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
3:46 bro im crying 😭 funniest shit ive seen today
3:46 bro im crying 😭 funniest shit ive seen today
Expresses amusement at a specific moment in the video using casual humor language.
Humor / Satire
0.95
WyattH-un7os
Jan 27, 2026
Protect helmet guy at all costs 😂❤❤❤
Protect helmet guy at all costs 😂❤❤❤
A lighthearted, affectionate comment using emojis and humor to express support for someone in the video.
Humor / Satire
0.95
chrismoisiov8760
Jan 27, 2026
Brampton ❌️ BeReHemTON😂😂
Brampton ❌️ BeReHemTON😂😂
Uses joking wordplay ('BeReHemTON') with laughing emojis to mock Brampton, employing satire rather than serious critique.
Humor / Satire
0.95
GarvDutta-p4h
Sep 19, 2025
The tuk tuk on the highway made me laugh the frick out loud lmao
The tuk tuk on the highway made me laugh the frick out loud lmao
Comment expresses amusement at a specific video element (tuk tuk on highway) using casual, joking language.
Humor / Satire
0.95
chrisjenvizzuso9316
Mar 2, 2026
They are so nice wtf 😂
They are so nice wtf 😂
Casual, lighthearted expression of surprise using emoji and colloquial language ('wtf') in a joking tone.
Humor / Satire
0.95
swervo9033
Jan 27, 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 it's punjab not pooonjab😂😂
Dude it's punjab not pooonjab😂😂
Humorous correction of pronunciation with laughing emojis, mocking tone about how a word is said.
Humor / Satire
0.95
farazdanish7612
Jan 28, 2026
The bike guy 😂
The bike guy 😂
Brief comment with laughing emoji referencing a person in the video, indicating humorous observation.
Humor / Satire
0.95
Al-Ra05
Jan 27, 2026
4:52 trying to hold back laughter lol
4:52 trying to hold back laughter lol
The commenter is reacting with amusement to something in the video, using casual humor language.
Humor / Satire
0.95
Stuka01210
Jan 28, 2026
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
12:28 🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣
12:28 🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣
Laughing emojis with no textual content indicate amusement or sarcastic reaction to the video content.
Humor / Satire
0.95
mr.critic
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
😂😂😂😂 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
It's the poop eating for me 🤣🤣
It's the poop eating for me 🤣🤣
The comment uses laughing emojis and references an absurd claim as a joke, employing sarcasm about the video's content.
Humor / Satire
0.95
Culturedmassage
Jan 27, 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
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
I just farted.
I just farted.
Off-topic joke with no relevance to immigration or policy discussion.
Humor / Satire
0.95
@AlenDelon-x6i
Mar 4, 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
The cashier girl was waffling the whole time 😂
The cashier girl was waffling the whole time 😂
Humorous observation about a cashier's behavior in the video using slang ('waffling') with laughing emoji.
Humor / Satire
0.95
Bunnyfx.7
Jan 27, 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)