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
American people…. Fuk you Governor ! ?\n\n51 state ❤???
American people…. Fuk you Governor ! ?\n\n51 state ❤???
Expresses anti-American sentiment and references Canada as a potential 51st state, asserting Canadian identity in opposition to American authority.
@joshmontgomery4040
Mar 4, 2025
I wonder how many of the white bikemans family in nursing homes or on welfare or taking the white mans drug meth
I wonder how many of the white bikemans family in nursing homes or on welfare or taking the white mans drug meth
Makes sweeping claims about welfare/drug use tied to racial identity, framing as counter-narrative.
hedykarim3614
Feb 26, 2026
Pls understand the whitr man said ia correct so many upper class hindus there they merged to canadian culture
Pls understand the whitr man said ia correct so many upper class hindus there they merged to canadian culture
Makes claims about ethnic/class groups ('upper class hindus') and cultural assimilation, with unclear and potentially inaccurate framing.
dianamoses7835
Jan 27, 2026
Indians and Jews are the same.
Indians and Jews are the same.
Sweeping categorical claim equating two distinct ethnic/religious groups, reflecting identity-based framing.
batzzman11
Jan 27, 2026
he is not a god it is a monkey
he is not a god it is a monkey
A dehumanizing statement that uses inflammatory language to assert negative identity-based claims about a person or group.
paulj8312
Jan 28, 2026
Trudeau is a French ph a gut
Trudeau is a French ph a gut
Derogatory comment attacking Trudeau's identity/ethnicity using insulting language.
Identity Assertion
0.70
@testikle
Mar 4, 2025
Curse Vishnu
Curse Vishnu
Hostile statement targeting a Hindu deity, expressing antagonism toward Indian/Hindu identity.
Identity Assertion
0.70
tyrranKPX
Jan 27, 2026
...and because the canucks are so woke or something???
...and because the canucks are so woke or something???
Uses 'woke' framing to assert cultural/political identity and critique Canadian values or policies.
@marshalmaddening9011
Mar 4, 2025
Canadians united. ???
Canadians united. ???
Brief assertion of national unity and collective identity with celebratory tone.
@radbase2988
Mar 4, 2025
You wanna screw over Americans
You wanna screw over Americans
Frames Canada vs. America in adversarial terms, suggesting Canadian interests are opposed to American ones.
Identity Assertion
0.70
@yager6627
Mar 4, 2025
I hate trump
I hate trump
Expresses personal opposition to Trump as part of identity positioning, though minimal content limits confidence.
Identity Assertion
0.70
@TheresaTimmer
Mar 4, 2025
I thought the governor was out of office? Hey whatever, i am good and dont need any Canadian products.
I thought the governor was out of office? Hey whatever, i am good and dont need any Canadian products.
Asserts self-sufficiency and rejection of Canadian products, framing it as a nationalist stance independent of trade relationships.
@DaleMeese
Mar 4, 2025
Khalistan on my deeeeek
Khalistan on my deeeeek
Cryptic reference to Khalistan separatism, asserting a political/ethnic identity claim.
Identity Assertion
0.70
thecrimezone7578
Feb 9, 2026
U r just a puppet under the us eyes.
U r just a puppet under the us eyes.
Frames Canadian leadership as subordinate to US interests, asserting loss of national sovereignty and autonomy.
@kanasaiuu
Mar 4, 2025
Can’t believe they voted this man in
Can’t believe they voted this man in
Expresses disbelief at electoral choice, implying disagreement with the collective decision of voters.
Identity Assertion
0.70
@qbanz00
Mar 4, 2025
Make Canada great again
Make Canada great again
Slogan invoking national greatness and identity, though vague in specific policy reference.
Identity Assertion
0.70
Raymond5505-p2f
Nov 21, 2025
I can tell you one thing, around the 11:00 minute mark I learned these people definitely were not let in to Canada for their singing talent or Music writing skills, it really seems like everything …
I can tell you one thing, around the 11:00 minute mark I learned these people definitely were not let in to Canada for their singing talent or Music writing skills, it really seems like everything they do, is to teach or make people run away and leave. I don't get it.
Frames immigrants as outsiders with negative intent ('make people run away'), combining cultural othering with implied threat.
GREGH01.
Nov 13, 2025
Isn’t Trudeau a gay dude married to an old woman get him the f out the therrrrrrrrrr we’re taking all your shit America motha ffffftttruuucccaaaaa
Isn’t Trudeau a gay dude married to an old woman get him the f out the therrrrrrrrrr we’re taking all your shit America motha ffffftttruuucccaaaaa
Uses crude identity-based attacks on Trudeau combined with nationalist sentiment ('we're taking all your shit America'), mixing personal attacks with identity framing.
@NickDassler-e5z
Mar 4, 2025
Bro just look at Surrey BC.... and the common denominator isssssss? Hmmmmmmmmmmmmmm
Bro just look at Surrey BC.... and the common denominator isssssss? Hmmmmmmmmmmmmmm
Uses leading question and ellipsis to imply ethnic/cultural causation for problems in Surrey, employing dog-whistle rhetoric.
vaporizejello
Feb 3, 2026
T.a liberal loonatic, he not going be in charge. When the election is over
T.a liberal loonatic, he not going be in charge. When the election is over
Dismisses Trudeau as a 'liberal loonatic' and implies electoral action will remove him from power.
@marvinwhittler518
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)