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
Are you kidding me? This has been going on for too long? Why is our government so slow? Government is a joke! Anyone with any criminal violation should be deported. Save tax payer money.
Are you kidding me? This has been going on for too long? Why is our government so slow? Government is a joke! Anyone with any criminal violation should be deported. Save tax payer money.
Criticizes government slowness and inefficiency, advocates for deportation of criminals to save taxpayer money.
@viewGTAhomes
Feb 19, 2026
10:53 thre we go.. if you say yes.. you should be deported immediately.. you’re using canada.. that spot could have gone to someone who really wanted to make canada their identity and home.. This is …
10:53 thre we go.. if you say yes.. you should be deported immediately.. you’re using canada.. that spot could have gone to someone who really wanted to make canada their identity and home..
This is what really pisses me off wit this.
Criticizes immigration policy and argues that immigrants should be deported if they don't fully commit to Canadian identity.
npcimknot958
Jan 27, 2026
Well we know the government isn't gonna do a damn thing as they're the ones that let them come here
Well we know the government isn't gonna do a damn thing as they're the ones that let them come here
Criticizes government for permitting immigration and failing to address resulting problems.
Policy Critique
0.85
scoobydeuce848
Feb 18, 2026
Blame the liberal government and its immigration policy
Blame the liberal government and its immigration policy
Directly criticizes government immigration policy and assigns blame to the Liberal government.
Policy Critique
0.85
j2koolc922
Feb 18, 2026
They lowered the standards for refugee claimants and lowered our living standards
They lowered the standards for refugee claimants and lowered our living standards
Criticizes government policy on refugee standards while linking it to economic impact on living standards.
pamlambert7181
Feb 17, 2026
Deport the criminals and stop letting people in our country is not able to support more .. hospitals are closing
Deport the criminals and stop letting people in our country is not able to support more .. hospitals are closing
Calls for deportation and criticizes immigration policy while citing healthcare system strain as justification.
susanrachel5583
Feb 18, 2026
I dont wanna sound mean but ya'll can thank our prime minister for that
I dont wanna sound mean but ya'll can thank our prime minister for that
Directly attributes immigration problems to the Prime Minister's policy decisions.
Policy Critique
0.85
randomencountersteelix
Feb 18, 2026
Carney government failing.
Carney government failing.
Brief criticism of government performance on an unspecified issue, likely related to the video topic.
Policy Critique
0.85
kinfolk127
Feb 18, 2026
Well here we go…we have a massive immigration problem and this is the first news report I’ve seen that talks deportation, 10! Wow, millions here on temporary visas that are now expired and we’ve deported …
Well here we go…we have a massive immigration problem and this is the first news report I’ve seen that talks deportation, 10! Wow, millions here on temporary visas that are now expired and we’ve deported 10!
Criticizes government response to immigration as inadequate, citing millions of expired visa holders versus only 10 deportations.
mikeking134
Feb 18, 2026
A bit late guys to start doing your job
A bit late guys to start doing your job
Criticism of government inaction and delayed response to immigration enforcement responsibilities.
Policy Critique
0.85
downwittreehugers
Feb 18, 2026
How can you let in a population in numbers that you can’t police? Brilliant planning by the Trudeau government.
How can you let in a population in numbers that you can’t police? Brilliant planning by the Trudeau government.
Questions government capacity to manage immigration numbers, implying security/control concerns under Trudeau administration.
BramStoked-uq4hp
Feb 18, 2026
This is all on the LIBERAL GOVERNMENT! Full Stop!!!
This is all on the LIBERAL GOVERNMENT!
Full Stop!!!
Blames the Liberal government for immigration issues, expressing strong criticism of policy.
darrylhubbard931
Feb 18, 2026
This is bad! Wtf canada is doing!!?
This is bad! Wtf canada is doing!!?
Expresses disapproval of Canadian government actions without specific policy details, representing general criticism of governance.
Policy Critique
0.85
jango26
Jan 27, 2026
I hope Canada learnt it's lesson now on RESPONSIBLE & VETTED immigration!
I hope Canada learnt it's lesson now on RESPONSIBLE & VETTED immigration!
Expresses hope that Canada will adopt more stringent, vetted immigration policies, critiquing current approach as insufficiently responsible.
Policy Critique
0.85
CoconutPatel
Feb 18, 2026
14:15 don't forget Carney was involved with that for five years.
14:15 don't forget Carney was involved with that for five years.
Attributes responsibility to a named official for a five-year involvement in a policy matter.
Policy Critique
0.85
hotrodplumber
Feb 17, 2026
The problem is the liberal government who lets anyone in the country
The problem is the liberal government who lets anyone in the country
Criticizes government policy on immigration admissions while implying national identity concerns about who belongs in Canada.
johnnunes2993
Feb 18, 2026
10 people. , That's all you can do. Bro the Police are useless
10 people. , That's all you can do. Bro the Police are useless
Criticizes the effectiveness of police enforcement, arguing that 10 deportations are insufficient and institutions are failing.
Policy Critique
0.85
Treps1
Feb 18, 2026
Mass Immigration continues to be a problem in Canada, and until Carney gets this under control Canadians will increasing be opposed to it.
Mass Immigration continues to be a problem in Canada, and until Carney gets this under control Canadians will increasing be opposed to it.
Critiques immigration policy and expresses concern about public opposition, framing mass immigration as a problem requiring government control.
Opine.Social
Feb 17, 2026
fall? you mean like an accident, or the result of not paying attention? Just a little passive oopsy, nobody at fault? It was gutted, actively destroyed by the Liberals Grow a spine, Brian. The Liberals …
fall? you mean like an accident, or the result of not paying attention? Just a little passive oopsy, nobody at fault?
It was gutted, actively destroyed by the Liberals
Grow a spine, Brian.
The Liberals want Canada to be more like Europe - overrun by populations that will turn it into just another Islamist shthl
Criticizes Liberal government policy on immigration while expressing demographic anxiety and framing immigration as a threat to Canadian identity.
lauraf2584
Feb 18, 2026
Canada is too generous by far. We need to go back to the good system we had under PM Harper. We also need to enforce our laws and kick the illegals out. Or the very …
Canada is too generous by far. We need to go back to the good system we had under PM Harper. We also need to enforce our laws and kick the illegals out. Or the very least, cut off the social programs to these people.
Criticizes current immigration policy as too generous and calls for stricter enforcement, with underlying anxiety about resource allocation.
kind_Kyle
Feb 17, 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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