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
Not trying to adapt to a foreign culture just because you’re the foreigner doesn’t sit right with me
Not trying to adapt to a foreign culture just because you’re the foreigner doesn’t sit right with me
Critique of immigrant cultural adaptation expectations, framed as a concern about integration norms and fairness.
SwolPanda
Jan 27, 2026
Everyone in the Liberal government is Incompetent no matter how much you flip them around!!!!! Trying to get an answer out of any of them is impossible but The failing country is blamed on Trump …
Everyone in the Liberal government is Incompetent no matter how much you flip them around!!!!!
Trying to get an answer out of any of them is impossible but
The failing country is blamed on Trump and Pierre Poilievre !!!!!
Attacks competence of Liberal government officials and blames them for national decline while deflecting blame from other political figures.
lindapawluk1209
Feb 27, 2026
Carney likes his ministers clueless and full of word salad because it makes him feel smart and arrogant
Carney likes his ministers clueless and full of word salad because it makes him feel smart and arrogant
Criticizes government leadership strategy and competence of appointed officials through personal attack.
Policy Critique
0.80
paulinemacpherson7448
Feb 27, 2026
If Carney "doesn't suffer fools gladly" he would have gotten rid of most of his Ministers long ago. He deliberately promotes people far above their abilities simply because HE DOES NOT CARE.
If Carney "doesn't suffer fools gladly" he would have gotten rid of most of his Ministers long ago. He deliberately promotes people far above their abilities simply because HE DOES NOT CARE.
Critique of leadership decisions regarding ministerial appointments and government competence.
Policy Critique
0.80
able1-q9b
Feb 27, 2026
Liberal government is the only place where you fail upwards jut like gun grab man! If LIBTARDS don't wake up soon we will not be a G7 country. The entire pool of ministers are all …
Liberal government is the only place where you fail upwards jut like gun grab man! If LIBTARDS don't wake up soon we will not be a G7 country. The entire pool of ministers are all useless.
Criticizes Liberal government competence and ministers while using partisan language and expressing concern about Canada's status.
denisturcott5131
Feb 26, 2026
the corrupt liberals have been calling Canadians names such as racist, with all kinds of phobias for 15 years, stand up Canada against this silly name calling and ignore it
the corrupt liberals have been calling Canadians names such as racist, with all kinds of phobias for 15 years, stand up Canada against this silly name calling and ignore it
Criticizes Liberal government for allegedly using inflammatory language against Canadians while calling for resistance to this rhetoric.
goodNews-99
Feb 26, 2026
Orders coming from the PM is the blame for all liberal ministers actions and words. Fire all of them 😂
Orders coming from the PM is the blame for all liberal ministers actions and words. Fire all of them 😂
Blames PM for minister actions with sarcastic tone and call to remove officials.
riatimmermans5177
Feb 26, 2026
This is a travesty. More of the same: incompetence and corruption. How much debt do the Liberals think Canadians can endure? To pay for this crap? Because I’ll tell you right now - while 3 …
This is a travesty. More of the same: incompetence and corruption. How much debt do the Liberals think Canadians can endure? To pay for this crap?
Because I’ll tell you right now - while 3 of my grandparents were immigrants to Canada - I really resent today’s immigrants and grifters who claim asylum to avoid leaving. I do not give permission to pay for one more soul.
I’m really starting to hate people in general because of all of this.
Combines policy criticism of government spending and immigration with personal family history and emotional distress about current immigration.
prairiegirl1966
Feb 26, 2026
The moment they ignore the terms of their visas,... they become criminals!!!!
The moment they ignore the terms of their visas,...
they become criminals!!!!
Critiques visa enforcement policy by asserting that visa violations constitute criminal behavior, framed as a policy issue.
chadw4969
Feb 26, 2026
all the left-wing parties do exactly the same thing: bring in lots of people, manipulate election, and claim more control. they are all the same. Look what happened in Europe, UK, Australia, NewZealand, and UsA. …
all the left-wing parties do exactly the same thing: bring in lots of people, manipulate election, and claim more control. they are all the same. Look what happened in Europe, UK, Australia, NewZealand, and UsA. Canadian people, wake up, Vote Conservatives, Save Canada.
Criticizes left-wing immigration policy as manipulative, compares to other countries, and urges voting for Conservatives.
HXarthur
Feb 26, 2026
"We aren't America - everyone gets healthcare!" Everyone but Canadians, he didn't say that part.
"We aren't America - everyone gets healthcare!" Everyone but Canadians, he didn't say that part.
Critiques government healthcare policy as hypocritical, claiming Canadians are excluded despite universal healthcare claims.
EcoHermit-os5in
Feb 26, 2026
She'll be promoted soon. It's the Liberal way of governing.
She'll be promoted soon. It's the Liberal way of governing.
Critiques Liberal government practices through sarcasm about promotion patterns, with partisan framing.
johnathanbenoit6377
Feb 26, 2026
the immigration Minister couldn't even show up for question period today because it was so bad yesterday she's hiding hopefully for Canadian she's preparing her resignation speech
the immigration Minister couldn't even show up for question period today because it was so bad yesterday she's hiding hopefully for Canadian she's preparing her resignation speech
Criticizes the immigration minister's performance and suggests she is avoiding accountability.
shawnbroome2861
Feb 26, 2026
So many Canadians without health care...even the Liberal 'free health care' is not free or accessible for Canadians...
So many Canadians without health care...even the Liberal 'free health care' is not free or accessible for Canadians...
Critiques government healthcare policy and implies immigration diverts resources from Canadian citizens.
JenniferMcCleery-x1x
Feb 26, 2026
Maxime Bernier warned against the dangers of mass immigration. That was years ago. Look where we are at now.
Maxime Bernier warned against the dangers of mass immigration. That was years ago. Look where we are at now.
References a political figure's past warnings about mass immigration dangers and suggests current conditions validate those concerns.
Kyle-q4o8r
Feb 26, 2026
They are legal it's not called invasion
They are legal it's not called invasion
Counters 'invasion' framing by emphasizing legal status, critiquing inflammatory rhetoric.
Policy Critique
0.80
Namo-Buddha67
Jan 27, 2026
Diab is a good fit in a clueless and corrupt liberal government!
Diab is a good fit in a clueless and corrupt liberal government!
Criticizes the immigration minister as a poor fit for government, framed as incompetence and corruption.
christophercoupe5006
Feb 26, 2026
No wonder immigration is completely out of control and bringing in horrible people when you have such an enormous dumbass in charge
No wonder immigration is completely out of control and bringing in horrible people when you have such an enormous dumbass in charge
Criticizes immigration policy as 'out of control' and attacks leadership competence, with underlying fear about immigrant quality.
kordos2
Feb 26, 2026
Pathetic......Liberal Minister pulls of the Race Card to cover for her incompetence.....Shame Minister.
Pathetic......Liberal Minister pulls of the Race Card to cover for her incompetence.....Shame Minister.
Attacks government minister's competence and accuses her of using race as a deflection tactic.
davidimrie9548
Feb 26, 2026
Canadians seem to keep doubling down on total incompetence in their government. And Canadians wonder why the country is going downhill fast.
Canadians seem to keep doubling down on total incompetence in their government. And Canadians wonder why the country is going downhill fast.
Criticizes Canadian government incompetence and connects it to national decline, with implicit identity-based concern about the country's trajectory.
RMA_Geofiles
Feb 26, 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)