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
THE PEOPLE WHO HOLD THE HIGHEST OFFICE IN AMERICA NEEDS TO GO BACK TO BUSINESS SCHOOL AND LEARN HOW TO MANAGE CURRENCY AND RELATIONSHIPS WHAT A SAD DAY AND A SAD FUTURE FOR AMERICANS TO …
THE PEOPLE WHO HOLD THE HIGHEST OFFICE IN AMERICA NEEDS TO GO BACK TO BUSINESS SCHOOL AND LEARN HOW TO MANAGE CURRENCY AND RELATIONSHIPS WHAT A SAD DAY AND A SAD FUTURE FOR AMERICANS TO ENDURE 0101
Criticizes American leadership's competence in economic and diplomatic management while expressing moral disapproval of their governance.
@AntoineLondon-g5x
Mar 4, 2025
There is no negotiating with Trump, it's either his way or the highway.
There is no negotiating with Trump, it's either his way or the highway.
Critiques Trump's negotiating approach and inflexibility as a political/diplomatic strategy.
Policy Critique
0.78
@747rotate
Mar 4, 2025
Trudeau is incapable of telling the truth...that's why he is out!!!
Trudeau is incapable of telling the truth...that's why he is out!!!
Criticizes Trudeau's credibility and truthfulness regarding policy, with implicit identity assertion about leadership fitness.
@dawgboy01
Mar 4, 2025
You resigned anyway. So just leave. No one cares about your words and it shows, tariffs took place .
You resigned anyway. So just leave. No one cares about your words and it shows, tariffs took place .
Criticizes a political figure's resignation and dismisses their statements as ineffective given that tariffs were implemented anyway.
@fahmy5365
Mar 4, 2025
I guarantee you that a portion of Albertan will vote on these questions without knowing any of the ramification . Also they are written in such a bias way .
I guarantee you that a portion of Albertan will vote on these questions without knowing any of the ramification . Also they are written in such a bias way .
Critiques both voter knowledge and the biased framing of referendum questions, combining skepticism with policy analysis.
@bernardvezina-gagnon24
Feb 20, 2026
Let’s goo Trump we in for some serious entertainment ? why don’t you state how Canada pays less for US goods compared to the other way around. People act like Trump is doing this for …
Let’s goo Trump we in for some serious entertainment ? why don’t you state how Canada pays less for US goods compared to the other way around. People act like Trump is doing this for no reason ? especially liberals who know nothing and I’m saying this as a moderate
Defends Trump's trade policy as justified while critiquing liberal opposition and trade imbalances.
@thewonderingworld9301
Mar 4, 2025
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
Criticizes the video creator's factual accuracy and credibility regarding Sikh geography, blending content critique with factual correction.
Ajazwakeel
Feb 26, 2026
Another MP of the Liberal party being put in a position that they have NO business being in. What did she do to get the Ministry ? CBC do your job goodness knows you have …
Another MP of the Liberal party being put in a position that they have NO business being in. What did she do to get the Ministry ? CBC do your job goodness knows you have been GIVEN enough money from the people of Canada.
Criticizes government appointment decisions and media funding as examples of institutional incompetence and partisan favoritism.
gord1420
Feb 27, 2026
Our voters are to blame as well. We never learn. Well about 1/2 of us.
Our voters are to blame as well. We never learn. Well about 1/2 of us.
Blames voters for political outcomes and criticizes repeated policy failures, with implicit call for better voting choices.
@Dravlae
Mar 4, 2025
Immigration is being reduced by Carney. We’re all good
Immigration is being reduced by Carney. We’re all good
References specific policy action (Carney reducing immigration) and expresses approval, engaging with government immigration policy.
Policy Critique
0.78
NoBS249
Jan 28, 2026
Don't forget that Canada isn't that good either look at the way it's ran
Don't forget that Canada isn't that good either look at the way it's ran
Critiques Canadian governance and administration, implicitly comparing it unfavorably to other standards.
@jaybrown7811
Mar 4, 2025
Yeah Canada sucks really bad at the moment, all because of the liberals.
Yeah Canada sucks really bad at the moment, all because of the liberals.
Expresses dissatisfaction with Canada's current state and blames a political party, framing it as policy failure.
shilosmith6169
Jan 27, 2026
nobody in canada cares what this idiot says we need real leadership not a dramatic chump
nobody in canada cares what this idiot says we need real leadership not a dramatic chump
Dismissive critique of Trudeau's leadership and calls for 'real leadership,' focusing on governance quality rather than immigration specifically.
Policy Critique
0.78
@billreichheld4839
Mar 4, 2025
Thank God Canada is full of indian people, can you imagine if they all were from any "Peacefull religion" african country. 98% of them are law abiding simple people and same goes for chinese too. …
Thank God Canada is full of indian people, can you imagine if they all were from any "Peacefull religion" african country. 98% of them are law abiding simple people and same goes for chinese too. BUT I fully agree that Turdeau govt should not have opened the gates for everyone after Covid, Student Visa/legal immigration is a different issue.
Defends Indian and Chinese immigrants as law-abiding while criticizing government immigration policy post-COVID as too permissive.
Naveen_B64
Feb 14, 2026
She trusts the judgement of Alberta’s? But won’t listen to but a few in her base
She trusts the judgement of Alberta’s? But won’t listen to but a few in her base
Criticizes a political leader for inconsistent listening to constituents and selective engagement with their base.
Policy Critique
0.78
@user-se6jh3is3v
Feb 21, 2026
Bogus asylum claim was always a way become legal for few years,get SIN,make money,srnt to home country.Asylum claim is in air for 3-4 years because system is overloaded,and after claim rejected you can apply for …
Bogus asylum claim was always a way become legal for few years,get SIN,make money,srnt to home country.Asylum claim is in air for 3-4 years because system is overloaded,and after claim rejected you can apply for humanitarian cause and be legal longer
Critiques asylum system procedures and claims about loopholes, though some assertions lack clear verification and may contain exaggeration.
vstobinski
Feb 24, 2026
When the guy who was such a god-awful, terrible, idiotic Prime Minister that his own party told him that he was too embarrassing to continue as leader; lights you up for being dumb and the …
When the guy who was such a god-awful, terrible, idiotic Prime Minister that his own party told him that he was too embarrassing to continue as leader; lights you up for being dumb and the 86% of Canadians that didn’t want Trudeau to ever appear in public as a Canadian (Let alone PM) agree with him… you’ve got to rethink your position.
Commenter criticizes Trudeau's credibility by referencing his party's rejection and citing an unverified statistic (86% of Canadians), using this to delegitimize his current position.
@blinkhornklinkhammer999
Mar 4, 2025
Some friend, constantly short changing us for the protection we provide, while you lock up PE pole for speaking their mind, pursue truckers and anyone else that you disagree with.
Some friend, constantly short changing us for the protection we provide, while you lock up PE pole for speaking their mind, pursue truckers and anyone else that you disagree with.
Criticism of Canadian government policies regarding free speech and treatment of protesters, framed as betrayal of alliance relationship.
@tomjohnson571
Mar 4, 2025
Canada isn’t even sovereign look at there money Clowns 🤡
Canada isn’t even sovereign look at there money
Clowns 🤡
The comment makes a claim about Canadian monetary sovereignty and criticizes national governance, mixing policy critique with potentially unfounded assertions.
ForefathersWhiteEuropean
Jan 29, 2026
As a businessman, Trump was using Fentanyl crisis as a lame excuse. No matter how much fentanyl is controlled across borders he was still guaranteed in imposing the 25% trade tariff. \nCanada govt invested so …
As a businessman, Trump was using Fentanyl crisis as a lame excuse. No matter how much fentanyl is controlled across borders he was still guaranteed in imposing the 25% trade tariff. \nCanada govt invested so much into the border security recently and visited multiple times in Washington to discuss this 25% trade tariff but all of them forgot that Trump is a very aggressive and stubborn when it comes to money!\n\nI am glad Trump has made Canada and even Trudeau bold and self dependent now!
Analyzes Trump's trade policy motivations from a business perspective, critiquing the administration while acknowledging some positive effects on Canadian independence.
@kornNpunk
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)