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
4:15 yeah that's you guys shitting and junking around 😂😂😂 can't live without fentanyl right?
4:15 yeah that's you guys shitting and junking around 😂😂😂 can't live without fentanyl right?
Uses sarcasm and joking tone to mock a group, though the underlying stereotype about drug use suggests identity-based framing.
no-Nonsense-tolerated
Jan 27, 2026
Globalist Trudeau on the ropes. Delicious ?
Globalist Trudeau on the ropes. Delicious ?
Uses sarcastic tone ('Delicious') and dismissive framing of Trudeau as a 'Globalist,' combining satire with identity-based criticism.
@RetroGamesCollector
Mar 4, 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
Canadian slum 😂😂😂😂
Canadian slum 😂😂😂😂
Dismissive joke characterizing Canada as a 'slum' using emoji for comedic effect.
Humor / Satire
0.75
Bollywoodhollywood2023
Dec 30, 2025
Bro just exposed the whole Brampton 😂😂😂.... Those drivers are worst-ever...
Bro just exposed the whole Brampton 😂😂😂.... Those drivers are worst-ever...
Makes a joking reference to a specific city's driving reputation, using humor to stereotype a community.
zakiahmed376
Feb 14, 2026
Canada go to New Jersey
Canada go to New Jersey
Absurdist suggestion to relocate Canada, likely sarcastic commentary on immigration or policy.
Humor / Satire
0.75
josepaulloor6449
Feb 5, 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
Get em😂 outa here canaindia😂
Get em😂 outa here canaindia😂
Uses sarcasm and wordplay ('canaindia') to mock or comment on Indian-Canadian identity and presence.
J-JHandyman-Deliveries.
Jan 27, 2026
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
At least they’re working not acting busy with phones and saying our wives are working 😂
At least they’re working not acting busy with phones and saying our wives are working 😂
Uses humor and sarcasm to defend immigrants' work ethic compared to others, with an ironic tone.
Monkey-D-Luffy27
Jan 27, 2026
We can have only so many derka derka. Me derka derka, OK. But no more derka derka. Logical ..
We can have only so many derka derka. Me derka derka, OK. But no more derka derka.
Logical ..
Uses mock gibberish and sarcasm to mock immigration and cultural difference through offensive stereotyping.
sculpinator14
Jan 27, 2026
Immigrant complaining about immigration 😂😂😂. Btw current immigration is not as brutal as previous were.
Immigrant complaining about immigration 😂😂😂. Btw current immigration is not as brutal as previous were.
Uses ironic observation about an immigrant criticizing immigration policy, with comparative historical framing about past immigration severity.
mahabharat_101
Jan 25, 2026
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
I’m as racist as the next guy… WOOOOOWWWWW😢
I’m as racist as the next guy… WOOOOOWWWWW😢
Uses ironic self-deprecation and emotional expression (emoji) to satirize racist attitudes, likely mocking such views.
Underthestreetlightz
Jan 27, 2026
''Damn'' -Someone.
''Damn'' -Someone.
Absurdist humor attributing a generic exclamation to an unnamed person, mocking low-effort commentary.
Humor / Satire
0.75
HollowTheCommenter
Jan 27, 2026
HONEY GET THE CANADIAN RAID SPRAY!!! THE ONES WHO EAT WITH THEIR HANDS ARE INVADING!!
HONEY GET THE CANADIAN RAID SPRAY!!! THE ONES WHO EAT WITH THEIR HANDS ARE INVADING!!
Uses exaggerated, sarcastic language and cultural stereotypes in a mock-alarmist tone, blending satire with xenophobic framing.
Adrianokingslyprentice5435
Jan 27, 2026
they don’t like eating poops like their own country hahahha 😂
they don’t like eating poops like their own country hahahha 😂
Uses crude humor and sarcasm to mock immigrants, with identity-based stereotyping underlying the joke.
JanRayGama
Feb 15, 2026
Another banger to watch while eating biryani :)
Another banger to watch while eating biryani :)
Light-hearted comment combining cultural reference (biryani) with video enjoyment, using humor to engage with the content.
JusticeforYuki-Tsunoda
Jan 27, 2026
There's a fine line between genius and insanity, as time goes, sadly it seems Musk/Trump fall to the latter.
There's a fine line between genius and insanity, as time goes, sadly it seems Musk/Trump fall to the latter.
Uses the 'fine line between genius and insanity' idiom sarcastically to critique Musk/Trump, blending humor with political commentary.
@bobbrown8661
Mar 4, 2025
Shits cooked. So cooked
Shits cooked. So cooked
Colloquial expression of hopelessness using slang, likely sarcastic commentary on the situation.
Humor / Satire
0.75
jacobbetts7388
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)