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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: "We should have responded with …" 14 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 …
I like how Michelle pulls the coversation back when the respondents start to verbally meander down the river of nonsensical drivel. Good job Michelle.
I like how Michelle pulls the coversation back when the respondents start to verbally meander down the river of nonsensical drivel. Good job Michelle.
Identity Attack0.006289636
Insult0.37279442
Profanity0.03389629
Threat0.007547205
Severe Toxicity0.004463196
Moderate 0.3389984 Moderate Con 0.312
Sep 29, 2025 IRCC Names India in Study …
12:19 "The human trafficker has responded..." 🤣😂😅
12:19 "The human trafficker has responded..." 🤣😂😅
Identity Attack0.020279141
Insult0.0670459
Profanity0.10549548
Threat0.030278467
Severe Toxicity0.0118255615
Low Tox 0.25462922 Low Con 0.228
Jan 27, 2026 154 likes Inside Canada's Indian Invasion...
TYLER PLEASE RESPOND I HAVE YOUR UNCLE AS MY MATH TEACHER PLEASE READ THIS EVERYBODY LIKE THIS SO HE SEES IT YOU SHOULD COME TO THE SCHOOL 🙏 PLEASE!!
TYLER PLEASE RESPOND I HAVE YOUR UNCLE AS MY MATH TEACHER PLEASE READ THIS EVERYBODY LIKE THIS SO HE SEES IT YOU SHOULD COME TO THE SCHOOL 🙏 PLEASE!!
Identity Attack0.00932346
Insult0.06739554
Profanity0.044417568
Threat0.014911477
Severe Toxicity0.0125103295
Low Tox 0.2412222 Moderate Con 0.483 Advertisement_Spam
Feb 4, 2026 4 likes Inside Canada's Indian Invasion...
As an Indian, I agree with the respondents of this video. Too many Indians are leaving India to live in western countries, and causing a massive shift in the demographics of that nation. This is …
As an Indian, I agree with the respondents of this video. Too many Indians are leaving India to live in western countries, and causing a massive shift in the demographics of that nation. This is definately cause of concern for the residents there. Immigration should be stopped.
Identity Attack0.24801466
Insult0.033239998
Profanity0.019007329
Threat0.009592636
Severe Toxicity0.0049972534
Low Tox 0.18554166 Constructive 0.733
Sep 20, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
I'm so glad Singapore isn't as woke as the West, it's not perfect but they responded to the public backlash against mass migration here
I'm so glad Singapore isn't as woke as the West, it's not perfect but they responded to the public backlash against mass migration here
Identity Attack0.061130337
Insult0.028722567
Profanity0.018187506
Threat0.008000307
Severe Toxicity0.0022697449
Low Tox 0.104361884 Constructive 0.642 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Madame when ppl say you have no culture… respond with our architectural achievements, rule of law, lifestyle, our language our artwork, our medical advances, our railways and then go on and on and they might …
Madame when ppl say you have no culture… respond with our architectural achievements, rule of law, lifestyle, our language our artwork, our medical advances, our railways and then go on and on and they might learn something.
Identity Attack0.004606233
Insult0.0279513
Profanity0.011133623
Threat0.005945166
Severe Toxicity0.0009441376
Low Tox 0.057005897 Moderate Con 0.344
Sep 17, 2025 1 likes Why Canadians Are Turning Against …
I stopped calling the OPP about abandoned boats, trailers, and 20 foot boats full to the brim with over 20 people crossing the St Lawrence, now when I see it I call US border patrol …
I stopped calling the OPP about abandoned boats, trailers, and 20 foot boats full to the brim with over 20 people crossing the St Lawrence, now when I see it I call US border patrol and they actually respond with an actual gun boat.
Identity Attack0.004994711
Insult0.014504919
Profanity0.012312118
Threat0.030969119
Severe Toxicity0.002746582
Low Tox 0.054037213 Constructive 0.577 Personal_Narrative
Jan 29, 2026 4 likes Inside Canada's Indian Invasion...
The companies don't respond because then they can tell the government that no one is sending them enquiries so that they can hire migrants
The companies don't respond because then they can tell the government that no one is sending them enquiries so that they can hire migrants
Identity Attack0.02721288
Insult0.012984909
Profanity0.012961143
Threat0.0068869707
Severe Toxicity0.0013256073
Low Tox 0.044636376 Low Con 0.214
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Nature abhors emptiness! If you don’t take care of the trees in your garden, other plants will take over! As you say, it was a small farming town, so others saw an opportunity. Faced with …
Nature abhors emptiness! If you don’t take care of the trees in your garden, other plants will take over! As you say, it was a small farming town, so others saw an opportunity. Faced with a need, they have started to respond to it, and this is how we progress. Today, the fastest and most motivated move forward, regardless of their background. It is essential that life goes on, animated by the belief in prosperity and, above all, by generosity, so that we can share the true essence of life. I follow you from Paris and I wish you all the best.
Identity Attack0.0032003147
Insult0.017872108
Profanity0.01442999
Threat0.006653947
Severe Toxicity0.0010156631
Low Tox 0.032156147 Constructive 0.819 Solidarity
Dec 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Tried to have a conversation with my Indian Uber driver. He only responded with "I am here 2 years" and "No English". And that's not an uncommon occurrence anymore.
Tried to have a conversation with my Indian Uber driver. He only responded with "I am here 2 years" and "No English". And that's not an uncommon occurrence anymore.
Identity Attack0.021585498
Insult0.012186904
Profanity0.0128245065
Threat0.0063950317
Severe Toxicity0.001001358
Low Tox 0.03192045 Constructive 0.585 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
To all my viewers and subscribers, I really appreciate your comments. Although I'm late to respond to some due to the overwhelming amount, I'll do my best to touch base. Once again, I want to …
To all my viewers and subscribers, I really appreciate your comments. Although I'm late to respond to some due to the overwhelming amount, I'll do my best to touch base. Once again, I want to thank you all for your engagement. Stay tuned for more. 😊😊😊
Identity Attack0.007991537
Insult0.009906891
Profanity0.018255826
Threat0.0100069
Severe Toxicity0.0019168854
Low Tox 0.025085296 Constructive 0.679 Meta_Commentary
Aug 30, 2025 3 likes Why Canadians Are Turning Against …
Usually when you ask a question, it is customary to give someone the time to respond without telling them you don't have a lot of time except for one word answers ...... just sayin'!
Usually when you ask a question, it is customary to give someone the time to respond without telling them you don't have a lot of time except for one word answers ...... just sayin'!
Identity Attack0.0013504218
Insult0.011958904
Profanity0.011167783
Threat0.006097279
Severe Toxicity0.0005912781
Low Tox 0.020960633 Constructive 0.501
Sep 29, 2025 IRCC Names India in Study …
Please respond to vince
Please respond to vince
Identity Attack0.0035147965
Insult0.008025879
Profanity0.014942379
Threat0.008026198
Severe Toxicity0.001206398
Low Tox 0.015267765 Moderate Con 0.34 Meta_Commentary
Jan 28, 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.