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
Make it illegal to shit on the sidewalk, they will all move
Make it illegal to shit on the sidewalk, they will all move
Sarcastic proposal using crude humor to mock immigrants, combining satire with underlying threat rhetoric.
beremuts
Nov 16, 2025
Their god statue is whiter than any indian lmao
Their god statue is whiter than any indian lmao
A sarcastic or ironic jab using a religious reference to mock or demean Indian people through absurdist humor.
K_R_N.
Jan 27, 2026
Freeloaders 😮
Freeloaders 😮
Single-word dismissive comment with emoji suggesting sarcastic or mocking tone toward immigrants.
Humor / Satire
0.75
user-ve5gs1wh1o
Nov 20, 2025
He’s cry baby pay
He’s cry baby pay
A brief, sarcastic insult using wordplay ('cry baby pay') as mocking commentary on a political figure.
Humor / Satire
0.75
@JoshuaCornwell-jf4fq
Mar 4, 2025
No worries... all the fake refugees, after being denied, will be offered 6 figure jobs in the Liberal government... so they will be paying taxes. With YOUR tax dollars... This is beyond bizarre... this woman …
No worries... all the fake refugees, after being denied, will be offered 6 figure jobs in the Liberal government... so they will be paying taxes.
With YOUR tax dollars...
This is beyond bizarre... this woman seems cognitively challenged... just like the "Canadians" who keep voting for this trainwreck government
Uses sarcasm and exaggeration to mock government immigration and employment practices.
DeepsongProductions
Nov 21, 2025
I’m ngl that statue is diabolical
I’m ngl that statue is diabolical
Casual, sarcastic comment using slang ('ngl', 'diabolical') to make a humorous observation about a statue.
Humor / Satire
0.75
lanayrugorge
Jan 29, 2026
4:51 it says it all right here! At least it's not the Muslims and Africans. 😆
4:51 it says it all right here!
At least it's not the Muslims and Africans. 😆
Uses sarcasm and emoji to make a joke about religious/ethnic groups, with underlying identity-based framing.
jdsimz8147
Jan 29, 2026
I find more Indians with Canadian flag in Roblox than the actual canadians 💀
I find more Indians with Canadian flag in Roblox than the actual canadians 💀
Uses ironic observation and emoji to satirize the perceived overrepresentation of Indians in online spaces versus 'actual Canadians.'
Shia-pakistani
Feb 12, 2026
GUY ON THE BIKE IS BASED 🔥
GUY ON THE BIKE IS BASED 🔥
Uses slang ('BASED') and emoji to express approval of someone in the video in a casual, meme-like manner.
Humor / Satire
0.75
Ghostninja151
Jan 27, 2026
Karma is a beetch. Western Canadians did the same to the native Indian population (just like the US), and now this is your karma. Ha ha ha!
Karma is a beetch. Western Canadians did the same to the native Indian population (just like the US), and now this is your karma. Ha ha ha!
Uses sarcastic humor ('Karma is a beetch') to frame immigration as historical justice, mixing satire with a moral argument about historical wrongs.
LukeOtterbech
Jan 27, 2026
lol I work at Tim hortons
lol I work at Tim hortons
Joking reference to working at Tim Hortons, likely satirizing stereotypes about Canadian employment or immigration.
Humor / Satire
0.75
mikaelacollins555
Jan 27, 2026
God save us from a RN from India 😂😂
God save us from a RN from India 😂😂
Uses joking tone with emojis to express anxiety about Indian nurses, combining satire with underlying xenophobic concern.
Bha-b2d
Dec 6, 2025
Bramladesh..
Bramladesh..
Portmanteau combining 'Brahmin' and 'Bangladesh,' using wordplay to satirize demographic composition.
sweetkellymay
Jan 27, 2026
Usa is a septic tank.ick. this lawyer is not up to speed on how his advice failed.
Usa is a septic tank.ick. this lawyer is not up to speed on how his advice failed.
Uses crude insult ('septic tank') sarcastically to criticize the USA and a lawyer's advice.
vincewhite5087
Dec 8, 2025
Its like home 😂
Its like home 😂
Uses emoji and casual tone to make a joking comparison between a location and 'home,' suggesting ironic or humorous commentary.
swizzler8053
Jan 27, 2026
Maybe Canada should close the alcan high way......or start charging a per pound tax for road maintenance.....and getting American travelers to give fingerprints and pictures as well.
Maybe Canada should close the alcan high way......or start charging a per pound tax for road maintenance.....and getting American travelers to give fingerprints and pictures as well.
Sarcastically proposes retaliatory border measures (highway closure, taxes, fingerprinting) as ironic commentary on US border policies.
RustyGates-g6j
Dec 9, 2025
I'm surprised he could find that many white people in Brampton.
I'm surprised he could find that many white people in Brampton.
Sarcastic comment about racial demographics in Brampton using ironic surprise.
joerocket1977
Feb 12, 2026
Don't worry, get rapture ready!
Don't worry, get rapture ready!
Cryptic religious reference presented as a joke or sarcastic commentary on the video topic.
Humor / Satire
0.75
1canbuttercup1599
Jan 29, 2026
India 2.0.. soon to be updated to real India 1.0😂
India 2.0.. soon to be updated to real India 1.0😂
Uses sarcastic emoji and a joke comparing Canada's demographic future to India, employing ironic commentary to express demographic anxiety.
deedeedoit5901
Jan 27, 2026
how is the smell?
how is the smell?
Brief, provocative question likely intended as sarcastic commentary or stereotype-based humor.
Humor / Satire
0.75
jefferymartenson2633
Dec 1, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)