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
Search & Filter
Humor / Satire
4,434 comments
Country Status: REDEEMED
Country Status: REDEEMED
Uses ironic gaming-style language ('Country Status: REDEEMED') to satirize the video's apparent anti-immigration stance.
shmok3y
Jan 27, 2026
Be like Mike ? elbows up ?
Be like Mike ? elbows up ?
Cryptic reference to 'Mike' with 'elbows up' appears to be a joke or meme reference rather than substantive commentary.
Humor / Satire
0.75
@Steven-Momy
Mar 4, 2025
here we go lmao
here we go lmao
Expresses amusement or ironic commentary with 'lmao' suggesting satirical tone about the topic.
Humor / Satire
0.75
dsn1460
Jan 27, 2026
Me eating a port of subs sandwich, dang that crazy. Chomp, chomp.
Me eating a port of subs sandwich, dang that crazy. Chomp, chomp.
Playful, absurdist commentary mimicking eating sounds in response to video content.
Humor / Satire
0.75
layneco9545
Jan 27, 2026
I find more Indians with Canadian flag in Roblox than the actual canadians 💀
I find more Indians with Canadian flag in Roblox than the actual canadians 💀
Uses ironic observation and emoji to satirize the perceived overrepresentation of Indians in online spaces versus 'actual Canadians.'
Shia-pakistani
Feb 12, 2026
Canadian slum 😂😂😂😂
Canadian slum 😂😂😂😂
Dismissive joke characterizing Canada as a 'slum' using emoji for comedic effect.
Humor / Satire
0.75
Bollywoodhollywood2023
Dec 30, 2025
Omg you came here! Thanks so much for covering this. I was shoveling snow all day and didn’t see a single punjab with a shovel in their hand
Omg you came here! Thanks so much for covering this. I was shoveling snow all day and didn’t see a single punjab with a shovel in their hand
The comment uses sarcasm and ethnic stereotyping (Punjabi workers not shoveling snow) as comedic commentary, though with underlying identity-based framing.
nickhockey96
Jan 27, 2026
Lol this dude is fake af
Lol this dude is fake af
Brief dismissive comment with casual tone suggesting the speaker is inauthentic.
Humor / Satire
0.75
@kylesawkon4074
Mar 4, 2025
Trump now is the beginning of the end for you. Lol bend over
Trump now is the beginning of the end for you. Lol bend over
Sarcastic/mocking tone about Trump's impact on Canada, using crude humor to express political opposition.
@chriskumar4201
Mar 4, 2025
Vell vell vell
Vell vell vell
Cryptic humorous interjection using exaggerated expression, likely mocking or reacting sarcastically to video content.
Humor / Satire
0.75
Sadge99999
Jan 27, 2026
Next do Russian indian invasion
Next do Russian indian invasion
Sarcastically requests the creator make a video about 'Russian Indian invasion,' mocking the framing of immigration as an 'invasion.'
rosewahu7173
Feb 13, 2026
Haha Putin was right the west will destroy its self
Haha Putin was right the west will destroy its self
Uses sarcastic humor to mock Western self-destruction while invoking Putin, blending satire with geopolitical commentary.
@ameerrana9265
Mar 4, 2025
Lol the fucking hellcat bros
Lol the fucking hellcat bros
Casual, joking tone with expletive-laden humor about a vehicle or situation.
Humor / Satire
0.75
voodooface6290
Jan 27, 2026
But the food will be good.
But the food will be good.
Light, ironic comment acknowledging a positive aspect (food) while implicitly acknowledging broader criticisms discussed in the video.
Humor / Satire
0.75
Agispsi
Jan 27, 2026
I don't see no white doctors now days 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
I don't see no white doctors now days 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
Uses exaggerated laughter and demographic observation as comedic commentary, with an undertone of identity-based framing.
SamuelParkash-t1z
Jan 27, 2026
Fire Trump ?
Fire Trump ?
Brief, sarcastic comment using wordplay ('Fire Trump') that appears to mock rather than seriously advocate.
Humor / Satire
0.75
@app1mxh
Mar 4, 2025
The only thing I have that's from Canada is maple syrup and that already cost $20 for a little bottle
The only thing I have that's from Canada is maple syrup and that already cost $20 for a little bottle
Sarcastic complaint about Canadian maple syrup prices using exaggeration and ironic tone to critique economic costs.
@mortirius1
Mar 4, 2025
Smart guy lol.. good one Justin! Trumpy is not smart. He is an idiot, a moron, and a total disaster
Smart guy lol.. good one Justin! Trumpy is not smart. He is an idiot, a moron, and a total disaster
Sarcastic praise of Trudeau followed by insulting characterization of Trump, using ironic tone and name-calling.
@ridingmoon1617
Mar 4, 2025
"Mejor indios que africanos y musulmanes " 😂
"Mejor indios que africanos y musulmanes " 😂
Uses sarcastic ranking of immigrant groups ('Better Indians than Africans and Muslims') with laughing emoji, employing ironic comparative framing.
ericgonzalez2085
Feb 16, 2026
You shouldn’t worry about human traffickers. You might only get a little bit raped😂
You shouldn’t worry about human traffickers. You might only get a little bit raped😂
Uses dark humor and sarcasm to mock concerns about human trafficking, though the underlying tone expresses fear about immigrant-related dangers.
peredavi
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)