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
Trucka Dryve
Trucka Dryve
Appears to be spam or bot-like content with no coherent relation to the discussion.
Spam
0.80
Vatolicious
Jan 28, 2026
Friend please come to Pakistan we welcome you in Islamabad the capital of Pakistan
Friend please come to Pakistan we welcome you in Islamabad the capital of Pakistan
Self-promotional message inviting someone to Pakistan, unrelated to the video's immigration discussion topic.
Spam
0.80
Faisalmehmood-e8q8e
Feb 13, 2026
Wow the ad for this app is sure a scam..
Wow the ad for this app is sure a scam..
Off-topic complaint about an app advertisement, unrelated to immigration discussion.
Accoun6.02
Jan 28, 2026
Buddy this comment is only for Smart people in the world and I know there are enough. They know what you have been upto lately. I will check back on you 10 years from now. …
Buddy this comment is only for Smart people in the world and I know there are enough. They know what you have been upto lately. I will check back on you 10 years from now. If you need help feel free to contact. 😉🙌
Vague self-promotional message with cryptic language and offer of contact, characteristic of spam or scam comments.
Spam
0.80
chetan0192
Jan 28, 2026
Peport Dajeets
Peport Dajeets
Appears to be spam or bot-like content with no coherent relation to immigration discourse; likely self-promotion or gibberish.
Spam
0.80
FinalTornado
Oct 1, 2025
C9me check out every fast food establishment in moose jaw saskatchewan
C9me check out every fast food establishment in moose jaw saskatchewan
Self-promotional message directing viewers to check out unrelated content.
Spam
0.80
jesuschrist613-w4f
Jan 29, 2026
来一个印度人，接纳他的整个家族
来一个印度人，接纳他的整个家族
Comment in Chinese appears to be spam or unrelated promotional content, not substantive engagement with immigration discourse.
Spam
0.80
zbsddnskleyghhig8jbj821
Jan 29, 2026
canada you must pay,,,your evil,,,,,,https://www.youtube.com/watch?v=6pGjodsk2_M
canada you must pay,,,your evil,,,,,,https://www.youtube.com/watch?v=6pGjodsk2_M
Contains vague accusatory language with an external YouTube link, appearing as spam or bot-like content.
@jamesheaven-r5y
Mar 4, 2025
Tim Hortons needs to expand there PORK menu options
Tim Hortons needs to expand there PORK menu options
Off-topic comment promoting Tim Hortons menu expansion, unrelated to immigration discussion.
Spam
0.80
gregjohnson4604
Jan 27, 2026
foot fungus in your crotch crevices
foot fungus in your crotch crevices
Nonsensical comment unrelated to video content, likely spam or bot activity.
Spam
0.80
nfhgjkuioukytyumghfjtfghmtggyh
Jan 27, 2026
Even if you would pay me to play those dumb cheap $+√p!d game I would refuse and before Ill make 8-9k$/month with this $h!+ lol goodluck ;) ;p
Even if you would pay me to play those dumb cheap $+√p!d game I would refuse and before Ill make 8-9k$/month with this $h!+ lol goodluck ;) ;p
Appears to be spam promoting a money-making scheme with censored text and unrelated to the video topic.
Spam
0.80
Cowabunga-Bangarang
Jan 27, 2026
Canada Latinas EurAsia HELLO! WORLD'S PEACE PEOPLE'S! *Not problems Comrades! O.K. Ukraine I'S USSR! Forever! NATO's GO HOME GO HOME NOW! ALOHA! Hi! Guys! WE KNOW HELP YOUR! Guantanamo NoW needs WANTED ZELEN$$KI arrested orders! …
Canada Latinas EurAsia HELLO! WORLD'S PEACE PEOPLE'S! *Not problems Comrades! O.K. Ukraine I'S USSR! Forever! NATO's GO HOME GO HOME NOW! ALOHA! Hi! Guys! WE KNOW HELP YOUR! Guantanamo NoW needs WANTED ZELEN$$KI arrested orders! FBI! NoW Guys NoW! Don't Worry MY Dears FRIEND'S!*\nALOHA!!!
Incoherent, off-topic rambling with multiple unrelated political references and exclamations suggests spam or bot-like content rather than genuine engagement with the video topic.
@PresidentWORLD-h3o
Mar 4, 2025
Yo poop landers
Yo poop landers
Incoherent slur-like content unrelated to video topic, appears to be spam or trolling.
Spam
0.75
trendsbuzz00
Mar 2, 2026
Illegal Crossings CNN
Illegal Crossings CNN
Appears to be spam or bot-like content with minimal context, possibly promoting a news outlet or unrelated topic.
Spam
0.75
@RyanSalazar-dv6dn
Mar 4, 2025
Come to brantford
Come to brantford
Brief, off-topic promotional message unrelated to the immigration discussion.
Spam
0.75
p2glitch461
Jan 29, 2026
Neh hema malins t ba mobiles yahoo yor yur
Neh hema malins t ba mobiles yahoo yor yur
Incoherent text with no semantic connection to immigration discourse; appears to be spam or bot-generated content.
Spam
0.75
abdig1757
Sep 30, 2025
PaJ**t Mania!
PaJ**t Mania!
Cryptic promotional or spam-like message with obfuscated text and exclamation mark, appears to be bot or self-promotion content.
Spam
0.75
Ali-ii8il
Jan 27, 2026
i got the same Moen faucet last week !
i got the same Moen faucet last week !
Off-topic comment about a plumbing fixture unrelated to immigration discussion, appears to be spam or bot activity.
Spam
0.75
ivanborissov2500
Jan 27, 2026
Someone have to complete the apocalypse so be it prepared all humans accept JESUS AS YOUR SAVIOR BECAUSE HE IS MORE CLOSE THAT YOU THINK AND THIS TIME ALL THE PRAYER THAT STOP THR PAST …
Someone have to complete the apocalypse so be it prepared all humans accept JESUS AS YOUR SAVIOR BECAUSE HE IS MORE CLOSE THAT YOU THINK AND THIS TIME ALL THE PRAYER THAT STOP THR PAST TO COME IS END THIS TIME JESUS IS COMING
Unrelated religious proselytizing content that appears off-topic and spam-like in a political discussion.
Spam
0.75
@shorty201078
Mar 4, 2025
Ng labay baya kag basura ha!. ?
Ng labay baya kag basura ha!. ?
Non-English spam comment with emoji, appears to be bot-like or unrelated promotional content.
Spam
0.75
@jodzdayrit3175
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
|
Search
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Discourse Quality (Perspective API)