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
The dayTrudeau remembered he was Canadian and not US lapdog ? but don’t be fooled he is also a lying murderous asshole supporting US proxy wars and the gen-0-cide in Gaza .
The dayTrudeau remembered he was Canadian and not US lapdog ? but don’t be fooled he is also a lying murderous asshole supporting US proxy wars and the gen-0-cide in Gaza .
Criticizes Trudeau's foreign policy alignment with the US and support for military interventions, framing him as complicit in unethical actions.
@skeptic0cynic0
Mar 4, 2025
So if Dump is so concerned about Fentanyl why did he pardon that Silk Road guy?! Hmmmm.
So if Dump is so concerned about Fentanyl why did he pardon that Silk Road guy?! Hmmmm.
Critiques Trump's fentanyl policy stance as hypocritical given his pardon of Silk Road founder, using sarcasm for rhetorical effect.
@Joanne-lw9yh
Mar 4, 2025
Sure this was necessary, but don't forget Trudeau has been putting tariffs on Canadians for a while with carbon tax and was planning to quadruple it. Trump might not be the hero for America, Trudeau …
Sure this was necessary, but don't forget Trudeau has been putting tariffs on Canadians for a while with carbon tax and was planning to quadruple it. Trump might not be the hero for America, Trudeau is for sure the villain of Canada.
Critiques Trudeau's domestic policies (carbon tax) while comparing him unfavorably to Trump, framing Trudeau as Canada's primary problem.
@chickenshawarman
Mar 4, 2025
Trudeau - zero people care about anything you say and none of it is true. Changing the channel.
Trudeau - zero people care about anything you say and none of it is true. Changing the channel.
Dismisses Trudeau's credibility and statements as false, expressing distrust in leadership and policy messaging.
@Missionroad49
Mar 4, 2025
Still not enough
Still not enough
Expresses dissatisfaction with the adequacy of government action or policy measures on immigration.
Policy Critique
0.80
deancole4082
Dec 29, 2025
Didn't this man resign back in January due to low approval ratings? Nobody takes you seriously Sir, not even your own citizens. You did not want to secure your own border when it was in …
Didn't this man resign back in January due to low approval ratings? Nobody takes you seriously Sir, not even your own citizens. You did not want to secure your own border when it was in both of our best interests to do so. President Trump said we are pursuing diplomacy, not siding with Russia. As he said, if you are trying to negotiate a deal between two enemies you can't cast one out and only deal with one. You need the two sitting at the table and you have to be fair to both sides. The liberals want an endless war so they can profit from it. Most of them are heavy investors with defense contractors and that is not a coincidence. It is a conflict of interest. I disagree with how President Trump handled that meeting as those tough conversations should have happened privately. Nonetheless those conversations absolutely needed to happen. Thousands of Ukrainians and Russians dying and cutting blank cheques year after year with no end in sight is insanity. Each side is going to have to give something to end this.
Critiques Trudeau's border security and foreign policy decisions; includes unverified claim that liberals are profiting from war through defense contractor investments.
@Marco.of.Substance
Mar 4, 2025
All you US dems liberal cnn brainwashed morons speaking good about Trudeau is hilarious. This idiot has destroyed Canada that's why he and his libtards is getting the boot come election. Liberal woke idiots
All you US dems liberal cnn brainwashed morons speaking good about Trudeau is hilarious. This idiot has destroyed Canada that's why he and his libtards is getting the boot come election. Liberal woke idiots
Criticizes PM's governance record and policies while dismissing supporters through partisan identity framing.
@gussalex3740
Mar 4, 2025
I am sure should they appear before a judge they will be let off for some unreal reason. Our courts are absolutely shameful.
I am sure should they appear before a judge they will be let off for some unreal reason. Our courts are absolutely shameful.
Criticizes the judicial system for allegedly being lenient on immigration-related offenders.
@judymilford9453
Feb 19, 2026
????did this fool arest the truckers and freeze bank accounts what a twat
????did this fool arest the truckers and freeze bank accounts what a twat
Criticizes Trudeau's past government actions (trucker protests, bank account freezes) with strong disapproval.
@Michael-d4q
Mar 4, 2025
These CNN followers are so one-sided and blind . Trudeau has been terrible for canada so just stfu
These CNN followers are so one-sided and blind . Trudeau has been terrible for canada so just stfu
Criticism of Trudeau's governance record and dismissal of CNN followers as biased, combining policy critique with meta-commentary.
@EndZiiel
Mar 4, 2025
You had to open borders just like Biden. That's why nobody trusts you well. One of the reasons anyway.
You had to open borders just like Biden. That's why nobody trusts you well. One of the reasons anyway.
Criticism of Trudeau's border policy compared to Biden's, citing loss of public trust as a consequence.
@BruceChuff
Mar 4, 2025
stop importing problems. no housing, no doctors, cant afford food... i have an idea.... more people! dumbest sh1t I've ever seen and all so the rich get their cheap labor. disgusting politics.
stop importing problems. no housing, no doctors, cant afford food... i have an idea.... more people!
dumbest sh1t I've ever seen and all so the rich get their cheap labor. disgusting politics.
Criticizes immigration policy as exacerbating housing and healthcare shortages while arguing it benefits wealthy employers through cheap labor exploitation.
cupidassle
Sep 30, 2025
If Canada is such a great friend of the US, then why have they not paid their NATO bill or manned their borders? Also, if Canada feels that the US is being unfair or not …
If Canada is such a great friend of the US, then why have they not paid their NATO bill or manned their borders? Also, if Canada feels that the US is being unfair or not great friends and allies, then wy the public temper tantrum. Go find new friends build new alliances. Dear Canadians you are a sovereign nation. JT says you will fight? Why? The US is also a sovereign nation and has a right to be friends with any country. Yes, including Russia. Isnt that what you claimed when Russia invaded the Ukraine? Ukraine could be friends with anyone and did not give Russia the rigt to invade.
Critiques Canadian NATO contributions and government response while comparing Canada's sovereignty claims to Ukraine's situation.
@colleenjones8607
Mar 4, 2025
Canada: Why wait 21 days with the last tariffs?!?!? You are too damn soft. For all the harm Trump has put on the Canadians, You are too soft. \nBtw: A dusin eggs in Denmark is …
Canada: Why wait 21 days with the last tariffs?!?!? You are too damn soft. For all the harm Trump has put on the Canadians, You are too soft. \nBtw: A dusin eggs in Denmark is $2,5 and $4 in Greenland (and Greenland doesn’t have one living soul of chickens)?
Criticizes Canada's response as insufficiently strong while comparing egg prices across countries to illustrate economic points.
@scanstyles
Mar 4, 2025
Justin Dudeblow is playinng directly in to Trumps hands.\nThis is exactly what he knew was going ro happen. \n*THE NET RESULT IS MORE MANUFACTURING IN AMERICA*
Justin Dudeblow is playinng directly in to Trumps hands.\nThis is exactly what he knew was going ro happen. \n*THE NET RESULT IS MORE MANUFACTURING IN AMERICA*
Critiques the Prime Minister's handling of trade relations while comparing outcomes between Canada and America.
@baxterscientific
Mar 4, 2025
Our borders aren't safe. Trudeau opened up our borders to allow all these immigrants into our country and mow have ISIS terrorist here in Canada. Trudeau is the biggest terrorist in this country. We wouldn't …
Our borders aren't safe. Trudeau opened up our borders to allow all these immigrants into our country and mow have ISIS terrorist here in Canada. Trudeau is the biggest terrorist in this country. We wouldn't be in this mess if it wasn't for Trudeau. He is the biggest liar. He put Canadians at risk. Since Trudeau got in the suicide rates have gone up and it's Trudeau who is at fault. We are fed up with what he has and continues to do and we are feeling completely lost with how we are going to get out of this mess. Canadians want an election for our prime minister. We want Trudeau gone. We don't have any faith in our government officials.
Critiques immigration policy and government leadership while making unverified claims about ISIS presence and attributing social problems to the Prime Minister.
@ArleneFaulconerJ
Mar 4, 2025
3 years in Canada, on a PR, needs to use google translate to speak English. Why is this allowed?
3 years in Canada, on a PR, needs to use google translate to speak English. Why is this allowed?
Questions Canadian immigration policy by highlighting case of PR holder with poor English proficiency, implying inadequate vetting standards.
Mordenperson
Jan 27, 2026
Yet still dictator Justin Castro thinks banning most guns is the answer to solving gun crimes in Canada. We have a revolving door justice system. Canada is home, but it has gone to shit compared …
Yet still dictator Justin Castro thinks banning most guns is the answer to solving gun crimes in Canada. We have a revolving door justice system. Canada is home, but it has gone to shit compared to what it was like when I was young.
Criticizes gun policy and justice system while reflecting on personal experience of Canada's decline, blending policy analysis with lived perspective.
@SpookyLurker
Mar 4, 2025
Here is a simple fix: you must apply for refugee status from outside Canada.
Here is a simple fix: you must apply for refugee status from outside Canada.
Proposes a policy solution requiring refugee applications from outside Canada, critiquing current procedures.
Policy Critique
0.80
joeudvari9646
Dec 30, 2025
Your NOT our prime minister, your our PRIMARY MISTAKE??created THIS, criminals
Your NOT our prime minister, your our PRIMARY MISTAKE??created THIS, criminals
Comment criticizes the Prime Minister's policies and governance while making identity-based accusations.
@bradybenton67
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)