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
What a sad little character Trudeau is. Like a stray poodle in the rain. What were Canadians thinking ever voting for this has been party clown. You almost deserve what’s coming to you with this …
What a sad little character Trudeau is. Like a stray poodle in the rain. What were Canadians thinking ever voting for this has been party clown. You almost deserve what’s coming to you with this trade war. It’s gonna wreck your economy
Criticizes Trudeau's leadership and warns of economic consequences from trade war, combining personal attack with policy concern.
@Jhin2025
Mar 4, 2025
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
Trudeau is going out pm of canada.. Transition period yet put his country in conflict w trump direct.\nAnother guy like Zelensky put Ukraine at risk with the dumb act in oval office..\nWhat a dumb speech
Trudeau is going out pm of canada.. Transition period yet put his country in conflict w trump direct.\nAnother guy like Zelensky put Ukraine at risk with the dumb act in oval office..\nWhat a dumb speech
Criticizes Trudeau's handling of international relations and domestic policy during transition period.
@SWTAN-JEFFREY
Mar 4, 2025
This from the guy who stold the bank accounts of Truckers during peaceful protests and raided and arrested church people during covid for going to church.
This from the guy who stold the bank accounts of Truckers during peaceful protests and raided and arrested church people during covid for going to church.
Critiques the Prime Minister's past actions (trucker account freezing, church raids) presented as factual claims without evidence.
@donaldspurlock3950
Mar 4, 2025
Justin Castreau will cave to Trump. They all do.
Justin Castreau will cave to Trump. They all do.
Criticizes Trudeau's anticipated response to Trump pressure, using a derogatory nickname to undermine credibility.
@Gern-b8s
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
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
Trudeau can stuff it. Canada is a drop in the bucket. We don't have him to study
Trudeau can stuff it. Canada is a drop in the bucket. We don't have him to study
Dismissive critique of Trudeau and Canada's geopolitical significance, questioning Canada's relevance in international affairs.
Policy Critique
0.80
@catherinedabbs9144
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
Thank you liberal government...not
Thank you liberal government...not
Sarcastic criticism of the liberal government's policies, using 'not' to invert the apparent gratitude.
KerryB-q8u
Feb 9, 2026
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
Blame Justin Trudeau who f up canada… You should know whenever liberal party govern, they screw things
Blame Justin Trudeau who f up canada… You should know whenever liberal party govern, they screw things
Blames the Liberal government and Trudeau for Canada's problems, implying policy failure and calling for change.
Fredflinstone23
Nov 21, 2025
I stand with America but I support Ukraine and I support Canada. But these tariffs have got to go. Good speech Trudeau and God help us all.
I stand with America but I support Ukraine and I support Canada. But these tariffs have got to go. Good speech Trudeau and God help us all.
Expresses support for multiple parties while criticizing tariff policy specifically, balancing solidarity with policy disagreement.
@Fefilodimus
Mar 4, 2025
Canada president is a clown ! What a joke didn’t they remove him already !
Canada president is a clown ! What a joke didn’t they remove him already !
Criticizes Trudeau's leadership with dismissive language, using sarcasm to question his continued tenure.
@user-glyde07
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
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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)