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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
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
We all got to pay this price inflation ??
We all got to pay this price inflation ??
Raises concern about inflation costs affecting citizens, framed as a question.
@lilliantorres112
Mar 4, 2025
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
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
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
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
Tim Horton sont les premiers employeurs d'émigrer
Tim Horton sont les premiers employeurs d'émigrer
References Tim Hortons as a major employer of immigrants, making an economic claim about immigrant employment patterns.
Economic Argument
0.75
rossmartin8263
Feb 26, 2026
U need to understand what Trump wants? He aims to restore the industrial glory that the U.S. once had.
U need to understand what Trump wants? He aims to restore the industrial glory that the U.S. once had.
Explains Trump's economic motivations by referencing industrial restoration and national economic priorities.
@shuilee2781
Mar 4, 2025
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 need to buy, make and provide all Americans needs. So on that point keep your products.
We need to buy, make and provide all Americans needs. So on that point keep your products.
Advocates for economic self-sufficiency and rejecting American products, framing trade as an economic strategy.
@LILYLOVESFROGS
Mar 4, 2025
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
3RD world countries produce all the immigrant for cheap corporate labour
3RD world countries produce all the immigrant for cheap corporate labour
Makes an unsubstantiated claim about third-world countries producing immigrants for cheap labor, framing immigration as an economic exploitation issue.
jbsmith333
Jan 15, 2026
I’m from the U.S, Help us get out of this horrendous atrocity of a country ?
I’m from the U.S, Help us get out of this horrendous atrocity of a country ?
Comments on economic hardship from tariffs affecting all citizens.
Economic Argument
0.75
@rebel.grace3_85
Mar 4, 2025
Far as I am concerned I don't get free eye glasses or dental or hearing aids. I am a Senior and as far as I am concerned illegal and asylum immigrants should not receive free …
Far as I am concerned I don't get free eye glasses or dental or hearing aids. I am a Senior and as far as I am concerned illegal and asylum immigrants should not receive free health care in Canada call me racist I don't care.
Frames immigration through resource allocation and welfare access, comparing immigrant benefits to senior entitlements.
francesmarion2502
Feb 26, 2026
Imagine you bought real estate there. I would be so pissed
Imagine you bought real estate there. I would be so pissed
Expresses concern about real estate investment and property values being negatively affected by immigration.
dkdkkdks5087
Jan 27, 2026
Socialism fails when the goober mint and 50% is tax payer dependents
Socialism fails when the goober mint and 50% is tax payer dependents
Critiques economic sustainability of social programs and taxation in relation to government dependency.
InGODweTrust007
Jan 16, 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
Canada has been stealing money from the usa for way to long....we are done helping you for free.....CANADA YOU ARE NOT A FRIEND NEVER HAVE BEEN...TRUDEAU IS TRASH KEEP CRYING???
Canada has been stealing money from the usa for way to long....we are done helping you for free.....CANADA YOU ARE NOT A FRIEND NEVER HAVE BEEN...TRUDEAU IS TRASH KEEP CRYING???
Primarily focuses on economic grievance (money theft, free aid) while framing Canada as adversary and expressing hostility.
@kennygrove3227
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)