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
Fact, bears eat beats. Bears, Beats Battlestar Galactica
Fact, bears eat beats.
Bears, Beats Battlestar Galactica
References a well-known comedy sketch (The Office), using absurdist humor unrelated to immigration policy.
Humor / Satire
0.98
Aymenadhami
Feb 23, 2026
Bike guy is ????😂😢😂😅😅 so loveable ha ha... R
Bike guy is ????😂😢😂😅😅 so loveable ha ha... R
Casual, affectionate commentary with multiple emojis and laughter indicators expressing amusement about a person featured in the video.
Humor / Satire
0.95
ChristopherSpencer-f4b
Jan 27, 2026
this is so absurd lol
this is so absurd lol
Brief dismissive comment expressing absurdity through sarcasm/humor about the video content.
Humor / Satire
0.95
Joetradersjoe
Dec 3, 2025
9:00 "they walk naked" , says the half naked guy
9:00 "they walk naked" , says the half naked guy
Uses ironic sarcasm to mock a claim in the video by pointing out hypocrisy.
Humor / Satire
0.95
stonedwhitethesevendopedwa8640
Sep 20, 2025
Random, but a comment I saw on a video about Tradeau and Katy Perry being official was: "They are perfect for each, because she thinks she went to space and he thinks he saved Canada." …
Random, but a comment I saw on a video about Tradeau and Katy Perry being official was: "They are perfect for each, because she thinks she went to space and he thinks he saved Canada." 🤣😂
Political joke using sarcasm and irony about a public figure, marked with laughing emojis indicating comedic intent.
Humor / Satire
0.95
lisam65-m5x
Oct 17, 2025
The bike guy is funny asf🤣🤣🤣
The bike guy is funny asf🤣🤣🤣
Simple expression of finding someone's behavior funny, using casual language and emojis to indicate amusement.
Humor / Satire
0.95
nobodybutnene.8872
Jan 28, 2026
Tyler is a fooo😂
Tyler is a fooo😂
Brief joking insult with emoji, unrelated to substantive immigration discourse.
Humor / Satire
0.95
WHALEMUSICRECORDS
Jan 27, 2026
*this comment has been removed by the Canadian Government*
*this comment has been removed by the Canadian Government*
User makes a satirical joke about government censorship by mimicking a removal notice, using irony to comment on the discussion.
Humor / Satire
0.95
lloydfield9442
Jan 28, 2026
😂😂😂😂 4:04 😂😂😂
😂😂😂😂 4:04 😂😂😂
Laughing emojis with a timestamp reference indicate amusement at a specific moment in the video.
Humor / Satire
0.95
D45456
Jan 27, 2026
i needed this laugh lmaoooo thank you tyler
i needed this laugh lmaoooo thank you tyler
Simple expression of amusement at the video content using casual language and laughter indicators.
Humor / Satire
0.95
FloridaMontana
Jan 27, 2026
The Stable Genius strikes again.
The Stable Genius strikes again.
Sarcastic reference to Trump's self-description ('Stable Genius') used mockingly to criticize his actions.
Humor / Satire
0.95
@dlj1285
Mar 4, 2025
5:42 hahahahahahahahaha
5:42 hahahahahahahahaha
Laughter response to a specific timestamp in the video, indicating amusement or sarcastic reaction to content.
Humor / Satire
0.95
HoffaJedi
Jan 27, 2026
i died when bike guy said "thats below down syndrome"🤣🤣
i died when bike guy said "thats below down syndrome"🤣🤣
The comment is laughing at a joke made in the video, using emojis to express amusement at comedic content.
Humor / Satire
0.95
Emanuel-oz4zl
Jan 28, 2026
Zooming into the man’s flip flops got me 😂
Zooming into the man’s flip flops got me 😂
Comment finds humor in a specific video detail (flip flops), using laughter emoji to indicate comedic intent.
Humor / Satire
0.95
LITMYSTIC
Jan 27, 2026
IM NOT YOUR FRIEND GUY! IM NOT YOUR FRIEND BUDDEH!
IM NOT YOUR FRIEND GUY! IM NOT YOUR FRIEND BUDDEH!
Reference to South Park catchphrase used as humorous commentary, not substantive political engagement.
Humor / Satire
0.95
@DylanFraser-z2v
Mar 4, 2025
Buddy on the bike is stupid but funny at the same time 😂😂
Buddy on the bike is stupid but funny at the same time 😂😂
Comment uses humor and emojis to react to someone's behavior in the video, finding it both silly and amusing.
Humor / Satire
0.95
warriorchild
Feb 16, 2026
I farted at the border
I farted at the border
Absurdist joke unrelated to the serious policy discussion, using crude humor for comedic effect.
Humor / Satire
0.95
erich84502ify
Dec 8, 2025
Dude on bike 😂😂😂😂😂😂
Dude on bike 😂😂😂😂😂😂
Brief comment with multiple laughing emojis responding to something in the video, indicating amusement or mockery.
Humor / Satire
0.95
terrencewilliams1572
Jan 27, 2026
Its like we're living in a South Park episode
Its like we're living in a South Park episode
Uses a pop culture reference (South Park) as ironic commentary on the absurdity of the situation.
Humor / Satire
0.95
@MrG360oneX
Mar 4, 2025
I love the bike guy, he just kept it real😂
I love the bike guy, he just kept it real😂
The comment uses laughing emoji and casual language ('kept it real') to express appreciation for someone's candid remarks in a humorous tone.
Humor / Satire
0.95
tacobabyman1215
Feb 3, 2026
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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)