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
Let’s trade. All dems move to Canada and all conservatives move to USA. Trade war settled !!
Let’s trade. All dems move to Canada and all conservatives move to USA. Trade war settled !!
Sarcastic proposal to resolve political divisions through population swaps, using ironic framing.
@GuadaneroAT
Mar 4, 2025
Wow such nice and warm people (sarcasm for those that can't pick it up).....If they don't like India why don't they make India better....
Wow such nice and warm people (sarcasm for those that can't pick it up).....If they don't like India why don't they make India better....
Uses sarcasm and irony to critique immigrants, with underlying moral argument about improving one's home country.
notdoxxable6333
Oct 15, 2025
Don't bother using such big words when talking to the American people / Trump. The majority of them, and he himself, have at best a sixth grade vocabulary.\n\nStick to words and concepts an elementary student …
Don't bother using such big words when talking to the American people / Trump. The majority of them, and he himself, have at best a sixth grade vocabulary.\n\nStick to words and concepts an elementary student / 6th grader could be reasonably expected to understand...
Sarcastic criticism of Trump and American voters' intelligence levels, using ironic advice about communication strategy.
@kylemorg
Mar 4, 2025
fk its entertaining watching this mofo say all the things "youre not supposed to" in a progressive society.
fk its entertaining watching this mofo say all the things "youre not supposed to" in a progressive society.
Uses sarcasm and irony to mock progressive social norms while commenting on the video's controversial content.
nauticalcandy
Jan 27, 2026
@wolf, sorry about your privileged white border dreams becoming a nightmare. Is your house still there, poor thing?
@wolf, sorry about your privileged white border dreams becoming a nightmare. Is your house still there, poor thing?
Sarcastic mockery of someone's immigration concerns, using irony about privilege and property loss.
@HeroCorona-ut1wt
Mar 4, 2025
We didnt see any garbage though. More like envy that immigrant is beating you at the game 😂😂😂😂
We didnt see any garbage though. More like envy that immigrant is beating you at the game 😂😂😂😂
Uses sarcasm and emojis to mock negative stereotypes about immigrants, reframing 'garbage' as envy and employing humorous tone.
Soul2Full
Oct 9, 2025
"im as racist as the next guy" like dude you have a camera in your face you didnt have to be THAT honest🥀🥀🥀
"im as racist as the next guy" like dude you have a camera in your face you didnt have to be THAT honest🥀🥀🥀
Uses ironic commentary to mock the video subject's candid admission of bias on camera.
wjrthy
Jan 27, 2026
I remember when indians were glazing this guy cause he was speaking against Muslims, but oh how the tables have turned😂
I remember when indians were glazing this guy cause he was speaking against Muslims, but oh how the tables have turned😂
Commenter uses ironic humor and emoji to mock a perceived shift in Indian support for the speaker based on his stance on Muslims.
muzamilraza49
Feb 25, 2026
Oh please … cry me a river…. He stepped down as PM
Oh please … cry me a river…. He stepped down as PM
Uses sarcastic dismissal ('cry me a river') in response to what appears to be criticism, employing ironic tone.
Humor / Satire
0.80
@parth120990
Mar 4, 2025
trump is putins lil b
trump is putins lil b
Sarcastic/mocking characterization of Trump's relationship to Putin using casual slang, presented as ironic commentary.
@skadai
Mar 4, 2025
Oh wait, doctors and engineers and lawyers! The entitlement in these people😂
Oh wait, doctors and engineers and lawyers! The entitlement in these people😂
Uses sarcasm and emoji to mock the stereotype of immigrants claiming professional credentials, employing ironic commentary.
BlessedSonIAm
Sep 28, 2025
Indian gov i mean canadian government
Indian gov i mean canadian government
Humorous slip-up or intentional joke conflating Indian and Canadian governments.
Humor / Satire
0.80
zignimus5334
Feb 16, 2026
Indian videos now only 🤣 I wanna see you and fred chase down some call centre managers 😂
Indian videos now only 🤣
I wanna see you and fred chase down some call centre managers 😂
Uses joking tone and emojis to make a satirical comment about Indian representation in videos.
jameslundy1150
Jan 27, 2026
Singh Hortons
Singh Hortons
Wordplay combining an Indian surname with a Canadian brand name in satirical commentary.
waykthufukup
Jan 27, 2026
Lol whiteys are mad cuz the new generation of brown people are not gonna tolerate racism like their ancestors did.
Lol whiteys are mad cuz the new generation of brown people are not gonna tolerate racism like their ancestors did.
Sarcastic commentary using humor to address racial dynamics and generational differences in tolerance for racism.
HumbleBanker24
Oct 23, 2025
Noo way brooo you in brampton😂😂😂
Noo way brooo you in brampton😂😂😂
Playful, joking reaction to recognizing Brampton as a location, using humor rather than substantive argument.
beauchamp81
Jan 27, 2026
JD Vance yells at Zelenskyy and says, ‘ PWEASE SAY THANK YOU TO AMERICA ‘ and yet they didn’t do that much to defend Ukraine against Russia lol
JD Vance yells at Zelenskyy and says, ‘ PWEASE SAY THANK YOU TO AMERICA ‘ and yet they didn’t do that much to defend Ukraine against Russia lol
Uses mocking tone and exaggerated capitalization to satirize American entitlement while critiquing insufficient Ukraine support.
@salvajito23
Mar 4, 2025
Translation: MAGA he’s lying to you.
Translation: MAGA he’s lying to you.
Sarcastic reframing of the message using MAGA language ironically to suggest Trump is lying.
@concerningmychild
Mar 4, 2025
He is a joke. Anyway thought he was resigning?
He is a joke. Anyway thought he was resigning?
Dismissive joke about the speaker combined with a genuine question about resignation rumors.
@Snowboarder16
Mar 4, 2025
Please come to America and be our president please I'm freaking begging you
Please come to America and be our president please I'm freaking begging you
Humorous plea for Canadian leadership to move to America, using exaggeration and irony to critique American politics.
@Kevin-z3m2v
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)