaging and touching other countries own problem!!!!!
Appeals to fairness and prioritization of domestic problems before international intervention.
@akosimj9544
Mar 4, 2025
Yes idiots, your president is responsible for all the harm done to us up till now, and if you still support him is because you're a greedy rich crook or an idiot who can see …
Yes idiots, your president is responsible for all the harm done to us up till now, and if you still support him is because you're a greedy rich crook or an idiot who can see we the poor people are in trouble because of him. Freaking liar, convicted felon,pedophile, rapist scumbag who should be in jail, NOT running the country.
Strong moral condemnation of Trump with claims of harm to vulnerable populations, framed as ethical critique.
@marip7324
Mar 4, 2025
Your president is sold to dictators
Your president is sold to dictators
Makes ethical accusation that the president is compromised by dictators, appealing to principles of integrity.
@tonylevoyageur
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)