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
Too much free crap.
Too much free crap.
Brief criticism of government benefits or social programs related to immigration.
Policy Critique
0.85
hongolloyd8728
Feb 17, 2026
Blame your federal government leadership, dirty immigration lawyers, and the ecosystem who thrives on weak loop holes in the Canadian system. Shame on the Canadian government
Blame your federal government leadership, dirty immigration lawyers, and the ecosystem who thrives on weak loop holes in the Canadian system. Shame on the Canadian government
Directly criticizes federal government leadership, immigration lawyers, and systemic loopholes while invoking shame as a moral judgment.
@Mronpointwithrighteour1
Feb 21, 2026
Man you are legit doing the peoples work, this level of corruption is out of hand. Thank you Tyler
Man you are legit doing the peoples work, this level of corruption is out of hand. Thank you Tyler
Commends the video creator for exposing government corruption and bureaucratic dysfunction, framing it as investigative work addressing systemic problems.
knox7737
Jan 27, 2026
Alberta has ZERO sales tax. Cry harder--especially when Danielle Smith asked to INCREASE immigrants in her throne speech last year. Now she blames immigrants. Disgusting!
Alberta has ZERO sales tax. Cry harder--especially when Danielle Smith asked to INCREASE immigrants in her throne speech last year. Now she blames immigrants. Disgusting!
Critiques political hypocrisy by pointing out Alberta's tax policy and the premier's contradictory stance on immigration.
@dajusta87
Feb 21, 2026
We really need an elected Senate.
We really need an elected Senate.
Advocates for electoral reform of the Senate as a governance improvement, a straightforward policy position.
Policy Critique
0.85
@JohnE-e1d
Feb 21, 2026
Healthe care, jasper fire, laboratory services, no new job creation, teachers issues, increased pedestrian death on the road, insurance & electricity increase😢
Healthe care, jasper fire, laboratory services, no new job creation, teachers issues, increased pedestrian death on the road, insurance & electricity increase😢
Lists multiple government failures and public service issues (healthcare, jobs, infrastructure) as criticisms of policy outcomes.
@LuLU-ep7wf
Feb 20, 2026
I'm all for referenda, the trouble is when government picks the issue, they are usually doing so for political reasons, not legislative ones. Harper pulled the same thing when he took a first nations treaty …
I'm all for referenda, the trouble is when government picks the issue, they are usually doing so for political reasons, not legislative ones. Harper pulled the same thing when he took a first nations treaty agreement that had been twenty years in the making between THREE levels of government and threw it to a referendum of a population that had NO idea what it was about, so they just reacted along racist lines thinking 'first nations are taking over'.
But in any case, a referenda is better than not, sure as hell wish we had Citizens Initiatives in my province to stop some of the horrible public policy decisions.
Analyzes referendum mechanisms critically, provides historical example of government misuse, and argues for better democratic processes like citizen initiatives.
@mikearchibald744
Feb 20, 2026
Hey Danielle, do these people you are trying to kick out of our social programs pay taxes and contribute to these programs? Why should they have to pay twice? I have a better idea, how …
Hey Danielle, do these people you are trying to kick out of our social programs pay taxes and contribute to these programs? Why should they have to pay twice? I have a better idea, how about you implement responsible fiscal policy instead of fear mongering against immigrants. It may be a good idea to regain the revenue you lost when you cut corporate taxes.
Critiques government policy on immigration and social programs while arguing for responsible fiscal policy instead of fear-mongering.
@campbellssoup7870
Feb 20, 2026
Voter restriction in Canada, really??? Last time I checked there’s a board called Election Canada and a piece of paper called “voter cards”. What about married women who have their names changed? Or ppl living …
Voter restriction in Canada, really??? Last time I checked there’s a board called Election Canada and a piece of paper called “voter cards”. What about married women who have their names changed? Or ppl living in rural areas with missing paperwork???
Challenges voter restriction policy by questioning its practical implementation and raising concerns about marginalized groups (married women, rural residents), combining policy critique with implicit questions about fairness.
@mabel6664
Feb 20, 2026
Alberta cannot legally or constitutionally separate from Canada without the consent of First Nations, whose treaty rights and land titles predate the province's existence. Indigenous leaders consider unilateral separation unconstitutional and a violation of Treaty …
Alberta cannot legally or constitutionally separate from Canada without the consent of First Nations, whose treaty rights and land titles predate the province's existence. Indigenous leaders consider unilateral separation unconstitutional and a violation of Treaty 8, with many challenging separation
Analyzes constitutional and legal barriers to separation while invoking Indigenous treaty rights as a moral and legal constraint on provincial action.
@Snowman2001-gp7mj
Feb 21, 2026
Before u give Trudeau senior any credit , he was the one who started the change in Canada from a producer to a service country from bring in immigrants that produced in the 50’s and …
Before u give Trudeau senior any credit , he was the one who started the change in Canada from a producer to a service country from bring in immigrants that produced in the 50’s and 60’s to bringing in low paying service jobs from the 70’s till now. This decline started 50 years ago
Critiques historical immigration policy decisions and their economic consequences, attributing Canada's economic decline to policy choices.
Dogdays-f3h
Feb 20, 2026
This is a direct result of the worst Prime Minister Canada has ever seen: Justin Trudeau.
This is a direct result of the worst Prime Minister Canada has ever seen: Justin Trudeau.
Direct criticism of the Prime Minister and his governance as the cause of current problems.
Policy Critique
0.85
unreadmessages-tl6sd
Aug 27, 2025
You want more power in parliament yet less people...not how it works
You want more power in parliament yet less people...not how it works
Points out a logical inconsistency in a political position regarding parliamentary representation and population.
Policy Critique
0.85
@Mypromiselive
Feb 20, 2026
What is Danielle going to do after ruining Albertas' economy. She will deflect and blame others, as always.
What is Danielle going to do after ruining Albertas' economy. She will deflect and blame others, as always.
Criticizes a political leader's handling of Alberta's economy and accuses them of deflection, with an implicit us-vs-them framing about provincial governance.
@robert4031
Feb 21, 2026
CANADA NEEDS TO IMPOSE AN IMMIGRATION NATIONALITY CAP so we don’t end up with an inordinate amount of people coming from the same country like we do now! This method also assures REAL DIVERSITY.
CANADA NEEDS TO IMPOSE AN IMMIGRATION NATIONALITY CAP so we don’t end up with an inordinate amount of people coming from the same country like we do now! This method also assures REAL DIVERSITY.
Proposes a specific policy change (immigration nationality cap) while framing it as a diversity measure, combining policy critique with identity-based framing.
USA-CANADA1480
Feb 20, 2026
Alberta was calling skilled labour. The Federal Liberals were calling refugees and foreing students- of learning centers. LOL Many of these Federal recuits ended up in Alberta, unfortunatley. Alberta usually has more social benefits than …
Alberta was calling skilled labour. The Federal Liberals were calling refugees and foreing students- of learning centers. LOL Many of these Federal recuits ended up in Alberta, unfortunatley. Alberta usually has more social benefits than any other province. So these Lliberal imported refugees are more likely to head there.
Critiques federal and provincial immigration policy divergence, comparing different recruitment strategies and their outcomes.
@forsell9036
Feb 20, 2026
A lot of finger pointing, and very little accountability going on.
A lot of finger pointing, and very little accountability going on.
Criticizes government officials for deflecting blame without taking responsibility for policy outcomes.
Policy Critique
0.85
@lowerglenrosa
Feb 20, 2026
Wow, so the rest of the country is bailing out Alberta now with transfer payments because Smith and her cronies thought they'd have more oil revenues this year but the price of oil tumbled. So …
Wow, so the rest of the country is bailing out Alberta now with transfer payments because Smith and her cronies thought they'd have more oil revenues this year but the price of oil tumbled. So now the provincial coffers are running low and she's - of course - blaming everyone else but herself, while trying to shore up more American style privatization and provincial controls from the feds through her little referendum schtick. She's a separatist that smiles like a crooked car salesman while selling lemons to Albertans.
Detailed critique of provincial fiscal mismanagement, privatization agenda, and the premier's leadership, with strong moral disapproval.
@leethstarwatcher
Feb 20, 2026
lol, you cannot control immigration, it’s a Canadian issue. You have no authority to change national immigration policy. And again, because you seem to be too dumb to understand, Alberta does not fund the country’s …
lol, you cannot control immigration, it’s a Canadian issue. You have no authority to change national immigration policy. And again, because you seem to be too dumb to understand, Alberta does not fund the country’s equalization transfers.
Critiques government authority and policy jurisdiction while asserting provincial identity and challenging factual claims about equalization transfers.
@martinwoodworking
Feb 20, 2026
It’s beyond me how anyone trusts this corporate oil and gas shill.
It’s beyond me how anyone trusts this corporate oil and gas shill.
Critiques the credibility of a political figure based on perceived corporate interests and bias.
Policy Critique
0.85
@j.z.5678
Feb 20, 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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Discourse Quality (Perspective API)