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
Who follows rules? The monkeys?🎉
Who follows rules? The monkeys?🎉
Uses sarcastic, dehumanizing language with emoji to mock immigrants as rule-breakers.
nowhiningzone1675
Jan 3, 2026
boohoo MAGA!!!!
boohoo MAGA!!!!
Dismissive mockery of MAGA/Trump supporters using sarcastic tone and exclamation marks.
@jasonlindsay196
Mar 4, 2025
"pay no taxes" Sir look at yourself
"pay no taxes"
Sir look at yourself
Sarcastic jab at someone's appearance or credibility, using ironic tone to mock a previous statement.
Ahmad_9134
Nov 13, 2025
Neanderthal calling Africans low IQ is funny 😂.
Neanderthal calling Africans low IQ is funny 😂.
Uses sarcasm and irony to mock racist claims, though the context and intent are ambiguous.
Humor / Satire
0.75
mdavis9906
Jan 28, 2026
Guess who is eating popcorn and watching this laughing....Yes Vladimir....
Guess who is eating popcorn and watching this laughing....Yes Vladimir....
Uses sarcastic humor to suggest geopolitical advantage for Russia/Putin amid the conflict, with underlying threat concern.
@empollonmilhouse
Mar 4, 2025
Excuse mua,Hi there I am an Indian living in India , how colonialism is going whitards. Howdy 🤠
Excuse mua,Hi there I am an Indian living in India , how colonialism is going whitards.
Howdy 🤠
Uses sarcasm and colloquial language to make a comparative point about colonialism and Western attitudes toward India.
anupdix7337
Nov 2, 2025
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
Always a slogan 😵💫
Always a slogan 😵💫
The comment uses sarcasm and a dizzy emoji to mock what appears to be repetitive messaging or rhetoric in the video.
shelleyb1121
Feb 23, 2026
They got a lot of truck driver hats on
They got a lot of truck driver hats on
Observational joke about the appearance of people in the video, likely mocking or satirizing the group shown.
geraldetcdrone6262
Nov 4, 2025
we will get that all from russia:D
we will get that all from russia:D
Sarcastic joke suggesting Russia as an alternative source, using humor to comment on geopolitical tensions.
Humor / Satire
0.75
@AS-tx7re
Mar 4, 2025
Canada - Adopt California!!
Canada - Adopt California!!
Humorous suggestion that Canada adopt California, likely satirizing political/geographic preferences.
@marilumuniz7752
Mar 4, 2025
You're not going to be a good boy and listen to your Master President Trump soon again! Please don't start burning bridges this early ?
You're not going to be a good boy and listen to your Master President Trump soon again! Please don't start burning bridges this early ?
Uses sarcastic tone ('good boy,' 'Master President') to mock Trump and warn against antagonizing him, employing ironic commentary.
Humor / Satire
0.75
@bijanrostamian6304
Mar 4, 2025
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
Brampton is the most beautiful city of entire world.
Brampton is the most beautiful city of entire world.
Hyperbolic praise of Brampton appears sarcastic given the video's critical context about the city's demographic changes.
Humor / Satire
0.75
yagneshpatel6361
Oct 22, 2025
Dude went from the P**p Festival to the Invasion Army...
Dude went from the P**p Festival to the Invasion Army...
Sarcastic comparison using crude language and metaphor, mixing dark humor with alarmist framing of immigration as an 'invasion.'
logician3641
Jan 27, 2026
this is what karma colonialism must look like so happy to see it is as indian
this is what karma colonialism must look like so happy to see it is as indian
Sarcastically frames immigration as 'karma' for colonialism, using ironic commentary on historical role reversal.
aryavrat22
Oct 27, 2025
Make sure to tell em no poop throwing out there 😂
Make sure to tell em no poop throwing out there 😂
Uses stereotypical humor with emoji to mock immigrants, combining satire with identity-based commentary.
matthaberek
Jan 27, 2026
HALF AN OUNCE!!!\n\nCanada stepped up!!!
HALF AN OUNCE!!!\n\nCanada stepped up!!!
Cryptic exclamation with 'HALF AN OUNCE' appears to be sarcastic commentary on Canada's response, using exaggeration for comedic effect.
Humor / Satire
0.75
@fifiwoof1969
Mar 4, 2025
Yeah dammm Africans make people scared 😂😂
Yeah dammm Africans make people scared 😂😂
Sarcastic comment using ethnic stereotyping about African immigrants with laughing emojis indicating ironic tone.
ShaunyTravels.
Feb 9, 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
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)