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
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
lol the dude on the bike is based 😂
lol the dude on the bike is based 😂
Joking approval of another commenter using slang ('based') with laughing emoji.
virgo4200
Jan 27, 2026
Let’s do 35%. Their maple syrup isn’t even real.
Let’s do 35%. Their maple syrup isn’t even real.
Sarcastic jab using absurdist humor (fake maple syrup claim) to mock Canada, with comparative undertones.
@wienerhymier
Mar 4, 2025
Bro is after everyone😂
Bro is after everyone😂
Brief joking comment with laughing emoji, using humor to respond to the video creator's apparent aggressive or confrontational approach.
Humor / Satire
0.85
lilacnyc_e.6g
Jan 27, 2026
Oh yeah, Norf Brampton; Punjabi Deux
Oh yeah, Norf Brampton; Punjabi Deux
Sarcastic play on words combining 'North Brampton' with 'Punjabi' and French, mocking the demographic composition through wordplay.
Humor / Satire
0.85
DIRTYBONGJUICE
Jan 27, 2026
Both Christopher Columbus and I came to North America. Columbus mistook Native Indians for East Indians, and I mistook East Indians for Native Indians! History repeats itself!
Both Christopher Columbus and I came to North America.
Columbus mistook Native Indians for East Indians, and I mistook East Indians for Native Indians!
History repeats itself!
Satirical joke comparing current Indian immigration to Columbus's historical confusion, using wordplay and irony.
paiaam
Feb 23, 2026
The racist in the comment section sure are good at crying. 😂
The racist in the comment section sure are good at crying. 😂
Uses sarcasm and emoji to mock commenters perceived as racist, employing ironic commentary about the comment section.
Johnyuri47
Jan 27, 2026
There’s a MAGA clown watching this right now shaking their head in disgust saying “what a evil demonic man, he is literally lying about everything he should be in jail for the rest of his …
There’s a MAGA clown watching this right now shaking their head in disgust saying “what a evil demonic man, he is literally lying about everything he should be in jail for the rest of his life, Trump needs to take over Canada”
Uses sarcastic mockery of a hypothetical MAGA supporter's reaction, employing exaggeration and ironic framing typical of satirical commentary.
@illnessshaw
Mar 4, 2025
He's crazy for doing this 😂
He's crazy for doing this 😂
Brief sarcastic reaction to someone's actions, using emoji to indicate joking tone.
Humor / Satire
0.85
shunsteward1310
Jan 27, 2026
ICE ICE BABY 😂
ICE ICE BABY 😂
A playful reference to Vanilla Ice's song with an emoji, using humor to respond to the video content.
Humor / Satire
0.85
armyvaldro5489
Jan 22, 2026
Okay, English isn’t Trump’s best language, but he’s fluent in Lies and BS! \n\n??? 2026! ???
Okay, English isn’t Trump’s best language, but he’s fluent in Lies and BS! \n\n??? 2026! ???
Uses sarcasm and wordplay to mock Trump's communication style and character, with ironic tone throughout.
@paulsimmons5726
Mar 4, 2025
To be an enemy of the United States is sometimes dangerous but to be a friend is always fatal! ?
To be an enemy of the United States is sometimes dangerous but to be a friend is always fatal! ?
Uses a famous quote sarcastically to comment on US-Canada relations, employing ironic humor rather than serious argument.
@AIyos007
Mar 4, 2025
No not Africans catching strays 😂😂 bet the West Africans make more money than bike man legally. Now the East Africans...
No not Africans catching strays 😂😂 bet the West Africans make more money than bike man legally. Now the East Africans...
Uses joking tone and ethnic stereotyping about earning potential across African groups, mixing humor with identity-based generalizations.
Guerilla281
Jan 27, 2026
All this because Melania wants to smash Justin smh ?
All this because Melania wants to smash Justin smh ?
Uses absurdist humor and sarcasm to mock the situation by making a ridiculous personal claim about political motivations.
Humor / Satire
0.85
@umanaal
Mar 4, 2025
Bike guy must have got his bike stolen at some point 😂😂
Bike guy must have got his bike stolen at some point 😂😂
Joking speculation about a video subject's past experience, using light sarcasm.
Humor / Satire
0.85
Achillieas420
Jan 27, 2026
Now why would you blow up homie’s human smuggling business? 😂😂😂 Immigrants saying they are tired of other immigrants who moved to the new country they are in is kinda wild lol.
Now why would you blow up homie’s human smuggling business? 😂😂😂
Immigrants saying they are tired of other immigrants who moved to the new country they are in is kinda wild lol.
Uses sarcasm and ironic humor to comment on immigrant attitudes toward other immigrants, with meta-observation about the video's content.
ItsGippetto
Jan 27, 2026
I feel like I'm supposed to do something but I have the power of a potato peel. ?
I feel like I'm supposed to do something but I have the power of a potato peel. ?
Self-deprecating joke about personal powerlessness using absurdist humor ('power of a potato peel').
Humor / Satire
0.85
@theoremzero
Mar 4, 2025
5:32 😅😂 this guy is in his whole world..
5:32 😅😂 this guy is in his whole world..
Uses laughing emojis and mocking tone to ridicule someone's behavior or statements in the video.
GLENJOSHUASTEAGLE
Feb 23, 2026
Why am i shaking my head as i read the captions 😂 16:09
Why am i shaking my head as i read the captions 😂 16:09
Expresses amusement or disbelief at video content through emoji and timestamp reference.
Humor / Satire
0.85
powerfuldags
Jan 27, 2026
Americans who did not understand the word tariff before the election, will understand it now
Americans who did not understand the word tariff before the election, will understand it now
Ironic commentary suggesting Americans will learn about tariffs through personal economic experience rather than understanding beforehand.
Humor / Satire
0.85
@thedeliciousdelightoflivin4636
Mar 4, 2025
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)