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
Search & Filter
Policy Critique
5,980 comments
I honestly don’t think there’s a smart bone in trumps body. He’s a moron. Trumps a moron
I honestly don’t think there’s a smart bone in trumps body. He’s a moron. Trumps a moron
Criticizes Trump's intelligence and decision-making capacity through personal attacks.
Policy Critique
0.70
@kevinstevenson4425
Mar 4, 2025
He forgot to mention that Canada is not paying NATO fees lol - that’s was primarily the reason
He forgot to mention that Canada is not paying NATO fees lol - that’s was primarily the reason
Critiques Canada's NATO spending while making an unverified factual claim about payment status.
@siena_miller
Mar 4, 2025
The USA overheads we have right now are not educated enough to understand the line of crisis, nor how to be a stronghold leaders to save the USA from shame or impacts.
The USA overheads we have right now are not educated enough to understand the line of crisis, nor how to be a stronghold leaders to save the USA from shame or impacts.
Criticizes current US leadership's competence and ability to address national crises, focusing on governance failures.
Policy Critique
0.70
@ElizabethSingh-l3c
Mar 4, 2025
Excellent discussion, hard to believe we here in NS, support so many terrible politicians.
Excellent discussion, hard to believe we here in NS, support so many terrible politicians.
Expresses criticism of politicians and governance in Nova Scotia, framed as a discussion response.
Policy Critique
0.70
ryanwhite258
Feb 26, 2026
Fentinol is but a squeaking dog, there are other items of more importance.
Fentinol is but a squeaking dog, there are other items of more importance.
Critiques the focus on fentanyl as a policy priority, arguing other issues deserve more attention.
Policy Critique
0.70
@DavidPocock-i8r
Mar 4, 2025
Because y'all are not toeing the mark
Because y'all are not toeing the mark
Vague criticism suggesting Canada is not following expected standards or rules ('not toeing the mark').
Policy Critique
0.70
@patoni860
Mar 4, 2025
Trump promised to lower prices on Day 1. His strategy is to lie so many times that he can never be held accountable for a single one
Trump promised to lower prices on Day 1. His strategy is to lie so many times that he can never be held accountable for a single one
Criticizes Trump's policy approach and accuses him of dishonesty, with an unverified claim about his strategy.
@MelodySC2
Mar 4, 2025
This globalist D bag is like a wart that won’t go away! He’s sure doing a lot of talking and signing for a guy who supposedly resigned. Which should tell anybody all they need to …
This globalist D bag is like a wart that won’t go away! He’s sure doing a lot of talking and signing for a guy who supposedly resigned. Which should tell anybody all they need to know he’s full of ? and hot air.
Criticizes the Prime Minister's credibility and actions while making an unsubstantiated claim about his resignation status.
@briangreen9524
Mar 4, 2025
Review thee trucking industry.
Review thee trucking industry.
Calls for review of trucking industry policy, likely in context of immigration labor practices.
Policy Critique
0.70
GreatApe-w5k
Feb 18, 2026
I get all the commentary lifting Trudeau up but when i heard that he is like on his last couple of days of his term i couldn't help but feel that noone so far anyways …
I get all the commentary lifting Trudeau up but when i heard that he is like on his last couple of days of his term i couldn't help but feel that noone so far anyways has come out and let lose with the hard hitting, proper Grammer and clean nice language be dammed, no not anyone to speak to this wannabe hard guy which this guy absolutely is not - trust me , and i get it he is 80 years old, but if you watch him in his 60s and 50's and going back to his youth he never could bust a grape; just all bluster , daddy's money, and when it came time to pay some rent .. he'd pay someone else to do it. A coward thru and thru.
Critiques the outgoing Prime Minister's character and leadership style, with personal observations about his past behavior.
@rickbonamassa3045
Mar 4, 2025
I feel like this should be punishable by imprisonment to talk about like how is our government both so great and so bad at being authoritarian and shitty, it literally cant do anything competently.
I feel like this should be punishable by imprisonment to talk about like how is our government both so great and so bad at being authoritarian and shitty, it literally cant do anything competently.
Critiques government competence and contradictory nature of state authority, though expressed confusingly.
Policy Critique
0.70
WingsOfADream1
Jan 27, 2026
Canada has become what it is today thanks in no small part to its former prime minister! Keep it up, Innada is waiting for you!
Canada has become what it is today thanks in no small part to its former prime minister! Keep it up, Innada is waiting for you!
Blames a former prime minister for Canada's immigration situation and implicitly calls for policy change.
刘進
Jan 28, 2026
Thank you for making America Great Mr. “President “ some of us could barely make it… No justification for these tariffs. ??????
Thank you for making America Great Mr. “President “ some of us could barely make it… No justification for these tariffs. ??????
Expresses opposition to Trump's tariffs while acknowledging economic hardship, with sarcastic framing of presidential title.
Policy Critique
0.70
@Gabybella18
Mar 4, 2025
double that number being booted
double that number being booted
Terse comment suggesting deportation numbers should be doubled, expressing criticism of insufficient enforcement.
Policy Critique
0.70
darrenbell6718
Dec 30, 2025
? wait so wouldn’t that mean he is choosing to do it to his people too? Saying trade wars don’t work is like saying sanctions in Russia won’t work either. Hahahahaha. He is almost gone …
? wait so wouldn’t that mean he is choosing to do it to his people too? Saying trade wars don’t work is like saying sanctions in Russia won’t work either. Hahahahaha. He is almost gone so he just doesn’t give a crap anymore
Questions the logic of trade war policy while using sarcasm, critiquing both the policy and the leader's motivation.
@ryugahydeki2
Mar 4, 2025
WE ARE NOT GOING TO SUPPORT ZELENSKY MY FRIEND ASKING FOR MORE CORRUPT MONEY DAH
WE ARE NOT GOING TO SUPPORT ZELENSKY MY FRIEND ASKING FOR MORE CORRUPT MONEY DAH
Expresses refusal to support aid/spending while making an unsubstantiated claim about corruption without evidence.
@oreyesification
Mar 4, 2025
Thanks liberals this is awesome guys
Thanks liberals this is awesome guys
Blames the Liberal government for immigration issues, with sarcastic tone suggesting criticism of policy.
harryPnass
Jan 27, 2026
This guy clearly knows nothing about the way respect works, we have to show respect to Putin for him to even want to negotiate. If anyone thinks that Ukraine which is 20 times smaller than …
This guy clearly knows nothing about the way respect works, we have to show respect to Putin for him to even want to negotiate. If anyone thinks that Ukraine which is 20 times smaller than Russia has any chance of winning this war, consider yourself a lunatic
Critiques diplomatic approach while comparing Canada's position to Russia's geopolitical power.
@Brandon-fr9nl
Mar 4, 2025
We have to “ thank “ the voters for doing this ,
We have to “ thank “ the voters for doing this ,
Sarcastically blames voters for current political situation, critiquing electoral choices.
@myworldmeumundo2633
Mar 4, 2025
Your government has chosen to do this to you is so powerful ??
Your government has chosen to do this to you is so powerful ??
Questions government decision-making with implied criticism of policy choices.
Policy Critique
0.70
@batistapamela
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)