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
Bike guy for Canadian Prime Minister.
Bike guy for Canadian Prime Minister.
Jocular reference to a video subject ('bike guy') as alternative political candidate, using ironic commentary.
SeanJohnson-qm4pu
Mar 3, 2026
Building giant demon statues on your invaded land just like the ancient Babylonians intended
Building giant demon statues on your invaded land just like the ancient Babylonians intended
Sarcastic/ironic commentary comparing immigration to ancient Babylon, using absurdist humor to critique demographic change.
nimics
Jan 27, 2026
Canada - Adopt California!!
Canada - Adopt California!!
Humorous suggestion that Canada adopt California, likely satirizing political/geographic preferences.
@marilumuniz7752
Mar 4, 2025
One immigrants complaining another. 😂
One immigrants complaining another. 😂
Uses humor and emoji to mock immigrant-on-immigrant conflict, with underlying identity framing.
naveenvardhan5548
Feb 27, 2026
Flip flops in winter is wild
Flip flops in winter is wild
Humorous observation about cultural/climate adaptation practices, using ironic tone to comment on immigrant behavior.
Humor / Satire
0.75
DSSASAB4
Jan 27, 2026
Donal is bent down on his knees in front of poutin with open mouth
Donal is bent down on his knees in front of poutin with open mouth
Derogatory characterization of a political figure using crude humor and sarcasm rather than substantive critique.
@mirzahusain7453
Mar 4, 2025
Canada has to start accepting refugees from the US? \n\nI know we have to focus on all the immediate stuff, but even though we knew they had an endgame, we didn’t think they would speed …
Canada has to start accepting refugees from the US? \n\nI know we have to focus on all the immediate stuff, but even though we knew they had an endgame, we didn’t think they would speed run at this quickly. \n\nElon must have that extra special Adderall.\n\nI don’t want to live on this planet anymore! Apparently Mars is also too close. Bedroom suburb and all.\n\nI know it’s extremely stupid that he got reelected, but it’s not like he had a landslide margin when it came to votes. Unfortunately, none of us were allowed to kick the voting machines if we were voting democrat.
Combines dark humor and sarcasm about US politics with genuine concern about rapid policy changes and their implications.
@beadybaby
Mar 4, 2025
Bramladesh..
Bramladesh..
Portmanteau combining 'Brahmin' and 'Bangladesh,' using wordplay to satirize demographic composition.
sweetkellymay
Jan 27, 2026
It's all of Canastan not just that place
It's all of Canastan not just that place
Uses wordplay ('Canastan') to sarcastically critique Canada's immigration policies through a derogatory portmanteau.
Buttersworth1
Jan 29, 2026
DUMB is the one word he hates, keep using it.
DUMB is the one word he hates, keep using it.
Uses sarcastic humor suggesting Canadians should repeatedly call Trump 'dumb' since he dislikes the word.
@SamaNuttz
Mar 4, 2025
Trudeau told one atrocious lie and that was when he was addressing Trump and calling him a very smart man.
Trudeau told one atrocious lie and that was when he was addressing Trump and calling him a very smart man.
Uses ironic reversal (calling a lie 'smart') to satirize Trudeau's diplomatic approach, though contains implicit policy criticism.
@gregory6488
Mar 4, 2025
Trudeau definitely would fit right in at CNN when he gets the boot?
Trudeau definitely would fit right in at CNN when he gets the boot?
Sarcastic prediction that Trudeau would fit well at CNN, using ironic commentary about his political future.
Humor / Satire
0.75
@creepyrs3
Mar 4, 2025
Brampton is the one city in Ontario that needs to be deported!
Brampton is the one city in Ontario that needs to be deported!
Uses absurdist humor by applying 'deportation' language to a Canadian city, sarcastically critiquing immigration through exaggeration.
marwankhan4294
Oct 28, 2025
Stupidity kills more people than fentanyl. Can we get Trudeau to be our president. How to fire Trump?
Stupidity kills more people than fentanyl. Can we get Trudeau to be our president. How to fire Trump?
Makes a joking comparison between stupidity and fentanyl deaths while sarcastically suggesting Trudeau as US president.
@robertmuldoon9783
Mar 4, 2025
My wife is right. Smart IS sexy.
My wife is right. Smart IS sexy.
Playful, complimentary comment using wordplay ('Smart IS sexy'), likely referencing someone's intelligence with light humor.
@JedSentMe
Mar 4, 2025
Dont worry guys it will all change within a few weeks ?
Dont worry guys it will all change within a few weeks ?
Dismissive, sarcastic comment suggesting political turmoil will resolve quickly, using ironic tone.
Humor / Satire
0.73
@andrewgibson4658
Mar 4, 2025
Rip canada. Now canada is khalistan.😂😂😂 You imported problem of india to your own country.😂😂😂 Every country have good and bad people but canada choose to import bad people. America choose to import good people.
Rip canada.
Now canada is khalistan.😂😂😂
You imported problem of india to your own country.😂😂😂
Every country have good and bad people but canada choose to import bad people. America choose to import good people.
Uses sarcasm and emojis to mock Canada's immigration policy while making false comparative claims about US immigration selectivity.
शैतान-666
Jan 27, 2026
Lol, cnn stop. Like Canada does not need us more than we need them.
Lol, cnn stop. Like Canada does not need us more than we need them.
Uses sarcasm to dismiss media narrative while making a comparative claim about relative economic dependence between nations.
@Daniel-uo9jt
Mar 4, 2025
How sad hahahaa! Are the rivers full of trash yet?
How sad hahahaa! Are the rivers full of trash yet?
Uses sarcastic laughter and exaggerated environmental concern to mock immigration, blending dark humor with alarmism.
TheRubberStudiosASMR
Oct 28, 2025
Has the price of maple syrup just gone up? UK :)\n(totally agree with everything said) \nAlso with Ukraine
Has the price of maple syrup just gone up? UK :)\n(totally agree with everything said) \nAlso with Ukraine
Uses humorous question about maple syrup prices as a light-hearted way to express support for Canada and Ukraine.
@geoffl.4786
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)