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
The motor industry uses a lot of lumber
The motor industry uses a lot of lumber
Factual observation about the motor industry's use of lumber, relevant to economic/trade discussion.
Economic Argument
0.88
@pancake2662
Mar 4, 2025
We are already in a recession our purchasing power is greatly reduced if you think the average American hasn’t been hurting since 2008 then you aren’t paying attention
We are already in a recession our purchasing power is greatly reduced if you think the average American hasn’t been hurting since 2008 then you aren’t paying attention
Discusses economic hardship, reduced purchasing power, and recession since 2008, focusing on material economic conditions.
Economic Argument
0.88
@linooliva3965
Mar 4, 2025
Canada has all the necessary conditions to establish real manufacturing industries and increase production. With the presence of migrant labor such as workers from India—who are willing to accept lower wages than Canadian workers and …
Canada has all the necessary conditions to establish real manufacturing industries and increase production.
With the presence of migrant labor such as workers from India—who are willing to accept lower wages than Canadian workers and others—the equation becomes clear: lower costs, higher output, and greater profitability.
This workforce represents a real investment for those who know how to manage human resources and the economy intelligently.
Analysis of immigrant labor's economic impact on manufacturing, wages, costs, and profitability.
Economic Argument
0.88
Mimer_ye
Feb 27, 2026
America doesn't need there trade, both Canada & Mexico was only worth about 2.3% of their entire GDP. It's a bad thing for Canada but it's not going to effect America, you'll probably see a …
America doesn't need there trade, both Canada & Mexico was only worth about 2.3% of their entire GDP. It's a bad thing for Canada but it's not going to effect America, you'll probably see a temporary blip but it'll be back booming even better in no time.
Analysis of trade statistics and economic impact, comparing relative GDP effects on both nations.
@PhilipWorswick
Mar 4, 2025
It me so sick. People that have never paid taxes getting our benefits. It’s all nuts. I will never vote liberal
It me so sick. People that have never paid taxes getting our benefits. It’s all nuts. I will never vote liberal
Expresses concern about non-taxpayers receiving benefits (economic impact) and declares voting intention against Liberals.
kimpm2117
Feb 28, 2026
Once Americans feel the inflation then it will sink in
Once Americans feel the inflation then it will sink in
Predicts economic consequences (inflation) will change American public opinion, framing the issue through economic impact.
Economic Argument
0.88
@vangiem
Mar 4, 2025
car insurance went up 30%
car insurance went up 30%
Brief statement about rising insurance costs, implying economic impact related to immigration policy.
Economic Argument
0.88
jasonredpill7473
Feb 24, 2026
Trump did this to cause disinflation. Too many consumptions and too many cheap Chinese products in the market. Business owners are profiting at an all time high taking advantage of this inflation. Trump's move may …
Trump did this to cause disinflation. Too many consumptions and too many cheap Chinese products in the market. Business owners are profiting at an all time high taking advantage of this inflation. Trump's move may cause short-term pain but there it will help your wallets in the long term including home prices and rates. Trump aim is to bring down interest rates basically.
Detailed economic analysis of Trump's tariff strategy, discussing inflation, consumer prices, interest rates, and long-term financial impacts.
Economic Argument
0.88
@WiseOnion
Mar 4, 2025
The pain of tariff-induced inflation belongs to the citizens of the United States. Trump seems to be for the United States, but to be precise, for the rich in the United States. 2025 will be …
The pain of tariff-induced inflation belongs to the citizens of the United States. Trump seems to be for the United States, but to be precise, for the rich in the United States. 2025 will be the highest U.S. inflation in history.
Focuses on tariff-induced inflation and economic inequality, critiquing Trump's policies as benefiting only the wealthy.
@windlee183
Mar 4, 2025
I am a conservative and I admit that Donald Trump's tariffs will have a negative impact on Americans. If you think businesses are going to pay for the increased cost of importing and are not …
I am a conservative and I admit that Donald Trump's tariffs will have a negative impact on Americans. If you think businesses are going to pay for the increased cost of importing and are not going to scale back their labor forces are raise prices you don't have an understanding of business and finance. The whole purpose of going into business is to maximize profit therefore they are going to offset the costs by raising prices on goods for Americans and vice versa. This is a trade war. Thanks.
Analyzes tariffs through economic logic, predicting businesses will raise prices and cut jobs to maintain profits, characterizing it as a trade war.
@Kachavelli
Mar 4, 2025
Many International Students now are actually people in their 30s and 40s, with multiple kids and a spouse. So when they come here to "Study" They are eligible for Child Tax benefits and GST rebates …
Many International Students now are actually people in their 30s and 40s, with multiple kids and a spouse. So when they come here to "Study" They are eligible for Child Tax benefits and GST rebates and everything else that only a Citizen should receive. These foreign people are essentially financing their edication with the tax payers money. On top of that, they are adding more load to the healthcare , and public school system, without paying a single dollar in income tax or property tax.
Argues that international students impose economic costs through tax benefits and public service usage while contributing no income/property taxes.
@forsell9036
Feb 20, 2026
Trudeau is a joke. While he is pushing his agenda. Fur starters, he fails to mention the trade deficit with the usa. So bottom line while everyone loses, canada loses more. The us can survive …
Trudeau is a joke. While he is pushing his agenda. Fur starters, he fails to mention the trade deficit with the usa. So bottom line while everyone loses, canada loses more. The us can survive a lot easier without canada, while canada will suffer a lot more without the usa.\n\nWhen i bring cheese from the usa to canada, there is a 200% tax on anything above my $20 personal exemption, the save is not the same when bringing dairy to the usa.\n\nIf you want to be treated fairly, treat others fairly.\n\nAfter watching zelensky from Ukraine, Trudeau is pretty stupid if he thinks he will win this one.
Focuses on trade deficits, tariff asymmetries, and economic disadvantage to Canada in US relations, with specific examples of pricing disparities.
@YankyZuchmir
Mar 4, 2025
Can't wait to my 25% increase in my paycheck.
Can't wait to my 25% increase in my paycheck.
References personal financial benefit from a policy change, discussing wage increase.
@magic717100
Mar 4, 2025
ALSO out young people looking for summer jobs
ALSO out young people looking for summer jobs
Raises concern about job competition for young Canadians seeking summer employment in context of immigration discussion.
Economic Argument
0.88
pathollingworth2170
Feb 17, 2026
Donald doesn’t understand the concept of tariffs. He sounds dumb and everyone who doesn’t understand tariffs, please know we the consumer are the victims of the most dumbest decision.
Donald doesn’t understand the concept of tariffs. He sounds dumb and everyone who doesn’t understand tariffs, please know we the consumer are the victims of the most dumbest decision.
Focuses on tariff economics and consumer impact while criticizing policy understanding and decision-making.
@GB-zk7tk
Mar 4, 2025
I supported Trump but I think he is one big mistake. Gas prices is going up not down. Every thing is going up in prices. Economy is going down.
I supported Trump but I think he is one big mistake. Gas prices is going up not down. Every thing is going up in prices. Economy is going down.
Focuses on economic metrics (gas prices, inflation, economic decline) as evidence of failed policy under Trump.
@alejandrocerdenia1235
Mar 4, 2025
So this dude was charging us for our imports but we can charge him. Canada is like the most protectionist partner. Canadas economy won't be able to handle this and they will fold and renegotiate …
So this dude was charging us for our imports but we can charge him. Canada is like the most protectionist partner. Canadas economy won't be able to handle this and they will fold and renegotiate and deal. His economy will slip into recession.
Analyzes trade dynamics and predicts economic recession as consequence of tariff policies.
Economic Argument
0.88
@derekharp2805
Mar 4, 2025
People thanking Trudeau is ridiculous. Canadian dollar is worth pinnies . Housing is out of control . Gas is out of control. We need Trudeau out
People thanking Trudeau is ridiculous. Canadian dollar is worth pinnies . Housing is out of control . Gas is out of control. We need Trudeau out
Focuses on economic grievances (currency devaluation, housing, gas prices) as reasons to remove the current leader.
@AndrewAnnin
Mar 4, 2025
Canada is already heading into an economic crisis, and what Trudeau just did might be the final nail in the coffin. This is his last big mistake — and he’ll soon blame Trump’s policies to …
Canada is already heading into an economic crisis, and what Trudeau just did might be the final nail in the coffin. This is his last big mistake — and he’ll soon blame Trump’s policies to cover up his own failures.\n\nLet’s be clear: Trump’s tariff policies aren’t some random attack — they’re based on a simple reality: The U.S. doesn’t need Canada. Here’s why:\n\nEconomy Size Comparison:\n\nU.S. GDP (2024): Over $28 trillion\nCanada GDP (2024): Around $2.3 trillion\nThe U.S. economy is more than 12 times larger than Canada’s — the leverage is completely one-sided.\nTrade Imbalance:\n\n75% of Canadian exports go straight to the U.S. — Canada’s economy depends on the American market to survive.\nMeanwhile, only around 12-15% of U.S. exports go to Canada. The U.S. can replace Canadian goods easily through Mexico, Europe, or Asia, but Canada has no backup plan for losing U.S. access.\nPopulation and Consumer Base:\n\nU.S. population: Over 330 million\nCanada: Around 40 million\nThe U.S. is 8 times the market size, meaning American businesses would always prioritize the U.S. market over Canada.\nNatural Resources & Energy:\n\nCanada’s oil, gas, and timber exports rely heavily on U.S. buyers.\nThe U.S. is already the world’s top producer of oil and gas thanks to its shale industry — it can easily survive without Canadian energy.\nCanada, on the other hand, would struggle to find new customers fast enough to avoid collapse.\n\nDefense & Global Influence:\nThe U.S. holds dozens of trade agreements with major powers like the EU, Japan, South Korea, and Mexico.\nCanada’s economy relies heavily on U.S. investment, which could be cut off or redirected if necessary.\nBottom line: Trudeau is dragging Canada into a crisis of his own making. He’s gambling with his country’s economic future, knowing full well that in any economic war with the U.S., Canada loses — fast. When the fallout hits, Trudeau will shift the blame to Trump, but the facts are clear: Canada needs the U.S. far more than the U.S. needs Canada.
Extensive analysis of economic disparities, trade imbalances, and GDP comparisons to argue structural disadvantages for Canada in trade negotiations.
@mohamedlahrech178
Mar 4, 2025
Yeah, good luck growing your crops without potash
Yeah, good luck growing your crops without potash
Points out economic interdependence regarding potash exports, making an argument about trade and economic leverage.
Economic Argument
0.88
@MissTeerie8
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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