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
Americans will lose big time. Everything Trump touches disintegrates he is now doing this to the US economy. He's making Americans poorer all for his own ignorance and cruel bullying.
Americans will lose big time. Everything Trump touches disintegrates he is now doing this to the US economy. He's making Americans poorer all for his own ignorance and cruel bullying.
Criticism of Trump's economic policies with warnings about negative consequences for Americans.
@neenab6586
Mar 4, 2025
it should be 50k allowed in only, and we should be sending out 20k a month until those who aren't welcome have actually been booted out
it should be 50k allowed in only, and we should be sending out 20k a month until those who aren't welcome have actually been booted out
Proposes specific immigration caps and deportation targets as criticism of current policy, with implicit call for stricter enforcement.
SageOfBlades
Jan 3, 2026
Funny how Canada support Khalistan independance movement but when it is Quebec or Alberta this is bad lmao
Funny how Canada support Khalistan independance movement but when it is Quebec or Alberta this is bad lmao
Critiques perceived inconsistency in Canadian government policy toward independence movements while using ironic framing to highlight double standards.
Jcomprendrien
Jan 27, 2026
Canada is too nice and is being taken advantage of. This money spent should be charged to the people being deported if they don’t comply. We need to stop immigration 100% until Canada gets a …
Canada is too nice and is being taken advantage of. This money spent should be charged to the people being deported if they don’t comply. We need to stop immigration 100% until Canada gets a hold on the people already here. One in one out !!!
Comprehensive critique of Canadian immigration policy as too lenient, expressing security/capacity concerns and demanding policy change.
seanshaw436
Jan 6, 2026
Trudeau is a wimp and always will be
Trudeau is a wimp and always will be
Dismissive criticism of political leadership (Trudeau) regarding their handling of governance/policy.
Policy Critique
0.85
@villiageheart
Mar 4, 2025
We need a Canadian ICE, millions need to go home. We also need investigations into fraud at every level of the government, and to fire all the government unions.
We need a Canadian ICE, millions need to go home. We also need investigations into fraud at every level of the government, and to fire all the government unions.
Demands for stricter immigration enforcement, government investigations, and institutional reform.
atodaso1668
Jan 27, 2026
What a joke! They are dropping it a whole 15000, whoopi f'n do, it should be stopped!
What a joke! They are dropping it a whole 15000, whoopi f'n do, it should be stopped!
Dismisses a 15,000-person reduction in immigration targets as insufficient and calls for complete cessation.
Policy Critique
0.85
SWA-h3s
Jan 4, 2026
Way too many have come into this country. They need to ship all of them back that have come in the past 15 years.
Way too many have come into this country. They need to ship all of them back that have come in the past 15 years.
Criticizes immigration policy by claiming too many immigrants have entered and calling for deportations.
Loawercs31
Jan 27, 2026
Why don’t you get such people out of Canada who don’t follow the rules you gotta be strict
Why don’t you get such people out of Canada who don’t follow the rules you gotta be strict
Calls for stricter enforcement of immigration rules and removal of non-compliant individuals, framing it as policy criticism.
punjabiinjapan4890
Jan 27, 2026
What the government needs to do,is if they were rejected send them home and if they hide don’t give them papers even if they get married just don’t give them, and if they were found …
What the government needs to do,is if they were rejected send them home and if they hide don’t give them papers even if they get married just don’t give them, and if they were found working change their employers 100000 for each person with out papers
Proposes specific policy changes regarding rejected asylum claimants, deportation, and employer penalties, framed as prescriptive government action.
desrinepeters3456
Feb 23, 2026
Canadians are nice people...Trudeau is a Dictator..You seem to forget he's actions during Covid.....
Canadians are nice people...Trudeau is a Dictator..You seem to forget he's actions during Covid.....
Criticizes Trudeau's COVID policies while asserting Canadian identity ('Canadians are nice people'), framing him as a dictator.
@Basher-u7g
Mar 4, 2025
Canadian government officials saying that illegal border crossings to USA does not exist !!! BS!!!
Canadian government officials saying that illegal border crossings to USA does not exist !!! BS!!!
Criticizes government officials for denying or downplaying illegal border crossing issues.
Policy Critique
0.85
HandsomeHandymanWill69
Jan 27, 2026
Trudeau is big trouble for Canada
Trudeau is big trouble for Canada
Negative assessment of Trudeau's leadership and its consequences for Canada.
Policy Critique
0.85
@MSharma-w7v
Mar 4, 2025
Trump is working for himself not for American people!!!
Trump is working for himself not for American people!!!
Criticism of Trump's leadership and priorities, framed as a policy/governance failure rather than a personal narrative or identity claim.
Policy Critique
0.85
@alainjulot3490
Mar 4, 2025
Trudeau took the country with the most successful functioning immigration program into this. He has destroyed the public consensus on the topic. It is no longer working as it once did for 30 years before …
Trudeau took the country with the most successful functioning immigration program into this. He has destroyed the public consensus on the topic. It is no longer working as it once did for 30 years before him.
Criticizes current government's immigration policy by comparing it to a previously successful 30-year program, attributing decline to specific leadership.
RT_CA
Feb 23, 2026
Who would think the lying Orange Felon would break the agreement with Canada that he made during his first disastrous term.
Who would think the lying Orange Felon would break the agreement with Canada that he made during his first disastrous term.
Criticizes a political figure for breaking an agreement, with charged language reflecting partisan positioning rather than substantive policy analysis.
@jquade771
Mar 4, 2025
trade more with Europe.
trade more with Europe.
Brief policy suggestion advocating for increased trade with Europe as an alternative direction.
Policy Critique
0.85
@pym75
Mar 4, 2025
Trudeau, you haven’t resigned yet???
Trudeau, you haven’t resigned yet???
Criticism of Trudeau's continued tenure as prime minister, questioning his resignation.
Policy Critique
0.85
@itsraining5867
Mar 4, 2025
Canada (and many other countries) spent decades supporting the maintenance of US hegemony. Look what it got us? To a position where we're pretty much greatly dependent on, and at the mercy of the US. …
Canada (and many other countries) spent decades supporting the maintenance of US hegemony. Look what it got us? To a position where we're pretty much greatly dependent on, and at the mercy of the US. We need to invest more in our own country and make our own products. We should also trade with other countries regardless of what the US thinks of those countries. Trump wants Canada to put tariffs on China in the attempt to further impede that country's economic growth so the US will remain the economic hegemony. Never mind that a trade war with China would put Canada in an even worse position. Given the current events, I say we trade with China even more!
Critiques Canadian foreign policy dependence on the US and advocates for alternative trade strategies, with comparative framing of Canada's position relative to US hegemony.
@Earthling3996
Mar 4, 2025
We got to this point because Mr Trudeau opened the doors to all comers over the past 10 years.
We got to this point because Mr Trudeau opened the doors to all comers over the past 10 years.
Blames a specific political leader for opening immigration doors, critiquing the policy direction over a decade.
yvonboudreau3932
Jan 21, 2026
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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)