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
CANADA is not helping secure U.S. borders from lethal drugs. And didn't Canadians learn his dictatorship with the truck driver's bank accounts?
CANADA is not helping secure U.S. borders from lethal drugs. And didn't Canadians learn his dictatorship with the truck driver's bank accounts?
Makes specific factual assertions about Canada not helping secure US borders and references a controversial government action without evidence.
@johnmix5950
Mar 4, 2025
The end game of the border war is to lock Americans inside.
The end game of the border war is to lock Americans inside.
Makes a specific conspiratorial claim about border policy intentions without evidence.
@marvelousmarvin4th
Mar 4, 2025
All the low quality colleges, universities are full of them!
All the low quality colleges, universities are full of them!
Makes an unsubstantiated claim that educational institutions are 'full of' immigrants (implied low-quality students), without providing evidence or context.
HunCan0809
Oct 3, 2025
Putin planted Trump more 20 yrs ago , the suspicion was always there his job is to weaken America and destroy their allies via the American presidency
Putin planted Trump more 20 yrs ago , the suspicion was always there his job is to weaken America and destroy their allies via the American presidency
Makes a specific conspiratorial claim about Putin planting Trump 20 years ago without evidence, framed as a security threat.
@trinistop.
Mar 4, 2025
He is the reason why we have Tariffs
He is the reason why we have Tariffs
Makes a specific causal claim attributing tariffs to Trudeau without evidence or explanation.
@Kat-t3y
Mar 4, 2025
Through Canada to USA comes tons of drug's, look at Vancouver and Toronto, USA not only gets goods from Canada we get illegal immigrants and drug's. Canada has dirty oil, that USA has to refine …
Through Canada to USA comes tons of drug's, look at Vancouver and Toronto, USA not only gets goods from Canada we get illegal immigrants and drug's. Canada has dirty oil, that USA has to refine to use. Shame both countries can't work together and be strong. Ukraine Zelensky just wants money, don't care about his people, and will cause WWW111 if countries keep giving to him.
Makes specific factual claims about drug trafficking and illegal immigration without evidence, mixed with economic arguments.
@Coffee240
Mar 4, 2025
The Russian asset = Trump. Putin wishes to weaken the US, and Trump follows his orders! China and Russia are so happy!
The Russian asset = Trump. Putin wishes to weaken the US, and Trump follows his orders! China and Russia are so happy!
Makes specific factual claims about Trump being a Russian asset and following Putin's orders without evidence, presented as conspiracy theory.
@jonam7589
Mar 4, 2025
Ok one thing, you do NOT want Indians working construction... For the rest yeah all good, they obviously want to get into the USA.
Ok one thing, you do NOT want Indians working construction... For the rest yeah all good, they obviously want to get into the USA.
Makes a stereotypical generalization about Indian workers' competence while acknowledging broader immigration concerns.
wilMar7218
Jan 27, 2026
Oh yeah and you had a Nazi war criminal and praise him in your high courts when Zelensky was there looking for a hand out to support Ukraines war machine
Oh yeah and you had a Nazi war criminal and praise him in your high courts when Zelensky was there looking for a hand out to support Ukraines war machine
Makes a specific factual claim about a Nazi war criminal being praised in Canadian courts without evidence, presented as accusation.
@carlbernas1220
Mar 4, 2025
Brampton = organized crime... wars 4
Brampton = organized crime... wars 4
Makes an unsubstantiated factual claim linking a specific city to organized crime without evidence.
bramptoncrimevideos
Oct 7, 2025
Trump just want destroyed everything to make Putin happy
Trump just want destroyed everything to make Putin happy
Makes an unsubstantiated claim linking Trump's actions to Putin without evidence, framed as conspiracy.
@susanh6217
Mar 4, 2025
Chump wants to fight you because him and Putin are working together. Look what he did to Zelensky and the Ukraine.
Chump wants to fight you because him and Putin are working together. Look what he did to Zelensky and the Ukraine.
Asserts Trump and Putin are 'working together' as a factual claim without evidence, framed as a threat.
@kevs6402
Mar 4, 2025
hahahahah Turdeau resigned after Christmas new year. He is a lame duck prime minister. guy on his left is who he wants to replace him. Mark Carney was photographed with Ghislaine Maxwell.\nWoman on. his right …
hahahahah Turdeau resigned after Christmas new year. He is a lame duck prime minister. guy on his left is who he wants to replace him. Mark Carney was photographed with Ghislaine Maxwell.\nWoman on. his right is his mistress since he divorced last year.
Makes multiple unsubstantiated claims about Trudeau's resignation, personal relationships, and alleged connections to Maxwell without evidence.
@cyberseklep1
Mar 4, 2025
All politicians get kickbacks he is just putting up a good act.\nThe only ones affected by this terrific is the people.
All politicians get kickbacks he is just putting up a good act.\nThe only ones affected by this terrific is the people.
Makes unsubstantiated claim that all politicians receive kickbacks without evidence.
@jorgefierro6246
Mar 4, 2025
Russia will help USA with critical minerals , Russia have the biggest deposits in the world, i think that is deal USA will be fine
Russia will help USA with critical minerals , Russia have the biggest deposits in the world, i think that is deal USA will be fine
Presents speculative claim about Russia-US mineral deal without evidence while comparing resource availability between nations.
@JJNOX
Mar 4, 2025
AMERICA HAS CHANGED TO A COMMIE COUNTRY
AMERICA HAS CHANGED TO A COMMIE COUNTRY
Makes a sweeping factual claim ('America has changed to a commie country') without evidence, presented as alarming assertion.
@kennesbitt-t4h
Mar 4, 2025
Canada had an Ukraine WW2 Nazi in their parliament and gave him a standing ovation. Until they realized who he actually was…. ?
Canada had an Ukraine WW2 Nazi in their parliament and gave him a standing ovation. Until they realized who he actually was…. ?
References a specific factual claim about a Nazi in Canadian parliament without evidence, framed as identity/national criticism.
@spaceoddity2485
Mar 4, 2025
All this volatility is wanted so DJT and his buddies can make even more money . They play the need Ande the volatility at will to heed the tendancies and make millions. ????
All this volatility is wanted so DJT and his buddies can make even more money . They play the need Ande the volatility at will to heed the tendancies and make millions. ????
Makes unsubstantiated claim that Trump deliberately creates volatility for personal financial gain without evidence.
@ChristopheSmith
Mar 4, 2025
No one roaming drugged up on the streets no one is assaulting childrens not one is running coversion rackets to force and convert people. Unlike that deser..
No one roaming drugged up on the streets no one is assaulting childrens not one is running coversion rackets to force and convert people.
Unlike that deser..
Makes specific factual claims about criminal behavior and conversion practices without evidence, appears incomplete but presents unsubstantiated allegations.
greenmars57
Oct 11, 2025
Learned the hard way about dishonesty, fraud and Indian academics 30 years ago.
Learned the hard way about dishonesty, fraud and Indian academics 30 years ago.
Makes a specific factual claim about dishonesty and fraud among Indian academics based on personal experience 30 years ago, presented without evidence.
johnthompson8278
Oct 14, 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)