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
Get A $5 Bonus On Your First Offer With FreeCash: https://freecash.com/c/f2399e
Get A $5 Bonus On Your First Offer With FreeCash: https://freecash.com/c/f2399e
This is a promotional link with a referral bonus offer unrelated to immigration discussion.
Spam
0.99
TylerOliveira
Jan 27, 2026
Download full movie https://youtube.com/shorts/l-8SUXic6Qg?si=smkXZGR-VGofmaHY
Download full movie
https://youtube.com/shorts/l-8SUXic6Qg?si=smkXZGR-VGofmaHY
Unrelated movie download link with no connection to immigration discussion.
Spam
0.98
Watch24.7
Sep 29, 2025
I'm new here, how can I find legit loan company to fund my project?
I'm new here, how can I find legit loan company to fund my project?
Off-topic self-promotion seeking financial services, unrelated to video content.
Spam
0.98
@SteveRobinson-e1p
Mar 5, 2025
Thank you Lord Jesus for the gift of life and blessings to me and my family $14,120.47 weekly profit Our lord Jesus have lifted up my Life!!!🙏❤️❤️
Thank you Lord Jesus for the gift of life and blessings to me and my family $14,120.47 weekly profit Our lord Jesus have lifted up my Life!!!🙏❤️❤️
Spam/scam content promoting financial gains through religious messaging, unrelated to immigration discussion.
Spam
0.95
GunnarLatham-r7k
Sep 30, 2025
Make this video big in Japan
Make this video big in Japan
Off-topic request to promote video in Japan with no substantive engagement with immigration discussion.
Spam
0.95
kishin44
Jan 27, 2026
🚩🚫🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩 🌙 1. **Ras Leela with married women** Bhagavata Purana 10.33.27 Krishna danced with married Gopis in the forest at night. Even though they left their husbands, the scripture says: Whatever Krishna does is pure, …
🚩🚫🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩
🌙 1. **Ras Leela with married women**
Bhagavata Purana 10.33.27
Krishna danced with married Gopis in the forest at night.
Even though they left their husbands, the scripture says:
Whatever Krishna does is pure, even if He plays with others’ wives.
🛑 Normalizes adultery under divine excuse.
🩲 2. **Stealing clothes and watching girls naked**
Bhagavata Purana 10.22.1 to 10.22.28
Krishna hides the clothes of young bathing girls, climbs a tree, and watches them come out of the river **naked with hands raised**.
He says it’s a test of their devotion.
😳 Highly inappropriate by any ethical standard.
💍 3. **Sex with 16,000 women**
Bhagavata Purana 10.59.42
After killing Narakasura, Krishna takes 16,000 captive women as wives.
He is said to live with them all by creating multiple forms of himself.
⚠️ Glorifies mass polygamy and male domination.
🧈 4. **Stealing butter and lying about it**
Bhagavata Purana 10.8 to 10.11
Krishna frequently steals butter from villagers and breaks their pots.
Even when caught, he lies and charms his way out.
😂 Presented as playful, but glorifies theft and dishonesty.
🔪 5. **Killing Ekalavya, a tribal archer**
Mahabharata, Adi Parva and Bhagavata Purana 10.52.31
Ekalavya, a low-caste boy, learns archery on his own.
Drona cuts off his thumb. Later Krishna kills him, calling him unrighteous.
🚫 Reinforces caste violence against talented lower-caste individuals.
📿 6. **Supports caste system in Gita**
Bhagavad Gita 4.13
Krishna says: I created the four varnas (castes) based on qualities and actions.
Although interpreted philosophically, this verse was used for centuries to enforce caste discrimination.
📛 Justifies systemic social inequality.
🗣️ 7. **Killing Shishupala for verbal insults**
Mahabharata, Sabha Parva
During a royal ceremony, Shishupala mocks Krishna.
Krishna responds by using his chakra to **behead him publicly**.
🧠 Kills someone for speech — raises moral concerns.
#rama
Unethical, Weird ❌🚩🚩🚩🚩👺🚩🚩❤🚩🚩🚩🚩🚩🚩🚩 Acts of Rama in Ramayana
These are all from mainstream Valmiki Ramayana or well-known regional versions.
1. 💔 Banishing Sita While Pregnant — Based on Gossip
Rama sends Sita to the forest alone while she is pregnant, based on a washerman’s comment about her “purity.”
🕉️ Uttara Kanda, Valmiki Ramayana
“A ruler must be free from blame. I banish you to uphold my people’s trust.”
Comment: Seriously? Gossip over your wife? This is not ideal leadership or love — it’s cruel and cowardly.
2. ⚔️ Killing Shambuka the Shudra for Doing Tapas
Rama beheads a Shudra ascetic just because he was doing penance in the forest, which “violated dharma.”
🕉️ Uttara Kanda, Ramayana
“By performing penance, the Shudra threatens the cosmic order. He must die.”
Comment: Casteist horror. What kind of god kills someone for meditating?
3. 🐒 Making Monkeys Fight His War
Instead of asking help from humans, Rama uses an army of monkeys (Vanaras) — like Hanuman, Sugreeva, etc.
🔹 Comment: Literal monkey business. Why use animals for war instead of diplomacy?
Slaying Vali Unfairly from Behind a Tree
Rama hides and shoots Vali from behind while he's fighting someone else (Sugreeva).
🕉️ Kishkindha Kanda
“A king can kill from hiding when dharma is at stake.”
🔹 Comment: That’s just sneaky and cowardly, not heroic.
🔥 Asking Sita to Do Agni Pariksha (Fire Test)
After rescuing her from Ravana, Rama demands she walk through fire to prove her purity.
🕉️ Yuddha Kanda, Valmiki Ramayana
“I rescued you for honor, not for love. Prove your chastity.”
🔹 Comment: Toxic masculinity. Instead of comforting her, he humiliates her.
Never Defending Sita Against Critics
He allows society to question Sita again and again, never confronting the toxic moral policing.
🔹 Comment: Doesn’t defend his wife. Silent when he should speak.
7. 🪦 Abandoning His Children in Forest
His twin sons, Lava and Kusha, are born and raised without knowing who their father is.
🔹 Comment: A father who abandons family, then fights his own sons without knowing.
Blind Obedience to Dharma, No Compassion
Rama is shown as a king who follows “Rajdharma” even when it destroys his personal life.
🔹 Comment: Robot-like morality — no real humanity or emotion.
❓🤔 So… Why the “Jai Shri Ram” Hype?
Originally a devotional phrase, “Jai Shri Ram” has now become:
🚩 1. Political Slogan (Not JustReligious)
Widely used by Hindutva groups (like RSS, Bajrang Dal, etc.)
Chanted during hate crimes, riots, and lynchings
Used to assert Hindu supremacy, not peace or devotion
Brainwashed Symbolism
Kids in schools, people on streets forced to chant it
Becomes reflex rather than real devotion
🔊 3. Used in Intimidation
Many victims of hate attacks in India were forced to chant “Jai Shri Ram” before being beaten or killed.
🔹 Example: Tabrez (Jharkhand), 2019
🔹 Example: Delhi Riots, 2020
Fake Masculinity & Heroism
Rama is projected as “Hindu warrior king” — even though real Ramayana presents him as soft, conflicted, and Fake Masculinity & Heroism
Rama is projected as “Hindu warrior king” — even though real Ramayana presents him as soft, conflicted, and emotional
The aggressive macho image is fake propaganda
Long, off-topic religious critique with formatting and emojis characteristic of spam or copy-pasted content unrelated to Canadian immigration discussion.
Spam
0.95
ytOz_AlexDan
Oct 2, 2025
Who want Tyler to star to doing horror videos!👇Like this comment who want❤
Who want Tyler to star to doing horror videos!👇Like this comment who want❤
Unrelated self-promotion asking viewers to engage with content creator's other videos; spam-like engagement bait.
AlmirKasumovic-n2h
Jan 27, 2026
Inside Canada's Indian Invasion... Inside Canada's Indian Invasion... Inside Canada's Indian Invasion... Inside Canada's Indian Invasion... Inside Canada's Indian Invasion... Inside Canada's Indian Invasion... Inside Canada's Indian Invasion... Inside Canada's Indian Invasion... Inside Canada's Indian …
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Repetitive spam-like content with inflammatory framing, likely bot-generated or promotional.
Spam
0.95
VortexifyEditz
Jan 28, 2026
hey man im asking youtubers for challenges and was wondering if you could give me one.
hey man im asking youtubers for challenges and was wondering if you could give me one.
Self-promotional request for YouTube challenges unrelated to immigration content.
Spam
0.95
realTrestan
Feb 9, 2026
Hit the Like
Hit the Like
Generic engagement-baiting request with no substantive content, typical of spam or bot-like behavior.
Spam
0.95
SHORT-FRIDAYS
Jan 27, 2026
Come to Frisco, TX
Come to Frisco, TX
Appears to be off-topic promotional content unrelated to the immigration discussion.
Spam
0.95
TonySmith-h6t
Feb 19, 2026
Come to Brazil
Come to Brazil
Off-topic promotional message unrelated to the video's content about Canadian immigration.
Spam
0.95
DevLucas-s7s
Feb 19, 2026
Didnt get freecash bonus
Didnt get freecash bonus
This appears to be a bot or spam comment about a promotional bonus unrelated to the video content.
Spam
0.95
hokaleukko4603
Jan 28, 2026
Hello Sir i am From Microsoft 🤡
Hello Sir i am From Microsoft 🤡
Impersonation of Microsoft with clown emoji is a classic spam/scam bot pattern unrelated to immigration discussion.
Spam
0.95
xomething___456
Jan 27, 2026
Thank you so much for this useful video i passed the test in 15 minutes and i got 19/20 .
Thank you so much for this useful video i passed the test in 15 minutes and i got 19/20 .
Self-promotional comment about passing a test, unrelated to immigration discourse and appears bot-like.
Spam
0.95
MarinaGawhari
Feb 11, 2026
🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦
🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦
Repetitive emoji spam with no semantic content, characteristic of bot-like or spam activity.
Spam
0.95
-Sloth--
Jan 27, 2026
Hi! I really love your content! We have an exciting collaboration opportunity and would love to share the details with you. I’ve sent all the info to your email, feel free to check it when …
Hi! I really love your content! We have an exciting collaboration opportunity and would love to share the details with you. I’ve sent all the info to your email, feel free to check it when you have a moment. Looking forward to your thoughts!
Generic promotional message offering collaboration opportunity with reference to email contact, characteristic of spam/bot outreach.
Spam
0.95
MazurPaulina05
Feb 10, 2026
I'm Going Harder Then Lastime.....To get you SAVED! Give your life to Jesus the Christ. Get a King James Bible and follow the Ministry of Paul for the Church Age. 1 Corinthians 15: 1-4
I'm Going Harder Then Lastime.....To get you SAVED!
Give your life to Jesus the Christ. Get a King James Bible and follow the Ministry of Paul for the Church Age.
1 Corinthians 15: 1-4
Religious proselytizing with Bible verses unrelated to the video topic; classic spam/self-promotion pattern.
Spam
0.95
GodsGunner777
Jan 27, 2026
POO IN LOO POOJETS
POO IN LOO POOJETS
Incoherent spam content with no relevance to immigration discussion.
Spam
0.95
kontraksionista
Feb 27, 2026
https://youtube.com/shorts/_HqdgnMD_dA?si=XQ4Aqo1XRqiSlpcQ
https://youtube.com/shorts/_HqdgnMD_dA?si=XQ4Aqo1XRqiSlpcQ
Contains only a YouTube link with no accompanying commentary, typical of spam or self-promotion.
Spam
0.95
AndrewRichard-z8p
Oct 3, 2025
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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
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Toronto Sun
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Meta-Commentary
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Unverified Claim
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Classified by Claude Haiku (Anthropic)
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