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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Policy Critique
5,980 comments
Everyone commenting here thinks that Justin is really great; wait until we unleash Pierre Poilievre or Mark Carney in a couple of months. They're not just good public speakers; but actually intelligent as well. Justin …
Everyone commenting here thinks that Justin is really great; wait until we unleash Pierre Poilievre or Mark Carney in a couple of months. They're not just good public speakers; but actually intelligent as well. Justin and Jagmeet Singh have been holding our Parliament hostage for years.
Critiques current leadership and Parliament, advocating for alternative political figures.
Policy Critique
0.80
@scooter80stv
Mar 4, 2025
That’s a big improvement in one month, JT! What took you so long?! 8:08 it’s what your boss Schwab wants, so it’s what you are doing, you traitor! All you care about is the cover …
That’s a big improvement in one month, JT! What took you so long?! 8:08 it’s what your boss Schwab wants, so it’s what you are doing, you traitor! All you care about is the cover it gives you. ???
Criticism of government action as delayed and motivated by external influence, with accusatory framing.
@AstarteDevi
Mar 4, 2025
Governor skippy is raising his carbon tax next month on Canadians too.
Governor skippy is raising his carbon tax next month on Canadians too.
Criticizes the government's carbon tax policy as harmful to Canadians.
Policy Critique
0.80
@korky7674
Mar 4, 2025
He is working like a true Demonrat. They lie blame for his own doing. Where was your friendship Trudeau when your corrupt friend Biden inflated the Americans people? You didn't want to meet with Mr. …
He is working like a true Demonrat. They lie blame for his own doing. Where was your friendship Trudeau when your corrupt friend Biden inflated the Americans people? You didn't want to meet with Mr. Trump (who you say is your friend) to make fair and balanced trade. That seems like a one-sided friendship and we are about COMMON SENSE. Trudeau, you are putting Americans and Canadians through this because you don't want to see that Mr. Trump just wants fairness and for some reason you want tariff wars. That's the truth and you need to start speaking truth and quit misleading people with lies! That's why the democrats have been defeated because they are corrupt and they lie to the people.
Extensively critiques the political figure's trade and diplomatic decisions while invoking fairness and truth as moral principles.
@brendahastings3985
Mar 4, 2025
Sure wish Wolf Blitzer would stop with his views. We all agree this is a travesty between the two governments, the talking heads of the news network need to shut up and let the news …
Sure wish Wolf Blitzer would stop with his views. We all agree this is a travesty between the two governments, the talking heads of the news network need to shut up and let the news report itself.
Criticism of news media commentary and preference for objective reporting, with meta-commentary on Wolf Blitzer's role.
@daveaugustine6327
Mar 4, 2025
Usa is not obligated to buy from Canada. Stop whining and crying. Fix your country.
Usa is not obligated to buy from Canada. Stop whining and crying. Fix your country.
Criticizes Canada's economic dependence and calls for domestic policy improvements while dismissing complaints about US trade obligations.
@eco8842
Mar 4, 2025
The waters of Canada's Arctic archipelago, including the various channels comprising the Northwest Passage, are internal waters of Canada by virtue of historic title and in accordance with international law. Canada's Arctic sovereignty encompasses land, …
The waters of Canada's Arctic archipelago, including the various channels comprising the Northwest Passage, are internal waters of Canada by virtue of historic title and in accordance with international law. Canada's Arctic sovereignty encompasses land, sea and ice.
Asserts Canada's Arctic sovereignty claims and legal position regarding the Northwest Passage.
@markw3370
Mar 4, 2025
Ask them hard working Canadians how their government treating them.
Ask them hard working Canadians how their government treating them.
Implicitly critiques government treatment of Canadian citizens while framing it as a question to immigrants.
@heyjoe9228
Mar 4, 2025
This President and this administration know exactly where fentanyl ingredients originate from, but they're not going to do anything to China
This President and this administration know exactly where fentanyl ingredients originate from, but they're not going to do anything to China
Critiques government inaction on fentanyl while making an unsubstantiated claim about government knowledge.
@JasparBustos
Mar 4, 2025
Ah yes, the trade war that Canada will surely lose. I love Canada. Wouldn't trade it for the world, but this is a losing battle by which citizens on both sides will feel the full …
Ah yes, the trade war that Canada will surely lose. I love Canada. Wouldn't trade it for the world, but this is a losing battle by which citizens on both sides will feel the full effect. Trump appeasing Putin is a chess move, that the PM seems to be overlooking. The US can't afford to go to war with Russia, but at the same time, it needs resources within Russia's neighboring region. So the US will do what they always do, and had people listened to what Kissinger had to say, they'd be better prepared for this. Nonetheless, let's stand proud and strong, and come together as Canadians in order to get through this.
Analyzes trade war policy outcomes while expressing national pride and calling for Canadian unity, with geopolitical comparison to US-Russia dynamics.
@Quest1luv
Mar 4, 2025
Hey Trudeau just pay the tariffs or be our 51st state. Don’t do any retaliatory tariffs or you’re killing your own peoples
Hey Trudeau just pay the tariffs or be our 51st state. Don’t do any retaliatory tariffs or you’re killing your own peoples
Criticizes Trudeau's tariff strategy and urges a different approach, combining policy critique with directive advice.
@lennyp6669
Mar 4, 2025
Please don't wipe fentanyl from the face of the earth. It's a medication we use in our hospitals every day.
Please don't wipe fentanyl from the face of the earth. It's a medication we use in our hospitals every day.
Challenges a policy position (eliminating fentanyl) by pointing out its legitimate medical use, critiquing the approach.
@txlee5513
Mar 4, 2025
Where is all the Funds going? all the firing, all the job cuts .... TRUMP AND MUSK ARE SO CORRUPT!!!!
Where is all the Funds going? all the firing, all the job cuts .... TRUMP AND MUSK ARE SO CORRUPT!!!!
Questions government fund allocation and job cuts while making unsubstantiated corruption allegations against specific individuals.
@JamesBondzX
Mar 4, 2025
Trudeau is clip farming and playing heartstrings. The Canadian government profits from a reciprocal tariff deal.\n\nAmerica is trying to balance the budget, which is what Americans voted for.
Trudeau is clip farming and playing heartstrings. The Canadian government profits from a reciprocal tariff deal.\n\nAmerica is trying to balance the budget, which is what Americans voted for.
Critiques Canadian government motives ('clip farming') and presents unverified claim about profit from tariffs, while defending American policy.
@DJPKFIRE
Mar 4, 2025
Making friends out of enemies and enemies out of friends. Trump's more incompetent than I could've ever imagined.
Making friends out of enemies and enemies out of friends. Trump's more incompetent than I could've ever imagined.
Criticism of Trump's diplomatic approach and competence in foreign relations.
Policy Critique
0.80
@RobertKoeck-tn8uf
Mar 4, 2025
CNN should have said all this *before* the election. He is doing what he promised to do. There is no surprise here.
CNN should have said all this *before* the election. He is doing what he promised to do. There is no surprise here.
Criticizes CNN's timing and coverage while defending the PM's actions as consistent with campaign promises.
@witwisniewski2280
Mar 4, 2025
trudeau = globalizt and a danger to the canadian society... remember how Trudeau called Truckers for t*rrorists... he is a mad degenerate idiot.
trudeau = globalizt and a danger to the canadian society... remember how Trudeau called Truckers for t*rrorists... he is a mad degenerate idiot.
Criticizes Trudeau's policies and governance while using inflammatory language to express concern about his leadership as a threat to society.
@Sorlendingen82
Mar 4, 2025
Oh he’s interested in “facts now”\nFentanyl is rife in every Canadian city \nThink he should start growing his economy and stop taxing Canadian citizens to death with his Marxist ideologies
Oh he’s interested in “facts now”\nFentanyl is rife in every Canadian city \nThink he should start growing his economy and stop taxing Canadian citizens to death with his Marxist ideologies
Critiques government taxation and economic policy while making claims about fentanyl prevalence and ideological concerns.
@The-Smallest-minority
Mar 4, 2025
How about we just make it super simple and make all tariffs across the borders equal. That's equitable, yes? Let's make the tariffs equitable.
How about we just make it super simple and make all tariffs across the borders equal. That's equitable, yes? Let's make the tariffs equitable.
Proposes a policy solution (equal tariffs) framed as an equitable approach to trade disputes.
@jawbreaker707
Mar 4, 2025
Hilarious. ? Trudeau is a weak slave of the World Economic Forum.
Hilarious. ? Trudeau is a weak slave of the World Economic Forum.
Uses humor to criticize Trudeau's leadership and alleged alignment with the World Economic Forum.
@chrishackworth5745
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)