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 will gladly pay double for Rush.
I will gladly pay double for Rush.
Likely sarcastic or joking statement about paying for Rush (band or radio service).
Humor / Satire
0.80
@loshambo
Mar 4, 2025
hahahahaaha keep quiet , nice
hahahahaaha keep quiet , nice
Laughing response with minimal substantive content, appears to be mocking or joking commentary.
Humor / Satire
0.80
avetsuper6272
Nov 21, 2025
Bike Lives Matter
Bike Lives Matter
Appears to be a satirical reference/parody using a social movement slogan in an off-topic context.
Humor / Satire
0.80
burningatthetrailhead
Jan 27, 2026
You know why immigrants apply for PR ? no not to stay in canada.. No not to work in canada.. No not for free health care It is to have higher education at affordable rates.....😂
You know why immigrants apply for PR ?
no not to stay in canada..
No not to work in canada..
No not for free health care
It is to have higher education at affordable rates.....😂
Uses sarcastic rhetorical structure to critique immigrant motivations, implying the real reason for PR applications is economic advantage rather than stated reasons.
minetdbrogs9386
Nov 21, 2025
He made one mistake. Trump is not smart at all. They don't come much dumber.
He made one mistake. Trump is not smart at all. They don't come much dumber.
Uses sarcasm and exaggeration to mock Trump's intelligence in a dismissive, comedic manner.
Humor / Satire
0.80
@Steven-ff4wl
Mar 4, 2025
Canada should be rename New India 😂
Canada should be rename New India 😂
Uses sarcastic joke with emoji to comment on demographic change and Indian immigration, framing it as humorous critique.
TheMonkeyondrugs
Nov 13, 2025
I really do believe that Americans have started to mate with vegetables, what a bunch of half wits.
I really do believe that Americans have started to mate with vegetables, what a bunch of half wits.
Sarcastic insult using absurdist humor to mock Americans as unintelligent, combining satire with identity-based criticism.
@darkcloud9712
Mar 4, 2025
BRAVO, as I cry about people’s hardships
BRAVO, as I cry about people’s hardships
Ironic juxtaposition of praising while simultaneously expressing sadness about hardship, using sarcasm.
Humor / Satire
0.80
@PamelaStLouis-zm8yf
Mar 4, 2025
1 guy bring 100 relatives 😅😅
1 guy bring 100 relatives 😅😅
Uses humor (emoji) to express concern about chain migration and family sponsorship practices.
GOLDEN_WALNUT
Jan 16, 2026
Trudeau is a tool . Total jack wagon.
Trudeau is a tool . Total jack wagon.
Uses insulting slang ('tool', 'jack wagon') in a dismissive, sarcastic manner without substantive argument; primarily name-calling for effect.
Humor / Satire
0.80
@traviseckard5250
Mar 4, 2025
Bro no way he was in Brampton 😭😭😭
Bro no way he was in Brampton 😭😭😭
Expresses surprise/amusement about a location reference in the video using casual tone and emojis.
DevTakeFlightEducational
Jan 27, 2026
We need ICE in Canada for Indians 😂
We need ICE in Canada for Indians 😂
Uses sarcastic emoji and reference to ICE (immigration enforcement) as dark humor targeting Indian immigrants.
hermannityofficial528
Oct 16, 2025
USA! USA!! wait, what? CANADIA? CANADIANS
USA! USA!! wait, what?
CANADIA?
CANADIANS
Uses sarcastic repetition and playful confusion between USA and Canada to mock national identity, primarily comedic in tone.
Kiyoone
Jan 27, 2026
Trump: I am sick of China´s expansionism...\nAlso trump: turn his back to his allies... to his neighboors!
Trump: I am sick of China´s expansionism...\nAlso trump: turn his back to his allies... to his neighboors!
Uses ironic juxtaposition and sarcasm to critique Trump's contradictory foreign policy positions.
@esquerioto
Mar 4, 2025
What's the problem? Not enough housing? Raise taxes. Not enough jobs. Raise taxes. Food too expensive? Raise taxes. This isn't rocket science.
What's the problem? Not enough housing? Raise taxes. Not enough jobs. Raise taxes. Food too expensive? Raise taxes. This isn't rocket science.
Sarcastically mocks government policy responses to social problems by suggesting 'raise taxes' as a one-size-fits-all solution.
wildfood1
Nov 22, 2025
😂😂 india people migration to Pakistan 🎉🎉🎉😂 Pakistan rupee is rising 🎉🎉 please make a vdo on Pakistan currency rise🎉 welcome to the BEST COUNTRY IN THE WORLD... PAKISTANI countries 🎉🎉
😂😂 india people migration to Pakistan 🎉🎉🎉😂 Pakistan rupee is rising 🎉🎉 please make a vdo on Pakistan currency rise🎉 welcome to the BEST COUNTRY IN THE WORLD... PAKISTANI countries 🎉🎉
Uses sarcasm and emojis to mock Indian migration patterns and promote Pakistan, appearing to be off-topic commentary with satirical intent.
loveonlylove1013
Dec 19, 2025
8:37 Complete bullshit!!! You can't drive an uber without a Canadian license. Dude is just pissed to see Indians. They all look similar? Yeah yeah we do. 😂
8:37 Complete bullshit!!! You can't drive an uber without a Canadian license. Dude is just pissed to see Indians. They all look similar? Yeah yeah we do. 😂
Uses sarcasm and humor (emoji) to challenge a claim in the video while defending against perceived discrimination.
hurmanbansal
Sep 21, 2025
If you do not loss you kidney in the hotel, you are lucky one. 👏😄
If you do not loss you kidney in the hotel, you are lucky one. 👏😄
Darkly comedic reference to organ theft conspiracy theories about hotels, using emoji to signal ironic tone.
Yaroslav0new
Jan 27, 2026
HE SAID MAKE IT MAKE SENSE SO LEMME HELP WE (THE USA) DON'T MAKE DOLLARS WITH YOU TRUDEAU WE MAKE CENTS!!! YOUR SUBMISSION IS ALL WE WANT ! WE DON'T NEED YOU NEED US! EDIT
HE SAID MAKE IT MAKE SENSE SO LEMME HELP WE (THE USA) DON'T MAKE DOLLARS WITH YOU TRUDEAU WE MAKE CENTS!!! YOUR SUBMISSION IS ALL WE WANT ! WE DON'T NEED YOU NEED US! EDIT
Uses wordplay ('dollars/cents'), all-caps emphasis, and sarcastic tone to mock Canada-US relations humorously.
@THENOTENATION
Mar 4, 2025
post peace keepers at the food banks. you'll catch them there.
post peace keepers at the food banks. you'll catch them there.
Uses dark humor and sarcasm to suggest undocumented immigrants can be found at food banks, implying they are economically dependent.
hist0rian
Sep 27, 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)