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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Humor / Satire
4,434 comments
At least they’re working not acting busy with phones and saying our wives are working 😂
At least they’re working not acting busy with phones and saying our wives are working 😂
Uses humor and sarcasm to defend immigrants' work ethic compared to others, with an ironic tone.
Monkey-D-Luffy27
Jan 27, 2026
they don’t like eating poops like their own country hahahha 😂
they don’t like eating poops like their own country hahahha 😂
Uses crude humor and sarcasm to mock immigrants, with identity-based stereotyping underlying the joke.
JanRayGama
Feb 15, 2026
thats CaNDIA now
thats CaNDIA now
Brief sarcastic comment playing on the word 'Canada' with altered spelling, likely mocking the video's framing.
Humor / Satire
0.75
maybenotshivanshu
Feb 6, 2026
Hey MAGA cult members, are you happy now?
Hey MAGA cult members, are you happy now?
Sarcastic jab at Trump supporters using ironic framing and group labeling.
@thatJohann
Mar 4, 2025
"Fortune favours the bold". Runs away. Glad you lived to film another day Tyler. Stay safe. Also 'operation human trafficking lets go' hilarious.
"Fortune favours the bold". Runs away. Glad you lived to film another day Tyler. Stay safe. Also 'operation human trafficking lets go' hilarious.
Uses ironic praise and sarcasm ('hilarious') to comment on the creator's safety and the video's framing of human trafficking, mixing humor with concern.
buddingnaturalist
Feb 15, 2026
"Mejor indios que africanos y musulmanes " 😂
"Mejor indios que africanos y musulmanes " 😂
Uses sarcastic ranking of immigrant groups ('Better Indians than Africans and Muslims') with laughing emoji, employing ironic comparative framing.
ericgonzalez2085
Feb 16, 2026
Canada is cooked
Canada is cooked
Colloquial slang expression suggesting Canada is 'finished' or ruined, likely meant as sarcastic commentary rather than literal analysis.
jamesbennett3161
Feb 16, 2026
Immigrants don’t want immigrants to populate Cananda lmaooo
Immigrants don’t want immigrants to populate Cananda lmaooo
Uses ironic humor ('lmaooo') to mock the paradox of immigrants opposing immigration, with underlying identity-based framing.
James20004
Feb 16, 2026
Well done PM Trudeau! ??? Yes its defo Dumb, i wonder who did it.???
Well done PM Trudeau! ??? Yes its defo Dumb, i wonder who did it.???
Sarcastic praise with question marks and ironic tone ('Well done...Yes its defo Dumb'), using satire to criticize.
Humor / Satire
0.75
@RJ-nk9wb
Mar 4, 2025
Colonizing the colonizers❤ Proud of my khalistani brothers lol stay there😂
Colonizing the colonizers❤ Proud of my khalistani brothers lol stay there😂
Uses ironic/sarcastic framing ('colonizing the colonizers') with emojis to express support for immigrant presence.
HariPriyaSitaristEra
Feb 16, 2026
Tey also show u a ctr finger😂😂😂
Tey also show u a ctr finger😂😂😂
Joking comment with laughing emojis about a gesture shown in the video.
Humor / Satire
0.75
RoslanMohdYusoff
Jan 27, 2026
I am as racist as the next guy 😂😂😂😂
I am as racist as the next guy 😂😂😂😂
Self-deprecating or ironic humor about personal prejudice, using laughter emojis to signal satirical intent.
KraalBonkowitz
Feb 17, 2026
I like that guy with a bicycle lol Speaks like how all Canadians think
I like that guy with a bicycle lol
Speaks like how all Canadians think
The comment uses humor and sarcasm to mock a stereotype about Canadian identity and behavior.
billjackson-mk7fw
Feb 16, 2026
Go to surrey bc lol the fastest way from India to China is the alexfraser bridge.
Go to surrey bc lol the fastest way from India to China is the alexfraser bridge.
Sarcastic geographic joke about Surrey BC and Indian immigration, using absurdist humor to critique demographic patterns.
ac3v3n0m9
Jan 27, 2026
Talking about hygiene while these white folks don't wash their @$$e$ 😂😂😂.. smh...
Talking about hygiene while these white folks don't wash their @$$e$ 😂😂😂.. smh...
Uses sarcasm and joking tone to mock hygiene stereotypes while making an ethnic comparison, blending humor with identity-based framing.
izajahmed8863
Feb 17, 2026
Hahaha. Canada has zero power in the world. And all we are asking for is equal treatment. Pay the tariffs or eliminate ours.
Hahaha. Canada has zero power in the world. And all we are asking for is equal treatment. Pay the tariffs or eliminate ours.
Sarcastic tone ('Hahaha') combined with ironic commentary about Canada's negotiating position and tariff policy.
@tpdircks
Mar 4, 2025
Tubby cop got mad because he didnt get food first XDD
Tubby cop got mad because he didnt get food first XDD
Uses mocking tone and laughing emoji to make a joke about a police officer, likely referencing video content.
Humor / Satire
0.75
AWFUDGER
Jan 27, 2026
Mad King George Wanna be
Mad King George Wanna be
Brief sarcastic insult comparing Trump to 'Mad King George,' using ironic language rather than substantive argument.
@sweet-grass
Mar 4, 2025
what a joke
what a joke
Brief dismissive comment using colloquial language that functions as sarcastic commentary on the video or topic.
Humor / Satire
0.75
linchpin6761
Feb 18, 2026
Wow 10 people deported look out Canada finally taking action
Wow 10 people deported look out Canada finally taking action
Sarcastically comments on minimal deportations with ironic tone about government action.
Humor / Satire
0.75
pie505
Feb 18, 2026
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)