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
It’s hilarious that Trudeau has to call Trump a smart guy, knowing that he is so incredible childish and immature that otherwise he would just not listen. Trump is the worst president the US has …
It’s hilarious that Trudeau has to call Trump a smart guy, knowing that he is so incredible childish and immature that otherwise he would just not listen. Trump is the worst president the US has ever had.
The comment uses ironic humor about Trudeau's diplomatic strategy while also making a moral judgment about Trump's character.
@ViktorHristovvv
Mar 4, 2025
Immigrant complaining about immigration 😂😂😂. Btw current immigration is not as brutal as previous were.
Immigrant complaining about immigration 😂😂😂. Btw current immigration is not as brutal as previous were.
Uses ironic observation about an immigrant criticizing immigration policy, with comparative historical framing about past immigration severity.
mahabharat_101
Jan 25, 2026
We can have only so many derka derka. Me derka derka, OK. But no more derka derka. Logical ..
We can have only so many derka derka. Me derka derka, OK. But no more derka derka.
Logical ..
Uses mock gibberish and sarcasm to mock immigration and cultural difference through offensive stereotyping.
sculpinator14
Jan 27, 2026
ds reading the script dt gave her.
ds reading the script dt gave her.
Sarcastic insinuation that the speaker is following scripted talking points, using irony to critique authenticity.
@johnwilsonb5531
Feb 20, 2026
If you ain’t my mom, I ain’t holding the door for no ones.
If you ain’t my mom, I ain’t holding the door for no ones.
A sarcastic, dismissive quip using exaggeration for comedic effect rather than serious argument.
Humor / Satire
0.75
NotSsteVven828
Aug 27, 2025
FINALLY! Homie went to BRAMLADESH!
FINALLY! Homie went to BRAMLADESH!
Casual, joking reference to someone going to Bangladesh, using slang ('Homie') and exclamation to mock or humorously comment on the video content.
Downsider24
Jan 27, 2026
?? tariffs are already being hit on us from Canada, what is he crying about ahahahaha. This is too funny. USA USA USA! ?? wooooooooooaaaaa! Ahaha
?? tariffs are already being hit on us from Canada, what is he crying about ahahahaha. This is too funny. USA USA USA! ?? wooooooooooaaaaa! Ahaha
Sarcastic, dismissive tone with nationalist exclamations mocking the complaint about tariffs.
@Quovix1
Mar 4, 2025
FAFO, the next “Miracle on Ice”!
FAFO, the next “Miracle on Ice”!
Uses sarcastic reference to 'Miracle on Ice' and cryptic 'FAFO' (Find Out For Ourselves) in ironic tone about Olympic outcomes.
Humor / Satire
0.75
deanmcghie6519
Feb 26, 2026
Go Indians invade Canada and whole uk😂❤we should take back all
Go Indians invade Canada and whole uk😂❤we should take back all
Uses sarcastic tone with emoji to mock the idea of Indian immigration invasion, employing ironic commentary.
oooyyeaahhh1205
Feb 12, 2026
Lol, yea, this guy is part of the problem also. Well, here is my response. Piss off. I hope Mr. Trump will bump there tariffs to 50 %.
Lol, yea, this guy is part of the problem also. Well, here is my response. Piss off. I hope Mr. Trump will bump there tariffs to 50 %.
Sarcastic dismissal ('Piss off') combined with ironic support for tariffs, using humor to express political frustration.
@MartyNorris-h1z
Mar 4, 2025
I thought Canada fired this bum...\nGet the Hell outta here ya bum!!
I thought Canada fired this bum...\nGet the Hell outta here ya bum!!
Dismissive insult ('bum') delivered with sarcastic tone, expressing contempt for Trudeau through exaggerated language.
@Lou-y1e
Mar 4, 2025
Donald Trump is a FooLLLLLLLLL! And MAGA people voted for him!!!!
Donald Trump is a FooLLLLLLLLL! And MAGA people voted for him!!!!
Mocking tone with excessive capitalization and exclamation marks directed at Trump and his supporters, functioning as sarcastic political commentary rather than serious argument.
@DevWillie-m2j
Mar 4, 2025
Maybe he can continue his job as PM. Thanks to Trump
Maybe he can continue his job as PM. Thanks to Trump
Sarcastic comment suggesting Trudeau could continue as PM thanks to Trump, using irony to critique the political situation.
@materials-expert
Mar 4, 2025
A lying dictator… sounds like you during the Trucking Convoy. Make that Make Sense.
A lying dictator… sounds like you during the Trucking Convoy. Make that Make Sense.
Uses sarcastic irony by turning Trudeau's criticism back on him with reference to the Trucking Convoy controversy.
@bearmarkettradeideas
Mar 4, 2025
Onions soon be leaving 😂
Onions soon be leaving 😂
Joking reference to onions (likely wordplay on 'ones' or cultural stereotype) with emoji suggesting lighthearted mockery.
Humor / Satire
0.75
darkagentJAY111
Jan 15, 2026
"I'm as racist as the next guy" Based
"I'm as racist as the next guy"
Based
Uses ironic quoting and slang ('Based') to sarcastically comment on racist attitudes in the video.
DemarcusJohnsonIII
Jan 27, 2026
Too late to try to be man lol
Too late to try to be man lol
Commenter makes a brief, cryptic joke suggesting Trudeau's attempt at toughness is too late, using sarcasm.
Humor / Satire
0.75
@ericmcginnis7576
Mar 4, 2025
?????? that is on you trummpeez
?????? that is on you trummpeez
Cryptic sarcastic comment blaming Trump ('trummpeez') with minimal context, using mockery and misspelling for effect.
Humor / Satire
0.75
@DavidOrtiz-sm2pf
Mar 4, 2025
i was so enjoying this show until the name "turdeau" was mentioned., now i had a headache.
i was so enjoying this show until the name "turdeau" was mentioned., now i had a headache.
Uses a derogatory pun on the Prime Minister's name as sarcastic commentary, combining wordplay with political criticism.
grantboucher9342
Feb 25, 2026
As much as you hate scammers it’s crazy the things you promote 🤣
As much as you hate scammers it’s crazy the things you promote 🤣
Uses sarcasm and emoji to mock the video creator's apparent hypocrisy regarding scammers.
tttrey
Jan 27, 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)