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
Carney-Trudeau team is incompetent and must leave
Carney-Trudeau team is incompetent and must leave
Directly criticizes government leadership competence and implicitly calls for their removal from office.
@sinmansi
Mar 4, 2025
These tariffs are about the US consumer to pay more for everything in order for Dump to recover money from working people to give tax cuts to the rich, nothing else. His lame excuse/lie that …
These tariffs are about the US consumer to pay more for everything in order for Dump to recover money from working people to give tax cuts to the rich, nothing else. His lame excuse/lie that it's about fentanyl on the Canadian border is well known by people with commonsense. Let's see how long Dumps supporters will keep believing him when they along with every other American are getting it up the ass in inflation, of which Dump lied he would take care of from day 1. Just today, 1st day of tariffs, gas went from $2.55 to $3.09 in NM Buckle up folks!!!
Detailed critique of Trump's tariff policy, arguing it harms consumers and represents a false justification, with economic consequences cited.
@marioortiz7116
Mar 4, 2025
I’m Canadian and can’t stand Trudeau. Turning down that natural gas deal with Japan was a damn disgrace!
I’m Canadian and can’t stand Trudeau. Turning down that natural gas deal with Japan was a damn disgrace!
Self-identified Canadian criticizing Trudeau's specific policy decision (rejecting natural gas deal with Japan) as a disgrace.
@anthonyromeo1988
Mar 4, 2025
Of all the tariffs Canada imposes, Canadians will never see a dime of it and our deficit, will never decrease. Trudeau is the cause for all the taxes and crimes here in Canada. He is …
Of all the tariffs Canada imposes, Canadians will never see a dime of it and our deficit, will never decrease. Trudeau is the cause for all the taxes and crimes here in Canada. He is a moron and money wasting child.
Criticizes government fiscal policy (tariffs, deficit, taxes) and blames leadership, with economic impact concerns.
@robynvan828
Mar 4, 2025
The entire Carney lead Liberal party is absent and clueless!
The entire Carney lead Liberal party is absent and clueless!
Direct criticism of the Liberal party leadership's competence and responsiveness on policy matters.
Policy Critique
0.90
Heisenberg-src
Feb 26, 2026
Trudeau isn't for the people of Canada.
Trudeau isn't for the people of Canada.
Criticizes Trudeau's governance and alignment with Canadian interests.
Policy Critique
0.90
@stephanytollefson9565
Mar 4, 2025
there is not one competent Liberal no matter what position they hold and it starts with PM Carnage
there is not one competent Liberal no matter what position they hold and it starts with PM Carnage
Blanket criticism of Liberal party competence across all positions, with personal attack on the Prime Minister's leadership.
Policy Critique
0.90
BrianLupichuk-tv5mb
Feb 26, 2026
It’s not Canada’s immigration minster that’s broken, it’s the party she belongs to that is broken! Very simple really.
It’s not Canada’s immigration minster that’s broken, it’s the party she belongs to that is broken! Very simple really.
Directly critiques the political party and government structure responsible for immigration policy failures.
Policy Critique
0.90
dserrao7188
Feb 26, 2026
Trump economic nonsense !!
Trump economic nonsense !!
Brief criticism of Trump's economic policies.
Policy Critique
0.90
@PeterChard888
Mar 4, 2025
It’s going to be reciprocal.. so whatever you charge us , we are going to charge you … if you want lower tariffs .. appeal to your leaders to lower theirs and our will reciprocate. …
It’s going to be reciprocal.. so whatever you charge us , we are going to charge you … if you want lower tariffs .. appeal to your leaders to lower theirs and our will reciprocate. Have a nice day
Explains reciprocal tariff policy and critiques the approach to trade negotiations with the U.S.
Policy Critique
0.90
@kylefulk4052
Mar 4, 2025
Shame they didn't care about fentanyl when it was killing people off in BC for years before spreading, thousands of people had died. Shame they didn't do anything about the corrupt government that enabled it …
Shame they didn't care about fentanyl when it was killing people off in BC for years before spreading, thousands of people had died. Shame they didn't do anything about the corrupt government that enabled it and the money laundering. Hard to believe they care when so little effort or attention was shown to get the BC government at the time to be accountable. It doesn't help that with our current justice system it's practically a revolving door unless you're screwing over some established monopoly, people who cause real harm are out on the streets in no time. People who accept bribes and allowed the deterioration to occur will never be dealt with and I don't see steps going on to prevent it from happening again. People with the money run the govt and screw us over.
Criticizes government inaction on fentanyl crisis and corruption, arguing inconsistent priorities and systemic failures in accountability.
@Auchtahelweit
Mar 4, 2025
The government allows this to happen because government employees here, at all levels, are fueled by risk aversion above all else.
The government allows this to happen because government employees here, at all levels, are fueled by risk aversion above all else.
Direct criticism of government inaction and bureaucratic risk aversion as the cause of immigration-related problems.
Policy Critique
0.90
Fish-nt5wb
Jan 27, 2026
The worst president of USA ever, that disrupts the world order for small amount of pennies and coins.???
The worst president of USA ever, that disrupts the world order for small amount of pennies and coins.???
Direct criticism of US presidential leadership and foreign policy decisions framed as economically wasteful.
Policy Critique
0.90
@youngmanchake
Mar 4, 2025
Justin Trudeau our Best Actor Prime Minister - More talks and drama BUT No good economic plan for Canada. All name blaming!
Justin Trudeau our Best Actor Prime Minister - More talks and drama BUT No good economic plan for Canada. All name blaming!
Criticizes the Prime Minister's lack of economic planning and policy effectiveness.
Policy Critique
0.90
@MrJunix88
Mar 4, 2025
Hey Trudeau. I don’t believe anything that comes out of your mouth. You have had a decade to improve things and you have done nothing but the complete opposite on purpose. Go away!
Hey Trudeau. I don’t believe anything that comes out of your mouth. You have had a decade to improve things and you have done nothing but the complete opposite on purpose. Go away!
Direct criticism of Trudeau's decade-long record and policy failures, with implicit call for his removal.
@crumber7
Mar 4, 2025
Not usually a fan of Trudeau, but he’s 100% right on this one
Not usually a fan of Trudeau, but he’s 100% right on this one
Expresses qualified agreement with Trudeau's policy position despite general disapproval of him.
Policy Critique
0.90
@Emsch1234
Mar 5, 2025
I guess there is no point in admitting we should have increased our pipeline capacity , got a pipeline through Quebec , made a deal with Japan and other countries for our LNG , worked …
I guess there is no point in admitting we should have increased our pipeline capacity , got a pipeline through Quebec , made a deal with Japan and other countries for our LNG , worked to remove interprovincial trade barriers , improved our border security , kept our deficit spending under control . Now the error of our past decisions are apparent no one to blame but ourselves .
The comment critiques past government decisions on energy infrastructure, trade, and fiscal policy, arguing these errors have created current problems.
Policy Critique
0.90
@davidparkes7226
Mar 4, 2025
I cannot believe that Trump indicated in his speech that Canada sends the US disgusting and dirty food. REALLY. Canada has health inspections on everything. Trump is a liar and makes things up as he …
I cannot believe that Trump indicated in his speech that Canada sends the US disgusting and dirty food. REALLY. Canada has health inspections on everything. Trump is a liar and makes things up as he goes.
Criticizes Trump's statements about Canadian food safety as false and dishonest, challenging his credibility.
@donnawardlaw37
Mar 4, 2025
HE is a fucking clown. And it's his fault we are in this mess. Been destroying Canada since he took office in 2015.
HE is a fucking clown. And it's his fault we are in this mess. Been destroying Canada since he took office in 2015.
Directly criticizes Trudeau's governance and blames him for Canada's problems since 2015.
Policy Critique
0.90
@mattcorbett9015
Mar 4, 2025
Imposing tariffs on Allies and lifting sanction for ruSSia.\nAt least now it's clear on what side of History USA is on today...
Imposing tariffs on Allies and lifting sanction for ruSSia.\nAt least now it's clear on what side of History USA is on today...
Criticizes U.S. policy decisions (tariffs and sanctions) and frames them as morally wrong by invoking historical judgment.
@francescoguzzetta
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)