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
NAFTA, this is Americans Revenge baby!!! TOOK OUR JOBS AND MEXICO TOO!!!
NAFTA, this is Americans Revenge baby!!! TOOK OUR JOBS AND MEXICO TOO!!!
Focuses on job loss and economic impact from trade policy (NAFTA), framed as American grievance.
@steves3649
Mar 4, 2025
Canada has to stop funding all programs to foreign countries....we need to fund our country first...we are not bad unconcerned citizens...we just don't want to be taken advantage of....we are broke!
Canada has to stop funding all programs to foreign countries....we need to fund our country first...we are not bad unconcerned citizens...we just don't want to be taken advantage of....we are broke!
Argues that Canada's financial resources should prioritize domestic citizens over foreign aid and immigration, framing it as an economic sustainability issue.
IvanCelleri-k7s
Apr 16, 2025
They used to make those fertilizers here in the United States, but it was cheaper in Canada because the Canadian dollar was so low
They used to make those fertilizers here in the United States, but it was cheaper in Canada because the Canadian dollar was so low
Explains historical manufacturing decisions based on currency exchange rates and cost differentials between countries.
@AntiMatter1
Mar 4, 2025
Americans buy American made products; simple.
Americans buy American made products; simple.
Justifies protectionist economic behavior through consumer preference for domestic products.
Economic Argument
0.85
@jtbrokenharted
Mar 4, 2025
Forget about Fentanyl, when your country consumes so much alcohol that you can damage another countries economy by putting tariffs on alcohol imports, you got a big problem.
Forget about Fentanyl, when your country consumes so much alcohol that you can damage another countries economy by putting tariffs on alcohol imports, you got a big problem.
Critiques Canada's alcohol consumption as economically damaging through tariff impacts, framing it as a national problem.
@Wiggly-g2h
Mar 4, 2025
The ignorance of some narrow-minded pro-Trump individuals commenting here prevents them from seeing the economic tragedy that the people of the United States are about to suffer. This has nothing to do with popularity approval …
The ignorance of some narrow-minded pro-Trump individuals commenting here prevents them from seeing the economic tragedy that the people of the United States are about to suffer. This has nothing to do with popularity approval but rather with the devastating financial consequences that these tariffs will bring to American families who do not belong to the oligarchy.
Focuses on economic consequences of tariffs and financial impact on American families, critiquing Trump administration policy.
@casb4913
Mar 4, 2025
We as Americans don't need ur trade you need us more.. america frist . And that that. cannada lives In the shadow of are military and pay nothing for it \nI love america ?? america …
We as Americans don't need ur trade you need us more.. america frist . And that that. cannada lives In the shadow of are military and pay nothing for it \nI love america ?? america frist
Argument that the US has greater economic and military leverage over Canada, framed with nationalist identity assertion.
@josequiles4569
Mar 4, 2025
Every Democrat was making the point that only the host country pays for the tariffs that it puts on items. Why is Canada upset? If we have to pay the tariffs. And then canada's answer …
Every Democrat was making the point that only the host country pays for the tariffs that it puts on items. Why is Canada upset? If we have to pay the tariffs. And then canada's answer is to what make their own people pay tariffs, that doesn't make any sense. There market is so small that even if they thought they were doing a trade war, their economy will go bottom up in no time.
Analyzes tariff economics and questions Canada's retaliatory trade policy based on market size and economic impact.
@bryanconnor4108
Mar 4, 2025
Just another way to jack up prices of products and goods in north america. Good bye middle class
Just another way to jack up prices of products and goods in north america. Good bye middle class
Argues that policy will increase prices and harm the middle class economically.
@tamcevoy
Mar 4, 2025
Canada's Tariff applied to the United States will cause some price inflation, price increase, for a short time until the United states establish compaines to produce the same good and services that were tariffed. Once …
Canada's Tariff applied to the United States will cause some price inflation, price increase, for a short time until the United states establish compaines to produce the same good and services that were tariffed. Once goods and service producted by the United States exceeds the Canadian goods and services that were tarriffed, the prices will come down. President Donald Trump did this to grow United States and Employment and cause price deflation over the long term. Hopefully Canada has the resources to do the same. I hope every body is blessed through Jesus Christ's name. Amen.
Detailed analysis of tariff effects on prices, domestic production, and long-term economic outcomes.
Economic Argument
0.85
@John-wx3zn
Mar 4, 2025
Never winners in a trade war.
Never winners in a trade war.
Makes a general economic claim about trade wars being universally detrimental.
Economic Argument
0.85
@peghiggins124
Mar 4, 2025
Trump and his Tariffs will be Trouble for lay men
Trump and his Tariffs will be Trouble for lay men
Comment expresses concern about tariffs' negative economic impact on ordinary people, combining economic and threat-based reasoning.
@JamesBond7E
Mar 4, 2025
Every year 20 million Canadian travel to USA and that will stop soon and USA hotels and small businesses and airlines lose about 17 billion dollars just there, At the end USA will lose more …
Every year 20 million Canadian travel to USA and that will stop soon and USA hotels and small businesses and airlines lose about 17 billion dollars just there, At the end USA will lose more than Canadian, Trump bows down for Putin but stab Canada and Mexico from back.
Presents economic impact analysis of travel and trade between U.S. and Canada, arguing U.S. has more to lose.
@jamalsalehi6860
Mar 4, 2025
Remember, it's not just Canada that is responding to Trump. Mexico and China are also responding simultaneously to Trump's idiotic tariffs. Mexico, Canada, and China are America's biggest suppliers of materials crucial to the American …
Remember, it's not just Canada that is responding to Trump. Mexico and China are also responding simultaneously to Trump's idiotic tariffs. Mexico, Canada, and China are America's biggest suppliers of materials crucial to the American economy and are huge markets for American goods. If Trump thinks he can fight all of these countries at once and not have America receive grievous damage, then he is more deluded than we thought.
Analyzes economic consequences of Trump's tariff policies on US-Canada-Mexico-China trade relationships and supply chains.
@adamndirtyape
Mar 4, 2025
People voted believing that Trump will create a better economy for the American people but surprise surprise that guy will starve us to death.
People voted believing that Trump will create a better economy for the American people but surprise surprise that guy will starve us to death.
Critiques economic policy outcomes, arguing that Trump's policies will harm the economy and people's livelihoods.
@guillermoramirez6900
Mar 4, 2025
President Trump’s tariffs on Canada are essential to protecting American jobs and industries from unfair trade practices. Trudeau’s corrupt leadership has exploited the U.S. for years while failing to curb the fentanyl crisis that devastates …
President Trump’s tariffs on Canada are essential to protecting American jobs and industries from unfair trade practices. Trudeau’s corrupt leadership has exploited the U.S. for years while failing to curb the fentanyl crisis that devastates American communities. His government’s scandals and suppression of dissent prove Canada is no longer a reliable partner. These tariffs aren’t about punishment—they’re about securing America’s future, restoring fair trade, and putting American workers first.
Justifies tariffs on economic grounds (protecting jobs, fair trade) while making unverified claims about Trudeau's corruption and fentanyl failure.
@glitzliv
Mar 4, 2025
Tariffs are a tax on the American people so Trump can raise money to give tax cuts to his billionaire cronies.
Tariffs are a tax on the American people so Trump can raise money to give tax cuts to his billionaire cronies.
Analyzes tariffs as an economic policy with distributional consequences, framing them as a tax mechanism.
@robertbercht9875
Mar 4, 2025
I know it's not on most people's radar, but what is a huge problem that no one talks enough about is how when so many temporary foreign workers come here, they make money in Canadian …
I know it's not on most people's radar, but what is a huge problem that no one talks enough about is how when so many temporary foreign workers come here, they make money in Canadian dollars and then send that money out of our economy to their home Country. So our Canadian dollars are sold, and isn't spent in our Economy. When you go somewhere and you don't see any born in Canada employees you really need to make a choice to not support that business.
Canadian wages should go to Canadians and spent in our economy. I hope we wise up and we start to really limit how many people we bring into the Country. We're literally bringing in 400K+ people that's about the size of Halifax, EVERY year. We just cannot support this rapid growth. Especially when the people coming in have no intention of integrating and do not share our values.
Focuses on economic impact of temporary foreign workers, money leaving the economy, and wages for Canadians, with underlying concern about integration and values.
weissblitz100
Jan 28, 2026
Coming from a guy that doesn't quite look like he's going to be there long. 1.7 trillion that's trillion dollars of manufacturing money coming to America because of the tarrif threats. Not Canada but America, …
Coming from a guy that doesn't quite look like he's going to be there long. 1.7 trillion that's trillion dollars of manufacturing money coming to America because of the tarrif threats. Not Canada but America, real jobs and money not government jobs.
Compares economic outcomes between Canada and America, arguing America benefits more from tariff policy.
@workingman4918
Mar 4, 2025
Trump taxes are going to break American home budgets. This DOES NOT make American great!
Trump taxes are going to break American home budgets. This DOES NOT make American great!
Critiques Trump's tax policies based on their claimed negative economic impact on household budgets.
@MAGREG4GET
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
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
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
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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)