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
All this tough talk is just tough talk. Canada will lose the trade war.
All this tough talk is just tough talk. Canada will lose the trade war.
Dismisses Canada's rhetoric as ineffective and predicts failure in trade negotiations with the US.
Policy Critique
0.85
@VETERANMEDITATION
Mar 4, 2025
this corrupt trudeau?
this corrupt trudeau?
Direct criticism of Trudeau's governance using 'corrupt' as evaluative judgment.
Policy Critique
0.85
@killbill1996nov
Mar 4, 2025
Nice job voting for the orange arangatang. Plays golf all the time and waste tax payers money going to the super bowl and Daytona, and causes tariff wars for no reason. Nice job maga morons, …
Nice job voting for the orange arangatang. Plays golf all the time and waste tax payers money going to the super bowl and Daytona, and causes tariff wars for no reason. Nice job maga morons, waste your money
Criticizes Trump's policies (golf trips, tariff wars, wasteful spending) while using derogatory language toward supporters, combining policy critique with dismissive identity framing.
@peternguyen6646
Mar 4, 2025
Trade war, so what did Trudeau do to the truckers transporting goods? He seized their bank accounts bc they wanted control of what went into their bodies.
Trade war, so what did Trudeau do to the truckers transporting goods? He seized their bank accounts bc they wanted control of what went into their bodies.
Criticizes Trudeau's government actions (seizing bank accounts) while framing it as a control/bodily autonomy issue, with identity-based us-vs-them undertones.
@cc-qu7gz
Mar 4, 2025
This guy (Trump) is a FAILED BUSINESSMAN. All he’s trying to do is build up his own personal wealth brand.
This guy (Trump) is a FAILED BUSINESSMAN. All he’s trying to do is build up his own personal wealth brand.
Criticizes Trump's character and motives regarding business/wealth accumulation, framing it as a policy/leadership failure rather than a specific factual claim.
@DavidSmith-dm5ix
Mar 4, 2025
JT has no idea, he can still go to Taylor Swifts concerts whatever the direct and indirect punishment the normal Canadians will go through with this tariff war. Even if JT gets a great deal …
JT has no idea, he can still go to Taylor Swifts concerts whatever the direct and indirect punishment the normal Canadians will go through with this tariff war. Even if JT gets a great deal from this, they won't trickle down to each of us because of all the corruption and inefficiency in the government. Suggestion is to have the newly selected PM's term for a probationary period so we can fire them if they suck. Thank you. Regards
Critiques current PM's handling of tariffs and government corruption, then proposes institutional reform as a call to action.
@Frank-cu8ju
Mar 4, 2025
This is a president speaking. What America elected to the office of President is nothing but a puppet, a clown out for his own and his cronies interests.
This is a president speaking. What America elected to the office of President is nothing but a puppet, a clown out for his own and his cronies interests.
Criticizes the elected president's competence and motives while questioning legitimacy of leadership.
@JoseMorales-ph2vl
Mar 4, 2025
F this traitorous thief. Hes Canadas number one sack of trash.
F this traitorous thief. Hes Canadas number one sack of trash.
Harsh criticism of Canadian leadership framed as betrayal and incompetence.
@sadistich0rr0r99
Mar 4, 2025
You have been doing a bad job since 12 years
You have been doing a bad job since 12 years
Direct criticism of government performance over a 12-year period, implying policy failure.
Policy Critique
0.85
@marcd4619
Mar 4, 2025
This trade war is a betrayal. 150years of good will thrown down the drain. This hurts both sides and is unnecessary and based off a complete lie
This trade war is a betrayal. 150years of good will thrown down the drain. This hurts both sides and is unnecessary and based off a complete lie
Criticizes the trade war as unnecessary and based on false premises, framing it as a betrayal of historical goodwill.
@dustinbrown7248
Mar 4, 2025
Let’s not forget that Canada already has Tariffs on American goods
Let’s not forget that Canada already has Tariffs on American goods
Commenter points out existing Canadian tariff policy as a counterpoint to the discussion, critiquing the framing of the issue.
@michaelp2659
Mar 4, 2025
Your big mouth in 2018 got Canadians in this mess. 4 years of that 8 was with Joe Biden .. As a Canadian i don't trust you after what you have done to Canada in …
Your big mouth in 2018 got Canadians in this mess. 4 years of that 8 was with Joe Biden .. As a Canadian i don't trust you after what you have done to Canada in the past.
Criticizes a political leader's past decisions and their consequences for Canada, with an identity-based trust assertion.
@jamesg2318
Mar 4, 2025
Three Liberal idiots that need to go! Canada has had plenty of time to clean up our pathetic open door immigration and borders. Plus the free drug system killing our people.
Three Liberal idiots that need to go! Canada has had plenty of time to clean up our pathetic open door immigration and borders. Plus the free drug system killing our people.
Criticizes government immigration and drug policy as failures, with underlying anxiety about societal harm.
@Ruckus73
Mar 4, 2025
Trump do today a lot of dumb things.
Trump do today a lot of dumb things.
Brief criticism of Trump's policy decisions as foolish.
Policy Critique
0.85
@manuelabigvava8235
Mar 4, 2025
Trump is going crazier by the day.
Trump is going crazier by the day.
Critiques Trump's mental state and decision-making as deteriorating, framed as political commentary.
Policy Critique
0.85
@AmitKumarAlphaX
Mar 4, 2025
What I don’t get is that he didn’t want to negotiate we literally gave him one month
What I don’t get is that he didn’t want to negotiate we literally gave him one month
Criticizes negotiation approach and government handling of trade discussions.
Policy Critique
0.85
@itsblurosa
Mar 4, 2025
I disagree trump is not smart. He’s a dumb man making a dumb move.
I disagree trump is not smart. He’s a dumb man making a dumb move.
Criticizes Trump's decision-making and characterizes the policy move as foolish.
Policy Critique
0.85
@sbristout
Mar 4, 2025
A guy who froze the bank accounts of his citizens because they protested one or another of his insane decisions.\n\nHe visited china or North Korea. He came home and told his people, Being a dictator …
A guy who froze the bank accounts of his citizens because they protested one or another of his insane decisions.\n\nHe visited china or North Korea. He came home and told his people, Being a dictator (like china's and north korea's) would make it so much easier to govern.\n\nI have no interest in anything he has to say about anything.
Criticizes government actions (freezing bank accounts) and leadership style while invoking moral concerns about authoritarianism.
@BertJones-u5b
Mar 4, 2025
Finally someone who said it bluntly! “The government DID THIS to us! We did not decide on this.”
Finally someone who said it bluntly! “The government DID THIS to us! We did not decide on this.”
Agrees with criticism that government policy decisions on immigration were imposed without public consent, blaming government action.
@MZ90255
Mar 4, 2025
the convicted felon president Trump is incapable to have a grasp of Putin's evil mind. Weak man!
the convicted felon president Trump is incapable to have a grasp of Putin's evil mind. Weak man!
Criticizes Trump's capability to handle geopolitical strategy with Putin, framing weakness as a policy/leadership failure.
@tadatadatube
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)