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
I think it’s a rush decision. Canada needs skilled worker to fill labor shortage and should welcome people truly threatened by political persecution. The problem in Canada is treating large amount unskilled economical migrants as …
I think it’s a rush decision. Canada needs skilled worker to fill labor shortage and should welcome people truly threatened by political persecution. The problem in Canada is treating large amount unskilled economical migrants as political asylum seekers.
Critiques Canada's immigration policy for conflating economic migrants with political asylum seekers and advocates for prioritizing skilled workers and genuine refugees.
Policy Critique
0.83
ranwei3622
Nov 22, 2025
This clown taxes Canadians to death now hes criticizing Trump for making things more expensive. ?
This clown taxes Canadians to death now hes criticizing Trump for making things more expensive. ?
Criticizes Trudeau's taxation policies while comparing his hypocrisy to Trump's economic impact.
@Nathan-p1y
Mar 4, 2025
For everyone kissing justin trudeaus ass in the comments... he has perrty much destroyed canada.. I know.. I live here
For everyone kissing justin trudeaus ass in the comments... he has perrty much destroyed canada.. I know.. I live here
Uses personal residence in Canada as authority to claim Trudeau has harmed the country.
@carter316
Mar 4, 2025
The trucking industry is being run to the ground. And ottawa is sleeping at the wheel. the notion that the government is expecting the Indian run companies to act in good faith and NOT abuse …
The trucking industry is being run to the ground. And ottawa is sleeping at the wheel.
the notion that the government is expecting the Indian run companies to act in good faith and NOT abuse every loophole there is. IS bewildering to me.
Short of a serious policy to remedy the situation. We'll see severe consequences across the Nation.
Criticizes government regulatory failure and lack of policy enforcement in trucking industry; frames immigrant-run companies as exploiting loopholes.
yassinetaoussi6076
Sep 20, 2025
He's all about fighting for Canada but he won't take the make believe carbon tax off stand up for your people mister
He's all about fighting for Canada but he won't take the make believe carbon tax off stand up for your people mister
Criticizes Trudeau for not removing carbon tax despite claiming to fight for Canada, implicitly urging him to take action on this issue.
@mikecarle50
Mar 4, 2025
kept on voting Liberal until the Liberals took your country away from you. Now look at you.
kept on voting Liberal until the Liberals took your country away from you. Now look at you.
Blames Liberal voters for enabling immigration policies that allegedly harmed the country, framing immigration as a loss of national control.
Yamezify
Dec 19, 2025
This coming from a boy who no longer has a job because he tanked our economy ? go away trudeau, pls.
This coming from a boy who no longer has a job because he tanked our economy ? go away trudeau, pls.
Criticizes Trudeau's economic management and calls for his removal, citing job loss and economic damage.
@chick8066
Mar 4, 2025
I’m all for immigration but not this one sided Immigration. This is destroying our great reputation of multiculturalism.
I’m all for immigration but not this one sided Immigration. This is destroying our great reputation of multiculturalism.
Critiques immigration policy as one-sided while invoking Canada's multiculturalism identity as a standard being violated.
yourboyTJ1
Feb 4, 2026
DISGUSTING WHAT THE FEDERAL LIBERAL GOVERNMENT HAS DONE TO CANADIANS WITH IMMIGRANTS…..
DISGUSTING WHAT THE FEDERAL LIBERAL GOVERNMENT HAS DONE TO CANADIANS WITH IMMIGRANTS…..
Criticizes federal government immigration policy as harmful to Canadians, framing it as a policy failure.
charlietuna7545
Jan 27, 2026
Americans are prisoners in their own country, there is no possible way we voted this administration into office. This is ignorant administration is not working for the American people!
Americans are prisoners in their own country, there is no possible way we voted this administration into office. This is ignorant administration is not working for the American people!
Criticizes the current administration's policies and governance as failing Americans, with underlying concern about legitimacy and representation.
@joefrey6202
Mar 4, 2025
Trudeau needs to resign he knew he tariffs were coming very weak.
Trudeau needs to resign he knew he tariffs were coming very weak.
Criticizes Trudeau's response to tariffs as inadequate and calls for his resignation, combining policy analysis with demand for action.
@GaryMartin-b9t
Mar 4, 2025
The problem: we still have technocrats that think more people are essential to "growth". That an expanded economically bottom of the ladder work forces will somehow "pay for our (indexed!) pension system". The liberal mindset …
The problem: we still have technocrats that think more people are essential to "growth". That an expanded economically bottom of the ladder work forces will somehow "pay for our (indexed!) pension system". The liberal mindset still believes this bunkum. And the Liberals are still running our immigration system.
Critiques government ideology and immigration policy, arguing that economic growth assumptions underlying immigration are flawed.
chrisrutledge9330
Jun 20, 2025
That dude will be replaced and its because Canadians are tired of super left ideologies. It will probably be more of a landslide than trump vs kamala election
That dude will be replaced and its because Canadians are tired of super left ideologies. It will probably be more of a landslide than trump vs kamala election
Critiques Trudeau's 'left ideologies' and predicts electoral replacement, framing it as policy-driven voter dissatisfaction.
@teamstrike1st
Mar 4, 2025
They are offering their Citizen s MAID, if they cannot afford the basic living. SHAME SHSME ON OUR EVIL GOVT
They are offering their Citizen s MAID, if they cannot afford the basic living. SHAME SHSME ON OUR EVIL GOVT
Criticizes government policy for offering inadequate support (MAID) to citizens, framed as moral failure.
sherry-g4n
Aug 27, 2025
Unfortunately not answering questions is the LIEBERAL WAY.I think that if ministers don't answer questions they should be heavily fined and if they are proven to be lying they should be fired period!!!!
Unfortunately not answering questions is the LIEBERAL WAY.I think that if ministers don't answer questions they should be heavily fined and if they are proven to be lying they should be fired period!!!!
Criticizes government non-responsiveness and proposes punitive measures (fines, firing) for ministers who don't answer questions or lie.
ToddDickson-t2e
Feb 26, 2026
Stupid trump will hurt us for this stupid tariffs.
Stupid trump will hurt us for this stupid tariffs.
Expresses concern that Trump's tariffs will negatively impact Canada economically.
@BillyTest123
Mar 4, 2025
self inflicted wound; canadian society suffers due to connivance of politicians dancing to get votes from Khalistanis... plain and simple
self inflicted wound; canadian society suffers due to connivance of politicians dancing to get votes from Khalistanis... plain and simple
Criticizes politicians for appeasing Khalistan supporters to gain votes, framing immigration policy as self-destructive.
ncontrarian
Feb 18, 2026
It's not right or tight yet. Lot of work needs to be done. Lot of people need to be sent back home. Unfortunately last 10 years immigration was done without any proper plans or objectives. …
It's not right or tight yet. Lot of work needs to be done. Lot of people need to be sent back home. Unfortunately last 10 years immigration was done without any proper plans or objectives. We all agree to that.
Criticizes past immigration policy as poorly planned and calls for deportations, framing the situation as requiring corrective action.
Centurio-LegioX-Equestris
Feb 11, 2026
No it's not dividing anything. Trudeau welcomed far too many people! We do not have the housing, infrastructure, Health Care system to sustain this population growth!
No it's not dividing anything. Trudeau welcomed far too many people! We do not have the housing, infrastructure, Health Care system to sustain this population growth!
Critiques immigration policy as unsustainable given infrastructure and service capacity constraints, with underlying anxiety about system strain.
cedude69
Feb 13, 2026
close the borders... this growth thru welfare, non tax paying immigrants is a fraud... the country was better in 1950 with way way way less population... We want anti immigrant... close the borders... these are …
close the borders... this growth thru welfare, non tax paying immigrants is a fraud... the country was better in 1950 with way way way less population... We want anti immigrant... close the borders... these are not tax payers we bring in......
Commenter criticizes immigration policy as economically fraudulent, arguing immigrants don't pay taxes and advocating for border closure.
privateonlyforever
Feb 25, 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)