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
BTW: didn‘t US-doctors give out for a very long time Fentanol like candy for anyone with any amount of pain? Why was that not regulated sooner, if it is even regulated now? Which US-Family profits …
BTW: didn‘t US-doctors give out for a very long time Fentanol like candy for anyone with any amount of pain? Why was that not regulated sooner, if it is even regulated now? Which US-Family profits from that? And I bet that Trump is a shareholder there too.
Raises unsubstantiated claims about US pharmaceutical regulation and Trump's alleged financial interests without evidence.
@lillic8522
Mar 4, 2025
They are all now working everywhere go to dollarama tim hortons poppoye no frills selling offering credit cards domino pizza concierge and also inside pearson airport
They are all now working everywhere go to dollarama tim hortons poppoye no frills selling offering credit cards domino pizza concierge and also inside pearson airport
Makes a sweeping factual claim about immigrants working in specific retail/service sectors without evidence, presented as observation.
angeloaquinovlog1754
Sep 28, 2025
I believe he is mentally ill, and nobody is calling it out.
I believe he is mentally ill, and nobody is calling it out.
Makes an unsubstantiated claim about a political figure's mental health without evidence, framed as a factual assertion.
@Mona-so6wf
Mar 4, 2025
Fentanyl coming in from Canada to the USA is 0.02 %. Soo... trump is lying about that. Truth is that Melania likes Justin Trudeau. He's younger and Much better looking than Old Man trump, And …
Fentanyl coming in from Canada to the USA is 0.02 %. Soo... trump is lying about that. Truth is that Melania likes Justin Trudeau. He's younger and Much better looking than Old Man trump, And THAT gets under trumps thin skin. Soo thats why he's trying to belittle Trudeau in front of America and Canada. If trump didn't have $$$$ ? No woman would give him a second look even. He looks like and talks like a Ditty Ole Pervert just like His Pal And Good Friend Geoffrey Epstein did leering at young woman. Soo that's why he's shooting off his poisoned mouth wanting Our Great Country as the 51st state. Canada's tougher than he thinks and he'll see that When the Going gets Tuff, Canadians stand up for Ourselves!!!
Presents specific factual claims (fentanyl statistics, personal allegations) without evidence, mixed with satirical commentary and moral judgment.
@FrederickZmarlak
Mar 4, 2025
Of course, this will hurt the US and Canada... just like the threat of tariffs against the EU will hurt us even more and all of Europe... that's the point. It's great for Russia. And …
Of course, this will hurt the US and Canada... just like the threat of tariffs against the EU will hurt us even more and all of Europe... that's the point. It's great for Russia. And that's the total point. It's an attempt to align the US with Russia and weaken everyone else in the process. Trump and his stooges are betting the US economy can hold out while hurting everyone else to help good old Putin and his goals. It's always been about Russia.
Makes specific conspiratorial claims about Trump's alignment with Russia and intentional economic sabotage without evidence, framed as geopolitical threat.
@timothyyoung2962
Mar 4, 2025
If you work in any, and I mean fucking any, industry, you'll deal with Indian immigrants complaining about Indian immigrants... And they all live in Brangladesh. It's actually fucking bewildering that this continues to happen. …
If you work in any, and I mean fucking any, industry, you'll deal with Indian immigrants complaining about Indian immigrants... And they all live in Brangladesh. It's actually fucking bewildering that this continues to happen. At this point I'm positive that Canada is a failed state
Makes vague unsubstantiated claims about immigrant behavior patterns and concludes Canada is a 'failed state' without evidence.
ShtuffThatMakesMeUpset
Oct 4, 2025
You missed to cover another branch in this story. There is this whole Khalistan-Indians thing that is going on.
You missed to cover another branch in this story. There is this whole Khalistan-Indians thing that is going on.
References a specific geopolitical claim ('Khalistan-Indians thing') without evidence, framed as missing coverage in the video.
LR-jv2zd
Sep 19, 2025
T h e beat you in child support now you think people are happy having kids? Its not the people we can clearly see what the problem is
T h e beat you in child support now you think people are happy having kids? Its not the people we can clearly see what the problem is
Makes a cryptic factual assertion ('beat you in child support') linking an unspecified problem to immigration without evidence or clarity.
Unverified Claim
0.72
almministrys1659
Aug 26, 2025
Pointless to explain, who funding drugs treatment experiments, who abuse drug, who has the highest drug abuse rate, who has the highest gangster in drug trafficking.
Pointless to explain, who funding drugs treatment experiments, who abuse drug, who has the highest drug abuse rate, who has the highest gangster in drug trafficking.
Makes vague factual assertions about drug abuse rates and trafficking without evidence, combined with implicit threat framing about who is responsible.
@jonlew6383
Mar 4, 2025
Don’t be fooled. Trump is doing this so that he can claim that US allies won’t trade fairly with them, and that opens the door for him to trade with russia and china. Trump is …
Don’t be fooled. Trump is doing this so that he can claim that US allies won’t trade fairly with them, and that opens the door for him to trade with russia and china. Trump is captured - period. I am a non-US and non-woke citizen.
Makes specific unsubstantiated claims about Trump's strategic motivations regarding Russia and China without evidence.
@SuperSoc27
Mar 5, 2025
Simple....lib/ccp/wef
Simple....lib/ccp/wef
Cryptic assertion linking liberals, CCP, and WEF without evidence, suggesting conspiracy without substantiation.
Unverified Claim
0.72
DPRAE
Aug 29, 2025
There are all scammers. No they can’t find them they’re all over Canada.
There are all scammers. No they can’t find them they’re all over Canada.
Makes unsubstantiated claims that 'all' are scammers and scattered throughout Canada without evidence.
joehustler7277
Sep 29, 2025
Donald Trump has been compromised, he has been bought and paid for by Putin the Russian empire. He has no business being in the oval office let's start the impeachment process now. Donald Trump is …
Donald Trump has been compromised, he has been bought and paid for by Putin the Russian empire. He has no business being in the oval office let's start the impeachment process now. Donald Trump is cashing in on the American presidency with Russia. I'm sure we'll find out down the road that he's been taking payoffs from the Russian government for a long time. I'm sure Putin's got plenty of dirt on Donnie.
Makes multiple unsubstantiated claims about foreign influence and corruption without evidence, presented as factual assertions.
@markg6473
Mar 4, 2025
I think Traitor Don-the-Con is jealous of Trudeau, and Malanya's infatuation with him. I don't think that Trump's mafia wants interference in illegal drug controls, which reportedly are all over Narco Lago and among the …
I think Traitor Don-the-Con is jealous of Trudeau, and Malanya's infatuation with him. I don't think that Trump's mafia wants interference in illegal drug controls, which reportedly are all over Narco Lago and among the thugs there.
Makes specific factual claims about drug trafficking at Mar-a-Lago without evidence, combined with partisan identity framing.
@GM-cq6ez
Mar 4, 2025
This is all apart of the agenda
This is all apart of the agenda
Asserts a vague conspiracy theory ('agenda') without providing evidence or specifics.
Unverified Claim
0.72
@TRUTHabouttheagenda2024
Mar 4, 2025
Tarrifs by Trump are to distract Americans while MAGA entrench themselves in federal government
Tarrifs by Trump are to distract Americans while MAGA entrench themselves in federal government
Makes a specific factual claim about Trump's tariff motivations without evidence, presented as conspiracy theory about distraction tactics.
@JohnDuran-f2p
Mar 4, 2025
It’s a shame we have such a POS as a leader in America definitely a Russian asset
It’s a shame we have such a POS as a leader in America definitely a Russian asset
Makes unsubstantiated claim that the US leader is a Russian asset without evidence.
@jim-s3v9f
Mar 4, 2025
Only now!! Ask Trudeau and Khalistani.
Only now!! Ask Trudeau and Khalistani.
Makes vague accusatory claims about Trudeau and 'Khalistani' without evidence, framed as a factual assertion.
chrissingh4730
Sep 29, 2025
All governments just want to see their people broke. It’s all a lie and a scam
All governments just want to see their people broke. It’s all a lie and a scam
Makes a sweeping conspiratorial claim that all governments deliberately impoverish their people without evidence, framed as a scam.
@CountryCabinLivin
Mar 4, 2025
It was the same 20 years ago..but recently the authorities became more and more greedy as immigrants brought in money to prop up their economy without any hard work.😮
It was the same 20 years ago..but recently the authorities became more and more greedy as immigrants brought in money to prop up their economy without any hard work.😮
Asserts without evidence that authorities are 'greedy' and that immigrants are brought in primarily for economic extraction rather than contribution.
maxcardoz5851
Jun 20, 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)