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
The system is working way too slow and not high enough!
The system is working way too slow and not high enough!
Direct criticism of government system performance and processing speed regarding immigration.
Policy Critique
0.90
sunrider3558
Jan 1, 2026
Not their fault, the govenment didnt control immigration properly
Not their fault, the govenment didnt control immigration properly
Directly critiques government failure to properly control immigration policy.
Policy Critique
0.90
jayjaysan4955
Jan 27, 2026
trump's trade war against Canada is stoooooopid.
trump's trade war against Canada is stoooooopid.
Directly criticizes Trump's trade policy as foolish, offering evaluative judgment on government action.
Policy Critique
0.90
@truthpopup
Mar 4, 2025
Up to a $420 tax cut. What a joke.
Up to a $420 tax cut. What a joke.
Dismisses a tax cut policy as inadequate, expressing skepticism about its value.
Policy Critique
0.90
E2680-l5y
Jan 11, 2026
The number should be cut to 0.
The number should be cut to 0.
Extreme policy position advocating for zero immigration, a direct critique of current immigration levels.
Policy Critique
0.90
FlashyJoer
Jan 4, 2026
this should be Canadian CITIZEN employees. not new Canadian employees looking for PR. and the temporary foreign worker program needs to be abolished.
this should be Canadian CITIZEN employees. not new Canadian employees looking for PR. and the temporary foreign worker program needs to be abolished.
Directly critiques hiring policies and calls for abolition of the temporary foreign worker program.
Policy Critique
0.90
irishCanadianGuy68
Jan 4, 2026
This government is so incompetent
This government is so incompetent
Direct criticism of government competence in handling immigration and related policy matters.
Policy Critique
0.90
@rig7102
Feb 19, 2026
These new laws dont help 99% of canadians.
These new laws dont help 99% of canadians.
Criticizes the new laws as ineffective for the majority of Canadians, questioning their practical utility.
Policy Critique
0.90
mitch500
Jan 11, 2026
Immigration should be 0 until our infrastructure can catch up. It will solve the traffic, job, homelessness crisis.
Immigration should be 0 until our infrastructure can catch up. It will solve the traffic, job, homelessness crisis.
Argues for reducing immigration until infrastructure improves, critiquing current policy while citing economic and social problems.
CanadianLoveKnot
Jan 11, 2026
More laws and more taxes no matter who ya vote for
More laws and more taxes no matter who ya vote for
Expresses cynicism about government policy regardless of which party is in power, criticizing both taxation and legislation.
Policy Critique
0.90
dusklvr
Jan 11, 2026
All of this is too little ,too late, just trying to buy votes but if you look harder you will see they are still ripping off Canadians,shameful
All of this is too little ,too late, just trying to buy votes but if you look harder you will see they are still ripping off Canadians,shameful
Criticism of government measures as insufficient and motivated by vote-buying, with broader claim of exploitation.
Policy Critique
0.90
DickBeaudoin-jw6wy
Jan 14, 2026
Don't forget the payroll deduction increase that negates the "middle class" tax cut
Don't forget the payroll deduction increase that negates the "middle class" tax cut
Criticism of tax policy claiming payroll deductions offset advertised tax cuts.
Policy Critique
0.90
derek6044
Jan 14, 2026
Trudeau..give your people stimulus checks..Give your people some money..Words are nothing
Trudeau..give your people stimulus checks..Give your people some money..Words are nothing
Criticizes government policy (lack of stimulus checks) and implicitly calls for economic action.
@recreational420wmsd4
Mar 4, 2025
TFW are a scam by both the government and the companies who use them.
TFW are a scam by both the government and the companies who use them.
Directly critiques Temporary Foreign Worker program as a scam involving government and corporate actors.
Policy Critique
0.90
brendastebeleski6168
Feb 18, 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
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
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
The only thing D.T. is doing is ruining everything with his politic. (But I guess we all know about it).\n\nThat's the one whom signed the Free trade agreement between US, Canada and Mexico. The same …
The only thing D.T. is doing is ruining everything with his politic. (But I guess we all know about it).\n\nThat's the one whom signed the Free trade agreement between US, Canada and Mexico. The same guy whom now pretexting this agreement is not good for US.
\nHe destroys all the friendship with US allies and what has been built for decades.\nIn 4 years, what wil be left over?\n\nAmericans will suffer the incompetence of this guy.\nIf only it was not real, we could either think it's a fiction or a joke, unfortunetly neither of both of them; that's a reality.
Analyzes Trump's policy inconsistencies (trade agreements, alliance relations) and critiques their negative consequences.
Policy Critique
0.90
@frnckncz
Mar 4, 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
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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