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
Trumps a smart man?!? ?
Trumps a smart man?!? ?
Sarcastic rhetorical question challenging the characterization of Trump as intelligent.
Humor / Satire
0.75
@Altashheth08
Mar 4, 2025
4:15 yeah that's you guys shitting and junking around 😂😂😂 can't live without fentanyl right?
4:15 yeah that's you guys shitting and junking around 😂😂😂 can't live without fentanyl right?
Uses sarcasm and joking tone to mock a group, though the underlying stereotype about drug use suggests identity-based framing.
no-Nonsense-tolerated
Jan 27, 2026
Mmh white dude on the bike said he hates all African. 😂ain’t non like the typical old white racist trash.
Mmh white dude on the bike said he hates all African. 😂ain’t non like the typical old white racist trash.
Uses sarcasm and irony to mock racist attitudes, though the comment itself relies on racial stereotyping for comedic effect.
elipascal3689
Jan 27, 2026
? Justin Trudeausingh the clown? of canada.
? Justin Trudeausingh the clown? of canada.
Mocking insult using 'clown' characterization and emoji, employing sarcasm to criticize Trudeau.
Humor / Satire
0.75
@CR1-u5j
Mar 4, 2025
I thought their gods were all blue skinned.
I thought their gods were all blue skinned.
Makes a stereotypical joke about Hindu deities as a form of mocking commentary on Indian immigrants.
davec5153
Jan 27, 2026
For zero Dollars I should be the minister of immigration in Canada
For zero Dollars I should be the minister of immigration in Canada
Sarcastic self-nomination as immigration minister for zero dollars, implying criticism of current management through ironic humor.
Humor / Satire
0.75
esmailahmadvand5685
Dec 28, 2025
I love indian food as much as I love aids.
I love indian food as much as I love aids.
Sarcastic comparison using shock value and dark humor to express negative sentiment about Indian immigration, though the crude juxtaposition also conveys underlying anxiety.
UGENEMurphy
Jan 27, 2026
It's crazy how even the Indians say its to much. 😂
It's crazy how even the Indians say its to much. 😂
Uses humor and emoji to comment on immigration levels, with an implicit ethnic reference to Indian immigrants.
ShWade
Jan 27, 2026
The white dude with a helmet is a G!
The white dude with a helmet is a G!
Brief, casual praise of an individual in the video using slang, likely humorous commentary unrelated to immigration policy.
Humor / Satire
0.75
slickpolo909
Jan 27, 2026
Donald Trump is a mad dog ?....
Donald Trump is a mad dog ?....
Uses derisive animal metaphor and sarcasm to mock Trump's character and temperament.
@FinebustaDafeWhiskey
Mar 4, 2025
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
Bro, that white guy with the helmet is so fucking based
Bro, that white guy with the helmet is so fucking based
Uses slang ('based') in what appears to be ironic or sarcastic commentary on a person's identity.
Americanpatriotso
Jan 27, 2026
Fir a chinees lady to say that there are bad drivers says somthing😅
Fir a chinees lady to say that there are bad drivers says somthing😅
Uses ironic observation about a Chinese woman criticizing drivers as humorous commentary on stereotypes.
Humor / Satire
0.75
WatEenMachinBE
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
7:30 guess making him mentioning india would feed ur family for another 2 months
7:30 guess making him mentioning india would feed ur family for another 2 months
Makes a sarcastic joke about the video creator's apparent interest in India, using humor to critique the content.
DebadityaMaitra
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
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
*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
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
Talking crap about Africans but they have more than what he has in that little time of them being there 😂keep riding your bike in the cold buddy
Talking crap about Africans but they have more than what he has in that little time of them being there 😂keep riding your bike in the cold buddy
Uses sarcasm and mockery to defend immigrants against criticism, employing humor to counter xenophobic framing.
WestSideHero8
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)