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
As long as we roll out the welfare red carpet they'll keep coming
As long as we roll out the welfare red carpet they'll keep coming
Argues that welfare benefits attract immigrants, implying policy enables unwanted immigration.
tonymoretti2347
Feb 25, 2026
We all know it’s happening. It’s time to crack down. While I like Vassy I don’t know she’s pushing back so hard. It is common sense. If you abuse the system you need to be …
We all know it’s happening. It’s time to crack down. While I like Vassy I don’t know she’s pushing back so hard. It is common sense. If you abuse the system you need to be kicked out of the country and we aren’t wasting our $ on you.
Criticizes immigration system abuse and advocates for stricter enforcement while framing it as protecting taxpayer resources.
SapperRJMorgan
Feb 25, 2026
If they don't want to assimilate and follow the countries customs/laws then they shouldn't be allowed in, goes for any country in the world.
If they don't want to assimilate and follow the countries customs/laws then they shouldn't be allowed in, goes for any country in the world.
Argues for conditional immigration policy based on cultural assimilation and legal compliance requirements.
lananickitrishhrh
Mar 2, 2026
Blame your government, your government is the first one to give political asylum to indian criminals. India government requested multiple times for extradition of these unsocial elements but instead canada fought back and broke relations …
Blame your government, your government is the first one to give political asylum to indian criminals.
India government requested multiple times for extradition of these unsocial elements but instead canada fought back and broke relations with india.
These criminals who have killed multiple people will die in hell and with them their protector canada. You'll pay a heavy price.
Criticizes Canadian government policy on asylum and extradition while expressing apocalyptic threat language toward Canada.
Spectra12
Mar 2, 2026
Let me know when people are deported or in jail for it. I wont hold my breath as I would die from the lack of accountability.
Let me know when people are deported or in jail for it. I wont hold my breath as I would die from the lack of accountability.
Expresses skepticism about government enforcement and accountability regarding immigration violations.
macmac1022
Feb 18, 2026
296?? How about 296,000? That would be a good start....
296?? How about 296,000? That would be a good start....
Criticizes the scale of deportations as insufficient, implying the government should do more.
JasonLorraine-f4y
Feb 18, 2026
Give actual evidence not talking in circles!
Give actual evidence not talking in circles!
Demands substantive evidence rather than circular argumentation, implicitly critiquing the quality of policy discussion.
brenro4125
Feb 25, 2026
Nepo Baby Justin Trudeau destroyed the country of Canada and then ran away like the COWARD he is...
Nepo Baby Justin Trudeau destroyed the country of Canada and then ran away like the COWARD he is...
Attacks Trudeau personally for allegedly destroying the country and abandoning leadership, blending policy critique with character attack.
jokertony420
Feb 24, 2026
Canadians can see for themselves how bad this is. But this government doesn't believe what Canadians say or see.
Canadians can see for themselves how bad this is. But this government doesn't believe what Canadians say or see.
Criticizes the government for ignoring public opinion and concerns about immigration policy.
jandl5522
Feb 24, 2026
Ottawa doesn’t work anymore point final!
Ottawa doesn’t work anymore point final!
Expresses frustration with Ottawa's governance and institutional effectiveness.
Policy Critique
0.80
johnmavros6382
Feb 28, 2026
Diab is beyond stupid! She should never be minister of anything. Than again, another DEI hire from Trudeau so ignorant by design. Another useful idiot and a mouthpiece for this corrupt government.
Diab is beyond stupid! She should never be minister of anything. Than again, another DEI hire from Trudeau so ignorant by design. Another useful idiot and a mouthpiece for this corrupt government.
Attacks a government minister's competence and criticizes DEI hiring practices as part of broader government corruption critique.
SvetlanaPalmer-g2p
Feb 28, 2026
Those who vote for a policy should have to FUND IT.
Those who vote for a policy should have to FUND IT.
Critiques immigration policy by proposing that voters should bear financial responsibility for policies they support, a fiscal accountability argument.
chrisbeaulieu9904
Feb 28, 2026
Just look at the disaster the liberals created in CBN Newfoundland,it's a crime laden Muslim caliphate now and Pam Parson is proud of it and her part in filling the area up with Somali refugees.
Just look at the disaster the liberals created in CBN Newfoundland,it's a crime laden Muslim caliphate now and Pam Parson is proud of it and her part in filling the area up with Somali refugees.
Criticizes government immigration policy and specific officials while expressing security/crime concerns about refugee resettlement.
HoboSmitty
Feb 28, 2026
Mass immigration clearly doesnt work so whats the end game for the liberals?
Mass immigration clearly doesnt work so whats the end game for the liberals?
Criticizes mass immigration policy as ineffective and questions government motives, framing it as a deliberate strategy.
seanpower1595
Feb 27, 2026
The country is not divided liberals and conservatives agree on this issue. We have allowed too Any people in recent years which has outpaced housing and infrastructure. I am an immigrant moved here in 2007 …
The country is not divided liberals and conservatives agree on this issue. We have allowed too
Any people in recent years which has outpaced housing and infrastructure. I am an immigrant moved here in 2007 and I think the wave of immigration in the past 10 yrs has been too lenient.
Combines personal immigrant experience with critique of recent immigration levels as excessive relative to housing and infrastructure capacity.
user-tq9bw3tv4n
Feb 11, 2026
This just shows how western nations are really good at creating ghettos
This just shows how western nations are really good at creating ghettos
Critiques Western nations' integration policies as creating segregated communities, combining policy analysis with implicit moral concern.
xstrawarot
Feb 24, 2026
Look at all these legal gun owners shooting people. Maybe it is the guns that are the problem.
Look at all these legal gun owners shooting people. Maybe it is the guns that are the problem.
Critiques gun policy by questioning whether legal gun ownership is the actual problem, engaging in policy analysis.
Policy Critique
0.80
MunnyMunroe
Feb 24, 2026
Come on Vassy you are sounding rediculous. What does it matter 10,000 or 100,000 anyone committing a bogus claim needs to be weeded out and sent home. Doesn't this just make sense why should they …
Come on Vassy you are sounding rediculous. What does it matter 10,000 or 100,000 anyone committing a bogus claim needs to be weeded out and sent home. Doesn't this just make sense why should they have better health care than I do as a Canadian who has contributed for years.
Critiques immigration policy implementation and questions differential treatment of immigrants versus citizens in healthcare access.
joshaski
Feb 24, 2026
Liberals, running this Country into the ground in every way, every day. It is getting really hard to be a happy Canadian😢
Liberals, running this Country into the ground in every way, every day. It is getting really hard to be a happy Canadian😢
Criticizes Liberal government policies while expressing emotional distress about national conditions.
wakeupfolks-w7d
Feb 27, 2026
Actually Carney seems to be like useful idiots as his Minister. Look at Gary -absolutely incompetent, Mark Millar - absolutely incompetent, Dian - absolutely incompetent yet he keeps them. I think he likes them stupid …
Actually Carney seems to be like useful idiots as his Minister. Look at Gary -absolutely incompetent, Mark Millar - absolutely incompetent, Dian - absolutely incompetent yet he keeps them. I think he likes them stupid because then he can control them.
Criticizes government leadership and cabinet ministers as incompetent, suggesting deliberate control through incompetence.
Policy Critique
0.80
carleyhamilton9947
Feb 27, 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)