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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
Page 189 of 222
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
Uses humor and a quoted anecdote about Indian immigrants' concerns regarding demographic saturation, with ironic tone signaled by laughing emojis.
JamesdeanD Jan 27, 2026
We call it Singh Hortants 3:44
We call it Singh Hortants 3:44
Sarcastic/joking reference to a location name with ethnic connotations, using wordplay and a timestamp.
Berta_5.sl0w Jan 28, 2026
How bout that a Fucking LEADER
How bout that a Fucking LEADER
Sarcastic exclamation praising leadership with profanity for emphasis, likely ironic commentary on the video subject.
@elijahsidney3633 Mar 4, 2025
Greatest country in the whole world? 😂 really with no castles? And people with mental diseases , you need to travel the world to make that statement.
Greatest country in the whole world? 😂 really with no castles? And people with mental diseases , you need to travel the world to make that statement.
Uses sarcasm and humor to critique Canada's claim to being the greatest country, comparing it unfavorably to others.
stonedwhitethesevendopedwa8640 Jan 28, 2026
Btw that guy Sidhu is probably on his way back to India, he's fucked 😂
Btw that guy Sidhu is probably on his way back to India, he's fucked 😂
Makes a joking reference to a specific person's legal troubles using casual sarcasm and emoji.
MrCareNot Jan 28, 2026
Who's stupid enough to go across the border dam
Who's stupid enough to go across the border dam
The comment uses sarcastic/rhetorical language ('Who's stupid enough') to mock border crossing, likely satirizing immigration discourse.
jkbca Jan 28, 2026
2:47 Indians can't drive. What did you expect from them? Look how they drive in Punjab 😂
2:47 Indians can't drive. What did you expect from them? Look how they drive in Punjab 😂
Stereotyping Indian driving through sarcastic joke format, using ethnic generalization as comedic device with emoji signaling irony.
sfinx69 Jan 28, 2026
They eating poop😂omg ha ha ha
They eating poop😂omg ha ha ha
Crude joke with laughing emojis, likely satirical or offensive commentary on cultural practices.
aishaabdirahman517 Jan 28, 2026
Did the idiot and chief expect no repercussions?, boy Donald trump is dumb lol
Did the idiot and chief expect no repercussions?, boy Donald trump is dumb lol
Uses sarcasm and mockery ('boy Donald trump is dumb lol') to critique Trump's actions in a humorous tone.
@nouseforafap Mar 4, 2025
Donald Trump is America's Putin
Donald Trump is America's Putin
Uses sarcastic comparison equating Trump's America with Putin's Russia through ironic anthem suggestion.
@Bigjonmetal 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
Trump now is the beginning of the end for you. Lol bend over
Trump now is the beginning of the end for you. Lol bend over
Sarcastic/mocking tone about Trump's impact on Canada, using crude humor to express political opposition.
@chriskumar4201 Mar 4, 2025
"Brampton drivers" - do we put this on the jogger list or is this a new list?
"Brampton drivers" - do we put this on the jogger list or is this a new list?
Uses sarcastic framing and dark humor to mock a stereotype about Brampton drivers, with an implicit identity-based comparison.
michealkowalski6639 Jan 28, 2026
8:55 hold on a dam minute! These Indians be always saying they only come to Canada just for "WORK" and now your telling me they building their animal gods here? 😂 this is a absolute …
8:55 hold on a dam minute! These Indians be always saying they only come to Canada just for "WORK" and now your telling me they building their animal gods here? 😂 this is a absolute joke
Uses sarcasm and mockery to critique Indian immigrants' stated intentions versus cultural practices, with ironic tone.
shaadali1105 Jan 28, 2026
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.
lanayrugorge Jan 29, 2026
fuck, man, i was just hoping you leave that place lmao wtf were u thinking xdd
fuck, man, i was just hoping you leave that place lmao wtf were u thinking xdd
Uses casual, joking tone ('lmao wtf xdd') to mock the video subject's decision, employing sarcasm rather than serious critique.
kingjasko Jan 28, 2026
Gov Trudeau is crying ??
Gov Trudeau is crying ??
Dismissive, sarcastic comment mocking Trudeau's emotional response with minimal substantive content.
@AnbazhaganChinnappillai Mar 4, 2025
We'd trade vance for Pence.\nVance would have overturned our election, the ruthless hypocrite.\nVera must be mortified.
We'd trade vance for Pence.\nVance would have overturned our election, the ruthless hypocrite.\nVera must be mortified.
Sarcastic comparison between political figures with ironic commentary on hypothetical trade-offs.
@karendowney2888 Mar 5, 2025
OMG, poor UK! Leave the West alone!
OMG, poor UK! Leave the West alone!
Uses exaggerated sympathy and ironic tone to mock or dismiss concerns about Western nations' problems.
@technofeeliak Mar 5, 2025
Europe stands with Canada. We will make US a Canadian state if we have to.
Europe stands with Canada. We will make US a Canadian state if we have to.
Humorous/satirical expression of European solidarity with Canada, using absurdist threat of annexing the US as a joke.
@USAoutofEurope Mar 5, 2025
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Discourse Taxonomy

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Category Distribution

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)