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
Bla bla bla Trudeau you need us more than we need you. So stop the illegals the drugs and pay your own way
Bla bla bla Trudeau you need us more than we need you. So stop the illegals the drugs and pay your own way
Criticizes government policy on immigration and drugs while demanding action on multiple fronts.
@goodfoot7926
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
People can say many bad thing about Trudeau, he's not perfect as a leader, but who is perfect seriously? Conservative party? I don't think Polievre is perfect either, there is no easy way to deal …
People can say many bad thing about Trudeau, he's not perfect as a leader, but who is perfect seriously? Conservative party? I don't think Polievre is perfect either, there is no easy way to deal with this, it'S going to cost a LOT of money for Canada to make sure that people and industries survives this...
Balanced critique of political leaders acknowledging complexity of governance and economic costs of policy solutions.
@yannicklocas4684
Mar 4, 2025
Equal tariffs across the board OR NO DEAL..... POUND SAND ?
Equal tariffs across the board OR NO DEAL..... POUND SAND ?
Demands specific tariff policy changes with ultimatum language, critiquing government negotiating position.
@cujo0750
Mar 4, 2025
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
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
enough with geriatrics in politics
enough with geriatrics in politics
Criticism of age-related issues in political leadership, a policy/governance concern.
Policy Critique
0.85
@vadymrud4462
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
Justi Trudeau is so soft. Terrible
Justi Trudeau is so soft. Terrible
Direct criticism of a political leader's perceived weakness in handling policy matters.
Policy Critique
0.85
@woodswoods7621
Mar 4, 2025
As a 60 year old Canadian: Justin Trudeau is the WORST Prime Minister in our histor.
As a 60 year old Canadian: Justin Trudeau is the WORST Prime Minister in our histor.
Self-identified Canadian expresses strong disapproval of the Prime Minister's performance in office.
@Joe-mz6dc
Mar 4, 2025
Trudeau is a idiot
Trudeau is a idiot
Dismissive criticism of political leadership (Trudeau) without substantive policy analysis, functioning as a general negative judgment.
Policy Critique
0.85
@neihanaluke7512
Mar 4, 2025
Ask Trudeau about the crippling carbon tax he's levied against his own people before you all go gushing over him in the comments.
Ask Trudeau about the crippling carbon tax he's levied against his own people before you all go gushing over him in the comments.
Critiques Trudeau's carbon tax policy as harmful to citizens, calling for scrutiny before praising him.
@claireadamson4138
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
The problem is Trump's doing totally the most unnecessary actions against our country and it's people! What did the American people do to deserve this unnecessary action of tariffs! They're on logic in it at …
The problem is Trump's doing totally the most unnecessary actions against our country and it's people! What did the American people do to deserve this unnecessary action of tariffs! They're on logic in it at all! I don't see any good reason, just tell the people why! I'm sure Trump doesn't have one if he says he does he's lying!
Criticism of Trump's tariff policies as unjustified and illogical, with moral questioning of their necessity.
@paulturner8040
Mar 4, 2025
Everyone hate tredau
Everyone hate tredau
Expresses general disapproval of Trudeau, the Canadian Prime Minister, as a political figure.
Policy Critique
0.85
@Jmfufghf
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)