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
Im still waiting for the infamous McSamosa.
Im still waiting for the infamous McSamosa.
Humorous reference to a cultural food item (McSamosa), using irony about cultural integration.
Humor / Satire
0.85
ellonysman
Jan 28, 2026
Oh, is he threatening to not buy even more of the products hes not buying as per existing agreement? \n\nTip: threatening to take away something I dont have, is not as effective as you might …
Oh, is he threatening to not buy even more of the products hes not buying as per existing agreement? \n\nTip: threatening to take away something I dont have, is not as effective as you might think
Commenter uses sarcasm and ironic logic to mock Trump's tariff threats, suggesting they lack credibility or effectiveness.
@springbloom5940
Mar 4, 2025
It's not poonjab you motherfucker, it's punjab 😅
It's not poonjab you motherfucker, it's punjab 😅
Humorous correction of pronunciation/spelling of 'Punjab,' using casual profanity and emoji to soften the tone while asserting cultural accuracy.
Ashishkumar-z7z1e
Jan 28, 2026
So cute it is a video of a angry puppy.
So cute it is a video of a angry puppy.
Uses sarcasm and humor to mock the video subject, comparing them to an angry puppy in dismissive jest.
@phillipmullis7904
Mar 4, 2025
donald duck seems even smarter than donald trump.....
donald duck seems even smarter than donald trump.....
Sarcastic comparison using a cartoon character to mock Trump's intelligence.
Humor / Satire
0.85
@enversimon6668
Mar 4, 2025
Play the game but for EVERY Tim Horton's and your answer will nit change that much.
Play the game but for EVERY Tim Horton's and your answer will nit change that much.
Sarcastic commentary using Tim Hortons as a cultural reference point to mock or critique the video's premise.
Humor / Satire
0.85
InspirationLed
Jan 28, 2026
Should come to Edmonton to talk about the ass public transit system 💀
Should come to Edmonton to talk about the ass public transit system 💀
Sarcastic complaint about Edmonton's public transit using casual language and emoji, framed as humorous critique rather than serious policy discussion.
Humor / Satire
0.85
vexlynne
Jan 28, 2026
The bike guy probably just pissed his boss black😂😂its 2026 everyone is learned
The bike guy probably just pissed his boss black😂😂its 2026 everyone is learned
Uses joking tone with laughing emojis and sarcastic commentary about a 'bike guy' and learning, lacking substantive immigration discussion.
Humor / Satire
0.85
CorneliusNderitu
Jan 28, 2026
“i’m not your friend, guy”… i wonder what trump is thinking
“i’m not your friend, guy”… i wonder what trump is thinking
Uses a South Park reference ('i'm not your friend, guy') as ironic commentary on political tensions, with speculation about Trump's reaction.
@dimakcorvette
Mar 4, 2025
Oh and here I thought they were all in my suburb in Australia! 😂
Oh and here I thought they were all in my suburb in Australia! 😂
The commenter uses humor and emoji to make a joking observation about immigrants being in their Australian suburb, comparing it to the Canadian context.
Humor / Satire
0.85
Sammy-il1qf
Jan 28, 2026
The way he talks to Donald is hilariously like a parent telling a child they're doing something idiotic. He's right, but it doesn't make it any less funny and sad that Donald Trump is someone …
The way he talks to Donald is hilariously like a parent telling a child they're doing something idiotic. He's right, but it doesn't make it any less funny and sad that Donald Trump is someone you have to talk like he's a 5 year old to.
The comment uses sarcasm and ironic humor to critique Trump's intelligence by comparing him to a child, while also commenting on the video's tone.
@kyleohara8700
Mar 4, 2025
“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
Blistering ??????????????
Blistering ??????????????
Single word 'Blistering' with multiple emoji punctuation marks appears to be sarcastic/ironic commentary on the video content.
Humor / Satire
0.85
@TruthNewton
Mar 4, 2025
all this ”greatest country on earth” bs😂
all this ”greatest country on earth” bs😂
Uses sarcasm and eye-roll emoji to mock nationalist rhetoric about Canada being the 'greatest country.'
Humor / Satire
0.85
fears2818
Feb 11, 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
Talk about catching strays! 😂😂😂 dude on the bike! 🙌🏿 vanhu ava daivakwapaidzwa nana Ali!
Talk about catching strays! 😂😂😂 dude on the bike! 🙌🏿 vanhu ava daivakwapaidzwa nana Ali!
Joking commentary with emojis and mixed-language references ('catching strays', 'dude on the bike') indicating humorous, lighthearted tone.
Humor / Satire
0.85
TendayiMatipira
Mar 1, 2026
Donny F'd around with tariffs against Canada,now,he's getting ready to find out,the hard way.
Donny F'd around with tariffs against Canada,now,he's getting ready to find out,the hard way.
Uses sarcastic wordplay ('F'd around and find out') to mock Trump's tariff actions against Canada in a humorous tone.
@davidsmith385
Mar 4, 2025
Dude! You just lost your “welfare check” from the USA.
Dude! You just lost your “welfare check” from the USA.
Sarcastic jab suggesting Trudeau lost US government support, using humor to mock the situation.
Humor / Satire
0.85
@brendacasey52
Mar 4, 2025
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
Pedal Bike Helmet Safety Vest bro is low key 200 IQ. Droppin serious knowledge 😂🧠
Pedal Bike Helmet Safety Vest bro is low key 200 IQ. Droppin serious knowledge 😂🧠
Sarcastically praises the bike guy's intelligence using casual language and emojis, treating the video content humorously.
deepcuttabeats356
Mar 1, 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)