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
“Pay no taxes” haha
“Pay no taxes” haha
Sarcastic comment mocking a claim about immigrants not paying taxes.
Humor / Satire
0.85
TheDeepGillExperience
Sep 21, 2025
I really wish canada would take michigan!!!
I really wish canada would take michigan!!!
Jocular wish for Canada to annex Michigan, using absurdist humor to comment on cross-border relations.
@bubbafrump74
Mar 4, 2025
Lexicographers may soon have to amend the American English lexicon: twice bitten, forever shy.
Lexicographers may soon have to amend the American English lexicon: twice bitten, forever shy.
Uses wordplay and ironic reference to the proverb 'twice bitten, forever shy' to satirize US-Canada relations.
Humor / Satire
0.85
@mihaihorezeanu43
Mar 4, 2025
Hey Donnie,we will never be a US state,if you want a new state try epstein island ,we know you've been there
Hey Donnie,we will never be a US state,if you want a new state try epstein island ,we know you've been there
Sarcastic response to Trump using humor and innuendo (Epstein reference) to assert Canadian independence and reject annexation.
@maxgames9043
Mar 5, 2025
Trump has seriously united the entire world together... against him. Well done!
Trump has seriously united the entire world together... against him. Well done!
Ironic commentary using sarcasm to critique a political figure by inverting the claim of unity.
Humor / Satire
0.85
@farrahlipsham5533
Mar 5, 2025
Dickhead Trump! ?
Dickhead Trump! ?
Brief insult presented as crude humor or venting rather than substantive argument.
Humor / Satire
0.85
@johnbleakley4125
Mar 4, 2025
9:02 " said they walk naked near the window" who is also half naked outside and giving an interview😂
9:02 " said they walk naked near the window" who is also half naked outside and giving an interview😂
Makes a sarcastic joke pointing out hypocrisy in the video content using emojis for comedic effect.
SanjayKumar-m1n4w
Sep 26, 2025
Fuck not even Indians like Indians 😂😂
Fuck not even Indians like Indians 😂😂
Joking observation about intra-community tensions using crude humor and emoji, satirizing ethnic stereotypes.
nocopyrightstreammusic2886
Jan 28, 2026
This guy said. Tariffs against Canada will only hurt Americans. Now. He was to slap tariffs on US . The irony.
This guy said. Tariffs against Canada will only hurt Americans. Now. He was to slap tariffs on US . The irony.
The comment uses ironic commentary to critique the contradiction between stated policy positions and actions taken.
@leanderhobb
Mar 4, 2025
Minnesota season 2
Minnesota season 2
Brief sarcastic reference comparing Canada's immigration situation to a TV show season, using ironic commentary.
Humor / Satire
0.85
latom9909
Jan 27, 2026
Who’s saying we don’t pay taxes 😂
Who’s saying we don’t pay taxes 😂
Dismissive response with laughing emoji challenging the previous claim in a sarcastic tone.
Humor / Satire
0.85
ArshdeepKhadial
Sep 21, 2025
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
Uses humor and laughter emojis to mock the video's editing and the contradictions between subjects, with meta-commentary on the video itself.
Redpillshill
Jan 28, 2026
Canadian flags all over the Punjabi human trafficker safehouse. This is the most canadian thing I've ever seen!.
Canadian flags all over the Punjabi human trafficker safehouse.
This is the most canadian thing I've ever seen!.
Uses ironic commentary about Canadian flags at a crime scene to satirize Canadian identity and multiculturalism.
Dukkha-Bhavana
Jan 27, 2026
As soon as Trudeau made his first statement, the guy behind him looked like he wanted to break into a smile
As soon as Trudeau made his first statement, the guy behind him looked like he wanted to break into a smile
Observational humor about a person's facial expression and body language in the video.
Humor / Satire
0.85
@wiremuhewitt8678
Mar 5, 2025
I don't know how to feel about the guy with the bike 😂😂😂 he is hilarious though (an African watching from Africa lol)
I don't know how to feel about the guy with the bike 😂😂😂 he is hilarious though (an African watching from Africa lol)
The comment uses humor and laughter emojis to react to someone's behavior, with a parenthetical identity marker about being African watching from Africa.
ungowami
Feb 7, 2026
The guy on the bike told no lies.😂
The guy on the bike told no lies.😂
Lighthearted agreement with someone in the video using emoji to signal joking tone.
Humor / Satire
0.85
jigar1p
Jan 28, 2026
O wow ...wow...who would have ever though ...that lack of control over our border could couse issues...o wow. Being sarcastic here. Just in case its hard to notice...
O wow ...wow...who would have ever though ...that lack of control over our border could couse issues...o wow. Being sarcastic here. Just in case its hard to notice...
Explicit sarcasm about border control failures, using repetition and self-aware meta-commentary to mock government policy.
kubatomczyk1801
Feb 18, 2026
Cry more trump supporters.
Cry more trump supporters.
Dismissive taunt using sarcasm directed at Trump supporters, employing ironic commentary.
Humor / Satire
0.85
@marshallratul5708
Mar 5, 2025
I am so sad immigrants ( Europeans ), call other people immigrants 😅.
I am so sad immigrants ( Europeans ), call other people immigrants 😅.
Uses ironic humor (emoji) to point out the contradiction of European immigrants calling others immigrants.
Magicalseagull
Sep 29, 2025
9:17 in punjabi temple if you cover your head , they will cover your belly (free food 😂)
9:17 in punjabi temple if you cover your head , they will cover your belly (free food 😂)
Lighthearted joke about Punjabi temple hospitality and free food, using humor to reference cultural practice.
charltonamith
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)