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
Appeasing Putin is ungrounded and is not helpful in achieving his objective.
Appeasing Putin is ungrounded and is not helpful in achieving his objective.
Commenter critiques a specific policy approach (appeasing Putin) as ineffective and morally problematic for achieving stated objectives.
@shinjiowen2089
Mar 4, 2025
We know he's a liar. We know he's making up stupid stuff for reasons to convince people that it's true. But it is not true.
We know he's a liar. We know he's making up stupid stuff for reasons to convince people that it's true. But it is not true.
Accuses Trump of dishonesty and fabricating claims, blending criticism with assertions about his truthfulness.
@Love-k2h8h
Mar 4, 2025
Trudeau is Canadas weakest link
Trudeau is Canadas weakest link
Criticizes Trudeau as weak leader, framing him as a liability to Canadian national strength and identity.
@kevinhullinger8743
Mar 4, 2025
commie news network, we don't care. you'd think you've learned your lesson with your pathetic ratings or the spankings you've received with just pure statistics, and yet you continue to play lefty games...canada will fold …
commie news network, we don't care. you'd think you've learned your lesson with your pathetic ratings or the spankings you've received with just pure statistics, and yet you continue to play lefty games...canada will fold shortly, we don't need what they have.
Criticizes media coverage and Canadian policy while asserting a nationalist position that Canada should distance itself from the US.
@TheSoaphippo
Mar 4, 2025
Lol...?...the whiney Justin is digging Canada a deep grave
Lol...?...the whiney Justin is digging Canada a deep grave
Criticism of Prime Minister Trudeau's leadership with sarcastic tone, suggesting his policies are damaging Canada.
@TimeToTravel-u2x
Mar 4, 2025
He’s done well, up until he used the word dumb on the orange man. He will fixate on that and now all the well intended and strategic words of persuasion are lost. He will not …
He’s done well, up until he used the word dumb on the orange man. He will fixate on that and now all the well intended and strategic words of persuasion are lost. He will not back down because this guy has a maturity of primary school kids he takes it so personal.
Critiques Trudeau's strategic communication approach and personal maturity, analyzing the effectiveness of his rhetoric.
@PBRN2236
Mar 4, 2025
We have enough land to expand on ! We could try!
We have enough land to expand on ! We could try!
Offers a counterargument to immigration concerns by suggesting land availability as a solution to capacity concerns.
Policy Critique
0.75
wendyrimmer57
Jan 5, 2026
Hey Canada/Trudeau if you don’t want the tariffs from President Trump then remove your limiting factors on American goods to equal the playing field! Maybe these tariffs and our President may finally get you to …
Hey Canada/Trudeau if you don’t want the tariffs from President Trump then remove your limiting factors on American goods to equal the playing field! Maybe these tariffs and our President may finally get you to allow into Canada as much as we do into the USA! Trying to play a game of tariff against President Trump will not do Canadians any good. This is part of the reason you won’t be the tyrant dictator you once enjoyed being. Not to mention the Canadian government should be doing a lot better on stopping the cartels and their POS fentanyl from coming into their country as well as across into the US!
Commenter critiques Canadian trade policy and border security while comparing US-Canada trade imbalances and calling for policy changes.
@skihaven73
Mar 4, 2025
No one will leave and no one will be removed.
No one will leave and no one will be removed.
Critiques government enforcement policy, suggesting lack of follow-through on removals.
Policy Critique
0.75
joemathews4600
Jan 15, 2026
We should refine our own oil. Any American country accessing our resource should have to refine it here.
We should refine our own oil. Any American country accessing our resource should have to refine it here.
Proposes policy change regarding resource refinement and trade conditions with American countries.
@fancypantsism
Mar 4, 2025
Ok, maybe Canada is starting to do something now...but where were you for the last 4 dam years??? Letting Chinese and other illegal aliens enter into our country!!! Only now you want to step up …
Ok, maybe Canada is starting to do something now...but where were you for the last 4 dam years??? Letting Chinese and other illegal aliens enter into our country!!! Only now you want to step up and do the right thing when you should've been doing it all along!!!! POS!!!!
Criticizes Canada's immigration enforcement as inadequate while making unverified claims about 'illegal aliens' entering the country.
@randylunsford7740
Mar 4, 2025
You are talking about AI after removing Software engineers and Data Scientists from trades. WOW!!
You are talking about AI after removing Software engineers and Data Scientists from trades. WOW!!
Criticizes government policy for removing skilled workers from trades while simultaneously discussing AI, highlighting contradictory priorities.
Policy Critique
0.75
@honeykumar7681
Mar 4, 2025
Cut their motivation to stay in Canada and start charging them daily for overstating their VISA. Government created the problem and they are likely profiting in some way from it.
Cut their motivation to stay in Canada and start charging them daily for overstating their VISA. Government created the problem and they are likely profiting in some way from it.
Proposes punitive policy measures while making unsubstantiated claim about government profiting from the situation.
harold7087
Jan 15, 2026
United States didnt do this to you Canada. Trump did this to you all by himself cuz he thinks he's the king
United States didnt do this to you Canada. Trump did this to you all by himself cuz he thinks he's the king
Blames Trump personally for harm to Canada, framing him as authoritarian and self-serving.
@ralphpeabody9101
Mar 4, 2025
0:24 You're appeasing Emmanuel Macron. He's doing the same thing to New Caledonia what Putin is doing to Ukraine. You're a hypocrite!
0:24 You're appeasing Emmanuel Macron. He's doing the same thing to New Caledonia what Putin is doing to Ukraine. You're a hypocrite!
Accuses Trudeau of hypocrisy by drawing a disputed parallel between Macron's actions and Putin's, without substantiation.
@தமிழோன்
Mar 4, 2025
Talk tough and get re elected
Talk tough and get re elected
Cynical critique suggesting Trudeau adopts tough rhetoric merely for electoral advantage rather than genuine conviction.
Policy Critique
0.75
@carolinereidartist
Mar 4, 2025
I have said it multiple time. The flood gates where open after the 2021 elections when the NDP<>Liberal government was formed.
I have said it multiple time. The flood gates where open after the 2021 elections when the NDP<>Liberal government was formed.
Criticizes immigration policy as having opened after 2021 elections under NDP-Liberal coalition, presenting a causal claim about government action without evidence.
VishnuKamath
Jan 20, 2026
Canadians are already crying thats why this guy resigned. I dont know what will chage for them as a result of tariff. Economy is bad, inflation is high and people cannot make their ends meet. …
Canadians are already crying thats why this guy resigned. I dont know what will chage for them as a result of tariff. Economy is bad, inflation is high and people cannot make their ends meet. So stop this useless rant and get on with your lives, and do what is necessary to make Canada great again.
Critiques Canadian leadership and economic conditions while dismissing current political rhetoric as ineffective given broader economic problems.
@AWM2099
Mar 4, 2025
Print print print. Spend, spend, spend. This is not Trump's fault. He promised to drain the swamp, and that's what he is doing. Sadly we too have a swamp thst needs to be cleaned up.
Print print print. Spend, spend, spend. This is not Trump's fault. He promised to drain the swamp, and that's what he is doing. Sadly we too have a swamp thst needs to be cleaned up.
Critiques government spending and monetary policy while defending Trump's anti-corruption agenda, acknowledging shared problems in Canada.
Policy Critique
0.75
@charlenajean1401
Mar 4, 2025
I feel sad for voters who believe all of theatrical acts that the gvts put onto the citizens. Wake up people you are in a Tom and Jerry show.
I feel sad for voters who believe all of theatrical acts that the gvts put onto the citizens. Wake up people you are in a Tom and Jerry show.
Criticizes government actions as theatrical deception while urging citizens to wake up and recognize the manipulation.
@Star-fc4ni
Mar 4, 2025
Compare Videos
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)