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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "Even though people watching this …" 3 comments
🚩🚫🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩 🌙 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
Identity Attack0.43256098
Insult0.36798462
Profanity0.33453682
Threat0.13815513
Severe Toxicity0.34927294
Moderate 0.43720075 Constructive 0.558 Advertisement_Spam
Oct 2, 2025 1 likes IRCC Names India in Study …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and some opinions on the internet suck: The good: Cultural integration IS possible (the Indian families are more into hockey than the white families where I live), tons of cross-cultural friendships, beautiful blend of cultural celebrations, top achievers are almost always second-generation immigrants, kids are growing up to love their parents' culture while also loving Canada's, many fantastic families who engage their children well and raise them very respectfully, religious temples that will feed an amazing meal to ANYBODY who walks into them (as long as you cover your hair), low rates of family trauma (drugs, abuse, divorce, etc.), families that take care of their elders The rough: Not all families are interested in being Canadian (some families just send their kids to Indian speaking private schools, live in Indian areas, and only seem to practice Indian ways of life - what's even the point?), many Indian families retreated into their home-lives during Covid which removed their children from integration opportunities, a very small percentage of the families are absolutely TERRIBLE at parenting and treat their sons and daughters with different levels of respect, multi-family households pay a single property tax which makes the contribution per taxpayer much smaller (while social benefits are equal to anybody else), some crime such as extortion and gang activity has been imported into the country, some individuals' disregard for rules and laws (setting fireworks on Diwali in the middle of a dry, grassy field is just plain stupid), some Indian communities seem to vote blindly for their own ilk during local elections without any regard for policy or experience, LMIA immigration program has been corrupted by the nepotism of bad actors and the greed of large corporations (wages can be federally subsidized which makes it cheaper to hire immigrants than the 16 year old down the street). Many of these families were simply making good choices for their own family, so don't blame the people themselves for this - blame the government that allowed it to fester unsustainably. I'll continue to stick up for the majority of these beautiful families though - haters be darned! Watching these kids grow up gives me some hope for humanity!
Identity Attack0.2964622
Insult0.21368977
Profanity0.25915453
Threat0.008272167
Severe Toxicity0.01644827
Moderate 0.31825066 Constructive 0.786 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Even though people watching this video here have vegetative mindset have to say canada is land of immigrants and this problem is never gonna end it will just shape a new country be ready fir …
Even though people watching this video here have vegetative mindset have to say canada is land of immigrants and this problem is never gonna end it will just shape a new country be ready fir it
Identity Attack0.12735364
Insult0.061626412
Profanity0.014805742
Threat0.007301235
Severe Toxicity0.003643036
Low Tox 0.17111848 Low Con 0.206 Comparative_Framing
Feb 27, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.