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
This is the country that applauded an elderly ex SS soldier for his heroism 😂
This is the country that applauded an elderly ex SS soldier for his heroism 😂
Sarcastic criticism of Canada's immigration policies using ironic reference to a controversial historical incident.
GeekedLynx
Feb 6, 2026
AI footage of the rickshaw on the freeway 😂😂
AI footage of the rickshaw on the freeway 😂😂
Makes a joking reference to AI-generated content quality regarding an absurd scenario in the video.
Humor / Satire
0.82
michaelb5622
Jan 27, 2026
ooohhh noooooo people immigrated to a country who was welcoming immigrantsss ohhh noooo how can theyyyy :((
ooohhh noooooo people immigrated to a country who was welcoming immigrantsss ohhh noooo how can theyyyy :((
Sarcastic commentary using exaggerated concern to critique anti-immigration sentiment, implying that welcoming immigrants is morally appropriate.
prayagtrivedi2606
Jan 27, 2026
India is the best country in the world , says mr Patel sitting in his flat in Berlin
India is the best country in the world , says mr Patel sitting in his flat in Berlin
Satirical commentary mocking nationalist pride claims by highlighting the irony of someone abroad claiming national superiority.
Zach-khokar
Mar 3, 2026
You should do some more videos in Canada dude! Lots to choose from. You’re intense for getting smuggled 😂
You should do some more videos in Canada dude! Lots to choose from. You’re intense for getting smuggled 😂
Joking tone with emoji and playful reference to 'smuggled,' combined with a light suggestion for more content.
Nerftheworld
Jan 27, 2026
Canada loves Indian food so the rest is history
Canada loves Indian food so the rest is history
Uses lighthearted, tongue-in-cheek reasoning to explain Canada's acceptance of Indian immigrants.
Humor / Satire
0.82
Bigbirdwin1991
Feb 28, 2026
Канада отправит их в Науру. 😂
Канада отправит их в Науру. 😂
Comment in Russian with laughing emoji making a satirical reference to deportation to Nauru (Australia's offshore detention center).
Humor / Satire
0.82
FanPip
Feb 18, 2026
0:13 se who is talking about hygiene . Those Who don’t even know how to wash their ass 😂
0:13 se who is talking about hygiene . Those Who don’t even know how to wash their ass 😂
Uses sarcastic humor and ethnic stereotyping to mock immigrants' hygiene practices.
gxurav001
Feb 4, 2026
Oh well, I guess maple syrup will be more expensive now until Canada becomes the 51st state.
Oh well, I guess maple syrup will be more expensive now until Canada becomes the 51st state.
Ironic joke about tariff consequences and absurdist prediction of Canadian annexation.
Humor / Satire
0.82
@Endorphin_x
Mar 4, 2025
We have unlocked the coded media term "Brampton Driver"
We have unlocked the coded media term "Brampton Driver"
Ironic commentary decoding a media euphemism ('Brampton Driver') as coded language, using satire to critique media framing.
DerekMcquattie
Jan 27, 2026
Haha good luck fighting against us u twerp
Haha good luck fighting against us u twerp
Dismissive joke/taunt using sarcasm ('good luck fighting against us u twerp'), not substantive engagement.
Humor / Satire
0.82
@jeffjeff-xv7up
Mar 4, 2025
Nice to see a little of his dad finally coming out!
Nice to see a little of his dad finally coming out!
Sarcastic remark comparing current leadership to his father, using ironic tone to critique or mock.
Humor / Satire
0.82
@johnhubert3875
Mar 4, 2025
Brother you should've messaged me I would've bought you a coffee from Singh Hortons.
Brother you should've messaged me I would've bought you a coffee from Singh Hortons.
Joking offer of hospitality using a pun ('Singh Hortons'), combining humor with welcoming sentiment.
chrisgrieve9533
Jan 27, 2026
"What do the native Canadians think" then he goes and talks to white ppl like bro they immigrants to this land 😂😂
"What do the native Canadians think" then he goes and talks to white ppl like bro they immigrants to this land 😂😂
Uses ironic humor to critique the framing of 'native Canadians' as white people, pointing out the contradiction with laughter.
Lakota_1478
Mar 1, 2026
It's true that American and Canadian don't know how to wiped their asses?
It's true that American and Canadian don't know how to wiped their asses?
Uses sarcastic, crude humor to mock stereotypes about Americans and Canadians through exaggerated comparison.
spyder-t1j
Feb 5, 2026
So many Indians the other Indians are being racist against the new Indians hahaha
So many Indians the other Indians are being racist against the new Indians hahaha
Uses ironic humor about internal ethnic group dynamics, marked by 'hahaha' indicating comedic intent.
Humor / Satire
0.82
MorleyMason
Jan 27, 2026
Bro in the bike told no lies. 😂 🤣
Bro in the bike told no lies. 😂 🤣
Brief humorous endorsement of a previous commenter's statement, using laughter emojis to signal comedic appreciation.
papishampoo5235
Jan 27, 2026
lol, that girly dude doesn’t scare anyone. So does Canada
lol, that girly dude doesn’t scare anyone. So does Canada
Uses dismissive mockery ('girly dude') and sarcasm to belittle both leaders and their countries.
@Dreidcs2
Mar 4, 2025
We should not be allowed to run for office after 60 years of age. As a dinosaur, Donald done old. Come on Trudeau, come on! Big kisses from France ?
We should not be allowed to run for office after 60 years of age. As a dinosaur, Donald done old. Come on Trudeau, come on! Big kisses from France ?
Uses sarcasm and joking tone ('dinosaur,' 'Big kisses from France') to mock age-related policy concerns while critiquing leadership.
@jerometeyssier3171
Mar 4, 2025
SAAR we conquer Canada gay hind 💪😎
SAAR we conquer Canada gay hind 💪😎
Joking comment using 'SAAR' stereotype and emojis to sarcastically reference Indian demographic presence in Canada as a 'conquest.'
Ahmed-kn1zo
Oct 7, 2025
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)