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
tingininginginginginginging
tingininginginginginginging
Nonsensical repeated text with no semantic content, characteristic of spam or bot activity.
Spam
0.90
marchosiass
Jan 27, 2026
foot smells spreading
foot smells spreading
Nonsensical comment unrelated to immigration, appears to be spam or bot content.
Spam
0.90
nfhgjkuioukytyumghfjtfghmtggyh
Jan 27, 2026
eat poop. sex goats.
eat poop. sex goats.
Nonsensical offensive statement with no substantive content, characteristic of spam or trolling behavior.
Spam
0.90
DarkTideOffroad
Jan 27, 2026
Anyone coming here to having a baby or 90 day, find someone and get married for a small fee.
Anyone coming here to having a baby or 90 day, find someone and get married for a small fee.
Solicitation for marriage fraud services, clearly spam/scam content unrelated to legitimate immigration discussion.
Spam
0.90
seanshaw436
Jan 6, 2026
That northface goes so hard which one is that with center back logo
That northface goes so hard which one is that with center back logo
Off-topic question about clothing brand/product, unrelated to immigration discussion.
Spam
0.90
KingTero92
Jan 27, 2026
Dunkin’ here No donuts ever.
Dunkin’ here No donuts ever.
Appears to be spam or off-topic self-promotion unrelated to the video content.
Spam
0.90
thewhiteknight02
Jan 27, 2026
Bhenchoads; IRS SCAMMERS
Bhenchoads; IRS SCAMMERS
Appears to be spam or scam-related content with unrelated references to IRS scammers.
Spam
0.90
Jumperman12mac
Jan 27, 2026
Donal tronp no buelbe casa blanca cartele droga colonbia
Donal tronp no buelbe casa blanca cartele droga colonbia
Incoherent text mixing unrelated topics (Trump, drug cartels, Spanish phrases) appears to be spam or bot-generated content.
Spam
0.90
ArmandaDelarosa
Dec 9, 2025
Successfull people don't become that way overnight. What most people see at a glance-wealth, a great career, purpose-is the result of hard work and hustle over time. I pray that anyone who reads this will …
Successfull people don't become that way overnight. What most people see at a glance-wealth, a great career, purpose-is the result of hard work and hustle over time. I pray that anyone who reads this will be successful in life..
Generic motivational/self-help message unrelated to the video topic, typical of spam or bot-generated content.
Spam
0.90
AdalynLavoie
Dec 8, 2025
Bhagavata Purana 🚩(Skandha 10, Rasa Lila with the Gopis) Vishnu in his avatar as Krishna (considered an incarnation of Vishnu) plays the Rasa Lila with married women (the gopis). The text explicitly describes him drawing …
Bhagavata Purana 🚩(Skandha 10, Rasa Lila with the Gopis)
Vishnu in his avatar as Krishna (considered an incarnation of Vishnu) plays the Rasa Lila with married women (the gopis).
The text explicitly describes him drawing them away from their husbands at night, embracing, kissing, and engaging in erotic play.
Traditional devotees interpret this spiritually, but on the literal level, it is sexual seduction of married women by a god.
Harivamsa Purana (Appendix to Mahabharata, Vishnu Parva, Chapter 31–34)
Krishna (Vishnu avatar) is described as bathing with the gopis.
He steals their clothes and forces them to stand naked in the water until they come out to him.
This episode is often taught as a “test of devotion,” but in plain reading, it depicts public humiliation and sexual coercion.
Unrelated religious text content posted without connection to immigration discussion; appears to be spam or off-topic promotion.
Spam
0.90
ytOz_AlexDan
Oct 1, 2025
A&W feed us rotten potatoes
A&W feed us rotten potatoes
Unrelated complaint about A&W restaurant quality; appears to be off-topic spam or bot content.
Spam
0.90
LisePelletier-b4o
Sep 13, 2025
https://youtu.be/OERqtxI7nf0?si=U1VfZTvvurDc7cSA
https://youtu.be/OERqtxI7nf0?si=U1VfZTvvurDc7cSA
Bare YouTube link with no context or commentary, typical of spam or self-promotion.
Spam
0.90
richellesmith9215
Aug 28, 2025
Comment for the algorithm
Comment for the algorithm
Meta-comment explicitly stating intent to game the algorithm, typical of spam engagement tactics.
Spam
0.90
@shimadamada9929
Mar 5, 2025
Come buy your stuff from Europe.
Come buy your stuff from Europe.
Unrelated commercial promotion with no connection to the immigration discussion topic.
Spam
0.90
@RenegadeVile
Mar 5, 2025
Crown Royal is the best whiskey in the world. Albert breweries makes one of finest beers in north america.
Crown Royal is the best whiskey in the world. Albert breweries makes one of finest beers in north america.
Promotional content about Canadian alcohol brands unrelated to immigration discussion.
Spam
0.90
@YouMe-z9p
Mar 5, 2025
***เมื่อเราฝึกเป็นพระเจ้าสำเร็จสมบูรณ์ 100% เราจะปกครองโลกเหี้ยนี้เอง โลกจะได้สงบสุขร่มเย็นเสียที***
***เมื่อเราฝึกเป็นพระเจ้าสำเร็จสมบูรณ์ 100% เราจะปกครองโลกเหี้ยนี้เอง โลกจะได้สงบสุขร่มเย็นเสียที***
Non-English text unrelated to the video topic, appears to be spam or bot-generated content.
Spam
0.90
@I_AM_God_111
Mar 4, 2025
All Canadian who want to do tourism come to Egypt it's safe and so cheap don't go united states
All Canadian who want to do tourism come to Egypt it's safe and so cheap don't go united states
Promotional content encouraging tourism to Egypt, unrelated to the video topic.
Spam
0.90
@MostafaAli-g7n
Mar 5, 2025
Love and support from iran to president Trump and USA.\n??❤️???❤️Trump??❤️???❤️
Love and support from iran to president Trump and USA.\n??❤️???❤️Trump??❤️???❤️
Appears to be spam or bot-generated content expressing support from Iran to Trump/USA with emoji, unrelated to the video's Canadian immigration topic.
Spam
0.90
@SunriseOversea-j4x
Mar 4, 2025
https://youtu.be/oMQjT2MZzDc?si=EGBvnIqwgqvwa9uc
https://youtu.be/oMQjT2MZzDc?si=EGBvnIqwgqvwa9uc
Contains only a YouTube link with no contextual comment, typical of spam or self-promotion.
Spam
0.90
@CesarValencia-l7z
Mar 4, 2025
Bailamos! Let the rhythm take you over, bailamos Te quiero amor mio
Bailamos! Let the rhythm take you over, bailamos Te quiero amor mio
Unrelated promotional content about dancing/music with no connection to the video topic.
Spam
0.90
@user-6kiu4jht-xh8
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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Search
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Discourse Quality (Perspective API)