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
I can literally smell this video
I can literally smell this video
Sensory exaggeration used as sarcastic commentary on video content.
Humor / Satire
0.80
AMERICA1ST-y5n
Jan 27, 2026
10:45 Tyler, you’re not a small guy… 6 foot? This dude that you’re talking to is probably like 6’4” right? probably the biggest Indian I’ve ever seen. 😂😂😂
10:45
Tyler, you’re not a small guy… 6 foot? This dude that you’re talking to is probably like 6’4” right? probably the biggest Indian I’ve ever seen. 😂😂😂
Joking observation about height differences between video participants, marked with laughing emojis.
Humor / Satire
0.80
Headlessthirst
Jan 28, 2026
Why would anyone in canada want to sneak into the US? So they can pay for healthcare? LOL. What a dumb narrative.
Why would anyone in canada want to sneak into the US? So they can pay for healthcare? LOL. What a dumb narrative.
Uses sarcasm and irony (LOL, 'dumb narrative') to mock a comparison between Canada and the US regarding healthcare and immigration.
redrobotmonkey
Jan 28, 2026
When Asians aren't the worst drivers.
When Asians aren't the worst drivers.
Uses ironic/sarcastic framing to mock a stereotype about Asian drivers, playing on a common trope.
frowningfaun4528
Jan 27, 2026
11:19 aao lassi bc tumko khalistan deta hun 😢
11:19 aao lassi bc tumko khalistan deta hun 😢
Uses sarcasm and Punjabi slang in a joking manner referencing a timestamp in the video.
Humor / Satire
0.80
Saurabh0p10
Jan 28, 2026
😂Indian should be in f1 vs hamilton and vestapen and be in lmp😅
😂Indian should be in f1 vs hamilton and vestapen and be in lmp😅
Absurdist joke mixing immigration and Formula 1 racing references with emoji laughter indicators.
Humor / Satire
0.80
HuyCao-tw5by
Jan 28, 2026
Why is it that while watching this video I got like 5 adds in there language?😂
Why is it that while watching this video I got like 5 adds in there language?😂
Sarcastically comments on YouTube ad targeting using emoji, making light of algorithmic language-based advertising.
jasonstiven4460
Jan 28, 2026
If i dont see them at my tim hortons or at my 7/11 they call me every day to tell me my package is being hold at the border
If i dont see them at my tim hortons or at my 7/11 they call me every day to tell me my package is being hold at the border
Employs exaggerated, absurdist humor about immigrants working at Tim Hortons and 7-Eleven while making border package delivery jokes.
Humor / Satire
0.80
dabandpuke
Jan 27, 2026
I’ll pay for orange vest’s H1B to the US lmfao
I’ll pay for orange vest’s H1B to the US lmfao
A sarcastic joke offering to pay for someone's relocation to the US, using humor to express disapproval.
Humor / Satire
0.80
Michael-oo1hc
Jan 28, 2026
Give indigenous people back to their land, and all whites and black African Asian will go back to their original country 😂😂😂
Give indigenous people back to their land, and all whites and black African Asian will go back to their original country 😂😂😂
Uses sarcasm and emoji to mock nationalist arguments about returning land and people to 'original countries,' satirizing identity-based exclusion rhetoric.
HsanDigital
Jan 28, 2026
Lmfao when the Asians are complaining about the driving you know there’s a problem. 😆
Lmfao when the Asians are complaining about the driving you know there’s a problem. 😆
Uses ironic humor and a stereotype about Asian drivers to critique another group's driving, combining comedy with implicit identity-based commentary.
travislagerwerf4174
Jan 28, 2026
White people always gotta take shots a black men. Lol 😂
White people always gotta take shots a black men. Lol 😂
Uses ironic humor and laughter emoji to comment on racial dynamics and stereotyping in the video.
Humor / Satire
0.80
clbaker24
Jan 27, 2026
Dude on the bike is a legend
Dude on the bike is a legend
A brief, casual compliment using colloquial language that appears to praise someone in the video with lighthearted tone.
Humor / Satire
0.80
pauls3333
Jan 28, 2026
And y’all thought it was sweet in Canada 😂😂😂 🇨🇦
And y’all thought it was sweet in Canada 😂😂😂 🇨🇦
Ironic commentary suggesting Canada's reputation for sweetness/niceness is contradicted by the video content.
Humor / Satire
0.80
DripLord92
Jan 27, 2026
Bro on the bike is a G. "Africans are horrible people!" Lol
Bro on the bike is a G. "Africans are horrible people!"
Lol
Uses ironic laughter to mock a person in the video making a racist statement, employing sarcasm as commentary.
MrNolanVoid
Jan 28, 2026
Hahah welcome to Canada
Hahah welcome to Canada
Uses ironic/sarcastic tone ('Hahah welcome to Canada') that could be welcoming or mocking depending on context, but the laughter suggests satirical commentary.
DannyL87
Jan 27, 2026
bike dude is diabolical lol
bike dude is diabolical lol
Joking characterization of a person featured in the video using casual, exaggerated language ('diabolical lol').
Humor / Satire
0.80
jordonchatten
Jan 27, 2026
guy on the bike say that "indians are generally a dirty people" just as easy as ordering a big mac. he got nuttin to hide. exercising his freedom of speech like a champ. lol
guy on the bike say that "indians are generally a dirty people" just as easy as ordering a big mac. he got nuttin to hide. exercising his freedom of speech like a champ. lol
Uses sarcasm ('like a champ,' 'lol') to mock racist speech while referencing the video's content.
seedgard
Jan 27, 2026
It takes a few wondering cows in summertime...to be India.
It takes a few wondering cows in summertime...to be India.
Sarcastic/ironic comment using stereotypical imagery to mock or comment on cultural identity and place association.
Mika30041975
Jan 27, 2026
Its not called Tim Hortons, it's "Singh Hortons" Thank you for bringing awarness to this MASSIVE IMMIGRATION ISSUE!
Its not called Tim Hortons, it's "Singh Hortons"
Thank you for bringing awarness to this MASSIVE IMMIGRATION ISSUE!
Uses sarcastic wordplay about a business name to mock immigration, combining ironic commentary with identity-based framing.
tough-love-club
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)