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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 61 of 222
First group of people on Tyler’s channel that didn’t invoke violence 😂😂 Indians are just more so a fruit fly to society
First group of people on Tyler’s channel that didn’t invoke violence 😂😂 Indians are just more so a fruit fly to society
Sarcastic comparison using dehumanizing metaphor, attempting dark humor about ethnic groups.
UnveilMatrix Jan 27, 2026
This shit home is literally 35 mins from where I live 😂
This shit home is literally 35 mins from where I live 😂
The commenter uses humor and emoji to react to the video location being near their home.
GypsyTears8711 Jan 27, 2026
Managed to interview the last canadian
Managed to interview the last canadian
Ironic joke implying that native Canadians are disappearing due to immigration, using dark humor.
thanosianthemadtitanic Jan 27, 2026
Amazing content brother!! 💯🇺🇸👍🏽🎯🧊🧊👶🏽 Quik question, when you talk to these Indian dudes why do you start to talk as if your Punjabi and have a bad English accent like they do ..?? 🤣😭😂 very …
Amazing content brother!! 💯🇺🇸👍🏽🎯🧊🧊👶🏽 Quik question, when you talk to these Indian dudes why do you start to talk as if your Punjabi and have a bad English accent like they do ..?? 🤣😭😂 very confusing broski-🤦🏽🤷🏽😁
Uses humor and emojis to mock the creator's accent mimicry while commenting on the video content.
SebastianTheRuler Jan 27, 2026
Canada patch notes
Canada patch notes
Uses gaming terminology ('patch notes') as ironic commentary on policy changes, employing sarcasm.
fence03 Jan 11, 2026
Wonderful the liberals are helping everyone, said no one ever
Wonderful the liberals are helping everyone, said no one ever
Uses sarcastic framing ('said no one ever') to mock government assistance policies.
curtissears8878 Jan 11, 2026
that guy on the bike though 😆😆😆
that guy on the bike though 😆😆😆
Uses laughing emojis to react humorously to a specific moment in the video, indicating comedic observation.
robynchesser2946 Jan 27, 2026
12:04 DO NOT REDEEM VIBES HERE 😂
12:04 DO NOT REDEEM VIBES HERE 😂
Uses gaming/meme reference ('DO NOT REDEEM VIBES') with emoji to make a joking comment about a specific video timestamp.
kOoSyak Jan 27, 2026
After creating an independent Palestinian state here in Canada, we definitely should create a sovereign narco state and install Maduro in charge with asylum status.
After creating an independent Palestinian state here in Canada, we definitely should create a sovereign narco state and install Maduro in charge with asylum status.
Sarcastic, absurdist commentary mocking immigration policy through exaggerated hypotheticals presented as dark satire.
JeePs_media_LIVE Jan 5, 2026
Everyone talking about the guy on the bike. Bro trafficked himself!!
Everyone talking about the guy on the bike. Bro trafficked himself!!
The comment uses sarcasm and dark humor to mock someone's self-sufficiency in illegal immigration, playing on the phrase 'trafficked himself.'
jaclynroth1440 Jan 27, 2026
Also Tyler let’s not forget that England a predominately anglo nation threw human feces and garbage during the Middle Ages 😂
Also Tyler let’s not forget that England a predominately anglo nation threw human feces and garbage during the Middle Ages 😂
Uses sarcastic historical comparison and emoji to mock the video's framing by pointing out past misdeeds of Anglo nations.
MrKrabs-du7ss Jan 27, 2026
What a joke 🤣🤣🤣🤣
What a joke 🤣🤣🤣🤣
Dismissive laughter with emojis critiquing video content or policy discussed, using humor to express disapproval.
BrandonPerry-u5b Jan 6, 2026
4:53 why is this guy so based lol
4:53 why is this guy so based lol
Uses slang ('based') and laughing emoji to express approval of the video creator in a casual, joking manner.
GWTW. Jan 27, 2026
Wow $420 saved for the middle class that will help so much 🙄
Wow $420 saved for the middle class that will help so much 🙄
Uses sarcasm (eye-roll emoji) to mock the economic benefit of a $420 savings for middle-class Canadians.
goku6288 Jan 6, 2026
The honesty of some folks is brutal 😂
The honesty of some folks is brutal 😂
Uses humor and emoji to react to candid statements made in the video, finding amusement in blunt honesty.
mouloudboukhalfa247 Jan 27, 2026
We call it Bramledash in Canadastan. 🤣🤪
We call it Bramledash in Canadastan. 🤣🤪
Uses sarcastic wordplay ('Bramledash'/'Canadastan') to mock demographic changes through ironic commentary.
mikeymike758 Jan 27, 2026
Holy fok the last few minutes had my anxiety going LOL seemed sketchy asf maan I'd be long gone after my Pizza Pizza
Holy fok the last few minutes had my anxiety going LOL seemed sketchy asf maan I'd be long gone after my Pizza Pizza
Uses humor and casual language to react to a tense moment in the video, joking about anxiety and wanting to leave.
ManemYeff Jan 27, 2026
USA got tech Indians we got Tim Horton Indians
USA got tech Indians we got Tim Horton Indians
Compares Indian immigration patterns between USA and Canada using humorous contrast, implying lower-skilled workers in Canada.
john-gb6cc Jan 27, 2026
It's not "Ha-Newman" bro 😂 It's "Ha-nu-man" 😂
It's not "Ha-Newman" bro 😂 It's "Ha-nu-man" 😂
Humorous correction of pronunciation with laughing emojis, poking fun at the mispronunciation in the video.
adamwestbury7928 Jan 27, 2026
4:35 buddy probably had a bigger order and was impatient 😂 fatahh
4:35 buddy probably had a bigger order and was impatient 😂 fatahh
Commenter makes a joking observation about a specific moment in the video (4:35), using humor to comment on observed behavior.
busystuff23yearsago15 Jan 27, 2026
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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)