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
Search & Filter
Policy Critique
5,980 comments
Trump is irresponsible, reckless, and absolutely has no idea how to run government, this is the worst president in American history
Trump is irresponsible, reckless, and absolutely has no idea how to run government, this is the worst president in American history
Direct criticism of Trump's competence and presidential performance without additional framing.
Policy Critique
0.90
@Siennazzzz8
Mar 4, 2025
There is no justification or need whatsoever for keeping parliament porogued, PM Trudeau. And no justification for Trudeau to not have put more effort into drug and border controls over the last nine years.
There is no justification or need whatsoever for keeping parliament porogued, PM Trudeau. And no justification for Trudeau to not have put more effort into drug and border controls over the last nine years.
Directly criticizes PM Trudeau's decisions on parliament prorogation and lack of effort on drug/border controls over nine years.
Policy Critique
0.90
@nonasmith2405
Mar 4, 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
This is exactly what the liberals wanted.
This is exactly what the liberals wanted.
Blames liberal government policy for immigration outcomes without elaboration.
Policy Critique
0.90
BD-zn2jd
Aug 25, 2025
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
Come on !!! How many years Canadian tax has been mismanaging?
Come on !!! How many years Canadian tax has been mismanaging?
Criticizes government mismanagement of tax revenue in relation to immigration policy.
Policy Critique
0.90
surasap2552
Jan 16, 2026
Donald is ruining the US.
Donald is ruining the US.
Direct criticism of Trump's impact on the US, a straightforward policy/leadership critique.
Policy Critique
0.90
@annettedreiling3323
Mar 4, 2025
Hey Trudeau. I don’t believe anything that comes out of your mouth. You have had a decade to improve things and you have done nothing but the complete opposite on purpose. Go away!
Hey Trudeau. I don’t believe anything that comes out of your mouth. You have had a decade to improve things and you have done nothing but the complete opposite on purpose. Go away!
Direct criticism of Trudeau's decade-long record and policy failures, with implicit call for his removal.
@crumber7
Mar 4, 2025
I would still accept people graduating from Quebec university with degrees in Computer Science, Medicine, mathematics. It is just being more selective.
I would still accept people graduating from Quebec university with degrees in Computer Science, Medicine, mathematics. It is just being more selective.
Proposes a selective immigration approach based on professional qualifications rather than blanket restrictions.
Policy Critique
0.90
BobThompson-y9p
Nov 25, 2025
Canada is fucked! You need mass deportations
Canada is fucked! You need mass deportations
Criticizes Canada's immigration situation and calls for mass deportations as a policy solution.
JeffBowman-z7h
Jan 27, 2026
This guy brags about having permanent residence, which is essentially Canadian citizenship, but can't speak English lmao. Brutal policy from the Canadian government.
This guy brags about having permanent residence, which is essentially Canadian citizenship, but can't speak English lmao.
Brutal policy from the Canadian government.
Criticizes Canadian government policy for granting permanent residence/citizenship to individuals without English proficiency.
Policy Critique
0.90
user-gn9ip5zu5k
Jan 27, 2026
I hate our government so much.
I hate our government so much.
Direct expression of dissatisfaction with government performance and leadership.
Policy Critique
0.90
@cartwrightworm1317
Mar 4, 2025
The Liberal Party sold out Canada for votes.
The Liberal Party sold out Canada for votes.
Direct criticism of Liberal Party immigration policy as motivated by electoral self-interest rather than national interest.
Policy Critique
0.90
RebuttalRecords
Aug 26, 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
you do not stand for any Canadian you lie through your teeth you have not stood for Canada in 9 years
you do not stand for any Canadian you lie through your teeth you have not stood for Canada in 9 years
Direct criticism of PM's record over 9 years, accusing him of not representing Canadians.
Policy Critique
0.90
@franksibbick5811
Mar 4, 2025
It’s all about the profits. It’s no longer about the people that’s how much money government can make off the people.
It’s all about the profits. It’s no longer about the people that’s how much money government can make off the people.
Critiques government priorities as profit-driven rather than people-centered, a systemic policy complaint.
Policy Critique
0.90
Lakeboii70
Aug 26, 2025
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
3 years... for someone to get citizenship is such a joke...
3 years... for someone to get citizenship is such a joke...
Criticizes the citizenship timeline as unreasonable bureaucratic policy.
Policy Critique
0.90
KrisMTL
Feb 4, 2026
What an entirely useless government, useless.
What an entirely useless government, useless.
Brief dismissal of government effectiveness without elaboration, expressing frustration with institutional performance.
Policy Critique
0.90
suez6087
Dec 16, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)