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
Just remember this fool is no longer the Prime Minister he resigned. So he shouldn't even be involved with this sht. He's a fool!
Just remember this fool is no longer the Prime Minister he resigned. So he shouldn't even be involved with this sht. He's a fool!
Criticizes a political figure's continued involvement in governance after resignation, questioning the legitimacy of their participation.
Policy Critique
0.80
@NewJerseyJay
Mar 4, 2025
Blame the deal maker.
Blame the deal maker.
Assigns blame to a decision-maker regarding policy, implying criticism of their actions or agreements.
Policy Critique
0.80
@giankperez6377
Mar 4, 2025
Important to remember conservatives are on record support this shit, none of them have your best interest at heart
Important to remember conservatives are on record support this shit, none of them have your best interest at heart
Critiques both Liberals and Conservatives as equally unsupportive of public interests, offering comparative political analysis without supporting either party.
Policy Critique
0.80
andrewhansen1785
Sep 4, 2025
Says the man who took the trucker’s jobs, the truckers trucks, and their life’s saving accounts.
Says the man who took the trucker’s jobs, the truckers trucks, and their life’s saving accounts.
Criticizes government policy (trucker-related actions) with reference to affected individuals' losses.
@derrickbronson3099
Mar 4, 2025
Canada needs to close the door for a few years
Canada needs to close the door for a few years
Advocates for a temporary moratorium on immigration as a policy position, framed as a direct call for government action.
GailBurfoot
Aug 30, 2025
Canadian immigration officials investigating themselves.
Canadian immigration officials investigating themselves.
The comment critiques government accountability by sarcastically suggesting immigration officials lack independent oversight.
MichaelJohnson-xn7ye
Feb 23, 2026
Reverse racism political correctness. Erosion of right sand freedoms and the Destruction of the the family .destruction and eroding of rights ,freedoms and liberties ,censorship in a broken system . We need to make A …
Reverse racism political correctness. Erosion of right sand freedoms and the Destruction of the the family .destruction and eroding of rights ,freedoms and liberties ,censorship in a broken system . We need to make A change all this being. Said this they want you to toe the line and not thinku sweat the narrative as Marxism totalitarian covered in communism destroys our country.culture and rights Our birthright as peacekeepers even at stake they all say and do nothing tell lies and do nothing giving everything to everyone else while not taking of there own u know we all bleed red our fathers and mother s of all colours sacrificed and died for our freedoms and choices.as they say " if we don't learn from history we are bound to it again
Critiques government policies as eroding rights and freedoms while invoking national identity and historical sacrifice; rambling but primarily policy-focused.
RichardBrown-xn3pz
Aug 30, 2025
Trump has really the potential to ruin America. America will most likely ending up as North Korea. Mexico, Canada and even China seems to turn towards Europe. America government have always been trouble and I …
Trump has really the potential to ruin America. America will most likely ending up as North Korea. Mexico, Canada and even China seems to turn towards Europe. America government have always been trouble and I think they should be isolated from the rest of the world. And Nato should be cancelled and Canada, Mexico and Europe should build a new Alliance with Canada, uk or Germany taking on the mission as leaders.
Critiques US government and Trump's leadership while comparing geopolitical alignments and proposing alternative international alliances.
@peterlaustsen2573
Mar 4, 2025
The real question is how tf does Canada let in people who can’t even speak English man. Like that’s just WIIIILLLLLDDD!
The real question is how tf does Canada let in people who can’t even speak English man. Like that’s just WIIIILLLLLDDD!
Questions Canada's immigration policy regarding language requirements, framing it as illogical rather than expressing explicit hostility.
akshaymalhotra4585
Feb 23, 2026
shouldn't be waiting 21 days get it all going instantly.
shouldn't be waiting 21 days get it all going instantly.
Criticizes the timeline of policy implementation, arguing for immediate action rather than a 21-day delay.
Policy Critique
0.80
@colecrouse9129
Mar 4, 2025
Blame liberals Fucked up Canada
Blame liberals
Fucked up Canada
Blames a political party (liberals) for Canada's problems, framing this as policy failure rather than moral argument.
Ways69
Aug 28, 2025
Look who’s talking,the man who ruined Canada
Look who’s talking,the man who ruined Canada
Deflects criticism of Trump by counter-attacking Trudeau's governance record in Canada.
@22MikeWilson
Mar 4, 2025
it is more effective for Canada to implement 1000% tariff on Tesla and other Elon's product than the common 25% tariff on pan US products.
it is more effective for Canada to implement 1000% tariff on Tesla and other Elon's product than the common 25% tariff on pan US products.
Argument about tariff policy effectiveness, proposing an alternative economic strategy.
@michaeljordan714
Mar 4, 2025
The spineless coward speaks. This guy is hilarious. He chooses to hurt his own Canadian people all the time but all of a sudden he turns over a new leaf wow
The spineless coward speaks. This guy is hilarious. He chooses to hurt his own Canadian people all the time but all of a sudden he turns over a new leaf wow
Criticizes Trudeau's policies as harmful to Canadians while using derisive language ('spineless coward'), focusing on policy impact.
@04tsxpower
Mar 4, 2025
It’s amazing how one person can lead/bully a group of men and a whole country to ruin for his own ego/puppeteer.
It’s amazing how one person can lead/bully a group of men and a whole country to ruin for his own ego/puppeteer.
Criticizes leadership's influence and decision-making as harmful to the country, focusing on governance critique.
Policy Critique
0.80
@joliethomas1428
Mar 4, 2025
At this point it would be smart for Canada (as well as Mexico) to enter a defence/arms deal with China and make China a strategic ally. Possibly extend the same deal to Russia. US under …
At this point it would be smart for Canada (as well as Mexico) to enter a defence/arms deal with China and make China a strategic ally. Possibly extend the same deal to Russia. US under Trump is effectively an unreliable ally, doubling down on catastrophic mistake/decisions instead of making swift amends.
Critiques US foreign policy reliability and proposes alternative strategic alliances for Canada, comparing nations' trustworthiness.
@aiikaiik
Mar 4, 2025
He can't go into trade war with China but he did with our closest Allie.Is this Elon Musk idea? Because if it is.We are going to be in a sinking ship with lunatic captain
He can't go into trade war with China but he did with our closest Allie.Is this Elon Musk idea? Because if it is.We are going to be in a sinking ship with lunatic captain
Criticizes trade policy decisions by comparing treatment of China versus allies, questioning the logic of the approach.
@Abdo-dk1de
Mar 4, 2025
Remember all the discussions and debate about implementing tariffs on our closest trade partners and allies during the campaigning of the last election. I don’t either…. That must have been discussed on a private call …
Remember all the discussions and debate about implementing tariffs on our closest trade partners and allies during the campaigning of the last election. I don’t either…. That must have been discussed on a private call with Putin. Makes no sense otherwise. This is terrible for US end the west overall.
Criticizes tariff policy as unexplained and harmful, with an unsubstantiated conspiracy suggestion about Putin involvement.
@ajd89
Mar 4, 2025
YOU need to stop too many from India. I blame Trudeu for this mess. Kids hear cant 😅get jobs
YOU need to stop too many from India. I blame Trudeu for this mess. Kids hear cant 😅get jobs
Calls for policy change (stop immigration from India) and blames political leadership, with economic concern about job availability for Canadian youth.
bettymcwhirter5626
Aug 28, 2025
You suck CNN. Sane-washing a lunatic. He's starting a trade war with his best friend. Think about that. Don't make excuses, don't make apologies. Say it for what it is.
You suck CNN. Sane-washing a lunatic. He's starting a trade war with his best friend. Think about that. Don't make excuses, don't make apologies. Say it for what it is.
Criticizes media coverage and government policy decisions (trade war) while urging others to recognize the situation accurately.
@maryannedouglas
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)