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
Spam
148 comments
Chicken wangs
Chicken wangs
Nonsensical phrase unrelated to the video content, typical of spam or bot comments.
Spam
0.90
@catfish_knudsen
Mar 4, 2025
SAFTEY LABELS AGE APPRIOTE WARNING UNDER18 RESTRICTIONS LOW SIMULATIONS EXPERIENCE EFFORTS DANGER LAWS CHARGES AND COURT PROCEEDS ON THEIFT CANDA UK BRITIAN MONCHARY APPROVED
SAFTEY LABELS AGE APPRIOTE WARNING UNDER18 RESTRICTIONS LOW SIMULATIONS EXPERIENCE EFFORTS DANGER LAWS CHARGES AND COURT PROCEEDS ON THEIFT CANDA UK BRITIAN MONCHARY APPROVED
Incoherent text with random capitalized words and legal warnings appears to be spam or bot-generated content.
Spam
0.90
@joybell7550
Mar 4, 2025
Hey guys, now is the time to invest, everything will go up after short time, so let’s make some dough now!
Hey guys, now is the time to invest, everything will go up after short time, so let’s make some dough now!
Unsolicited investment advice unrelated to the video topic, characteristic of spam content.
Spam
0.90
@adampawlica5238
Mar 4, 2025
https://www.youtube.com/watch?v=6pGjodsk2_M
https://www.youtube.com/watch?v=6pGjodsk2_M
Bare YouTube link with no context, typical spam or self-promotion behavior.
Spam
0.90
@jamesheaven-r5y
Mar 4, 2025
Trade at the flea market and garage sale
Trade at the flea market and garage sale
Unrelated self-promotion for flea market and garage sale activity, completely off-topic from immigration discussion.
Spam
0.90
@pancake2662
Mar 4, 2025
Fuk you amerika 4:45
Fuk you amerika 4:45
Appears to be spam or off-topic content with timestamp reference, unrelated to immigration discussion.
Spam
0.88
EFFECT-o7y
Jan 27, 2026
TYLER PLEASE RESPOND I HAVE YOUR UNCLE AS MY MATH TEACHER PLEASE READ THIS EVERYBODY LIKE THIS SO HE SEES IT YOU SHOULD COME TO THE SCHOOL 🙏 PLEASE!!
TYLER PLEASE RESPOND I HAVE YOUR UNCLE AS MY MATH TEACHER PLEASE READ THIS EVERYBODY LIKE THIS SO HE SEES IT YOU SHOULD COME TO THE SCHOOL 🙏 PLEASE!!
Off-topic personal message attempting to reach a specific individual, characteristic of spam or unrelated content.
Random_man2912
Feb 4, 2026
Who love Hanuman
Who love Hanuman
Unrelated religious reference with no connection to video content, appears to be spam or off-topic promotion.
Spam
0.88
alo1236546
Feb 10, 2026
Jesus Christ and God almighty is the ONLY god, your monkey God is a fake God, he isn't real, he is a gross fake
Jesus Christ and God almighty is the ONLY god, your monkey God is a fake God, he isn't real, he is a gross fake
Unrelated religious proselytizing content with no connection to immigration discussion; appears to be spam.
Spam
0.88
Catholic_Marlon
Jan 27, 2026
everyone in canada has caught their pathogen the fun guy named gus
everyone in canada has caught their pathogen the fun guy named gus
Incoherent comment with no relevance to immigration topic, appears to be spam or bot-generated.
Spam
0.88
nfhgjkuioukytyumghfjtfghmtggyh
Jan 27, 2026
tradução pt-br friend
tradução pt-br friend
Request for Portuguese-Brazilian translation appears to be spam or off-topic self-promotion.
Spam
0.88
matheusgustavo8609
Jan 27, 2026
vídeos dublados em português do Brasil , por favor , gosto muito dos seus vídeos , mas só assisto se estiver em português brasil .
vídeos dublados em português do Brasil , por favor , gosto muito dos seus vídeos , mas só assisto se estiver em português brasil .
Request for Portuguese-language dubbing of videos, a self-promotional/service request unrelated to immigration discussion.
Spam
0.88
dicasdamanu8725
Jan 29, 2026
Stop to add commercials in YouTube Premium!
Stop to add commercials in YouTube Premium!
Complaint about YouTube Premium service unrelated to the video's immigration topic.
Spam
0.88
lsophial
Jan 27, 2026
Mundiya to bach ke rahi Nahi tu hun hun hui mutiyar Mundiya to bach ke rahi Nahi tu hun hun hui mutiyar Mundiya to bach ke rahi, yeah Ringa dinga ringa ringa
Mundiya to bach ke rahi
Nahi tu hun hun hui mutiyar
Mundiya to bach ke rahi
Nahi tu hun hun hui mutiyar
Mundiya to bach ke rahi, yeah
Ringa dinga ringa ringa
Appears to be song lyrics or unrelated content spam, not substantive commentary on immigration.
Spam
0.85
shumblee
Jan 27, 2026
indian p!q$
indian p!q$
Appears to be spam or bot-generated content with obfuscated characters, unrelated to substantive discourse.
Spam
0.85
luciifer666
Oct 13, 2025
Actually India is part of BRI-BRICS, many students-tourists-workers going to China-Russia..CGTN The Point-Hub-Heat, Race to the Future and Modernization..RT International Africa Summit-SPIEF..Alex Reporterfy Media
Actually India is part of BRI-BRICS, many students-tourists-workers going to China-Russia..CGTN The Point-Hub-Heat, Race to the Future and Modernization..RT International Africa Summit-SPIEF..Alex Reporterfy Media
Appears to be promotional spam listing media outlets and geopolitical references with no coherent connection to immigration discussion.
Spam
0.85
carmenlajoie2719
Oct 1, 2025
I read this in 3 hours and passed with 16/20. I had no time to revise or practice. But anyone can get 19-20 with these questions.
I read this in 3 hours and passed with 16/20.
I had no time to revise or practice. But anyone can get 19-20 with these questions.
Self-promotional content about test preparation materials, unrelated to immigration discussion.
Spam
0.85
itboy6934
Oct 5, 2025
Please help me , iam under the Waterr 🌊
Please help me , iam under the Waterr 🌊
Appears to be spam or bot-like content requesting help unrelated to the video topic.
Spam
0.85
Nots0-p
Jan 28, 2026
New york City metro station American Star poop in NYC metro station
New york City metro station American Star poop in NYC metro station
Incoherent text about NYC metro appears to be spam or bot-generated content unrelated to Canadian immigration.
Spam
0.85
moviesence-xy4bv
Jan 28, 2026
this guy is somewhat right about canada https://provocatingmatters.blogspot.com/2025/12/canada-is-not-what-people-think.html
this guy is somewhat right about canada
https://provocatingmatters.blogspot.com/2025/12/canada-is-not-what-people-think.html
Shares an external blog link with minimal context, functioning as promotional content or spam rather than substantive discourse.
Belgianperspective
Dec 14, 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)