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
Are they being kidnapped 😂
Are they being kidnapped 😂
Sarcastic question with laughing emoji mocking the video's content or framing, using ironic commentary.
Humor / Satire
0.88
wjmartensen
Oct 3, 2025
bro said he bout to sick AI on the Fent Crisis I cant ?
bro said he bout to sick AI on the Fent Crisis I cant ?
Uses casual, ironic language mocking the idea of using AI to solve the fentanyl crisis, with comedic tone indicated by 'I cant ?'.
Humor / Satire
0.88
@yaboymc
Mar 4, 2025
It what world is orange peel smart??
It what world is orange peel smart??
Mocking rhetorical question about US leadership intelligence using derisive nickname.
Humor / Satire
0.88
@lorettaruckle8336
Mar 4, 2025
It be funny to go watch trumps speech right after this. Lol
It be funny to go watch trumps speech right after this. Lol
Suggests watching Trump's speech for comedic contrast, using humor to make an implicit political comparison.
Humor / Satire
0.88
@premierproperties240
Mar 4, 2025
Indigenous watching red necks complaing "1/4 are immigrants": 👁👄👁
Indigenous watching red necks complaing "1/4 are immigrants": 👁👄👁
Uses ironic meme-format commentary to satirize complaints about immigration by invoking indigenous historical displacement.
soubermed2175
Oct 21, 2025
Browntown, Indatario. A great place to immigrate to. Please. Everyone come here. There is free beer at the LCBO. Welcome everyone. 🌷
Browntown, Indatario. A great place to immigrate to. Please. Everyone come here. There is free beer at the LCBO. Welcome everyone. 🌷
Uses sarcastic irony to mock both immigration and Canadian stereotypes, with exaggerated welcoming tone.
Humor / Satire
0.88
hifimagician
Sep 19, 2025
2:48 😂😂😂😂 this guy Edit: I'm from Southern Africa, still found dude hella funny 😁😂
2:48 😂😂😂😂 this guy
Edit: I'm from Southern Africa, still found dude hella funny 😁😂
Expresses amusement at video content with a personal note about finding it funny across cultural contexts.
WillanKhatter-l2m2b
Feb 17, 2026
It’s because you gave Melania those googly eyes ?
It’s because you gave Melania those googly eyes ?
Uses humorous innuendo about Melania's eye contact to make a joking comment about the PM's interaction.
Humor / Satire
0.88
@anthonypage7969
Mar 4, 2025
That's right Donald, it's President Musk
That's right Donald, it's President Musk
Uses sarcastic irony to mock Trump's authority by suggesting Elon Musk is the real president.
Humor / Satire
0.88
@kathy9981
Mar 4, 2025
Appeasing the Bear and you chose to poke the Beaver? ??
Appeasing the Bear and you chose to poke the Beaver? ??
Uses animal metaphors (Bear/Beaver) and emoji to satirically comment on geopolitical strategy choices.
@geolan4467
Mar 4, 2025
Dude with the bike was BASED. 😂👌
Dude with the bike was BASED. 😂👌
The comment uses slang ('BASED') and emojis to humorously praise someone's behavior shown in the video, functioning as comedic commentary.
stanleysmith7551
Jan 27, 2026
Return to Sender - Elvis Presley
Return to Sender - Elvis Presley
Uses Elvis song reference as ironic commentary suggesting immigrants should be 'returned,' employing cultural humor to critique immigration policy.
Humor / Satire
0.88
CanadaGeneration-l8b
Feb 18, 2026
Donald isn't a smart guy. That's the only wrong thing he said. LOL
Donald isn't a smart guy. That's the only wrong thing he said. LOL
Commenter uses sarcasm and humor to mock Trump's intelligence, with 'LOL' indicating ironic tone.
Humor / Satire
0.88
@ottophobia
Mar 4, 2025
You need to contact Donald Trump 😂
You need to contact Donald Trump 😂
Joking suggestion to contact Donald Trump about Canadian immigration, using humor to comment on the issue.
Humor / Satire
0.88
JulioTejeda-c2g
Jan 28, 2026
? I make the greatest deals ?
? I make the greatest deals ?
Mocking imitation of Trump's characteristic phrase about making deals, used sarcastically.
Humor / Satire
0.88
@1985Jesg
Mar 4, 2025
Justin must have been biting his tongue when he said Donald was a smart man! LOL
Justin must have been biting his tongue when he said Donald was a smart man! LOL
Employs sarcasm about Trudeau's diplomatic comments toward Trump, with humorous tone indicated by 'LOL'.
Humor / Satire
0.88
@robertsemple2016
Mar 4, 2025
What a legend the guy on the bike is 😂😂😂😂
What a legend the guy on the bike is 😂😂😂😂
Lighthearted praise of someone in the video using casual humor and multiple laughing emojis.
Humor / Satire
0.88
T29BSB
Jan 27, 2026
Satanists vs Anti-Christ trade wars
Satanists vs Anti-Christ trade wars
Uses absurdist religious framing and sarcasm to mock the trade conflict as a battle between extreme ideological forces.
Humor / Satire
0.88
@superd8872
Mar 4, 2025
"its not called brown town for nothing" LMFAOOOOOOO
"its not called brown town for nothing" LMFAOOOOOOO
Laughing reaction to a quoted phrase from the video, using humor to respond to content about demographic change.
Humor / Satire
0.88
kylemeridith9611
Oct 1, 2025
Thats really slashing the numbers 😂 by a big 15000 give me a break
Thats really slashing the numbers 😂 by a big 15000 give me a break
Uses sarcasm and mockery to criticize the immigration reduction as insufficient, with the laughing emoji signaling ironic commentary.
stewbokka4123
Jan 4, 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)