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
We don't need spending money for Ukraine Trudeau spending money without limits when Canada have big problems economy inflation double homeless and emigration problems we must be realistic what is good also for AS County …
We don't need spending money for Ukraine Trudeau spending money without limits when Canada have big problems economy inflation double homeless and emigration problems we must be realistic what is good also for AS County \nCANADA FIRST ?? ? ?? ? ?? \nCANADA ALWAYS ?? ? ?? ? ??
Criticizes government spending priorities (Ukraine aid vs. domestic issues) and argues for prioritizing Canada's economic and social problems over foreign aid.
@GraceBalkowski
Mar 4, 2025
It's not their but our gov's fault for letting this no. grow to 3M what a mess
It's not their but our gov's fault for letting this no. grow to 3M what a mess
Criticizes government policy for allowing immigration numbers to reach 3 million, blaming state decision-making rather than immigrants themselves.
Policy Critique
0.85
jay1645
Jan 24, 2026
This isn't good people who pay taxes should have the say . And I say no more people shut the borders.
This isn't good people who pay taxes should have the say . And I say no more people shut the borders.
Criticizes immigration policy and calls for border closure, framed around taxpayer authority.
frankclivio5464
Nov 20, 2025
@Justin Trudeau you can start helping Canadians by axing the carbon tax!
@Justin Trudeau you can start helping Canadians by axing the carbon tax!
Criticizes government policy (carbon tax) and implicitly urges action by addressing the PM directly.
@chuckbennett4526
Mar 4, 2025
I don't hear our president or government talking about helping us through this thing
I don't hear our president or government talking about helping us through this thing
Criticism of government's lack of communication and support during economic crisis.
Policy Critique
0.85
@jimmysmith8272
Mar 4, 2025
I thought this guy put his resignation forever ago I guess that was a joke? I find it funny that Canada is so strong and fighting back but their people are already fighting to just …
I thought this guy put his resignation forever ago I guess that was a joke? I find it funny that Canada is so strong and fighting back but their people are already fighting to just eat everyday and trying to get to the food bank everyday! You would think the the Pm would be more focused on helping his people then he is about helping and standing with Ukraine, pretty soon he won’t have any people to fight for!
Criticizes government priorities, arguing the PM should focus on domestic economic hardship (food banks) rather than international commitments.
@twriiight
Mar 4, 2025
We already have the talent in Canada. The news and everyone is repeating the narratives that corporate has pushed for greed as execs get bonuses for immigrants and not when they hire a Canadian. Shutdown …
We already have the talent in Canada. The news and everyone is repeating the narratives that corporate has pushed for greed as execs get bonuses for immigrants and not when they hire a Canadian. Shutdown our borders NOW!
Critiques corporate-driven immigration policy and executive incentives while calling for border shutdown, combining economic and policy concerns.
ms.m5896
Jan 20, 2026
This literal fascist has no legs to stand on. RESIGN ALREADY COWARD
This literal fascist has no legs to stand on. RESIGN ALREADY COWARD
Characterizes political figure as fascist and explicitly calls for resignation, combining criticism with demand for action.
@notjesse2458
Mar 4, 2025
It is so dumb to put a tariff on Canada..we're just brother and sister..Canadians bring a lot of business to our town and we speak the same language aka English..Why? We have to do this …
It is so dumb to put a tariff on Canada..we're just brother and sister..Canadians bring a lot of business to our town and we speak the same language aka English..Why? We have to do this ?
Criticizes tariff policy as illogical given shared language and business ties, with comparative framing emphasizing Canada-US relationship.
@Benzene75
Mar 4, 2025
It is interesting how T operates he throws shit at the wall he scans for performative opportunities to flood the zone. The 51st rhetoric got him play. Then he justifies his tariffs with lies and …
It is interesting how T operates he throws shit at the wall he scans for performative opportunities to flood the zone. The 51st rhetoric got him play. Then he justifies his tariffs with lies and half truths. US has benefitted economically and in terms of influence from being the big cheese. The order issue just another justification after the fact. . .facts do not support. T is the poor victim. Maga are victims???? Just opportinistic and grifter politics. Sickening.
Detailed analysis and criticism of Trump's political tactics, tariff justifications, and perceived dishonesty.
Policy Critique
0.85
@lynnpurvis3173
Mar 4, 2025
Two Solutions: 1- Must remove asylum seekers quicker, 6 months? 2- THe Supreme Cpourt, unelected and appointed must stop MAKING LAWS, the job of our Elected Representatives.
Two Solutions: 1- Must remove asylum seekers quicker, 6 months? 2- THe Supreme Cpourt, unelected and appointed must stop MAKING LAWS, the job of our Elected Representatives.
Proposes two specific policy solutions: faster asylum processing and limiting judicial lawmaking, framing these as necessary reforms.
davidimrie9548
Feb 26, 2026
Sean Fraser was a disaster with this portfolio, and now he's the Attorney General. 🙃
Sean Fraser was a disaster with this portfolio, and now he's the Attorney General. 🙃
Criticizes Sean Fraser's performance in the immigration portfolio and his subsequent appointment as Attorney General.
Policy Critique
0.85
grandmufftwerkin9037
Feb 26, 2026
Everyone like to blame the feds and yet their only part of the story. The rot is your provincial government and municipal… maybe it’s not working out for you.
Everyone like to blame the feds and yet their only part of the story. The rot is your provincial government and municipal… maybe it’s not working out for you.
Critiques the tendency to blame federal government while ignoring provincial and municipal responsibility for housing/services issues.
Policy Critique
0.85
jsb1993-g5c
Feb 26, 2026
Why didn’t you do any of this on your own you idiot why does it take Trump to threaten us with tariffs for you to take action on any of it? Can’t wait till you’re …
Why didn’t you do any of this on your own you idiot why does it take Trump to threaten us with tariffs for you to take action on any of it? Can’t wait till you’re gone Jesus.
Criticizes Trudeau's inaction on policy issues until external pressure (Trump's tariffs) forced action.
Policy Critique
0.85
@richker2384
Mar 4, 2025
Indian government warned about criminals coming to canada and requested to send them back so they can be prosecuted in india but canada government refused. Its Canadian government fault to allow such unversities to exits …
Indian government warned about criminals coming to canada and requested to send them back so they can be prosecuted in india but canada government refused. Its Canadian government fault to allow such unversities to exits and issuing so many student visas. Canadians should hold government accountable and elected members and see who gets profit by forming such enterprises.
Critiques government policy on student visas and university oversight, citing security concerns and calling for accountability.
destroyer-je4vg
Jan 27, 2026
Here's what I don't get, Canada will act upon tariffs being implemented, however, when asked about upping the military budget to 2% years ago as a part of Nato because it was at 1.3% and …
Here's what I don't get, Canada will act upon tariffs being implemented, however, when asked about upping the military budget to 2% years ago as a part of Nato because it was at 1.3% and this guy said would do it but lied and still didn't do it. Now I don't like this tariff being pushed to them but at the same time do your part as partner. As of 2025, 23/32 reached that goal and Canada is stil at 1.3% -_-
Critiques Canada's failure to meet NATO military spending commitments while acknowledging tariff concerns, balancing accountability across both parties.
@jonesy9494
Mar 4, 2025
Honestly at this point I hope he crashes the economy. That is maybe the only last resort the Americans will see common sense and turn against their wannabe dictator and his crown prince before it …
Honestly at this point I hope he crashes the economy. That is maybe the only last resort the Americans will see common sense and turn against their wannabe dictator and his crown prince before it is too late. You guys voted a dictator in because you thought Biden somehow caused the world wide inflation. Well what do you think 25% of import tariffs are going to do.
Criticism of US economic policy (tariffs) with underlying anxiety about economic consequences and political leadership.
@sebastiang7394
Mar 4, 2025
Sounds like Canada needs Trump , run them illegals out
Sounds like Canada needs Trump , run them illegals out
The comment critiques Canadian immigration policy and implicitly calls for stricter enforcement, referencing a political figure associated with restrictive immigration positions.
WestbankGrassShrimp
Jan 27, 2026
The push for "diversity" by Trudeau has backfired, it has largely contributed to Canada's current decline and the crime in our big cities.
The push for "diversity" by Trudeau has backfired, it has largely contributed to Canada's current decline and the crime in our big cities.
Criticizes government diversity policy as contributing to national decline and crime, framing it as a policy failure with identity-based undertones about national direction.
frankhalsey-y4c
Jan 19, 2026
Didn’t Trump supporters brag about him not starting any wars? I guess trade wars don’t count?
Didn’t Trump supporters brag about him not starting any wars? I guess trade wars don’t count?
Rhetorical challenge to Trump supporters' claims about avoiding wars by pointing out trade war contradiction.
Policy Critique
0.85
@nguzoloveinlofi3832
Mar 4, 2025
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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)