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
Us too All our companies Our poor data Also import from the world most polluted nation 😮 Our spices and food. Smh.
Us too
All our companies
Our poor data
Also import from the world most polluted nation 😮
Our spices and food. Smh.
Critiques economic and environmental impacts of imports and foreign companies, expressing concern about data security and pollution.
amazon4716
Jan 28, 2026
My town got the invasion in the past couple of years, 90% of my business is now done with Indians. Tim's, fast food, deliveries, Walmart, CDN Tire, etc. Young people can't get a start in …
My town got the invasion in the past couple of years, 90% of my business is now done with Indians. Tim's, fast food, deliveries, Walmart, CDN Tire, etc. Young people can't get a start in the job market because the govt subsidizes their wages with our taxes.
Combines personal observation with economic concerns about job market competition and wage subsidization.
dlcarbonneau3750
Jan 28, 2026
Waiting for him to tell the American ppl how their going to make up the 180 billion trade deficit. all the Americans in here dumping on America just remember your the one being taking advantage …
Waiting for him to tell the American ppl how their going to make up the 180 billion trade deficit. all the Americans in here dumping on America just remember your the one being taking advantage of
Focuses on trade deficits and economic disadvantage, comparing the US position unfavorably to others.
@MH-in5gl
Mar 4, 2025
Russia have more cheap fertilizer and energy than Canada
Russia have more cheap fertilizer and energy than Canada
Economic comparison of resource availability and costs between Russia and Canada, implying competitive disadvantage.
@cheriangeorge7261
Mar 4, 2025
3:47This happens because you guys are lazy and dont want to work and Indians work in your place you people have a problem with that too and Indians are 1000 times more hardworking than Canadians …
3:47This happens because you guys are lazy and dont want to work and Indians work in your place you people have a problem with that too and Indians are 1000 times more hardworking than Canadians
Canada is 159 years old as if the land wasn’t already home to Indigenous peoples for thousands of years before you politely showed up and called it a country. Now teaching the world manners -- classic😂
Defends Indian workers' economic contribution and work ethic while critiquing Canadian laziness and historical colonialism.
Ibrahimmmh727
Jan 28, 2026
They got the poors blaming immigrants instead of the billionaires robbing them. Genius.
They got the poors blaming immigrants instead of the billionaires robbing them. Genius.
Critiques the framing of immigration as a scapegoat for economic inequality caused by billionaires and wealth concentration.
nicoj3660
Jan 28, 2026
Tariffs have no winner. …What about Canadian tariff on Chinese EV. ????
Tariffs have no winner. …What about Canadian tariff on Chinese EV. ????
Discussion of tariffs and their economic impact, comparing US and Canadian trade policies.
@liewkinglim
Mar 4, 2025
This is crazy. Everybody MUST realize, These US tarriffs, come out of American Pockets. Go directly to the Government. That is how Trump is financing the government. Fancy Immediate tax.
This is crazy. Everybody MUST realize, These US tarriffs, come out of American Pockets. Go directly to the Government. That is how Trump is financing the government. Fancy Immediate tax.
Explains tariffs as a government financing mechanism, analyzing economic impact and policy mechanism.
Economic Argument
0.80
@robgandy4550
Mar 4, 2025
its not an invasion. go look at india at the situation they are in. the living conditions are horrible there, and when people look at countries, the go to big countries for jobs. ofc theres …
its not an invasion. go look at india at the situation they are in. the living conditions are horrible there, and when people look at countries, the go to big countries for jobs. ofc theres going to be a lot. not an invasion, just people trying to have a better life, and everyone hating on them for it.
Defends immigration by explaining economic motivations (poor conditions in India, job-seeking) and appeals to fairness in judging migrants' choices.
lunaristaken.
Jan 28, 2026
“I’d rather go back” “punjab is better” so fucking leave then. I’d like my cheese to not be 10$ a fucking block for the COMPLIMENTS brand
“I’d rather go back” “punjab is better” so fucking leave then. I’d like my cheese to not be 10$ a fucking block for the COMPLIMENTS brand
Dismisses immigrants' complaints while pivoting to economic grievances about high food prices as the real problem.
madi7740
Jan 28, 2026
Tim hortons is hiring everyone go and apply, the problem is these whites dont wanna work low paying 3rd class jobs
Tim hortons is hiring everyone go and apply, the problem is these whites dont wanna work low paying 3rd class jobs
Discusses low-wage job availability and attributes hiring patterns to racial/ethnic work preferences.
BroFessorAtoZ
Jan 28, 2026
Trump is going to screw up the economies all over the world and it’s not a good time for that
Trump is going to screw up the economies all over the world and it’s not a good time for that
Expresses concern about Trump's economic policies and their negative global impact, framed as an economic threat.
@BluesJames
Mar 4, 2025
i hope this brings more attention to the issue, they've inserted themselves into nearly every entry-level job and infested it with their nepotistic hiring practices, it's absolutely impossible to get a foot in the door …
i hope this brings more attention to the issue, they've inserted themselves into nearly every entry-level job and infested it with their nepotistic hiring practices, it's absolutely impossible to get a foot in the door here at least in ontario
Focuses on job market competition and hiring practices, framing immigrants as economic threat to entry-level employment.
quabbIe
Jan 27, 2026
sure it’s an economic asset to India, but not canada. most of the money they make goes back to their home country. Not even beginning to mention how many jobs are being stripped away from …
sure it’s an economic asset to India, but not canada. most of the money they make goes back to their home country. Not even beginning to mention how many jobs are being stripped away from young Canadians that are needing a first job like tim hortons or any of the sort. it’s ridiculous the job market in canada is destroyed because of this immigration mess
Argues immigration harms Canadian economy by draining money abroad and displacing young Canadian workers from entry-level jobs.
coldcutcombowithcheese7938
Jan 28, 2026
To speak truthfully they are not spending their life's savings to get here they're spending our grandparents life savings to get here!
To speak truthfully they are not spending their life's savings to get here they're spending our grandparents life savings to get here!
Commenter argues that immigrants are using Canadian wealth (inherited from previous generations) rather than their own savings, framing immigration as economically exploitative.
John-jc4om
Jan 29, 2026
The 10:57 fact that they are thriving and Canadian born citizens can’t afford groceries and are living pay check to pay check
The 10:57 fact that they are thriving and Canadian born citizens can’t afford groceries and are living pay check to pay check
Contrasts immigrant economic success with Canadian citizens' financial struggles, framing immigration as economically disadvantageous.
kendalarley2277
Jan 27, 2026
The clapping seals in here don't remember all the jobs that Americans lost to Canada. All the automotive jobs. Just look at Detroit. Thats because of Canduhduh.
The clapping seals in here don't remember all the jobs that Americans lost to Canada. All the automotive jobs. Just look at Detroit. Thats because of Canduhduh.
Argues that Canada caused American job losses in automotive sector, with dismissive tone toward Canadian supporters.
@jakewinternheimer7297
Mar 4, 2025
The clapping seals in here don't remember all the jobs that Americans lost to Canada. All the automotive jobs. Just look at Detroit. Thats because of Canduhduh.
The clapping seals in here don't remember all the jobs that Americans lost to Canada. All the automotive jobs. Just look at Detroit. Thats because of Canduhduh.
Duplicate of previous comment: argues Canada caused American job losses in automotive sector.
@jakewinternheimer7297
Mar 4, 2025
There are 5 million Indian Americans in the USA and they are the highest income group in USA, far ahead of any other group amongst whites, Chinese, Blacks, Mexicans, Taiwanese etc. Go cry a river …
There are 5 million Indian Americans in the USA and they are the highest income group in USA, far ahead of any other group amongst whites, Chinese, Blacks, Mexicans, Taiwanese etc. Go cry a river 😂😂😂
Uses economic data (income statistics) to counter criticism of Indian immigrants by demonstrating their financial success.
warpdrive9229
Jan 29, 2026
His people in Ontario have been driving to Michigan to buy their groceries because they can’t afford prices in their own country for YEARS. Don’t tell us how we are gonna feel. And the people …
His people in Ontario have been driving to Michigan to buy their groceries because they can’t afford prices in their own country for YEARS. Don’t tell us how we are gonna feel. And the people made this decision. We voted trump in. I’m not a world leader but I personally don’t take economic advice from people who can’t manage their own ??♂️
Uses personal observation of Ontario residents' grocery shopping behavior in Michigan to argue against Trudeau's economic management.
@charlesfarmr5178
Mar 4, 2025
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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)