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
You leftists whining about Trump only have yourselves to blame. You voted for Biden/Harris and thats what your party put forth as the best candidates.\n\nThey failed so bad that the majority of the country went …
You leftists whining about Trump only have yourselves to blame. You voted for Biden/Harris and thats what your party put forth as the best candidates.\n\nThey failed so bad that the majority of the country went with a better choice. Blame your party to put up better candidates next time.
Criticizes Democratic party leadership and candidate selection while asserting partisan identity through blame-assignment.
@picklesandufos7860
Mar 4, 2025
wow we must work together a comment fro a man that spends $1500/week on groceries that he does not pay for YES ITS GOING TO BE TOUGH FOR US BUT NOT FOR HIM THOUGH!!!!!!!!!!!!!
wow we must work together a comment fro a man that spends $1500/week on groceries that he does not pay for YES ITS GOING TO BE TOUGH FOR US BUT NOT FOR HIM THOUGH!!!!!!!!!!!!!
Criticizes Trudeau's spending while making an unverified claim about his grocery expenses.
@paulblight4435
Mar 4, 2025
Trudeau doesn't seem authentic to me. I don't believe him.\nPeace
Trudeau doesn't seem authentic to me. I don't believe him.\nPeace
Expresses skepticism about Trudeau's authenticity and credibility as a leader.
Policy Critique
0.75
@ivocaponio4797
Mar 4, 2025
Good speech, but too late speech unfortunately
Good speech, but too late speech unfortunately
Acknowledges a speech positively but critiques its timing as ineffective or too delayed.
Policy Critique
0.75
@allincludedworldsbestscena376
Mar 4, 2025
They voted him in so now we all of embrace it for 4 years
They voted him in so now we all of embrace it for 4 years
Critiques the democratic outcome and suggests resignation to Trump's presidency as inevitable consequence of electoral choice.
Policy Critique
0.75
@mickealpalmer6252
Mar 4, 2025
Remember when this same fellow froze protesters bank accounts and began collecting peoples weapons? Yet, he has the gull to talk about dictators. Trump actually wants to avoid WWIII and I hope what his administration …
Remember when this same fellow froze protesters bank accounts and began collecting peoples weapons? Yet, he has the gull to talk about dictators. Trump actually wants to avoid WWIII and I hope what his administration does will bring an end to the war. Though, I do agree he should be more tough on Putin. That being said, I do agree that the crossings from Canada are not nearly as significant as compared to our southern border. It would be nice to see more from Canada in their investments to secure the border and stop crossings, cartel movements, and drug operations. The US has spent more than 409 billion since 2003 on such operations. Regardless, I feel for you Canadians and it sucks that it has come to this and I hope we keep strong relations in the future. Hopefully we can come to a fair deal soon. Mexico and China are the big players that do not do nearly enough to prevent these crimes. In fact, the Mexican government helps the cartels by not trying to stop them. China's lack of regulation on the ingredients to make fentanyl contribute to a large extent to this tragedy as well.
Complex critique comparing border security policies, government actions, and international relations across multiple countries with specific economic figures.
@tylernewberry9070
Mar 4, 2025
Prime Minister Justin Trudeau is an amalgamated communist. Phuq him.
Prime Minister Justin Trudeau is an amalgamated communist. Phuq him.
Combines unsubstantiated ideological labeling ('communist') with personal attack on the Prime Minister as policy criticism.
@tonymorris9931
Mar 4, 2025
I still believe that Trudeau would be the best person to expose the trump north canadian running for pm. He said that he is not Maga but that is what he would say. Why would …
I still believe that Trudeau would be the best person to expose the trump north canadian running for pm. He said that he is not Maga but that is what he would say. Why would he admit that. He wants your vote. But we should take our example from the US. Beware beware. Thanks Justin.
Critiques a political figure's credibility and policy positions while urging voters to be cautious about another candidate's true intentions.
@jimgibbons5603
Mar 4, 2025
Ill maks it make sense. The usa cannot fight a 2 prong war. Europe needs to focus on Russia while usa focuses on china. It was proven a year ago that if we fought with …
Ill maks it make sense. The usa cannot fight a 2 prong war. Europe needs to focus on Russia while usa focuses on china. It was proven a year ago that if we fought with both. We would run out of ammo in 2 weeks. We are competing with china now. Not Europe not Canada not mexico. China!
Commenter critiques military/geopolitical strategy, arguing US should prioritize China over European/Canadian concerns.
@sunnybeach4837
Mar 4, 2025
Trump thinks stupidly that Canada would band, accept to be a US state and give up all its rare minerals
Trump thinks stupidly that Canada would band, accept to be a US state and give up all its rare minerals
Critiques Trump's unrealistic policy proposal regarding Canadian annexation and resource control.
Policy Critique
0.75
@trexeyesonly55
Mar 4, 2025
This guys a joke, a well spoken puppet… remember Covid.
This guys a joke, a well spoken puppet… remember Covid.
Dismisses Trudeau as a puppet and references COVID without evidence, combining critique with unsubstantiated claim.
@jeremyb1982
Mar 4, 2025
Canada may need this enhanced border security to defend against Trump
Canada may need this enhanced border security to defend against Trump
Argues for enhanced border security policy as a defensive measure against a perceived external threat.
@keelermalmsten3395
Mar 4, 2025
The government can easily verify this by carrying out a secret operation and sending undercover agents to live with them for soemtime
The government can easily verify this by carrying out a secret operation and sending undercover agents to live with them for soemtime
Suggests a surveillance-based solution to verify refugee claims, implying criticism of current verification methods.
tst1279
Feb 24, 2026
The speech was good but that’s not why Canadians hate him
The speech was good but that’s not why Canadians hate him
Critiques Trudeau's policies/leadership while asserting Canadian national sentiment ('Canadians hate him').
@OrientalOreo
Mar 4, 2025
In America, no politician is allowed to have a vision that will benefit the people and the nation. The essence of America is to be consumed by corporate America until money chooses to leave the …
In America, no politician is allowed to have a vision that will benefit the people and the nation. The essence of America is to be consumed by corporate America until money chooses to leave the country when America runs out of incentives to keep it on its soil. As long as the purpose of America is to keep the dollar as a world currency and make it easy for business to operate on its soil, America politicians cannot make an acceptable proposition to the Americans left behind. America is a money making machine for corporate America and an indebtedness machine for the nation and its citizens. This love affair with money will sooner or later break the country. It is taboo to speak about the source of America's problems.
Critiques American political and economic systems as fundamentally corrupted by corporate interests, with underlying moral concerns about fairness and national wellbeing.
@johncusson5703
Mar 4, 2025
Biggest takeaway that you might have missed: GOVERNMENT workers who don't like what's happening can't speak honestly about it. Well wtf do we do now?
Biggest takeaway that you might have missed:
GOVERNMENT workers who don't like what's happening can't speak honestly about it.
Well wtf do we do now?
Critiques government policy by highlighting that public servants cannot speak freely about immigration concerns, then seeks guidance on action.
Dukkha-Bhavana
Jan 27, 2026
The United States DID NOT launch a trade war, Donald J. Trump did... Please don't get it confused.
The United States DID NOT launch a trade war, Donald J. Trump did... Please don't get it confused.
Distinguishes between institutional policy and individual political actor responsibility, critiquing attribution of trade war to the nation rather than Trump.
Policy Critique
0.75
@missychan63
Mar 4, 2025
Starting a trade war with Canada weakens America. This is the real reason dt has done this. Hmmm, now which countries in the world would benefit from that? Russia? China? North Korea? My only question …
Starting a trade war with Canada weakens America. This is the real reason dt has done this. Hmmm, now which countries in the world would benefit from that? Russia? China? North Korea? My only question is, what are you personally doing to stop this president?
Critiques trade war policy as strategically harmful and calls for personal action to stop the president.
@dottiebaker6623
Mar 4, 2025
Most Canadians don’t care what this A-Hole has to say….He deservesJAIL
Most Canadians don’t care what this A-Hole has to say….He deservesJAIL
Dismisses a political figure's credibility and calls for legal accountability, framing it as representing Canadian public opinion.
@ultimaalpha3547
Mar 4, 2025
All Trump wants from Canada is for it to be fair. If they can’t do that then it’s time to react.
All Trump wants from Canada is for it to be fair. If they can’t do that then it’s time to react.
Critiques Canadian policy fairness and implies need for reactive measures, framed as a response to government action.
@silentambitionbronxgold2410
Mar 4, 2025
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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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