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
"Jeethortons" lol
"Jeethortons" lol
Makes a derogatory pun/joke about a name, using humor as the primary mode of expression.
Humor / Satire
0.85
emilyannagarrett196
Feb 8, 2026
The guy on the bike talking about iq when he clearly didn’t make it to college otherwise he wouldn’t be delivering on a bike 😂
The guy on the bike talking about iq when he clearly didn’t make it to college otherwise he wouldn’t be delivering on a bike 😂
Uses sarcastic mockery and a laughing emoji to ridicule someone's credibility through class-based humor.
xscnn
Jan 27, 2026
Hey Transduey!\nFAFO……MoFo!
Hey Transduey!\nFAFO……MoFo!
Uses slang acronyms (FAFO, MoFo) in a joking, irreverent tone directed at the video creator.
Humor / Satire
0.85
@alanjohnson6238
Mar 4, 2025
TRUDEAU =?
TRUDEAU =?
Cryptic emoji-based commentary that appears to be sarcastic or mocking commentary on Trudeau.
Humor / Satire
0.85
@Gibgdc
Mar 4, 2025
Oh wow so scary I’m shaking
Oh wow so scary I’m shaking
Sarcastic dismissal of fear-mongering rhetoric, using irony to mock alarmist responses to the immigration discussion.
Humor / Satire
0.85
@JackD-o8f
Mar 4, 2025
Trump is just mad he can't be as good of a politician or as good-looking as Trudeau is
Trump is just mad he can't be as good of a politician or as good-looking as Trudeau is
Uses sarcastic comparison and personal insult as ironic commentary on Trump versus Trudeau.
Humor / Satire
0.85
@Foxystl
Mar 4, 2025
Punjabi hoosiers 😂
Punjabi hoosiers 😂
Playful joke combining 'Punjabi' with 'Hoosiers' (Indiana basketball reference), using humor to comment on demographic change.
Humor / Satire
0.85
analogous_newt
Feb 5, 2026
Jokes on Canada. The US doesn't make anything
Jokes on Canada. The US doesn't make anything
Sarcastic joke comparing US and Canadian manufacturing capacity with ironic tone.
@christophergolla775
Mar 4, 2025
4:52 what did he saaaay ?! 😅
4:52 what did he saaaay ?! 😅
Joking reaction to unclear speech in the video with comedic emphasis.
Jaydabinc
Feb 7, 2026
Trudeau is quaking in his birks.???
Trudeau is quaking in his birks.???
Uses sarcastic/mocking tone about Trudeau's reaction, employing humor to critique rather than serious argument.
Humor / Satire
0.85
@Harry_Tick
Mar 4, 2025
Everytime I watch these videos I feel like I'm infilitrating a racist pro-trump cult :D
Everytime I watch these videos I feel like I'm infilitrating a racist pro-trump cult :D
Uses sarcasm and ironic tone (emoticon) to mock the video's perceived ideological stance, combining humor with commentary about the video itself.
darktodds
Feb 7, 2026
so the white guy is the one who face racism in there own country 😂
so the white guy is the one who face racism in there own country 😂
Uses ironic commentary and emoji to mock the perceived contradiction of white people claiming racism in their own country.
kebindoka432
Jan 27, 2026
The fact the driving absolutely sucks is actually fucking hilarious 😂😂
The fact the driving absolutely sucks is actually fucking hilarious 😂😂
The comment uses humor and laughter emojis to make a lighthearted joke about driving conditions.
Humor / Satire
0.85
jameshall5440
Feb 7, 2026
Im actually impressed that trump has managed to unite the world; granted the world is united against him but its still impressive
Im actually impressed that trump has managed to unite the world; granted the world is united against him but its still impressive
Uses ironic backhanded compliment about Trump uniting the world against him, employing sarcasm to critique.
Humor / Satire
0.85
@IXSICNESS
Mar 4, 2025
Love Trump .oops sorry I meant Hate Treudeu.
Love Trump .oops sorry I meant Hate Treudeu.
Sarcastic self-correction using humor to express anti-Trudeau sentiment while appearing to support Trump.
@Patomical
Mar 4, 2025
The guy on the bike is a savage 😅😅
The guy on the bike is a savage 😅😅
Casual, approving slang comment with emojis expressing admiration in a lighthearted manner.
Humor / Satire
0.85
louiskwaku8879
Feb 7, 2026
Indian invasion 😂lol ever heard of british invasion
Indian invasion 😂lol ever heard of british invasion
Uses emoji and sarcastic wordplay to mock immigration concerns through historical comparison.
Humor / Satire
0.85
yoink-y3h
Feb 4, 2026
Guy on the bike for prime minister
Guy on the bike for prime minister
Jokingly suggests the bike guy should be prime minister, using ironic hyperbole as commentary.
bobbylytebitch
Jan 27, 2026
Thank you, Wacko Trumpo
Thank you, Wacko Trumpo
Sarcastic thank you using a derogatory nickname, employing ironic commentary on the subject.
Humor / Satire
0.85
@henryairconcepts2999
Mar 4, 2025
The greatest country on earth? I KNOW you are NOT talking about USA 😂. 😅
The greatest country on earth? I KNOW you are NOT talking about USA 😂. 😅
Uses sarcastic humor to challenge the 'greatest country' claim, implicitly comparing Canada or another nation to the USA.
311i0tt6
Feb 6, 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)