Research Tools
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
Dude, they were setting you up to rob you, not traffic you. That's a well known Montreal scam. You got away with both your kidneys so that's good I suppose
Dude, they were setting you up to rob you, not traffic you. That's a well known Montreal scam. You got away with both your kidneys so that's good I suppose
Darkly comedic response to a scam story, using sarcasm ('at least you kept your kidneys') to mock the situation.
antagonizerr
Jan 27, 2026
it's just ironic that Indians love their country so much that they want to live in other countries
it's just ironic that Indians love their country so much that they want to live in other countries
Ironic observation about the contradiction between Indian patriotism and emigration, delivered as pointed commentary rather than serious critique.
Indienkorps1
Jan 27, 2026
You mazafukka 😂😂😂 why tf you have to pretend to be portuguese??? You momo, we feel insulted
You mazafukka 😂😂😂 why tf you have to pretend to be portuguese??? You momo, we feel insulted
Uses joking tone and emojis to mock someone for misrepresenting their Portuguese identity, with ethnic undertones.
BoddhaAl
Jan 27, 2026
We got the human trafficking of @tyleroliveira before GTA6
We got the human trafficking of @tyleroliveira before GTA6
Sarcastic comparison between real-world crime and video game content, using irony to comment on the video's subject matter.
TWTV21
Jan 27, 2026
" DELETE CHAT.DON'T TELL THIS TO ANYONE". "OK".
" DELETE CHAT.DON'T TELL THIS TO ANYONE".
"OK".
Uses ironic dialogue format to satirize censorship or suppression of discussion about immigration, likely mocking perceived media bias.
dieghitoanakoreta5230
Jan 27, 2026
And since these guys live in Canada they are American according to Bad Bunny…
And since these guys live in Canada they are American according to Bad Bunny…
Makes a sarcastic reference to Bad Bunny's statement about Canadian residents being American, using ironic commentary.
caseclosed9342
Feb 12, 2026
Guess we need more gun laws. Lol
Guess we need more gun laws. Lol
Sarcastic comment using 'Lol' to mock the suggestion that gun laws are the solution to immigration issues.
Humor / Satire
0.80
tedzybe
Feb 18, 2026
Did the cops make them meal and carry their bags?
Did the cops make them meal and carry their bags?
Uses sarcastic questioning to mock perceived preferential treatment of immigrants.
Humor / Satire
0.80
ColdHardToronto
Jan 6, 2026
Theres a middle class?
Theres a middle class?
Sarcastic rhetorical question questioning the existence or viability of the middle class in Canada.
Humor / Satire
0.80
tylershepherd208
Jan 14, 2026
White people crying about replacing themselves 😂😂 You did this to yourselves
White people crying about replacing themselves 😂😂 You did this to yourselves
Sarcastic, mocking tone using emojis to ridicule demographic anxiety claims, employing irony as commentary.
LightSaber12345
Jan 27, 2026
How come you didn’t ask why so many people were praying in the middle of the day? 😂
How come you didn’t ask why so many people were praying in the middle of the day? 😂
Uses sarcastic questioning with emoji to mock religious practices, employing ironic commentary rather than genuine inquiry.
habbsterr
Jan 27, 2026
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
Ice will have a ball of a time in Brampton
Ice will have a ball of a time in Brampton
Uses sarcastic/joking reference to a person named 'Ice' having difficulty in a demographically changed city.
Humor / Satire
0.80
BrainlessPiggy
Jan 27, 2026
The liberals will do your taxes for you. What a joke. 😂
The liberals will do your taxes for you. What a joke. 😂
Uses sarcasm and emoji to mock government tax policy as ineffective or absurd.
DenisVanasse
Jan 11, 2026
Indians will immigrate anywhere but India 😂😂
Indians will immigrate anywhere but India 😂😂
Uses joking tone with emoji to make a satirical generalization about Indian emigration patterns.
Frzn1776
Jan 27, 2026
I hope Trump was joking when saying India will be the 51 state, i mean canada. WTF happened?
I hope Trump was joking when saying India will be the 51 state, i mean canada. WTF happened?
Sarcastic comment joking about Trump's alleged statement regarding India becoming a state, using ironic confusion to critique the absurdity of the claim.
raphaelteixeira5933
Jan 27, 2026
Guys all shook acting like Sikhs/Punjabis are gonna shank him or rob him for no reason lol
Guys all shook acting like Sikhs/Punjabis are gonna shank him or rob him for no reason lol
Uses ironic humor to mock racist stereotypes about Sikhs/Punjabis, sarcastically highlighting the absurdity of xenophobic fears.
sayless9937
Jan 27, 2026
Pissed white flakes crying in comments. you can't do shit, CUCKS🤣😂
Pissed white flakes crying in comments. you can't do shit, CUCKS🤣😂
Uses sarcasm, mocking tone, and emojis to ridicule commenters, employing inflammatory humor rather than substantive argument.
AbhiD17
Jan 27, 2026
You know the left ain't going to be happy with you exposing this stuff! 😂
You know the left ain't going to be happy with you exposing this stuff! 😂
Commenter uses sarcasm and humor to suggest the content creator is exposing controversial information that will upset political opponents.
JJ_moneybag
Jan 27, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
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
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)