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
So your saying we need to mass bomb Brampton? Roger that!
So your saying we need to mass bomb Brampton? Roger that!
Sarcastic/ironic comment using dark humor to mock demographic anxiety about a specific Canadian city.
bigdogcontracting7429
Feb 10, 2026
Now next time ask Red Indians how they feel about America 😂😂
Now next time ask Red Indians how they feel about America 😂😂
Sarcastic suggestion to ask Indigenous peoples about America, using humor to critique the video's framing.
DanteDMC21
Feb 10, 2026
Get em😂 outa here canaindia😂
Get em😂 outa here canaindia😂
Uses sarcasm and wordplay ('canaindia') to mock or comment on Indian-Canadian identity and presence.
J-JHandyman-Deliveries.
Jan 27, 2026
What a present for vladimir puting from America! ?? I think Ive seen everything in my life now
What a present for vladimir puting from America! ?? I think Ive seen everything in my life now
Uses ironic tone and emoji to sarcastically comment on Trump's policies benefiting Putin, mixing humor with geopolitical concern.
@ravagyan
Mar 4, 2025
Don't hate the player, hate the game
Don't hate the player, hate the game
Uses a common idiom/meme format ('don't hate the player, hate the game') in ironic commentary about immigration dynamics.
Humor / Satire
0.75
ayomaitray
Jan 27, 2026
Lindu p4_jeet doing their best thing 😂
Lindu p4_jeet doing their best thing 😂
Mocking comment using ethnic stereotyping and laughing emojis, combining satire with identity-based framing.
MIKE-k-j8i
Feb 11, 2026
USA are dead. Please rename to Western States of Russia.
USA are dead. Please rename to Western States of Russia.
Uses hyperbolic sarcasm and ironic renaming to critique political situation, blending satire with threat anxiety.
@elvital1742
Mar 4, 2025
PM Minister Trudeau said one thing wrong. The orange Hitler is not smart. Trump is as dumb as a box of rocks.
PM Minister Trudeau said one thing wrong. The orange Hitler is not smart. Trump is as dumb as a box of rocks.
Uses exaggerated insults and hyperbolic comparisons ('orange Hitler', 'dumb as a box of rocks') in a sarcastic tone rather than serious critique.
@jefft8143
Mar 4, 2025
Next time go with a friend or undercover bodyguard when getting snuggled into a "safe house"! 😰
Next time go with a friend or undercover bodyguard when getting snuggled into a "safe house"! 😰
Uses sarcastic tone and emoji to mock or comment on immigrant safety concerns, though the underlying sentiment is ambiguous.
Frappelychee
Feb 5, 2026
They have their own flag on candian land 0:03 😂
They have their own flag on candian land 0:03 😂
Uses sarcasm and emoji to mock the presence of non-Canadian symbols, blending humor with identity-based critique.
fructured
Jan 27, 2026
When they talk about how bad the Punjabis drive, all I could think about was that idi0t in the truck who killed 4 people in FL, trying to cross to the over side of the …
When they talk about how bad the Punjabis drive, all I could think about was that idi0t in the truck who killed 4 people in FL, trying to cross to the over side of the highway in a 18 wheeler from a middle lane
Uses sarcasm to deflect criticism of Punjabi drivers by pointing to a counterexample, mixing humor with identity-based defensiveness.
ninocrown3247
Jan 27, 2026
Punjab drivers are so bad we forgot about the bad Chinese drivers.
Punjab drivers are so bad we forgot about the bad Chinese drivers.
Uses joking comparison to stereotype drivers from Punjab, combining humor with ethnic stereotyping.
AwarePeak
Feb 6, 2026
Globalist Trudeau on the ropes. Delicious ?
Globalist Trudeau on the ropes. Delicious ?
Uses sarcastic tone ('Delicious') and dismissive framing of Trudeau as a 'Globalist,' combining satire with identity-based criticism.
@RetroGamesCollector
Mar 4, 2025
Gora pakora bhn ka lora who wipes ass with paper saying indians are the dirtiest 😂
Gora pakora bhn ka lora who wipes ass with paper saying indians are the dirtiest 😂
Sarcastic, mocking response using wordplay and irony to critique stereotypes about cleanliness and cultural practices.
Anshushwarma
Feb 11, 2026
I would love to know the iq of the bike guy😢😢😢😢
I would love to know the iq of the bike guy😢😢😢😢
Sarcastic jab at someone in the video using dismissive tone and emojis, likely mocking rather than making a substantive point.
ilovejesus9303
Feb 11, 2026
Canada is the new New deli
Canada is the new New deli
Sarcastic comparison of Canada to New Delhi, mocking demographic changes through ironic wordplay.
mojomojo2
Feb 12, 2026
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
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
There's a fine line between genius and insanity, as time goes, sadly it seems Musk/Trump fall to the latter.
There's a fine line between genius and insanity, as time goes, sadly it seems Musk/Trump fall to the latter.
Uses the 'fine line between genius and insanity' idiom sarcastically to critique Musk/Trump, blending humor with political commentary.
@bobbrown8661
Mar 4, 2025
What a pusss. ?
What a pusss. ?
Brief dismissive comment using slang ('pusss') and emoji in a mocking tone, functioning as sarcastic commentary.
Humor / Satire
0.75
@Bobbyfromarkadelphia
Mar 4, 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)