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
Who voted for orange guy!! Now look what you all voted for
Who voted for orange guy!! Now look what you all voted for
Criticizes voters for electing Trump and implicitly calls for accountability, framed as moral judgment of electoral choice.
@tudiS-uw5yt
Mar 4, 2025
trump is a bully trump doesnt care if prices go up hes rich
trump is a bully trump doesnt care if prices go up hes rich
Commenter critiques Trump's character and indifference to economic harm, appealing to fairness and concern for ordinary people.
Moral Argument
0.78
@padillaeddie2935
Mar 4, 2025
Uh in a Gurudwara anybody can come and have a lunch for free so what's wrong with that on the other hand there's so many churches in india too and other things like shrines monestries …
Uh in a Gurudwara anybody can come and have a lunch for free so what's wrong with that on the other hand there's so many churches in india too and other things like shrines monestries and all what's wrong with that i am not a believer guy but those who believe they always need a place to feel like there's god or something like that i don't know how that work
Defends religious institutions and free community services as morally justified, arguing against criticism of immigrant religious practices.
kabirajyt
Feb 23, 2026
Know that at least half of Americans do NOT support Trump or the Republicans choosing to ally with Putin and against our historical allies. We no longer are the champion of the Free World or …
Know that at least half of Americans do NOT support Trump or the Republicans choosing to ally with Putin and against our historical allies. We no longer are the champion of the Free World or protectors and defenders of democracy. Trump will shake down every country to give the 1% even more wealth. This is not sustainable.
Critiques Trump's foreign policy as abandoning democratic leadership while warning of economic inequality and unsustainability.
@KS-ft7sy
Mar 4, 2025
Yes this must be totally embarrasing to the us citazins to see usa supporting russia over its allies in all of europe.. japan.. australia.. and od course canada.
Yes this must be totally embarrasing to the us citazins to see usa supporting russia over its allies in all of europe.. japan.. australia.. and od course canada.
Criticizes US support of Russia over allies as embarrassing and morally wrong, appealing to principles of loyalty and fairness.
@reginaldahern9418
Mar 4, 2025
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Uses historical comparison and ironic tone to challenge the framing of immigration as 'invasion' by pointing out European colonization.
ravi.867
Jan 27, 2026
“Your government has chosen to do this to you”. \n\nHmmm or are American voters self harming.
“Your government has chosen to do this to you”. \n\nHmmm or are American voters self harming.
Rhetorically questions whether Americans bear responsibility for their government's actions, implying moral accountability.
@leeprice9442
Mar 4, 2025
If you are dumb enough to take fentanyl or any drug that's on you. Why do the rest of us and other nations have to suffer for these individuals who are on a path to …
If you are dumb enough to take fentanyl or any drug that's on you. Why do the rest of us and other nations have to suffer for these individuals who are on a path to kill themselves
Argues that drug users bear personal responsibility, questioning why society should bear costs for individual self-destructive choices.
@deewilbur9616
Mar 4, 2025
When will countries realize America is the friend to NO one. America has always been a bully, a war monger and enjoys war profiteering. America is designed to create instability and war in regions all …
When will countries realize America is the friend to NO one. America has always been a bully, a war monger and enjoys war profiteering. America is designed to create instability and war in regions all over the world with the sole purpose of American domination, power and control. The world needs to move away from America with harsh sanctions.
Extended ethical critique of American foreign policy as imperialist and destabilizing, calling for international sanctions.
@hafeezurmohammed4152
Mar 4, 2025
I’m a dual citizen of the USA and the UK and have been so disgusted by Trump, he projects evil, he’s smarmy and egotistical. I just don’t understand how many of my American friends act …
I’m a dual citizen of the USA and the UK and have been so disgusted by Trump, he projects evil, he’s smarmy and egotistical. I just don’t understand how many of my American friends act like he’s right up there with God, I just can’t fathom their thinking. It’s all about taking ownership of anything he wants and he bullies until he gets what he wants. I’m sick of people saying Pres Zelenskyy needs to apology to Trump, Zelenskyy did nothing wrong, he was calm and polite. Vance and Trump immediately went in on the attack, both bullies! Then to moan about Zelenskyy offending the Oval Office by not wearing a suit. Have they looked at Musk lately? Don’t know what he’s wearing but it ain’t no suit. During war times leaders often wear combat clothes to show they are with their country and soldiers. I must say I wouldn’t be upset if anyone popped him off! He does need to go.
Commenter makes extensive moral arguments against a political figure's character and behavior, grounded in personal experience as a dual citizen and expressing deep ethical disapproval.
@jacalineballif9584
Mar 4, 2025
Canadians are turning against immigrants because our ;Consrvative ' party is now copying MAGA to drag the free world into a white christian theocracy to return slavery, which cannot exist without SLAVERY . F8ck Maple …
Canadians are turning against immigrants because our ;Consrvative ' party is now copying MAGA to drag the free world into a white christian theocracy to return slavery, which cannot exist without SLAVERY . F8ck Maple MAGA !
Appeals to ethical concerns about theocracy and slavery, defending immigrants against what the commenter views as discriminatory political movements.
Moral Argument
0.76
bryanlion5621
Aug 25, 2025
I cannot really understand why Trump is so brutal. He has not long ago become President in USA. He should be just happy and enjoy life and looking forward into the future. Why are you …
I cannot really understand why Trump is so brutal. He has not long ago become President in USA. He should be just happy and enjoy life and looking forward into the future. Why are you so destructive and cruel to people around the world?\nSharpen up, for Gods sake!?
Appeals to ethics and human decency, questioning Trump's cruelty and destructiveness toward people globally on moral grounds.
@anitatillberg4909
Mar 4, 2025
Those who voted for this/him, are you happy now? This is not how you treat your neighbors and your country, time to pull out your 401k cause it's going down.
Those who voted for this/him, are you happy now? This is not how you treat your neighbors and your country, time to pull out your 401k cause it's going down.
Criticizes Trump's treatment of neighbors/allies as unethical while also raising economic concerns about market decline.
@SmilingAardvark-jv6ol
Mar 4, 2025
Protect from ALL enemies foreign AND DOMESTIC! Donald Trump is an enemy! I stand with Canada
Protect from ALL enemies foreign AND DOMESTIC! Donald Trump is an enemy! I stand with Canada
Appeals to patriotic duty and moral principles by framing Trump as an enemy and expressing solidarity with Canada's defense.
@jamescooper3324
Mar 4, 2025
Sacrifice for TRUMP ??? job, health, family, and now your 401ks fight fight fight for Trump ????
Sacrifice for TRUMP ??? job, health, family, and now your 401ks fight fight fight for Trump ????
Critiques the moral cost of supporting Trump (sacrificing jobs, health, family, retirement), with underlying threat/anxiety.
@itweety21
Mar 4, 2025
Dont blame the little guy trying to make a better life for himself..blame the globalist schemers..private equities..hedge fund groups that are the source of this problem.
Dont blame the little guy trying to make a better life for himself..blame the globalist schemers..private equities..hedge fund groups that are the source of this problem.
Defends immigrants on moral grounds while redirecting blame toward systemic economic actors and corporate structures.
freddykruger1086
Jan 28, 2026
Thats billionaire doing what they do best have us believe they are doing us a favor! I'm happy to say I didn't vote for him ever because I've experienced them to much in my life. …
Thats billionaire doing what they do best have us believe they are doing us a favor! I'm happy to say I didn't vote for him ever because I've experienced them to much in my life. All the fraud money won't be giving back to americans they will keep it for all the money he lost from being sued
Critiques billionaires and Trump for deception and fraud, appealing to fairness and justice while claiming personal experience with their wrongdoing.
@BrianT-uy
Mar 4, 2025
Maga people think Trump is their friend. Canada and the US have been friends for 150 years as long as he thinks people have been collecting social security. Now that trump is in office a …
Maga people think Trump is their friend. Canada and the US have been friends for 150 years as long as he thinks people have been collecting social security. Now that trump is in office a heel turn, actually he was always the villain turns the Americans friends and sides with American enemies. At this point if you still follow him you've got stockholm syndrome.
Appeals to historical friendship and betrayal of values, characterizing Trump supporters as morally compromised while defending Canada-US relations.
@kencochrane2885
Mar 4, 2025
The united state have the devil running there country
The united state have the devil running there country
Makes a moral/religious judgment about US leadership using apocalyptic language ('devil') to express ethical condemnation.
@burchillwendton8754
Mar 4, 2025
This is so sad. All cultures are beautiful but not when they try and attack others and erode others
This is so sad. All cultures are beautiful but not when they try and attack others and erode others
Appeal to cultural respect and ethics while framing immigrant groups as threats to others, mixing moral and identity-based arguments.
hoseaphillips7668
Feb 18, 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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Discourse Quality (Perspective API)