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
If housing, healthcare, and infrastructure can’t keep up, the issue is capacity and planning—not the nationality of newcomers.
If housing, healthcare, and infrastructure can’t keep up, the issue is capacity and planning—not the nationality of newcomers.
Argues that immigration policy should focus on infrastructure capacity and planning rather than restricting based on nationality, reframing the debate.
EuropeTodayTheUntold
Jan 27, 2026
what? just 18 000 ??? a real joke.
what? just 18 000 ??? a real joke.
Dismissive criticism of a government deportation figure as inadequate, expressing dissatisfaction with policy implementation.
Policy Critique
0.85
benoitmetail8727
Dec 26, 2025
U are a coward Trudeau!
U are a coward Trudeau!
Direct personal attack on Trudeau framed as criticism of his leadership and policies.
Policy Critique
0.85
@rabbyrich1751
Mar 4, 2025
I'm still lost on how it's the US fault for Canada allowing drugs/etc to enter the US...If we send our Military to CA and start killing people, I guess it would be CA fault?
I'm still lost on how it's the US fault for Canada allowing drugs/etc to enter the US...If we send our Military to CA and start killing people, I guess it would be CA fault?
Critiques the logic of US blame toward Canada for drug trafficking, questioning the fairness of the policy position.
@James-t6o6e
Mar 4, 2025
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
Trudeau has destroyed canada ??? look at all the pansies that are kissing him.
Trudeau has destroyed canada ??? look at all the pansies that are kissing him.
Criticizes Trudeau's leadership and government policy while using dismissive language about supporters.
@SirDavidWilliam2nd
Mar 4, 2025
should be 500,000 per year
should be 500,000 per year
Advocates for higher immigration targets, implicitly critiquing current policy as insufficient.
Policy Critique
0.85
AndyFURLONG
Dec 29, 2025
I am so tired of this from all parties. We just have to live our life as best we can while the bureaucrats decide our future.
I am so tired of this from all parties. We just have to live our life as best we can while the bureaucrats decide our future.
Expresses frustration with government bureaucracy and policy-making across parties while framing it through personal experience of living under these decisions.
@LezleeBrunson
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
False reporting. Canada is not divided on this issue. The majority of Canadians support reduction of immigration numbers. The country has suffered severe strains on housing, healthcare & infrastructure due to over-immigration.
False reporting. Canada is not divided on this issue. The majority of Canadians support reduction of immigration numbers. The country has suffered severe strains on housing, healthcare & infrastructure due to over-immigration.
Critiques immigration policy as causing strain on housing, healthcare, and infrastructure while claiming majority support for reduction.
themadhatt3r679
Feb 12, 2026
We got to many immigration in Canada we need to deport a lot of them
We got to many immigration in Canada we need to deport a lot of them
Criticism of Canada's immigration levels with a call for deportations, expressing demographic concern.
nealhauk
Jan 27, 2026
You have been doing a bad job since 12 years
You have been doing a bad job since 12 years
Direct criticism of government performance over a 12-year period, implying policy failure.
Policy Critique
0.85
@marcd4619
Mar 4, 2025
The proof that Trudeau has destroyed Canada.
The proof that Trudeau has destroyed Canada.
Claims government policy has harmed Canada, framing immigration as destructive evidence of political failure.
TheAudio1
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
Justin Trudeau is a moron. He has ruined my once great country.
Justin Trudeau is a moron. He has ruined my once great country.
Criticizes Trudeau's governance and its impact on Canada, framed as policy failure affecting national identity.
@joeyharris6037
Mar 4, 2025
The irony is, Canada will take measures to address the cost of living. The US will keep giving $$$$ to billionaires. Trump/ Republican's do not care about everyday people.
The irony is, Canada will take measures to address the cost of living. The US will keep giving $$$$ to billionaires. Trump/ Republican's do not care about everyday people.
Contrasts Canadian and US policy approaches to cost of living, criticizing Republican priorities toward billionaires.
@chrysallis317
Mar 4, 2025
Canadian here. You Americans seem stupid. Trudeau is the worst leader we’ve ever had. He’s on his way out. He’s resigned. He’s a disaster. He doesn’t stand for freedom. Or freedom of speech. You people …
Canadian here. You Americans seem stupid. Trudeau is the worst leader we’ve ever had. He’s on his way out. He’s resigned. He’s a disaster. He doesn’t stand for freedom. Or freedom of speech. You people have no idea. Perhaps you could read a little bit more.
Primarily critiques Trudeau's leadership and policies (freedom of speech), with secondary identity framing (Canadian vs. American distinction).
@genewindsor5530
Mar 4, 2025
Quit acting like this is a guy who Canadians actually like. Trudeau is massively unpopular and will be gone very soon, when the new Prime Minister of Canada is put in place there will be …
Quit acting like this is a guy who Canadians actually like. Trudeau is massively unpopular and will be gone very soon, when the new Prime Minister of Canada is put in place there will be a deal. Canada has run wild for far too long getting the best of us in every way now that it is fair they act as if they have been doing us favors all along when it has been the other way around.
Criticizes government leadership and policy decisions while framing Canada as having been disadvantaged, combining political critique with nationalist framing.
@ricksundberg5659
Mar 4, 2025
YOU ARE ASKING "HOW SYSTEM IS WORKING" SO LET ME TELL YOU: THERE IS NO SYSTEM. WE NEVER HAD A SYSTEM TO START WITH. WE HAVE NO IDEA WHAT WE ARE DOING. THESE PEOPLE WHO …
YOU ARE ASKING "HOW SYSTEM IS WORKING" SO LET ME TELL YOU: THERE IS NO SYSTEM. WE NEVER HAD A SYSTEM TO START WITH. WE HAVE NO IDEA WHAT WE ARE DOING. THESE PEOPLE WHO ARE MANAGING THE IMMIGRATION SYSTEM HAS NO IDEA WHATSOEVER. USELESS PEOPLE. YOU ARE SAYING 78 MILLIONS BUT I ASK HOW MANY THESE USELESS IMMIGRATION EMPLOYEES ARE COSTING US??????????/ MAYBE BILLIONS(((((((((((((((((((((((((((((((((((((((((((( MY THANKS GOES TO MR. TRUDEAU & NOW TO MR. CARNEY WHO DESTROYED THIS COUNTRY & TOOK US BACKWARDS LIKE 50 YEARS BACK((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((
Scathing critique of immigration system management and bureaucratic incompetence, combined with alarmist claims about national decline and wasted spending.
LS-kh6zf
Dec 28, 2025
They let in the worst of the worst . Now they whine about the big mistake they made? Incompetence at the highest level
They let in the worst of the worst . Now they whine about the big mistake they made? Incompetence at the highest level
Criticizes government selection of immigrants as 'worst of the worst' and accuses officials of incompetence.
pokorean
Jan 20, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)