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
That is what a president should be like. ?
That is what a president should be like. ?
Expresses approval of leadership qualities based on ethical or behavioral standards.
Moral Argument
0.82
@jojoncat
Mar 4, 2025
Canada, Us, Aus, Nz they were at a time white colonies. But they aren't any more. That's not changing. Trying to reverse engineer multiculturalism is going to be brutal. Which is what many people are …
Canada, Us, Aus, Nz they were at a time white colonies. But they aren't any more. That's not changing. Trying to reverse engineer multiculturalism is going to be brutal. Which is what many people are advocating.
One has to wonder about white european migrants who become outraged when non white customs and culture begin to be visible. Its like they are offended by the results of what they themselves created.
I get it , the mind frame of now we have developed these countries and technology has improved, now let's dial this down.
This is racism making a come back. And I think most of these places began in a purely racist fashion and will try to maintain themselves in a similar way. So long as there is predatory population around. These folks want to benefit of migrants and their labour but then get offended by their presence.
I have heard of gulf Arab racism and maybe that's the track these countries are willing to adopt. Who knows but the future appears to be grim unless a way forward of co existing is carved out.
Critiques what the commenter views as racist attitudes toward multiculturalism and immigrant presence, framing the issue as a moral/ethical problem rooted in historical colonialism.
writereader
Feb 22, 2026
You're now feeling how the natives felt when you invaded their space back in the day.
You're now feeling how the natives felt when you invaded their space back in the day.
Uses historical injustice against Indigenous peoples as a moral counterargument to concerns about immigration, appealing to fairness principles.
daisydennis6685
Feb 27, 2026
This Old-Senile-Demented-47-criminal wants to start World War 3. Oh yes 47 is a jerk idiot, that’s why I’m supporting Canada. ???.Trudea wants to save life,but this American Con-artist wants to destroy life to keep his …
This Old-Senile-Demented-47-criminal wants to start World War 3. Oh yes 47 is a jerk idiot, that’s why I’m supporting Canada. ???.Trudea wants to save life,but this American Con-artist wants to destroy life to keep his money ( read what the holy scripture said about the love of money ) money and power. I hope you Americans are happy. If you want soldiers to go and kill other mother’s children for this despicable criminal, not my friends, families or fellow Christian. If y’all want slaves , you voted for this criminal, so you go slave for him (47). I’m already mourning for those innocent who will get killed. Read : 1 Timothy 6:10 and Matthew 26:14,15. Like I said, you Trash-republicans and maga morons created this con artist, you take care of this mess. As for me I support Canada and all those other countries that this American Con Artist tried to Bully At?????
Appeals to religious and ethical principles against war and greed while expressing support for Canada and fear of global conflict.
@IngridSumter
Mar 4, 2025
Guy on the orange bike was pretty prejudiced. Talking down on Muslims and Africans that proudly just highlighted that he wasn’t raised well.
Guy on the orange bike was pretty prejudiced. Talking down on Muslims and Africans that proudly just highlighted that he wasn’t raised well.
Criticizes prejudiced behavior toward Muslims and Africans as morally wrong, appealing to ethical principles about proper upbringing.
sanasprada7
Jan 29, 2026
So all the Trumpers are on here acting tough and telling everyone they should leave the US if they don't support the takeover of the US Government by a Russian supporter, convicted felon and sex …
So all the Trumpers are on here acting tough and telling everyone they should leave the US if they don't support the takeover of the US Government by a Russian supporter, convicted felon and sex offender. They have nothing better to say, no real or active solutions and no cares for what this will do to all involved. I truly think you are all lost in your own delerium and sadly it is too late for you all. The time has come to liberate this country from the grasp of stupidity that is holding it back.
Extended moral critique of Trump supporters and call to 'liberate' the country from 'stupidity,' grounded in ethical disapproval.
@janethammer3865
Mar 4, 2025
That´s how an adult is speaking. Not the 5 year old, orange boy from the oval office.
That´s how an adult is speaking. Not the 5 year old, orange boy from the oval office.
Contrasts Trudeau's mature leadership with Trump's perceived immaturity, making an ethical judgment about political conduct.
@dschango13
Mar 4, 2025
NOBODY IS ILLEGAL ON THE STOLEN LAND😚😚
NOBODY IS ILLEGAL ON THE STOLEN LAND😚😚
The comment invokes a moral/political argument about Indigenous land rights and challenges the concept of illegality on stolen land.
Ayushkumartiwari0007
Feb 10, 2026
I hate this xenophobic and racist bs. Why are you against Africans and South Asians? What the hell did they even do to you? And you know that these videos are harming both ethnic groups/races …
I hate this xenophobic and racist bs. Why are you against Africans and South Asians? What the hell did they even do to you? And you know that these videos are harming both ethnic groups/races right? Why? Just for some stupid clout?
Commenter condemns the video as xenophobic and racist, arguing it causes harm to ethnic groups, grounded in ethical concerns.
Avboi-r7i
Jan 27, 2026
It wil be a “Golden Age” not for the vast numbers of working families in the U.S., but for D.J. Trump. There is no limit to his greed and toxic desire for domination over other …
It wil be a “Golden Age” not for the vast numbers of working families in the U.S., but for D.J. Trump. There is no limit to his greed and toxic desire for domination over other people
Critiques Trump's character and motivations through ethical framing, arguing his policies benefit only himself rather than working families.
@lanafeldman2553
Mar 4, 2025
First nation, Inuits (Siberian, Chinese) would probably have said the same about white European settlers.
First nation, Inuits (Siberian, Chinese) would probably have said the same about white European settlers.
Uses historical comparison to challenge anti-immigration sentiment by drawing a moral parallel to European settlement and indigenous displacement.
shino8854
Jan 27, 2026
Thank you to everyone supporting the USA. It is disrespectful, horrific and down right scaryhow this administration is acting.
Thank you to everyone supporting the USA. It is disrespectful, horrific and down right scaryhow this administration is acting.
Appeals to ethics and human decency while condemning the Trump administration's actions as disrespectful and scary.
@shannonhess7640
Mar 4, 2025
.....zu Trumps erster Amtszeit dachte ich, es wäre ein Joke, dass er wirklich zum Präsidenten von Amerika gewählt wurde. Ich konnte es gar nicht fassen, was da geschah. Jetzt eine Neuauflage - wieviele Idioten kann …
.....zu Trumps erster Amtszeit dachte ich, es wäre ein Joke, dass er wirklich zum Präsidenten von Amerika gewählt wurde. Ich konnte es gar nicht fassen, was da geschah. Jetzt eine Neuauflage - wieviele Idioten kann es denn geben, die diesen Schwachsinn glauben und noch dazu Diktatoren lieben?? Ich bin dankbar, Ihre Intelligenz und Menschlichkeit zu sehen - prima Premier! ? alle guten Wünsche aus Deutschland
German commenter appeals to intelligence and humanity while comparing US and Canadian leadership, emphasizing ethical principles.
@silviasommer9295
Mar 4, 2025
We need to be respectful to all countries...US needs to know that as well...work together.
We need to be respectful to all countries...US needs to know that as well...work together.
Appeals to principles of respect and cooperation between nations as an ethical imperative.
@ssr6731
Mar 4, 2025
I have lived over 15 years in Canada. I am an immigrant, and also don't like much when people bring their narrow understanding of their world, regardless of the culture. But, that doesn't equal to …
I have lived over 15 years in Canada. I am an immigrant, and also don't like much when people bring their narrow understanding of their world, regardless of the culture. But, that doesn't equal to automatically blame the immigrants for new generations not having a job, or slavery wages. These are problems created by the government and corporations, selling us a very expensive existence.
Yes, integration is essentiall. But also be open to learn something from those others cultures. Don't be ethnocentric. We all have something to learn from each other
Immigrant perspective advocating for cultural openness, integration, and mutual learning while critiquing scapegoating of immigrants for systemic economic problems.
pazuzuislord
Sep 11, 2025
@4:57 So he thinks an indian cant also be muslim? Smhhhhhh Bro!! I can tolerate your racism, but please be educated about it!
@4:57
So he thinks an indian cant also be muslim?
Smhhhhhh
Bro!! I can tolerate your racism, but please be educated about it!
Calls out racism and demands better education, appealing to ethical standards while critiquing the video's content.
alunoodalmheiri7028
Jan 27, 2026
YES. As a US citizen, I beseech world leaders to stand together for sanity and compassion in the face of the deception, manipulation, disrespect, and amoral actions of our president and his administration. \n Many …
YES. As a US citizen, I beseech world leaders to stand together for sanity and compassion in the face of the deception, manipulation, disrespect, and amoral actions of our president and his administration. \n Many of us will be applying pressure from the inside. \n May we all create a global force for healing of our modern culture's destructive ways !!!
Appeals to ethics and compassion while calling for global unity against perceived immorality and deception by US administration.
@108grog
Mar 5, 2025
bro said all africas are bad people like what did i do😮💨
bro said all africas are bad people like what did i do😮💨
The comment challenges a generalization about African people as unfair and unjust, appealing to the principle that individuals shouldn't be stereotyped by nationality.
LCMusic-h4z
Mar 1, 2026
Canadians need to realize that democracy continues to exist because of America. Without America we would be taken over. The next superpower will not have democracy or human rights
Canadians need to realize that democracy continues to exist because of America. Without America we would be taken over. The next superpower will not have democracy or human rights
Appeals to values of democracy and human rights while positioning America as a protector of these principles.
TomDyer-s3i
Dec 8, 2025
Your mistake was that you stood with the US when US contributed to the genocide of innocent people.
Your mistake was that you stood with the US when US contributed to the genocide of innocent people.
Appeals to moral principles by criticizing Canada's alignment with the US on grounds of complicity in alleged genocide.
Moral Argument
0.82
@Pakh2n
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)