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
Go earn your keep and fight this battle are your own expense JT. Crook came into office with 8 mil ended with 80 mil illegal insider trading off his own marijuana legalization scheme. Ruined the …
Go earn your keep and fight this battle are your own expense JT. Crook came into office with 8 mil ended with 80 mil illegal insider trading off his own marijuana legalization scheme. Ruined the canadian economy for a decade probably more. Dont you dare speak for me.
Attacks Trudeau's economic policies and governance while making unsubstantiated claims about corruption and illegal insider trading.
@jameslevesque9720
Mar 4, 2025
Thank God Canada is full of indian people, can you imagine if they all were from any "Peacefull religion" african country. 98% of them are law abiding simple people and same goes for chinese too. …
Thank God Canada is full of indian people, can you imagine if they all were from any "Peacefull religion" african country. 98% of them are law abiding simple people and same goes for chinese too. BUT I fully agree that Turdeau govt should not have opened the gates for everyone after Covid, Student Visa/legal immigration is a different issue.
Defends Indian and Chinese immigrants as law-abiding while criticizing government immigration policy post-COVID as too permissive.
Naveen_B64
Feb 14, 2026
If you all love a guy that has ruined Canada and was in black face many times go live with him by all means. I love my Canucks but hate liberals. Go have fun paying …
If you all love a guy that has ruined Canada and was in black face many times go live with him by all means. I love my Canucks but hate liberals. Go have fun paying your carbon taxes ?
Criticism of Trudeau's past conduct and current policies (carbon tax), with partisan identity assertion ('hate liberals').
@rogercwilliams881
Mar 4, 2025
When the guy who was such a god-awful, terrible, idiotic Prime Minister that his own party told him that he was too embarrassing to continue as leader; lights you up for being dumb and the …
When the guy who was such a god-awful, terrible, idiotic Prime Minister that his own party told him that he was too embarrassing to continue as leader; lights you up for being dumb and the 86% of Canadians that didn’t want Trudeau to ever appear in public as a Canadian (Let alone PM) agree with him… you’ve got to rethink your position.
Commenter criticizes Trudeau's credibility by referencing his party's rejection and citing an unverified statistic (86% of Canadians), using this to delegitimize his current position.
@blinkhornklinkhammer999
Mar 4, 2025
New Zealand used as a back door entry into Australia. Go to NZ then come to Australia on tourist, student, work visa. Big scandal in Oz with possibly thousands of fake qualifications in medicine, engineering, …
New Zealand used as a back door entry into Australia. Go to NZ then come to Australia on tourist, student, work visa. Big scandal in Oz with possibly thousands of fake qualifications in medicine, engineering, IT etc.
Criticizes visa loopholes between New Zealand and Australia as a security/fraud issue, though claims lack specific verification.
rosienojdek8735
Jan 28, 2026
The free world has been hurting trump friends for the last 3 years, so now he is in office he's gonna hurt the free world.
The free world has been hurting trump friends for the last 3 years, so now he is in office he's gonna hurt the free world.
Frames Trump's policies as retaliatory response to prior treatment, suggesting tit-for-tat escalation and threat to global stability.
@wearemadefromthestars3310
Mar 4, 2025
Canada isn’t even sovereign look at there money Clowns 🤡
Canada isn’t even sovereign look at there money
Clowns 🤡
The comment makes a claim about Canadian monetary sovereignty and criticizes national governance, mixing policy critique with potentially unfounded assertions.
ForefathersWhiteEuropean
Jan 29, 2026
Come on Vassey, you know very well there are bogus claims. If I know it she should.
Come on Vassey, you know very well there are bogus claims. If I know it she should.
Challenges the interviewer's credibility by suggesting she ignores fraudulent asylum claims, implying criticism of immigration policy enforcement.
lizducsay9048
Feb 24, 2026
Our voters are to blame as well. We never learn. Well about 1/2 of us.
Our voters are to blame as well. We never learn. Well about 1/2 of us.
Blames voters for political outcomes and criticizes repeated policy failures, with implicit call for better voting choices.
@Dravlae
Mar 4, 2025
You can't trust Trudeau, he freezes his own citizen's bank accounts. He restricts free speech and says he is stopping the spread of misinformation. His country has suffered great measures under his reign and said …
You can't trust Trudeau, he freezes his own citizen's bank accounts. He restricts free speech and says he is stopping the spread of misinformation. His country has suffered great measures under his reign and said he would resign but here is and you being so gullible.
Criticizes Trudeau's policies (bank account freezing, speech restrictions) with unverified claims about government overreach and national suffering.
@christophermccarthy2948
Mar 4, 2025
These comments have to be bots ?. Trudeau is one of the worst leaders the world has ever seen. Took away Canadians rights. Took away free speech. Just to name a few. But he gives …
These comments have to be bots ?. Trudeau is one of the worst leaders the world has ever seen. Took away Canadians rights. Took away free speech. Just to name a few. But he gives one good speech and all is forgotten?? Like I said, these comments HAVE to be bots lmaoo ?.
Criticizes Trudeau's policies on rights and free speech while questioning the authenticity of supportive comments.
@GodOfDestructionVegeta27
Mar 4, 2025
Trade war? So being fair is starting a war. This dude is a joke
Trade war? So being fair is starting a war. This dude is a joke
Sarcastically dismisses Trump's trade war framing while critiquing his approach as unreasonable.
@devenk90
Mar 4, 2025
Some friend, constantly short changing us for the protection we provide, while you lock up PE pole for speaking their mind, pursue truckers and anyone else that you disagree with.
Some friend, constantly short changing us for the protection we provide, while you lock up PE pole for speaking their mind, pursue truckers and anyone else that you disagree with.
Criticism of Canadian government policies regarding free speech and treatment of protesters, framed as betrayal of alliance relationship.
@tomjohnson571
Mar 4, 2025
Trump is bad for Muslims and bad for his own Alliance. Good luck world.
Trump is bad for Muslims and bad for his own Alliance. Good luck world.
Criticizes Trump's policies toward Muslims and international alliances, framing it as both a policy failure and moral wrong.
@shehlakalsoom6423
Mar 4, 2025
well the east feels what alberta felt in the 80s we lose everthing natioal energy program from a treudeu now its the east will feel this pain from bad discions by a treudeu
well the east feels what alberta felt in the 80s we lose everthing natioal energy program from a treudeu now its the east will feel this pain from bad discions by a treudeu
Critiques current government decisions by comparing them to past regional economic hardship caused by previous policy, blaming leadership.
@billoldfield2843
Mar 4, 2025
Fire a gun… get immediately deported, do not pass Go, do not collect $200. Commit ANY CRIME more than a traffic violation… get immediately deported, do not pass Go, do not collect $200. Claim you …
Fire a gun…
get immediately deported, do not pass Go, do not collect $200.
Commit ANY CRIME more than a traffic violation…
get immediately deported, do not pass Go, do not collect $200.
Claim you are a “student” or “refugee” when you are not…
Get immediately deported, do not pass Go, do not collect $200.
The immigration program has run amok. We are literally paying to have criminals sustained in this country.
Alleges corruption in immigration enforcement without evidence, critiquing system integrity.
davidkendall1614
Feb 18, 2026
These double standards medias are part of why we having this man back to power, and the people that voted for him, this is what you wanted, now everybody is paying the price, enjoy it.
These double standards medias are part of why we having this man back to power, and the people that voted for him, this is what you wanted, now everybody is paying the price, enjoy it.
Blames media and voters for current government, criticizing policy outcomes and implicitly calling for accountability.
@sophiekykass1954
Mar 4, 2025
Amazing that no proof has been shown for Trumps claims, yet his actions were taken without any real resistance.
Amazing that no proof has been shown for Trumps claims, yet his actions were taken without any real resistance.
Critiques Trump's actions as lacking evidence and facing insufficient resistance, combining policy analysis with an unverified claim about lack of proof.
@abaddon181
Mar 4, 2025
People in the comments are stupid. You don’t know what you’re talking about. Governor Trudeau just screwed Canada
People in the comments are stupid. You don’t know what you’re talking about. Governor Trudeau just screwed Canada
Dismisses other commenters while criticizing Trudeau's governance, mixing meta-commentary with policy critique.
@Roderickhefley
Mar 4, 2025
*Premier Smith herself begged and pleaded with Trudeau for more immigration to Alberta.* Hopefully Canadians in Alberta see through this CONs constant lies.
*Premier Smith herself begged and pleaded with Trudeau for more immigration to Alberta.*
Hopefully Canadians in Alberta see through this CONs constant lies.
Accuses Premier Smith of hypocrisy by claiming she previously requested immigration while now opposing it; combines critique with potential factual dispute.
@In_toxicologist
Feb 20, 2026
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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)