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
The bike holding fatso mister obese,mister clean the refrigerator,mister eat it all up thinks we the sub Saharan countries are low IQ people!
The bike holding fatso mister obese,mister clean the refrigerator,mister eat it all up thinks we the sub Saharan countries are low IQ people!
Accuses someone of racist stereotyping (claiming low IQ of sub-Saharan people), critiquing discriminatory attitudes.
BekaluNegewo
Jan 28, 2026
MAGA Trump administration are traitors to America ?? and the democratic world ? selling us all out to murderous Russia ??
MAGA Trump administration are traitors to America ?? and the democratic world ? selling us all out to murderous Russia ??
Appeals to moral principles (betrayal, treason) while expressing fear about geopolitical threats.
@alexmuscle1
Mar 4, 2025
I support Canada in their fight continue to stand up to this bully that what’s to control everything and everyone he is all\nAbout money the republicans party are all scared of him so they are …
I support Canada in their fight continue to stand up to this bully that what’s to control everything and everyone he is all\nAbout money the republicans party are all scared of him so they are all going along with him how could America stand there and let a dictator destroy the country we are living in the last days all we can do his pray sad??
Appeals to ethical principles about standing up to authoritarianism and calls for prayer and resistance against perceived tyranny.
@paulinebowen4681
Mar 4, 2025
Trump is a bully. ?
Trump is a bully. ?
Characterizes Trump as a bully, invoking moral judgment about his behavior and character.
Moral Argument
0.75
@TheJeeJoo
Mar 5, 2025
May trump bother Canada as Canada bothers immigrants
May trump bother Canada as Canada bothers immigrants
Uses reciprocal justice framing ('as Canada bothers immigrants'), appealing to fairness and moral equivalence.
symphoriankimbi4869
Apr 15, 2025
So true i wish we had him as our president rump is just an evil dying rapist and all the people who work alongside him should be sent to Russia
So true i wish we had him as our president rump is just an evil dying rapist and all the people who work alongside him should be sent to Russia
Expresses moral judgment about a political figure using strong ethical language ('evil'), though also contains some identity-based framing about leadership preferences.
@thatonegirlthatdoes
Mar 4, 2025
As an American born Ukrainian, we stand with Canada, who continues. Donald Trump, Elon Musk, and JD Vance are very EVIL and VILE human beings. THESE 3 CRIMINALS ARE Taking the USA INTO MANY DIFFICULT …
As an American born Ukrainian, we stand with Canada, who continues. Donald Trump, Elon Musk, and JD Vance are very EVIL and VILE human beings. THESE 3 CRIMINALS ARE Taking the USA INTO MANY DIFFICULT SITUATIONS. Getting back in to being buddy buddy again with THE WORLDS BIGGEST CRIMINAL AND DICTATOR PUTIN, IS GOING TO BE A BIG ISSUE for Americans. Many have innocent children and civilians have been MURDERED in Ukraine by Putin. Even as we tried several times to talk peace though Putin has proven that he wants NOTHING TO DO WITH A CEASEFIRE AND PEACE!!! TRUMP SHOULD BE IN PRISON LIKE THE CRIMINAL THAT HE IS!!!!
Personal identity disclosure (Ukrainian-American) combined with strong moral condemnation of Trump/Musk/Vance as criminals and implicit call for Trump's imprisonment.
@VICTORIOUS-Ukraine
Mar 4, 2025
Even on his way out with many Canadians not satisfied with him(times were hard)endured public and private harassment from CANADIANS(even BC?),THIS MAN is still eloquently PROTECTING his Country!!!
Even on his way out with many Canadians not satisfied with him(times were hard)endured public and private harassment from CANADIANS(even BC?),THIS MAN is still eloquently PROTECTING his Country!!!
Praises Trudeau for protecting Canada despite hardship, framing his actions as ethically commendable despite public dissatisfaction.
@freakyfriday3059
Mar 4, 2025
Hey man, I dont like the guy but he did the thing here. Good job, Justin. You represented us well here for 20 minutes.
Hey man, I dont like the guy but he did the thing here. Good job, Justin. You represented us well here for 20 minutes.
Acknowledges personal dislike but gives credit where due, appealing to fairness and recognition of good performance.
Moral Argument
0.75
@Nymphis69
Mar 4, 2025
If the plan was to unite all these countries together as one ! Why not ? Why are we fighting anyways, again ? Why don't we all get along !? I'm just thinking out loud …
If the plan was to unite all these countries together as one ! Why not ? Why are we fighting anyways, again ? Why don't we all get along !? I'm just thinking out loud here, if Putin, Trump, Trudeau, freekin Kim and the reste juste once and for all say you know what the earth doesn't belong to any of us, no more spreading religious thoughts and no more I'm right you are not ! Just live and let live ! The idea is to live the moment and stop thinking of the past ! This instant, right now is what is important. Stop acting like babys, kids that bully other kids ! I just can't beleive we are still fighting !
Appeals to universal ethics and peaceful coexistence while urging world leaders to abandon conflict and embrace unity.
@LeTiMike
Mar 5, 2025
Well, all Liberal voters deserve to be homeless and unemployed.
Well, all Liberal voters deserve to be homeless and unemployed.
Makes a harsh moral judgment wishing harm on a political group, framed as retributive justice.
Moral Argument
0.75
ToonieCollector
Jun 20, 2025
To hell with trump!!!!!
To hell with trump!!!!!
Expresses strong disapproval of Trump based on moral/ethical grounds, though brief and emotionally charged.
Moral Argument
0.75
@tretre3892
Mar 4, 2025
The hated immigrants are the ones that make it possible for the government checks to arrive on time. / It was Mulroney who opened the country up to immigrants from Hong Kong and India. He …
The hated immigrants are the ones that make it possible for the government checks to arrive on time. / It was Mulroney who opened the country up to immigrants from Hong Kong and India. He negotiated the NAFTA agreement, and our population was too small to make it workable.
Defends immigrants' moral worth by highlighting their economic contributions and references historical policy decisions to contextualize immigration.
PercyKlaat
Aug 25, 2025
Idiots voted for a terrorist that's terrorizing America
Idiots voted for a terrorist that's terrorizing America
Makes strong moral condemnation of US voters and leadership using charged language about terrorism.
@dwight198229
Mar 4, 2025
Guy on the bike is a bigot
Guy on the bike is a bigot
Makes a moral judgment labeling someone as a bigot based on their apparent stance in the video.
Moral Argument
0.75
amosculbreth5308
Jan 27, 2026
Sorry they just voted for a loser devil. I no you have to do what you have to. But with America voting the unfit old uneducated did I already call him a loser. I hate …
Sorry they just voted for a loser devil. I no you have to do what you have to. But with America voting the unfit old uneducated did I already call him a loser. I hate everybody that voted for this. Bullshit
Commenter expresses moral disapproval of American voters' choice while acknowledging Canada's constrained position, blending ethical judgment with resigned acceptance.
@latoyawilson1936
Mar 4, 2025
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian …
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian indian who is preaching here ,and why did british,french,italian,roman loot everything from asia and africa,central asia , middleast and invdade them and stolen everything put their country as junk yard and now all the west is entirely debt ridden,Why cry now,Stop bombing them and should not have done all this in first place since 100 of years ago,Migration is human thing ,no one can stop,its god instilled in human and this is how civilization expanded around the world..I understand ,i get the disgustian behaviour pattern of indians in the west especially the sanghis hindu extremist who were being exposed right ,left and center all over the world in social media..Like Faith says people migrate for economic reason,even that is not working any more,Leave the east and africa at peace ,lot of people will remigrate back home,..I say this for a fact.Stop bombimg them working with zionist jews pedophiles isralies who are root of all the problem that exist on face of the earth.,the banks they own,corporations they own,healthcare industry they own,diamond mines they own,weapons industry they own,drug and porn industry jews own..
Frames migration as a human right and moral imperative while comparing Western colonial history to current immigration debates, with conspiracy-adjacent claims mixed in.
Fakenewsdismantler
Aug 24, 2025
Power is so much more effective when it's subtle - the second it's explicit you invite the underdog into the ring, which is the most powerful human narrative
Power is so much more effective when it's subtle - the second it's explicit you invite the underdog into the ring, which is the most powerful human narrative
Philosophical commentary on the ethics and effectiveness of subtle versus explicit power dynamics.
Moral Argument
0.75
@M23LONDON
Mar 4, 2025
The problem with Canadians is that vast majority walk away from the teachings of our Savior JESUS CRIST of Nazareth !!!!!!!
The problem with Canadians is that vast majority walk away from the teachings of our Savior JESUS CRIST of Nazareth !!!!!!!
Appeals to religious/moral principles (Christian teachings) as the underlying solution to Canadian social problems.
Moral Argument
0.75
karolbirmingham6385
Aug 25, 2025
The way you talk to your people is so DECENT VERY HUMBLING , not like the convicted felon on the side.
The way you talk to your people is so DECENT VERY HUMBLING , not like the convicted felon on the side.
Praises the speaker's decency and humility while implicitly contrasting with a 'convicted felon,' making a moral judgment about character and leadership.
@superslowwagon
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)