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
Stop letting people bring their whole family 😂
Stop letting people bring their whole family 😂
Critiques family reunification policy with humorous tone, suggesting restrictions on sponsoring relatives.
pro_bean
Jan 27, 2026
immigration is not the problem The people who doesnt support canadian values, civic sense, mindest.
immigration is not the problem The people who doesnt support canadian values, civic sense, mindest.
Critique of immigration policy framed around values alignment rather than immigration itself, with implicit us-vs-them framing.
mybestcollection9127
Jan 25, 2026
It's political they want to show they are controlling immigration so it's reflected in the polls / elections it's all about that liberals don't want to lose power it's just about that
It's political they want to show they are controlling immigration so it's reflected in the polls / elections it's all about that liberals don't want to lose power it's just about that
Alleges government immigration policy is motivated by electoral politics rather than genuine management, suggesting conspiratorial reasoning.
Edgar-u8m
Jan 21, 2026
I don’t trust the CRA and I wouldn’t want them doing my taxes!
I don’t trust the CRA and I wouldn’t want them doing my taxes!
Brief expression of distrust in a government institution (CRA) and its competence, representing skepticism of bureaucratic authority.
Policy Critique
0.75
kimberlyk3928
Jan 19, 2026
Good, just make sure the ones which are of value for Canada stay.
Good, just make sure the ones which are of value for Canada stay.
Critiques immigration policy by suggesting selective retention based on perceived economic value to Canada.
Policy Critique
0.75
darthvader9203
Jan 20, 2026
Let it be: we needed a break. We also have our own problems. Everwhere we went, we were hearing the song of the mosquito been played quote: a thousand have safely landed, and there's room …
Let it be: we needed a break. We also have our own problems. Everwhere we went, we were hearing the song of the mosquito been played quote: a thousand have safely landed, and there's room for a million more. Unquote.
Expresses concern about immigration intake levels and references a satirical quote suggesting Canada is accepting too many immigrants, combining policy skepticism with demographic anxiety.
a.r1832
Dec 24, 2025
Anything is higher than zero
Anything is higher than zero
Implies current deportation numbers are inadequate, critiquing policy insufficiency.
Policy Critique
0.75
jonontube
Dec 25, 2025
What a useless expert lol. It only applies for travelers that are staying more than 30 days.
What a useless expert lol. It only applies for travelers that are staying more than 30 days.
Dismisses an expert's credibility while questioning the scope of a policy rule, combining skepticism with clarification about applicability.
peterf4719
Dec 9, 2025
Implement visa system for americans
Implement visa system for americans
Proposes a specific policy change (visa system for Americans) as a critique of current immigration policy.
naturebc
Dec 9, 2025
There is mandatory photographs and fingerprinting all over the world. If the liberals would do their job and get a handle on immigration and drug labs it would be a lot different.
There is mandatory photographs and fingerprinting all over the world. If the liberals would do their job and get a handle on immigration and drug labs it would be a lot different.
Criticizes government handling of immigration and drug labs while asserting unverified claims about mandatory biometric procedures.
ShelleyAllen-sb8tz
Dec 10, 2025
Thank to Mark Carney 😡😡😡
Thank to Mark Carney 😡😡😡
Blames a specific political figure (Mark Carney) for policy decisions, expressing disapproval through emotional reaction.
Policy Critique
0.75
MarcosMaturell-g3p
Dec 8, 2025
Canada has been doing it for years, so stop complaining
Canada has been doing it for years, so stop complaining
Dismisses complaints by pointing out Canada's longstanding practice, implying hypocrisy in criticism.
Policy Critique
0.75
hamzanasih3581
Dec 10, 2025
As long as they vote liberal the unethical, corrupt, deceitful liar of a PM doesn't care.
As long as they vote liberal the unethical, corrupt, deceitful liar of a PM doesn't care.
Criticizes PM for allegedly ignoring immigration problems in exchange for Liberal voter support, making an unsubstantiated claim about political motivation.
PaulW-vs6mf
Dec 19, 2025
The liberals have even broke their compatriots.
The liberals have even broke their compatriots.
Blames the Liberal government for damaging Canadian citizens through policy decisions.
Policy Critique
0.75
jamesandrews1130
Nov 24, 2025
Should have ended 10+ years ago… Most immigrants came through Quebec (easiest route), then settled in Ontario & BC…
Should have ended 10+ years ago… Most immigrants came through Quebec (easiest route), then settled in Ontario & BC…
Critiques immigration policy duration and settlement patterns, with an unverified claim about Quebec being the 'easiest route' without supporting evidence.
wc4109
Dec 6, 2025
I say the same thing I've said for years; Canada is a massive con.
I say the same thing I've said for years; Canada is a massive con.
Broad criticism of Canada as a 'con,' suggesting systemic policy failure or deception by government.
Policy Critique
0.75
michaelfarrow5817
Nov 22, 2025
Lawyers like him are a very real problem !!
Lawyers like him are a very real problem !!
Criticizes lawyers (likely immigration lawyers) as problematic, suggesting critique of legal/policy actors facilitating immigration.
Policy Critique
0.75
shawngaertner7897
Nov 22, 2025
If you are at the airport you will be inspected in Canada, so they can't detain you, so it might be ok to travel by air.
If you are at the airport you will be inspected in Canada, so they can't detain you, so it might be ok to travel by air.
Analyzes airport inspection procedures and detention policies, suggesting air travel may be safer than other border crossing methods.
heyhandersen5802
Dec 10, 2025
Liberals losing Voters 😢
Liberals losing Voters 😢
Critiques government policy by noting electoral consequences for the ruling party.
Policy Critique
0.75
cliffhogan9723
Nov 23, 2025
Asylum seekers who commit serious crimes … and get a lessor sentence so it does affect their claim.
Asylum seekers who commit serious crimes … and get a lessor sentence so it does affect their claim.
Critiques asylum seeker sentencing policy, making an unsubstantiated claim about reduced sentences affecting immigration claims.
mightypaws2645
Nov 25, 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)