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
TFW are a scam by both the government and the companies who use them.
TFW are a scam by both the government and the companies who use them.
Directly critiques Temporary Foreign Worker program as a scam involving government and corporate actors.
Policy Critique
0.90
brendastebeleski6168
Feb 18, 2026
The two year probationary period for immigrant spouses was a good idea and it should be reinstated...
The two year probationary period for immigrant spouses was a good idea and it should be reinstated...
Advocates for reinstatement of a specific immigration policy (spousal probationary period), directly critiquing current regulations.
Policy Critique
0.90
josephlawson9704
Feb 19, 2026
Need way more deportations.
Need way more deportations.
Direct call for increased deportation policy implementation.
Policy Critique
0.90
jq9474
Dec 25, 2025
All caused by the (successive) federal government.
All caused by the (successive) federal government.
Blames successive federal governments for immigration problems, critiquing government responsibility.
Policy Critique
0.90
Atheism_Wins
Jan 20, 2026
Immigration officials are NOW investigating… Too bad they didn’t do their jobs before allowing them in..
Immigration officials are NOW investigating… Too bad they didn’t do their jobs before allowing them in..
Directly criticizes immigration officials and government processes for failing to properly vet individuals before admission.
Policy Critique
0.90
@Mugs-i4q
Feb 19, 2026
Remember everybody this is the governments fault
Remember everybody this is the governments fault
Direct attribution of immigration problems to government policy and decision-making.
Policy Critique
0.90
@bonesvali7836
Feb 18, 2026
I THOUGHT TRUMP WAS SUPPOSED TO MAKE AMERICA GREAT AGAIN!!!\nANOTHER LIE!!!
I THOUGHT TRUMP WAS SUPPOSED TO MAKE AMERICA GREAT AGAIN!!!\nANOTHER LIE!!!
Criticizes Trump's policies and campaign promises as unfulfilled, framed as a broken commitment.
Policy Critique
0.90
@Warren-o3y
Mar 4, 2025
Canada has substantially reduced immigration from 2025 onwards.
Canada has substantially reduced immigration from 2025 onwards.
Factual statement about Canadian immigration policy changes, presenting policy information without explicit judgment.
Policy Critique
0.90
Ram_Kishan2308
Jan 27, 2026
The US didn't declare a trade war, we didn't want it either. President Trumpski did this all on his own.
The US didn't declare a trade war, we didn't want it either. President Trumpski did this all on his own.
Critiques Trump's trade war policy as unilateral and undesired, analyzing government decision-making.
Policy Critique
0.90
@thomast6741
Mar 4, 2025
So we got rid of 18000 and added 50000. This government is such a joke.
So we got rid of 18000 and added 50000. This government is such a joke.
Criticizes government policy by comparing deportation numbers to new admissions, expressing disapproval.
Policy Critique
0.90
beanz23232
Dec 29, 2025
It's all thanks to Trudeau
It's all thanks to Trudeau
Attributes immigration policy outcomes to Prime Minister Trudeau, implying criticism of government leadership and policy decisions.
Policy Critique
0.90
laterob7641
Jan 27, 2026
we need to stop accepting people in the country
we need to stop accepting people in the country
Criticism of current immigration acceptance policy without specific action demand.
Policy Critique
0.90
robcasa2496
Dec 29, 2025
Liberals have destroyed Canada. Wake up people. I’ll never vote for liberals. Carney is a bad omen. I can’t trust the liberal leadership. Vote for conservatives.
Liberals have destroyed Canada. Wake up people. I’ll never vote for liberals. Carney is a bad omen. I can’t trust the liberal leadership. Vote for conservatives.
Expresses strong criticism of the Liberal government's handling of Canada and urges voting for conservatives.
greggieboy393
Apr 15, 2025
So, to understand Donald's logic here, in order to reduce the money making on drug gangs, he is increasing costs on normal people ! ?
So, to understand Donald's logic here, in order to reduce the money making on drug gangs, he is increasing costs on normal people ! ?
Critiques the logic and effectiveness of a specific policy approach regarding drug-related tariffs.
Policy Critique
0.90
@omarzaag3924
Mar 4, 2025
Should be zero immigration until Canadians first problems are corrected
Should be zero immigration until Canadians first problems are corrected
Advocates for zero immigration policy until domestic issues are resolved, framing it as a policy position.
johndeparare3028
Apr 14, 2025
As a Canadian I'm embarrassed to see anyone supporting this PM now after all the bullshit he's put us through in the last 8 years. It's sad to see you've all been vaccinated into idiocracy!
As a Canadian I'm embarrassed to see anyone supporting this PM now after all the bullshit he's put us through in the last 8 years. It's sad to see you've all been vaccinated into idiocracy!
Personal statement of embarrassment as a Canadian combined with criticism of PM's 8-year record.
@cloudseedingcalifornia6760
Mar 4, 2025
As much as I disagree with most of Trudeau’s domestic politics I must say that this was a good address and seems to be where he is strongest. With that said though I still would …
As much as I disagree with most of Trudeau’s domestic politics I must say that this was a good address and seems to be where he is strongest. With that said though I still would not vote liberal in the next election.
Nuanced critique acknowledging some strengths while expressing disagreement with domestic policy and voting intentions.
Policy Critique
0.90
@rancorslayer5228
Mar 4, 2025
Whoever supports this guy has never really follow Canadian politics. This dude has been destroying Canada since he stepped in the office. It’s crazy how the media try so hard to clean up his image. …
Whoever supports this guy has never really follow Canadian politics. This dude has been destroying Canada since he stepped in the office. It’s crazy how the media try so hard to clean up his image. We are all hopeless ?
Criticizes Trudeau's governance record over 9 years and media coverage, focusing on policy performance and political accountability.
Policy Critique
0.90
@jcabram9002
Mar 4, 2025
NOT NEARLY ENOUGH
NOT NEARLY ENOUGH
Brief criticism that deportation efforts are inadequate, a policy critique.
Policy Critique
0.90
decentalmonds
Dec 30, 2025
Every single thing the liberals touched is far worse than it was in 2015.
Every single thing the liberals touched is far worse than it was in 2015.
Directly criticizes Liberal government policies by claiming deterioration since 2015, a comparative policy assessment.
Policy Critique
0.90
andrewgiblin3468
Feb 18, 2026
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)