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
I laughed when you called America the greatest country on earth
I laughed when you called America the greatest country on earth
Uses sarcasm to mock a statement in the video, likely critiquing the creator's framing through ironic commentary.
codysather8910
Jan 27, 2026
Indian immigrant headquarters 😂😂
Indian immigrant headquarters 😂😂
Joking comment with laughing emojis stereotyping a location as 'Indian immigrant headquarters,' using humor to make an identity-based observation.
luisenrique9015
Jan 27, 2026
Question: Can cockroaches be exterminated? Google: While difficult, elimination is possible with persistence, and a professional pest management service is recommended for severe infestations or difficult-to-treat situations.
Question: Can cockroaches be exterminated?
Google: While difficult, elimination is possible with persistence, and a professional pest management service is recommended for severe infestations or difficult-to-treat situations.
Uses an extended metaphor comparing immigrants to cockroaches through a mock Google search format, employing dark satire.
Humor / Satire
0.85
Staatsy
Oct 7, 2025
Bro on the bike doesn’t give a fck 😂 he wants all the smoke
Bro on the bike doesn’t give a fck 😂 he wants all the smoke
Commenter uses casual slang and humor to mock a person's behavior in the video.
Humor / Satire
0.85
luvhank509
Jan 27, 2026
Bro does opposite of spreading love 😂
Bro does opposite of spreading love 😂
Uses emoji and casual sarcasm to mock someone's approach, employing ironic commentary rather than substantive critique.
Humor / Satire
0.85
jalajkharbanda6386
Jan 27, 2026
Oh surprisingly? after ten years lol
Oh surprisingly? after ten years lol
Sarcastic comment mocking the government's delayed response to immigration issues after a decade in power.
Humor / Satire
0.85
Kelly35608
Feb 18, 2026
@4:13 they served him last cause he looks homless lmao...
@4:13 they served him last cause he looks homless lmao...
Makes a joking observation about perceived discriminatory service based on appearance, using casual sarcasm ('lmao').
Humor / Satire
0.85
cardmansales9376
Jan 27, 2026
Trudeau did this then sailed off into the sunset with Katy Perry
Trudeau did this then sailed off into the sunset with Katy Perry
Sarcastic jab at Trudeau using absurdist humor (sailing with Katy Perry) to mock immigration policy.
cole-3606
Jan 27, 2026
I am a moron, and we all know it, I buy russia oil through Iran and ship it to Canada but supply Ukraine money for the war to fight russia, but I am a smart …
I am a moron, and we all know it, I buy russia oil through Iran and ship it to Canada but supply Ukraine money for the war to fight russia, but I am a smart man said no one.
Self-deprecating sarcastic commentary critiquing contradictory foreign policy positions through ironic exaggeration.
@scottansell3325
Mar 4, 2025
trumpo is loco in la cabeza
trumpo is loco in la cabeza
Brief dismissive joke about Trump using Spanish slang, employing sarcasm and mockery.
Humor / Satire
0.85
@carloswong5495
Mar 4, 2025
When the guy in the bike said 4:52 “I’m just as racist as the next guy” 😂😂😂I felt that and I’m not even white
When the guy in the bike said 4:52 “I’m just as racist as the next guy” 😂😂😂I felt that and I’m not even white
The comment uses humor and irony to react to a statement about racism, with the laughing emojis indicating satirical engagement rather than serious agreement.
coolgee310
Mar 1, 2026
Trump really did accomplished something i didn't think possible. He got Canadians to support Trudeau.
Trump really did accomplished something i didn't think possible. He got Canadians to support Trudeau.
Uses ironic humor to observe that Trump's actions paradoxically unified Canadians in support of Trudeau.
@Judoka008
Mar 4, 2025
lowkey I wanted to see the part where he actually get smuggled in the states lmaooo 😂😂😂😂
lowkey I wanted to see the part where he actually get smuggled in the states lmaooo 😂😂😂😂
The comment uses humor and laughing emojis to express amusement about wanting to see smuggling content, treating the topic satirically.
Humor / Satire
0.85
Manji56
Jan 27, 2026
Good ol' Scamada!
Good ol' Scamada!
The comment uses sarcasm ('Scamada') to mock Canada's immigration handling, blending wordplay with implicit policy criticism.
John-fr5jm
Feb 18, 2026
He really told off Trump, but he did it in French.\nHehe.
He really told off Trump, but he did it in French.\nHehe.
Light-hearted joke about a political leader's response being delivered in French rather than English.
Humor / Satire
0.85
@falconeaterf15
Mar 4, 2025
Tim Hortons ❌️ Singh Hortons ✅️
Tim Hortons ❌️
Singh Hortons ✅️
Uses wordplay and checkmark/X formatting to make a satirical joke about the Prime Minister and Tim Hortons.
Humor / Satire
0.85
kushagra596
Jan 27, 2026
You genuinely couldn’t make this up !
You genuinely couldn’t make this up !
Expresses incredulity through ironic commentary suggesting the situation is absurdly unbelievable.
Humor / Satire
0.85
@allisoncoe4287
Mar 4, 2025
Curry chicken. 😂
Curry chicken. 😂
A brief, joking comment about curry chicken with an emoji, using humor to engage with the topic.
Humor / Satire
0.85
Gagglewarrior
Jan 27, 2026
Downloading WW3??♀️
Downloading WW3??♀️
Commenter uses sarcasm and emoji to make a joke about potential conflict escalation, employing dark humor.
Humor / Satire
0.85
@Cookie_BK
Mar 4, 2025
fentanyl czar sounds like the leader of a Florida trailer park drug ring
fentanyl czar sounds like the leader of a Florida trailer park drug ring
Uses sarcastic, joking comparison to mock the term 'fentanyl czar' through absurdist humor.
Humor / Satire
0.85
@navadarkus
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)