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
Search & Filter
Policy Critique
5,980 comments
Why do Liberals put the dumbest people on the planet in ministers position
Why do Liberals put the dumbest people on the planet in ministers position
Questions the competence of Liberal appointees to ministerial positions, a direct critique of government personnel decisions.
Policy Critique
0.90
peterbutz642
Feb 27, 2026
Already know that our gov doesn’t care about the people
Already know that our gov doesn’t care about the people
Direct criticism of government's lack of care for citizens, a critique of governance and policy priorities.
Policy Critique
0.90
@colleenh.6636
Mar 4, 2025
liberals ruined canada
liberals ruined canada
Brief political criticism blaming a political party for Canada's problems, without specific policy details.
Policy Critique
0.90
psp785
Sep 21, 2025
Honestly I like Trump because he is anti woke but his economic policies are downright dumb…
Honestly I like Trump because he is anti woke but his economic policies are downright dumb…
Balanced critique acknowledging Trump's appeal on cultural issues while criticizing his economic policies.
Policy Critique
0.90
@kianricharddasilva9575
Mar 4, 2025
Trudeau isn't for the people of Canada.
Trudeau isn't for the people of Canada.
Criticizes Trudeau's governance and alignment with Canadian interests.
Policy Critique
0.90
@stephanytollefson9565
Mar 4, 2025
This is insane the level of incompetence is mind boggling.
This is insane the level of incompetence is mind boggling.
Criticizes government competence and policy execution without specific claims or evidence.
Policy Critique
0.90
TreeSharks
Nov 22, 2025
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of …
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of living, under paying jobs, and astronomical Post secondary prices to get basic diplomas I know for a fact that 90's babies will be the last generation to have more then one child. Another issue is the recruitment centers in India, funded by Canadian corporations looking for cheap labor, promising the world to struggling Indians only to back out of every promise they made, and put the burden on the government and Canadians. This plus a lack of population control in India, is set that to have Indians to be over 25% of the global population in the next 50 years.
Detailed analysis of immigration policy failures and systemic issues including housing, wages, and recruitment practices.
RAGEINGChiken
Jan 28, 2026
Creating conflict with your closest neighbor and ally is the dumbest thing to do seriously ??♀️ ???
Creating conflict with your closest neighbor and ally is the dumbest thing to do seriously ??♀️ ???
Criticism of Trump's diplomatic strategy toward Canada as strategically foolish.
Policy Critique
0.90
@samanthaloraine632
Mar 4, 2025
Remember everybody this is the governments fault
Remember everybody this is the governments fault
Direct attribution of immigration problems to government policy and decision-making.
Policy Critique
0.90
@bonesvali7836
Feb 18, 2026
TFW are a scam by both the government and the companies who use them.
TFW are a scam by both the government and the companies who use them.
Directly critiques Temporary Foreign Worker program as a scam involving government and corporate actors.
Policy Critique
0.90
brendastebeleski6168
Feb 18, 2026
There is nothing he says or does that makes him look competent
There is nothing he says or does that makes him look competent
Expresses criticism of a political leader's competence without providing specific policy details.
Policy Critique
0.90
@MarkKolich-y4w
Mar 4, 2025
The entire Carney lead Liberal party is absent and clueless!
The entire Carney lead Liberal party is absent and clueless!
Direct criticism of the Liberal party leadership's competence and responsiveness on policy matters.
Policy Critique
0.90
Heisenberg-src
Feb 26, 2026
This is exactly what the liberals wanted.
This is exactly what the liberals wanted.
Blames liberal government policy for immigration outcomes without elaboration.
Policy Critique
0.90
BD-zn2jd
Aug 25, 2025
Because the Canadian government is incompetent af 🤦🏼♂️
Because the Canadian government is incompetent af 🤦🏼♂️
Direct criticism of Canadian government competence regarding immigration policy implementation.
Policy Critique
0.90
G.Alli1212
Jan 28, 2026
This is what lazy European far right parties always do : blame a national problem on undocumented migrants. This is just cruelty for the sake of it. If you want them out of here, you …
This is what lazy European far right parties always do : blame a national problem on undocumented migrants. This is just cruelty for the sake of it. If you want them out of here, you do that. What's the point of preventing them from getting health care. Like a virus will know not to go from an undocumented immigrant to a regular Canadian citizen. It is a dumb policy and it tells me the Conservatives are uncapable of generating original ideas. Definitely not ready for government.
Directly criticizes Conservative policy on undocumented migrants' healthcare access as illogical and cruel, with moral condemnation of the approach.
Al-dj3wp
Feb 25, 2026
there is not one competent Liberal no matter what position they hold and it starts with PM Carnage
there is not one competent Liberal no matter what position they hold and it starts with PM Carnage
Blanket criticism of Liberal party competence across all positions, with personal attack on the Prime Minister's leadership.
Policy Critique
0.90
BrianLupichuk-tv5mb
Feb 26, 2026
Trump’s tariffs are hurting everyone!! Utterly ridiculous! We need our allies and friends just like they need us. These tariffs are jeopardizing our freedom or economy and our security!!!
Trump’s tariffs are hurting everyone!! Utterly ridiculous! We need our allies and friends just like they need us. These tariffs are jeopardizing our freedom or economy and our security!!!
Direct criticism of tariff policy with claims about economic and security impacts, framed as government decision critique.
@kylerobinson7572
Mar 4, 2025
It’s not Canada’s immigration minster that’s broken, it’s the party she belongs to that is broken! Very simple really.
It’s not Canada’s immigration minster that’s broken, it’s the party she belongs to that is broken! Very simple really.
Directly critiques the political party and government structure responsible for immigration policy failures.
Policy Critique
0.90
dserrao7188
Feb 26, 2026
Canada needs to Stop all Illegal into our Country
Canada needs to Stop all Illegal into our Country
Calls for stricter immigration enforcement, critiquing current policy on illegal immigration.
@lenafires3195
Feb 22, 2026
I THOUGHT TRUMP WAS SUPPOSED TO MAKE AMERICA GREAT AGAIN!!!\nANOTHER LIE!!!
I THOUGHT TRUMP WAS SUPPOSED TO MAKE AMERICA GREAT AGAIN!!!\nANOTHER LIE!!!
Criticizes Trump's policies and campaign promises as unfulfilled, framed as a broken commitment.
Policy Critique
0.90
@Warren-o3y
Mar 4, 2025
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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