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
I really dont like him threatening American families.
I really dont like him threatening American families.
Expresses concern about Trump's threats to American families, framing it as a moral issue affecting vulnerable populations.
@jojobeansie3114
Mar 4, 2025
Psychopath old felon is to blame for all this chaos in this country and he’s not thinking about the people but for his own self only.
Psychopath old felon is to blame for all this chaos in this country and he’s not thinking about the people but for his own self only.
Moral condemnation of Trump as a 'psychopath' and 'felon' focused on his character and self-interest rather than policy.
@enriquetarigor6051
Mar 4, 2025
Piss tape president is killing America
Piss tape president is killing America
Uses inflammatory language to make ethical critique of Trump's character and alleged destructive impact.
@JayTwot-vo8xt
Mar 4, 2025
American here?\nImpeach,Impeach,Impeach this is Discusting The United State so called President is Going to Devestate & Hurt American/Americans?\nTo side with Dictators out of Greed & Power?\nThank All you Canadian people whom Are concerned❤ & Please …
American here?\nImpeach,Impeach,Impeach this is Discusting The United State so called President is Going to Devestate & Hurt American/Americans?\nTo side with Dictators out of Greed & Power?\nThank All you Canadian people whom Are concerned❤ & Please Pray for All of Use???\nKamala Harris should be presidant of the U.S❤
American expressing moral outrage at Trump's corruption and authoritarianism, calling for impeachment and prayer, with solidarity toward Canada.
@theresasandoval74
Mar 4, 2025
Hey don’t they just stay in their own country and fix it!?
Hey don’t they just stay in their own country and fix it!?
Rhetorical question implying immigrants should solve problems in their home countries rather than immigrate, framing it as a matter of responsibility and fairness.
Always-Hustle
Jan 27, 2026
what about surrey, vancouver? also never knew canadians could be this racist, at least in the beginning it only talks about indians being abundant and adding their culture and not harming anyone yet. canadians who …
what about surrey, vancouver?
also never knew canadians could be this racist, at least in the beginning it only talks about indians being abundant and adding their culture and not harming anyone yet. canadians who are immigrants themselves are being racist cuz they're white, wut de sigam.
Questions Canadian racism against immigrant communities, appealing to fairness and criticizing hypocrisy of white Canadian immigrants being discriminatory.
emagehttsoli
Dec 8, 2025
Maga means alienating our friends and cozying up with Russia. As an American, I’m so embarrassed by our leadership. Canada needs to loosen their strict immigration laws. Millions of Americans want to get the fuck …
Maga means alienating our friends and cozying up with Russia. As an American, I’m so embarrassed by our leadership. Canada needs to loosen their strict immigration laws. Millions of Americans want to get the fuck out of here. We love our northern neighbors, but they will only consider the super-wealthy as candidates.
Commenter expresses moral disapproval of political leadership and appeals to shared values with Canada, while sharing personal desire to immigrate and critiquing Canadian immigration policy.
@markriffey8899
Mar 4, 2025
Make Trump Great and First is that all he cares about. WE don't want him in office along with his underboss Elon.They work like a mob gang.
Make Trump Great and First is that all he cares about. WE don't want him in office along with his underboss Elon.They work like a mob gang.
Critiques Trump's priorities and characterizes his governance style as corrupt/criminal ('mob gang'), making ethical judgments about leadership.
@Lucky-z8x
Mar 4, 2025
At least Fox News and its feeble minded victims still thinks Nazi America, a disastrous economy and having only one ally (in reality Russia cannot stand the USA), are great.
At least Fox News and its feeble minded victims still thinks Nazi America, a disastrous economy and having only one ally (in reality Russia cannot stand the USA), are great.
Condemns American political direction as fascistic and economically disastrous, appealing to ethical concerns about governance.
@redalert2834
Mar 4, 2025
How the fudge did Americans elect this fudging clown if a President. You guys have taken yiur country back by a decade.
How the fudge did Americans elect this fudging clown if a President. You guys have taken yiur country back by a decade.
Criticizes American voters' choice and expresses moral disapproval of the president while comparing national trajectories.
@saahils3624
Mar 4, 2025
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation.
So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Appeals to justice and fairness while describing systemic racism, underemployment, and mental health crises affecting Indian immigrants in Canada.
Humanbeing01
Jan 27, 2026
Trump is doing Putin's bidding. He doesnt care about our allies..
Trump is doing Putin's bidding. He doesnt care about our allies..
Accuses Trump of betraying allies and serving foreign interests, framing this as a moral failure and threat to democratic values.
@VFRCapBob
Mar 4, 2025
Imagine robbing the United States for years with unfair tariffs and then crying about making it fair by gaslighting Americans and Canadians by describing Trump's attempt at negotiating a peace deal and saving lives as …
Imagine robbing the United States for years with unfair tariffs and then crying about making it fair by gaslighting Americans and Canadians by describing Trump's attempt at negotiating a peace deal and saving lives as appeasing a murderous dictator. Trudeau is a morally corrupt and cowardly piece of sht.
Accuses Trudeau of moral corruption and cowardice, framing trade negotiations as ethically wrong and comparing them to appeasement of dictatorship.
@strongbk
Mar 4, 2025
At leash there follow the rules, the culture and dont make any trouble than im ok with it
At leash there follow the rules, the culture and dont make any trouble than im ok with it
Expresses conditional acceptance based on adherence to rules and cultural norms, framing it as a fairness principle.
kafil-k8o
Jan 27, 2026
Why Canadian is own country converting to hell and why indians can't live for own country he said india is vishwaguru today indian regime is hindu and Indians want to be hindu rashtra but out …
Why Canadian is own country converting to hell and why indians can't live for own country he said india is vishwaguru today indian regime is hindu and Indians want to be hindu rashtra but out of India he likes democracy totally hypocrites...
Critiques perceived hypocrisy regarding democracy and national identity, framing it as a moral inconsistency.
Papajiaapke
Feb 17, 2026
I am so sorry of all of this happening ? this is going to make life harder for many of us wherever we may reside
I am so sorry of all of this happening ? this is going to make life harder for many of us wherever we may reside
Expresses concern about hardship and negative consequences while appealing to empathy and fairness.
@Marysol8514
Mar 4, 2025
Rights and freedoms , this is an insult to the KINGs Law .
Rights and freedoms , this is an insult to the KINGs Law .
Appeals to constitutional rights and law as moral grounds for opposing current immigration policy.
sameeralijamal6932
Jan 20, 2026
So Sad, Canada is a Beautiful country.
So Sad, Canada is a Beautiful country.
Expresses sadness about Canada's situation while affirming the country's beauty, blending emotional concern with national pride.
@DrZubairulIslam
Mar 4, 2025
The only reason President Trump is ‘friendly’ with Russia is because he wants to stop the war. He does not want a WW3!
The only reason President Trump is ‘friendly’ with Russia is because he wants to stop the war. He does not want a WW3!
Defends Trump's Russia relations as morally justified to prevent war, appealing to humanitarian principles.
@juulclark2651
Mar 4, 2025
this is racist you ass hole
this is racist you ass hole
Brief moral condemnation labeling content as racist without elaboration.
Moral Argument
0.72
kabagambetracy7503
Mar 2, 2026
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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)