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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: "Excuse me but India is …" 11 comments
My buddy is half black and half white so he’s light skinned and has straight wavy hair. Hes been sick so he went out to get food wearing a mask etc and was social distancing …
My buddy is half black and half white so he’s light skinned and has straight wavy hair. Hes been sick so he went out to get food wearing a mask etc and was social distancing in Wendy’s while ordering and waiting for his food. When a white lady and her 8-10 year old son he noticed kept getting really close to him. He said excuse me in trying to keep distsnce as I have a cold and the lady turned to him told him to fuck off and go back to India ☝️ he’s Bahamian 🇧🇸 ☝️ and here is the kicker her SON is also mixed but is darker skinned than my friend and he said in that moment he saw her sons reaction was embarassed and that of being ashamed. We don’t know this woman’s life story but this is a partial snapshot of how frustrated and tired ppl are on top of toxicity ignorance and hatefulness.
Identity Attack0.5135796
Insult0.4339631
Profanity0.57236236
Threat0.100830056
Severe Toxicity0.34981552
Moderate 0.5885171 Constructive 0.74 Identity Attack Personal_Narrative
Aug 28, 2025 4 likes Why Canadians Are Turning Against …
Just take a look at India,the world's biggest sh!th0le and then ask yourself why you think importing millions of them is going to turn Canada/U.S/Australia/U.K/Germany/Japan into paradise. All i hear is the same WEF excuse:"the …
Just take a look at India,the world's biggest sh!th0le and then ask yourself why you think importing millions of them is going to turn Canada/U.S/Australia/U.K/Germany/Japan into paradise. All i hear is the same WEF excuse:"the whites are too lazy to work" which can be translated as "we need cheap third world labor to drive down costs". The ruling elites of the West are all WEF. Got any shares in BlackRock???
Identity Attack0.50125694
Insult0.48484445
Profanity0.39409557
Threat0.01508414
Severe Toxicity0.052940834
Moderate 0.50503236 Low Con 0.297 Identity Attack Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
🚩🚫🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩 🌙 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 …
Excuse mua,Hi there I am an Indian living in India , how colonialism is going whitards. Howdy 🤠
Excuse mua,Hi there I am an Indian living in India , how colonialism is going whitards. Howdy 🤠
Identity Attack0.45348886
Insult0.35333878
Profanity0.33453682
Threat0.017328756
Severe Toxicity0.02420936
Moderate 0.40336934 Constructive 0.541 Humor_Satire
Nov 2, 2025 Inside Canada's Indian Metropolis (Brampton)
All lies. 1.6 millions from India who are committing crimes and still living here, they use going back to their country as a excuse to stay here.
All lies. 1.6 millions from India who are committing crimes and still living here, they use going back to their country as a excuse to stay here.
Identity Attack0.44690517
Insult0.25404143
Profanity0.03464781
Threat0.009307829
Severe Toxicity0.015350811
Moderate 0.37751234 Moderate Con 0.319
Dec 24, 2025 Deportations From Canada at Their …
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. …
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. This has to change. There should be serious filtering done before giving visas. Anyone with even a simple criminal offence in India should be BANNED forever from entering. No excuses. The quality of ppl coming has gone down like crazy. Bad ppl are there everywhere, but seems like the LIberal a-h0les in Ottawa intentionally want to get criminals here in order to create chaos and break the soceity and turn ppl against each other. This is Intentionally done, so that its easy for the to rule and win in Elections.
Identity Attack0.23467018
Insult0.35677677
Profanity0.24341469
Threat0.013372798
Severe Toxicity0.01825585
Moderate 0.34757367 Moderate Con 0.434 Policy_Critique
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Excuse me but India is Not a sh,✨h,✨le. It's on its way to becoming one the top 20 economies on the planet. It's going to leave us way behind in the next 30 years or …
Excuse me but India is Not a sh,✨h,✨le. It's on its way to becoming one the top 20 economies on the planet. It's going to leave us way behind in the next 30 years or so.
Identity Attack0.18546575
Insult0.16817254
Profanity0.352205
Threat0.010783645
Severe Toxicity0.021290002
Moderate 0.31825066 Moderate Con 0.361 Comparative_Framing
Jan 24, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
canada is getting very close to having more than half of their newborns be first-generation immigrants from india. in a couple short generations, it will be impossible for canadians to win any sort of election, …
canada is getting very close to having more than half of their newborns be first-generation immigrants from india. in a couple short generations, it will be impossible for canadians to win any sort of election, vote, nomination, poll, etc etc. these people and their beliefs do not work in western society. they want to overrun the population (with religion as an excuse) so they can take control and begin dismantling western culture. soon all of canadas laws and protections will defend the invasions and open their boarders wide open. western society and it's values are in grave danger. they're going to use our system against us. its happening right in front of your eyes. time to wake up. these people aren't coming to canada and the states in search of a better life or the american dream. they do not want to assimilate and they refuse our values. they are here because they want their own country, and they're very close to having it. these people were chanting DEATH TO THE WEST, DEATH TO AMERICA the day they flew over.
Identity Attack0.16801116
Insult0.0806213
Profanity0.020373698
Threat0.010343489
Severe Toxicity0.0064468384
Low Tox 0.19504376 Moderate Con 0.368 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and …
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and with calmness, quietly, with ZERO Levels of loudness or aggression. Friendly introduce yourself, smile, and ask them a very simple question: "Excuse me, I believe that you are from India" If the answer is Yes then ask this POLITELY: "Why are you here in Canada?" If they answer "Work", then a third question is possible. "Many Indians say that they do not like Canada, weather, religion, food, etc "a recent poll said that less than ONE PERCENT of Single Indian women will ever date a non-Indian Canadian citizen". I am curious who gave you the instructions to never date White Canadian Men? And I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian Lady that dislikes White Skinned Men, relocate to a Country where the a majority of men are White Shinned ? " Can you tell us the Truth please. We are very interested in learning. THANK YOU
Identity Attack0.18546575
Insult0.0573046
Profanity0.027820412
Threat0.009178371
Severe Toxicity0.0064086914
Low Tox 0.17198499 Constructive 0.754 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and …
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and with calmness, quietly, with ZERO Levels of loudness or aggression. Friendly introduce yourself, smile, and ask them a very simple questions: "Excuse me, I believe that you are from India" If the answer is Yes then ask this POLITELY: "Why are you here in Canada?" If they answer "Work", then a third question is possible. "Many Indians say that they do not like Canada, weather, religion, food, etc "a recent poll said that less than ONE PERCENT of Single Indian women will ever date a non-Indian Canadian citizen". I am curious who gave you the instructions to never date White Canadian Men? And i am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian Lady that dislikes White Skinned Men, relocate to a Country where the a majority of men are White Shinned ? " Can you tell us the Truth please. We are very interested in learning. THANK YOU
Identity Attack0.17536941
Insult0.054376744
Profanity0.027683776
Threat0.008841781
Severe Toxicity0.005836487
Low Tox 0.1641865 Constructive 0.746 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
As a Canadian, I work in healthcare in the disability sector, and I am extremely frustrated with what I am seeing the Indian population taking over the sector. There are ongoing issues with Indians who …
As a Canadian, I work in healthcare in the disability sector, and I am extremely frustrated with what I am seeing the Indian population taking over the sector. There are ongoing issues with Indians who cannot communicate clearly in English with clients. This has resulted in serious confusion and, on several occasions, situations escalating into violence. Clear communication is essential in healthcare, and this failure puts vulnerable clients at risk. Clients are not being provided with proper meals that meet their dietary needs. Instead, food is often prepared without consideration for the client’s usual diet, which has caused clients to become physically ill. On top of that, basic food safety practices are not being followed at all. To make matters worse, the company does not provide proper foodsafe training, despite it being a legal requirement. There are also major professionalism issues. Some Indians arrive late to work—sometimes by hours—and give excuses with no consequences. I have documented these incidents and reported them to upper management, yet nothing is done. During shifts, 90 percent of Indian staff sit in the office for long periods, leaving clients unattended except for basic cooking. This can go on for days until white staff are scheduled. One incident that really stood out involved a client returning from a doctor’s appointment. When I asked how it went, I was told the client “had something on his head” and needed to use a cream. When I asked what the condition was or whether it was contagious, the Indian staff member did not know what the word contagious meant let me remind you I work in health care. I later learned from the client’s mother that it was a fungal infection information that should have been clearly communicated immediately for everyone’s safety. I am exhausted by the lack of standards, accountability, and training in this workplace. If you are going to work in healthcare in Canada, you must be able to communicate effectively, follow food safety laws, show up on time, and provide proper care. Lowering standards for the Indian population puts vulnerable people at risk, and management allowing this is unacceptable. If your coming to Canada follow are values and beliefs are stay in India.
Identity Attack0.17303948
Insult0.061276767
Profanity0.017845914
Threat0.009592636
Severe Toxicity0.0046920776
Low Tox 0.15766735 Constructive 0.81 Personal_Narrative
Jan 29, 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.