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
Trudeau says “there are no winners in a trade war” haha but there are losers let’s see whose economy is bigger ??
Trudeau says “there are no winners in a trade war” haha but there are losers let’s see whose economy is bigger ??
Discusses trade war economics and compares national economies, focusing on economic winners and losers.
@noahthegoat8
Mar 4, 2025
What Trump seems to try to get at most is the unfair act of the USMCA. Most trades benefited Canada, while Canada refused to provide the same fair trades. Sometimes Trump does say things that …
What Trump seems to try to get at most is the unfair act of the USMCA. Most trades benefited Canada, while Canada refused to provide the same fair trades. Sometimes Trump does say things that may have gone off track like fentyl handling on Canada's end and border handling. It seems like our borders at the time were less strict on the American side versus the Canadian side of the border. Trump did state multiple times that most countries like Canada were unfair to USA. Even with the USMCA, America got screwed by Mexico as will. America has been there helping and supporting and submitting to every country. Yet failed to support our own people when we need it, especially to clear up our own debts. Sadly, America is falling behind due to poor handling of Government Democrat corruption. I am neutral as both parties don't always provide the best solution for everyone. You have to pick who can help the American people. Seeing how corrupt the Democrats has ran America and the defacto behind of all the wars and money laundering has surprised me, and I hope the change with Trump will help everyone realize how screwed we all are in correcting those corruption that isn't really needed.
Analyzes trade imbalances under USMCA, border economics, and argues that Canada benefited unfairly while America fell behind economically.
@peterher8179
Mar 4, 2025
This is happening when people are dying on waiting lists for surgery
This is happening when people are dying on waiting lists for surgery
Contrasts immigration spending with domestic healthcare resource allocation, implying misplaced priorities.
janlwalsh
Feb 26, 2026
American trade imbalance needs to change. Sorry Trudeau
American trade imbalance needs to change. Sorry Trudeau
Discussion of trade imbalance as an economic issue requiring policy change, directed at the Prime Minister.
@Joe_Biden_is_Trash
Mar 4, 2025
I also want to add that municipal taxes are going up 7 to 8% a year because municipalities are building homeless shelter and it costs 40,000 a month to house one person in a homeless …
I also want to add that municipal taxes are going up 7 to 8% a year because municipalities are building homeless shelter and it costs 40,000 a month to house one person in a homeless shelter!
The comment discusses rising municipal taxes and government spending on social services as an economic concern.
zxcvbnmjhgfdsa1
Feb 16, 2026
Pay up the same way America does. Canada has tarrifs on America, but you cry when America puts tarrifs on your country. Man up little man. ????????????????
Pay up the same way America does. Canada has tarrifs on America, but you cry when America puts tarrifs on your country. Man up little man. ????????????????
Discusses tariffs and trade policy between Canada and America, criticizing Canada's position on economic grounds.
@user-ov5lb2nl7s
Mar 4, 2025
Well, Americans can hear first-hand that Canada has gone above and beyond to maintain a peaceful, productive alliance. This will hurt the working class people in all countries associated, but the working class Americans more …
Well, Americans can hear first-hand that Canada has gone above and beyond to maintain a peaceful, productive alliance. This will hurt the working class people in all countries associated, but the working class Americans more than any other group. \n\nThis is a sad day in world history.
Acknowledges Canada's diplomatic efforts while emphasizing the economic harm to working-class people across countries, framing trade conflict as a moral tragedy.
@brendaglynn3052
Mar 4, 2025
The reason is to get Americans to buy American Products.
The reason is to get Americans to buy American Products.
Explains a policy rationale in economic terms, focusing on trade and consumer behavior.
Economic Argument
0.80
@thetimeisnow6822
Mar 4, 2025
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
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
Canadian economy is heavily propped up with exploiting people, everyone gets a share of the spoils, colleges, employment, real estate 10s of billions of dollars 2 million people by $500 a month in rent minimum …
Canadian economy is heavily propped up with exploiting people, everyone gets a share of the spoils, colleges, employment, real estate 10s of billions of dollars
2 million people by $500 a month in rent minimum
2 million x 365 days x $10 in food
2 million x $20,000 in tuition per year, and this is all low end numbers I'm using.
Uses detailed economic calculations to argue that Canada's economy exploits immigrants through housing, food, and tuition costs, framing immigration as economically extractive.
D_4xe
Feb 5, 2026
Indians are literally the highest earning and highest tax paying citizens of the country this is why everybody is racist to them , cus they are successful and more skilled and are taking jobs
Indians are literally the highest earning and highest tax paying citizens of the country this is why everybody is racist to them , cus they are successful and more skilled and are taking jobs
Defends Indian immigrants by citing economic contributions (earnings, taxes) and attributes racism to their success.
locked_in_human
Feb 7, 2026
“I’d rather go back” “punjab is better” so fucking leave then. I’d like my cheese to not be 10$ 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
Indians are the one who earn the most in America and Canada (more than double of the natives)... idk why they don't invest it on their own country
Indians are the one who earn the most in America and Canada (more than double of the natives)... idk why they don't invest it on their own country
Discusses economic earnings of Indian immigrants relative to natives and questions investment patterns across countries.
ZZZAJblob
Feb 8, 2026
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
What I don't like is the millionaires that move our jobs out of our country to benefit themselves. My father lost a good manufacturing job because labor was cheaper in some other county. Now look …
What I don't like is the millionaires that move our jobs out of our country to benefit themselves. My father lost a good manufacturing job because labor was cheaper in some other county. Now look at Boeing. Somehow we need someone that is looking out for US! Trying to bring jobs and industry back to the USA. Trudeau is a terrible leader and I'm happy to see him squirm.
Focuses on job loss, outsourcing, and economic priorities, criticizing both corporate practices and Trudeau's leadership.
@themotofixery
Mar 4, 2025
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in …
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Presents statistical claims about Indian immigrant success (income, education, crime rates, property values) to counter criticism, with comparative framing against other groups.
shaheedbhaghatsingh3974
Jan 27, 2026
I hate her she needs to buy my son a house. with the money she is spedning on immigrants
I hate her she needs to buy my son a house. with the money she is spedning on immigrants
Frames immigration spending as a zero-sum economic problem, arguing government resources for immigrants should instead fund domestic housing needs.
maryhelenmccormick4392
Feb 26, 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
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
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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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