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
All Hail justin Trudeau 😂
All Hail justin Trudeau 😂
Sarcastic praise of Trudeau with laughing emoji, using irony to critique immigration policy.
Humor / Satire
0.90
leoj_carnage
Feb 15, 2026
Everybody probably knows that the guy on the bike is racist and that's why he was discriminated by the butcher 😂😂
Everybody probably knows that the guy on the bike is racist and that's why he was discriminated by the butcher 😂😂
Sarcastically comments on the bike guy's character using irony and emojis, treating video content as comedic material.
colourqueen22
Mar 1, 2026
Carney and Trudeau are sweating!!!!😂😂😂
Carney and Trudeau are sweating!!!!😂😂😂
Uses laughing emojis and casual tone to mock political figures in a satirical manner.
Humor / Satire
0.90
rozz-q3t
Jan 3, 2026
Dustbin Throwdo
Dustbin Throwdo
Derisive wordplay on Trudeau's name ('Dustbin Throwdo') using sarcasm and mockery.
Humor / Satire
0.90
@Visionary_Victory11
Mar 4, 2025
Birdie num num 😂😂😂
Birdie num num 😂😂😂
Uses playful emoji and nonsensical phrase ('Birdie num num') as comedic commentary.
Humor / Satire
0.90
David-g4u3e
Dec 24, 2025
12:35 u made me bust lol
12:35 u made me bust lol
Casual comment referencing a specific timestamp in the video with laughter, indicating amusement at video content.
hmac-o2z
Jan 27, 2026
DONALD DRUMPF IS A PUNK WANNA BE PRESIDENT.....LMFAO?
DONALD DRUMPF IS A PUNK WANNA BE PRESIDENT.....LMFAO?
Uses sarcasm, wordplay ('DRUMPF'), and mocking tone to ridicule Trump in a comedic manner.
Humor / Satire
0.90
@sirjuantyler6411
Mar 4, 2025
I'm SHOCKED! SHOCKED I TELL YA!!!
I'm SHOCKED! SHOCKED I TELL YA!!!
Sarcastic expression of mock shock, likely commenting ironically on the video's revelations about fraud.
sultrysounds7948
Sep 29, 2025
Good news for Americans.\nNow that Canadians aren’t buying our bourbon the prices should go down in the US. This is a good thing because Americans are drinking heavier than ever since Trump‘s return.\nTariffs are already …
Good news for Americans.\nNow that Canadians aren’t buying our bourbon the prices should go down in the US. This is a good thing because Americans are drinking heavier than ever since Trump‘s return.\nTariffs are already working and we Americans will be crying all the way to our next AA meeting.
Uses ironic, self-deprecating humor about American drinking habits and tariff impacts, sarcastically framing economic pain as a positive outcome.
@noelfp1
Mar 4, 2025
I wonder what would happen if I put my dog as an individual on that app would it work with my dog make 82 grand a year and get special privileges at banks for mortgages …
I wonder what would happen if I put my dog as an individual on that app would it work with my dog make 82 grand a year and get special privileges at banks for mortgages and loans and credit😂
Satirical hypothetical about registering a dog to exploit immigration benefits, marked with laughing emoji.
Humor / Satire
0.90
Tree74-b3s
Nov 20, 2025
So stunning and brave, his hand gestures are impeccable.
So stunning and brave, his hand gestures are impeccable.
Sarcastic commentary mocking political rhetoric and gestures with ironic praise ('stunning and brave').
Humor / Satire
0.90
@fruitfulvapor3040
Mar 4, 2025
Brampton is God's country, where insurance is low due to the honest people that live in Brampton, to live in Brampton you require a special visa.
Brampton is God's country, where insurance is low due to the honest people that live in Brampton, to live in Brampton you require a special visa.
Sarcastic commentary about Brampton using ironic framing (low insurance due to 'honest people,' requiring special visa) as a joke.
Humor / Satire
0.90
norbertpires1518
Sep 30, 2025
3:33 How Swift? Swift (fast) or Taylor Swift (faster)?
3:33 How Swift? Swift (fast) or Taylor Swift (faster)?
Makes a joke referencing Taylor Swift in response to a video timestamp, unrelated to substantive immigration discussion.
CaptainDPRK
Dec 24, 2025
Where’s Waldo Canada Edition
Where’s Waldo Canada Edition
Sarcastic reference to 'Where's Waldo' implying immigrants are hard to find or hidden, using wordplay for comedic effect.
Humor / Satire
0.90
007lynne
Nov 21, 2025
Finally a video on the famous Brampton 😂
Finally a video on the famous Brampton 😂
Uses laughing emoji and casual tone to make a joking reference to Brampton's demographic composition, employing light satire.
Humor / Satire
0.90
oHachi
Jan 27, 2026
Down symbol African 😂
Down symbol African 😂
Brief sarcastic comment with emoji, appears to be mocking or joking about the discussion topic.
Humor / Satire
0.90
KelekenVersatil
Feb 20, 2026
Adopt Maine please.
Adopt Maine please.
Joking suggestion that Maine should join Canada, using ironic/sarcastic tone.
Humor / Satire
0.90
@TheKelbymyers
Mar 4, 2025
I love this bicycle guy., stand up comedy 😂
I love this bicycle guy., stand up comedy 😂
Expresses appreciation for the 'bicycle guy' as comedy/entertainment, treating the content as humorous rather than serious commentary.
Humor / Satire
0.90
oscarduh8696
Jan 29, 2026
Missing? Did the Rapture happen afterall?
Missing? Did the Rapture happen afterall?
Uses religious humor and sarcasm to comment on missing people, likely referencing the video's content ironically.
Humor / Satire
0.90
AnnaAnnieAnneofGreenGables
Sep 29, 2025
"They walk naked without covering their windows"..... saying this while roaming around shirtless.....LMAO...
"They walk naked without covering their windows"..... saying this while roaming around shirtless.....LMAO...
Mocking ironic commentary pointing out hypocrisy through sarcasm and laughter.
Humor / Satire
0.90
13Pappahumain
Feb 20, 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)