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
Refuge's claim should be deemed recevable only if made outside the canadian territory. In an other country, in a canadian embassy.
Refuge's claim should be deemed recevable only if made outside the canadian territory. In an other country, in a canadian embassy.
Proposes a specific policy change regarding where refugee claims should be processed, critiquing current asylum procedures.
Policy Critique
0.85
Ben-bq5dn
Feb 26, 2026
Carney doesn't care Gary Anandasangaree is still a minister, explain that one.
Carney doesn't care Gary Anandasangaree is still a minister, explain that one.
Questions government accountability by pointing out a minister's continued position despite poor performance.
Policy Critique
0.85
TheTracerB
Feb 26, 2026
I'm not letting the immigration Minister off the hook but it was Sean Frazier Mark Miller that left her this mess two of the worst immigration ministers ever Dumb and Dumber
I'm not letting the immigration Minister off the hook but it was Sean Frazier Mark Miller that left her this mess two of the worst immigration ministers ever Dumb and Dumber
Critiques previous immigration ministers for leaving the current minister with systemic problems, focusing on policy failure.
Policy Critique
0.85
shawnbroome2861
Feb 26, 2026
Two Solutions: 1- Must remove asylum seekers quicker, 6 months? 2- THe Supreme Cpourt, unelected and appointed must stop MAKING LAWS, the job of our Elected Representatives.
Two Solutions: 1- Must remove asylum seekers quicker, 6 months? 2- THe Supreme Cpourt, unelected and appointed must stop MAKING LAWS, the job of our Elected Representatives.
Proposes two specific policy solutions: faster asylum processing and limiting judicial lawmaking, framing these as necessary reforms.
davidimrie9548
Feb 26, 2026
Sean Fraser was a disaster with this portfolio, and now he's the Attorney General. 🙃
Sean Fraser was a disaster with this portfolio, and now he's the Attorney General. 🙃
Criticizes Sean Fraser's performance in the immigration portfolio and his subsequent appointment as Attorney General.
Policy Critique
0.85
grandmufftwerkin9037
Feb 26, 2026
Everyone like to blame the feds and yet their only part of the story. The rot is your provincial government and municipal… maybe it’s not working out for you.
Everyone like to blame the feds and yet their only part of the story. The rot is your provincial government and municipal… maybe it’s not working out for you.
Critiques the tendency to blame federal government while ignoring provincial and municipal responsibility for housing/services issues.
Policy Critique
0.85
jsb1993-g5c
Feb 26, 2026
Sickening when she says it’s paid for by the Feds. It’s paid for by taxpayers.
Sickening when she says it’s paid for by the Feds. It’s paid for by taxpayers.
Critiques government spending framing by asserting taxpayers fund programs, combining fiscal policy analysis with moral objection.
RetiredNewfie
Feb 24, 2026
We shouldn't offer Healthcare of any kind to non citizens or non permanent residents. Let's say that again another way. Healthcare should only go to citizens and permanent residents, and temporary foriegn workers. Nobody else …
We shouldn't offer Healthcare of any kind to non citizens or non permanent residents. Let's say that again another way.
Healthcare should only go to citizens and permanent residents, and temporary foriegn workers. Nobody else should get anything unless they pay up front out of pocket.
Commenter proposes a specific policy position restricting healthcare access based on immigration status, framed as a critique of current policy.
chriscatherwood4806
Feb 24, 2026
We need ICE to step up in Canada, but they are pussies the government is corrupt! The Voting Libtard idiots want this, it has ruined Canada!
We need ICE to step up in Canada, but they are pussies the government is corrupt! The Voting Libtard idiots want this, it has ruined Canada!
Criticizes government immigration enforcement and blames political opponents, combining policy critique with partisan identity framing.
GoodCitizen-rq7wf
Feb 25, 2026
The Liberals are spending billions to win votes. They don’t seem to prioritize Canadians’ long-term interests. Instead, it feels like they are focused on gaining power and using taxpayer money for their own benefit.
The Liberals are spending billions to win votes. They don’t seem to prioritize Canadians’ long-term interests. Instead, it feels like they are focused on gaining power and using taxpayer money for their own benefit.
Criticizes Liberal government spending priorities and accuses them of misusing taxpayer money for political gain.
DSBertin
Feb 24, 2026
Canadian citizens cant even properly defend themselves against an intruder in their own home. This is the same government who didnt allow us to visit our sick family members. You think they care about us.
Canadian citizens cant even properly defend themselves against an intruder in their own home. This is the same government who didnt allow us to visit our sick family members. You think they care about us.
Criticizes government policies on self-defense and pandemic restrictions while expressing distrust in government competence.
davelee522
Feb 18, 2026
They can fly in thousands of these people a day, but they can only get 10 out? Seems it's all about votes and not about the lives of Canadians
They can fly in thousands of these people a day, but they can only get 10 out? Seems it's all about votes and not about the lives of Canadians
Criticizes government policy inconsistency (admitting many while evacuating few) and suggests political motives over citizen welfare.
danieldavis1502
Feb 18, 2026
Corruption is a big part of it
Corruption is a big part of it
Brief critique attributing immigration issues to systemic corruption in government or institutions.
Policy Critique
0.85
bramptoncrimevideos
Feb 18, 2026
GREAT DISCUSSIONS! CANADA IS BROKE AND BROKEN!
GREAT DISCUSSIONS! CANADA IS BROKE AND BROKEN!
Expresses criticism of Canada's state while using hyperbolic language suggesting systemic failure and concern.
Jim-jg3xq
Feb 24, 2026
hooray hooray Canada's gonna be safe!! we've deported 10 criminals and nine more are waiting trial… our immigration and justice system in Canada is a a fxcking joke!!!!!
hooray hooray Canada's gonna be safe!! we've deported 10 criminals and nine more are waiting trial… our immigration and justice system in Canada is a a fxcking joke!!!!!
Uses sarcasm to criticize Canada's immigration and justice system as ineffective, with sarcastic 'hooray' opening.
Policy Critique
0.85
CanPaisa4612
Feb 18, 2026
I agree with Michelle somewhat, but she doesn't need to exaggerate. It will be a lot stronger if she gives just the actual numbers. 80% of claimants are legitimate , it's not 50%. I wish …
I agree with Michelle somewhat, but she doesn't need to exaggerate. It will be a lot stronger if she gives just the actual numbers. 80% of claimants are legitimate , it's not 50%. I wish both sides would just stick to facts.
Critiques both the speaker's exaggeration and broader political discourse, advocating for evidence-based policy discussion over rhetoric.
Alexa-777-u9d
Feb 24, 2026
I agree that Canada has become a safe haven for criminal behaviour dependent on voluntary compliance. This is a systemic problem that is going to take years to correct. Grateful more is being done and …
I agree that Canada has become a safe haven for criminal behaviour dependent on voluntary compliance. This is a systemic problem that is going to take years to correct. Grateful more is being done and I hope laws continues in that direction.
Commenter critiques systemic policy problems in Canada's immigration enforcement while expressing moral concern about criminal behavior and voluntary compliance.
francesstone.recovery
Feb 18, 2026
Wow 10 people deported, one criminal charge out the door.
Wow 10 people deported, one criminal charge out the door.
Criticizes the effectiveness of deportation enforcement, suggesting inadequate government action on immigration violations.
Policy Critique
0.85
RamRegularCabAdventures
Feb 18, 2026
Call ICE, CBSA is useless waste my tax money
Call ICE, CBSA is useless waste my tax money
Criticizes CBSA as ineffective and wasteful of taxpayer money, calling for stronger enforcement alternatives.
rikijulius4014
Feb 18, 2026
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when …
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when elections are being rigged and infringed upon. I love my Country but I would welcome being the 51 st state right now because I am so discouraged and see no hope or change on the horizon.
Expresses frustration with government handling of immigration policy and systemic dysfunction, with underlying anxiety about national decline and loss of hope.
LabMamato3
Feb 24, 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)