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
Oh so high we need quadruple that
Oh so high we need quadruple that
Sarcastic exaggeration suggesting immigration numbers should be quadrupled, likely mocking the policy being discussed.
Humor / Satire
0.75
annekowallcheck7436
Dec 30, 2025
Sell Canada to usa
Sell Canada to usa
Absurdist, tongue-in-cheek suggestion that appears to be sarcastic commentary rather than serious proposal.
Humor / Satire
0.75
arosKarmxarya
Jan 27, 2026
Trump take his own medicine?
Trump take his own medicine?
Sarcastic rhetorical question implying hypocrisy or ironic commentary on Trump's demands.
@nhercb23
Mar 4, 2025
Who follows rules? The monkeys?🎉
Who follows rules? The monkeys?🎉
Uses sarcastic, dehumanizing language with emoji to mock immigrants as rule-breakers.
nowhiningzone1675
Jan 3, 2026
Look Guys you might be eating your partner's ass but we don't eat poop here in india.
Look Guys you might be eating your partner's ass but we don't eat poop here in india.
Attempts crude humor through stereotyping, mixing scatological jokes with ethnic generalizations.
sensei0320
Jan 27, 2026
talking about bad drivers while standing in the middle of a road blocking traffic is a wild choice. Also 6k to get smuggled into a country from a country to its north with the largest …
talking about bad drivers while standing in the middle of a road blocking traffic is a wild choice. Also 6k to get smuggled into a country from a country to its north with the largest unprotected border in the world seems a tad expensive lmao. Its so funny how every thing has to be on their terms even in a forging country
Uses sarcasm and ironic commentary about smuggling costs and immigrant behavior, with some underlying policy skepticism.
Carunce
Jan 27, 2026
Lol the fucking hellcat bros
Lol the fucking hellcat bros
Casual, joking tone with expletive-laden humor about a vehicle or situation.
Humor / Satire
0.75
voodooface6290
Jan 27, 2026
Bicycle Dude for PRESIDENT
Bicycle Dude for PRESIDENT
Absurdist joke nominating 'Bicycle Dude' for president, using ironic hyperbole to mock political discourse.
vladak8289
Mar 2, 2026
But the food will be good.
But the food will be good.
Light, ironic comment acknowledging a positive aspect (food) while implicitly acknowledging broader criticisms discussed in the video.
Humor / Satire
0.75
Agispsi
Jan 27, 2026
I don't see no white doctors now days 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
I don't see no white doctors now days 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
Uses exaggerated laughter and demographic observation as comedic commentary, with an undertone of identity-based framing.
SamuelParkash-t1z
Jan 27, 2026
HAHAHA, CLOWN LIBERAL.... TRUMP IS SMART, THIS GIRL IS Q CLOWN.
HAHAHA, CLOWN LIBERAL.... TRUMP IS SMART, THIS GIRL IS Q CLOWN.
Uses mocking language and name-calling with sarcastic tone to ridicule Trudeau and support Trump.
@dkmtkm9972
Mar 4, 2025
Why is this snowflake still on TV I thought he finally quit.
Why is this snowflake still on TV I thought he finally quit.
Uses sarcastic insult ('snowflake') and dismissive tone to mock political figure while implying demand for departure.
@alphabravo431
Mar 4, 2025
POOnjabis. Heavy emphasis on the POO. 💩
POOnjabis. Heavy emphasis on the POO. 💩
Ethnic slur presented as wordplay/pun with emoji, attempting humor through derogatory language.
truthteller4442
Jan 27, 2026
3:12 when the !ndians say there are too many !ndians, you KNOW there are too many !ndians
3:12 when the !ndians say there are too many !ndians, you KNOW there are too many !ndians
Uses ironic commentary (citing Indians' own concerns about Indian immigration) as satirical evidence of oversaturation.
skyraider917
Jan 27, 2026
???????? Clown.
???????? Clown.
Uses question marks and name-calling in a dismissive, mocking tone directed at the subject of the video.
Humor / Satire
0.75
@murat8194
Mar 4, 2025
How's the tariffs coming? Master goof
How's the tariffs coming? Master goof
Uses sarcasm and name-calling ('Master goof') to mock the government in a dismissive, joking manner.
Meeksballs
Jan 3, 2026
Hopefully, they all can either run a motel or work at 7-eleven!
Hopefully, they all can either run a motel or work at 7-eleven!
Uses sarcastic stereotyping about immigrant employment (motels, 7-Eleven) as dark humor to mock immigration policy.
kelsocampbell1301
Jan 6, 2026
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
6:59 that ? “Donald” sent me to the moon ? ??
6:59 that ? “Donald” sent me to the moon ? ??
Joking reference to a video timestamp and Trump, using emoji and playful tone to mock or satirize.
@blxvkpxndx
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
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)