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
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
Assimilation needs to be a requirement.
Assimilation needs to be a requirement.
Advocates for a specific policy requirement (assimilation) while implicitly asserting cultural/national identity boundaries.
a.h.i267
Oct 10, 2025
Trump need to prove his claims to be allowed to claim emergency powers.
Trump need to prove his claims to be allowed to claim emergency powers.
Demands evidence and accountability for emergency power claims, critiquing the basis for policy decisions.
Policy Critique
0.85
@Thatsmessedupman
Mar 4, 2025
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
Trump is really shafting America
Trump is really shafting America
Brief criticism of Trump's policies and their negative impact on America.
Policy Critique
0.85
@rogerleadbeter1625
Mar 4, 2025
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section.
Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
The commenter critiques both specific government communication failures and broader systemic issues around how migrants/international students are treated, with moral concerns about fairness and respect.
yvessaintsin
Oct 9, 2025
wow 2 ignorant, greedy & selfish people single handily are ruining our country for millions from the inside out SMH!!… what a disgrace!
wow 2 ignorant, greedy & selfish people single handily are ruining our country for millions from the inside out SMH!!… what a disgrace!
Criticizes leaders for ruining the country through poor governance, framed as an attack on specific individuals' policy decisions rather than identity-based blame.
@chelcea123
Mar 4, 2025
Doesn't deportation fix this tax dollars being wasted here is see . No more .
Doesn't deportation fix this tax dollars being wasted here is see . No more .
Questions deportation policy and raises concern about tax dollars being wasted, combining policy critique with economic argument.
bridgethardwick2885
Oct 8, 2025
Drop the tariffs on US goods and we will immediately drop the tariffs on Canadian goods. I fail to see why this is so difficult.
Drop the tariffs on US goods and we will immediately drop the tariffs on Canadian goods. I fail to see why this is so difficult.
Critiques tariff policy as illogical and calls for reciprocal trade action.
Policy Critique
0.85
@wb6162
Mar 4, 2025
If he really cared about the fentanyl epidemic and drug addicts he wouldn't be cutting funding for programs that help drug addicts. He wouldn't be cutting funding to mental health programs. He wouldn't be cutting …
If he really cared about the fentanyl epidemic and drug addicts he wouldn't be cutting funding for programs that help drug addicts. He wouldn't be cutting funding to mental health programs. He wouldn't be cutting funding to programs that help poorer families and children. He does not care about the working class and Americans who are already struggling. The only people he cares about are his wealthy buddies, and even then, it's more about their money than anything else. If any of them lost everything tomorrow, he wouldn't reach out to them with open arms and support, lol.
Detailed critique of Trump's policy priorities, arguing his actions contradict his stated concern for vulnerable populations.
@Shellyshocked
Mar 4, 2025
Trudeau has done more damage to Canada than the US tarrifs ever could
Trudeau has done more damage to Canada than the US tarrifs ever could
Directly criticizes Trudeau's governance record as more damaging than external economic pressures.
Policy Critique
0.85
@Marie-AnnePAJALA
Mar 4, 2025
Trudeau your country already told you to step down, Americans agree. If you cared about Canadians, you wouldn't have waited til now to do something
Trudeau your country already told you to step down, Americans agree. If you cared about Canadians, you wouldn't have waited til now to do something
Criticizes the PM's delayed response to public pressure and implies failure to prioritize Canadian interests, with implicit call for action.
@robertmclain7010
Mar 4, 2025
Oh did trudeau just say he wants fentynol wiped from the face of the earth while its legalized here ?? Wtf.
Oh did trudeau just say he wants fentynol wiped from the face of the earth while its legalized here ?? Wtf.
Criticizes perceived contradiction in government policy regarding fentanyl legalization versus stated anti-drug goals.
Policy Critique
0.85
@dylantisic8395
Mar 4, 2025
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills.
IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country.
On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility.
IRCC, this is not immigration — this is fraud facilitated by weak laws.
Primarily critiques IRCC loopholes and proposes policy reforms, with embedded unverified claims about contract marriages and fake colleges lacking evidence.
Shabnam-if6bb
Oct 4, 2025
IRCC declined visas for genuine tourists who want to unite with their family and approving visas for fraud applications.
IRCC declined visas for genuine tourists who want to unite with their family and approving visas for fraud applications.
Critiques IRCC decision-making as inconsistent, with unverified claims about visa approval patterns for fraud versus legitimate applications.
harishpardeshi7261
Oct 4, 2025
thank the liberal government for letting them all in and stealing every one’s jobs
thank the liberal government for letting them all in and stealing every one’s jobs
Blames government policy for immigration levels and job displacement, combining policy criticism with economic concerns.
rileykacher4558
Oct 3, 2025
Why the fuck did we tariff Canada?
Why the fuck did we tariff Canada?
Expresses frustration with tariff policy as a government decision, though phrased as a rhetorical question rather than detailed analysis.
Policy Critique
0.85
@TheeAllGameShootist
Mar 4, 2025
Trudeau is an idiot king. This speech from a guy that has been pushing for the legalization of hard drugs across Canada and leaving our borders wide open. He has pissed away Canada’s prosperity on …
Trudeau is an idiot king. This speech from a guy that has been pushing for the legalization of hard drugs across Canada and leaving our borders wide open. He has pissed away Canada’s prosperity on wasteful spending and his climate agenda. This buffoon has zero credibility. He is an actor and puts in a good show. I’ll give him that. Mr tough guy. He is laughable. We need a real leader in Canada.
Comprehensive critique of Trudeau's policies on drugs, borders, spending, and climate; frames him as lacking credibility and leadership.
@richardtrembecki8449
Mar 4, 2025
The government is literally destroying the country in real time.
The government is literally destroying the country in real time.
Expresses strong criticism of government actions with alarmist language about national destruction.
Henry-go9nm
Oct 4, 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)