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
Sorry can't listen anymore more talk an talk and talk lol but nothing is happening time for Alberta to get out of this circus
Sorry can't listen anymore more talk an talk and talk lol but nothing is happening time for Alberta to get out of this circus
Criticizes government inaction and ineffectiveness while implicitly calling for Alberta's separation from federal governance.
ParryEvans-us1bs
Feb 27, 2026
All the politicians and bureaucrats don't know what is happening or they just don't care and just cashing money.
All the politicians and bureaucrats don't know what is happening or they just don't care and just cashing money.
Criticizes government officials and bureaucrats for incompetence or corruption in managing the system.
Policy Critique
0.85
Hazara26
Feb 27, 2026
What is the reason for this shitgovernment lieberal TRAITORS to be in charge of Canada??? Not sure what the BEOTCH is planning for next! Another huge bowl of word salad????
What is the reason for this shitgovernment lieberal TRAITORS to be in charge of Canada???
Not sure what the BEOTCH is planning for next! Another huge bowl of word salad????
Harshly criticizes government leadership with inflammatory language and expresses concern about future policy decisions.
FrankRivet-gf8bi
Feb 27, 2026
Why are Canadians paying for hotels for non-Canadians when Canadians are experiencing homelessness?
Why are Canadians paying for hotels for non-Canadians when Canadians are experiencing homelessness?
Critiques government resource allocation policy while implicitly appealing to fairness by contrasting treatment of non-citizens versus homeless citizens.
wendyleonenko8962
Feb 24, 2026
The most useless 3 stooges - Fraser , Miller and now Diab. Be honest get rid of people whom don't belong here, reduce the numbers , clear the backlog and let's bring back manageable numbers …
The most useless 3 stooges - Fraser , Miller and now Diab. Be honest get rid of people whom don't belong here, reduce the numbers , clear the backlog and let's bring back manageable numbers of honest applicants whom deserve to be here and will contribute. How hard is that? So sick of the racist rant and many immigrants I know that followed the rules to come cannot stand the Liberal mantra.
Criticizes government ministers and immigration policy while asserting that immigrants should meet specific criteria and contribute.
pm4833-x4z
Feb 27, 2026
Working immigrant here, if they don't pay towards it the shouldn't get it, also they shouldn't be allowed to come before their claim for refuge is valid, but even at that , why is their …
Working immigrant here, if they don't pay towards it the shouldn't get it, also they shouldn't be allowed to come before their claim for refuge is valid, but even at that , why is their problems canadas problems
Commenter critiques refugee and immigration policy eligibility requirements while raising economic concerns about taxpayer burden.
robertscahill7987
Feb 24, 2026
It’s about time the conservatives start getting serious about the state of this country.
It’s about time the conservatives start getting serious about the state of this country.
Calls for Conservatives to take stronger action on national issues, implicitly critiquing current government policy.
Policy Critique
0.85
thedudejackietreehorn
Feb 24, 2026
Liberals dont care what you think. They are in it for power. Liberals have zero accountability and are above the law. Proof was when the courts decide they violated the constitution when they froze thebank …
Liberals dont care what you think. They are in it for power. Liberals have zero accountability and are above the law. Proof was when the courts decide they violated the constitution when they froze thebank avvounts of peaceful trucker protest. Zero repercussions no one held accountable. Liberals do not care. Zero accountability
Criticizes Liberal government accountability and constitutional violations, with underlying anxiety about unchecked power.
SNoble-v6j
Feb 27, 2026
Why isn’t the aiming that message at Doug Ford and Danielle Smith? They control healthcare in their provinces
Why isn’t the aiming that message at Doug Ford and Danielle Smith? They control healthcare in their provinces
Commenter critiques government policy by questioning why provincial leaders aren't being held accountable for healthcare issues.
jaybae3657
Feb 24, 2026
Common sense. Liberals just step aside and take your resume with your last pay check for a permanent vacation.
Common sense. Liberals just step aside and take your resume with your last pay check for a permanent vacation.
Criticizes Liberal government policy using 'common sense' framing and calls for their removal from office.
wseto09
Feb 24, 2026
Cette politicienne prend des cas d’abus sans en dire combien de cas. Et sans fournir la solution quant à savoircommment on peut différencier lesquels sont légitimes et lesquels sont bogues comme elle dit,
Cette politicienne prend des cas d’abus sans en dire combien de cas. Et sans fournir la solution quant à savoircommment on peut différencier lesquels sont légitimes et lesquels sont bogues comme elle dit,
Critiques the politician for citing abuse cases without providing numbers or solutions for distinguishing legitimate from fraudulent claims.
Policy Critique
0.85
suntzu623
Feb 24, 2026
Canada is the most corrupt G7 country
Canada is the most corrupt G7 country
Makes a sweeping claim about Canadian government corruption relative to other G7 nations, critiquing institutional integrity.
iverjohnson4656
Feb 27, 2026
The two village idiots Sean Fraser and Marc Miller, the previous Immigration Ministers were just as clueless and incompetent. So no real change after 11 years.
The two village idiots Sean Fraser and Marc Miller, the previous Immigration Ministers were just as clueless and incompetent. So no real change after 11 years.
Direct criticism of specific immigration ministers and their competence over an 11-year period.
Policy Critique
0.85
hammerhead2184
Feb 27, 2026
She is doing as she is told. In a corporation the CEO makes the decisions and pass down the orders down the chain of command for them to repeat. The PMO issues the talking points …
She is doing as she is told. In a corporation the CEO makes the decisions and pass down the orders down the chain of command for them to repeat. The PMO issues the talking points and the Minister follows them.
Analyzes government bureaucratic structure and decision-making hierarchy, critiquing how policy directives flow from PMO to ministers.
Policy Critique
0.85
BonzoThePoodle
Feb 26, 2026
The liberals minister for immigration doesn't have a clue. She is not going to win this argument. Just take a look around you. Sick of this.
The liberals minister for immigration doesn't have a clue. She is not going to win this argument. Just take a look around you. Sick of this.
Criticizes the immigration minister's competence and expresses general dissatisfaction with policy direction.
richardbarfett1569
Feb 26, 2026
Of course the Liberals don't know what is going on. If they knew what was going on then they could be held accountable and it appears that is something no Liberal wants. They don't want …
Of course the Liberals don't know what is going on. If they knew what was going on then they could be held accountable and it appears that is something no Liberal wants. They don't want to take responsibility ever for anything that they do and they rely on equally inept voters to keep them in office.
As to the subject at hand, Canadians should not be responsible for immigrants or people claiming asylum health costs for anything past their first 6 months here. Going past 6 months indicates that they have yet to gain employment and are living off our backs. Those who are still here after being turned back should be located and sent packing immediately regardless of their present standing. For example, someone came here and was rejected but never left. Today they get picked up and now they claim they have a family here. They should still be removed because if they had left when they were supposed to they wouldn't have that family now would they. Yes, it may appear to be harsh but is it not harsh to use the funds provided by people who have a legal right to be here to support those who never should have been here?
Detailed critique of government accountability and specific policy proposals regarding immigrant healthcare and deportation procedures.
oh8wingman
Feb 26, 2026
What Canadians need to know is that the Carney Liberal Government has used the same policies on Immigration as the Unhinged Democratic Party in the 🇺🇸bad policies like open borders/illegal Immigration and the funding of …
What Canadians need to know is that the Carney Liberal Government has used the same policies on Immigration as the Unhinged Democratic Party in the 🇺🇸bad policies like open borders/illegal Immigration and the funding of Special Interest Groups all while hurting the Tax Payers and the destruction of Strong Economies with know Trade Deals with 🇺🇸🤝🇨🇦
Criticizes government immigration policy as harmful, compares Canada to US Democratic policies, and argues economic damage to taxpayers.
davidnicholson923
Feb 26, 2026
Incompetent ministers in this government
Incompetent ministers in this government
Direct criticism of government ministers and their competence in executing policy.
Policy Critique
0.85
SandraFruehauf
Feb 26, 2026
A clueless immigration minister fits in well with a clueless electorate . The illegal alien extortionists that have been caught in murder and assault with ilegal handguns have claimed asylum and have about six years …
A clueless immigration minister fits in well with a clueless electorate . The illegal alien extortionists that have been caught in murder and assault with ilegal handguns have claimed asylum and have about six years of taxpayer funded lawyers to help them remain in Canada. Tim Hortons laid off Canadian full time workers and imported temporary part time workers and the tacpayer pays half their wages. A company worty of a nation wide boycott.
Criticizes immigration minister and asylum/legal system while citing economic concerns about worker displacement and taxpayer costs.
ReddyFox73
Feb 26, 2026
I would day no refugees get anything beyond emergency or maintenance health care. And no appeals.
I would day no refugees get anything beyond emergency or maintenance health care. And no appeals.
Proposes restrictive policy changes regarding refugee healthcare access and appeals processes, critiquing current immigration support mechanisms.
Policy Critique
0.85
jenevievephillips
Feb 24, 2026
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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)