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
That is ridiculous guess I'll spend my hard earned vacation money to other countries.
That is ridiculous guess I'll spend my hard earned vacation money to other countries.
References personal vacation spending decisions in response to border policies, framing the issue through economic impact.
krakenbuilt8804
Dec 10, 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
Damn maple syrup already is expensive enough
Damn maple syrup already is expensive enough
References rising costs of maple syrup as an economic concern, with a light humorous tone about inflation.
@valkyrie2327
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
Good speech but their economy will collapse !!!
Good speech but their economy will collapse !!!
Predicts economic collapse as consequence of policy, combining economic concern with threat framing.
@leadertopsi5536
Mar 4, 2025
FUCK YOU… pay the tariff… I like how they call tariffs a TRADE WAR… we don’t need Canada California has more ppl than Canada!
FUCK YOU… pay the tariff… I like how they call tariffs a TRADE WAR… we don’t need Canada California has more ppl than Canada!
Discusses tariffs and economic trade while comparing Canada's population/importance to California.
@ministerforprofitministerf1671
Mar 4, 2025
We non-crazy people have to adopt the autarky strategy to make ourselves independent of the crazy people. In Germany we say „separating the wheat from the chaff“.? As long as the main trade rule, that …
We non-crazy people have to adopt the autarky strategy to make ourselves independent of the crazy people. In Germany we say „separating the wheat from the chaff“.? As long as the main trade rule, that we are all profiting from trade, is not sufficiently understood… Global prosperity would always be the better choice and we have backwards development. Inacceptable for young world citizens.
Discusses trade policy, economic interdependence, and prosperity as moral imperatives, advocating for global cooperation over isolation.
@holyflower7930
Mar 4, 2025
Yall are mad because America wants to play fair now, you're an ally not a state womp womp dont be mad when Americans prioritize their needs first. Tarrifs will make the lifes of all Americans …
Yall are mad because America wants to play fair now, you're an ally not a state womp womp dont be mad when Americans prioritize their needs first. Tarrifs will make the lifes of all Americans better in the long run aka less taxes. Our country has been depleted and its time we woroked on ourselves. Prime example California? hole.
Argues that tariffs and prioritizing American economic interests will benefit citizens through reduced taxes and improved conditions.
@Buardo
Mar 4, 2025
U.S De-dollarisation as reserve currency is the need of the hour
U.S De-dollarisation as reserve currency is the need of the hour
Discusses economic policy regarding currency and reserve status, framed as an urgent economic need.
Economic Argument
0.75
@chinmoyborah1109
Mar 4, 2025
He’s talking about 25% tax on $150B but Elon saved the United States 100% on $105B in one month. As a wise man once said, “You don’t have the cards.”
He’s talking about 25% tax on $150B but Elon saved the United States 100% on $105B in one month. As a wise man once said, “You don’t have the cards.”
Compares tax policy impact with claimed savings figures, engaging in economic comparison and critique of fiscal policy.
Economic Argument
0.75
@NoahAvery96
Mar 4, 2025
Who's going to explain to Trump that US refineries don't process us oil. We need Canadian and Venezuelan oil. Guess we are getting Russian oil
Who's going to explain to Trump that US refineries don't process us oil. We need Canadian and Venezuelan oil. Guess we are getting Russian oil
Makes an economic argument about oil refining dependencies while implying unverified consequences about Russian oil.
@chri6393
Mar 4, 2025
Like 2008 economy rough gotta get rid of competition
Like 2008 economy rough gotta get rid of competition
Frames immigration as economic competition during difficult times, suggesting removal of immigrants to reduce job competition.
Economic Argument
0.75
cornellbrown-t1x
Dec 25, 2025
? Learn your facts! Canada taxes us on tariffs! Now we are doing the same so I guess America is the bad guy ?♂️
? Learn your facts! Canada taxes us on tariffs! Now we are doing the same so I guess America is the bad guy ?♂️
Discusses tariff policy and taxes, comparing Canada and America's approaches to trade.
@NMZIA
Mar 4, 2025
Canadians are just going to sell all their properties in the US, we will not go over the border to the US anymore!!!! Very little.
Canadians are just going to sell all their properties in the US, we will not go over the border to the US anymore!!!! Very little.
Describes economic responses (property sales, border avoidance) by Canadians in reaction to US policy, with nationalist undertones.
@livinginharmoney3843
Mar 4, 2025
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
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
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 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
The ship is already sinking. The nobles are on their own yachts while they scoop up all the wealth from the drowning.
The ship is already sinking. The nobles are on their own yachts while they scoop up all the wealth from the drowning.
Uses economic metaphor of sinking ship and wealth inequality to express concern about systemic economic problems.
whoarewefoolin9463
Sep 13, 2025
With legalized abortion and many divorces, immigration is extremely vital today
With legalized abortion and many divorces, immigration is extremely vital today
Argument that immigration is economically necessary due to declining birth rates and family dissolution.
Economic Argument
0.75
ENGlishJELLo-yk7up
Sep 30, 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
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2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
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4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
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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
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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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