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
Singh Horton's
Singh Horton's
Wordplay combining a common surname with a major Canadian fast-food chain, using satire to comment on immigration and employment patterns.
mttmviral
Jan 27, 2026
I feel bad for Canada I seen their side of Niagara Falls and I honestly thought it was India at first for a sec
I feel bad for Canada I seen their side of Niagara Falls and I honestly thought it was India at first for a sec
Uses sarcastic comparison between Canadian and Indian locations to mock demographic changes, blending humor with ethnic stereotyping.
melo7591
Jan 27, 2026
Donald Dumb
Donald Dumb
Derisive wordplay ('Donald Dumb') using sarcasm and name-calling as comedic criticism.
Humor / Satire
0.75
@IvanDee97
Mar 4, 2025
*One thing about Tyler Oliveira I know for a fact is that Tyler loves c@ck.* The bigger it is, the more Tyler loves it !!!
*One thing about Tyler Oliveira I know for a fact is that Tyler loves c@ck.*
The bigger it is, the more Tyler loves it !!!
Sexual innuendo joke directed at the video creator, using crude humor and censored language.
johnsmith1953x
Jan 27, 2026
Could the US become Canada’s Eleventh province?
Could the US become Canada’s Eleventh province?
Playful hypothetical question comparing US-Canada relationship using absurdist framing (US as Canadian province).
@carolesanetti1257
Mar 4, 2025
Imagine the smell there
Imagine the smell there
Brief derogatory comment using implied sensory mockery, likely intended as sarcastic commentary on cultural differences.
MayWeRemainFriendForever
Jan 2, 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
USA for 11th province
USA for 11th province
Brief satirical comment suggesting the USA should become Canada's 11th province, using ironic framing to critique US politics.
@erect_potatoes
Mar 4, 2025
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
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 wore this red tie just for you, Mr. Trump”. Tiny elbows is such a lib. What an embarrassment.
“I wore this red tie just for you, Mr. Trump”. Tiny elbows is such a lib. What an embarrassment.
Sarcastic mockery of a political figure using exaggerated language and name-calling presented as comedic commentary.
@NoSacredCowsHQ
Feb 22, 2026
Justin you are being very generous. Donald is NOT a smart guy. ??
Justin you are being very generous. Donald is NOT a smart guy. ??
Mocking personal insult with emoji, using sarcasm to criticize a political figure's intelligence.
@kikithompson7754
Mar 4, 2025
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
Deal between him and trump \nNice kill boi
Deal between him and trump \nNice kill boi
Comment uses casual, sarcastic language ('Nice kill boi') suggesting ironic commentary on political dealings.
Humor / Satire
0.75
@BPHIGH160
Mar 4, 2025
Was what the fuck die Inder essen Kaka😂
Was what the fuck die Inder essen Kaka😂
Nonsensical comment with laughing emoji appears to be crude humor or trolling rather than substantive discourse.
Humor / Satire
0.75
SpinneBerlin44
Feb 28, 2026
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
What a MESS!!!\nCome quickly carma to Chump
What a MESS!!!\nCome quickly carma to Chump
Uses sarcasm and dark humor to critique a political figure while invoking karma/justice concepts.
@cynthiaemerson1114
Mar 4, 2025
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
What ever Trump touches it turns to dust & ashes.
What ever Trump touches it turns to dust & ashes.
Uses hyperbolic, sarcastic language about Trump's impact, employing metaphorical language typical of satirical commentary.
@gravessatownley6468
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)