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 Hortons is what Canadians call it.
Singh Hortons is what Canadians call it.
Makes a joking reference to Tim Hortons using a name-based pun ('Singh Hortons') to satirize demographic change.
Humor / Satire
0.88
homeserviceu
Jan 27, 2026
Can we borrow him for a few years?
Can we borrow him for a few years?
Humorous request to borrow Trudeau, using ironic tone to express approval of his leadership.
Humor / Satire
0.88
@duppy623
Mar 4, 2025
Someone said Donald Trump is a very smart guy? Oh lord, that’s rich.
Someone said Donald Trump is a very smart guy? Oh lord, that’s rich.
Uses sarcastic dismissal ('that's rich') to mock claims about Trump's intelligence through ironic commentary.
Humor / Satire
0.88
@killawofe
Mar 4, 2025
Punjab suppressed haha next joke please
Punjab suppressed haha next joke please
Dismissive sarcastic response treating a claim as absurd or laughable.
Humor / Satire
0.88
Knight.0.0.7
Jan 27, 2026
30 days in USA ?!?!? Let the rich suffer a bit !!!😊
30 days in USA ?!?!? Let the rich suffer a bit !!!😊
Uses sarcasm and emoji to joke about wealthy violators facing consequences.
Humor / Satire
0.88
Beto.Canada
Dec 29, 2025
Congrats on getting bedbugs from that place you slept in
Congrats on getting bedbugs from that place you slept in
Sarcastic jab using dark humor about travel hardships, likely mocking the immigration journey narrative.
Humor / Satire
0.88
blurtblaxter2708
Jan 27, 2026
You calling him “Donald” is a declaration of war. You were supposed to say something like “your excellency greatest president in history of the world Donald Trump”
You calling him “Donald” is a declaration of war. You were supposed to say something like “your excellency greatest president in history of the world Donald Trump”
Uses ironic exaggeration and sarcasm to mock the commenter's tone toward Trump, presenting absurd formal titles as a joke.
Humor / Satire
0.88
@Lzo7639
Mar 4, 2025
Tyler missed the smells of India so without having to travel all the way back there this was the easiest thing to do 😂
Tyler missed the smells of India so without having to travel all the way back there this was the easiest thing to do 😂
Sarcastic joke implying the creator visited an Indian neighborhood to experience Indian culture without traveling, using humor to critique the video's premise.
Humor / Satire
0.88
darlenemarietroise
Jan 27, 2026
The middle finger 😂
The middle finger 😂
Uses a middle finger emoji and laughing emoji to mock or ridicule someone's gesture or statement in the video.
Abishek_Ghataney
Feb 22, 2026
Maybe scamming someone while driving 😂
Maybe scamming someone while driving 😂
Joking comment with emoji suggesting sarcastic commentary on an unspecified topic.
Humor / Satire
0.88
Regie69969
Jan 27, 2026
I did not know that Amber Heard is part of the Trudeau-Government?
I did not know that Amber Heard is part of the Trudeau-Government?
Uses sarcastic joke comparing Trudeau to Amber Heard, likely referencing controversy or public perception.
Humor / Satire
0.88
@fistofren3483
Mar 4, 2025
Trump is not a very smart guy I hope he was being sarcastic with the word “very”
Trump is not a very smart guy I hope he was being sarcastic with the word “very”
Uses sarcasm and wordplay to mock Trump's intelligence, employing ironic commentary on his self-description.
Humor / Satire
0.88
@lori3637
Mar 4, 2025
Proudly 51st State.🎉🎉🎉🎉
Proudly 51st State.🎉🎉🎉🎉
Uses sarcastic framing of Canada as a U.S. state to critique national sovereignty or policy direction, combining satire with identity commentary.
SamMoore-w2l
Jan 4, 2026
Tim Horton's isn't Tim Horton's anymore, it's Taj Mahorton now.
Tim Horton's isn't Tim Horton's anymore, it's Taj Mahorton now.
Uses wordplay and sarcasm to make a joke about Tim Hortons and demographic change in Canada.
Humor / Satire
0.88
tpp27
Jan 27, 2026
Is that Blonde lady behind him.. Amber Heard. Tell me im not the only one who thinks this.. lol
Is that Blonde lady behind him.. Amber Heard. Tell me im not the only one who thinks this.. lol
Joking observation comparing someone in the video to a celebrity, marked by 'lol' indicating humorous intent.
Humor / Satire
0.88
@deborahhildebrandt4434
Mar 4, 2025
Indian scammers?! No way!? Say it ain't so! 🙄
Indian scammers?! No way!? Say it ain't so! 🙄
Sarcastic eye-roll emoji response mocking the stereotype of Indian scammers with feigned shock.
Humor / Satire
0.88
Greg-cl7tl
Sep 28, 2025
hey tyler bud you lookin a lil cold there Eh 🤣
hey tyler bud you lookin a lil cold there Eh 🤣
Casual joking comment about someone's appearance with Canadian cultural reference ('Eh') and laughing emoji.
Humor / Satire
0.88
shwangxiong
Jan 27, 2026
Trudeau, can you please come be US president?
Trudeau, can you please come be US president?
Humorous suggestion to swap leaders, using ironic comparison to express preference for Canadian leadership.
@aaronwest4923
Mar 4, 2025
26:36 I love this lady. You bubble what 😂😂😂😂 2 pounds for grapes 😮😱😭😭😭☠️
26:36 I love this lady. You bubble what 😂😂😂😂
2 pounds for grapes 😮😱😭😭😭☠️
Humorous reaction to video content with laughing emojis and exaggerated shock at prices.
kinggstergaming4136
Sep 11, 2025
Ha ha ha Governor Trudeau ?????
Ha ha ha Governor Trudeau ?????
Commenter uses sarcastic humor with multiple question marks to mock Trudeau's title/status in a joking manner.
Humor / Satire
0.88
@verdeaqua3990
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)