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
I think these words mean nothing, one shoudl look at actual data. There have been a tremendous imbalance between the US and most of the world. US produces so much, have so many resourcers but …
I think these words mean nothing, one shoudl look at actual data. There have been a tremendous imbalance between the US and most of the world. US produces so much, have so many resourcers but could not compete. Instead, they were forced to open operations in foreign countries, which does not benefit US taxpayers. You like it or not, US was on a downhill if other countries would not agree to make American products competitive.
Analysis of US economic imbalance, trade competitiveness, and manufacturing relocation as justification for trade policy adjustments.
@petrasmiles1029
Mar 4, 2025
Californian here, so when should we expect for groceries to go up more now? I already notice yesterday gas was at 5.03. I still support Canada making us feel the wrath.
Californian here, so when should we expect for groceries to go up more now? I already notice yesterday gas was at 5.03. I still support Canada making us feel the wrath.
Discusses economic impacts (grocery and gas prices) while expressing support for Canada's trade actions.
@Pandie916
Mar 4, 2025
You already tariff American goods ya idiot!! What do you think started this BS!! We’re gonna finish it! And your 200 billion subsidy is OVER! ??
You already tariff American goods ya idiot!! What do you think started this BS!! We’re gonna finish it! And your 200 billion subsidy is OVER! ??
Commenter disputes Canada's tariff policies and references subsidies, engaging in economic argument about trade and government spending.
@gerrittwaterlander1317
Mar 4, 2025
Your country couldn't hurt us if you wanted to. We don't need you we can buy your products from someone else or we can produce our own your country sir for the most part is …
Your country couldn't hurt us if you wanted to. We don't need you we can buy your products from someone else or we can produce our own your country sir for the most part is it frozen sheet of ice who needs your Southern partner that can grow things in the warmer weather you moron
Commenter argues Canada's economic independence and self-sufficiency, dismissing U.S. economic leverage while asserting national capability.
@robertdana6911
Mar 4, 2025
7500 a month for immigrants. How much do canadians on welfare get. TELL ME.
7500 a month for immigrants. How much do canadians on welfare get. TELL ME.
Compares welfare benefits for immigrants versus Canadian citizens, implying unfair economic disparity through rhetorical questioning.
Johnrider1234
Feb 27, 2026
Canada sells us 250 billion dollars more than they buy of our stuff so boo hoho Americans are sick of r so called allies screwing us
Canada sells us 250 billion dollars more than they buy of our stuff so boo hoho Americans are sick of r so called allies screwing us
Focuses on trade imbalance and economic grievances between Canada and the US, framing Canada as an unfair trading partner.
@MichaelGottfried-zm9sj
Mar 4, 2025
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
This will cause much damage to the economy and the American people, but it will help the billionaires enrich themselves even more. They always know how to use a good economic crisis to their advantage.
This will cause much damage to the economy and the American people, but it will help the billionaires enrich themselves even more. They always know how to use a good economic crisis to their advantage.
Critiques economic consequences of policy, arguing it harms ordinary people while enriching billionaires.
@blandest4788
Mar 4, 2025
The trade war has begun now he wants to discuss how we’re going to adapt to the economic nightmare how we can survive this and how we can defeat Trump’s bullshit
The trade war has begun now he wants to discuss how we’re going to adapt to the economic nightmare how we can survive this and how we can defeat Trump’s bullshit
Discusses the economic impact of the trade war and Canada's need to adapt to economic hardship caused by Trump's policies.
@calebwyman5510
Mar 4, 2025
Finland stands with Canada. Ordinary American citizens will pay the tariffs imposed by Trump as increased prices in stores and inflation will start to rise in the United States.
Finland stands with Canada. Ordinary American citizens will pay the tariffs imposed by Trump as increased prices in stores and inflation will start to rise in the United States.
Compares Finland's stance to Canada while focusing on economic consequences (tariffs, inflation, consumer prices) of Trump's policies.
@movieghostofficial
Mar 4, 2025
CLOWN! ? WAIT UNTIL HE STOPS THE HUNDREDS OF BILLIONS THE USA GIVES CANADA.
CLOWN! ? WAIT UNTIL HE STOPS THE HUNDREDS OF BILLIONS THE USA GIVES CANADA.
Criticizes Trump using economic leverage (U.S. aid to Canada) as a threat, framing it as a consequence of his policies.
@bigdwg6126
Mar 4, 2025
Ive switched from buying things from the united states, and instead im buying from canada.
Ive switched from buying things from the united states, and instead im buying from canada.
Describes a personal purchasing decision shift from US to Canadian goods, implicitly supporting Canadian economy in response to trade tensions.
@Bugs_Bonnie
Mar 4, 2025
MAGA Trumpers voted for a recession 100 times worse then anything Biden did?
MAGA Trumpers voted for a recession 100 times worse then anything Biden did?
Criticizes Trump voters for economic consequences (recession), framing the debate around economic impact and blame.
@Heccordero2
Mar 4, 2025
Look at all those pompous siuts mad because the money tree is withering . They are losing profit in outsourced contracts. All to keep thier nation under the heel of another nation that does all …
Look at all those pompous siuts mad because the money tree is withering . They are losing profit in outsourced contracts. All to keep thier nation under the heel of another nation that does all the industrial work for them.\n\nThis is an opportunity for American and any other nations to stop being handcuffed to outsourced industry. Do the hard blood sweat and tears, work that needs to be done to gain independence from Chinese industrial domination ( that the west itself birthed)
Argues that tariffs represent economic opportunity for industrial independence and reduced outsourcing dependence, framed as beneficial policy reorientation.
@Steven-ux8jv
Mar 4, 2025
Craziest things looks there are thousands graduates from local citizen colleges, for example community support worker in social services but nobody's hiring them because they're only sponsored when they hire temporary workers for their Non …
Craziest things looks there are thousands graduates from local citizen colleges, for example community support worker in social services but nobody's hiring them because they're only sponsored when they hire temporary workers for their Non prifit company, then the citizens community services workers with 34 thousands debts contribute the salaries instead of getting those jobs ,omg,crazyy, judt check only community support worker position graduates citizens vs temporary workers ratios on employment, needs to change please, sincerely
Critiques hiring practices favoring temporary workers over Canadian graduates, highlighting job market competition and debt burden issues.
samt7740
Feb 28, 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
America has been getting ripped off for years and the world economy was running perfectly with that plan. Now we are trying to write anew and everyone is losing their minds!
America has been getting ripped off for years and the world economy was running perfectly with that plan. Now we are trying to write anew and everyone is losing their minds!
Argues that the US economy was previously advantaged and current trade rebalancing is causing disruption.
@Sunnsz
Mar 4, 2025
Stop spreading hate and Canadians people live with indian tax payers money 😂😂😂😂😂😂😂
Stop spreading hate and Canadians people live with indian tax payers money 😂😂😂😂😂😂😂
Claims immigrants benefit from Canadian taxpayer money while framing it as unfair, mixing economic and identity grievance.
2709games
Mar 3, 2026
Need to bring jobs back to America and let Canada go figure out their lifestyle
Need to bring jobs back to America and let Canada go figure out their lifestyle
Focuses on job repatriation and economic priorities for America while dismissing Canada's concerns.
@DustyBrown-u1n
Mar 4, 2025
We've been paying your Tariffs for years, now we're charging you Tariffs and you come unglued, your kidding!!!
We've been paying your Tariffs for years, now we're charging you Tariffs and you come unglued, your kidding!!!
Discusses tariff policy and reciprocal trade dynamics, framing it as justified retaliation for long-standing American economic advantage.
@edreeder9853
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
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RocaNews
467
JamCan
274
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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
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2,078
Tyler Oliveira
1,667
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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
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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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