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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 136 of 222
LET'S SEE IF THESE AMERICANS WILL STAY WEAK AND HELPLESS WITH THEIR STUPID PRESIDENT HAHAHAHAHAA
LET'S SEE IF THESE AMERICANS WILL STAY WEAK AND HELPLESS WITH THEIR STUPID PRESIDENT HAHAHAHAHAA
Uses sarcastic mockery and all-caps for comedic effect while criticizing American leadership.
@alphacentaurib4416 Mar 4, 2025
Make that make sense!!
Make that make sense!!
Sarcastic expression of confusion or disbelief using colloquial phrasing.
@MauriceWilliams-f8y Mar 4, 2025
I can literally smell this video
I can literally smell this video
Sensory exaggeration used as sarcastic commentary on video content.
AMERICA1ST-y5n Jan 27, 2026
5:26 what did africa do again worry about Indians leave us alone 😅😅😅
5:26 what did africa do again worry about Indians leave us alone 😅😅😅
Comment uses sarcasm and dismissive humor to deflect criticism, with an us-vs-them undertone.
amadubarrie7836 Jan 28, 2026
From crazy maker Florida.....how lovely to have Trudeau representing your country. I couldn't keep back the tears of pride for you, Canada.
From crazy maker Florida.....how lovely to have Trudeau representing your country. I couldn't keep back the tears of pride for you, Canada.
Uses sarcastic irony ('tears of pride') to mock Trudeau's representation of Canada.
@nancystaub1729 Mar 4, 2025
Canada needs an enema
Canada needs an enema
Uses crude metaphorical language (enema) sarcastically to criticize Canada's condition, blending satire with policy critique.
cityiot Jan 11, 2026
WE SHOULD ALL GO LIVE AT CARNEYS HOUSE HE CAN PAY ALL COST
WE SHOULD ALL GO LIVE AT CARNEYS HOUSE HE CAN PAY ALL COST
Sarcastically suggests housing the homeless at a politician's residence, using ironic exaggeration for social critique.
clayirwinmusic1962 Jan 4, 2026
Lmao CNN and Trudeau what a perfect match both losers ??
Lmao CNN and Trudeau what a perfect match both losers ??
Uses sarcasm and mockery to criticize both CNN and Trudeau, combining humor with political critique.
@stevepouliot6906 Mar 4, 2025
@wolf, sorry about your privileged white border dreams becoming a nightmare. Is your house still there, poor thing?
@wolf, sorry about your privileged white border dreams becoming a nightmare. Is your house still there, poor thing?
Sarcastic mockery of someone's immigration concerns, using irony about privilege and property loss.
@HeroCorona-ut1wt Mar 4, 2025
Ask every African, Chinese, Mexican, Canadian, Ukrainian and European , there is only one idiot in America. Everyone knows the idiot.
Ask every African, Chinese, Mexican, Canadian, Ukrainian and European , there is only one idiot in America. Everyone knows the idiot.
Uses ironic, sarcastic framing to mock a political figure through exaggerated international consensus.
@Chris-s6j1u Mar 4, 2025
Thank you MAGA. You voted for this stupid circus.
Thank you MAGA. You voted for this stupid circus.
Sarcastic blame directed at MAGA voters, using ironic language to criticize political choices.
@titansfan4215 Mar 4, 2025
Trump sends Sidney Crosby back we don't want them no more I live here in Pittsburgh we don't need him!!!!
Trump sends Sidney Crosby back we don't want them no more I live here in Pittsburgh we don't need him!!!!
Joking suggestion to send back a Canadian hockey player (Sidney Crosby) uses sarcasm and exaggeration for comedic effect.
@Yinz_Kno_Johnny Mar 4, 2025
They wanted a clown twice, Dance now !
They wanted a clown twice, Dance now !
Sarcastic commentary using 'clown' metaphor and 'dance now' to mock voters' choices.
@seabird6744 Mar 4, 2025
their food stinks anyways, buy icelandic and greenlandic export instead.
their food stinks anyways, buy icelandic and greenlandic export instead.
Sarcastic dismissal of Canadian products with humorous suggestion to buy from other countries instead.
@WarAtlas-p6t Mar 4, 2025
Has governor Trudeau not accepted the order from his boss President Trump yet, at making Canada Americas new state? ? I’m being sarcastic btw. I love Canada and dying for some poutine. I guess Burger …
Has governor Trudeau not accepted the order from his boss President Trump yet, at making Canada Americas new state? ? I’m being sarcastic btw. I love Canada and dying for some poutine. I guess Burger King and some other burger chains here in Denmark comes close with their loaded fries, but it’s just not the same. The color of are flags are the same though. This is Trudeaus best speech, I always thought he was an idiot until today. Canada, je taime❤
Sarcastic commentary about Canada becoming a US state, explicitly marked as sarcasm, combined with affection for Canada and positive remarks about Trudeau's speech.
@Zortoili Mar 4, 2025
Could smell this video before I clicked on it
Could smell this video before I clicked on it
Sarcastic sensory joke implying negative stereotypes about Indian immigrants, using ironic commentary.
ByKxth Jan 27, 2026
bike dude is diabolical lol
bike dude is diabolical lol
Joking characterization of a person featured in the video using casual, exaggerated language ('diabolical lol').
jordonchatten Jan 27, 2026
Hahah welcome to Canada
Hahah welcome to Canada
Uses ironic/sarcastic tone ('Hahah welcome to Canada') that could be welcoming or mocking depending on context, but the laughter suggests satirical commentary.
DannyL87 Jan 27, 2026
Bro on the bike is a G. "Africans are horrible people!" Lol
Bro on the bike is a G. "Africans are horrible people!" Lol
Uses ironic laughter to mock a person in the video making a racist statement, employing sarcasm as commentary.
MrNolanVoid Jan 28, 2026
And y’all thought it was sweet in Canada 😂😂😂 🇨🇦
And y’all thought it was sweet in Canada 😂😂😂 🇨🇦
Ironic commentary suggesting Canada's reputation for sweetness/niceness is contradicted by the video content.
DripLord92 Jan 27, 2026
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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)