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
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
Don't forget Harper's campaign slogan was.......@TRUDOPE HE'S JUST NOT READY>>>>this is now proven, even though it was apparent to the educated and critical thinking citizens that were born here and lived the CND lifestyle.
Don't forget Harper's campaign slogan was.......@TRUDOPE HE'S JUST NOT READY>>>>this is now proven, even though it was apparent to the educated and critical thinking citizens that were born here and lived the CND lifestyle.
Criticizes current government leadership competence by invoking past political messaging and contrasting with 'born here' citizens.
JonathanSchwartz-r4w
Feb 17, 2026
Total abuse, most have no patients for immigration after this gong show especially last 5 years of these morons bringing in votes and cheaper compliant labor
Total abuse, most have no patients for immigration after this gong show especially last 5 years of these morons bringing in votes and cheaper compliant labor
Criticizes government immigration policy as a 'gong show' driven by political motives and labor exploitation, combining policy critique with economic and demographic concerns.
Hightower613
Feb 17, 2026
How much are you going to and have already spent on studies to Separate our Province, Legal fights to shaft Teachers back to work. You are the problem and anyone who supports you !
How much are you going to and have already spent on studies to Separate our Province, Legal fights to shaft Teachers back to work. You are the problem and anyone who supports you !
Criticizes government spending on separation and legal fights while attacking supporters, framed as policy opposition.
@jamesbelanger9947
Feb 20, 2026
Independence wouldn't pay for your teachers, doctors, nurses and public services your tax payer pay for that. Everyone pay taxes not just Albertains
Independence wouldn't pay for your teachers, doctors, nurses and public services your tax payer pay for that. Everyone pay taxes not just Albertains
Critiques the independence argument by pointing out shared tax-funded public services and challenging the premise that only Albertans pay taxes.
@charlesobrien9431
Feb 20, 2026
Ah Danielle Smith most recent dog whistle, all she has is these distractions because when you look at her actual policy it is her mismanagement that is all she has as a legacy.
Ah Danielle Smith most recent dog whistle, all she has is these distractions because when you look at her actual policy it is her mismanagement that is all she has as a legacy.
Criticizes politician for using divisive rhetoric as distraction from poor policy record and mismanagement.
Policy Critique
0.85
@archforge
Feb 20, 2026
Remove permanent residence programs, only ask for citizens by birth or naturalize after one year as a work permit holder
Remove permanent residence programs, only ask for citizens by birth or naturalize after one year as a work permit holder
Proposes alternative immigration policy approach, critiquing current permanent residence programs.
Policy Critique
0.85
@amanjitduggalcanada
Feb 20, 2026
Alberta is a province. Immigration to Canada is a federal responsibility. If Alberta wants to compete for those workers, they will need to improve public services, and assure workers are paid enough to afford to …
Alberta is a province. Immigration to Canada is a federal responsibility. If Alberta wants to compete for those workers, they will need to improve public services, and assure workers are paid enough to afford to live there. Alberta is an expensive place to live. I know that from experience. Alberta also benefits from the education and investments made by Canada. And Alberta benefits from the pipeline that Justin Trudeau forced through. SO STOP WHINING. AND stop sounding so much like trumpler the king of Kraznovia.
Detailed critique of Alberta's complaints about federal immigration policy, arguing the province has other responsibilities and benefits.
@carltonlarsen
Feb 20, 2026
increase oil royalties. you decreased oil royalties and are surprised we have a deficit?
increase oil royalties. you decreased oil royalties and are surprised we have a deficit?
Commenter critiques the politician's past fiscal decisions regarding oil royalties as the cause of current deficits.
@Xusemeh
Feb 20, 2026
What do you suspect mass immigration equals mass crime my thanks to the liberal government never will I vote for the liberals again. They are ruining Canada . Prices have risen with no end in …
What do you suspect mass immigration equals mass crime my thanks to the liberal government never will I vote for the liberals again. They are ruining Canada . Prices have risen with no end in sight and yet immigration gets housing and money from the government, while seniors get a small pension young people with children are struggling. The government has lost its priorities giving our tax dollars away. Mark Carney is not a politician. He’s a banker. The liberals have to go.
Combines criticism of government immigration policy with economic concerns about housing and pensions, framed as government misallocation of resources.
@heatherstephenson4398
Feb 19, 2026
The federal government needs to be investigated for allowing this into our country !
The federal government needs to be investigated for allowing this into our country !
Demands investigation into government immigration policy with implicit call for accountability.
@Freeburningpapers
Feb 19, 2026
Established systems honed with years of experience and court decisions are very vulnerable to moronic politicians like Justin Trudeau. The liberals wanted to import more voters who would be so grateful for the opportunity to …
Established systems honed with years of experience and court decisions are very vulnerable to moronic politicians like Justin Trudeau. The liberals wanted to import more voters who would be so grateful for the opportunity to come to Canada they would vote liberal. The liberals wanted to promote their woke, “save the planet” doctrine no matter what the consequences. That way Justin, the self-righteous airhead, could deliver his famous word salad speeches telling people how magnanimous he was opening our doors to every creep, loser, terrorist, thief and freeloader other countries were trying to get rid of. They came by the thousands. We’ll never be rid of them.
Extensive criticism of Liberal immigration policy, combining partisan attack, demographic anxiety, and claims about voter manipulation.
garywagner2466
Feb 19, 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)