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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 215 of 222
INDIA❌ RANDIA✅
INDIA❌ RANDIA✅
Satirical wordplay on 'India' vs 'Randia' (a derogatory term), using humor to mock or critique.
BD.SHAKIB.786 Feb 17, 2026
Hm. Maybe Trudeau really did improve for once :D
Hm. Maybe Trudeau really did improve for once :D
Uses sarcastic tone with emoticon to express skepticism about Trudeau's performance, mixing irony with mild criticism.
@notsheerosmemes Mar 4, 2025
DJT completes his own three ** 'T' disasters.
DJT completes his own three ** 'T' disasters.
Uses cryptic wordplay ('three T disasters') as satirical commentary on Trump, employing coded humor rather than direct criticism.
@marineboy305 Mar 4, 2025
Im go to India and turn into USA culture
Im go to India and turn into USA culture
Cryptic, fragmented statement that appears to be sarcastic or joking commentary on cultural identity and immigration.
Howtoget101 Jan 29, 2026
Lol....really,it's about time 😊
Lol....really,it's about time 😊
Brief comment with 'Lol' and emoji suggesting sarcastic or joking approval of enforcement action.
quantum1953 Feb 18, 2026
Carney; Who cares? 😮😂😅😊
Carney; Who cares? 😮😂😅😊
Dismissive joke about a political figure (Carney) with emoji reactions suggesting sarcasm.
othaVada Feb 18, 2026
😂😂😂 💩 jeets
😂😂😂 💩 jeets
Dismissive emoji reaction with ethnic slur used sarcastically or mockingly.
KyleUno-m5c Jan 29, 2026
make that make sense tho lol trump doesnt want usa to go to war (nukes) with russia and allow putin to be buddy buddy
make that make sense tho lol trump doesnt want usa to go to war (nukes) with russia and allow putin to be buddy buddy
Uses sarcastic tone and rhetorical questioning to critique Trump's geopolitical strategy regarding Russia.
@Foreverfront Mar 4, 2025
Wondering if watching this on my SkyTrain commute might get me lynched. I'm the only blonde in the car.
Wondering if watching this on my SkyTrain commute might get me lynched. I'm the only blonde in the car.
Uses dark humor and irony about being a racial minority, sarcastically commenting on demographic change.
JaneDoe-zb2kn Jan 28, 2026
I dont mind, but please, use soap and deodorant!
I dont mind, but please, use soap and deodorant!
Uses sarcastic/joking tone with a stereotypical jab at immigrant hygiene practices, blending humor with subtle prejudice.
matys2831 Sep 21, 2025
Suck it up buttercup
Suck it up buttercup
Commenter uses a dismissive, sarcastic phrase ('Suck it up buttercup') that appears to mock or trivialize the discussion with ironic tone.
PrashantSharma-mv6be Feb 3, 2026
Im not eating KFC Big Mac ?
Im not eating KFC Big Mac ?
Cryptic statement mixing fast food brands appears to be absurdist humor or sarcasm unrelated to the video topic.
@darkomihalic2727 Mar 4, 2025
Indians nhi khalistani be in your dreams like an ostrich
Indians nhi khalistani be in your dreams like an ostrich
Cryptic, sarcastic comment using wordplay and cultural references in what appears to be a joking or dismissive tone.
mohitmittal6695 Jan 27, 2026
Skippy the closet boy and Roxham Rd.😅😅😅
Skippy the closet boy and Roxham Rd.😅😅😅
Uses sarcasm and emojis to mock political figures and immigration policy in a satirical manner.
jeffreybaker9165 Feb 17, 2026
look at the 3 of them bunch of goons. lowest IQ cnts I have ever seen
look at the 3 of them bunch of goons. lowest IQ cnts I have ever seen
Insulting mockery of political figures using crude language and sarcasm to dismiss their intelligence.
@Sam-pn2kc Mar 4, 2025
LOL IT WAS DUE
LOL IT WAS DUE
Cryptic laughing response, likely sarcastic commentary on the video's content or timing.
WASUPMYNIG Jan 28, 2026
They are literally everywhere 🤣5 million to every country and 500 million would still be left
They are literally everywhere 🤣5 million to every country and 500 million would still be left
Sarcastic/joking comment about Indian population numbers using emoji, though with underlying demographic anxiety.
spacemonkey5295 Sep 23, 2025
India in indian (benua america)
India in indian (benua america)
Cryptic, likely sarcastic or joking comment comparing India to 'Indian America,' unclear intent but appears humorous.
jagatsatriatotoksaraf3676 Feb 14, 2026
please no more durka durkas. zeroooo
please no more durka durkas. zeroooo
Uses derogatory slur and sarcasm ('zeroooo') in a mocking tone toward immigrants.
gab-o-r2c Jan 3, 2026
Durka Durka
Durka Durka
Nonsensical phrase appears to be mocking or satirical commentary, likely referencing stereotypes.
zhouyou28 Sep 27, 2025
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Discourse Taxonomy

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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

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)