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
Goodluck Canada 😂
Goodluck Canada 😂
Laughing emoji and casual 'good luck' suggests ironic or sarcastic commentary on the video topic.
Humor / Satire
0.85
hafizmiau
Jan 27, 2026
The guy on the bike is completely based. Absolute Cinema
The guy on the bike is completely based. Absolute Cinema
Uses slang ('based,' 'Absolute Cinema') to praise someone in the video with ironic/casual tone typical of internet humor.
HappyNerdss
Jan 27, 2026
I love the bike guy 😂😂
I love the bike guy 😂😂
The commenter is expressing amusement about content in the video using laughing emojis, indicating a lighthearted reaction to the 'bike guy' mentioned.
nicholasferchaw5115
Jan 27, 2026
Us Torontonians call it BRAMledesh.
Us Torontonians call it BRAMledesh.
Uses a derogatory portmanteau nickname for Brampton to mock the city's Indian demographic composition.
mr.2timez555
Jan 27, 2026
Listen, kudos on the journalism, you’re one of my favorites, but maybe next time you get human smuggled, be on the safe side and carry the $6k the traffickers want.
Listen, kudos on the journalism, you’re one of my favorites, but maybe next time you get human smuggled, be on the safe side and carry the $6k the traffickers want.
Makes dark comedic commentary about human trafficking and the journalist's safety, mixing praise with ironic advice.
Arob3322
Jan 27, 2026
Guys stop this non-sense , summer is coming Lets have a cold beer and chill wat are you talking about
Guys stop this non-sense , summer is coming Lets have a cold beer and chill wat are you talking about
Uses dismissive humor and sarcasm to deflect from serious political discussion, suggesting people should relax instead of engaging.
Humor / Satire
0.85
@ADV-T7
Mar 4, 2025
TDS sports wear on the building?? Lmfao!!
TDS sports wear on the building?? Lmfao!!
Mocking observation about TDS sportswear visible in the video, using laughter to express ironic commentary.
TimothyVaughn-d5y
Feb 25, 2026
I can tell dude with the reflective vest on the bicycle watches Nick Fuentes 😂
I can tell dude with the reflective vest on the bicycle watches Nick Fuentes 😂
Uses sarcasm and a laughing emoji to mock someone's perceived political views, combining humor with identity-based framing.
rnc_darkvoid
Jan 27, 2026
This is gonna trigger the “muhhh family have more money than you poor Jonny” crowd
This is gonna trigger the “muhhh family have more money than you poor Jonny” crowd
The comment uses sarcasm and irony to mock anticipated reactions from other commenters, employing humorous exaggeration.
Capybaraslays.001
Jan 27, 2026
Have you ever noticed Tyler mimics his accent to sound like whoever he's talking to🤣
Have you ever noticed Tyler mimics his accent to sound like whoever he's talking to🤣
The comment uses humor and observation about Tyler's accent-mimicking behavior, with a laughing emoji indicating comedic intent.
ryanaucoin-fz5df
Jan 27, 2026
Pooping on the train...its like home lol
Pooping on the train...its like home lol
Sarcastic/stereotyping joke comparing immigrant behavior to their country of origin using crude humor.
psycroptic1984
Mar 3, 2026
I feel like we just made a bunch of bad choices on the Civilzation25 game and now all the other world leaders are denouncing us and the reputation levels are hitting a bunch of red …
I feel like we just made a bunch of bad choices on the Civilzation25 game and now all the other world leaders are denouncing us and the reputation levels are hitting a bunch of red down thumbs
Uses video game metaphor (Civilization) sarcastically to comment on Canada's international reputation and diplomatic standing.
Humor / Satire
0.85
@wforbes87
Mar 4, 2025
Not me being offended on behalf of africains when i well damn absolutely refused to go visit my mother's homeland😅😂
Not me being offended on behalf of africains when i well damn absolutely refused to go visit my mother's homeland😅😂
Self-deprecating joke about performative outrage and personal identity/belonging, using irony and emojis.
Epic_Knight
Jan 27, 2026
Saar! We will make canada a "SuperPooper" 2030 also like we make india💩
Saar! We will make canada a "SuperPooper" 2030 also like we make india💩
Satirical/mocking comment using wordplay and scatological humor to critique immigration policy through ironic exaggeration.
Humor / Satire
0.85
saadraza5702
Jan 27, 2026
Bike guy is based af!! Lol. He needs a youtube channel!!
Bike guy is based af!! Lol. He needs a youtube channel!!
Casual praise with 'based af' slang and joking tone about a video subject.
Humor / Satire
0.85
coolguysixtynine420
Jan 27, 2026
I like how you still think America is the greatest country on the planet hahahaha
I like how you still think America is the greatest country on the planet hahahaha
Sarcastic jab comparing Canada to America with mocking tone about national superiority claims.
Dylan696-e9o
Jan 27, 2026
WANGHAF OF THE YEAR
WANGHAF OF THE YEAR
Cryptic acronym 'WANGHAF' appears to be sarcastic or joking commentary without clear substantive content.
Humor / Satire
0.85
crammond7114
Jan 27, 2026
I was like "great I can watch this while I'm eating" but then realized the video is about Indians and my stomach just isn't ready for it.
I was like "great I can watch this while I'm eating" but then realized the video is about Indians and my stomach just isn't ready for it.
Uses sarcasm and ethnic stereotyping as comedic commentary, playing on food-related cultural associations.
servantofgod3058
Jan 27, 2026
Donald Trump doesn’t use big words like this guy lol I’m moving to Canada ??
Donald Trump doesn’t use big words like this guy lol I’m moving to Canada ??
Uses sarcastic comparison between Trump and Trudeau's communication styles and jokingly expresses intent to move to Canada.
@Pasto2391
Mar 4, 2025
Wow, the whole 10 people deported! In how much time? "Good" job, Canada!
Wow, the whole 10 people deported! In how much time? "Good" job, Canada!
Uses sarcasm and irony ('Wow,' 'Good' in quotes) to mock the minimal scale of deportations, critiquing government action through comedic understatement.
@dmart3607
Feb 19, 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)