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
This crazy and evil person ( donald Trump and his nazi ideology ) should be dismissed immediately.
This crazy and evil person ( donald Trump and his nazi ideology ) should be dismissed immediately.
Uses strong moral language ('crazy and evil,' 'nazi ideology') to condemn Trump and implicitly calls for his removal from office.
@caglarakturk6551
Mar 4, 2025
Well said that man! Trump is a filthy TRAITOR to America, he’s working for Putin! America, under TRAITOR Trump, is now a pariah country! America is now the enemy of every free democratic nation of …
Well said that man! Trump is a filthy TRAITOR to America, he’s working for Putin! America, under TRAITOR Trump, is now a pariah country! America is now the enemy of every free democratic nation of the world !
Appeals to democratic values and national honor, framing Trump as a traitor to America and democracy.
@tonyking2030
Mar 4, 2025
Journalism is very important for sure, but empathy is even more important. People from 1st world countries will never understand how is it to live on a place that was colonized by the 1st world …
Journalism is very important for sure, but empathy is even more important. People from 1st world countries will never understand how is it to live on a place that was colonized by the 1st world countries, can only guess about it.
Thanks for sharing, I am thankful to have the opportunity to see closer whats happening, you took lots of risks, hopefully nobody will get hurt.
Pray for every God you can, without faith we are only animals eating, sleeping, mating and defending ourselves, pretending to be better than someone else.
Peace
The comment appeals to empathy and moral principles, emphasizing the importance of understanding colonialism's impact and expressing gratitude for journalism that builds cross-cultural understanding.
Tommyandersonskateboard
Feb 7, 2026
Wow, a good chunk of you are quite racist and it’s embarrassing
Wow, a good chunk of you are quite racist and it’s embarrassing
Criticizes other commenters for racist behavior, appealing to ethical standards and expressing disapproval.
sanasprada7
Jan 29, 2026
This isn't the way. We don't want Canadia ICE. Just give citizenship.
This isn't the way. We don't want Canadia ICE. Just give citizenship.
Opposes harsh enforcement on ethical grounds, advocating for citizenship as a more humane alternative policy.
oilersbro9939
Feb 18, 2026
Racism toward Indians is getting way too normalized online. This video isn’t ‘comedy’ or ‘criticism’—it’s lazy stereotyping. Indo-Canadians contribute massively to Canada in healthcare, tech, small businesses, trucking, education, and more. If your whole ‘content’ …
Racism toward Indians is getting way too normalized online. This video isn’t ‘comedy’ or ‘criticism’—it’s lazy stereotyping. Indo-Canadians contribute massively to Canada in healthcare, tech, small businesses, trucking, education, and more. If your whole ‘content’ is punching down on an immigrant community, that says more about you than us
Critiques normalization of racism while highlighting Indo-Canadian economic and social contributions across multiple sectors.
PRAYERFORUUU
Jan 29, 2026
“Right in your face” You ever hear a Christian talking like that? Islam is a psycho carnal minded cult
“Right in your face”
You ever hear a Christian talking like that?
Islam is a psycho carnal minded cult
Frames Islam as morally and spiritually deficient compared to Christianity, using religious/ethical language to delegitimize a faith community.
tipsy09
Aug 28, 2025
You grouch about the Indian but you "Oliviera" that does not sound like a French, native or English/Irish name. Lemme guess your parents came to Canada when the French and the English did all the …
You grouch about the Indian but you "Oliviera" that does not sound like a French, native or English/Irish name. Lemme guess your parents came to Canada when the French and the English did all the hard work? Or you were with the second voyage of Champlain? There are bad people in any community just saying.
Challenges the commenter's right to criticize immigrants by pointing out their own immigrant heritage, appealing to fairness and hypocrisy.
guyl9456
Jan 27, 2026
Lol , this dude travelled to spread some hatred and all he got in return is loads of food and nice treatment and left him wondering why his own people don't look after each other …
Lol , this dude travelled to spread some hatred and all he got in return is loads of food and nice treatment and left him wondering why his own people don't look after each other and Indians do! The white europeans went there and built all those churches and spread their culture, now can't stand watching someone else do that.
Defends immigrant community solidarity and cultural practices by drawing historical parallel to European colonization and cultural imposition.
susa-m7j
Oct 6, 2025
When European whites stop extracting wealth & labor from ethnic countries….then the migration will stop! Case closed….yall never cover that part though 🙌🏾
When European whites stop extracting wealth & labor from ethnic countries….then the migration will stop! Case closed….yall never cover that part though 🙌🏾
Makes ethical argument that Western wealth extraction from other nations is root cause of migration, critiquing media for omitting this perspective.
jtt1928
Jan 28, 2026
Just a simple woman from Germany speaking here. I am just sad. What is going on in the world ? one „president“ destroys friendships and alliances, decades old, in weeks. So sad.
Just a simple woman from Germany speaking here. I am just sad. What is going on in the world ? one „president“ destroys friendships and alliances, decades old, in weeks. So sad.
Commenter identifies as a German woman expressing sadness about geopolitical damage, combining personal identity with ethical concern about destroyed alliances.
@Sopran04
Mar 4, 2025
President Trudeau is a gentleman an amazing speaker a well educated gentleman, unlike the orange embarrassment a rude and disgusting that just wanna be anything, something but is NORHING ???
President Trudeau is a gentleman an amazing speaker a well educated gentleman, unlike the orange embarrassment a rude and disgusting that just wanna be anything, something but is NORHING ???
Praises Trudeau's character and education while condemning Trump's rudeness and lack of substance, making a moral comparison between leaders.
@zendabray
Mar 4, 2025
I’m American. Never voted for the MAGA party - it’s all too obvious. Sickening by the way Zelenskyy was treated in our White House - TRump and Vance looked primitive and devolved when they desperately …
I’m American. Never voted for the MAGA party - it’s all too obvious. Sickening by the way Zelenskyy was treated in our White House - TRump and Vance looked primitive and devolved when they desperately tried to look “strong”. We stand with democracy.
American shares personal voting history while making ethical arguments about democracy and condemning Trump's behavior, with explicit solidarity with democratic values.
@llm8268
Mar 4, 2025
Hi Tyler, African here. The comment about African people's IQ is quite demeaning. I believe people are the same all over the world irregardless of the color of their skin 😊
Hi Tyler,
African here. The comment about African people's IQ is quite demeaning. I believe people are the same all over the world irregardless of the color of their skin 😊
Personal testimony from an African commenter rejecting racist IQ claims and asserting human equality on moral grounds.
trynakeepup
Jan 28, 2026
I wish we could have a leader at least half as respectable as Trudeau. Sure he isn’t perfect, but this is a breath of fresh air and we are only a month in…
I wish we could have a leader at least half as respectable as Trudeau. Sure he isn’t perfect, but this is a breath of fresh air and we are only a month in…
Expresses admiration for Trudeau's leadership as respectable and refreshing, appealing to values of integrity and competence.
@K_man217
Mar 4, 2025
1:55 This guy sums it up perfectly. You don't go to another country and live life and make it just like the country you left behind. Respect and follow the values of the country you've …
1:55 This guy sums it up perfectly. You don't go to another country and live life and make it just like the country you left behind. Respect and follow the values of the country you've migrated to and only bring your good values from your home country. If you're hell bent on making it just like home with the negative sides of it, then maybe you should just go back home
Appeals to fairness and cultural respect principles, arguing immigrants should assimilate to host country values while maintaining selective cultural elements.
conradlobo3956
Jan 29, 2026
Invasion?? Whites invaded Northern America, thats the real invasion
Invasion?? Whites invaded Northern America, thats the real invasion
Counter-argument invoking historical injustice to challenge the framing of immigration as 'invasion,' appealing to fairness.
iXpress
Feb 15, 2026
My father fought in World War II and if he's seen Donald cozying up to autocratic dictators he would be rolling in his grave
My father fought in World War II and if he's seen Donald cozying up to autocratic dictators he would be rolling in his grave
Uses family history to invoke moral principles about leadership and opposition to authoritarianism.
@anthonybelyea1964
Mar 4, 2025
Every country around the world absolutely must stand their ground against Trump and the USA. After all, he’s the perfect poster child for what happens when a bully gets handed the keys to the global …
Every country around the world absolutely must stand their ground against Trump and the USA. After all, he’s the perfect poster child for what happens when a bully gets handed the keys to the global playground. The power that the world once entrusted to the U.S. to uphold democracy and freedom is now being wielded by him for the sole purpose of advancing his own interests and those of his country, at the expense of the entire planet. Brilliant, right? Who needs global unity when you can have one man-child undermining everything for a little personal gain? If this continues, we’re all looking at a descent into a dark age of tyranny. And, let’s be clear—the free world can no longer afford to sit back and tolerate tyrannical regimes. It’s like we haven’t learned anything from history. Maybe we should all take a little refresher course on the rise of Nazi Germany during World War II. You know, that whole ‘allowing one leader to run roughshod over everyone else’ thing didn’t end too well.
Extended ethical argument against Trump's leadership, invoking historical parallels to Nazi Germany and calling for global resistance to tyranny.
@aliceazevedo-7455
Mar 5, 2025
This fool portrays the indigenous people of America as white, forgetting that the indigenous people are the Native Americans, whose women were raped and whose people were killed. And here is the criminal who usurped …
This fool portrays the indigenous people of America as white, forgetting that the indigenous people are the Native Americans, whose women were raped and whose people were killed.
And here is the criminal who usurped the land of others, complaining about the presence of other cultures and peoples who came peacefully, unlike some of his white ancestors.
This channel is blatantly racist and the channel owner is a hypocrite.
Ultimately, every country and every state has its own system; don't take your anger out on the residents or distorts certain races and cultures if there's a loophole in your region's system.
There are criminals and ignorance in every race, in every culture.
Generalization is the language of the ignorant.
I hope you learn from some polite and educated white people who spread peace instead of inciting hatred, This includes good people of other races. Peace.
Extended argument appealing to historical justice and ethical principles, criticizing the video creator for hypocrisy and racism while defending immigrants and condemning generalization.
Khaled-uh4zm
Jan 28, 2026
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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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