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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
The greatest country has greatest debt in world around $38 trillion
The greatest country has greatest debt in world around $38 trillion
The comment critiques Canada's economic status by highlighting national debt, framing it as contradicting claims of greatness.
Chekri_P-31-3_N
Feb 8, 2026
They are reciprocal tariffs jack off. Canada been taking advantage of the US for years.
They are reciprocal tariffs jack off. Canada been taking advantage of the US for years.
Discusses tariffs and trade advantage between Canada and the US, framing it as economic exploitation.
@bigbloc540
Mar 4, 2025
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
I wonder if it’s really like in the US? Ya know blame immigrants for the strain on resources when actually it’s corporations making billions whilst not paying a living wage and whatnot. Cause billionaires need …
I wonder if it’s really like in the US? Ya know blame immigrants for the strain on resources when actually it’s corporations making billions whilst not paying a living wage and whatnot. Cause billionaires need more mansions and yachts?
Redirects blame from immigrants to corporations and wealth inequality, arguing that systemic economic injustice rather than immigration causes resource strain.
Katieandme123
Feb 11, 2026
Canadians also pay their legal fees to fight deportation. Another boost in earnings to the Canadian lawyers
Canadians also pay their legal fees to fight deportation. Another boost in earnings to the Canadian lawyers
Comment focuses on financial impact and earnings related to deportation legal fees.
Economic Argument
0.80
derekjohnson5522
Dec 29, 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
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
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
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
How much tariffs do you owe us already.. All these countries has charged us and yet do not pay us.
How much tariffs do you owe us already.. All these countries has charged us and yet do not pay us.
Raises concerns about tariffs and trade imbalances between countries, framed as an economic grievance.
@judynunley4194
Mar 4, 2025
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
dude in front of the store smokin cigarette is thankful for their slave wages lol
dude in front of the store smokin cigarette is thankful for their slave wages lol
Critiques low wages paid to immigrant workers, expressing concern about labor exploitation.
maestrozilla
Jan 28, 2026
I'd buy that guy on the bike a case of beer. It's so sad seeing guys like him who are so aware, who are obviously capable, having to live such poor lives. But this is …
I'd buy that guy on the bike a case of beer.
It's so sad seeing guys like him who are so aware, who are obviously capable, having to live such poor lives.
But this is Canada, where two people making the average income will never own a home and spend more than half their income on basics.
That guy probably makes 50k a year. But is riding a bicycle in winter.
Primary focus is on economic hardship in Canada (housing costs, wages, cost of living) with empathy toward a struggling immigrant worker.
Полиграфович
Jan 28, 2026
TBF most of them are good people, and want a better life. I have no quarrels against that but I think maybe 5 figures a year is lots, not this 800k+. That being said, most …
TBF most of them are good people, and want a better life. I have no quarrels against that but I think maybe 5 figures a year is lots, not this 800k+. That being said, most of them here are relatively upper middle class since its not cheap to emigrate from India.
Acknowledges immigrants' motivations sympathetically while critiquing immigration volume and economic capacity (800k+ vs 5 figures).
MrBlipman
Jan 27, 2026
well at least they have jobs
well at least they have jobs
Comment addresses employment outcomes for immigrants, a core economic consideration in immigration discourse.
Economic Argument
0.80
BensonKim123
Jan 27, 2026
World only recognizes the power of money and economy , America is the largest economy in the history . America is not Charity to help other over its people interests . Thank you Mr. president …
World only recognizes the power of money and economy , America is the largest economy in the history . America is not Charity to help other over its people interests . Thank you Mr. president Trump . I wish my country leaders love their country as you do to your country . Salute Mr. President Donald Trump
Justifies Trump's policies through economic nationalism and prioritization of national interests over charity.
@abeomar1859
Mar 4, 2025
I bought a cart of groceries for my girlfriend and myself 2 weeks ago 550$ and it’s almost all gone 😂
I bought a cart of groceries for my girlfriend and myself 2 weeks ago 550$ and it’s almost all gone 😂
Personal anecdote about grocery costs with humorous tone, illustrating economic concerns about cost of living.
Bowiedog32111
Jan 23, 2026
I know what you're thinking 😁 See for the last couple centuries industrialized nations all over the world have been importing people like potatoes. And there is a very good reason for that. See over …
I know what you're thinking 😁 See for the last couple centuries industrialized nations all over the world have been importing people like potatoes. And there is a very good reason for that. See over the last couple hundred years you have made many advances in technology medicine and law enforcement. Your people however aren't having fifteen children anymore and your population is therefore receding. You then have to import people i.e. drain all the brains from around the world. Immigrants are also more eager to come if things back home aren't good especially when the world is bombing your pants off. Also things like rampant corruption that make it extremely difficult to live an honest life. They're also having children upon children because technology doesn't yet exist and so god told them to.
🦫
We are finite beings in an infinite universe. Also, you cannot stop immigration.
Extended explanation of immigration necessity based on demographic decline and economic labor needs, comparing industrialized nations' strategies.
cheegum6296
Jan 23, 2026
Tighter immigration is a reset for our country. We are going broke with all these immigrants and vast numbers of $$$$$$$$ going out to them!
Tighter immigration is a reset for our country. We are going broke with all these immigrants and vast numbers of $$$$$$$$ going out to them!
Frames immigration as economically damaging through claims about national bankruptcy and financial transfers to immigrants.
mimiwanwan4243
Feb 11, 2026
Ha I bet the one thing they didn't try was offering a better salary.
Ha I bet the one thing they didn't try was offering a better salary.
Sarcastically suggests that better salary offers weren't attempted to retain workers, critiquing employer compensation practices.
philipbarton2056
Feb 11, 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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