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
Search & Filter
Humor / Satire
4,434 comments
“They just have low intelligence” 🗣️ 😂😂 this dude’s like fuck it , I don’t care .
“They just have low intelligence” 🗣️ 😂😂 this dude’s like fuck it , I don’t care .
The comment uses sarcasm and laughter emojis to mock someone's dismissive attitude, functioning as ironic commentary rather than substantive argument.
_____oo1159
Jan 28, 2026
New slur just dropped: Brampton Driver
New slur just dropped: Brampton Driver
Uses ironic humor to coin a derogatory term, commenting on the video's content in a sarcastic manner.
Humor / Satire
0.85
PyramidTurtle
Jan 28, 2026
The on the bike went all out 😂😂😂
The on the bike went all out 😂😂😂
Laughing emoji and casual tone suggest the commenter is making a lighthearted joke about someone on a bike.
Humor / Satire
0.85
mohammedsaud3095
Jan 28, 2026
5:40 He works for the BASED Department
5:40 He works for the BASED Department
Uses ironic commentary and slang ('BASED') to make a joking observation about a video timestamp.
Humor / Satire
0.85
john_connor_2029
Jan 28, 2026
Those bad drivers are excellent voters.
Those bad drivers are excellent voters.
Sarcastic one-liner implying ironic criticism of immigrant drivers' civic participation, using comedic understatement.
Humor / Satire
0.85
scoot7909
Jan 28, 2026
Diversity is our strength though right guys??? Right???
Diversity is our strength though right guys??? Right???
Uses sarcastic rhetorical questions to mock the concept of diversity as a national strength.
Connor_Hobbs
Jan 28, 2026
I cannot believe you were here LOL brampton is literally 20 mins from me HAHAHA
I cannot believe you were here LOL brampton is literally 20 mins from me HAHAHA
The commenter expresses surprise and amusement at a local connection, using casual language and laughter markers to convey lighthearted humor.
anhmitra_
Jan 28, 2026
oh hell yeah, here we fucken go 😂😂
oh hell yeah, here we fucken go 😂😂
Casual, enthusiastic expression with emojis suggesting ironic or joking engagement with the video topic.
Humor / Satire
0.85
alphahuskyy
Jan 28, 2026
On the bright side. Canada should rise on the cricket world rankings.
On the bright side. Canada should rise on the cricket world rankings.
Uses ironic humor about cricket rankings as a lighthearted response to Indian immigration, employing sarcasm rather than serious argument.
Humor / Satire
0.85
Joe-King
Jan 28, 2026
Native Canadians 😂🤣😂🤣 Only a British immigrant would say that 💯
Native Canadians 😂🤣😂🤣
Only a British immigrant would say that 💯
Ironic commentary using the term 'Native Canadians' to critique British immigration history.
ZAZA-773
Jan 28, 2026
We went full Indian. Never go full indian
We went full Indian. Never go full indian
Uses a meme reference ('Never go full X') as sarcastic commentary on Indian immigration, blending humor with identity-based framing.
steaklover948
Jan 28, 2026
HANUMAN?! thats the MONKEY KING!! wtf lol
HANUMAN?! thats the MONKEY KING!! wtf lol
Uses joking tone and mock surprise about a religious reference, employing humor to comment on cultural differences.
Humor / Satire
0.85
bbb-y4i
Jan 28, 2026
We call it "Bramladesh" btw
We call it "Bramladesh" btw
Uses a derogatory portmanteau nickname as sarcastic commentary on demographic change, blending mockery with identity-based framing.
Wavycapx
Jan 27, 2026
“I will go next year…nooo next month” Sure buddy
“I will go next year…nooo next month”
Sure buddy
Sarcastic mockery of someone's repeated postponement of plans; uses ironic quotation and dismissal.
Humor / Satire
0.85
PimpC-yd7er
Jan 27, 2026
5:39 idk man I think u might be a bit more racist then the average guy😂
5:39 idk man I think u might be a bit more racist then the average guy😂
Uses sarcasm and humor to critique the video creator's statements, framed as a joking accusation.
kashiro2492
Jan 28, 2026
no way this man went to brampton lmfao how was the driving?
no way this man went to brampton lmfao how was the driving?
Uses joking tone and sarcasm about Brampton's driving reputation, treating the topic humorously.
Humor / Satire
0.85
ohgiesel
Jan 27, 2026
The white guy riding a bike in the winter is judging lol
The white guy riding a bike in the winter is judging lol
Makes a humorous observation about someone's appearance/behavior in the video using ironic commentary.
Humor / Satire
0.85
MeeksImports-t4p
Jan 27, 2026
Another multicultural success!🤣
Another multicultural success!🤣
Uses sarcastic emoji and ironic tone to mock multicultural immigration outcomes.
Humor / Satire
0.85
Antiveg
Jan 27, 2026
Dirty Dots 😂
Dirty Dots 😂
Brief derogatory joke using ethnic stereotyping and emoji to signal comedic intent.
Humor / Satire
0.85
blackbird-one
Jan 27, 2026
Bro fuck going to India to experience India, just go to Canada! You’ll get a clean India experience
Bro fuck going to India to experience India, just go to Canada! You’ll get a clean India experience
Sarcastic joke comparing Canada's Indian population to experiencing India itself, using ironic framing.
DylanEsakson
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)