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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 153 of 222
post peace keepers at the food banks. you'll catch them there.
post peace keepers at the food banks. you'll catch them there.
Uses dark humor and sarcasm to suggest undocumented immigrants can be found at food banks, implying they are economically dependent.
hist0rian Sep 27, 2025
Lol they thought trump was playing with them . Boy oh boy play time is over
Lol they thought trump was playing with them . Boy oh boy play time is over
Uses sarcastic tone ('Lol', 'play time is over') to mock other countries' underestimation of Trump's willingness to follow through on threats.
@joesarkis7337 Mar 4, 2025
Hahahaha you guys are fucked
Hahahaha you guys are fucked
Brief laughing response suggesting dark humor about Canada's immigration situation.
CreatureOvFire Jan 28, 2026
Dude with the bike and helmet is massively BASED
Dude with the bike and helmet is massively BASED
Uses slang ('BASED') to sarcastically praise someone in the video, employing ironic commentary rather than substantive argument.
DocDaGoat Jan 27, 2026
All Tim Hortons is all Indians 😂
All Tim Hortons is all Indians 😂
Makes a joking observation about Indian representation in a specific workplace, using humor to comment on demographic change.
PhillyProductions11 Jan 27, 2026
Christopher Columbus is smiling in his grave
Christopher Columbus is smiling in his grave
Sarcastic historical reference implying ironic commentary on colonialism and current immigration debates.
hotmess7846 Jan 27, 2026
Saar do not redeem video saar it an racist saar!
Saar do not redeem video saar it an racist saar!
Satirical mockery using exaggerated accent and absurd accusation to parody complaints about the video being racist.
jailbreaker1214 Jan 27, 2026
I am an American and I don’t need any maple syrup from Canada or ice cream
I am an American and I don’t need any maple syrup from Canada or ice cream
Uses ironic/sarcastic statement about not needing Canadian products as a form of protest commentary.
@215markmark Mar 4, 2025
ICE has enter the chat
ICE has enter the chat
Uses sarcastic reference to U.S. ICE agency as ironic commentary on Canadian immigration enforcement.
user-bu5dr9tk5f Jan 15, 2026
Justine Tittybaby better get ready to add some Stars and Stripes to that flag!
Justine Tittybaby better get ready to add some Stars and Stripes to that flag!
Uses crude nickname and joke about Canada being annexed, combining mockery with implied threat of US takeover.
@davidmorgan3 Mar 4, 2025
Tell it to the people who voted for the Liberal, Mark Carney will magically made Canada great again, elbows up! 🤣🤣🤣🤣
Tell it to the people who voted for the Liberal, Mark Carney will magically made Canada great again, elbows up! 🤣🤣🤣🤣
Uses sarcasm and emojis to mock Liberal government and Mark Carney's immigration policies as ineffective.
ShikLam666 Aug 28, 2025
The Polish guy walking on the road half naked talking about naked guys in their homes LOL what a hypocrite.
The Polish guy walking on the road half naked talking about naked guys in their homes LOL what a hypocrite.
Uses sarcasm and ironic commentary to mock a commenter's perceived hypocrisy regarding nudity.
lynkDom-wf5io Oct 27, 2025
0:17 upper class are the ones that actually eat poop.😂 Other's avoid it.
0:17 upper class are the ones that actually eat poop.😂 Other's avoid it.
Uses sarcasm and crude humor to mock a claim made in the video, with a laughing emoji indicating comedic intent.
Leavingnemo Feb 27, 2026
When you taste your own medicine .
When you taste your own medicine .
The comment uses the idiom 'taste your own medicine' sarcastically to suggest Canada is experiencing consequences similar to what it imposed on others.
kneelb4mebech Feb 10, 2026
😂😂 india people migration to Pakistan 🎉🎉🎉😂 Pakistan rupee is rising 🎉🎉 please make a vdo on Pakistan currency rise🎉 welcome to the BEST COUNTRY IN THE WORLD... PAKISTANI countries 🎉🎉
😂😂 india people migration to Pakistan 🎉🎉🎉😂 Pakistan rupee is rising 🎉🎉 please make a vdo on Pakistan currency rise🎉 welcome to the BEST COUNTRY IN THE WORLD... PAKISTANI countries 🎉🎉
Uses sarcasm and emojis to mock Indian migration patterns and promote Pakistan, appearing to be off-topic commentary with satirical intent.
loveonlylove1013 Dec 19, 2025
I guess he forgot that MAGA doesn't care about the facts...
I guess he forgot that MAGA doesn't care about the facts...
Uses sarcasm to mock MAGA supporters' relationship with facts.
@ijuggle42 Mar 4, 2025
What's the problem? Not enough housing? Raise taxes. Not enough jobs. Raise taxes. Food too expensive? Raise taxes. This isn't rocket science.
What's the problem? Not enough housing? Raise taxes. Not enough jobs. Raise taxes. Food too expensive? Raise taxes. This isn't rocket science.
Sarcastically mocks government policy responses to social problems by suggesting 'raise taxes' as a one-size-fits-all solution.
wildfood1 Nov 22, 2025
Sneak into the greatest country on earth? And which country would that be? Not the US surely?? I wouldn't step foot there in a million years!
Sneak into the greatest country on earth? And which country would that be? Not the US surely?? I wouldn't step foot there in a million years!
Uses sarcasm and rhetorical questioning to mock the phrase 'greatest country,' combining ironic commentary with implicit national identity critique.
kenzog5428 Jan 28, 2026
HE SAID MAKE IT MAKE SENSE SO LEMME HELP WE (THE USA) DON'T MAKE DOLLARS WITH YOU TRUDEAU WE MAKE CENTS!!! YOUR SUBMISSION IS ALL WE WANT ! WE DON'T NEED YOU NEED US! EDIT
HE SAID MAKE IT MAKE SENSE SO LEMME HELP WE (THE USA) DON'T MAKE DOLLARS WITH YOU TRUDEAU WE MAKE CENTS!!! YOUR SUBMISSION IS ALL WE WANT ! WE DON'T NEED YOU NEED US! EDIT
Uses wordplay ('dollars/cents'), all-caps emphasis, and sarcastic tone to mock Canada-US relations humorously.
@THENOTENATION Mar 4, 2025
AH Canada! From Natives 👉 British & French 👉 Indian 👉 ? ......................... It's a story Stolen Land's Destiny 😂
AH Canada! From Natives 👉 British & French 👉 Indian 👉 ? ......................... It's a story Stolen Land's Destiny 😂
Uses ironic humor and historical comparison to satirize Canada's successive waves of demographic change, treating immigration as inevitable cyclical pattern.
Muneeb_Araeen 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)