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
The title should be Inside Europe's Indian Invasion... LOL
The title should be Inside Europe's Indian Invasion... LOL
Sarcastic suggestion to retitle the video using inflammatory language ('Indian Invasion'), employing irony to critique the video's framing.
vihangchaudhari
Jan 28, 2026
2:54 I love how cold Tyler looks next to a Canadien
2:54 I love how cold Tyler looks next to a Canadien
Light-hearted observation about appearance using casual humor rather than substantive critique.
Humor / Satire
0.85
rollerbladergirl3525
Jan 28, 2026
All the tim hortons in gta have the same employees 😂😂
All the tim hortons in gta have the same employees 😂😂
Uses joking tone with emojis to make a stereotypical observation about immigrant workplace concentration in service sector.
Humor / Satire
0.85
Komplikatee
Jan 27, 2026
Dang...my wallet had a heart attack
Dang...my wallet had a heart attack
Uses humorous personification of a wallet having a heart attack to express concern about costs in a lighthearted, joking manner.
Humor / Satire
0.85
@mattyc1973
Mar 4, 2025
0:29 “tough pill to swallow” the irony of white people complaining about indian people invading their land is not lost on me 😂
0:29 “tough pill to swallow” the irony of white people complaining about indian people invading their land is not lost on me 😂
Uses ironic humor to highlight the contradiction of white Canadians complaining about demographic change given colonial history.
ajewishchristianmuslim
Jan 28, 2026
He is more full of sh*t than a thanksgiving turkey!
He is more full of sh*t than a thanksgiving turkey!
Uses crude hyperbolic insult as sarcastic/comedic criticism rather than substantive argument.
Humor / Satire
0.85
@CassandraAChakra
Mar 4, 2025
Dont worry Canadians just vote in the Liberals for another term im sure they will fix it.
Dont worry Canadians just vote in the Liberals for another term im sure they will fix it.
Sarcastic comment mocking Liberal government policy on immigration through ironic suggestion they will 'fix it.'
JakeajB
Jan 28, 2026
TRUDEAU for president of the U.S.A. ? Please !
TRUDEAU for president of the U.S.A. ? Please !
Sarcastically suggests Trudeau should become U.S. president, clearly ironic commentary rather than a serious proposal.
Humor / Satire
0.85
@brentlund2272
Mar 4, 2025
13:26 lmao ofc it was going to be Montreal 😭😭
13:26 lmao ofc it was going to be Montreal 😭😭
Humorous reaction to a video segment with emoji laughter, making a joke about Montreal being featured.
Loudrik
Jan 27, 2026
Bike guy for PM😂
Bike guy for PM😂
Joking reference to a 'bike guy' as Prime Minister candidate, using humor to comment on politics.
Humor / Satire
0.85
holysmoker8359
Jan 28, 2026
Brampton aka bramladesh
Brampton aka bramladesh
Uses a derogatory portmanteau combining 'Brampton' with 'Bangladesh' as satirical commentary on demographic change.
killtherapy4346
Jan 28, 2026
*”AtLeAsT wE’rE nOt sPeAkiNg gErMaN 🥴”*
*”AtLeAsT wE’rE nOt sPeAkiNg gErMaN 🥴”*
Uses mocking text formatting and sarcastic reference to WWII history to satirize immigration discourse.
BigBrainTrump
Jan 28, 2026
I'm not at all worried about Trump's economic plan. I just won't buy anything for the next 4 years.
I'm not at all worried about Trump's economic plan. I just won't buy anything for the next 4 years.
Uses ironic humor to dismiss Trump's economic plan by joking about not buying anything for four years.
Humor / Satire
0.85
@Anthony-zt1zs
Mar 4, 2025
Hello Daddy...Hello Mom.... It's A C..C..C..CURRY BOMB!!!!!
Hello Daddy...Hello Mom.... It's A C..C..C..CURRY BOMB!!!!!
Uses exaggerated song-like format and the term 'curry bomb' as satirical commentary on cultural stereotypes.
Humor / Satire
0.85
Digital_Graffiti
Jan 27, 2026
*Canadians are too polite to be any kinda racists* 😂😂😂😅
*Canadians are too polite to be any kinda racists* 😂😂😂😅
Sarcastic commentary using emojis to mock the claim that Canadians are not racist.
Humor / Satire
0.85
Lusty_85
Jan 27, 2026
Admit USA has better hockey and we might just make a deal.
Admit USA has better hockey and we might just make a deal.
Humorous/sarcastic comment using hockey rivalry as a lighthearted negotiation tactic.
Humor / Satire
0.85
@lotus6314
Mar 4, 2025
bicycle guy so funny and so real😂
bicycle guy so funny and so real😂
Commenter finds humor in a specific moment from the video, using emoji to express amusement at the content.
加拿大の下饭菜
Jan 28, 2026
Canada identifies as Canindia now.
Canada identifies as Canindia now.
Sarcastic portmanteau ('Canindia') mocking Canadian identity as subsumed by Indian immigration, using wordplay to critique demographic change.
salvatoredecicco5740
Jan 28, 2026
Not just Brampton, even Mississauga. Drive down Milton and you’ll see it, too. Oakville might be the only city that doesn’t have them. If you’ve read this far… yes, I am making fun of sheep …
Not just Brampton, even Mississauga. Drive down Milton and you’ll see it, too. Oakville might be the only city that doesn’t have them. If you’ve read this far… yes, I am making fun of sheep who think it’s a flex to be Canadian and signal it to the herd by mentioning the cities.
Sarcastic commentary mocking both demographic changes and Canadian identity signaling through city references.
jp32123
Feb 26, 2026
The white guy needed an episode just for himself. 😭🤣
The white guy needed an episode just for himself. 😭🤣
Uses sarcasm and emojis to make a joking observation about video editing or representation choices.
Humor / Satire
0.85
hisgreatestadventure
Jan 28, 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)