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
Canadians are too weak to do anything besides ragepill about the issue online 😂
Canadians are too weak to do anything besides ragepill about the issue online 😂
Uses sarcasm and mockery to critique Canadian inaction on immigration, with implied call for stronger response.
NorthHollywood
Jan 27, 2026
Be like Mike ? elbows up ?
Be like Mike ? elbows up ?
Cryptic reference to 'Mike' with 'elbows up' appears to be a joke or meme reference rather than substantive commentary.
Humor / Satire
0.75
@Steven-Momy
Mar 4, 2025
When an Asian woman says your driving sucks…
When an Asian woman says your driving sucks…
Makes a joking reference to stereotypes about driving ability, likely responding to video content.
Humor / Satire
0.75
ce9916
Jan 27, 2026
Buddy with the bike is a beauty absolute beauty , gotta move out west my dude. Hahaha
Buddy with the bike is a beauty absolute beauty , gotta move out west my dude. Hahaha
Lighthearted, joking tone about someone on a bike and relocation, with casual humor.
Northsask333
Jan 27, 2026
Trump! You cannot have our water or our gas! Go get it from russia! Oh i forgot, there gas plants are being bombed right now.
Trump! You cannot have our water or our gas! Go get it from russia! Oh i forgot, there gas plants are being bombed right now.
Uses sarcastic tone and ironic commentary about Trump's resource demands and Russia's situation.
@heatherumpherville6641
Mar 4, 2025
Canada, please adopt a bunch of our states. I want to join Canada.
Canada, please adopt a bunch of our states. I want to join Canada.
Humorous/sarcastic comment expressing desire to join Canada, comparing it favorably to the U.S.
@CharlesMiller-w4g
Mar 4, 2025
LOLOL This is comical!!! Isn't he stepping down??? So who will handle the blow back after he's gone? Canadians need to think twice about what's he's saying or doing...he doesn't have to deal with the …
LOLOL This is comical!!! Isn't he stepping down??? So who will handle the blow back after he's gone? Canadians need to think twice about what's he's saying or doing...he doesn't have to deal with the fallout later!
Opens with sarcastic laughter and mockery ('comical'), then shifts to policy critique about Trudeau's resignation and accountability.
@workstuff-u9m
Mar 4, 2025
That guy on the bike and Africans 😂 wtf man.
That guy on the bike and Africans 😂 wtf man.
Uses sarcastic laughter and casual dismissal to mock or comment on the video content and people depicted.
Apparentlykelly2.0
Jan 27, 2026
What a pusss. ?
What a pusss. ?
Brief dismissive comment using slang ('pusss') and emoji in a mocking tone, functioning as sarcastic commentary.
Humor / Satire
0.75
@Bobbyfromarkadelphia
Mar 4, 2025
As a Canadian the situation is insane but that bike guy was somehow even more insane wtf 😭
As a Canadian the situation is insane but that bike guy was somehow even more insane wtf 😭
Self-identified Canadian acknowledges immigration problems while using humor and emoji to comment on video content.
teenagestacker6063
Feb 18, 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
This guy with the helmet is a fucking epic Chad
This guy with the helmet is a fucking epic Chad
Casual, hyperbolic praise using internet slang ('Chad') appears to be joking commentary rather than serious engagement.
Humor / Satire
0.75
Truthsneaker
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
Another MAGA politician, but a Maple version.
Another MAGA politician, but a Maple version.
Uses ironic wordplay ('Maple version' of MAGA) to satirize a Canadian politician's alignment with right-wing ideology.
@AHR1130
Feb 20, 2026
Looks good on kanada...
Looks good on kanada...
Sarcastic comment suggesting schadenfreude about Canada's situation, using ironic tone ('Looks good').
Humor / Satire
0.75
michaela3562
Jan 27, 2026
Please, pleeeeeease also ask me where I think you can stick your "critically important questions"!
Please, pleeeeeease also ask me where I think you can stick your "critically important questions"!
Uses sarcastic, exaggerated tone with elongated words to mock or dismiss the video's framing of questions.
Humor / Satire
0.75
@ptittannique5621
Feb 20, 2026
I am laughing because hate is killing that white guy with a bike probably living the worst time of his life bcoz he is gonna be seeing African for a very long time
I am laughing because hate is killing that white guy with a bike probably living the worst time of his life bcoz he is gonna be seeing African for a very long time
Uses sarcastic, mocking tone about immigration and racial demographics, with dark humor about someone's distress.
eddymudavi9149
Feb 21, 2026
Loved this video as an Indian hahah
Loved this video as an Indian hahah
Light-hearted, in-group humor from someone identifying as Indian, appreciating the video's comedic content.
firstone714
Jan 27, 2026
Welcome to the shit show, Enjoy!
Welcome to the shit show, Enjoy!
Uses dark humor and sarcasm to comment on a chaotic or negative situation, with ironic welcoming tone.
@FEEDER.396
Mar 4, 2025
Haha Putin was right the west will destroy its self
Haha Putin was right the west will destroy its self
Uses sarcastic humor to mock Western self-destruction while invoking Putin, blending satire with geopolitical commentary.
@ameerrana9265
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)