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
Sighn hortons
Sighn hortons
Appears to be spam or bot-like content promoting a brand unrelated to the video topic.
Spam
0.92
owenpercival9875
Jan 27, 2026
Democracy is the best system of government in existence, but it must be optimized with the Doge Digital Twin Colombia USA: leveraging all Artificial Intelligence tools to minimize corruption, prevent tragedies like those in Venezuela, …
Democracy is the best system of government in existence, but it must be optimized with the Doge Digital Twin Colombia USA: leveraging all Artificial Intelligence tools to minimize corruption, prevent tragedies like those in Venezuela, Ukraine, Cuba, North Korea, and Nicaragua. Prevent such tragedies from recurring in Colombia, the USA, or any other country. Reduce the size of the government to the smallest possible level. Use KPIs to measure the efficiency of each official; any official who falls into the red zone must be immediately replaced by the one with the best KPI from a group of three.
\nhttps://youtu.be/I_u990Il3iU?si=FrYkc_4ETzLk_rn7
Promotional content with embedded YouTube link promoting a specific governance proposal unrelated to the video topic.
Spam
0.92
@RoldanDuarte
Mar 4, 2025
I just passed my test now thank you very much form the person who made this super helpful video all of the questions was from this video mmmmmmmuch recommend 🥳🙏
I just passed my test now thank you very much form the person who made this super helpful video all of the questions was from this video mmmmmmmuch recommend 🥳🙏
Self-promotional comment thanking the video creator and recommending it; unrelated to immigration discussion.
Spam
0.92
freshtajamal3528
Sep 14, 2025
Jesus is the only true and living God!! For God so loved the world, that He gave His one and only Son, that whoever believes in Him shall not perish but have everlasting life! (John …
Jesus is the only true and living God!! For God so loved the world, that He gave His one and only Son, that whoever believes in Him shall not perish but have everlasting life! (John 3:16)
Unrelated religious proselytizing with Bible verse, off-topic to immigration discussion.
Spam
0.90
GospelofJesusSaviour
Feb 7, 2026
Type shit T money
Type shit T money
Incoherent spam-like comment with no relevance to immigration discussion, appears to be bot or self-promotional content.
Spam
0.90
finestbemmi
Feb 5, 2026
Pinches comodines asquerosos de mierda
Pinches comodines asquerosos de mierda
Spanish-language profanity with no substantive content related to immigration, appearing to be spam or off-topic abuse.
Spam
0.90
armandosigler8362
Feb 16, 2026
Yo @TylerOliveira yo should come to prosper tx
Yo @TylerOliveira yo should come to prosper tx
Direct mention of another user with location suggestion, characteristic of spam or off-topic promotional content.
Spam
0.90
FcDallas16
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
LIKE, SAVE, SHARE, SAAR.
LIKE, SAVE, SHARE, SAAR.
Generic engagement-baiting request to like, save, and share with 'SAAR' (common spam phrase), typical of bot or self-promotion content.
Spam
0.90
elpresident-eh2369
Jan 27, 2026
Atlanta Spas. Please!!!! MUST DO!
Atlanta Spas. Please!!!! MUST DO!
Off-topic promotional request unrelated to the video content, appears to be spam or misdirected marketing.
Spam
0.90
Jjarret
Jan 28, 2026
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
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
Моя мечта когда нибудь отправиться в туристическое путешествие в Канаду, думаю что надо поторопиться..
Моя мечта когда нибудь отправиться в туристическое путешествие в Канаду, думаю что надо поторопиться..
Comment in Russian about tourism travel plans to Canada, unrelated to immigration discourse and appears off-topic.
Spam
0.90
прадиктойЁтович
Feb 24, 2026
🚩🚩🚩Shaitan made Hindus Eat Cow POOP (Panchgavya), Drink Cow Urine, Self Urine(Shivambu), as mentioned in Hindu Scriptures. Cow Poop Idols r worshipped in Gowardhan Pooja Festival. May Allah Guide all mankind. in Vedas too Drinking …
🚩🚩🚩Shaitan made Hindus Eat Cow POOP (Panchgavya), Drink Cow Urine, Self Urine(Shivambu), as mentioned in Hindu Scriptures. Cow Poop Idols r worshipped in Gowardhan Pooja Festival. May Allah Guide all mankind. in Vedas too Drinking Self Urine अथर्ववेद संहिता भाग-१
काण्ड-६ सूक्त-४४ - रोगनाशन सूक्त१४२७. रुद्रस्य मूत्रमस्यमृतस्य नाभिः । विषाणका नाम वा असि पितॄणां मूलादुत्थिता वातीकृतनाशनी ॥३ ॥ रुद्र का मूत्र अमृतरूप रस है एवं यह विषाणका नामक ओषधि है। इनके विशेष यौगिक प्रयोग से आनुवंशिक 'वात रोग' भी अपने मूल कारण सहित नष्ट हो जाते हैं ॥३ ॥
[ १० रुद्राक्ष से उत्सर्जित द्रव (तेल), यह विशेष विधियों से निकाला जाता है। २- मेघ का उत्सर्जी द्रव अर्थात् वृष्टि आन। यहाँ जल विकित्सा और शिवाम्यु-चिकित्सा अर्थात् पुत्र-विकित्सा की ओर संकेत मिलता है।।
Unrelated religious/cultural polemic with Sanskrit text spam, completely off-topic from Canadian immigration discussion.
Spam
0.90
religionsach
Jan 27, 2026
HEY TYLER IF YOU WANNA VISIT INDIA CHOOSE NORTHEAST INDIA WHICH IS ONE OF THE BEAUTIFUL PLACES ON EARTH YOU CHECKOUT ON INTERNET AND CLEANEST PART OF INDIA TOO NORTHEAST INDIA CONSIST STATES> 1>MEGHALAYA 2>ASSAM …
HEY TYLER IF YOU WANNA VISIT INDIA CHOOSE NORTHEAST INDIA WHICH IS ONE OF THE BEAUTIFUL PLACES ON EARTH YOU CHECKOUT ON INTERNET AND CLEANEST PART OF INDIA TOO
NORTHEAST INDIA CONSIST STATES>
1>MEGHALAYA
2>ASSAM
3>ARUNACHAL PRADESH
4>NAGALAND
5>MANIPUR
6>MIZORAM
7>SIKKIM
THESE ARE THE NORTHEAST STATES YOU CAN CHECKOUT THESE PLACE ON INTERNET TOO THESE ARE THE MOST SAFE AS WELL AS HOSPITABLE STATES OF INDIA FOR FOREIGNERS AND IF YOU SEE THESE PLACE YOU PROBABLY SAY THIS IS HEAVEN ON EARTH😇😇
Unsolicited promotional content about visiting India with lists and emojis, unrelated to the video's Canadian immigration topic.
Spam
0.90
Arnav71845
Feb 19, 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
Jesus Christ is coming quickly, therefore renounce all your sins and surrender your life to Jesus.
Jesus Christ is coming quickly, therefore renounce all your sins and surrender your life to Jesus.
Unrelated religious proselytizing message promoting Jesus conversion, off-topic spam with no connection to immigration discussion.
Spam
0.90
IamaChosen1
Feb 12, 2026
This (LORD JESUS CHRIST) is the true God and eternal life. 1 John 5:20
This (LORD JESUS CHRIST) is the true God and eternal life. 1 John 5:20
Unrelated religious proselytizing with a Bible verse, typical of spam comments promoting faith rather than engaging with video content.
Spam
0.90
SATISHREDDY4JESUS
Jan 29, 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
I WILL BUY YOUR HOUSE RIGHTNOW AND RENT ALL THE ROOMS
I WILL BUY YOUR HOUSE RIGHTNOW AND RENT ALL THE ROOMS
Unsolicited commercial offer to purchase property and rent rooms, typical spam content.
Spam
0.90
rallxxrei-xk2sb
Jan 29, 2026
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)