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
After all who is too blame for all this drug addiction in the USA we all know it was the pharmaceutical Emporium and the government… these tariffs have nothing to do with fentanyl it’s an …
After all who is too blame for all this drug addiction in the USA we all know it was the pharmaceutical Emporium and the government… these tariffs have nothing to do with fentanyl it’s an evil plan which is going to hurt all of the 3 countries in North America ??
Presents unsubstantiated claims about pharmaceutical industry responsibility for drug addiction and characterizes tariffs as an 'evil plan' without evidence.
@laylowtube
Mar 4, 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
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
The government 45000 brats didn't show up to schools in Canada 2025 and the liberals India minister should have expulsion of India BRATS 2025
The government 45000 brats didn't show up to schools in Canada 2025 and the liberals India minister should have expulsion of India BRATS 2025
Presents specific but unsubstantiated claims about school absences and fake acceptance letters, demanding expulsion based on nationality.
bff1586
Oct 23, 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
Sure seems like the fall was by design. 🤔
Sure seems like the fall was by design. 🤔
Implies a conspiracy theory about intentional policy failure without evidence, using suggestive language.
grandmufftwerkin9037
Feb 17, 2026
Indo canadian restaurant franchise owners bring in illegals , register their own family members as workers then force the illegals to work for free for long hours while the owners keep their earnings while telling …
Indo canadian restaurant franchise owners bring in illegals , register their own family members as workers then force the illegals to work for free for long hours while the owners keep their earnings while telling them i pay for your lodging your food your clothes for work and your job so you get nothing untill you pay me what i say you owe me. Really disgusting people why are they allowed in this country or to be political leaders or legislators!
Presents specific allegations of labor trafficking and exploitation by Indian restaurant owners without evidence, framed as systemic practice.
SamusMaximusSMXD
Oct 2, 2025
TranSSgenda 2o3o in full effect... SOme theory aye??
TranSSgenda 2o3o in full effect... SOme theory aye??
Vague conspiracy-theory-like comment suggesting a hidden agenda ('TranSSgenda 2030'), lacking factual basis.
Unverified Claim
0.72
rinuz2320
Jan 29, 2026
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
Seeing it clearly now, Trump is doing this to kneecap canadian businesses so american billionaires can come in and buy them which in a recession economy will be super easy
Seeing it clearly now, Trump is doing this to kneecap canadian businesses so american billionaires can come in and buy them which in a recession economy will be super easy
Presents a conspiracy theory about Trump's motives to deliberately harm Canadian businesses without evidence.
@adampaterson8384
Mar 4, 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
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
Maybe Trump is a russian spy as a Trump double.. he supports Russia and goes against all historic friends.. or he is a fkn genius .
Maybe Trump is a russian spy as a Trump double.. he supports Russia and goes against all historic friends.. or he is a fkn genius .
Presents unsubstantiated conspiracy theory about Trump being a Russian spy, with sarcastic hedging ('or he is a fkn genius') suggesting satirical intent.
@gus1252
Mar 4, 2025
CNN has a great way of trying to turn things against the Republicans it’s Canada that has benefited the very most from our US Canadian relationship Canada is very strict immigration laws which is good. …
CNN has a great way of trying to turn things against the Republicans it’s Canada that has benefited the very most from our US Canadian relationship Canada is very strict immigration laws which is good. What is bad is they allow people from other countries outside US and Canada to fly in and go through the border into United States. from my understanding, and for the most part, probably because I hardly ever listen to CNN news is most Canadians lost trust in their Prime Minister
Makes specific factual claims about Canadian immigration laws and border practices without evidence, mixed with media criticism.
@willisskiba
Mar 4, 2025
Why is it all the foreign leaders think they can appeal to the left Americans to change the mind of a maga lead Country? It's as if they want to insight a coup
Why is it all the foreign leaders think they can appeal to the left Americans to change the mind of a maga lead Country? It's as if they want to insight a coup
Makes unsubstantiated claims about foreign leaders' intentions and suggests a coup conspiracy without evidence.
@heatherhilbert
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
remember its all on purpose, and they're laughing
remember its all on purpose, and they're laughing
Vague conspiracy theory suggesting intentional malicious action without evidence.
TheBlueFalconX
Jan 27, 2026
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
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
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
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)