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
protect unborn babies protect disabled people from euthansia without consent or coersion
protect unborn babies protect disabled people from euthansia without consent or coersion
Comment appeals to ethical principles regarding protection of vulnerable populations (unborn babies, disabled people).
Moral Argument
0.85
@clement2780
Mar 4, 2025
You're lucky that at the time when Indians' turn came you've access to the internet 3.0 and can make/post disillusioing videos like this one, otherwise it should ideally be first things first. Some 200 years …
You're lucky that at the time when Indians' turn came you've access to the internet 3.0 and can make/post disillusioing videos like this one, otherwise it should ideally be first things first. Some 200 years ago, when Canada was being formed what would the title be????Inside Canada's European Invasion...😆😆. Why just Canada? Over two-third of the world would be sending you curses as you didn't let a single place alone out of your eagle grade eyes and claws(but only if there was youtube back then). Now you are sulking and whining when others give you a taste of your medicine. Learn to deal with it!!!
Europeans never brought a civilization of peace and tranquility to this country either, atleast Indians bring some colors,dynamism,entrepreneurship and hard work which aids its economy.
Argues that European colonization was morally equivalent to current immigration, using historical comparison to justify present-day demographic change as fair reciprocity.
shashankkatiha9439
Feb 9, 2026
imagine having a president/prime minister that cares about you....
imagine having a president/prime minister that cares about you....
Rhetorical appeal to the ethical principle that leaders should care about citizens, with implicit critique.
@griffindenham4398
Mar 4, 2025
It's sad the MAGARATs are too stupid and ignorant to realize the tariffs would hurt them the most. Their poor and uneducated souls soon will be homeless by supporting a convicted conman.
It's sad the MAGARATs are too stupid and ignorant to realize the tariffs would hurt them the most. Their poor and uneducated souls soon will be homeless by supporting a convicted conman.
Argues Trump supporters are making a morally foolish choice that will harm themselves, combining moral judgment with economic threat framing.
@johnnydang5963
Mar 4, 2025
❤️??❤️ I truly hope anyone who thought that Trump cares for any but himself may now see that he does not and will not be doing any of you any good. His mental state is …
❤️??❤️ I truly hope anyone who thought that Trump cares for any but himself may now see that he does not and will not be doing any of you any good. His mental state is extremely unstable. The simple fact that he wants to partner up with Putin should be a big eye opener. ❤️??❤️
Commenter appeals to ethical concerns about Trump's character and mental fitness while critiquing his foreign policy approach toward Putin.
@Aurorachaser38
Mar 4, 2025
Like racist , cruel shit bhenchod europeans kill all the indigenous people of us canda and call it theirs now crying .. ye madarchod euporeans chor bhenchod ab inki gand mein dard ho rha hai
Like racist , cruel shit bhenchod europeans kill all the indigenous people of us canda and call it theirs now crying .. ye madarchod euporeans chor bhenchod ab inki gand mein dard ho rha hai
Appeals to historical injustice against Indigenous peoples to counter anti-immigrant sentiment, using moral reasoning.
rightone-r6b
Jan 27, 2026
Canada, I don't blame you if you want to flip the middle finger at us Americans. We are responsible for having a monster and lunatic in the White House. We deserve to not be liked …
Canada, I don't blame you if you want to flip the middle finger at us Americans. We are responsible for having a monster and lunatic in the White House. We deserve to not be liked by Canadians, period. If I was a Canadian, I would not welcome Americans into Canada. We Americans are losers and suckers everyday that we do not fight back against MAGA and all of its republicans including Congress and Donald Trump. We are weak and live in servitude to the MAGA tyranny that is slowing destroying the United State's standard of living and reputation. Canada, I personally stand with you, and hope that your country will assist the resistance movement in the next revolution to take out Donald Trump and MAGA. I am so fired up and pissed off at my government and Donald Trump.
The commenter makes ethical appeals about responsibility and justice while expressing shame about American leadership and calling for resistance against Trump.
@djrxmx
Mar 4, 2025
I've never been so ashamed of our leadership.
I've never been so ashamed of our leadership.
Expresses shame about leadership, appealing to standards of national dignity and ethical governance.
@jlovejoy2727
Mar 4, 2025
Why war on first place. Business should be fair. WAR is always bad solution.
Why war on first place. Business should be fair. WAR is always bad solution.
Appeals to fairness and moral principle that war/conflict is wrong and business should be conducted fairly.
Moral Argument
0.85
@AbhinavSafi
Mar 4, 2025
It's sad and disgusting that Trump is pitting allies against each other. Trump has betrayed Canadians and for that matter Americans too.
It's sad and disgusting that Trump is pitting allies against each other. Trump has betrayed Canadians and for that matter Americans too.
Condemns Trump's actions as ethically wrong ('sad and disgusting') while critiquing his policy approach toward allies.
@kellieturner404
Mar 4, 2025
❤❤❤ stop the bully Trump !!! What a complete joke and embarrassment is Trump!! He’s an idiot Putins puppet!!
❤❤❤ stop the bully Trump !!! What a complete joke and embarrassment is Trump!! He’s an idiot Putins puppet!!
Condemns Trump as morally wrong ('idiot', 'puppet') while expressing concern about his threat to global stability and Canadian interests.
@pazsanchez3288
Mar 4, 2025
Guess what you are a product of the European invasion of North America, your grandparents aren't native and you don't have the right to stop legal immigrants. If you have said the same in europe …
Guess what you are a product of the European invasion of North America, your grandparents aren't native and you don't have the right to stop legal immigrants. If you have said the same in europe i would have agreed with you but not with countries like the US , Canada and Australia never. I can guarantee that if white illegal immigrants take over your entire country you wouldn't be having a problem but a brown legal immigrant will be a problem for you illiterates forever!!!!!
Appeals to historical injustice and fairness principles while critiquing selective opposition to immigration based on race.
W_Rishi25
Jan 27, 2026
Imagine having a leader who is eloquent, thoughtful, intelligent, and strong, but kind and compassionate. Then imagine supporting a bully, a thug, a convicted felon, a rapist, a misogynist, a wanna-be tough guy who is …
Imagine having a leader who is eloquent, thoughtful, intelligent, and strong, but kind and compassionate. Then imagine supporting a bully, a thug, a convicted felon, a rapist, a misogynist, a wanna-be tough guy who is really a small and petty person.
Uses moral and character-based arguments to contrast Trudeau's virtues against Trump's vices, appealing to ethical principles.
@MikeS29
Mar 4, 2025
What a great leader Trudeau is - don’t we wish we had a man of his integrity leading us in the USA
What a great leader Trudeau is - don’t we wish we had a man of his integrity leading us in the USA
Praises Trudeau's integrity as a moral virtue while expressing wish for similar leadership in the USA, framing as ethical comparison.
@marthahalda7700
Mar 4, 2025
Can't say I'm thrilled with higher prices, but I am with Canada on this. They are doing the right thing. As an American, I am grateful for Trudeau's leadership and hope that this inspires more …
Can't say I'm thrilled with higher prices, but I am with Canada on this. They are doing the right thing. As an American, I am grateful for Trudeau's leadership and hope that this inspires more people to rise up against these horrible American oligarchs.
Commenter expresses approval of Canada's actions as ethically right while comparing favorably to US leadership, framing it as a moral stance against oligarchy.
@Esc4pe_velocity
Mar 4, 2025
This is how a leader acts & responds, not like the current toddler in the White House that embarrasses American's daily
This is how a leader acts & responds, not like the current toddler in the White House that embarrasses American's daily
Contrasts Canadian leadership as dignified and responsible against US leadership as childish and embarrassing, appealing to standards of proper conduct.
@nolongerblocked6210
Mar 4, 2025
The racism against Africans in this video is disgraceful 🤮🤮🤮
The racism against Africans in this video is disgraceful 🤮🤮🤮
Calls out racism as morally wrong and disgraceful, appealing to ethical principles.
Moral Argument
0.85
YacobYilmahareg
Feb 5, 2026
Donald is bad for America. Donald is not making any sense. Donald should go ASAP.
Donald is bad for America. Donald is not making any sense. Donald should go ASAP.
Makes a moral judgment that Trump is bad and should leave office, without substantive policy critique.
Moral Argument
0.85
@arnelyumul7188
Mar 4, 2025
Trump is a disgrace to humanity.. trump is the dumbnest president ever in the history of America...
Trump is a disgrace to humanity.. trump is the dumbnest president ever in the history of America...
Condemns Trump using moral language ('disgrace to humanity') rather than policy-specific critique.
Moral Argument
0.85
@joycef9652
Mar 4, 2025
Trump is an idiot
Trump is an idiot
Brief personal judgment characterizing Trump as unintelligent, a value assertion rather than factual claim.
Moral Argument
0.85
@BPC007
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)