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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Identity Assertion
5,512 comments
The greatest country on earth ?
The greatest country on earth ?
Asserts Canada's superiority with a nationalistic claim, implying comparative ranking of nations.
Identity Assertion
0.70
susanam2219
Jan 29, 2026
Canadian should thank indians as they are non violent people unlike muslims
Canadian should thank indians as they are non violent people unlike muslims
Makes comparative ethnic claims about non-violence, framing Indian immigrants favorably against Muslims in us-vs-them terms.
Heisenberg-q8i
Feb 6, 2026
Trump rocks!!
Trump rocks!!
Brief endorsement expressing political allegiance and in-group support.
Identity Assertion
0.70
@teepee2759
Mar 4, 2025
WOW VERY DANGEROUS SIR 😠😠 BUT SIR MY INDIA IS THE REAL SUPERPOWER 🤗🇮🇳 WE HAVE THE BEST INFRASTRUCTURE AND HIGHSPEED RAIL 🤗🇮🇳 THIS WHY IM SO LUCKY LIVE IN SUPER INDIA THE CLEANEST COUNTRY …
WOW VERY DANGEROUS SIR 😠😠 BUT SIR MY INDIA IS THE REAL SUPERPOWER 🤗🇮🇳 WE HAVE THE BEST INFRASTRUCTURE AND HIGHSPEED RAIL 🤗🇮🇳 THIS WHY IM SO LUCKY LIVE IN SUPER INDIA THE CLEANEST COUNTRY IN THE WORLD 🇮🇳🤗 , WE NEVER SCAM! WE GIVE RESPECT TO ALL WOMEN THEY CAN WALK SAFELY ALONE AT NIGHT AND WE HAVE CLEAN FOOD AND TOILET EVERYWHERE 🇮🇳🤗🚽, I KNOW MANY MORE PEOPLE JEALOUS WITH SUPER RICH INDIA 🤗🇮🇳🤗🇮🇳🤗🇮🇳🤗🇮🇳🤗🇮🇳🤗🇮🇳🤗🇮🇳 INDIA SUPER CLEAN
Uses exaggerated, sarcastic praise of India with nationalist framing and emoji repetition, asserting cultural superiority while mocking the video's concerns through ironic hyperbole.
joolz2k8
Jan 27, 2026
No thanks , no way anymore
No thanks , no way anymore
Brief rejection statement asserting Canadian identity/preference against something external (likely USA).
Identity Assertion
0.70
StanTheMan-us3tp
Dec 8, 2025
She is a virus. Just a despicable twat
She is a virus. Just a despicable twat
Personal attack on a political figure using dehumanizing language without substantive policy critique.
Identity Assertion
0.70
captainkaboom2384
Feb 27, 2026
White brains are just as good as the guy in cycle. Still pushing a cycle. Everyone else is driving
White brains are just as good as the guy in cycle. Still pushing a cycle. Everyone else is driving
Makes comparative claims about racial/ethnic groups and their relative success, framing immigrants as outperforming others.
abinbrocard2941
Jan 27, 2026
I’m an Indigenous American here, I say if Canada was really our friend then they would understand that they have been taking advantage of our countries kindness for too long and it’s time they step …
I’m an Indigenous American here, I say if Canada was really our friend then they would understand that they have been taking advantage of our countries kindness for too long and it’s time they step up.. If us trying to do something good for our own country for one time instead of everybody else and it’s a problem like this then maybe we weren’t friends anyway.. That means u were only friendly bc u were taking advantage.. \nPlenty of other countries has decided to pick up their own slack and it’s time Canada and America and the other countries start focusing more on their own citizens.. \nThis man is ready to send Canadian soldiers to die in Ukraine right now for something that has nothing to do with them and now instead of negotiating an agreement it’s all about relation and hurting your own people to get back at others over something you took personally..\nI always liked Trudeau but if that’s how he feels about our country then that’s how we feel about his.. \nwe don’t care about Canada anymore except justing Bieber and Linus media group.. everyone else can go lol..
Asserts American identity and national interest prioritization, frames Canada as taking advantage, critiques both leaders' foreign policy choices.
@williamblanks8500
Mar 4, 2025
The united states ain't doing s***. It's trump doing this
The united states ain't doing s***. It's trump doing this
Distinguishes between the US government and an individual political leader, asserting personal responsibility and blame.
Identity Assertion
0.70
@cwilsonsr7263
Mar 4, 2025
Trudeau and socialist Europe are locked in with our scum bag Dems and are only coming out of the wood work now because Zelenskyy was a rude little tyrant and got called out for it.
Trudeau and socialist Europe are locked in with our scum bag Dems and are only coming out of the wood work now because Zelenskyy was a rude little tyrant and got called out for it.
Makes vague conspiratorial claims about political alignment while using divisive us-vs-them framing against perceived enemies.
@JanesLucenti
Mar 4, 2025
It’s not just Indians but liberals do the same thing when they leave
It’s not just Indians but liberals do the same thing when they leave
Makes a comparative claim about behavior across ethnic/political groups without evidence, framing identity-based generalizations.
amclover8334
Jan 27, 2026
Maga left, to their shame
Maga left, to their shame
Brief dismissive statement about MAGA supporters using us-vs-them framing.
Identity Assertion
0.70
@rolandtabulao7927
Mar 4, 2025
It’s about he thinks we will be the 51st state. Never.
It’s about he thinks we will be the 51st state. Never.
Asserts Canadian sovereignty and independence against perceived American annexation threat, framing national identity.
@stevecapela
Mar 4, 2025
They voted for trump.
They voted for trump.
Brief statement attributing responsibility to Trump voters, implying group blame and political identity positioning.
Identity Assertion
0.70
@ecapone9223
Mar 4, 2025
Fuck the British Government their snakes just want to take advantage of America!
Fuck the British Government their snakes just want to take advantage of America!
Uses hostile us-vs-them framing against the British government with accusations of deception and exploitation.
@JocaFerdinand
Mar 4, 2025
No Trump isn’t a smart guy . He’s dumb !
No Trump isn’t a smart guy . He’s dumb !
Comment makes a dismissive character judgment about Trump using simple negative framing.
Identity Assertion
0.70
@richardgreene7198
Mar 4, 2025
Canada 51 State
Canada 51 State
Asserts Canadian national identity through a provocative claim about annexation, expressing sovereignty concerns.
@joseorta13
Mar 4, 2025
To all the Magidiots in America voting for Trump was very dumb thing to do.
To all the Magidiots in America voting for Trump was very dumb thing to do.
Uses derogatory term ('Magidiots') to demarcate in-group/out-group identity while criticizing Trump voters, combining identity assertion with sarcasm.
@thomperry1187
Mar 4, 2025
America is a scab that never heals...
America is a scab that never heals...
Uses metaphorical language to characterize America negatively, asserting a critical national identity position.
@paulhanley-f9x
Mar 4, 2025
Thank you you Trump, Elon and MAGAS
Thank you you Trump, Elon and MAGAS
Expresses alignment with Trump/MAGA ideology, asserting political identity and positioning against Canadian leadership.
@MiguelMiranda-j2r
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)