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
This means jobs for Americans yay
This means jobs for Americans yay
Frames immigration policy in terms of job availability for Americans, a direct economic impact argument.
Economic Argument
0.85
@andrewphillips7980
Mar 4, 2025
Tariffs bring in cash INSTANTLY to his treasury, so that he can spend it instantly on tax cuts. Any other income generating taxes need laws to pass Congress and will not produce CASH for years...
Tariffs bring in cash INSTANTLY to his treasury, so that he can spend it instantly on tax cuts. Any other income generating taxes need laws to pass Congress and will not produce CASH for years...
Discusses tariff policy and its fiscal mechanisms as economic strategy.
Economic Argument
0.85
@johnbarrett3545
Mar 4, 2025
Donald thinks he is running a business with profit and loss. Does he reliaze that by increasing Tariffs he is hurting Americans? Eventually, Canada will find other markets to sell their products.
Donald thinks he is running a business with profit and loss. Does he reliaze that by increasing Tariffs he is hurting Americans? Eventually, Canada will find other markets to sell their products.
Critiques Trump's tariff policy through economic reasoning about harm to Americans and Canada's market alternatives.
@khaldmohammad1833
Mar 4, 2025
Ur canadian dollar is worthless.....ur population not big enough to suppporr themselves....actually is the other way round
Ur canadian dollar is worthless.....ur population not big enough to suppporr themselves....actually is the other way round
Critiques Canada's economic viability through currency devaluation and population-to-resource ratio arguments.
Economic Argument
0.85
@jeffralchin8344
Mar 4, 2025
Don't think the US consumer really understands how much these tariffs are gonna hurt them
Don't think the US consumer really understands how much these tariffs are gonna hurt them
Discusses the economic impact of tariffs on US consumers, focusing on financial consequences.
Economic Argument
0.85
@davidrhodes7655
Mar 4, 2025
Canada’s economy is weak. The migrants they allowed into their country are now misplaced because of lack of opportunities.
Canada’s economy is weak. The migrants they allowed into their country are now misplaced because of lack of opportunities.
Argues that Canada's weak economy and lack of opportunities for migrants is a consequence of immigration policy.
@frankalbertyap9132
Mar 4, 2025
The real reason for the tariffs is because it has never been fair for the United States we pay more taxes for products in Canada in Mexico in Europe and it's always been like that …
The real reason for the tariffs is because it has never been fair for the United States we pay more taxes for products in Canada in Mexico in Europe and it's always been like that and it's sad that it has to come to this in order for everybody to pay their fair share. That's the real reason. it'sad that countries are mad because they can't continue to rip off the United States. if there's fair trades there are no tariffs period
Focuses on tax disparities and trade fairness as justification for tariffs, centering economic inequality as the core issue.
@kobii45
Mar 4, 2025
Mexico y canada deben bajar impuestos internos a ciudadanos y restringir severamente el gasto publico para reducir inflacion interna y motivar a exportadores y consumidorres. Y Disminuir desaceleracion de economia
Mexico y canada deben bajar impuestos internos a ciudadanos y restringir severamente el gasto publico para reducir inflacion interna y motivar a exportadores y consumidorres. Y Disminuir desaceleracion de economia
Discusses tax policy, government spending, inflation, and economic incentives for exporters and consumers across North America.
Economic Argument
0.85
@daniloespinosa-kz3tv
Mar 4, 2025
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
Buy American all day every day.\nNot that hard.\nSupport American workers, buy made in the USA and American Agriculture.
Buy American all day every day.\nNot that hard.\nSupport American workers, buy made in the USA and American Agriculture.
Advocates for economic protectionism and supporting American workers and agriculture, framed as a practical economic choice.
@JohnCunningham-y2t
Mar 4, 2025
We’re taxing them the same as they are taxing us
We’re taxing them the same as they are taxing us
Direct statement about tax reciprocity between nations, framing trade relations through economic equivalence.
Economic Argument
0.85
@APG103House
Mar 4, 2025
We don’t need any of your resources. We literally can get everything in our own country. You have be taking advantage of us with your significantly High tariffs and when we ask for a more …
We don’t need any of your resources. We literally can get everything in our own country. You have be taking advantage of us with your significantly High tariffs and when we ask for a more fair deal this is how you treat us.
Argues that Canada is economically self-sufficient and criticizes unfair tariff policies and trade practices.
@timothybeach8771
Mar 4, 2025
It's going to hurt Americans that aren't millionnaires. Gone are the days of low prices for goods and services. Crazy times we live in that we would vote in a politician intent on hiking up …
It's going to hurt Americans that aren't millionnaires. Gone are the days of low prices for goods and services. Crazy times we live in that we would vote in a politician intent on hiking up everyday costs for ordinary Americans.
Focuses on economic impacts (prices, costs) of political decisions on ordinary citizens, critiquing policy consequences.
@DQ940
Mar 4, 2025
The problem is America is in debt.
The problem is America is in debt.
Identifies US national debt as the root cause of economic tensions and trade disputes.
Economic Argument
0.85
@ChrisChris-yr2mq
Mar 4, 2025
As an American, did that weasel Trudeau just threaten us?! Um, he better backstep while he still has time. Canada has NO product that we Americans cannot replace with an American made one in a …
As an American, did that weasel Trudeau just threaten us?! Um, he better backstep while he still has time. Canada has NO product that we Americans cannot replace with an American made one in a matter of months. Fertilizer is an easy one, Our farmers just need to go back to using natural animal/yuman waste which is ecactly what used to be done. It even saves farmers billions $ because they create a use for waste they now pay to have to process for removal. Lumber and products are also an easy fix. We Americans have millions of acres of timber that actually NEEDS regular harvest to reduce the forest fires that plague us yearly. The list goes on, and not a single item cannot be MADE IN AMERICA that we currently get from Canada.
Commenter argues that American economic self-sufficiency makes Canadian trade unnecessary, emphasizing economic capacity and cost savings while comparing US and Canadian production capabilities.
@jeffproctor1690
Mar 4, 2025
Canada will lose business permanently. The longer this goes the more they lose. Hurts them twenty times more than it hurts the US. We won't even notice.
Canada will lose business permanently. The longer this goes the more they lose. Hurts them twenty times more than it hurts the US. We won't even notice.
Argues that Canada will suffer greater economic harm than the US from an unspecified policy, using comparative economic impact reasoning.
@MinusEighty
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
Why impose tariffs? Canadians don't buy American goods anymore. That's way more effective than imposing tariffs.
Why impose tariffs? Canadians don't buy American goods anymore. That's way more effective than imposing tariffs.
Discusses trade strategy and consumer purchasing behavior as an alternative to tariffs, framed as economic reasoning.
Economic Argument
0.85
@nurzumkommentieren5762
Mar 4, 2025
Canada just needs to fix the trade deficit with the United States. If Trudeau does, the U.S. tariffs would not happen. Canada has turned a deaf ear when the U.S. requested a fair trading partner …
Canada just needs to fix the trade deficit with the United States. If Trudeau does, the U.S. tariffs would not happen. Canada has turned a deaf ear when the U.S. requested a fair trading partner and less deficits in the past decades. Trump was obligated to put a tariff on Canadian goods entering the U.S. since Canada did not resolve the problem.
Analysis of trade deficits and tariffs framed as justification for U.S. policy, focusing on economic imbalance between nations.
@noraarico1313
Mar 4, 2025
Electricity, oil, steel, lumber, water, and potash, are just a sample of what Canada supplies to America. Good luck! You are going to need it.
Electricity, oil, steel, lumber, water, and potash, are just a sample of what Canada supplies to America. Good luck! You are going to need it.
Discusses Canada's economic leverage through resource exports and implications for US-Canada trade relations.
@lisamarie8265
Mar 4, 2025
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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)