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
Invedors' laws 😂 Leave this country to real owners (RI) and return back your original ones.
Invedors' laws 😂
Leave this country to real owners (RI) and return back your original ones.
Sarcastic/ironic commentary (emoji laugh) about investor laws and property ownership with nationalist undertones.
Again87272ueuuw
Jan 25, 2026
You asked for it Turd
You asked for it Turd
Derisive nickname ('Turd') for Trudeau delivered as sarcastic commentary on Canadian leadership.
@marysemarengere3494
Mar 4, 2025
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
Trump is so F. Up
Trump is so F. Up
A brief, crude insult presented as casual commentary, functioning as sarcastic dismissal rather than substantive critique.
Humor / Satire
0.75
@manunyapcdrk770
Mar 4, 2025
1812 renew for economic war? Another comedian river dance from canada
1812 renew for economic war? Another comedian river dance from canada
Uses sarcasm and mockery ('comedian river dance') to criticize Canada's economic/trade response as ineffective theater.
@Tewodros52
Mar 4, 2025
Greenday just annpunced they will join canada army, the qweer division?
Greenday just annpunced they will join canada army, the qweer division?
Uses sarcasm and absurdist humor (misspellings, fabricated military unit) to mock or satirize a political situation.
Humor / Satire
0.75
@marktykwinski5344
Mar 4, 2025
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
I sure do love winning. Trump is really getting the job done, ain't he ? ??
I sure do love winning. Trump is really getting the job done, ain't he ? ??
Sarcastic commentary praising Trump's accomplishments with ironic tone, using rhetorical questions to mock rather than genuinely endorse.
Humor / Satire
0.75
@PabloCastillo-k7s
Mar 4, 2025
Hakeem Jeffries is what Maxine waters needs to do to clear her throat!
Hakeem Jeffries is what Maxine waters needs to do to clear her throat!
Crude joke comparing two political figures, using wordplay for comedic effect unrelated to immigration policy.
Humor / Satire
0.75
@rareform6747
Mar 4, 2025
So, are these egotistical buffoons going to ask the Prime Minister of Canada to apologize to their fake king?
So, are these egotistical buffoons going to ask the Prime Minister of Canada to apologize to their fake king?
Sarcastic rhetorical question mocking Trump and his supporters with ironic commentary about apologies.
@iandesr
Mar 4, 2025
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
Guy on the bikes, diabolically honest that that’s how I like my racism. Upfront and not hidden.
Guy on the bikes, diabolically honest that that’s how I like my racism. Upfront and not hidden.
Uses ironic commentary to critique racism by sarcastically praising 'upfront' racism, employing satire to make a point about prejudice.
icybooy11
Feb 28, 2026
what a joke
what a joke
Brief dismissive comment using colloquial language that functions as sarcastic commentary on the video or topic.
Humor / Satire
0.75
linchpin6761
Feb 18, 2026
hey it worked. Now say out loud: putin, trump
hey it worked. Now say out loud: putin, trump
Sarcastic instruction attempting to trigger content moderation, using humor to mock platform policies.
@kevinhaug2928
Mar 4, 2025
Would like to see Trump's evil checklist...
Would like to see Trump's evil checklist...
Uses sarcastic/ironic framing ('evil checklist') to critique Trump's actions and character.
@Pharaphel
Mar 4, 2025
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
? It’s amusing how it works—Canada really needs the USA, tough guy.?
? It’s amusing how it works—Canada really needs the USA, tough guy.?
Sarcastic commentary using irony to critique Canada-US relations, with comparative framing between the two nations.
@karensok2121
Mar 4, 2025
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
TRUMP= proof that he’s a VERY STUPID person with MONEY \nProof that money makes you STUPID
TRUMP= proof that he’s a VERY STUPID person with MONEY \nProof that money makes you STUPID
Uses sarcastic wordplay and ironic commentary to mock Trump's intelligence and wealth.
Humor / Satire
0.75
@darciaharvey2316
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)