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
The Alberta Is Calling campaign ran from 2022 to 2023. In 2024 Danielle Smith wrote to Justin Trudeau begging for more immigrants. In 2025 Danielle Smith tried to bring in immigrant workers from the UAE.
The Alberta Is Calling campaign ran from 2022 to 2023. In 2024 Danielle Smith wrote to Justin Trudeau begging for more immigrants. In 2025 Danielle Smith tried to bring in immigrant workers from the UAE.
Documents contradictory policy positions by Danielle Smith across multiple years to highlight inconsistency in immigration stance.
Policy Critique
0.90
@ktechnology9146
Feb 20, 2026
Anyone who is NOT a citizen, who commits a drug or violent crime, should get deported period.
Anyone who is NOT a citizen, who commits a drug or violent crime, should get deported period.
Advocates for mandatory deportation of non-citizens convicted of drug or violent crimes, proposing a specific policy position.
Policy Critique
0.90
deanbusch2727
Feb 18, 2026
The Canadian Immigration System is broken....
The Canadian Immigration System is broken....
Direct criticism of the immigration system's functionality and effectiveness.
Policy Critique
0.90
zakiahmed376
Jan 15, 2026
I’m an Indian, and let me state the reality clearly. India has repeatedly warned Canada that many individuals seeking asylum there include criminals facing serious charges or jail time in India. Some exploit the Khalistan …
I’m an Indian, and let me state the reality clearly. India has repeatedly warned Canada that many individuals seeking asylum there include criminals facing serious charges or jail time in India. Some exploit the Khalistan narrative to falsely claim political persecution, allowing them to gain asylum and citizenship. These networks have contributed to gang wars, drug trafficking, and rising violence in Canada. Khalistani extremists have a proven history of terrorism, including the Air India bombing Canada’s deadliest terror attack. If Canada genuinely wants to curb shootings, drug cartels, and organized crime, it must treat Khalistani extremist groups as terrorist organizations and stop offering safe haven to criminals. This is not about Sikhs,peaceful people. The problem arises when criminals and extremists are protected under the guise of activism. Canada’s continued refusal to extradite such individuals reflects a failure of policy, largely under the Trudeau government.
Detailed critique of Canadian immigration and asylum policy, citing specific security concerns and policy failures under the Trudeau government.
ModiJi-zm2xp
Jan 27, 2026
I hate our government so much.
I hate our government so much.
Direct expression of dissatisfaction with government performance and leadership.
Policy Critique
0.90
@cartwrightworm1317
Mar 4, 2025
Liberal caused decline continues.
Liberal caused decline continues.
Brief criticism attributing national decline to Liberal government policies without elaboration.
Policy Critique
0.90
QG_4747
Feb 14, 2026
Not one law or rule in 15 years has helped.the masses only politicians and corporations when will we wake up
Not one law or rule in 15 years has helped.the masses only politicians and corporations when will we wake up
Criticizes government policies over 15 years for failing ordinary people while benefiting politicians and corporations.
Policy Critique
0.90
BobCobb-w2y
Jan 20, 2026
Canada's immigration system was never ideal. Even in the 1970's the govt. never knew who was enteringband leaving the country.
Canada's immigration system was never ideal. Even in the 1970's the govt. never knew who was enteringband leaving the country.
Critiques historical and systemic failures in Canada's immigration tracking and border management systems.
Policy Critique
0.90
randyhuke3773
Feb 18, 2026
There is no justification or need whatsoever for keeping parliament porogued, PM Trudeau. And no justification for Trudeau to not have put more effort into drug and border controls over the last nine years.
There is no justification or need whatsoever for keeping parliament porogued, PM Trudeau. And no justification for Trudeau to not have put more effort into drug and border controls over the last nine years.
Directly criticizes PM Trudeau's decisions on parliament prorogation and lack of effort on drug/border controls over nine years.
Policy Critique
0.90
@nonasmith2405
Mar 4, 2025
Immigration wasn’t designed to help Canadians. It was designed to protect profits. The rich gained. Corporations gained. Government gained statistics. Society paid the cost.
Immigration wasn’t designed to help Canadians.
It was designed to protect profits.
The rich gained.
Corporations gained.
Government gained statistics.
Society paid the cost.
Argues immigration policy was designed to serve corporate/government interests rather than Canadians, critiquing the underlying intent and outcomes.
JamesScott-f3h
Jan 27, 2026
Every single thing the liberals touched is far worse than it was in 2015.
Every single thing the liberals touched is far worse than it was in 2015.
Directly criticizes Liberal government policies by claiming deterioration since 2015, a comparative policy assessment.
Policy Critique
0.90
andrewgiblin3468
Feb 18, 2026
Great start. 64% decrease in foreign students is a huge cut and definitely needed. Middle class tax cut is a step in the right direction and the $10 NSF fee is actually a huge underrated …
Great start. 64% decrease in foreign students is a huge cut and definitely needed. Middle class tax cut is a step in the right direction and the $10 NSF fee is actually a huge underrated change. I’ll admit I’ve been in the situation where I forgot which day my bill is coming out and didn’t have my bank account prepared accordingly. Getting slapped with $50+ NSF fees just made it even worse. Nice to see a cap on that now as I felt like companies were abusing it.
Commenter approves of specific policy changes (foreign student cuts, tax cuts, NSF fee caps) and supports them with personal experience.
MidgardGamesTV
Jan 21, 2026
Justin Trudeau messed everything up
Justin Trudeau messed everything up
A direct criticism of the Prime Minister's handling of policy, attributing blame for current conditions.
Policy Critique
0.90
ExecutiveSecretarySriGuruNanak
Jan 28, 2026
Trudeau is a disaster in his own country
Trudeau is a disaster in his own country
Direct criticism of Trudeau's overall performance as prime minister without elaboration.
Policy Critique
0.90
@zothankhuma3945
Mar 4, 2025
As an American, I am embarrassed. I have loved travelling to Toronto, and working directly with my Canadian colleagues. These tariffs are plain dumb, and can only be explained by Putin's influence on the FOTUS …
As an American, I am embarrassed. I have loved travelling to Toronto, and working directly with my Canadian colleagues. These tariffs are plain dumb, and can only be explained by Putin's influence on the FOTUS in America.
Combines personal experience as American with criticism of tariff policy, attributing it to external influence.
@thegoyzilla1
Mar 4, 2025
sadly the once great refugee system has been destroyed
sadly the once great refugee system has been destroyed
Expresses regret about the deterioration of Canada's refugee system, critiquing past policy decisions.
Policy Critique
0.90
DouglasTodd-o8u
Dec 26, 2025
Bittersweet that we might not have someone as equipped to deal with this trade war soon. overall disagree with trudeau but he’s handled this well
Bittersweet that we might not have someone as equipped to deal with this trade war soon. overall disagree with trudeau but he’s handled this well
Nuanced critique acknowledging disagreement with Trudeau overall while crediting his handling of trade war negotiations.
Policy Critique
0.90
@rallimb486
Mar 4, 2025
Need way more deportations.
Need way more deportations.
Direct call for increased deportation policy implementation.
Policy Critique
0.90
jq9474
Dec 25, 2025
All caused by the (successive) federal government.
All caused by the (successive) federal government.
Blames successive federal governments for immigration problems, critiquing government responsibility.
Policy Critique
0.90
Atheism_Wins
Jan 20, 2026
This government is so incompetent
This government is so incompetent
Direct criticism of government competence in handling immigration and related policy matters.
Policy Critique
0.90
@rig7102
Feb 19, 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)