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
Search & Filter
Unverified Claim
3,221 comments
It all makes perfect sense when you think Donald has russian passport. Very unfortunate to americans.
It all makes perfect sense when you think Donald has russian passport. Very unfortunate to americans.
Makes an unsubstantiated claim about Trump holding a Russian passport without evidence.
@kariknuuttila5796
Mar 5, 2025
New Zealand turning into India it's because the country India is becoming an economic power house and countries and doing deals with India and part of the deal is mass indian immigration into that country
New Zealand turning into India it's because the country India is becoming an economic power house and countries and doing deals with India and part of the deal is mass indian immigration into that country
Makes an unsubstantiated claim that immigration deals are tied to India's economic power without evidence.
RayMurphy-i1o
Jan 27, 2026
99% of people are from Punjab, not from whole India.
99% of people are from Punjab, not from whole India.
Makes a sweeping demographic claim (99% from Punjab) that is factually incorrect and presented without evidence.
Viaan-33MV
Jan 27, 2026
Trump cheated his way into office. He openly admitted to rigging it. What can everyday people do against a government we didn't even really vote for and that doesn't follow actually rules or laws???
Trump cheated his way into office. He openly admitted to rigging it. What can everyday people do against a government we didn't even really vote for and that doesn't follow actually rules or laws???
Makes unsubstantiated claim about Trump admitting to rigging elections, framed as factual assertion.
@matchamate
Mar 4, 2025
No one wants to do business with Trudeau and WEF puppets. Go Truckers ❤
No one wants to do business with Trudeau and WEF puppets. Go Truckers ❤
Makes an unsubstantiated claim that Trudeau and government are 'WEF puppets' while also asserting political identity through truck convoy support.
@capedoctor
Mar 4, 2025
Honestly they do shit everywhere 100% fact
Honestly they do shit everywhere 100% fact
Makes a vague, unsubstantiated claim about a group's behavior presented as absolute fact without evidence.
MistaRude23
Jan 27, 2026
Ik they like to do a lot of fraud
Ik they like to do a lot of fraud
Makes a sweeping, unsubstantiated claim about fraudulent behavior attributed to a group, combining false generalization with identity-based targeting.
Yourhfulpenis
Jan 27, 2026
What will Canadians worship cows quickly?
What will Canadians worship cows quickly?
Appears to reference a false stereotype about Indian religious practices (cow worship) in a leading question format, suggesting cultural threat.
Mohamed_TTY
Jan 28, 2026
If you are having so much trouble with these people, then put them on a plane and send them back to India 🇮🇳. More than half of them are people who fled India after engaging …
If you are having so much trouble with these people, then put them on a plane and send them back to India 🇮🇳. More than half of them are people who fled India after engaging in criminal activities and sought refuge in Canada. No one in India demands Khalistan except for a few terrorist Sikhs living in Canada. In 2024, Indian students spent more than 10 billion Canadian dollars in Canada. In 2025, the number of students going to Canada decreased by 50 percent. So don't worry, Indians won't be going to Canada anymore.
Makes unsubstantiated claims about Indian immigrants being criminals and fleeing India, mixed with selective economic statistics to argue against immigration.
girirajrathore8067
Jan 29, 2026
there is no money in cleaning it up, just corrupt pay offs to authorities to ignore
there is no money in cleaning it up, just corrupt pay offs to authorities to ignore
Makes unsubstantiated claim about corruption and payoffs without evidence.
SC-hp9sy
Feb 18, 2026
Canada has imposed prohibitive taxes on a vast amount of US goods for decades.
Canada has imposed prohibitive taxes on a vast amount of US goods for decades.
Makes a specific factual assertion about Canadian tariff history without evidence, presented as justification for US tariffs.
@ancientcoins7332
Mar 5, 2025
they just have low intelligence hahahhahha
they just have low intelligence hahahhahha
Makes a dehumanizing, false generalization about intelligence of a group, likely referring to immigrants.
Unverified Claim
0.75
TheReallAdot
Jan 27, 2026
Para mi que los 3 gob mas grandes se estan confabulando para dividirse el poder...y crean estas distracciones incomodas para que nos fikemos en esas bobadas mientras el verdadero problema lo esconden...lo de el artico …
Para mi que los 3 gob mas grandes se estan confabulando para dividirse el poder...y crean estas distracciones incomodas para que nos fikemos en esas bobadas mientras el verdadero problema lo esconden...lo de el artico es serio...y crean esto para distraer
Presents unsubstantiated conspiracy theory that three governments are colluding to distract from Arctic issues through manufactured crises.
@gilbertoquinones3061
Mar 5, 2025
it doesnt matter if its 0% fentanyl flowing through from your country. Donald will repeat his lies anyway and his followers will believe him.
it doesnt matter if its 0% fentanyl flowing through from your country. Donald will repeat his lies anyway and his followers will believe him.
Asserts that Trump will repeat lies regardless of evidence (0% fentanyl claim), presenting this as a factual claim about his behavior.
@comedynightsinging521
Mar 5, 2025
India Dislike Button
India Dislike Button
Vague, inflammatory statement without evidence, appearing to be a dismissive slur rather than substantive critique.
darkestralkwt4568
Jan 27, 2026
no one in the video has a truck driving license
no one in the video has a truck driving license
Makes an unsubstantiated factual claim about individuals in the video lacking proper licensing.
Unverified Claim
0.75
losing2430
Jan 27, 2026
A person who is supposed to be in Federal Prison is in the White House, why does this surprise you ?
A person who is supposed to be in Federal Prison is in the White House, why does this surprise you ?
Makes an unsubstantiated claim that the US President should be in federal prison, presented as factual assertion.
@MS-wb5mf
Mar 5, 2025
This is a fact. Nicol Suarez is a man with a Yard who put it in a boy. That is the Fact.
This is a fact. Nicol Suarez is a man with a Yard who put it in a boy. That is the Fact.
Presents a specific factual claim about an individual (Nicol Suarez) without evidence or context, appearing to be an unsubstantiated assertion.
Unverified Claim
0.75
@johndunlavey8927
Mar 5, 2025
This can all be explained so easily, The Donald has changed sides, easy as can be.
This can all be explained so easily, The Donald has changed sides, easy as can be.
Makes a vague conspiratorial claim that Trump 'has changed sides' without providing evidence or explanation for this assertion.
Unverified Claim
0.75
@CecilJRhodes
Mar 5, 2025
I am sure there is a lot more fentanyl detected going IN to Canada from the US, then going IN to the US from Canada
I am sure there is a lot more fentanyl detected going IN to Canada from the US, then going IN to the US from Canada
Makes a specific factual assertion about fentanyl flows between countries without evidence, while also comparing Canada-US drug trafficking patterns.
@edubeast-g9m
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)