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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

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148 comments
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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 …
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 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 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 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 Invasion... Inside Canada's Indian Invasion... Inside Canada's Indian Invasion... Inside Canada's Indian Invasion...
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
🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦
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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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Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).

Discourse Taxonomy

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)