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 forget when they blocked all of their own truckers from getting paid because they peacefully protested?
Everyone forget when they blocked all of their own truckers from getting paid because they peacefully protested?
Criticizes government handling of trucker protests, presenting a specific factual claim about blocking payment without evidence.
@ryanmiller9957
Mar 4, 2025
Trudeau is part of the swamp.\nYou froze the accounts of your own citizens, you are the global elite.\nYou will fail.
Trudeau is part of the swamp.\nYou froze the accounts of your own citizens, you are the global elite.\nYou will fail.
Criticizes Trudeau and government actions (account freezing) as authoritarian, with unsubstantiated conspiracy framing about 'the swamp' and 'global elite.'
@ians713
Mar 4, 2025
If your claim was rejected you have to leave the country and try again the proper way
If your claim was rejected you have to leave the country and try again the proper way
Critiques immigration policy procedures and suggests proper legal pathways for rejected claims.
Policy Critique
0.80
terrysolet8
Feb 24, 2026
Why does he feel the need to stroke Trump's ego, calling him a smart man, while condemning his actions. He articulates all the harm and difficulties Trump's actions, and these tariffs will cause, but refuses …
Why does he feel the need to stroke Trump's ego, calling him a smart man, while condemning his actions. He articulates all the harm and difficulties Trump's actions, and these tariffs will cause, but refuses to point to the source of this stupidity directly, and call him out for it.
Critiques the video speaker's approach to discussing Trump's economic policies and tariffs, questioning his rhetorical strategy.
@snicklefritzsnicklefritz5069
Mar 4, 2025
Captain fuckin chaos is trumps plan. we are outclassed for real. I took the time to review some of our most recent presidents. The conduct of this POS is really degrading to what we have …
Captain fuckin chaos is trumps plan. we are outclassed for real. I took the time to review some of our most recent presidents. The conduct of this POS is really degrading to what we have tried to become. REALLY SAD no class in this crowd and whats worse they seem to be good with it. WAKE TO FUCK UP. PLEASE
Criticizes Trump's conduct and leadership while expressing alarm about degradation of presidential standards and national values.
@hershelgrice8020
Mar 4, 2025
Trump administration requires good economists rather than Musk. Hurting his own people , NATO countries and other countries by tarriff war, is act of creating many enemies simultaneously.
Trump administration requires good economists rather than Musk. Hurting his own people , NATO countries and other countries by tarriff war, is act of creating many enemies simultaneously.
Critiques Trump administration's economic policy (tariff war) as harmful to multiple stakeholders and strategically counterproductive.
@scriptshow9178
Mar 4, 2025
Stop the drugs clean up your act and address Donald as President Trump. What a punk ass immature approach.
Stop the drugs clean up your act and address Donald as President Trump. What a punk ass immature approach.
Demands policy action on drugs and criticizes the tone/approach of Canadian leadership toward Trump.
@pkdhdkdjdbkfjcj
Mar 4, 2025
One other point not mentioned that will put strain on health care and all resources is Bill C- 3 allowing children born or adopted abroad to Canadian parents to acquire citizenship .
One other point not mentioned that will put strain on health care and all resources is Bill C- 3 allowing children born or adopted abroad to Canadian parents to acquire citizenship .
Analyzes specific legislation (Bill C-3) and its resource implications while expressing concern about strain on public services.
conscienceawareness
Feb 24, 2026
Trudeau’s a liar. He once said confederates were causing trouble in Canada.\nTrump is trying to broker a peace deal. You have to use diplomacy with Putin.\nCanada always had tariffs on the US. Trump tariffs are …
Trudeau’s a liar. He once said confederates were causing trouble in Canada.\nTrump is trying to broker a peace deal. You have to use diplomacy with Putin.\nCanada always had tariffs on the US. Trump tariffs are for a reason.\nYou should have dropped your tariffs you always had on us.\nBy His own admission He did not increase the number of fentanyl stops.
Criticizes Trudeau's statements and policies on tariffs, fentanyl, and diplomacy, with some unverified factual claims mixed in.
@michaelohara2161
Mar 4, 2025
The perfect victim—never accountable for anything. Hopefully, the Canadian people will get rid of this clown, just like you all should with CNN.
The perfect victim—never accountable for anything. Hopefully, the Canadian people will get rid of this clown, just like you all should with CNN.
Criticizes Canadian PM for lack of accountability and calls for voters to remove him from office.
@engelism
Mar 4, 2025
Everything was working fine until NAFTA swooped in. people forget!
Everything was working fine until NAFTA swooped in. people forget!
Critiques NAFTA policy as causing economic problems, though the causal claim lacks supporting evidence.
@valiente252
Mar 4, 2025
This guy is a joke. The people of Canada don’t even stand behind this guy. Worry about your borders and fentanyl problems.
This guy is a joke. The people of Canada don’t even stand behind this guy. Worry about your borders and fentanyl problems.
Criticism of political leadership combined with claims about public opinion and policy priorities (borders, fentanyl).
@JakeAdams-im7oq
Mar 4, 2025
So basically, they smuggling meal in itself in Canada and Canadian government liberal piece of shit doesn’t do anything that’s how strong country you are. You cannot stop the illegal people and give them free …
So basically, they smuggling meal in itself in Canada and Canadian government liberal piece of shit doesn’t do anything that’s how strong country you are. You cannot stop the illegal people and give them free apartments free everything and the debt just doubled in five years.
Criticizes government handling of immigration and public spending, combining economic concerns with accusations of policy failure.
pajtimpachuku
Feb 26, 2026
Instead of doing globalist bullshit....you should have diversified long ago with trade with india/china/ russia rather than picking fights
Instead of doing globalist bullshit....you should have diversified long ago with trade with india/china/ russia rather than picking fights
Critique of trade policy choices, arguing for alternative economic strategies.
Policy Critique
0.80
@brentwilde5903
Mar 4, 2025
I agree with absolutely everything Trudeau has said in his speech except for calling Trump a smart man. Trump is definitely not smart, quite the opposite. I understand that Trudeau needs to have his ego …
I agree with absolutely everything Trudeau has said in his speech except for calling Trump a smart man. Trump is definitely not smart, quite the opposite. I understand that Trudeau needs to have his ego stroked, but lying to the world about Trump‘s intelligence is pointless. Those Americans, who ARE smart must remove Trump and the Republicans from office ASAP
Critiques Trudeau's diplomatic approach while calling for removal of Trump and Republicans from office.
@lornekay8948
Mar 4, 2025
Wasnt this guy supposed to resign? Neo-liberalism needs to go away.
Wasnt this guy supposed to resign? Neo-liberalism needs to go away.
Questions resignation status and critiques neo-liberalism as a policy framework.
@o.n.6307
Mar 4, 2025
Also, we wouldn’t be here if it weren’t for 12 years of bad government and lack of leadership.
Also, we wouldn’t be here if it weren’t for 12 years of bad government and lack of leadership.
Attributes current situation to 12 years of poor government and weak leadership, critiquing policy and governance.
Policy Critique
0.80
@sup375
Mar 4, 2025
I think the only way we could have truly avoided this tariff war was to have gotten rid of this guy long ago. We had many chances. No one respects or trusts him. I put …
I think the only way we could have truly avoided this tariff war was to have gotten rid of this guy long ago. We had many chances. No one respects or trusts him. I put the blame on him & Jagmeet.
Criticizes the PM and political leadership for failing to prevent tariff conflict, implying they should have been removed earlier.
@Jabbablink2
Mar 4, 2025
Canada has taken advantage of us for too long - Either play fair, or pay
Canada has taken advantage of us for too long - Either play fair, or pay
Criticizes Canada's trade practices and issues an ultimatum, framing the dispute as unfair policy requiring correction.
@reformed7939
Mar 4, 2025
Funny thing is you will get in more trouble for that knife then the traffickers
Funny thing is you will get in more trouble for that knife then the traffickers
Critiques perceived inconsistency in law enforcement priorities through ironic commentary.
BorderlineBanterPodcasts
Jan 27, 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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Discourse Quality (Perspective API)