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
18000 that's it your wired backwards needs to be atleast 5 million
18000 that's it your wired backwards needs to be atleast 5 million
Criticizes the deportation number as insufficient, arguing for dramatically higher targets as policy correction.
Policy Critique
0.80
robertjenkins8645
Dec 27, 2025
People who make false refugee claim should be forced to pay for the who cost.
People who make false refugee claim should be forced to pay for the who cost.
Proposes a policy change requiring false refugee claimants to bear financial costs, critiquing current system accountability.
Policy Critique
0.80
kam-j9s
Dec 24, 2025
Vet people VERY VERY, STRINGENTLY. Deport criminals, and non tax payers. Go after the GANGS. Jail or deport. Huge numbers of Americans are trying to get in as well. Their democracy has failed. We must …
Vet people VERY VERY, STRINGENTLY.
Deport criminals, and non tax payers. Go after the GANGS.
Jail or deport.
Huge numbers of Americans are trying to get in as well.
Their democracy has failed.
We must save our own country.
Demands stricter vetting and deportation policies while calling for action against gangs and non-taxpayers, with comparative framing about Americans.
Democracyatstake2025
Dec 27, 2025
It's to late liberals government has completely destroyed Canada more taxe money just throwing it away
It's to late liberals government has completely destroyed Canada more taxe money just throwing it away
Criticizes government spending and policy effectiveness while invoking economic concerns about tax money allocation.
leonardgoguen4194
Dec 27, 2025
18000 is a joke. The Liberals are destroying our country with their Liberal numbers. WTF.
18000 is a joke. The Liberals are destroying our country with their Liberal numbers. WTF.
Criticizes government immigration numbers and party policy while framing it as national harm.
BarbGagnier
Dec 25, 2025
Wow....absolutely pathetic individuals who are employed/paid with our tax dollars to govern immigration related issues presented here..and they dont know....f*#ing pathetic
Wow....absolutely pathetic individuals who are employed/paid with our tax dollars to govern immigration related issues presented here..and they dont know....f*#ing pathetic
Criticizes government officials and immigration governance as incompetent and wasteful of taxpayer money.
Policy Critique
0.80
Jarajenn3
Dec 23, 2025
Thanks to the Canadian Government. They should be ashamed of themselves.
Thanks to the Canadian Government. They should be ashamed of themselves.
Expresses criticism of Canadian Government policy decisions regarding immigration, with moral disapproval implied.
Policy Critique
0.80
D37fit
Dec 14, 2025
It’s not consistent as Snowbirds will tell you. Most never got fingerprinted, some asked officers about new forms ,they had no idea and went on their way.
It’s not consistent as Snowbirds will tell you. Most never got fingerprinted, some asked officers about new forms ,they had no idea and went on their way.
Criticizes inconsistent enforcement of border procedures, supported by anecdotal evidence from snowbirds' experiences.
Diane-no5nx
Dec 11, 2025
There is nothing as expected we dont see it .... i beleive that medias trying to brainwash general public that something going on call deportation now time to calm down ..but in reality its something …
There is nothing as expected we dont see it .... i beleive that medias trying to brainwash general public that something going on call deportation now time to calm down ..but in reality its something really really slow process ..need more authority ,power and independent reporting to border authorities and new appointments from.canadian rooted candidates
Critiques government deportation efforts as insufficient and slow, with unsubstantiated claims about media manipulation and lack of independent reporting.
falconhunt786
Dec 25, 2025
I’d gladly pay for more resources toward removing these people than for housing and feeding them. And most importantly. Our healthcare system should be prioritized for Canadians first, not for refugees and asylum seekers trying …
I’d gladly pay for more resources toward removing these people than for housing and feeding them. And most importantly. Our healthcare system should be prioritized for Canadians first, not for refugees and asylum seekers trying to milk our system for their needs.
Critiques resource allocation and healthcare prioritization policy while framing immigrants as threats to Canadian citizens.
mayyeung9970
Dec 24, 2025
His best advice is “comply” he said bring taxes and proof of bank accounts. Just don’t go, they don’t want anybody there anyway, not even their own citizens.
His best advice is “comply” he said bring taxes and proof of bank accounts. Just don’t go, they don’t want anybody there anyway, not even their own citizens.
Criticizes government requirements (taxes, bank account proof) and advises against travel, combining policy critique with discouragement.
dbla_12
Dec 10, 2025
these numbers are laughable, a slap in the face of all Canadian tax payers and law abiding citizens of this country
these numbers are laughable, a slap in the face of all Canadian tax payers and law abiding citizens of this country
Criticizes immigration numbers as inadequate policy response, framing as offensive to taxpayers and law-abiding citizens.
countdemoney9598
Dec 25, 2025
Rookie numbers
Rookie numbers
Dismisses immigration numbers as insufficient, critiquing current policy as inadequate.
Policy Critique
0.80
dennykeaton9701
Dec 25, 2025
Well thats a start, how about tripleing it by monthly and stop the bleeding of our economy to these criminals . Lawyers are opertunistic thieves .
Well thats a start, how about tripleing it by monthly and stop the bleeding of our economy to these criminals . Lawyers are opertunistic thieves .
Calls for tripled deportations, frames immigrants as criminals draining the economy, and criticizes lawyers as opportunistic.
wooddust1234
Dec 25, 2025
Dialysis is for people with CHRONIC kidney disease, just how long are we supposed to fund the worlds treatment? Our healthcare system is strained to its capacity! Every week one can find a news story …
Dialysis is for people with CHRONIC kidney disease, just how long are we supposed to fund the worlds treatment?
Our healthcare system is strained to its capacity!
Every week one can find a news story about someone who was waitlisted too long for an oncologist or a scan, and no longer has a chance of recovery ❤️🩹
Critiques healthcare funding priorities and system capacity strain, framing immigration-related healthcare costs as unsustainable policy.
janeross-opazo1057
Dec 24, 2025
Why aren't those who brought them in paying to remove them?
Why aren't those who brought them in paying to remove them?
Questions why government officials responsible for immigration admissions should not bear the financial cost of deportations.
wilbback8589
Dec 24, 2025
deport deport trudumbs mistakes
deport deport trudumbs mistakes
Criticizes government immigration policy and attributes it to the Prime Minister's decisions.
grantboucher9342
Dec 24, 2025
You brought 5 million peoples all over the world without even background check and what do u expect? Soon other countries will also do the same things with canada look at canada 4 million to …
You brought 5 million peoples all over the world without even background check and what do u expect? Soon other countries will also do the same things with canada look at canada 4 million to 5 million temporary resident in canada
Criticizes government immigration policy for insufficient background checks and warns of reciprocal consequences from other nations.
Jutt_4X4
Dec 8, 2025
It would be nice to get 500,000 every six months
It would be nice to get 500,000 every six months
Expresses preference for higher immigration intake targets as a policy position.
Policy Critique
0.80
Becxx88
Dec 24, 2025
About time 👍🏽👍🏽👍🏽👍🏽
About time 👍🏽👍🏽👍🏽👍🏽
Brief approval of government action on immigration, expressing support for stricter policy direction.
Policy Critique
0.80
leschnoothegreat
Dec 24, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)