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
You choose to go to a French speaking area so you should learn French. As simple as that
You choose to go to a French speaking area so you should learn French. As simple as that
Critiques immigrant language integration expectations as a policy/social norm in French-speaking regions.
Policy Critique
0.90
gracianomendoza8671
Aug 30, 2025
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
And that’s why Trudeau’s own party abandoned him and forced him out.
And that’s why Trudeau’s own party abandoned him and forced him out.
Comment criticizes Trudeau's leadership and references his party's decision to force him out, engaging in political critique.
Policy Critique
0.90
@AB-he8of
Mar 4, 2025
Him slapping excessive tariffs on many countries will only hurt Americans. He never thought that these countries will do the same to America.
Him slapping excessive tariffs on many countries will only hurt Americans. He never thought that these countries will do the same to America.
Criticizes tariff policy as economically counterproductive, analyzing unintended consequences of trade actions.
@nutrity2584
Mar 4, 2025
Canadians. Take my silly advice! \nJUSTIN TRUDEAU AND THE LIBERAL PARTY IS YOUR PROBLEM !!!
Canadians. Take my silly advice! \nJUSTIN TRUDEAU AND THE LIBERAL PARTY IS YOUR PROBLEM !!!
Directly blames Trudeau and the Liberal Party as the problem, framed as critical advice to Canadians.
@Prezzyknowz
Mar 4, 2025
Planned stupidity. From Miller to Fraser to Diab - planned stupidity.
Planned stupidity. From Miller to Fraser to Diab - planned stupidity.
Direct criticism of successive immigration ministers' competence, labeling their approach as deliberate mismanagement.
Policy Critique
0.90
jeremysametz1699
Feb 27, 2026
liberals ruined canada
liberals ruined canada
Brief political criticism blaming a political party for Canada's problems, without specific policy details.
Policy Critique
0.90
psp785
Sep 21, 2025
Blame the Liberals and Trudeau for this bloody mess
Blame the Liberals and Trudeau for this bloody mess
Blames government leadership for immigration policy failures without specific evidence or detailed analysis.
Policy Critique
0.90
surpotel8016
Sep 21, 2025
This is not about Putin CNN, it's about fair trade between the US and Canada.
This is not about Putin CNN, it's about fair trade between the US and Canada.
Critiques trade policy framing, rejecting a particular narrative about the issue.
Policy Critique
0.90
@samwestover9953
Mar 4, 2025
I'm sick and tired of this false right wing narrative that the Trudeau Lib party let in all the Indians. I lived in Brampton until 2005 and white flight started well before that. It's been …
I'm sick and tired of this false right wing narrative that the Trudeau Lib party let in all the Indians. I lived in Brampton until 2005 and white flight started well before that. It's been called Bramledesh for longer than I can remember. Trudeau wasn't PM until 2016.
Challenges the narrative that Trudeau's government caused demographic change, citing historical timeline and earlier demographic shifts.
Faux_59
Sep 20, 2025
Too many immigrants let in at once
Too many immigrants let in at once
Brief criticism of immigration volume and pace of intake.
Policy Critique
0.90
shabadoo24
Sep 21, 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
immigration office should have an english language proficiency test. If anyone does not score 90/100, then visas shouldn't be granted.
immigration office should have an english language proficiency test. If anyone does not score 90/100, then visas shouldn't be granted.
Proposes a specific policy change (English language proficiency test requirement) as criticism of current immigration procedures.
Policy Critique
0.90
johnkrammer7193
Sep 27, 2025
Federal liberal incompetence
Federal liberal incompetence
Direct criticism of federal Liberal government's competence in handling immigration policy.
Policy Critique
0.90
KP24839
Feb 18, 2026
There is no logic, reason or precedent for these tariffs. It’s just on a whim, on a crackpot idea from a man who knows nothing about international economics. It’s folly.
There is no logic, reason or precedent for these tariffs. It’s just on a whim, on a crackpot idea from a man who knows nothing about international economics. It’s folly.
Direct criticism of tariff policy as illogical and based on poor economic reasoning.
Policy Critique
0.90
@DD-sr9xm
Mar 4, 2025
Trudeau destroyed Canada.
Trudeau destroyed Canada.
Blames the Prime Minister for Canada's problems, a broad policy critique without specific details.
Policy Critique
0.90
eyesopen6110
Sep 29, 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
NOW? Should have done that 10years ago!!!!!
NOW? Should have done that 10years ago!!!!!
Criticizes government for delayed action on immigration enforcement, implying policy failure.
Policy Critique
0.90
sj9256
Feb 18, 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
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
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)