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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Policy Critique
5,980 comments
That's what these libs will never understand, you can't make consignments with these people and expect to appease them they'll always push for more and more until you have nothing left not to mention doing …
That's what these libs will never understand, you can't make consignments with these people and expect to appease them they'll always push for more and more until you have nothing left not to mention doing these consignments causes infighting which is also part of their plan. I can't tell you how many times I've heard a Democrat say these leftists aren't doing anything like excuse me Karen.
Criticizes negotiation and compromise strategies as ineffective, framing political opponents as inherently unreasonable and conspiratorial.
@urbanchaosgirlucg7
Mar 4, 2025
I wish they'd put money in Emigration.
I wish they'd put money in Emigration.
Critiques government spending priorities, suggesting resources should fund emigration rather than immigration programs.
Policy Critique
0.75
jamesneveaux4892
Feb 28, 2026
Trudeau has had many accusations thrown at him for many yrs and none of them positive. That said, I for one salute the first world leader to stand his ground, speak the truth and not …
Trudeau has had many accusations thrown at him for many yrs and none of them positive. That said, I for one salute the first world leader to stand his ground, speak the truth and not pander to Trumps bullying strategy. I have not witnessed any other world leader speak in this manner. I’ve witnessed many leaders pandering to an ego that is unbelievably narcissistic and quite simply inexplainable to me. \n\nMr Trump, this is not a reality tv show this is reality! The slogan he created ‘Make America Great Again’ is quickly becoming ‘Making America Alone’.
Critique of Trump's approach while praising Trudeau's stance, comparing leadership styles across nations.
@BK10011
Mar 4, 2025
i think the point is to bring people who actually are in poverty n can use better living, alot of newbies are coming from rich families lol
i think the point is to bring people who actually are in poverty n can use better living, alot of newbies are coming from rich families lol
Critiques immigration policy for not prioritizing those in genuine poverty and questions economic benefit.
bobbybird4985
Jan 27, 2026
We have a bigger problem which is the truckers on the roads !!!!!!!!!
We have a bigger problem which is the truckers on the roads !!!!!!!!!
Comment redirects focus to trucking regulation as a bigger problem than immigration, implicitly critiquing policy priorities.
Policy Critique
0.75
jessanne5020
Jan 28, 2026
Americans: You may think Trudeau is acting like a golden boy. His approval rating from his OWN country is a terrible 34% . He needs to step down like he has been taking about since …
Americans: You may think Trudeau is acting like a golden boy. His approval rating from his OWN country is a terrible 34% . He needs to step down like he has been taking about since November.
Critiques Trudeau's approval rating and calls for his resignation, citing a specific statistic (34%) presented without source verification.
@CarolinaGrl
Mar 4, 2025
THIS IS WHAT LIBERALS WANT
THIS IS WHAT LIBERALS WANT
Attributes immigration policy to Liberal party ideology, critiquing government direction without elaboration.
ernestturriziani2489
Feb 28, 2026
Resign already little Castro
Resign already little Castro
Calls for resignation while using a derogatory comparison to undermine the leader's legitimacy.
@johnpalmieri
Mar 4, 2025
Canadian city worker - “ I can’t speak out” And why not? I thought Canada had free speech. Liberal lunatics silencing people
Canadian city worker - “ I can’t speak out”
And why not? I thought Canada had free speech. Liberal lunatics silencing people
Criticism of perceived censorship and free speech restrictions, with partisan framing against 'Liberal' policies.
Reddeatharrow
Jan 28, 2026
THE LIBERALS FUCKED RUNNIED THIS COUNTRY
THE LIBERALS FUCKED RUNNIED THIS COUNTRY
Blames the Liberal government for national decline, combining partisan political criticism with identity-based framing.
nightrider9376
Jan 28, 2026
2:30, bro deliberately picked up the worst he could get about the punjab , spreading hatred within the minds 😢
2:30, bro deliberately picked up the worst he could get about the punjab , spreading hatred within the minds 😢
Accuses video creator of selective negative framing and spreading hatred, critiquing editorial choices and their ethical implications.
kanhaagarwal5974
Jan 28, 2026
???? will see how Castro jr will do without all the billions he wont get anymore if you cant run your country without being financed by some other well you need to move out of …
???? will see how Castro jr will do without all the billions he wont get anymore if you cant run your country without being financed by some other well you need to move out of the way ...
Criticizes government financial management and leadership competence, with implicit comparison to other nations' self-sufficiency.
@hopefaith3693
Mar 4, 2025
This is because Trump is brainwashed by Musk who doesn't care for American.
This is because Trump is brainwashed by Musk who doesn't care for American.
Critiques Trump's policies by attributing them to Musk's influence, presenting an unverified causal claim.
@tslavens3092
Mar 4, 2025
Thanks to the liberals . It's the right time someone spoke about this mess.
Thanks to the liberals . It's the right time someone spoke about this mess.
Blames the Liberal government for immigration issues and implicitly endorses the video's critical stance as overdue action.
MrHtjet
Jan 28, 2026
Strong words. You had a month to sort it you dumbass.
Strong words. You had a month to sort it you dumbass.
Criticism of government response time and effectiveness, though expressed with personal insult.
Policy Critique
0.75
@ians713
Mar 4, 2025
Geez CNN, you did not let your American audience hear some of the most important things said! Americans, if you want to know everything, go to CBC and listen to the whole broadcast! AND GEEZ, …
Geez CNN, you did not let your American audience hear some of the most important things said! Americans, if you want to know everything, go to CBC and listen to the whole broadcast! AND GEEZ, American journalists STOP repeating the lies... you know from the facts on your own border website that THIS IS NOT ABOUT FENTANYL OR ILLEGAL IMMIGRATION! It's shocking to me how you all keep repeating Trump's false claims when you know they are FALSE!
Criticizes media coverage and accuses journalists of repeating false claims about fentanyl and immigration, combining media critique with disputed factual assertions.
@silkeotd7194
Mar 4, 2025
Spoken like a true drug addict. Didn’t he legalize drugs in Canada? Trudeau, you’re as fake as a three dollar bill.
Spoken like a true drug addict. Didn’t he legalize drugs in Canada? Trudeau, you’re as fake as a three dollar bill.
Criticizes Trudeau's drug policy and character, combining policy critique with personal attacks and identity-based dismissal.
@oscarmorvillo2267
Mar 4, 2025
This is an issue thats all across canada
This is an issue thats all across canada
Brief statement identifying immigration as a widespread problem across Canada without elaboration.
Policy Critique
0.75
ArthurHalvorsen-t1i
Jan 28, 2026
She'll get promoted to another file- just like the others.
She'll get promoted to another file- just like the others.
Cynically suggests government officials avoid accountability by being reassigned to different positions.
Policy Critique
0.75
jo-annefox600
Feb 27, 2026
Starts out with a lie.\n\nTrudeau of course doesn't mention the tariffs he's had on US goods for decades.
Starts out with a lie.\n\nTrudeau of course doesn't mention the tariffs he's had on US goods for decades.
Accuses Trudeau of dishonesty regarding tariffs; combines policy critique with an unsubstantiated claim about historical tariffs.
@Htown156
Mar 4, 2025
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)