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
I am puzzled why Canada is not acting on deporting these criminals back where they come from.
I am puzzled why Canada is not acting on deporting these criminals back where they come from.
Commenter criticizes government inaction on deporting criminals, combining policy critique with implicit security concerns about immigrant criminality.
lemjebbed9438
Oct 1, 2025
Nah Canada been taking advantage of us , you're fired Justin ! We MAGA all day !
Nah Canada been taking advantage of us , you're fired Justin ! We MAGA all day !
Criticizes Canadian trade practices and calls for Trudeau's removal while expressing support for Trump's policies.
@Mexicans4Trump
Mar 5, 2025
there were no significant tariffs on US goods prior to Trumps war…the last trade agreement worked those out. Thus why you can’t do business with the US…can’t be trusted as they change the deal. …
there were no significant tariffs on US goods prior to Trumps war…the last trade agreement worked those out. Thus why you can’t do business with the US…can’t be trusted as they change the deal. Sad for the US
Critiques Trump's trade policy as unreliable and untrustworthy, framing it as damaging to US credibility.
@dacrab1
Mar 5, 2025
Immigration isn't broken, Canadians that elected this government for the last 10 years are not doing their due diligence!
Immigration isn't broken, Canadians that elected this government for the last 10 years are not doing their due diligence!
Argues immigration policy is sound but voter accountability is the real problem, implicitly calling for electoral change.
brucemctavish4030
Feb 27, 2026
Im not sure why he is speaking at all. He resigned as are Prime Minister. Vote Conservative!!! The Trudeau government destroyed our country long before these tarrifs.
Im not sure why he is speaking at all. He resigned as are Prime Minister. Vote Conservative!!! The Trudeau government destroyed our country long before these tarrifs.
Criticizes Trudeau's government record and calls for voting Conservative, questioning the legitimacy of the speaker's current role.
@cme2080
Mar 4, 2025
They have studied and are exploiting loopholes, and have been for years, but rest assured, the Liberal government will be putting a minor slowdown on the rampant immigration by 2027. Not even joking... I am …
They have studied and are exploiting loopholes, and have been for years, but rest assured, the Liberal government will be putting a minor slowdown on the rampant immigration by 2027. Not even joking... I am not against immigration, I am against mass immigration. There should be no more than 10,000 entering the country every year, and not all mainly from one country. The Liberal government is lining us up for disaster under the direction of the WEF.
Critiques immigration policy and government handling, with unverified claims about WEF direction and specific numerical proposals.
jamiewilliams1410
Oct 3, 2025
????did this fool arest the truckers and freeze bank accounts what a twat
????did this fool arest the truckers and freeze bank accounts what a twat
Criticizes Trudeau's past government actions (trucker protests, bank account freezes) with strong disapproval.
@Michael-d4q
Mar 4, 2025
Trudeau is a liar. He has not done anything good for Canada. Now he wants to be a hero before elections? I thought he had resigned due to his incompetence. Everything he says is bs. …
Trudeau is a liar. He has not done anything good for Canada. Now he wants to be a hero before elections? I thought he had resigned due to his incompetence. Everything he says is bs. A wolf in sheep clothing
Comprehensive criticism of Trudeau's record and current actions, questioning his competence and sincerity; combines policy critique with character attack.
@sebm489
Mar 5, 2025
I just want Canada from 10-15 years ago man. I'm not full on anti-immigration, I still want to allow some people in. But we need to put a stop to mass immigration. Immigration without assimilation …
I just want Canada from 10-15 years ago man. I'm not full on anti-immigration, I still want to allow some people in. But we need to put a stop to mass immigration. Immigration without assimilation is just an invasion.
Advocates for reduced immigration levels and assimilation requirements, framing mass immigration without assimilation as invasion.
Raven_Frame
Jan 27, 2026
Why do this against a close friend and NATO ally Canada. This president in Washington DC is a complete joke.
Why do this against a close friend and NATO ally Canada. This president in Washington DC is a complete joke.
Criticizes the tariff decision against an ally and attacks the US president's character and judgment.
@tore28
Mar 5, 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
Trump isn’t a “smart guy”. He’s president because the average US voter is very, very stupid.
Trump isn’t a “smart guy”. He’s president because the average US voter is very, very stupid.
Critiques Trump's competence and attributes policy failures to voter intelligence, framing it as a systemic problem.
@illinoisan
Mar 4, 2025
What a political moron Trudeau is. Goodbye Justin.
What a political moron Trudeau is. Goodbye Justin.
Direct criticism of Trudeau's competence and call for his departure, framed as political critique rather than personal attack.
Policy Critique
0.80
@jainjain1258
Mar 4, 2025
Canada is a dumpster fire under the Libs. There is no hope for redemption as a majority of the Canadian electorate keeps putting the LIbs in power.
Canada is a dumpster fire under the Libs. There is no hope for redemption as a majority of the Canadian electorate keeps putting the LIbs in power.
Criticizes Liberal government policy and electoral choices, calling the country a 'dumpster fire' and implying need for political change.
edwardt2417
Feb 27, 2026
As soon as Trudeau is gone, things will get better.
As soon as Trudeau is gone, things will get better.
Expresses belief that Trudeau's departure would improve conditions, implying criticism of current leadership.
Policy Critique
0.80
@caltriton6904
Mar 5, 2025
stop importing problems. no housing, no doctors, cant afford food... i have an idea.... more people! dumbest sh1t I've ever seen and all so the rich get their cheap labor. disgusting politics.
stop importing problems. no housing, no doctors, cant afford food... i have an idea.... more people!
dumbest sh1t I've ever seen and all so the rich get their cheap labor. disgusting politics.
Criticizes immigration policy as exacerbating housing and healthcare shortages while arguing it benefits wealthy employers through cheap labor exploitation.
cupidassle
Sep 30, 2025
You know it's a libtard news agency calling this harsh language. Your president and vice president used alot harsher language ?
You know it's a libtard news agency calling this harsh language. Your president and vice president used alot harsher language ?
Critiques media characterization of language as harsh while comparing to US leadership rhetoric, focusing on perceived double standards.
@ezze9590
Mar 5, 2025
Yeah I respect your courage of fighting back but how? You are highly dependent on the US, you can't lose the US market. In the meantime you keep a 100B trade surplus, you have no …
Yeah I respect your courage of fighting back but how? You are highly dependent on the US, you can't lose the US market. In the meantime you keep a 100B trade surplus, you have no weapon fighting back.
Acknowledges courage but critiques Canada's limited leverage due to economic dependence on the US, blending policy analysis with economic constraints.
@eamoncat
Mar 5, 2025
racist trash content labled journalism
racist trash content labled journalism
Criticizes the video's content as racist journalism, questioning its legitimacy and ethical standards.
meeko1k
Jan 27, 2026
What a shame!! Trump thinks it's all a game. He has no idea how to govern . He loves Putin. Putin laughs at him.
What a shame!! Trump thinks it's all a game. He has no idea how to govern . He loves Putin. Putin laughs at him.
Criticizes Trump's governance competence and character, with moral judgments about his relationship with Putin and lack of governing ability.
@mariamarian3218
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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