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
Oops, orange man might have made Canada great again. ?
Oops, orange man might have made Canada great again. ?
Sarcastic comment inverting the 'Make America Great Again' slogan to suggest Trump might have benefited Canada instead.
Humor / Satire
0.85
@Wheese8
Mar 4, 2025
White people: "Stop being a victim". Also White People: Crying everyday about indians
White people: "Stop being a victim".
Also White People: Crying everyday about indians
Uses ironic contrast and sarcasm to critique perceived hypocrisy in how different groups are treated.
theirreverentone27
Sep 19, 2025
7.1M Views in 11 hours... Wow, CNN has never had this type of viewing in years.\n\nDonald is special, very dumb to make things like these happen. LOL.
7.1M Views in 11 hours... Wow, CNN has never had this type of viewing in years.\n\nDonald is special, very dumb to make things like these happen. LOL.
Sarcastic commentary about viewership numbers and mocking tone toward a political figure, with ironic 'LOL' framing.
@iammofrank
Mar 4, 2025
*Replacement theory is fake!* 😂😂😂
*Replacement theory is fake!* 😂😂😂
Uses sarcasm and laughing emojis to mock the concept of replacement theory, employing ironic commentary.
Humor / Satire
0.85
ProduccionesMisael
Jan 27, 2026
Where is Canada? They call it India already lol
Where is Canada? They call it India already lol
Sarcastic joke about Canada's demographic change, using humor to express identity concerns about cultural transformation.
radreyes2000
Sep 14, 2025
The dumbest people wouldn't have elected this Idiot... well done America
The dumbest people wouldn't have elected this Idiot... well done America
Uses sarcastic irony to mock American voters for electing Trump, framed as backhanded commentary.
@narihavewalla4133
Mar 4, 2025
Who really wants to work? Especially on Mondays and Fridays! Honestly, I'd prefer to collect unemployment, live in my mom's basement, smoke weed, play video games, and complain about all the hardworking Indian folks. It …
Who really wants to work? Especially on Mondays and Fridays! Honestly, I'd prefer to collect unemployment, live in my mom's basement, smoke weed, play video games, and complain about all the hardworking Indian folks. It just seems easier than putting in the hustle. I don't understand what the problem is. If someone wants to work, we should let them. Clearly, we have different priorities. We only get one life—just enjoy it and keep complaining about all the Indian people actually doing the work. We need someone to hate and complain about so we can hide our laziness. Honestly, if they leave, we’ll have to go to work, and I don’t think that's going to be easy. So, I'll say thanks to the foreigners who are actually working and paying taxes so we can collect our welfare checks.
The comment uses heavy sarcasm and irony to critique laziness and xenophobia, presenting an exaggerated self-deprecating persona to mock those who resent immigrant workers.
DJ-xk5ph
Aug 29, 2025
Can’t see how this is going to “Make America Great Again”!
Can’t see how this is going to “Make America Great Again”!
Sarcastic commentary questioning whether current US-Canada tensions align with Trump's campaign slogan.
Humor / Satire
0.85
@alfredcolyer1524
Mar 4, 2025
8 hour hospital wait? Where so I can move there?! I waited 12 hours. A friend of mine 15...
8 hour hospital wait? Where so I can move there?! I waited 12 hours. A friend of mine 15...
Uses ironic humor to critique long hospital wait times by sarcastically suggesting they'd move to experience even worse waits.
Humor / Satire
0.85
flywithmagpies
Sep 9, 2025
Charging the federal govt of Canada for "moral damages"? LMAO. Where do I line up?
Charging the federal govt of Canada for "moral damages"? LMAO. Where do I line up?
Mocking response to the concept of charging the government for 'moral damages,' using sarcasm and irony.
janetkoster6243
Feb 11, 2026
happy poop festival Canada 🥰
happy poop festival Canada 🥰
Sarcastic/ironic commentary using crude humor to mock Canada or the immigration discussion.
Humor / Satire
0.85
homina.homina
Jan 27, 2026
When the fridge wins over TV trump voters might realize smth about their wrong choice
When the fridge wins over TV trump voters might realize smth about their wrong choice
Uses cryptic emoji and sarcastic wordplay to mock Trump voters' decision-making abilities.
Humor / Satire
0.85
@lenauman
Mar 4, 2025
Guy on the bike was EPIC hahahahhaha lordt 😂
Guy on the bike was EPIC hahahahhaha lordt 😂
Expresses amusement and approval of a video participant through laughter and casual commentary, treating the content as entertainment.
rainnnnnn372
Feb 5, 2026
This is Kendrick vs drake
This is Kendrick vs drake
Uses pop culture reference (Kendrick vs Drake rivalry) as satirical comparison to the video content.
@kinglijtafariepercy5080
Mar 4, 2025
The only sentence Trump heard from this speech: You are a very smart guy.
The only sentence Trump heard from this speech: You are a very smart guy.
Sarcastic joke implying Trump only absorbed one complimentary phrase from Trudeau's speech.
Humor / Satire
0.85
@clearlake
Mar 4, 2025
Actually they can drive. Americans cant. Because we have to use signals & street lights etc. Instead of instinct & actually watching the road & in turn actually driving correctly.
Actually they can drive. Americans cant. Because we have to use signals & street lights etc. Instead of instinct & actually watching the road & in turn actually driving correctly.
Uses sarcastic, joking tone comparing American and Canadian driving habits with exaggerated claims about instinct versus signals.
watchinvidzwatchinvidz7691
Feb 5, 2026
The bot comments are so funny lol this little freak is cooked beyond belief
The bot comments are so funny lol this little freak is cooked beyond belief
Uses sarcasm and mockery ('funny', 'freak is cooked') to comment humorously on bot activity and another commenter.
@Brackenmiller
Mar 4, 2025
Lookie Americans, a prime minister who can speak in coherent sentences and as a bonus in 2 languages
Lookie Americans, a prime minister who can speak in coherent sentences and as a bonus in 2 languages
Sarcastic backhanded compliment comparing Canadian and American leadership through ironic praise of coherent speech.
@blitzroehre1807
Mar 4, 2025
Americans should book Russian courses so that they can communicate better with their new friends. Maybe communism is the better way for America, as time will show
Americans should book Russian courses so that they can communicate better with their new friends. Maybe communism is the better way for America, as time will show
Sarcastic commentary using irony to mock American political concerns by suggesting communism and Russian alignment as solutions.
@Hamurabi-xk2dw
Mar 4, 2025
Open up the borders that must solve the problem
Open up the borders that must solve the problem
Sarcastic proposal to 'open borders' as solution, followed by joking reference to Geneva Convention and Canadian reputation.
Humor / Satire
0.85
I_have_p
Aug 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)