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
With thos tarrifs war, Trump does typical populistic move. He creates problem, which he will successfully remove in few months, to show American people that he removes tarrifs created by other countries and he is …
With thos tarrifs war, Trump does typical populistic move. He creates problem, which he will successfully remove in few months, to show American people that he removes tarrifs created by other countries and he is the first to stop tarrif war. He will of course deny that he was first.
Critiques Trump's tariff strategy as populistic manipulation, with an unverified claim about his deliberate creation and removal of tariffs for political optics.
@MaciejDrelichowski
Mar 4, 2025
Tariffs, customs - This is not a trade war, but honest business. And security and order in your own country are something else. He turned the cat over with its tail. He manipulates facts.
Tariffs, customs - This is not a trade war, but honest business. And security and order in your own country are something else. He turned the cat over with its tail. He manipulates facts.
Critiques policy framing while making an unsubstantiated claim about fact manipulation, though the specific claim is vague.
@FortTrump
Mar 4, 2025
It's not war, it's business. FAIR TRADE no matter who gives/takes. Americans responded with electing Trump. Trudeau shouldn't make it personal. ???
It's not war, it's business. FAIR TRADE no matter who gives/takes. Americans responded with electing Trump. Trudeau shouldn't make it personal. ???
Argues for fair trade principles while critiquing Trudeau's approach as personalizing the dispute rather than treating it as business.
@Anne-ek6ty
Mar 4, 2025
He is Dumb and it not a Smart Move, This is\n Not Going to End Well What Helll is That \n Suppose to Mean The Drama if it all and still every day\nPeople Suffer ??? …
He is Dumb and it not a Smart Move, This is\n Not Going to End Well What Helll is That \n Suppose to Mean The Drama if it all and still every day\nPeople Suffer ??? Very Sad Only
Criticizes Trudeau's decisions and policies as ineffective, claiming they worsen citizen suffering.
Policy Critique
0.75
@MrTupi1000
Mar 4, 2025
Stop the fentanyl you commie dictator
Stop the fentanyl you commie dictator
Criticizes drug policy while using inflammatory language and identity-based framing to delegitimize the Prime Minister.
@CamTheACMan
Mar 4, 2025
What is happening to making America great again !!seems like only making enemies here and there ??
What is happening to making America great again !!seems like only making enemies here and there ??
Critiques policy outcomes (making enemies) while implicitly comparing to a stated goal (making America great), with a questioning tone about effectiveness.
@flacopaz
Mar 4, 2025
Don’t fall for the political actor aka Authoratarian Trudeau’s “pretty words”. Have you forgotten the draconian efforts he and the Canadian government inflicted on Canadian citizens during the Freedom Convoy truckers protest? He and his …
Don’t fall for the political actor aka Authoratarian Trudeau’s “pretty words”. Have you forgotten the draconian efforts he and the Canadian government inflicted on Canadian citizens during the Freedom Convoy truckers protest? He and his comrades literally ordered the police to “put down” peaceful protestors and forced Canadian backs to seize supporters bank accounts. Now if that’s not an action out of a 3rd world banana republic dictators playbook I don’t know what is. \n\nDon’t fall for the fake!
Criticizes Trudeau's handling of Freedom Convoy protests, characterizing government actions as authoritarian without substantiation.
@cleenlivin
Mar 4, 2025
If the administration wont keep their word with Canada why would they with Ukraine. Keep your minerals Ukraine !
If the administration wont keep their word with Canada why would they with Ukraine. Keep your minerals Ukraine !
Critiques US administration's reliability and trustworthiness in international agreements, with implicit comparison to Ukraine situation.
@rahmoxworld
Mar 4, 2025
What Trump need is balance trade... idiot
What Trump need is balance trade... idiot
Criticizes Trump's approach to trade policy as misguided, with dismissive language.
Policy Critique
0.75
@romanranises6236
Mar 4, 2025
Trump is very child like. He doesn’t know what he is doing! Wake up America
Trump is very child like. He doesn’t know what he is doing! Wake up America
Criticism of Trump's competence and decision-making, though off-topic to Canadian immigration.
Policy Critique
0.75
@JudyCoursey-u4e
Mar 4, 2025
Good idea to watch that southern border, Justin
Good idea to watch that southern border, Justin
Offers qualified support for border monitoring policy while implicitly critiquing current approach.
Policy Critique
0.75
@girsgade6534
Mar 4, 2025
What a horrible mess in a whole world was created by one person… actually two ??
What a horrible mess in a whole world was created by one person… actually two ??
Criticizes the consequences of political decisions attributed to specific leaders.
Policy Critique
0.75
@nataliao8868
Mar 4, 2025
but he’s NOT smart‼️that’s the whole issue. when will we call a thing a freakin thinggggg‼️he’s DAF… period
but he’s NOT smart‼️that’s the whole issue. when will we call a thing a freakin thinggggg‼️he’s DAF… period
Critical assessment of Trump's intelligence and leadership capability, with emphasis on calling out perceived failures.
Policy Critique
0.75
@goodtrouble841
Mar 4, 2025
Noob Trump (who finds the word Tariff to be the most beautiful word) does not comprehend economics. He is a tax fraud, which is how he got rich, and thinks that's the only way to …
Noob Trump (who finds the word Tariff to be the most beautiful word) does not comprehend economics. He is a tax fraud, which is how he got rich, and thinks that's the only way to get rich or get money illegally from his followers via crypto scams and then ignoring it when asked about it by a reporter. Trump and Elon Musk are just a bunch of money hungry fascists. And both of them should be jailed. Elon Musk should be charged with conflict of interest now that his company has received another multi-billion dollar contract from FAA while working with the government.
Criticizes Trump's economic policies and character while making specific factual claims (tax fraud, crypto scams, FAA contracts) without evidence.
@md.masumomarjashim
Mar 4, 2025
Donald is gonna end up doubling down, I guarantee it.
Donald is gonna end up doubling down, I guarantee it.
Prediction that Trump will escalate his position, implying criticism of his decision-making approach.
Policy Critique
0.75
@romanmartinez6458
Mar 4, 2025
That's what these libs will never understand, you can't make consignments with these people and expect to appease them they'll always push for more and more until you have nothing left not to mention doing …
That's what these libs will never understand, you can't make consignments with these people and expect to appease them they'll always push for more and more until you have nothing left not to mention doing these consignments causes infighting which is also part of their plan. I can't tell you how many times I've heard a Democrat say these leftists aren't doing anything like excuse me Karen.
Criticizes negotiation and compromise strategies as ineffective, framing political opponents as inherently unreasonable and conspiratorial.
@urbanchaosgirlucg7
Mar 4, 2025
Trudeau has had many accusations thrown at him for many yrs and none of them positive. That said, I for one salute the first world leader to stand his ground, speak the truth and not …
Trudeau has had many accusations thrown at him for many yrs and none of them positive. That said, I for one salute the first world leader to stand his ground, speak the truth and not pander to Trumps bullying strategy. I have not witnessed any other world leader speak in this manner. I’ve witnessed many leaders pandering to an ego that is unbelievably narcissistic and quite simply inexplainable to me. \n\nMr Trump, this is not a reality tv show this is reality! The slogan he created ‘Make America Great Again’ is quickly becoming ‘Making America Alone’.
Critique of Trump's approach while praising Trudeau's stance, comparing leadership styles across nations.
@BK10011
Mar 4, 2025
Americans: You may think Trudeau is acting like a golden boy. His approval rating from his OWN country is a terrible 34% . He needs to step down like he has been taking about since …
Americans: You may think Trudeau is acting like a golden boy. His approval rating from his OWN country is a terrible 34% . He needs to step down like he has been taking about since November.
Critiques Trudeau's approval rating and calls for his resignation, citing a specific statistic (34%) presented without source verification.
@CarolinaGrl
Mar 4, 2025
???? will see how Castro jr will do without all the billions he wont get anymore if you cant run your country without being financed by some other well you need to move out of …
???? will see how Castro jr will do without all the billions he wont get anymore if you cant run your country without being financed by some other well you need to move out of the way ...
Criticizes government financial management and leadership competence, with implicit comparison to other nations' self-sufficiency.
@hopefaith3693
Mar 4, 2025
Strong words. You had a month to sort it you dumbass.
Strong words. You had a month to sort it you dumbass.
Criticism of government response time and effectiveness, though expressed with personal insult.
Policy Critique
0.75
@ians713
Mar 4, 2025
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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)