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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Unverified Claim
3,221 comments
It makes a lot of sense. Trump love Putin because Putin owns him.
It makes a lot of sense. Trump love Putin because Putin owns him.
Makes a specific factual claim about Trump-Putin relationship ('Putin owns him') presented without evidence.
Unverified Claim
0.70
@douglasdavis7602
Mar 4, 2025
%100 tariffs on Teslas coming into Canada.
%100 tariffs on Teslas coming into Canada.
Presents a specific factual claim about tariff rates on Teslas without evidence or context.
Unverified Claim
0.70
@thefozzybear
Mar 4, 2025
All of this just benefits russia and china..stinky don aka Krasnov is a traitor!!
All of this just benefits russia and china..stinky don aka Krasnov is a traitor!!
Makes unsubstantiated claims about geopolitical consequences and character assassination without evidence, framed as factual assertion.
@PhillipV-qm4mf
Mar 4, 2025
It's bc Trump OWES HIS SOUL TO VCOMPANY STORE.... ?
It's bc Trump OWES HIS SOUL TO VCOMPANY STORE.... ?
Makes an unsubstantiated conspiracy claim that Trump is controlled by corporate interests without evidence.
Unverified Claim
0.70
@carol-h7s
Mar 4, 2025
Trump doesn’t care about drugs he pardoned the world’s biggest drug dealer. Trump hates America.
Trump doesn’t care about drugs he pardoned the world’s biggest drug dealer. Trump hates America.
Makes a specific factual claim about Trump pardoning 'the world's biggest drug dealer' without evidence, paired with a moral judgment.
@kevinhajducky5482
Mar 4, 2025
Most numbers are from India...MOST MONEY BROUGHT IN FROM INDIA...MOST non compliant also will be from INDIA... STOP SENSATIONALIZING and turning people against us
Most numbers are from India...MOST MONEY BROUGHT IN FROM INDIA...MOST non compliant also will be from INDIA...
STOP SENSATIONALIZING and turning people against us
Asserts unsubstantiated claims about Indian immigrants' financial contributions and non-compliance rates, while urging against sensationalism.
Mandeep_D
Sep 27, 2025
Wrong, you guys will end in the ice age.
Wrong, you guys will end in the ice age.
Makes an unsubstantiated factual claim about Canada's future without evidence or context.
Unverified Claim
0.70
@sliceone123
Mar 4, 2025
Trump is a disaster capitalist. Him and his cronies will be shorting various stocks and indexes which will be falling from which they can make millions of dollars on each trade.
Trump is a disaster capitalist. Him and his cronies will be shorting various stocks and indexes which will be falling from which they can make millions of dollars on each trade.
Makes a specific factual claim about Trump and associates engaging in stock manipulation without evidence, presented as assertion.
@pastyman001
Mar 4, 2025
Didn't watch it. Was he in blackface again?
Didn't watch it. Was he in blackface again?
Frames as a question but references an unverified/disputed past incident as a factual claim.
@josephfuller8950
Mar 4, 2025
As an American, Im happy to hear this speech! We all need to recognize that fentanyl was created by the pharamaceutical companies.
As an American, Im happy to hear this speech! We all need to recognize that fentanyl was created by the pharamaceutical companies.
Makes a specific factual claim that pharmaceutical companies created fentanyl without evidence, presented as established fact.
@alfredjrtovar1499
Mar 4, 2025
Trump is Pleasing Putin as a Request by her Russian wife...???
Trump is Pleasing Putin as a Request by her Russian wife...???
Makes an unsubstantiated conspiracy claim linking Trump's actions to Putin through a Russian wife, presented without evidence.
@romeomamansag2691
Mar 4, 2025
This breakup with Canada will be used to justify getting much needed minerals and such from... yes you guessed right, Russia and Ukraine, as soon as we abandon them to the butcher. Their intentions and …
This breakup with Canada will be used to justify getting much needed minerals and such from... yes you guessed right, Russia and Ukraine, as soon as we abandon them to the butcher. Their intentions and motives are incredibly transparent and yet, the streets are not filled with protests, yet. Disband both political parties and start with new push forward with the great experiment of a melting pot society based on democracy where education is the primary moving force.
Presents a specific conspiratorial claim about hidden motives (abandoning Ukraine to Russia for mineral access) without evidence, combined with a call for political restructuring.
@danabennett4330
Mar 4, 2025
Trump Russian agent
Trump Russian agent
Unsubstantiated factual claim about Trump's alleged ties to Russia presented without evidence.
Unverified Claim
0.70
@lukidaniel4666
Mar 4, 2025
The US was partly responsible for the collapse of the Soviet Union. Mr. Putin was a KGB officer during that era. Mr. Putin realizes the depth of Trump's ignorance and intends to take advantage of …
The US was partly responsible for the collapse of the Soviet Union. Mr. Putin was a KGB officer during that era. Mr. Putin realizes the depth of Trump's ignorance and intends to take advantage of their relationship in order to bring the US further along the path to economic collapse. Payback for its role in the collapse of the Soviet Union as well as an opportunity to rid the world of a dimming superpower.
Presents specific conspiratorial claims about Putin's intentions and Trump's role in US economic collapse without evidence.
@kevinjones238
Mar 4, 2025
I know of several that are in my city (in Alberta) that are here on BC study visas, trying to get Alberta drivers licenses. Ummm why would they be you think? Seems a long drive …
I know of several that are in my city (in Alberta) that are here on BC study visas, trying to get Alberta drivers licenses. Ummm why would they be you think? Seems a long drive to Vancouver from a small city in Alberta
Makes a specific factual claim about visa fraud (students using BC visas in Alberta) without evidence, implying suspicious intent.
SuperMadGenius_
Oct 3, 2025
THE AMERICAN STILL DONT WANT ACCEPT THAT, PUTIN THE RUSSIA DICTATOR IS THEIR NEW LEADER, PERIOD
THE AMERICAN STILL DONT WANT ACCEPT THAT, PUTIN THE RUSSIA DICTATOR IS THEIR NEW LEADER, PERIOD
Makes an unsubstantiated claim that Americans accept Putin as their leader, framed as alarmist assertion.
@joepublic7756
Mar 4, 2025
We don’t get groceries or gas from Canada
We don’t get groceries or gas from Canada
Makes a factual assertion about U.S. sourcing of groceries and gas without evidence, implying tariffs are unnecessary.
Unverified Claim
0.70
@CarlosZ34NSM
Mar 4, 2025
Canada might cut off electricity to half the united states for a few hours as a demonstration and wake up call.
Canada might cut off electricity to half the united states for a few hours as a demonstration and wake up call.
Presents a speculative scenario about Canada cutting electricity as a 'demonstration' without evidence, mixing unverified claim with threat framing.
@rajdhaliwal7646
Mar 4, 2025
Oh my God, this dude is supposed to be retired, he lied about that as well he’s such a knucklehead, murderer, scammer, liar.
Oh my God, this dude is supposed to be retired, he lied about that as well he’s such a knucklehead, murderer, scammer, liar.
Makes serious unsubstantiated accusations (murderer, scammer) against Trump without evidence; off-topic to Canadian immigration.
Unverified Claim
0.70
@AI_Educator
Mar 4, 2025
The Ukrainian gouvernement is a murderer to !!!!
The Ukrainian gouvernement is a murderer to !!!!
Makes an unsubstantiated accusation that the Ukrainian government is murderous, off-topic to the video's focus on Canadian immigration.
@francissicnarf2510
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)