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
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, full-time enrollment, and residency on a quarterly basis. It would drastically limit people becoming ghosts in the system. Refugees and asylum seekers should be allowed 1 appeal only and removed immediately if their claim has been denied. A 90-day grace period should be enacted to get their paperwork and affairs in order. If you're here for a better life, steps should be taken to ensure you're actively trying to accomplish that goal until citizenship is granted. Jmho.
Detailed analysis and critique of immigration policy mechanisms, proposing specific regulatory reforms for work visas, student visas, and refugee processing while maintaining a welcoming stance.
Policy Critique
0.90
bullyarena3923
Feb 24, 2026
There is nothing he says or does that makes him look competent
There is nothing he says or does that makes him look competent
Expresses criticism of a political leader's competence without providing specific policy details.
Policy Critique
0.90
@MarkKolich-y4w
Mar 4, 2025
It never ceases to amaze me what Trudeau did to our country. None of this was necessary.
It never ceases to amaze me what Trudeau did to our country. None of this was necessary.
Direct criticism of government leadership and immigration policy decisions.
Policy Critique
0.90
winstonian88
Sep 29, 2025
It's not a trade war it's evening up the tariff. Stop lying
It's not a trade war it's evening up the tariff. Stop lying
Disputes the characterization of tariff policy as a 'trade war,' arguing it's actually tariff equalization, and accuses the video/speaker of misrepresentation.
Policy Critique
0.90
@scottjackline3430
Mar 4, 2025
The U.S. has zero credibility with it's historical allies right now. No country or it's leadership can take the U.S. at it's word in any treaties or trade deals with Donald Trump at the helm. …
The U.S. has zero credibility with it's historical allies right now. No country or it's leadership can take the U.S. at it's word in any treaties or trade deals with Donald Trump at the helm. His word is completely useless. It is pointless to enter into any kind of an agreement with the U.S. under the current administration.
Critique of U.S. credibility and Trump administration's approach to international agreements and alliances.
@IvanJardine
Mar 4, 2025
Liberals f ucked Canada
Liberals f ucked Canada
Brief condemnation of Liberal government policies without elaboration.
Policy Critique
0.90
lenvillemaire4751
Feb 26, 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
Professor Jeffrey Sachs put it well regarding Trumps deficits with countries and so charging them tariffs…. “it’s like you maxed out your credit card all over town and then blamed the businesses who sold you …
Professor Jeffrey Sachs put it well regarding Trumps deficits with countries and so charging them tariffs…. “it’s like you maxed out your credit card all over town and then blamed the businesses who sold you those goods and services for selling them to you”!!
Uses an analogy to critique Trump's tariff and deficit policies, analyzing government economic decisions.
Policy Critique
0.90
@maxmartin7080
Mar 4, 2025
The immigration minister is harder to listen to than Chrystia "Freeload" was. Paid incompetence on full display!
The immigration minister is harder to listen to than Chrystia "Freeload" was. Paid incompetence on full display!
Criticism of the immigration minister's competence and performance in government role.
Policy Critique
0.90
superfast30
Mar 1, 2026
Trudeau is not for Canadians...he is for himself at the expense of Canadians.
Trudeau is not for Canadians...he is for himself at the expense of Canadians.
Direct criticism of Trudeau's leadership and policies as self-serving rather than benefiting Canadians.
Policy Critique
0.90
@sweetgrassprincess
Mar 4, 2025
Too much empty talk, no substance. Majority of Albertans don’t agree with your point of view. Why is she wasting time and money on unnecessary referendum??? Senate is a part and parcel of Parliamentary democracy, …
Too much empty talk, no substance. Majority of Albertans don’t agree with your point of view.
Why is she wasting time and money on unnecessary referendum???
Senate is a part and parcel of Parliamentary democracy, madam.
You are steering around and avoiding to fix the problems in Education, Healthcare, and green energy infrastructure.
You are not sending extra money to Ottawa as you are referring to the transfer payments among provinces. The last formula was signed up by the ex Rt Hon PM Stephen Harper, who won his seat in Calgary AB.
Comprehensive critique of government policy priorities, referendum decisions, and fiscal management, with factual references to parliamentary procedures and transfer payment history.
Policy Critique
0.90
@balboora8092
Feb 20, 2026
Trudeau!! What are you doing??? You are NOT the PM of Canada any more! You call Trump a dictator at the expense of Canadians??? You are increasing the tariffs FOR Canadians?? How idiotic!!!! Get OFF!!!!!
Trudeau!! What are you doing??? You are NOT the PM of Canada any more! You call Trump a dictator at the expense of Canadians??? You are increasing the tariffs FOR Canadians?? How idiotic!!!! Get OFF!!!!!
Directly criticizes Trudeau's policies and decisions regarding tariffs and border management with rhetorical questions.
@Boko-u1q
Mar 4, 2025
Bittersweet that we might not have someone as equipped to deal with this trade war soon. overall disagree with trudeau but he’s handled this well
Bittersweet that we might not have someone as equipped to deal with this trade war soon. overall disagree with trudeau but he’s handled this well
Nuanced critique acknowledging disagreement with Trudeau overall while crediting his handling of trade war negotiations.
Policy Critique
0.90
@rallimb486
Mar 4, 2025
This is the work of the Liberal Government.
This is the work of the Liberal Government.
Directly attributes immigration policy outcomes to the Liberal Government, critiquing government responsibility for the issue.
Policy Critique
0.90
KingDong-v4u
Jan 29, 2026
Just 2 years ago she ran a program called, 'Alberta is Calling.' Smith lobbied the Federal Government to allow *double* the amount of immigrants Alberta could accept. arguing that Alberta’s "economic miracle" required a massive …
Just 2 years ago she ran a program called, 'Alberta is Calling.' Smith lobbied the Federal Government to allow *double* the amount of immigrants Alberta could accept. arguing that Alberta’s "economic miracle" required a massive influx of labor. Ironically this immigration problem is something she lobbied and negotiated with Ottawa for. Her recent shift is just her way to point the finger at someone instead of recognizing her own failures; which created a 6.4 billion dollar deficit.
Detailed critique of political hypocrisy, documenting how a politician previously advocated for increased immigration before reversing position.
Policy Critique
0.90
@Vanderhoekx
Feb 22, 2026
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just …
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just get control of it again. Also, yes, people coming in need to become Canadian... if you come here it's because you expect it to be better than where ever you left... so you need to embrace what's here, not try and change what's here to whatever you left.
Nuanced critique of immigration policy calling for controlled intake and integration expectations rather than stopping immigration.
Policy Critique
0.90
sharis9095
Aug 26, 2025
Trump economic nonsense !!
Trump economic nonsense !!
Brief criticism of Trump's economic policies.
Policy Critique
0.90
@PeterChard888
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
He can grandstand all he wants. You dont keep your word, then your word becomes meaningless.
He can grandstand all he wants. You dont keep your word, then your word becomes meaningless.
Critiques credibility and follow-through on political commitments, questioning the value of rhetoric without action.
Policy Critique
0.90
@Joshua-nt9cc
Mar 4, 2025
Trump-Administration ist a Gouvernement of destruction.
Trump-Administration ist a Gouvernement of destruction.
Criticizes the Trump Administration as destructive, a direct critique of government policy and leadership.
Policy Critique
0.90
@ClaudiaS193
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)