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
Now next time ask Red Indians how they feel about America 😂😂
Now next time ask Red Indians how they feel about America 😂😂
Sarcastic suggestion to ask Indigenous peoples about America, using humor to critique the video's framing.
DanteDMC21
Feb 10, 2026
Cope more Canada
Cope more Canada
Uses internet slang ('cope') in a dismissive, sarcastic manner to mock Canada or the speaker.
Humor / Satire
0.75
@calidawg111
Mar 4, 2025
stop acting like a teenage girl got ditched by ex bf
stop acting like a teenage girl got ditched by ex bf
Sarcastic jab using a teenage breakup metaphor to mock Trudeau's tone or demeanor in the video.
@photonics1
Mar 4, 2025
It’s funny all the people that are doing drugs are 4-5 generation migrants from Europe.
It’s funny all the people that are doing drugs are 4-5 generation migrants from Europe.
Uses ironic reversal to mock stereotypes about drug use and immigration by attributing it to European migrants instead.
jaykamo3686
Sep 30, 2025
i bet it smells.
i bet it smells.
Vague, dismissive comment that appears to be sarcastic or crude humor rather than substantive critique.
Humor / Satire
0.75
streamingnowstreamingnow2568
Sep 30, 2025
??? Trudeau the ultimate loser! Didn't your own people boot you? Lol
??? Trudeau the ultimate loser! Didn't your own people boot you? Lol
Mocking Trudeau with sarcastic language ('ultimate loser', 'Lol') and a rhetorical question about his political downfall, using humor to express criticism.
@jasonmusante9321
Mar 4, 2025
Trudeau is talking like we’re Americans. Dude we’re Russians now.
Trudeau is talking like we’re Americans. Dude we’re Russians now.
Uses absurdist humor and sarcasm ('we're Russians now') to critique Canadian political alignment, though identity framing is also present.
@backinhighschool94
Mar 4, 2025
You cannot use logic and facts against a king
You cannot use logic and facts against a king
Uses ironic, proverbial language to mock the futility of rational argument against authoritarian power.
@sgt391
Mar 4, 2025
Lindu p4_jeet doing their best thing 😂
Lindu p4_jeet doing their best thing 😂
Mocking comment using ethnic stereotyping and laughing emojis, combining satire with identity-based framing.
MIKE-k-j8i
Feb 11, 2026
I'm going to disagree with Trudeau on one critical point, Donald Jackass Trump is NOT a smart man. If he was, this wouldn't even be happening.
I'm going to disagree with Trudeau on one critical point, Donald Jackass Trump is NOT a smart man. If he was, this wouldn't even be happening.
Uses crude name-calling ('Jackass') and sarcasm to mock Trump's intelligence while disagreeing with Trudeau's framing.
@CosmicFantasiesStudios
Mar 4, 2025
😂😂😂 all workig secerty😂
😂😂😂 all workig secerty😂
Laughing emojis and cryptic comment suggesting mockery or sarcasm about workers' roles.
Humor / Satire
0.75
SalehAbdulla-m9n6n
Oct 1, 2025
It’s a shit hole😂
It’s a shit hole😂
Brief dismissive statement with laughing emoji suggesting sarcastic or joking tone rather than serious critique.
Humor / Satire
0.75
Adalmandol
Oct 1, 2025
Karma is a bitch
Karma is a bitch
Uses a common idiom sarcastically, likely commenting on perceived consequences or irony in the immigration situation.
Humor / Satire
0.75
planetwonders
Oct 1, 2025
Next time go with a friend or undercover bodyguard when getting snuggled into a "safe house"! 😰
Next time go with a friend or undercover bodyguard when getting snuggled into a "safe house"! 😰
Uses sarcastic tone and emoji to mock or comment on immigrant safety concerns, though the underlying sentiment is ambiguous.
Frappelychee
Feb 5, 2026
They're enjoying with Tradeau and Singh.
They're enjoying with Tradeau and Singh.
Uses sarcastic/ironic phrasing ('enjoying with') to mock political leaders and immigration policy in a joking manner.
Humor / Satire
0.75
arifshakoor1650
Oct 1, 2025
You need a dome nowadays trumps wants one cause no one likes him but maga'ts. Trump needs a dome. To keep his brain together.
You need a dome nowadays trumps wants one cause no one likes him but maga'ts. Trump needs a dome. To keep his brain together.
Uses sarcastic, joking language about Trump needing protection, combining satire with implicit us-vs-them framing.
@farrahlyn
Mar 4, 2025
What happened to making America Great Again! It’s make Trump and Musk Rich Again.
What happened to making America Great Again! It’s make Trump and Musk Rich Again.
Uses sarcastic wordplay to critique Trump's policies and motivations, combining satire with political criticism.
@GJM-25
Mar 4, 2025
They have their own flag on candian land 0:03 😂
They have their own flag on candian land 0:03 😂
Uses sarcasm and emoji to mock the presence of non-Canadian symbols, blending humor with identity-based critique.
fructured
Jan 27, 2026
Haha, canada thinks the loony means something. We've chosen to stop letting you fuck us, pardon me for calling it true.
Haha, canada thinks the loony means something. We've chosen to stop letting you fuck us, pardon me for calling it true.
Uses sarcasm and irreverent humor about Canadian currency and sovereignty, with a defiant tone masked in joking language.
@Dead_Twitch
Mar 4, 2025
imagine if they had to fight the,selves
imagine if they had to fight the,selves
Cryptic, fragmented comment using ironic hypothetical framing, likely sarcastic commentary.
Humor / Satire
0.75
@vandamundt3402
Mar 4, 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)