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
When did whites become native Canadians 😂
When did whites become native Canadians 😂
Sarcastic question challenging the notion of white Canadians as 'native,' using irony to critique identity claims.
aakhthuu
Feb 3, 2026
Do one for other ethnicities 😂😂. Easy to bully Indians
Do one for other ethnicities 😂😂. Easy to bully Indians
Uses sarcasm and emojis to critique the video's focus on one ethnicity, implying selective targeting.
Humor / Satire
0.80
DNT2903
Feb 3, 2026
If only they were coming here to sneak into he USA. But no, they are all staying, unfortunately.
If only they were coming here to sneak into he USA. But no, they are all staying, unfortunately.
The comment uses ironic humor to express concern about immigrants staying in Canada rather than leaving, combining sarcasm with demographic anxiety.
HaleyStark.
Jan 30, 2026
Buddy friend How many slurpee machines technicians do you need in one community?
Buddy friend
How many slurpee machines technicians do you need in one community?
Sarcastic questioning about job market saturation using a specific occupation example, employing ironic tone.
Bubba-sc2gj
Feb 2, 2026
Who’s here before 1 million Indians watch this?
Who’s here before 1 million Indians watch this?
Sarcastic comment using demographic framing ('before 1 million Indians watch this') as ironic commentary on viewership patterns.
katsuru
Jan 27, 2026
more of the bike guy lmao
more of the bike guy lmao
Brief sarcastic comment requesting more content about a specific person, using humor to engage with the video.
93_SUPREME
Jan 29, 2026
The man riding a bicycle in the snow is smarter than every college educated person in America
The man riding a bicycle in the snow is smarter than every college educated person in America
Ironic comparison elevating practical street wisdom over formal education, using humor to critique educational systems.
Humor / Satire
0.80
Commonsenseleftus
Jan 29, 2026
12:31, it helps that bro looks like a third-world immigrant himself. 😂 Makes the whole thing more believable.
12:31, it helps that bro looks like a third-world immigrant himself. 😂 Makes the whole thing more believable.
Sarcastic observation about the video creator's appearance making immigration arguments more credible, using ironic humor.
Humor / Satire
0.80
WillieFungo
Jan 29, 2026
bruh who the hell wants to go to the usa from canada right now lmao
bruh who the hell wants to go to the usa from canada right now lmao
Uses casual, joking tone to sarcastically comment on US-Canada migration patterns, implying Canada is preferable.
sk1b1d1m00n
Jan 29, 2026
Timjeet Hortonsingh, only hires Timigrants
Timjeet Hortonsingh, only hires Timigrants
Sarcastic wordplay combining 'Tim Hortons' with immigrant-related puns to mock hiring practices.
Humor / Satire
0.80
reloadnorth7722
Jan 27, 2026
it´s funny to see a bunch of white guys complaining about how they are losing their country and demographic replacement when Canada and USA are native american land and you did a demographic replacement to …
it´s funny to see a bunch of white guys complaining about how they are losing their country and demographic replacement when Canada and USA are native american land and you did a demographic replacement to the natives
Uses ironic comparison and sarcasm to critique demographic replacement rhetoric by pointing out historical hypocrisy.
JoseAntonio-kb2hp
Jan 29, 2026
If Trump does not stop Indians in the USA, Indians will occupy the USA for ever. 😂😂
If Trump does not stop Indians in the USA, Indians will occupy the USA for ever. 😂😂
Employs joking tone with laughing emojis while expressing demographic anxiety about Indian immigration to the USA, blending satire with underlying concern.
abuyousuf7384
Jan 29, 2026
Peak racism😂
Peak racism😂
A sarcastic one-liner labeling other comments as racist, using humor to critique the discourse in the comment section.
AMPUNOFFICIAL
Jan 29, 2026
2:15 this one is NEVER leaving 😂
2:15 this one is NEVER leaving 😂
References a specific timestamp with joking tone and emoji, suggesting someone will permanently stay in Canada.
Hombritsalsit
Jan 29, 2026
lol the Bike guy was the man it’s just us poor white trash left. So good haha He ain’t wrong though. They are the better of the immigrants i suppose.
lol
the Bike guy was the man it’s just us poor white trash left. So good haha He ain’t wrong though. They are the better of the immigrants i suppose.
Self-deprecating humor about 'poor white trash' combined with comparative ranking of immigrant groups, using ironic tone.
Own-Isopod
Jan 29, 2026
8:09 so you came to canada for the opportunity to work at Tim hortons and become toilet cleaner?😂
8:09 so you came to canada for the opportunity to work at Tim hortons and become toilet cleaner?😂
Sarcastic joke mocking immigrant employment prospects in Canada, using emoji to signal comedic intent.
Humor / Satire
0.80
Hombritsalsit
Jan 29, 2026
0:56 the greatest country on earth ? Yaaa deff
0:56 the greatest country on earth ? Yaaa deff
The comment uses sarcasm to mock the claim that Canada is 'the greatest country on earth' with ironic agreement.
Humor / Satire
0.80
m_a_k_l_i_n
Jan 28, 2026
Looks like Something Buring under Your Seat 🎉 Nice Script 😂
Looks like Something Buring under Your Seat 🎉
Nice Script 😂
Makes joking comments about the video's production with laughing emojis and sarcasm.
SanjayD-se7ct
Jan 28, 2026
bro you're not gonna get stabbed in Montreal calm down
bro you're not gonna get stabbed in Montreal calm down
Dismissive, sarcastic response to fear-mongering about safety in Montreal.
Humor / Satire
0.80
RealMasterKush420
Jan 29, 2026
Bicycle Man for PRESIDENT OF THE WORLD ❤
Bicycle Man for PRESIDENT OF THE WORLD ❤
Absurdist joke endorsing an unrelated figure as world leader, likely mocking the seriousness of the immigration debate.
InkaPley
Jan 29, 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)