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
People who do not answer the question or give a round around should be fired on the spot and arrested . Government is so dam good at this crap .
People who do not answer the question or give a round around should be fired on the spot and arrested .
Government is so dam good at this crap .
The commenter criticizes government officials and bureaucratic processes for evasiveness and poor accountability.
Policy Critique
0.90
Andrew-g8c9p
Oct 9, 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
Trudeau..give your people stimulus checks..Give your people some money..Words are nothing
Trudeau..give your people stimulus checks..Give your people some money..Words are nothing
Criticizes government policy (lack of stimulus checks) and implicitly calls for economic action.
@recreational420wmsd4
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
PET made our systems far worse across multiple metrics, and Justin hit overdrive on the damage.
PET made our systems far worse across multiple metrics, and Justin hit overdrive on the damage.
Criticizes government policies under past and current leadership for worsening multiple systems.
Policy Critique
0.90
grandmufftwerkin9037
Jun 16, 2025
trump's trade war against Canada is stoooooopid.
trump's trade war against Canada is stoooooopid.
Directly criticizes Trump's trade policy as foolish, offering evaluative judgment on government action.
Policy Critique
0.90
@truthpopup
Mar 4, 2025
IRCC & CBSA are a joke under the Liberal Govt.
IRCC & CBSA are a joke under the Liberal Govt.
Directly criticizes immigration agencies and government performance under Liberal administration.
Policy Critique
0.90
niknikwhosthere
Sep 29, 2025
As an American, I am embarrassed. I have loved travelling to Toronto, and working directly with my Canadian colleagues. These tariffs are plain dumb, and can only be explained by Putin's influence on the FOTUS …
As an American, I am embarrassed. I have loved travelling to Toronto, and working directly with my Canadian colleagues. These tariffs are plain dumb, and can only be explained by Putin's influence on the FOTUS in America.
Combines personal experience as American with criticism of tariff policy, attributing it to external influence.
@thegoyzilla1
Mar 4, 2025
The Liberals have destroyed our beloved country
The Liberals have destroyed our beloved country
Direct criticism of Liberal government's handling of national affairs, attributing country's problems to government incompetence.
Policy Critique
0.90
BriceBurnstad-b3m
Feb 27, 2026
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
Easing russian sanctions, then putting tarrifs to allies that makes stupid sense.
Easing russian sanctions, then putting tarrifs to allies that makes stupid sense.
Critique of contradictory policy decisions regarding Russian sanctions and tariffs on allies.
Policy Critique
0.90
@rollendecuzar282
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
"We need talent"? We have talent! Canada is full of talent going to waste. Our government would rather import foreigners and slide them into canadian universitys and jobs than support, educate and train Canadians. The …
"We need talent"? We have talent! Canada is full of talent going to waste. Our government would rather import foreigners and slide them into canadian universitys and jobs than support, educate and train Canadians. The old argument that canada just does not have the talent is starting to sound like "other countries have the talent" that Canadians don't measure up..... we need to elect people who think Canadians ARE the talent!
Critiques government immigration policy as prioritizing foreign talent over Canadian citizens, with implicit call to elect different leaders.
creatinglinusonlineschoolo8355
Nov 22, 2025
There is no common sense in the liberal government!!!
There is no common sense in the liberal government!!!
Directly criticizes the liberal government's lack of common sense in policy-making, a clear policy critique.
Policy Critique
0.90
karenarseneault479
Feb 18, 2026
Don't immigrate anyone.
Don't immigrate anyone.
A direct, blunt statement opposing immigration policy without elaboration or emotional framing.
Policy Critique
0.90
@aleksanderkuncwicz7277
Feb 20, 2026
You are absolutely Correct. Our government is a disgrace and disaster
You are absolutely Correct. Our government is a disgrace and disaster
Blanket criticism of Canadian government performance and competence.
Policy Critique
0.90
@Stephaniee11
Mar 4, 2025
The Alberta government can't unilaterally change the Canadian Constitution!
The Alberta government can't unilaterally change the Canadian Constitution!
Points out legal/constitutional limitations on provincial government authority regarding proposed immigration changes.
Policy Critique
0.90
@frndlystrangr
Feb 20, 2026
This the product of Tirdos polices. Him and his cronies be held accountable .
This the product of Tirdos polices. Him and his cronies be held accountable .
Blames government leadership for policies and calls for accountability.
dukelawrence5830
Sep 28, 2025
This is insane the level of incompetence is mind boggling.
This is insane the level of incompetence is mind boggling.
Criticizes government competence and policy execution without specific claims or evidence.
Policy Critique
0.90
TreeSharks
Nov 22, 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
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)