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
ts blatant racism
ts blatant racism
Direct ethical judgment labeling the video or preceding comments as racist, appealing to fairness and anti-discrimination principles.
Moral Argument
0.90
creamingmypants
Jan 27, 2026
when you " hate " other group of people because of their ethnicity and you thinkALL they are different from the " good white " you know you were indoctrinated to be a racist and …
when you " hate " other group of people because of their ethnicity and you thinkALL they are different from the " good white " you know you were indoctrinated to be a racist and to be racist you gotta be a woefully ignorant.
Appeals to ethical principles by condemning ethnic prejudice and racism as morally wrong and based on ignorance.
Moral Argument
0.90
gretanohelyquispegutierrez
Jan 28, 2026
This is how a world leader speaks.
This is how a world leader speaks.
Praises Trudeau's leadership style as exemplifying proper statesmanship and dignified communication.
Moral Argument
0.90
@MB-rh3ym
Mar 4, 2025
Trump is a corrupt bully!
Trump is a corrupt bully!
Makes a moral judgment characterizing Trump as corrupt and a bully.
Moral Argument
0.90
@Antarctica2025
Mar 4, 2025
How can you hate all Africans with such classification of the entire race, really?
How can you hate all Africans with such classification of the entire race, really?
Challenges the fairness and ethics of making sweeping negative generalizations about an entire racial group.
Moral Argument
0.90
DAILY_MEME-i6o
Jan 27, 2026
Omg the old white guy is racist as fuck I can’t believe he says this things in broad daylight about Africans damn
Omg the old white guy is racist as fuck I can’t believe he says this things in broad daylight about Africans damn
Criticizes racist statements as morally wrong and inappropriate, appealing to ethical standards.
Moral Argument
0.90
infinity202X
Jan 28, 2026
I can understand the immigration problem in your country. The problem I have is where people would use immigration as a cover for being racist. If you want to assimilate immigrants in your country, it …
I can understand the immigration problem in your country. The problem I have is where people would use immigration as a cover for being racist. If you want to assimilate immigrants in your country, it would take a while. They will need time and patience. Likely their children will be more assimilated if they were young or born there. A lot of immigrants who are white in your country and your history likely took time for them to assimilate. But their children were likely already assimilated. Also, don’t blame the immigrants for the actions of your government. And yes, your country is changing and it happens all the time when you are nation founded by immigrants. For some of you who think the system isn’t working I get that. But for those who find it a problem when they are not white, just say it.
Argues that anti-immigration sentiment is often rooted in racism rather than legitimate policy concerns, appealing to fairness and historical context.
johnramirez-o4b
Sep 24, 2025
Donald Trump isn't a admirable person anymore. He always demand respect, you know what Donald? Respect can't be demanded, it must be earned.
Donald Trump isn't a admirable person anymore. He always demand respect, you know what Donald? Respect can't be demanded, it must be earned.
Appeals to ethical principle that respect must be earned rather than demanded, critiquing Trump's character.
Moral Argument
0.90
@OffgridCHTBD
Mar 4, 2025
Calling Putin a lying, murderous dictator is amazing.
Calling Putin a lying, murderous dictator is amazing.
Expresses approval of calling out authoritarian leadership on moral grounds (lying, murder, dictatorship).
Moral Argument
0.90
@swamppiratesco
Mar 5, 2025
🤬😡 that bike guy was an absolute a*shole. I'm not from Africa, but calling an entire continent stupid is just pathetic. shame on all the cockroaches in the comment section supporting him. idiots like him …
🤬😡
that bike guy was an absolute a*shole.
I'm not from Africa, but calling an entire continent stupid is just pathetic.
shame on all the cockroaches in the comment section supporting him.
idiots like him are the reason stereotyping and generalization still exists.
even if a smart guy came from Africa tomorrow, these people will still discriminate against him because of "his" background.
absolutely retarded.
these uneducated poor illiterate pigs who has failed in their lives are now hating on immigration to feel good about themselves.
f*ck these racist dude, and all the idiots supporting him thinking it's funny and cool.
Passionate ethical critique of stereotyping and discrimination, defending an entire continent and condemning racist generalizations on fairness grounds.
UnknownRationalist
Jan 28, 2026
Trumps a absolute disgrace to the United States
Trumps a absolute disgrace to the United States
Condemns the US president as a moral failure and disgrace.
Moral Argument
0.90
@melodieshimon
Mar 4, 2025
This is so incredibly racist. Wow. I’m shocked by this comment section and video. This is not ok.
This is so incredibly racist. Wow. I’m shocked by this comment section and video. This is not ok.
Commenter makes an ethical judgment that the video and comments are racist and morally unacceptable.
Moral Argument
0.90
hanm5559
Jan 27, 2026
If Canadian businesses don't want to pay decent wages to Canadian citizens, they have no moral right to exist.
If Canadian businesses don't want to pay decent wages to Canadian citizens, they have no moral right to exist.
Frames business wage practices as a moral/ethical issue ('no moral right to exist') while invoking economic concerns about wages.
Justaperson717
Feb 11, 2026
Trump is an absolute disgrace.
Trump is an absolute disgrace.
Direct moral condemnation of Trump using evaluative language ('absolute disgrace') without specific policy critique.
Moral Argument
0.90
@trickfall8752
Mar 4, 2025
ALL THE RACISTS ARE ASSEMBLED HERE. IT IS ONE THING TO STAND AGAINST ILLEGALS BUT PASSING RACISTS COMMENT ALONG WITH IT IS WRONG.
ALL THE RACISTS ARE ASSEMBLED HERE. IT IS ONE THING TO STAND AGAINST ILLEGALS BUT PASSING RACISTS COMMENT ALONG WITH IT IS WRONG.
Appeals to ethical principles by condemning racist commentary while distinguishing it from legitimate policy criticism.
Moral Argument
0.90
anyone8343
Feb 25, 2026
SHAME ON AMERICA. SHAME ON ALL WHO VOTED FOR TRUMP.
SHAME ON AMERICA. SHAME ON ALL WHO VOTED FOR TRUMP.
Direct moral condemnation of Trump and his voters using shame-based language.
Moral Argument
0.90
@bibigems
Mar 4, 2025
Trump is bully
Trump is bully
Brief moral judgment characterizing Trump's behavior as bullying, an ethical critique.
Moral Argument
0.90
@amirehameri5854
Mar 4, 2025
What does the bible say about your neighbour?
What does the bible say about your neighbour?
Invokes biblical/religious moral principle about treating neighbors to critique the policy position.
Moral Argument
0.90
@DU0ZA
Mar 4, 2025
No one owes you a path to immigration
No one owes you a path to immigration
Appeals to fairness and entitlement principles, asserting that no country has an obligation to accept immigrants—a moral/ethical stance.
Moral Argument
0.89
jordane813
Feb 11, 2026
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it.
That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Defends African identity and intelligence against racist claims, invoking historical injustice and appealing to ethical principles about cultural respect.
Mwinazin3le
Feb 17, 2026
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)