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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: "Raise your hand 🙋‍♂️ if …" 11 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 …
Raise your hand if u have fraud fatigue. I'm so tired of this shh at this point. Who cares bruh. Nick Shirley changed the world we get it
Raise your hand if u have fraud fatigue. I'm so tired of this shh at this point. Who cares bruh. Nick Shirley changed the world we get it
Identity Attack0.018771807
Insult0.2735258
Profanity0.26645362
Threat0.011042561
Severe Toxicity0.018836858
Moderate 0.37340668 Moderate Con 0.442
Jan 27, 2026 Inside Canada's Indian Invasion...
it was always the indigenous playing the 'race card' ,wanting hand outs, made up the majority of criminal activity, dividing, demanding national political representation and governance. dad always said, when residence of reservations see the …
it was always the indigenous playing the 'race card' ,wanting hand outs, made up the majority of criminal activity, dividing, demanding national political representation and governance. dad always said, when residence of reservations see the corruption from their own chiefs, theyll fight each other and one day 'new canadian' (once a minority cultural decent) will flood the country and then they can fight it out with natives. 'white' people cant afford to sustain natives and immigrant hand outs. both out populate 'white' canadians who pay the most taxes and have become the most discriminated. they wonder why existing canadian citizens birth numbers are down? high taxes, no assistance, high cost of living. we cant afford to raise big families. when they try bring in sharia law and christians become a minority, we will see another crusade
Identity Attack0.3817989
Insult0.21368977
Profanity0.041160982
Threat0.013579931
Severe Toxicity0.0125103295
Moderate 0.3281604 Constructive 0.557 Identity_Assertion
Dec 20, 2025 Why Canadians Are Turning Against …
I am a born and raised Canadian. I have 3 boys that are 30, 25, 21, my 30 yr old recently went blind and is dealing with that in another province. My other 2 live …
I am a born and raised Canadian. I have 3 boys that are 30, 25, 21, my 30 yr old recently went blind and is dealing with that in another province. My other 2 live at home with me, because none of us can afford to live on our own as we rent, and they can't find work anywhere. The government needs to fix the problems they have before bringing in new people. If your own people can't survive, why the hell are you bringing in more people. Up goes the crime rate, up goes homelessness. The worst part is most homeless people are born and bred Canadians, while the immigrants get jobs and housing pretty much handed to them. I don't think the prime minister should have been able to make the decision to bring more and more immigrants here with out asking the people.
Identity Attack0.028418748
Insult0.13607834
Profanity0.2687007
Threat0.00933372
Severe Toxicity0.010604858
Low Tox 0.25462922 Constructive 0.778 Personal_Narrative
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
I am Native American. At college, I took a welding course just to break the monotony of classes as I was raised using my hands. This immigrant male, asked the rest of the class "why …
I am Native American. At college, I took a welding course just to break the monotony of classes as I was raised using my hands. This immigrant male, asked the rest of the class "why is she here?". I asked if he had a problem with me and he looked at the class to tell me not to speak to him. No one said a word but looked between us in silence. I asked him again, "do you have an issue with me being here?". Again he told the rest of the Caucasian men to tell me to stop speaking to him. I said if you have a problem with me, let's step outside and one of us will walk back in. You can't accept that a Native female is in this class, pack your family up and go home. Don't think of the state's because that's mine too. The teacher walked in and he could see and sense the tension in the room. He removed the immigrant and they went out of the room. A few minutes later the instructor came in and looked at me and said he'll be taking a class with no females. His country doesn't allow females an education yet alone a trade. You're welcome to stay. I have no intention to leave, was my comment back. I'm here to learn. Decades later, I'm driving home from northeastern Quebec and on the 401 is a gas/food stop. My child and I were passed by 4 luxury sports cars. They pulled into this stop and parked across all the handicapped parking spots. Bumper to bumper across the spots. We went in and met them as we came out and met a truck driver of the same nationality. He asked "how is Canada treating you?". They smiled and said "look", motioning to their silk suits. Another pointed to their cars. And another said "they treat us like kings'!". The fourth said "Canadians are easy to play! Cowards!!" A few days later, I'm at Walmart and present my tax exempt (we pay 5% tax) but the cashier looks at it and states "you all think your so special!!" Your paying the tax like everyone else! A customer behind me yelled for management loudly. When management showed, I didn't say a word because it was the customers behind and on the side of me with complaints of the rudeness of the cashier. She was removed and manager took over transactions. Not just mine but those after me. There was another incident with my child. An immigrant (can tell by the long tunic) was trying to lure my daughter away from me. I put her in a cart and requested help from a young employee who wanted me to write a book before calling security. Another employee came over and called security immediately. By the time they found the man, he had exited the store and got into a taxi. A few weeks later at an arena where youth hockey practice was taking place, the same scenario was happening. A man in a tunic was trying to lure children away and when caught, jumped into a taxi and left the scene. To attack an adult who can defend themselves is one thing but to go after children is another. I say stricter policy on crimes are needed.
Identity Attack0.27171627
Insult0.086852804
Profanity0.17148167
Threat0.025443908
Severe Toxicity0.012283325
Low Tox 0.24763705 Constructive 0.814 Personal_Narrative
Sep 8, 2025 Why Canadians Are Turning Against …
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things …
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things seem so wrong. My main upset is for my teen son. Turned 16 after Christmas. So excited about looking for a part-time job, earning some money, getting experiences and (unbeknownst to him ) expanding his social circle. This excitement came from me. LIke all us Canadians who remember our first part-time jobs (mine was at a McDonalds), I regaled my son in stories of that first part-time job. How much I learned from it, and the so many benefits it would have for me as I got older. He listened, and couldn't wait to turn 16. Also, like most parents, I raised him on the benefits of working hard in school, getting good grades, learning, getting involved, etc. Do these things son, and you will have a good future. He listened. Honours student all his life. Played on school teams. Performed in talent shows, Volunteered his time, etc., etc. Not a bad resume for a first time teen seeking a job. It is now heading into September. He has applied at all the traditional teen job hotspots, (all the fast food joints, grocery stores, drug stores, etc). Dozens of resumes, online and in-person applications. Not a single response. Then I walk into the local Burger King. Not a single Caucasian, Black, Hispanic, Indigenous, or Far Eastern employee. All East Indian (or Pakistani). Suddenly I am really noticing this trend everywhere, especially in the franchise fast food industry; especially upsetting when I even see it in a Harvey's (even more Canadian than Timmies). It's either East Indians or Arabs. I don't know for how long I have been hearing about diversity and fair hiring practices (which I have always supported); but to see this trend makes me furious. Are the owners of these franchise exempt from fair hiring practices? Are they not taught we are a diverse country? This is wrong. I want to finish with two sad situations which we should all be concerned about. When my eldest was looking for part-time work after the pandemic, he walked into a Mr. Submarine. He asked if he could leave his resume or fill out an application. The Arab cashier told him in broken English they were not hiring. As he was walking out, a young Arab man walked in. He approached the same cashier and asked for an application. She gave him one. WTF. My last comment, is the most concerning of all. My 16 year old, who works so hard at school, and at everything he does, recently commented, after yet another non-reply after handing out a slew of resumes, "Dad... what's the use of working so hard if I can't even get a job at McDonalds." I wonder how many other Canadian teens are feeling the same way. Not just white teens. Black, Hispanic, Indigenous and East Asian teens. Seems the broken English East Indian and Arab teens and young adults aren't asking themselves that. How long until my son thinks I am just spewing BS about this hard work thing? This is not about racism. This is about fair hiring practices, especially in more and more franchises; however, I do find myself listening to more and more of these videos, and find myself developing sucb negative feelings towards these two cultures. This is not Canadian. To be thinking this way, especially, is not Canadian. What do we do? Speak up, and we are racist. Stay quiet, and our teen kids move into adulthood without job experience, money put away, or just having a life experience that any of us over 30 (no matter our race) experienced. Something has to change; but I haven't a clue how to do that.
Identity Attack0.15303208
Insult0.07808672
Profanity0.027273865
Threat0.008531082
Severe Toxicity0.00541687
Low Tox 0.19789438 Constructive 0.837 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
We always were against immigration. Feds (Liberals) kept shoving it down our throats. Well, their other hand was stealing our wallets. Can someone tell me what is wrong by our population increasing by healthy Canadians …
We always were against immigration. Feds (Liberals) kept shoving it down our throats. Well, their other hand was stealing our wallets. Can someone tell me what is wrong by our population increasing by healthy Canadians raising healthy families?
Identity Attack0.083355546
Insult0.0806213
Profanity0.016821137
Threat0.008789998
Severe Toxicity0.0036621094
Low Tox 0.17891699 Moderate Con 0.436
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
This isnt about getting more votes. Follow the money. Someone is paying themselves huge $$$ overseeing billions that are handed out to illegals. Seems illegals have more rights than our vets or ave citizen. If …
This isnt about getting more votes. Follow the money. Someone is paying themselves huge $$$ overseeing billions that are handed out to illegals. Seems illegals have more rights than our vets or ave citizen. If your middle class and loose your job the govt wants to cut you off, but can give free medical, housing, food, clothing, schooling, training. As a citizen you cant get that. Your taxes will be raised and raised to pay for more of this.
Identity Attack0.06613251
Insult0.028061481
Profanity0.011594773
Threat0.0077672824
Severe Toxicity0.0024986267
Low Tox 0.102192536 Constructive 0.515
Jul 12, 2019 How much do refugees and …
Unplanned immigration policy of present government is causing problems like employment housing and also in some extent in culture. * Government is not encouraging entrepreneurs in creating labor oriented manufacturing companies. Companies those employing more …
Unplanned immigration policy of present government is causing problems like employment housing and also in some extent in culture. * Government is not encouraging entrepreneurs in creating labor oriented manufacturing companies. Companies those employing more labor should be less taxed. BYE CANADIAN Only. HI TAX for imported goods. * Build thousands condominiums by government and rent them to low income people. Decentralized from major cities. * Lower the TAX like USA * Implement Health insurance like USA. Easy Medical loan who needed. * Women should be encouraged to take babies and raise kids for population growth. Increase child benefits and handsome pregnancy award to give birth. Maternity benefits for 3 years. * Culture is freedom of choice on one hand and it should be practiced in private places or in closed boundaries. There should not be any national culture or majority culture. All should respect each other and don't try to impose anything to others. So no public display or disturbances by culture issues. * Omitting bilingual system of English French. It's very stupidity. In office or workplaces ONLY English Please. Quebec only French. Not both. Government language only English. In private places you speak anything but outside only English. It could be broken English but English. It's important. The solutions are in front of us, government don't want to act
Identity Attack0.0233943
Insult0.028171662
Profanity0.014054239
Threat0.0067186756
Severe Toxicity0.002298355
Low Tox 0.075294 Constructive 0.684 Policy_Critique
Sep 15, 2025 Why Canadians Are Turning Against …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids thro Univ who are employed now. Trudeau, to be in power, joined hands with Jagmeet Singh. I know of a 2 shutter shop in Brampton East, registered as a college, which issued 4000 student visas. I wonder whether the Immigration dept checked on the college before issuing the visas. Now, we have students, whose visas have expired, whose families in India have mortgaged everything (primarily from Punjab, Haryana & Gujarat) who are here working for cash. I think we must revisit the files, track them out, see their educational background and give them opportunites. Indian origin folks must also educate their families back home on reality. With a growth rate of 7% + India is the country to be in, for these youngsters, to grow in life
Identity Attack0.01656105
Insult0.02618698
Profanity0.015249812
Threat0.0070034824
Severe Toxicity0.0017642975
Low Tox 0.056758508 Constructive 0.839 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Raise your hand 🙋‍♂️ if you like the honesty of the guy on the bike.
Raise your hand 🙋‍♂️ if you like the honesty of the guy on the bike.
Identity Attack0.0016279058
Insult0.013972916
Profanity0.0128245065
Threat0.0075083673
Severe Toxicity0.0009965897
Low Tox 0.02873857 Moderate Con 0.388 Meta_Commentary
Jan 28, 2026 149 likes 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.