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
Good. Too many immigrants is a strain on all benefits for Canadian citizens. Citizens should be cared for first and foremost.
Good. Too many immigrants is a strain on all benefits for Canadian citizens. Citizens should be cared for first and foremost.
Argues that high immigration strains social benefits and that citizen welfare should be prioritized, framing immigration as an economic burden.
philtaylor78020
Apr 16, 2025
Well managed? it costed us over 200 billions in taxes and only made life more costly! It also did put great stress upon the very same institutions our elites told us they the immigrants would …
Well managed? it costed us over 200 billions in taxes and only made life more costly! It also did put great stress upon the very same institutions our elites told us they the immigrants would work for
Critiques immigration policy's economic impact, citing high costs and increased living expenses, while questioning institutional capacity claims.
Vilhjalm-l9o
Jun 21, 2025
The tariffs will be paid by American consumers eventually. Why did Trump do this?
The tariffs will be paid by American consumers eventually. Why did Trump do this?
Economic analysis of tariff incidence on consumers combined with questioning the policy rationale.
@huimingliu2383
Mar 5, 2025
Canadian graduates can't get jobs because they are too many imegant that is terrible for Canadian citizens. Send them back where they came from. Make Canada 🇨🇦 great.
Canadian graduates can't get jobs because they are too many imegant that is terrible for Canadian citizens.
Send them back where they came from.
Make Canada 🇨🇦 great.
Claims immigrants are taking jobs from Canadian graduates and calls for their removal, framing immigration as an economic threat to citizens.
David01sky
Apr 14, 2025
Trump attacking the poor, in Canada and US. Only billionaires will win from Trump’s actions.
Trump attacking the poor, in Canada and US. Only billionaires will win from Trump’s actions.
Focuses on economic impact and class inequality (poor vs billionaires) as primary concern.
@BrynHiggs1
Mar 5, 2025
Nothing I buy Comes? from Canada, it's all from China
Nothing I buy Comes? from Canada, it's all from China
Critiques Canadian economic competitiveness by noting reliance on Chinese imports rather than domestic production.
Economic Argument
0.80
@dark12ain
Mar 4, 2025
Unfortunately, you’ve been leaching off the American Economy too long. The gig’s over guys. Lower your tariffs to us and just be fair. If not, we will create our own products and/or get our resources …
Unfortunately, you’ve been leaching off the American Economy too long. The gig’s over guys. Lower your tariffs to us and just be fair. If not, we will create our own products and/or get our resources elsewhere.
Frames Canada-US relations through economic dependency and tariff negotiation, arguing for fair trade terms.
@r3razz
Mar 4, 2025
The MAGA mob will be the one hurt most; the miners of coal and truck drivers. They cannot afford eggs right now!??
The MAGA mob will be the one hurt most; the miners of coal and truck drivers. They cannot afford eggs right now!??
Discusses economic hardship (affordability of eggs, job impacts) resulting from tariff policy on specific worker groups.
Economic Argument
0.80
@ralph839
Mar 4, 2025
Well, if 25% tariffs existed, I don’t think Canada can do anything about it. President Trump won’t stop until it’s solved. That’s for sure!
Well, if 25% tariffs existed, I don’t think Canada can do anything about it. President Trump won’t stop until it’s solved. That’s for sure!
Discusses tariff policy impact and expresses concern about Canada's inability to respond to Trump's economic pressure.
@lifebeyondborders4365
Mar 5, 2025
TRUMP IS GOIN 2 F.U.K. OUR COUNTRY UP ITS AMAZING ERRY WHERE EV ARE MADE & SHIPPED TO THE USA GOT HIT WITH A TARIFF Y IS THAT?
TRUMP IS GOIN 2 F.U.K. OUR COUNTRY UP ITS AMAZING ERRY WHERE EV ARE MADE & SHIPPED TO THE USA GOT HIT WITH A TARIFF Y IS THAT?
Focuses on economic impact of tariffs on manufacturing and trade, expressing concern about Trump's trade policies.
@TLHHE
Mar 5, 2025
Why should America prioritize other countries? You just want your goods to flood and destroy the American family business
Why should America prioritize other countries? You just want your goods to flood and destroy the American family business
Frames immigration through economic concerns about trade, goods, and impact on American family businesses.
@kucingoyen1
Mar 5, 2025
his comments about working positively with Russia and appeasing putin are opinions not facts. The fact is WE ARE BROKE. We you me cant afford to be spending money on Ukraine as much as it …
his comments about working positively with Russia and appeasing putin are opinions not facts. The fact is WE ARE BROKE. We you me cant afford to be spending money on Ukraine as much as it pains me to say. We are going to go bankrupt and then we wont be able to help ourselves. We cannot continue to spend BORROWED MONEY. Are you willing to have the value of your hard earned dollar to fight a never ending battle. The truth is not a pretty one. Everytime we borrow money the quality of your life and your families diminishes. Not Ok with that. its a fucking struggle out here. and i know it is for you too. Mr Trudeau I think i just made it make sense. We cant afford it. War must end at all costs. or we are fucked.
Argues against spending on Ukraine based on Canada's financial constraints and the economic burden on citizens' quality of life.
@KS123_Beats
Mar 5, 2025
Blistering, I wouldn't call Trudeau blistering, more like blustering.\n\nThe Canadians will be hurt more by the tariffs than Americans. ?
Blistering, I wouldn't call Trudeau blistering, more like blustering.\n\nThe Canadians will be hurt more by the tariffs than Americans. ?
Critiques the impact of tariffs on Canada's economy, arguing Canadians will suffer more than Americans.
@pete4258
Mar 5, 2025
The USA will gladly stand aside and let Canada take over funding the Ukraine war. US citizens have currently taken on a tax burden around $1000/tax payer. Get ready to tighten your belt Justin.
The USA will gladly stand aside and let Canada take over funding the Ukraine war. US citizens have currently taken on a tax burden around $1000/tax payer. Get ready to tighten your belt Justin.
Discusses tax burden and financial costs of military support, comparing US and Canadian fiscal responsibilities.
@ThatPingster
Mar 4, 2025
Trump wanted to find money for pay rich people taxes by increase more taxes to the poor and middle class people.
Trump wanted to find money for pay rich people taxes by increase more taxes to the poor and middle class people.
Critiques Trump's tax policy as redistributing burden from wealthy to working and middle-class people.
@ToakCalifornia
Mar 4, 2025
Just watching the Canadian peso drop ??
Just watching the Canadian peso drop ??
Comment about Canadian currency depreciation, focusing on economic impact of the political situation.
Economic Argument
0.80
@bigfishy7816
Mar 4, 2025
Man I just thought what if this is the shift of us losing our standing in the world as Americans. People better start shopping for what they need now than we want. It’s already hard …
Man I just thought what if this is the shift of us losing our standing in the world as Americans. People better start shopping for what they need now than we want. It’s already hard day to day with wages we make imagine the cost associated with this trade war.
Expresses concern about economic impact of trade war on wages and cost of living, with underlying anxiety about American decline.
@DinoBlaxx
Mar 4, 2025
The US will be the big loser. Countries that impose tariffs are shooting themselves in the foot. The only thing Trudeau got wrong was calling Donald a smart guy. Bully yes, smart, no.
The US will be the big loser. Countries that impose tariffs are shooting themselves in the foot. The only thing Trudeau got wrong was calling Donald a smart guy. Bully yes, smart, no.
Argues that tariffs harm the imposing country economically while critiquing Trump's intelligence and Trudeau's characterization of him.
@geofff6671
Mar 4, 2025
Canadians and Americans will hurt from this! Not Mexicans! Mexico has poverty already!
Canadians and Americans will hurt from this! Not Mexicans! Mexico has poverty already!
Discusses economic impact and vulnerability of different groups, comparing Mexico's existing poverty to potential harm to Canada/US.
@And-the-new
Mar 4, 2025
will the costs of the goods go down or will they go up?\n\nit seems to me that there will be a winner and that will be the person who is already winning, not the average …
will the costs of the goods go down or will they go up?\n\nit seems to me that there will be a winner and that will be the person who is already winning, not the average person. the wealthy have picked a pretty face to whisper sweet nothings to the public while they do everything they can to gorge themselves on us; their cattle.\n\nwe live in little boxes with water treated with chlorine and ammonia and only a short amount of time in the sun. hardly enough sun to grow your own vegetables or enough room to graze your own cattle.\n\nchlorine and ammonia inhibit the growth of plants
Focuses on economic inequality and cost-of-living concerns, with critique of wealth disparity and living conditions.
@daylegibson4367
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
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)