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
Trump is destroying everything for the american prople. The only thing that is anti american is everything Trump is doing in the oval office with his decisions and choices
Trump is destroying everything for the american prople. The only thing that is anti american is everything Trump is doing in the oval office with his decisions and choices
Argues that Trump's actions are anti-American and destructive, appealing to values of what is truly American.
@andreahegarty9262
Mar 5, 2025
We deserve to be dumped by Canada. We’re a toxic boyfriend
We deserve to be dumped by Canada. We’re a toxic boyfriend
Self-critical moral judgment using metaphor ('toxic boyfriend') to express shame about American behavior toward Canada.
@NoToAllOfThat
Mar 4, 2025
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
Makes sense to me. You guys wanna fund a war at the cost of ukrainian lives all while, claiming sympathy and fake tears with no skin in the game ie you're not sending your young …
Makes sense to me. You guys wanna fund a war at the cost of ukrainian lives all while, claiming sympathy and fake tears with no skin in the game ie you're not sending your young men and women to fight so are you really supporting them or enabling the loss of ukrainian lives.
Questions the ethics and sincerity of military support policy, framing it as a moral issue about enabling loss of life rather than genuine support.
@Nomadcoms
Mar 4, 2025
as if Indians don't face enough racism already, here comes the blatantly racist titled video and probably even more more racist undertones and rhetoric
as if Indians don't face enough racism already, here comes the blatantly racist titled video and probably even more more racist undertones and rhetoric
Defends against racism by appealing to fairness and justice, criticizing the video's framing as discriminatory toward an already marginalized group.
pattyjoseph8470
Jan 27, 2026
The Republicans have betrayed more than our old friends and allies with this astonishing attack on Canada, coming on the heels of Trump's performative assault on Ukrainian sovereignty. They've betrayed our constitutional republic, common sense, …
The Republicans have betrayed more than our old friends and allies with this astonishing attack on Canada, coming on the heels of Trump's performative assault on Ukrainian sovereignty. They've betrayed our constitutional republic, common sense, simple human decency, our core institutions, our people. The best of what we have ever been or hoped to be as a nation has been jettisoned to privilege the worst, including the South African billionaire who is currently dismantling Social Security, and the Russian tyrant who has hungered for years to kill NATO and the Western alliance, an outcome the Republicans are now handing him on a silver platter.
Appeals to constitutional values, human decency, and institutional integrity while expressing concern about geopolitical threats and betrayal.
@ma4450
Mar 4, 2025
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
You know these people seem to be right... but truth is, THEY are the ones who avoid tougher jobs, choose mindless consumption and pets over having children and building real communities. Don't blame immigrants, they …
You know these people seem to be right... but truth is, THEY are the ones who avoid tougher jobs, choose mindless consumption and pets over having children and building real communities.
Don't blame immigrants, they are not the problem. The problem is our convienience-based, modern lifestyle, fueled by relentless social engineering of corporations and politicians.
Defends immigrants on ethical grounds while critiquing Western consumer culture and corporate/political influence as the real problem.
yyy-ul3sb
Jan 28, 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
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India …
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India has its problems, but Indians legally migrating to Canada should not be seen as criminals. The visuals used were also very offsetting - when a woman said India is a beautiful country, you showed us dirty Indian roads. We can do that too: show people of Fentanyl and drug overdoses whenever you say "greatest country on earth."
Over 40% of Canadian immigrants are economic class immigrants who go through rigorous points-based selection (IRCC, 2023)
Indian immigrants to Canada have higher educational attainment than the Canadian average - 52% hold bachelor's degrees or higher compared to 34% of the general population
The US has approximately 107,000 drug overdose deaths annually (CDC, 2023), with fentanyl involved in over 70% of cases
India-Canada remittances totaled $5.7 billion in 2022, contributing significantly to both economies
Indian-Canadians have lower unemployment rates (5.8%) than the national average (5.9%)
Critiques the video's bias and racism while defending Indian immigrants through ethical appeals, comparative framing with statistics, and evidence-based counterarguments about immigrant contributions.
NewsCapsulesIndia
Jan 27, 2026
It’s ironic to complain about mass migration, when your own ancestors did it 500 years ago too. 😂
It’s ironic to complain about mass migration, when your own ancestors did it 500 years ago too. 😂
Appeals to fairness and historical hypocrisy using ironic humor to argue that European-descended Canadians lack moral standing to oppose immigration.
PsychoDanger
Jan 27, 2026
I’m American but I stand with everything he said!! trump and the republicans are siding with dictators and continue to lie to them about everything….I never thought as an American… the supposed leaders of the …
I’m American but I stand with everything he said!! trump and the republicans are siding with dictators and continue to lie to them about everything….I never thought as an American… the supposed leaders of the democracy free world….would really allow a felon to destroy our country and make us TRAITORS siding with DICTATORS ?
Appeals to democratic principles and ethics while expressing dismay at perceived betrayal of democratic values by American leadership.
@kh.3473
Mar 4, 2025
When will people realise countries are more than just economic zones. History, culture, politics and economics all have a symbiotic relationship. Economics does not exist in a vacuum
When will people realise countries are more than just economic zones. History, culture, politics and economics all have a symbiotic relationship. Economics does not exist in a vacuum
The comment makes a principled argument that countries are multifaceted entities beyond economics, appealing to holistic values and interconnected systems.
lr4109
Jan 27, 2026
If you don't like African you should know all white people come from African check your humanity history and the first civilization in the world 🌎 come from Africa. All the knowledge started in Africa. …
If you don't like African you should know all white people come from African check your humanity history and the first civilization in the world 🌎 come from Africa.
All the knowledge started in Africa. African love every Body and only the weak people hate other people.
Racism equal weakness.
Don't Let Nobody Fool You
The truth is you like or not all Human beings are equal.
Appeals to universal human equality and shared African origins as ethical counter-argument against racism.
fuutavisit
Jan 27, 2026
Commie Donnie doesn't care about the American people. He only cares about enriching himself and his billionaire friends.
Commie Donnie doesn't care about the American people. He only cares about enriching himself and his billionaire friends.
Critique of Trump's character and priorities using moral language about self-enrichment and disregard for people.
@streighty
Mar 4, 2025
i know most of us aren’t fans of trudeau, but he handled this well and spoke perfectly.
i know most of us aren’t fans of trudeau, but he handled this well and spoke perfectly.
Acknowledges criticism of Trudeau but praises his ethical handling and communication of the situation, appealing to standards of good leadership.
Moral Argument
0.82
@may
Mar 4, 2025
You invited them over when you needed to populate your country and when you needed labor and specialists
You invited them over when you needed to populate your country and when you needed labor and specialists
Makes a fairness-based argument about Canada's historical recruitment of immigrants, implying hypocrisy in current rejection.
malishan1986
Jan 28, 2026
I get what Tyler’s trying to say or do which is to inform; but this type of content only further divides an already fragmented world. Could lead to race wars making people believe there race …
I get what Tyler’s trying to say or do which is to inform; but this type of content only further divides an already fragmented world. Could lead to race wars making people believe there race is superior than others. There are good and bad people in every race
Critiques the video's divisive impact on ethical grounds, appealing to fairness and human dignity across racial groups.
sczsscz8596
Feb 26, 2026
so you guys have problem with everyone other than christians, google how many churches are being funded and numbers of them in India. And a single hanuman or sikh temple bothers you
so you guys have problem with everyone other than christians, google how many churches are being funded and numbers of them in India. And a single hanuman or sikh temple bothers you
Appeals to fairness and religious equality, arguing that criticism of non-Christian institutions is hypocritical given funding disparities.
channelrex5238
Feb 13, 2026
This video is eye opening, I thought Canadians were nice... well at least the racists ones were nice about it.
This video is eye opening, I thought Canadians were nice... well at least the racists ones were nice about it.
Critiques Canadian racism as hypocritical, contrasting the stereotype of Canadian niceness with observed racist behavior.
prime_pride
Jan 27, 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)