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
BUDDY ON THE BIKE!!!!!! FACTS!!!! IM TIRED OF BEING A SNOWFLAKE IN A COAL MINE.
BUDDY ON THE BIKE!!!!!! FACTS!!!!
IM TIRED OF BEING A SNOWFLAKE IN A COAL MINE.
Uses exaggerated caps and sarcastic language ('snowflake in a coal mine') to humorously reference a video moment while asserting frustration with identity politics.
liztowers1331
Jan 28, 2026
When are you going to swing by Surrey, BC? It's just like Brampton. lol
When are you going to swing by Surrey, BC? It's just like Brampton. lol
Sarcastic comparison of two Canadian cities with similar demographic patterns, using 'lol' to signal ironic commentary.
Nathan84382
Jan 27, 2026
Dude on the bike look like a down syndrome dude but talking about others IQ is insane😂😂😂😂😂
Dude on the bike look like a down syndrome dude but talking about others IQ is insane😂😂😂😂😂
Uses mocking humor and irony to critique the video creator's appearance while commenting on the hypocrisy of their statements.
davidcheeks682
Jan 27, 2026
I can smell them through the phone😂
I can smell them through the phone😂
Commenter makes a crude joke using emoji, likely attempting ethnic/cultural humor about immigrants.
TRICKS676
Jan 27, 2026
Give the bike guy his own show…PS I am a dirty South African 😂
Give the bike guy his own show…PS I am a dirty South African 😂
Self-deprecating joke about being South African, with playful tone indicated by emoji.
jamesvanvught
Jan 27, 2026
5:12 Gypsy crusader taking notes😂
5:12 Gypsy crusader taking notes😂
A joking reference to a specific YouTube personality, using humor to comment on video content.
BotHoleAssassin
Jan 27, 2026
Lol thanks to president Trump!! Canada finally waking up to student visa fraud from India 😂😂
Lol thanks to president Trump!! Canada finally waking up to student visa fraud from India 😂😂
Uses sarcasm and emojis to mock student visa fraud while crediting Trump, combining humor with comparative framing.
Baldo-2408
Jan 14, 2026
White people crying about replacing themselves 😂😂 You did this to yourselves
White people crying about replacing themselves 😂😂 You did this to yourselves
Sarcastic, mocking tone using emojis to ridicule demographic anxiety claims, employing irony as commentary.
LightSaber12345
Jan 27, 2026
How come you didn’t ask why so many people were praying in the middle of the day? 😂
How come you didn’t ask why so many people were praying in the middle of the day? 😂
Uses sarcastic questioning with emoji to mock religious practices, employing ironic commentary rather than genuine inquiry.
habbsterr
Jan 27, 2026
Canada needs an enema
Canada needs an enema
Uses crude metaphorical language (enema) sarcastically to criticize Canada's condition, blending satire with policy critique.
cityiot
Jan 11, 2026
WE SHOULD ALL GO LIVE AT CARNEYS HOUSE HE CAN PAY ALL COST
WE SHOULD ALL GO LIVE AT CARNEYS HOUSE HE CAN PAY ALL COST
Sarcastically suggests housing the homeless at a politician's residence, using ironic exaggeration for social critique.
clayirwinmusic1962
Jan 4, 2026
The liberals will do your taxes for you. What a joke. 😂
The liberals will do your taxes for you. What a joke. 😂
Uses sarcasm and emoji to mock government tax policy as ineffective or absurd.
DenisVanasse
Jan 11, 2026
The original Indians got invaded in this country... Now the other Indians are invading the invaders.... Karmas a bhtch lol!
The original Indians got invaded in this country... Now the other Indians are invading the invaders.... Karmas a bhtch lol!
Ironic commentary using historical inversion (original Indigenous peoples vs. Indian immigrants) with sarcastic tone about karma and consequences.
realilty
Jan 27, 2026
At least these aren't the indians that shit in the streets..😅😅😅
At least these aren't the indians that shit in the streets..😅😅😅
Uses sarcasm and crude humor to make a stereotypical jab at Indian immigrants.
crystalmackle5829
Jan 27, 2026
Pissed white flakes crying in comments. you can't do shit, CUCKS🤣😂
Pissed white flakes crying in comments. you can't do shit, CUCKS🤣😂
Uses sarcasm, mocking tone, and emojis to ridicule commenters, employing inflammatory humor rather than substantive argument.
AbhiD17
Jan 27, 2026
We should start going to their countries and making it like ours! That'll teach them....😂
We should start going to their countries and making it like ours! That'll teach them....😂
Sarcastic reversal of nationalist sentiment with laughing emoji indicates ironic commentary on xenophobic logic.
Tincanbanana3030
Jan 27, 2026
fk its entertaining watching this mofo say all the things "youre not supposed to" in a progressive society.
fk its entertaining watching this mofo say all the things "youre not supposed to" in a progressive society.
Uses sarcasm and irony to mock progressive social norms while commenting on the video's controversial content.
nauticalcandy
Jan 27, 2026
Canada is the official 29th state of India ! I say Mr. Trump is too late to take over Canada
Canada is the official 29th state of India !
I say Mr. Trump is too late to take over Canada
Sarcastic exaggeration about Indian demographic presence in Canada, using ironic comparison to U.S. annexation.
gastronomistmd5078
Jan 27, 2026
You know the left ain't going to be happy with you exposing this stuff! 😂
You know the left ain't going to be happy with you exposing this stuff! 😂
Commenter uses sarcasm and humor to suggest the content creator is exposing controversial information that will upset political opponents.
JJ_moneybag
Jan 27, 2026
Is it Punjab invasion 😂 rather than, india as a whole 😂
Is it Punjab invasion 😂 rather than, india as a whole 😂
Uses joking tone with emojis to make a satirical comment about regional vs. national identity framing of Indian immigration.
Gabbybrielle
Jan 27, 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)