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
I call them Timmigrants
I call them Timmigrants
Creates a derogatory portmanteau combining 'Tim Hortons' and 'immigrants,' using wordplay for satirical effect.
WildCapybara1
Sep 20, 2025
After poop controversy tylar new india video 😂😂😂 , dont. Wary Indians help you😂😂😂😂
After poop controversy tylar new india video 😂😂😂 , dont. Wary Indians help you😂😂😂😂
The comment uses sarcasm and humor to mock the creator's recent controversies and suggest Indians won't support his content, employing ironic tone.
Fire_Pro_Gamer_YT
Jan 27, 2026
I love this Polish guy… when he say they are dirty people. They don’t close the window, they walk around naked while he is walking naked outside..😀😀😀
I love this Polish guy… when he say they are dirty people. They don’t close the window, they walk around naked while he is walking naked outside..😀😀😀
Commenter references and laughs at anecdotal observations from the video (Polish person's commentary), using humor to engage with content.
Humor / Satire
0.82
gundtash
Sep 26, 2025
This is the country that applauded an elderly ex SS soldier for his heroism 😂
This is the country that applauded an elderly ex SS soldier for his heroism 😂
Sarcastic criticism of Canada's immigration policies using ironic reference to a controversial historical incident.
GeekedLynx
Feb 6, 2026
Well said, Comrade. Besides, who needs America. Right? They can just go it alone and suffer from having all those resources on which to survive just fine for centuries. Unlike Canada.
Well said, Comrade. Besides, who needs America. Right? They can just go it alone and suffer from having all those resources on which to survive just fine for centuries. Unlike Canada.
Uses sarcasm and ironic tone ('Comrade') to mock US self-sufficiency claims while comparing Canada's advantages, employing satirical commentary.
@praisegod4538
Mar 4, 2025
"We need more immigrants to keep up with the economy." "The economy is bad because of an influx of immigrants." "We need more immigrants to keep up with the economy."
"We need more immigrants to keep up with the economy."
"The economy is bad because of an influx of immigrants."
"We need more immigrants to keep up with the economy."
Uses repetition and ironic contradiction to satirize contradictory government messaging about immigration and economic policy.
2Ahthelphi
Jan 27, 2026
LOL, U.S.A. will need to build ANOTHER WALL on the Northern border!! (off to buy fence company stocks...)
LOL, U.S.A. will need to build ANOTHER WALL on the Northern border!! (off to buy fence company stocks...)
Uses sarcastic humor about U.S. border walls and stock investment to comment on Canadian immigration.
groveh1
Nov 20, 2025
He resigned why is he still talking lmao
He resigned why is he still talking lmao
Uses sarcasm and ironic commentary ('why is he still talking lmao') to mock the subject's continued public presence.
@derekkorcsog1688
Mar 4, 2025
Candian whites have their own version of Bible, “Love thy neighbor only if they are White” 😂😂
Candian whites have their own version of Bible, “Love thy neighbor only if they are White” 😂😂
Uses ironic religious metaphor and emojis to satirize perceived racial hypocrisy among white Canadians, blending humor with identity critique.
throwaway395
Feb 15, 2026
Looks like someone got there feeling hurt sorry for not living up to your expectations 😂
Looks like someone got there feeling hurt sorry for not living up to your expectations 😂
Uses sarcasm and emoji to mock someone's hurt feelings about unmet expectations.
Humor / Satire
0.82
pabloandboomerdoggie3375
Dec 8, 2025
0:13 se who is talking about hygiene . Those Who don’t even know how to wash their ass 😂
0:13 se who is talking about hygiene . Those Who don’t even know how to wash their ass 😂
Uses sarcastic humor and ethnic stereotyping to mock immigrants' hygiene practices.
gxurav001
Feb 4, 2026
Oh well, I guess maple syrup will be more expensive now until Canada becomes the 51st state.
Oh well, I guess maple syrup will be more expensive now until Canada becomes the 51st state.
Ironic joke about tariff consequences and absurdist prediction of Canadian annexation.
Humor / Satire
0.82
@Endorphin_x
Mar 4, 2025
😂😂😂😂😂 Canada is a joke. Now it's a problem. took this long to figure it out 👍
😂😂😂😂😂 Canada is a joke. Now it's a problem. took this long to figure it out 👍
Sarcastic mockery using emojis and dismissive tone ('Canada is a joke') to criticize the country's handling of an issue.
pokergreatest8829
Feb 18, 2026
It's true that American and Canadian don't know how to wiped their asses?
It's true that American and Canadian don't know how to wiped their asses?
Uses sarcastic, crude humor to mock stereotypes about Americans and Canadians through exaggerated comparison.
spyder-t1j
Feb 5, 2026
Bro in the bike told no lies. 😂 🤣
Bro in the bike told no lies. 😂 🤣
Brief humorous endorsement of a previous commenter's statement, using laughter emojis to signal comedic appreciation.
papishampoo5235
Jan 27, 2026
as a Canadian, i would like to thank Donald and Elon for their plans to implement the most innovative degrowth agenda imaginable. why dance around the edges like Canada has with its consumer carbon tax …
as a Canadian, i would like to thank Donald and Elon for their plans to implement the most innovative degrowth agenda imaginable. why dance around the edges like Canada has with its consumer carbon tax that rebated more money to most citizens than they spent on carbon taxes ? no, the DOGE solution to addressing climate change is much better .. just cripple the three north american economies with tariffs, put hundreds of thousands of citizens out of work, and make the Trump tax cuts permanent so that the federal government is broke as well. no more money means no more spending or consuming .. it's a win for the entire planet !!
Sarcastic commentary using ironic praise of Trump/Elon's economic policies to critique their actual harmful effects on employment and government finances.
@senatorhung
Mar 4, 2025
ha ha, clever of Trudeau to butter up trump by lying and saying he's smart. you know that's the only takeaway trump heard in this whole speech. Fitting too, since all he understands is lying.
ha ha, clever of Trudeau to butter up trump by lying and saying he's smart. you know that's the only takeaway trump heard in this whole speech. Fitting too, since all he understands is lying.
Commenter uses ironic humor and sarcasm to critique Trump's intelligence and honesty, framing Trudeau's flattery as a strategic joke.
@mistermrmark
Mar 4, 2025
Trump is dumber than a rock. If his daddy didn't leave him billions, he would homeless.
Trump is dumber than a rock. If his daddy didn't leave him billions, he would homeless.
Uses insulting humor and sarcasm to mock Trump's intelligence and wealth, presented as comedic critique.
Humor / Satire
0.82
@DarthAgony
Mar 4, 2025
aaaaahhh good ol bramladesh.
aaaaahhh good ol bramladesh.
Sarcastic renaming of Brampton as 'Bramladesh' to mock its demographic composition.
HelpButtonIsBesideMe
Jan 27, 2026
What’s so tragic? The lawyer loosing his clients ant their money is not a tragedy!
What’s so tragic? The lawyer loosing his clients ant their money is not a tragedy!
Uses sarcastic rhetorical question to mock the characterization of a lawyer's situation as tragic, employing ironic commentary.
Humor / Satire
0.82
uu7180-c5p
Nov 24, 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)