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
So you saying closest ally yet we gave 200 billion for your country security and in return we get lumber . nice one
So you saying closest ally yet we gave 200 billion for your country security and in return we get lumber . nice one
Critiques economic imbalance in bilateral trade relationship, comparing security spending to lumber returns.
@deeznuts12458
Mar 4, 2025
Canada can buy produce from Mexico and Mexico, vice versa. Problem solved for now.
Canada can buy produce from Mexico and Mexico, vice versa. Problem solved for now.
Proposes a trade solution between Canada and Mexico to address economic/supply issues.
Economic Argument
0.80
@arias6720
Mar 4, 2025
Nothing personal Canada but we're taking our jobs back. Deal with it.
Nothing personal Canada but we're taking our jobs back. Deal with it.
American asserting economic competition and job reclamation, framing immigration as a zero-sum economic issue.
@75jrwhite
Mar 4, 2025
World Trade War any country with trade deficit even surplus getting tarrifs on US industries ..
World Trade War any country with trade deficit even surplus getting tarrifs on US industries ..
Discusses trade deficits and tariffs as economic consequences of Trump's policies affecting multiple countries.
@gerardcrabb4556
Mar 4, 2025
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
Trump doing the right thing to do no jobs for American how they will pay bill
Trump doing the right thing to do no jobs for American how they will pay bill
Discusses Trump's policy impact on employment and household financial capacity.
Economic Argument
0.80
@akshayaggar
Mar 4, 2025
Let that Canada PM spit ugly words. He only has a couple of months left as PM. Lmao we want 0% tarrifs also while Canada has always put Tariffs on USA. fuck Canada
Let that Canada PM spit ugly words. He only has a couple of months left as PM. Lmao we want 0% tarrifs also while Canada has always put Tariffs on USA. fuck Canada
Focuses on tariff policy and economic trade disputes between nations, with criticism of Canada's trade practices.
@gifford1984
Mar 4, 2025
Didn't work in 1929. Ever heard 'HARDER THAN TIMES IN 29.Not going to work now We are DONE
Didn't work in 1929. Ever heard 'HARDER THAN TIMES IN 29.Not going to work now We are DONE
References historical economic failure (1929 Great Depression) to critique current tariff policy as economically ineffective.
@Fred-t2m
Mar 4, 2025
No winners in a trade war??? It's about who needs who more PLAY BALL 45-47 GANG
No winners in a trade war??? It's about who needs who more PLAY BALL 45-47 GANG
Discusses trade war dynamics and economic leverage between nations.
Economic Argument
0.80
@eway.E.79Chicago
Mar 4, 2025
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US …
lol no fatso these are not the upper class Indians.
These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US because that's where they go with their college degrees to make money.
But Canada is very lucky to even have these people. What most people around the world do not understand is that without immigration, countries like Canada have negative population growth, and their economies would collapse. There would not be anybody to work in Tim Hortons or any service positions at anywhere near reasonable prices.
Indians do not try to actively change the local culture like Muslims do which our fatso also noted and they do not go on welfare. All of them add to the economy. Which Fatso I'm sure is also doing just like them as he delivers Uber Eats or whatever it is to them as they do the more complicated work. Let's just hope the bike doesn't give in before the next delivery. The Indians need their curry delivered.
Defends Indian immigrants by emphasizing their economic contributions and necessity for Canada's labor market, while using sarcastic humor to critique the video creator.
kk5000home
Jan 27, 2026
How much Canadian tax payer money goes to them ??? Probably as bad as the somalis in the usa. All the ones around me own everything, McDs, Timmies,Subways,Burgerking,popeyes,kfc,corners stores and I know Im missing some. …
How much Canadian tax payer money goes to them ???
Probably as bad as the somalis in the usa.
All the ones around me own everything, McDs, Timmies,Subways,Burgerking,popeyes,kfc,corners stores and I know Im missing some. They wont hire people that arent family
They all drive BMWs and Mercedes. Outside of work they are rude AF.
Focuses on economic concerns (tax money, business ownership, hiring practices) while making stereotypical claims about immigrant communities.
Just_my_opinion_
Jan 27, 2026
This guy on the bike speaks 100% how we feel.... and just think the insurance will now raise everyones insurance rate to make up for these losses laugh all you want but we are paying …
This guy on the bike speaks 100% how we feel.... and just think the insurance will now raise everyones insurance rate to make up for these losses laugh all you want but we are paying for this.....
The commenter raises economic concerns about insurance costs rising due to immigrant-related incidents, combining identity framing with fiscal argument.
gregjohnson4604
Jan 27, 2026
Something had to be done to bring production back to US. And this is it.
Something had to be done to bring production back to US. And this is it.
Justifies trade policy based on economic rationale of restoring domestic production and manufacturing.
Economic Argument
0.80
@markpowder4664
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
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
Why doesnt Vassey understand. I have to pay for glasses, physio, medications but asylum seekers get it all free. Its so basic.
Why doesnt Vassey understand. I have to pay for glasses, physio, medications but asylum seekers get it all free. Its so basic.
Expresses frustration about unequal healthcare access, comparing personal out-of-pocket costs to perceived free benefits for asylum seekers.
letfreedomreignhonk324
Feb 24, 2026
I can’t take Indians. They just take everyone’s desk jobs away
I can’t take Indians. They just take everyone’s desk jobs away
Claims about job displacement by Indian immigrants, combining economic concern with ethnic targeting.
Piccolo_Re
Jan 27, 2026
The big winner here is the Century initiative Rich bankers and land developers are making money handover fist I own quite a bit of land, so I’m doing well myself I guess 😆
The big winner here is the Century initiative
Rich bankers and land developers are making money handover fist
I own quite a bit of land, so I’m doing well myself I guess 😆
Critiques immigration policy through an economic lens, arguing wealthy interests profit while the commenter acknowledges personal financial benefit.
stevie1748
Feb 26, 2026
Us trade deficit with Canada is $63 BILLIONS !!!! How is it fair?
Us trade deficit with Canada is $63 BILLIONS !!!! How is it fair?
Cites a specific trade deficit figure ($63 billion) as evidence of unfair economic relations, though the claim lacks verification.
@maggie4922
Mar 4, 2025
Everyone is getting hurt by it. IS suffer as well, since they gambled on coming to Canada thinking they could improve their life conditions in here. Instead, they find a country with no jobs, high …
Everyone is getting hurt by it. IS suffer as well, since they gambled on coming to Canada thinking they could improve their life conditions in here. Instead, they find a country with no jobs, high living costs and tuition. IS and Canadians are getting ripped off.
Discusses economic hardship (jobs, housing, tuition) affecting both immigrants and Canadians, framing it as shared victimization.
Addinsalub
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)