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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Economic Argument
1,276 comments
It’s been proven that Emergency life saving care is much more expensive than palliative preventative care
It’s been proven that Emergency life saving care is much more expensive than palliative preventative care
Makes a cost-benefit argument about healthcare spending efficiency comparing different care approaches.
Economic Argument
0.78
jcrodriguez6324
Mar 2, 2026
Fanfanol is little problem compared 25% tariffs massing economic and raised prices
Fanfanol is little problem compared 25% tariffs massing economic and raised prices
Discusses tariffs and their economic impact on prices, prioritizing economic concerns over other issues.
Economic Argument
0.78
@somhabsh8701
Mar 4, 2025
The United States has a trade deficit with Canada. Therefore Truckin Fudeau sounds like a lunatic.
The United States has a trade deficit with Canada. Therefore Truckin Fudeau sounds like a lunatic.
Cites trade deficit as economic argument while using sarcastic name-calling, mixing substantive economic claim with satirical tone.
@Rob-ji7fx
Mar 4, 2025
Get ready for more taxes because we will have to pay free money to 2.5 million more asylum seekers
Get ready for more taxes because we will have to pay free money to 2.5 million more asylum seekers
Predicts increased tax burden from asylum seekers, combining economic concern with an unverified numerical claim.
abdulbajwa4592
Jan 15, 2026
As a dark side note; the Ukraine war was the best advertisement for US weapons systems, it was.... but now no one trusts the USA anymore for strategic inventory because of Trump.. down quite a …
As a dark side note; the Ukraine war was the best advertisement for US weapons systems, it was.... but now no one trusts the USA anymore for strategic inventory because of Trump.. down quite a bit already.
Discusses economic and strategic consequences of US policy on weapons systems and international trust.
@mindwis3
Mar 4, 2025
Because th3 government has let business hire immigrants who are subsidized by them and companies take the jobs for canadian citizens and give to them if not they have to pay higher wages to us …
Because th3 government has let business hire immigrants who are subsidized by them and companies take the jobs for canadian citizens and give to them if not they have to pay higher wages to us that is needed and thats how
Claims government subsidizes immigrant hiring and that businesses prefer immigrants to avoid paying higher wages to Canadian citizens, presenting unverified economic assertions.
robogilvie1356
Aug 26, 2025
Liberal Bots hitting this thread hard. Bottom line: Canada uses mass immigration to fuel Canada's largest combined sector of the economy - namely real estate and construction. Liberals have destroyed Canada. If you're a Liberal …
Liberal Bots hitting this thread hard.
Bottom line: Canada uses mass immigration to fuel Canada's largest combined sector of the economy - namely real estate and construction.
Liberals have destroyed Canada. If you're a Liberal supporter/voter - shame on you.
Argues immigration policy is economically motivated (real estate/construction sector) while making partisan identity claims.
@patrickmoan4086
Feb 21, 2026
Canadians can’t find jobs. STOP importing Indian "students" and temporary workers!
Canadians can’t find jobs. STOP importing Indian "students" and temporary workers!
Links immigration to job scarcity for Canadians and calls for stopping specific worker categories based on economic competition concerns.
Kevin-sq1fk
Feb 27, 2026
As a Canadian, this is all right, its hard for us to get jobs here you know why? They ask you if you speak punjabj, which alot of us DONT, please stop hoarding our country.
As a Canadian, this is all right, its hard for us to get jobs here you know why? They ask you if you speak punjabj, which alot of us DONT, please stop hoarding our country.
Self-identified Canadian claims job discrimination based on language requirements favoring immigrants, combining personal experience with economic grievance.
BLJ3_YT
Jan 27, 2026
5:43 I'm sure that anyone's gonna have a better job then him in his own country
5:43 I'm sure that anyone's gonna have a better job then him in his own country
Argues that immigrants would have better economic opportunities in Canada than their home countries, comparing job prospects across nations.
Guin_sho
Feb 13, 2026
These people has been making money from the United States of America for years and we have to pay tariffs when we ship our stuff out to them and any other country so it's only …
These people has been making money from the United States of America for years and we have to pay tariffs when we ship our stuff out to them and any other country so it's only right for them to pay us
Commenter frames the tariff dispute in economic terms, arguing reciprocal fairness regarding trade and tariffs between nations.
@angelvazquez5300
Mar 4, 2025
What can the average American do?? We have no say. We have no wins. Our jobs are being ripped out from under us. While they Ski and Golf. Not to mention the crypto crap.. I’m …
What can the average American do?? We have no say. We have no wins. Our jobs are being ripped out from under us. While they Ski and Golf. Not to mention the crypto crap.. I’m tired and fed up with this ? swinging when neither of them have a working member amongst them.. over 70? His wife definitely has a ? in her pocket!???
Focuses on job loss and economic hardship while expressing frustration with leadership, mixing economic grievance with broader discontent.
@oasisciencemyasia
Mar 4, 2025
Even true claimants should not receive monthly income and benefits better than those of the regular working class in Canada. They should feel compelled to find jobs instead of living as parasites off the taxpayers.
Even true claimants should not receive monthly income and benefits better than those of the regular working class in Canada. They should feel compelled to find jobs instead of living as parasites off the taxpayers.
Argues that asylum seekers receive excessive benefits compared to working citizens, framing immigration as economically unfair.
adaarevalo7230
Feb 27, 2026
Trump has embarrassed us all. Imagine if Biden did this? My 401K dropped quite a bit today since last night. Maga fans: check yours.
Trump has embarrassed us all. Imagine if Biden did this? My 401K dropped quite a bit today since last night. Maga fans: check yours.
Focuses on economic impact (401K losses) while criticizing Trump's actions and implicitly comparing to Biden.
@diydrivenGA
Mar 4, 2025
Thanks Liberals for pushing us so far down the hole it's going to take a miracle to get us back on top. Remember the size of family our great grandparents, grandparents had ~ like 7 …
Thanks Liberals for pushing us so far down the hole it's going to take a miracle to get us back on top.
Remember the size of family our great grandparents, grandparents had ~ like 7 to 10 kids, I'm 60 and had 4 siblings. The size of families just keeps getting smaller ~ too expensive for everything for adults and even more so for the cost of a child.
95% of us don't have that silver spoon in our mouths at birth......
Blames government policy for economic hardship and rising costs of living that prevent family formation.
muzictomyears111
Sep 11, 2025
Yall so fkn dumb af yall dont even know the benefits behind the tariffs for us Americans. Imagine someone helping your economy and not knowing about it while you criticizing the person helping you. Thats …
Yall so fkn dumb af yall dont even know the benefits behind the tariffs for us Americans. Imagine someone helping your economy and not knowing about it while you criticizing the person helping you. Thats so fkn dumb. Poor Trump i feel bad for him as they're too many ignorant people out there. Think about it how in the f does tariffs benefit Trump in any kind of way. In nothing its just for the Country thats all
Defends tariffs as economically beneficial to the US while criticizing others for not understanding the benefits, centered on economic logic.
@moneymakingcastle9867
Mar 4, 2025
All yall crying about tariffs. Stop acting like it’ll last for the 4 years. This is to prove a point and make them foolish countries reactive and take action towards the problems they have been …
All yall crying about tariffs. Stop acting like it’ll last for the 4 years. This is to prove a point and make them foolish countries reactive and take action towards the problems they have been neglecting. Drugs coming into America, illegal migrants into America, and no show of force towards that. And more. They need to step it up
Discusses tariffs and economic strategy while framing border/drug issues as justification for enforcement measures.
@NeverFollowTheCrowd
Mar 4, 2025
I have major Indian fatigue. As a corporate worker it’s brutal. They imported all these people to bentonville Arkansas and they rent all the houses to 10+ Indians all drive teslas lowered our wages and …
I have major Indian fatigue. As a corporate worker it’s brutal. They imported all these people to bentonville Arkansas and they rent all the houses to 10+ Indians all drive teslas lowered our wages and then they get put in the manager positions and ONLY hire other Indians it’s racist and bias as hell but this is the embodiment of Walmart now it’s pathetic AND THEY KEEP LITTERING EVERY WHERE GOD DAMNIT !!!!!!!!!!!!!!! All sides and ditches are full of trash!!!!!!!! And they walk in the streets!!!!! IM SICK OF THEM
Combines economic grievances (wage suppression, hiring discrimination) with environmental complaints and demographic anxiety about a specific immigrant group.
tempaccount-g5b
Jan 29, 2026
over a billion $$$$s. That's outrageous.
over a billion $$$$s. That's outrageous.
Expression of outrage about spending amount, likely related to immigration costs, framed as economic concern.
SohailAsif-o3d
Feb 26, 2026
Please cover Surrey BC next, it’s so bad here my 16 year old brother can’t find an entry level job because there all taken by Indians
Please cover Surrey BC next, it’s so bad here my 16 year old brother can’t find an entry level job because there all taken by Indians
Claims immigrants are taking entry-level jobs from locals, framing immigration as economic competition without evidence.
gavinadams254
Jan 27, 2026
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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)