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
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Humor / Satire
4,434 comments
When did whites become native Canadians 😂
When did whites become native Canadians 😂
Sarcastic question challenging the notion of white Canadians as 'native,' using irony to critique identity claims.
aakhthuu
Feb 3, 2026
Harsh language?!?!?! WTF lady? I thought this was the nicest way he could have said it.
Harsh language?!?!?! WTF lady? I thought this was the nicest way he could have said it.
Uses sarcasm to critique the characterization of Trudeau's language as harsh, implying it was appropriately firm.
@bradlyely
Mar 4, 2025
American Reporter felt relaxed after watching Trudeau wearing suit. That's the most important.
American Reporter felt relaxed after watching Trudeau wearing suit. That's the most important.
Sarcastically trivializes Trudeau's appearance (wearing a suit) as the most important takeaway from an interview, mocking superficial media focus.
@magicmystery4211
Mar 4, 2025
You know you fucked up when you pissed off Canada
You know you fucked up when you pissed off Canada
Uses ironic humor to suggest Canada's displeasure with someone (likely Trump), framing Canada as a unified entity.
@cole6122
Mar 4, 2025
All of a sudden. Everyone thinks Trudeau is wonderful after all hes done to Canada. Lol
All of a sudden. Everyone thinks Trudeau is wonderful after all hes done to Canada. Lol
Uses sarcasm ('Lol') to critique Trudeau's reputation and past actions, implying hypocrisy in public perception.
@nancymcfarland5421
Mar 4, 2025
Trump you need to go away says X ha ha kid so cute but telling the truth go away Trump go to outer space
Trump you need to go away says X ha ha kid so cute but telling the truth go away Trump go to outer space
Humorous comment comparing Trump to a child and using absurdist imagery (outer space), with underlying call for his removal from power.
@user-pf8qe9sm9g
Mar 4, 2025
Great job,Donald is pooping his pants,one more,whenever Melania is ready just say come.
Great job,Donald is pooping his pants,one more,whenever Melania is ready just say come.
Crude joke mocking Trump while praising Trudeau, using sarcasm and insult-based humor.
@Joe-c4c1i
Mar 4, 2025
Hey bro, you're making way too much sense, and using big words. Our president is an insane idiot. You need to speak insane idiot to be heard.
Hey bro, you're making way too much sense, and using big words. Our president is an insane idiot. You need to speak insane idiot to be heard.
Uses ironic humor to mock the president's intelligence while sarcastically suggesting the speaker should dumb down their message.
@dennisvradenburg3241
Mar 4, 2025
Add Hindu Tax. They will leave.
Add Hindu Tax.
They will leave.
Sarcastic suggestion to impose discriminatory tax on Hindu immigrants to drive them away, using dark humor.
deshanrathnayake2737
Feb 24, 2026
man, he's super duper canadian-looking
man, he's super duper canadian-looking
Light, joking observation about someone's appearance or demeanor using casual language ('super duper').
Humor / Satire
0.80
@jarfrobinksss
Mar 4, 2025
Timmigrants
Timmigrants
A portmanteau joke combining 'Tim Hortons' and 'immigrants' to mock immigrant presence in Canada.
Humor / Satire
0.80
mikefoehr235
Feb 3, 2026
Its not History it's Herstory! Yah Trudeau! We should all be gay and weak!! Love it
Its not History it's Herstory! Yah Trudeau! We should all be gay and weak!! Love it
Uses sarcasm and exaggeration to mock progressive politics and leadership, employing ironic commentary.
@TheConner1612
Mar 4, 2025
Thoses maga clowns who support Trump like paying high cost for everything don't worry about them lol...
Thoses maga clowns who support Trump like paying high cost for everything don't worry about them lol...
Dismissive, sarcastic commentary about Trump supporters using casual mockery and ironic tone.
Humor / Satire
0.80
@DK-um5lg
Mar 4, 2025
I very much imagine that's how the Canadian aboriginals felt when a bunch of Europeans came and took over, lol.
I very much imagine that's how the Canadian aboriginals felt when a bunch of Europeans came and took over, lol.
Ironic comparison of current immigration concerns to historical colonization of Indigenous peoples.
theboyhasaname
Feb 12, 2026
Hey Trump,Melania is watching. Love the part where he started speaking French ❤
Hey Trump,Melania is watching. Love the part where he started speaking French ❤
Joking comment about a political figure's spouse watching and playful observation about French language use, employing light humor.
@albertomalnati4966
Mar 4, 2025
Indians believe their country is the best in the world and yet they don’t wanna live there 😂😂😂😂😂
Indians believe their country is the best in the world and yet they don’t wanna live there 😂😂😂😂😂
Sarcastic observation about perceived contradiction in Indian immigrants' attitudes toward their home country, using humor to critique.
salamfromnewzealand4679
Feb 4, 2026
I hate Canada with a passion... As a brother, when there's hockey involved... But I will always have your back! Big love from Sweden ??❤️??
I hate Canada with a passion... As a brother, when there's hockey involved... But I will always have your back! Big love from Sweden ??❤️??
Uses playful contradiction (hating Canada while supporting it) and hockey rivalry as humorous framing while expressing genuine solidarity.
@MrBeardedBastard
Mar 4, 2025
Looks like the liberal gun ban is working
Looks like the liberal gun ban is working
Uses ironic sarcasm to comment on gun policy effectiveness, implying the opposite of the stated claim through satirical tone.
Paul-gf9fc
Feb 24, 2026
Coolies can't drive. Even the other chilli pips realize this. Bike Guy needs to run for office. 👌🏻🤣
Coolies can't drive. Even the other chilli pips realize this.
Bike Guy needs to run for office. 👌🏻🤣
Uses ethnic slurs and stereotypes in a joking tone while referencing video content.
stonewolf7850
Jan 28, 2026
He pedaled his mind away on his bicycle, everything went up in smoke, and this is the result.
He pedaled his mind away on his bicycle, everything went up in smoke, and this is the result.
Uses metaphorical and sarcastic language to mock another commenter's reasoning process.
Humor / Satire
0.80
ElhadjBarry58597
Feb 9, 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)