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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
Page 109 of 222
Brooo that white trash racist guy 😂😂😂😂 (just FYI that's not an accurate representation of the average Canadian smh pretty much NO ONE in Brampton is)😂
Brooo that white trash racist guy 😂😂😂😂 (just FYI that's not an accurate representation of the average Canadian smh pretty much NO ONE in Brampton is)😂
Uses humor and emoji to mock a racist commenter while asserting that such views don't represent average Canadians in diverse areas like Brampton.
BIGNEMSHOW Jan 28, 2026
7:04 driver of the tesla with bmw mirrors probably hated you guys lol
7:04 driver of the tesla with bmw mirrors probably hated you guys lol
Joking observation about a specific driver's reaction, using humor to comment on the video's content.
aekh6 Jan 29, 2026
Bike Lives Matter
Bike Lives Matter
Appears to be a satirical reference/parody using a social movement slogan in an off-topic context.
burningatthetrailhead Jan 27, 2026
To be fair, the Indians are really not that bad, infact some of the best cultures on the planet. HOWEVER, that Hanuman Statue holy fuck!? That is taking the piss 😂.
To be fair, the Indians are really not that bad, infact some of the best cultures on the planet. HOWEVER, that Hanuman Statue holy fuck!? That is taking the piss 😂.
Backhanded compliment about Indian culture followed by humorous criticism of a religious statue, using sarcasm and emoji to signal irony.
SamGoesGlobal Jan 28, 2026
“It’s not Ryerson” lmao they renamed it to “Toronto Metropolitan University” because of racisms
“It’s not Ryerson” lmao they renamed it to “Toronto Metropolitan University” because of racisms
Uses sarcasm and laughter ('lmao') to mock university renaming, combining humor with commentary on institutional decisions.
geeweezy90 Jan 28, 2026
All the Good White people moved out 😂😂😂 and now we just have the poor white trash left over. That guy must be the litmus tester for the races 🤣 🤣 🤣
All the Good White people moved out 😂😂😂 and now we just have the poor white trash left over. That guy must be the litmus tester for the races 🤣 🤣 🤣
Uses sarcasm and emojis to mock racial demographics and class divisions, employing ironic commentary on white flight and social stratification.
AI-Assist-2024 Jan 28, 2026
That dude with the bike and helmet broke containment. I just know it.
That dude with the bike and helmet broke containment. I just know it.
Joking reference to a person in the video 'breaking containment,' using internet humor to comment on the video content.
Wazer.W Jan 28, 2026
That guy with the bike and helmet on is based af really...... love it.
That guy with the bike and helmet on is based af really...... love it.
Approving, casual comment using slang ('based af') about someone on a bike, tone is light and supportive.
Misanthropixxxel Jan 28, 2026
😂😂 some of the best most honest interviews I’ve ever seen
😂😂 some of the best most honest interviews I’ve ever seen
Emoji and praise for 'honest interviews' uses humor and irony to comment on the video's content or approach.
laurenloving8375 Jan 28, 2026
Canada voted for Liberals for the 10th time in a row now... then they complain about liberal policies. If you want conservartive politiks then vote for them 😂😂
Canada voted for Liberals for the 10th time in a row now... then they complain about liberal policies. If you want conservartive politiks then vote for them 😂😂
Uses sarcasm and emojis to mock voters for repeatedly electing Liberals then complaining about their policies.
ziczac1056 Jan 28, 2026
Welcome to ( India Hortons)
Welcome to ( India Hortons)
Sarcastic wordplay on 'Tim Hortons' suggesting Indian cultural dominance in Canada, using ironic humor to critique demographic change.
omarzahraoui805 Jan 28, 2026
I like that the racist white guy acknowledges that he’s white trash and not one of the good ones.
I like that the racist white guy acknowledges that he’s white trash and not one of the good ones.
Sarcastic commentary on the video subject's self-awareness, using irony to critique racial attitudes.
belazoela Jan 28, 2026
The guy on his bike talk like he just have one week to live.
The guy on his bike talk like he just have one week to live.
Mocking observation about a person featured in the video, using humor to comment on their demeanor or speech patterns.
jjjdgd5 Jan 28, 2026
Lol did you actually say that the US is the greatest country on earth? 😂😂😂
Lol did you actually say that the US is the greatest country on earth? 😂😂😂
Uses sarcasm and laughter emojis to mock a statement made in the video, engaging in ironic commentary about comparative national claims.
DanielNorling2.0 Jan 28, 2026
Vaheen Guruji Godhe pe, Khalistaaniis mere 'lo,'de pe 😂😂😂
Vaheen Guruji Godhe pe, Khalistaaniis mere 'lo,'de pe 😂😂😂
Appears to be a joke or satirical comment in Punjabi with emojis, likely mocking or commenting ironically on identity/political themes.
FreeMovies647 Jan 28, 2026
I drive to work thru Brampton everyday. I play a game called spot the white person. I have been doing this for over a year and still haven't won the game.
I drive to work thru Brampton everyday. I play a game called spot the white person. I have been doing this for over a year and still haven't won the game.
Uses ironic humor to comment on demographic change in Brampton, framing it as a game that highlights racial composition shifts.
scottyheav Jan 28, 2026
Lol seedy little motel Pierre right behind a mosque. This dude got close to my area.😅
Lol seedy little motel Pierre right behind a mosque. This dude got close to my area.😅
User makes a joking observation about a motel location near a mosque with a laughing emoji, using light sarcasm.
a.m.1152 Jan 28, 2026
Welcome to Canindia
Welcome to Canindia
Sarcastic portmanteau 'Canindia' mocking the demographic shift and cultural composition of Canada.
King_Chris4876 Jan 28, 2026
bike guy should be PM of the anglosphere
bike guy should be PM of the anglosphere
Comment makes an absurdist joke suggesting a video character should lead multiple countries, using ironic hyperbole.
indexpictures Jan 28, 2026
Guy on the bike is BASED 😂
Guy on the bike is BASED 😂
Uses internet slang ('BASED') and emoji to express approval through ironic/comedic commentary on a video subject.
robcrilley592 Jan 28, 2026
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Discourse Taxonomy

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Category Distribution

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)