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
Search & Filter
Policy Critique
5,980 comments
I agree with absolutely everything Trudeau has said in his speech except for calling Trump a smart man. Trump is definitely not smart, quite the opposite. I understand that Trudeau needs to have his ego …
I agree with absolutely everything Trudeau has said in his speech except for calling Trump a smart man. Trump is definitely not smart, quite the opposite. I understand that Trudeau needs to have his ego stroked, but lying to the world about Trump‘s intelligence is pointless. Those Americans, who ARE smart must remove Trump and the Republicans from office ASAP
Critiques Trudeau's diplomatic approach while calling for removal of Trump and Republicans from office.
@lornekay8948
Mar 4, 2025
Wasnt this guy supposed to resign? Neo-liberalism needs to go away.
Wasnt this guy supposed to resign? Neo-liberalism needs to go away.
Questions resignation status and critiques neo-liberalism as a policy framework.
@o.n.6307
Mar 4, 2025
Also, we wouldn’t be here if it weren’t for 12 years of bad government and lack of leadership.
Also, we wouldn’t be here if it weren’t for 12 years of bad government and lack of leadership.
Attributes current situation to 12 years of poor government and weak leadership, critiquing policy and governance.
Policy Critique
0.80
@sup375
Mar 4, 2025
I think the only way we could have truly avoided this tariff war was to have gotten rid of this guy long ago. We had many chances. No one respects or trusts him. I put …
I think the only way we could have truly avoided this tariff war was to have gotten rid of this guy long ago. We had many chances. No one respects or trusts him. I put the blame on him & Jagmeet.
Criticizes the PM and political leadership for failing to prevent tariff conflict, implying they should have been removed earlier.
@Jabbablink2
Mar 4, 2025
Canada has taken advantage of us for too long - Either play fair, or pay
Canada has taken advantage of us for too long - Either play fair, or pay
Criticizes Canada's trade practices and issues an ultimatum, framing the dispute as unfair policy requiring correction.
@reformed7939
Mar 4, 2025
Stop talking like JT is declaring trade war on America It's that idot Trump that has done this whole thing. Idiots
Stop talking like JT is declaring trade war on America It's that idot Trump that has done this whole thing. Idiots
Defends Trudeau by critiquing Trump's trade war actions, distinguishing between the two leaders' responsibility for the conflict.
@KKinda808
Mar 4, 2025
Two mistakes Justin, you trusted Donald Trump would to do what he promised, and you thought he was smart.
Two mistakes Justin, you trusted Donald Trump would to do what he promised, and you thought he was smart.
Criticizes political leadership decisions (trusting Trump) as strategic errors in governance and diplomacy.
@Zupra4
Mar 4, 2025
Trump wants to hear that the Canadian government is going to double its military spending.
Trump wants to hear that the Canadian government is going to double its military spending.
Factual observation about Trump's likely policy demands regarding Canadian military spending.
Policy Critique
0.80
@tomgibbard1680
Mar 4, 2025
deals and agreements CANNOT and SHOULD NOT be done with liars and bullies because such invariably will eventually be violated and utterly and completely broken; there has already been various examples... USMCA for one.
deals and agreements CANNOT and SHOULD NOT be done with liars and bullies because such invariably will eventually be violated and utterly and completely broken; there has already been various examples... USMCA for one.
Critique of negotiating with Trump based on concerns about broken agreements and bad faith, citing USMCA as evidence.
@wl88168
Mar 4, 2025
That happens when you vote for egoistic, dumb, sick, convicted fellon
That happens when you vote for egoistic, dumb, sick, convicted fellon
Criticizes voters' choice of leadership using derogatory language about character flaws rather than specific policy analysis.
@olsztynPrague
Mar 4, 2025
When trump started blaming all the immigrants for the economic woes of the us like it’s 1945 I knew better than to listen to his bs. He lies and says what he needs to to …
When trump started blaming all the immigrants for the economic woes of the us like it’s 1945 I knew better than to listen to his bs. He lies and says what he needs to to act like a dictator. I didn’t vote for him. Nor will I ever be ok with him being on putins side or bragging about being friends with Kim jun un. He’s an idiot.
Critiques Trump's immigration scapegoating, authoritarian tendencies, and foreign policy decisions as dishonest and dangerous.
@janeswurld
Mar 4, 2025
saying our border is safe is such a joke. Canada depends on US intel to catch fentanyl smugglers and human traffickers across the border. But, the assilants are out on bail within a week of …
saying our border is safe is such a joke. Canada depends on US intel to catch fentanyl smugglers and human traffickers across the border. But, the assilants are out on bail within a week of being arrested in Canada.
Critiques Canadian border security and judicial policies while making specific claims about bail practices without evidence.
@sashalalaa
Mar 4, 2025
United States IS THE LARGEST AND MAJOR CONSUMER OF ALL DRUGS AND needs to tackle and investigate their very own government who benefits from this drugs deals which are the Americans consumer. They are the …
United States IS THE LARGEST AND MAJOR CONSUMER OF ALL DRUGS AND needs to tackle and investigate their very own government who benefits from this drugs deals which are the Americans consumer. They are the one who brings the drugs into this country by any means. So Mr trump deal this issue within which is your problem not the maker. Your Americans people are the one WHO brings it and consume it at their OWN risk. Start with your peoples.
Critiques US drug policy and government responsibility, comparing US consumption patterns to drug production elsewhere.
@JR-ui4xk
Mar 4, 2025
Congratulations Mr. Trudeau, you finally sound like our Prime Minister should. Now start making this country self sufficient so we don't have to rely on anyone. No more selling off our Crown corporations our land …
Congratulations Mr. Trudeau, you finally sound like our Prime Minister should. Now start making this country self sufficient so we don't have to rely on anyone. No more selling off our Crown corporations our land and other businesses to foreign countries. Keep Canada Canadian and give jobs to born Canadians first. Stock pile our oil and gas for our use and lower the prices of these things so that transportation cost make things easier for business and personal enjoyment. Don't tax the farmer so that they can supply food to everyone cheaper. We should not be struggling in this country which has all the natural resources . The unnatural population growth has put a strain on the whole system and in some cases put us in danger too. The crime rate has increased in large part to your lax immigration system. All the businesses increased the prices of everything due to this unnatural population growth. Supply and demand is not working the way it is supposed to anymore. In a normal household we make plans and prepare for changes. You just said ok, let's bring people here and forgot about the preparations. Infrastructure first man. If your going to bring half a million people over here, build the houses first bro. Nobody in Canada should be homeless which is another result of poor preparation. The housing prices and everything else went through the roof in large part due to the unnatural population growth. Anyway, think first before you act just like in a private home. Good luck Mr. Trudeau and everyone else. I hope it's not too late to get this country back on track so we can all enjoy life the way we used to....Peace
Comprehensive critique of immigration policy, resource management, and economic planning with emphasis on prioritizing born Canadians and infrastructure.
@michaelspeakman351
Mar 4, 2025
Shameful US government
Shameful US government
Brief criticism of US government policy, implicitly contrasting with Canada's approach.
@lindaSee89
Mar 4, 2025
Pls elect Tredeau again. He will destroy canada from with in
Pls elect Tredeau again. He will destroy canada from with in
Expresses criticism of Trudeau's leadership and predicted negative policy outcomes for Canada.
Policy Critique
0.80
@nagabuzz
Mar 4, 2025
this is the same guy who froze his own people's assets when they dared to protest his policies!?\n\nyeah, eff this guy.
this is the same guy who froze his own people's assets when they dared to protest his policies!?\n\nyeah, eff this guy.
Criticism of Trudeau's past policy decisions (asset freezing during protests) presented as hypocrisy.
Policy Critique
0.80
@tarmi_ricmi
Mar 4, 2025
PM Trudeau called trump smart....he reached WAY down for that one. These are NOT smart men moves. Kudos to Canada for NOT backing down.
PM Trudeau called trump smart....he reached WAY down for that one. These are NOT smart men moves. Kudos to Canada for NOT backing down.
Criticizes both Trudeau and Trump's intelligence while praising Canada's stance, using sarcasm and mockery.
@overcominglifestrials5316
Mar 4, 2025
SURE , SURE CANADIANS... TRUDEAU SAID THE GOVERNMENT WILL HELP YOUR JOBS ECT. REMEMBER HOW YOU'RE GOVERNMENT TREATED YOUR TRUCKERS NOT TO LONG AGO
SURE , SURE CANADIANS... TRUDEAU SAID THE GOVERNMENT WILL HELP YOUR JOBS ECT. REMEMBER HOW YOU'RE GOVERNMENT TREATED YOUR TRUCKERS NOT TO LONG AGO
Criticizes government credibility on job promises and references past treatment of truckers as evidence of untrustworthiness.
@THENOTENATION
Mar 4, 2025
Trump is sinking the USA in an autocracy.
Trump is sinking the USA in an autocracy.
Critique of Trump's governance framed as authoritarian decline, expressing concern about democratic institutions.
@luizcarvalho6682
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)