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 is really gonna kill a lot of small online businesses that do commerce with the United States. We have a small stationary company that is just gonna die.
This is really gonna kill a lot of small online businesses that do commerce with the United States. We have a small stationary company that is just gonna die.
Describes concrete economic harm to a small business from tariffs, combining lived experience with economic impact analysis.
@claudiachavez7300
Mar 4, 2025
Tariffs will make Canada Stronger and America Weaker.
Tariffs will make Canada Stronger and America Weaker.
Makes an economic claim about tariff impacts while comparing Canada and America's relative positions.
@Fluterra
Mar 4, 2025
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
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
Total US GDP on exports to Canada and Mexico is 2.7%. We’re not going to feel your tariffs in the USA. But you will feel ours haha.
Total US GDP on exports to Canada and Mexico is 2.7%. We’re not going to feel your tariffs in the USA. But you will feel ours haha.
Presents economic data about tariffs and trade impact, comparing US and Canadian vulnerability.
@Obstrucks
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
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
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
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
You will charge Canadian more tax
You will charge Canadian more tax
Expresses concern about increased taxation on Canadians as a consequence of policy.
Economic Argument
0.88
@Dominiclegault-xr3ze
Mar 4, 2025
The birth rate is low b/c the rich have too much money and the workers have too little. Tax the rich, tax them HARD and incr workers watges and you will see people have the …
The birth rate is low b/c the rich have too much money and the workers have too little. Tax the rich, tax them HARD and incr workers watges and you will see people have the number of babies that they want. In fact, reward them for having babies, make it cost free like it was in the USSR.....
If Canada (or the US) offered free housing, free childcare, and guaranteed jobs (the USSR model), the "labor shortage" and "birth rate crisis" would vanish in 9 months.
Analyzes birth rate and labor shortage through wealth inequality and proposes economic policy solutions.
AaronBlox-h2t
Feb 12, 2026
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
Tariffs will not affect anyone but the consumers thru increased inflation
Tariffs will not affect anyone but the consumers thru increased inflation
Discusses economic impact of tariffs on consumers through inflation, analyzing policy consequences.
Economic Argument
0.88
@albertteng1191
Mar 4, 2025
Pay no Taxes, bro I have paid more tax in Indian rupees equivalent to the number of hairs on my scalp that too just working as a student. We were paying NO TAXES on income …
Pay no Taxes, bro I have paid more tax in Indian rupees equivalent to the number of hairs on my scalp that too just working as a student. We were paying NO TAXES on income taxes of basic income categories. Here it is 20--25% even if u are just earning minimum wage.
Compares tax burdens between India and Canada, arguing Canadian taxes are higher even for minimum wage earners, framing immigration through economic impact lens.
deeprahul
Sep 27, 2025
canada cannot survive without immigrants..
canada cannot survive without immigrants..
Makes a straightforward economic argument that Canada's survival depends on immigration as a labor/demographic necessity.
Economic Argument
0.88
daneurope9167
Feb 11, 2026
For the last decade, Canada has been aggresively trying to boost its population in order to avoid a population collapse among native born Canadians in the next 20 years. Demographics are destiny. Governments need people …
For the last decade, Canada has been aggresively trying to boost its population in order to avoid a population collapse among native born Canadians in the next 20 years. Demographics are destiny. Governments need people to support the economy and tax system. You can’t have economic growth without population growth.
Analyzes immigration policy through demographic and economic necessity arguments about population growth and tax systems.
bonasumner535
Jan 27, 2026
We have no homes and no jobs for youth. They gotta go back.
We have no homes and no jobs for youth. They gotta go back.
Argues that domestic job and housing scarcity for youth necessitates immigrant departure, grounding concern in economic competition.
good8day
Jan 21, 2026
Housing crisis is all that comes to mind. We don't have the infrastructure to welcome anyone else, period. Let alone the people who are here illegally under false pretenses.
Housing crisis is all that comes to mind. We don't have the infrastructure to welcome anyone else, period. Let alone the people who are here illegally under false pretenses.
Focuses on infrastructure and housing capacity constraints as reasons against immigration, grounded in resource scarcity concerns.
andrewb6294
Oct 1, 2025
Big deal the stock market is going down for now invest in put options make a fortune and sell once it starts climbing again no big deal what goes down will eventually go up and …
Big deal the stock market is going down for now invest in put options make a fortune and sell once it starts climbing again no big deal what goes down will eventually go up and there are ways to profit both ways
Discusses stock market volatility and investment strategies (put options) as a way to profit from economic fluctuations.
Economic Argument
0.88
@dgstelatos7227
Mar 4, 2025
Anyone under 45 in Canada cant afford to live because of these insane policies.
Anyone under 45 in Canada cant afford to live because of these insane policies.
Attributes housing affordability crisis to immigration policies, framing it as an economic impact issue.
georgedavid1373
Feb 11, 2026
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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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