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
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
Trudeau destroyed canada and resigned why is he speaking.
Trudeau destroyed canada and resigned why is he speaking.
Criticizes Trudeau's governance and questions his legitimacy to speak on current issues.
Policy Critique
0.90
@pooldoctorz
Mar 4, 2025
Trudeau wrecked it for sure.
Trudeau wrecked it for sure.
Direct criticism attributing policy failure to Prime Minister's leadership.
Policy Critique
0.90
whiskeytango9769
Jun 16, 2025
So we are charging 50% now? Because we were already charging 25%. The US just matched what we were charging. This is beyond stupid.
So we are charging 50% now? Because we were already charging 25%. The US just matched what we were charging. This is beyond stupid.
Critiques tariff policy by presenting factual context (prior 25% rate) to argue the current response is illogical or poorly informed.
Policy Critique
0.90
@jonathanbarnes5569
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
Lies, lies and more lies. Oh look he can lie in Fench too ?
Lies, lies and more lies. Oh look he can lie in Fench too ?
Accuses the speaker of dishonesty and criticizes their communication, targeting credibility and truthfulness.
Policy Critique
0.90
@CMack10
Mar 4, 2025
Trudeau is a joke, all of canada hates him. lets get a real leader in office.
Trudeau is a joke, all of canada hates him. lets get a real leader in office.
Criticizes Trudeau and current leadership, implicitly calling for electoral change through 'get a real leader' framing.
@TheseNutz1000
Mar 5, 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
Stop allowing foreign students to come in the back door thru universities .
Stop allowing foreign students to come in the back door thru universities .
Criticizes the policy mechanism of allowing foreign students entry through universities as a loophole.
kathycondello75
Apr 19, 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
Sds program abused and Canadian government is responsible
Sds program abused and Canadian government is responsible
Directly criticizes government handling of a specific program (SDS) and assigns responsibility.
Policy Critique
0.90
jyotisaini7023
Sep 30, 2025
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
Thought Trump was going to do good for the us/ the western world. But he has literally lost it now.
Thought Trump was going to do good for the us/ the western world. But he has literally lost it now.
Expresses disappointment with Trump's performance and policies, suggesting he has 'lost it,' representing critical analysis of political leadership.
Policy Critique
0.90
@Spector06111
Mar 5, 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
UCP never campaigned on a referendum, let’s have an election instead.
UCP never campaigned on a referendum, let’s have an election instead.
Critiques the government's approach by noting lack of campaign promise and advocating for an election instead.
@jeffreynicol8287
Feb 20, 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
I support the Alberta government focusing on unattended provincial responsibilities. This is just pandering and scapegoating their failures by getting you to focus on federal elephants. Do what you can and should be doing instead …
I support the Alberta government focusing on unattended provincial responsibilities. This is just pandering and scapegoating their failures by getting you to focus on federal elephants. Do what you can and should be doing instead of this dog and pony show. Alberta needs attention now!
Criticizes government for scapegoating federal issues instead of addressing provincial responsibilities and failures.
Policy Critique
0.90
@MichaelPaul-TheVisitor
Feb 20, 2026
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
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
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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)