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
Mass migration keeps the poor and marginalized poor.
Mass migration keeps the poor and marginalized poor.
Claims mass migration negatively impacts economic conditions for vulnerable populations, framing immigration as economically harmful.
eddiek4301
Feb 27, 2026
America wants to pay of its debt so until thats done
America wants to pay of its debt so until thats done
References US debt as a reason for policy decisions, framing the issue in economic terms.
Economic Argument
0.75
@SuperFirebird3000
Mar 4, 2025
We live in Australia. Were about to buy a tesla and next years annual holiday was going to be to Disney world. We’ll go to Europe instead, and will hold off buying a car, maybe …
We live in Australia. Were about to buy a tesla and next years annual holiday was going to be to Disney world. We’ll go to Europe instead, and will hold off buying a car, maybe we’ll get a Kia or a BYD. Never American now. The world hates you Donald.
Consumer boycott of American products framed as economic consequence, with identity-based rejection of America.
@lightweightben
Mar 5, 2025
Get ready for more hyper trumpflation
Get ready for more hyper trumpflation
Predicts negative economic consequences (inflation) attributed to Trump without substantiation.
@ldo1308
Mar 5, 2025
few more years I don’t think there is more business in U.S. you grow your own, you manufacture your own, no more trade
few more years I don’t think there is more business in U.S. you grow your own, you manufacture your own, no more trade
Discusses economic shifts including manufacturing, trade, and self-sufficiency in comparative context between nations.
@colinsuen8049
Mar 5, 2025
Dark times are here for working people in all countries facing these tariffs more is going on than what we see.
Dark times are here for working people in all countries facing these tariffs more is going on than what we see.
The comment discusses economic impacts of tariffs on working people across countries, expressing concern about broader economic consequences.
@davetomlinson9063
Mar 4, 2025
OH HOG WASH AND CANADA HAS BEEN TAKING ADVANTAGE OF AMERICA FOR MANY YEARS NOW, WE ARE NOT SCARED
OH HOG WASH AND CANADA HAS BEEN TAKING ADVANTAGE OF AMERICA FOR MANY YEARS NOW, WE ARE NOT SCARED
Claims Canada has exploited America economically and dismisses threat concerns, framed as economic grievance.
@kennethjohnson347
Mar 4, 2025
I think we need to give it time. In a year or two picture should be clear. I don't think tariffs are necessary a bad thing long term if they spike more production of everything …
I think we need to give it time. In a year or two picture should be clear. I don't think tariffs are necessary a bad thing long term if they spike more production of everything or at list anything in US. Short term it would be painful for everybody tho. We become a country of no production. Only consumption is not healthy. It is how every empire behaves on a last breath. Look back in history. Rom, Spain etc.Sooner or later we wouldn't be able to exchange worthless green paper to goods anymore outside of the country unable to produce anything inside the country and we die. Personally I find it interesting and possibly well thought experiment.. Living the way we did last 50 years is not possible anymore. Something need to change and at list Donald is trying unlike those useless talking heads. How will it ends. Who knows. I can only hope for success. In worst case we'll have unending supply of discounted bourbon:).
Analyzes tariffs and economic policy through historical and production-focused lens, discussing long-term economic sustainability.
@thexardas8395
Mar 4, 2025
When you hire these immigrants, you need 15 low income workers to pay for one senior.
When you hire these immigrants, you need 15 low income workers to pay for one senior.
Makes an unsubstantiated economic claim about the fiscal burden of immigrant workers relative to seniors, framing immigration as economically problematic.
lominiski
Nov 3, 2025
US is falling and they smartly voted for a guy who only talks, more jobs will be lost, and as if they are willing to work, when majority relies on subsidy, Rus and Chi now …
US is falling and they smartly voted for a guy who only talks, more jobs will be lost, and as if they are willing to work, when majority relies on subsidy, Rus and Chi now chhering,
Discusses job losses, subsidy reliance, and economic decline as consequences of Trump's policies, with underlying threat framing about US decline.
@jamesgarcia5147
Mar 4, 2025
Anyone making less than a living wage just shouldn't have their labour taxed at all
Anyone making less than a living wage just shouldn't have their labour taxed at all
Argues about tax policy and living wages, framing labor taxation as unfair for low-income workers.
Economic Argument
0.75
evelyndanforth8346
Jan 22, 2026
Ha. What he wants is very cheap immigrant labor
Ha. What he wants is very cheap immigrant labor
Uses sarcastic tone to critique employer motivations for immigration, suggesting exploitation of cheap labor as the underlying economic driver.
Jm-Gonz
Feb 11, 2026
Integration ya not. It’s about money to be removed from Canada back to India, China, etc….
Integration ya not. It’s about money to be removed from Canada back to India, China, etc….
Claims immigrants extract wealth from Canada to send to India and China without substantiation, mixing economic concern with unverified assertion.
OlDee-w4k
Jan 28, 2026
They should hire young adults like the old days instead of ppl of imagination or maybe wyt ppl should stop being lazy and do the hard labor jobs... problem solved
They should hire young adults like the old days instead of ppl of imagination or maybe wyt ppl should stop being lazy and do the hard labor jobs... problem solved
Argues that hiring practices should prioritize young domestic workers over immigrants, framed as labor market solution.
DatBoiiiTooFresh
Jan 27, 2026
I work concrete, you know the majority of the new homes built that raised prices of houses was Indian investors. 1.5 million dollar homes. For 15 years straight. They control the housing in canada and …
I work concrete, you know the majority of the new homes built that raised prices of houses was Indian investors. 1.5 million dollar homes. For 15 years straight. They control the housing in canada and are the reason we can't buy homes at affordable prices
Claims a specific ethnic group controls housing and caused price inflation, blending economic grievance with potentially unfounded attribution.
zeeboie89
Jan 29, 2026
Every GD fast food joint and Walmart and Tim Hortons are over populated with Indians. No room for any one else to even get a starter job. Thank you Boomers for voting Liberal!
Every GD fast food joint and Walmart and Tim Hortons are over populated with Indians. No room for any one else to even get a starter job. Thank you Boomers for voting Liberal!
Argues that immigration (specifically Indian workers) has reduced job availability for Canadian citizens in entry-level positions, blaming older voters.
zachm6145
Feb 18, 2026
So you tell me, a 5th Generation Canadian, Laid Oil Oil & Gas Alberta GAL never to get work in Calgary again; how Truedodo Bird/Carney Capone's Immigrants today BENEFIT CANADA WHEN...."Filipinos in Canada send approximately …
So you tell me, a 5th Generation Canadian, Laid Oil Oil & Gas Alberta GAL never to get work in Calgary again; how Truedodo Bird/Carney Capone's Immigrants today BENEFIT CANADA WHEN...."Filipinos in Canada send approximately $1 billion to $1.2 billion CAD annually in remittances to the Philippines. This amount remained stable even during COVID-19 pandemic, with about $1.079 billion sent between January and October 2020."
Combines personal job loss narrative with selective statistics about remittances to argue immigrants don't benefit Canada economically.
JoeyMontana-s9w
Feb 17, 2026
There's a trade deficit with Canada.....if you actually think US will be worse in the long run compared to Canada, you would not go on TV like this Trudeau. You would just tariff
There's a trade deficit with Canada.....if you actually think US will be worse in the long run compared to Canada, you would not go on TV like this Trudeau. You would just tariff
Discusses trade deficit and economic consequences, questioning Trudeau's negotiating position based on economic logic.
@rippleforeskinxrp358
Mar 4, 2025
North America’s welfare schemes are running with their tax money bruh😂😂
North America’s welfare schemes are running with their tax money bruh😂😂
Makes an economic argument about immigrants using welfare/social benefits, delivered with casual humor and emoji.
rakeshvarmapenumetcha2696
Jan 27, 2026
Well as an American I want this now you will face reality and stop ripping Americans off
Well as an American I want this now you will face reality and stop ripping Americans off
American commenter frames trade/economic relations as unfair to Americans, asserting national economic interests.
@Mrdick-gn4qg
Mar 4, 2025
Compare Videos
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)