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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: "The only people who have …" 4,268 comments · Page 46 of 171
Come on the Polish guy is just straight racist. "They all look the same", "They don't cover their windows, they walk around naked in their house" Brother you're naked outside the house in the video. …
Come on the Polish guy is just straight racist. "They all look the same", "They don't cover their windows, they walk around naked in their house" Brother you're naked outside the house in the video. Why are you peeping Tom looking into people's windows?
Identity Attack0.46028158
Insult0.40243408
Profanity0.12727508
Threat0.014911477
Severe Toxicity0.023076924
Moderate 0.44002727 Moderate Con 0.417
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
its true immigrants get special treatment all the jobs housing money given two them me and my daughter where in housing and they kicked me and my 11 year old daughter on the street December …
its true immigrants get special treatment all the jobs housing money given two them me and my daughter where in housing and they kicked me and my 11 year old daughter on the street December problem family of 8 father works the mother get income support payment no I hate this its are country I'm indigenous from NWT immigrants get treatment get all the jobs get good home nice cars it most stop no more of this muslims are racist again people like me no more it's time you start thinking about us people born and raise indigenous I'm from HayRiver NWT
Identity Attack0.4907465
Insult0.37052566
Profanity0.15195307
Threat0.06238277
Severe Toxicity0.024725812
Moderate 0.4398409 Constructive 0.573 Personal_Narrative
Sep 8, 2025 2 likes Why Canadians Are Turning Against …
I hate how my country is literally being colonized by these people
I hate how my country is literally being colonized by these people
Identity Attack0.40351558
Insult0.24928534
Profanity0.2453505
Threat0.013269233
Severe Toxicity0.023076924
Moderate 0.4398409 Moderate Con 0.351 Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
So much for screening people before you let them into your country, just invite the worst of the worst of everything ,no wonder Canada is such a joke now and the whole world is watching …
So much for screening people before you let them into your country, just invite the worst of the worst of everything ,no wonder Canada is such a joke now and the whole world is watching , Disgraceful , shame on the liberals for the last 10 years !
Identity Attack0.3072352
Insult0.47384647
Profanity0.035900343
Threat0.011353259
Severe Toxicity0.016383713
Moderate 0.4398409 Low Con 0.3
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
It's really fascinating to see White people complain about immigration, whilst living on stolen land.
It's really fascinating to see White people complain about immigration, whilst living on stolen land.
Identity Attack0.50588524
Insult0.34032786
Profanity0.09868695
Threat0.010990778
Severe Toxicity0.020902663
Moderate 0.4398409 Low Con 0.283 Identity Attack
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
White people are not the greatest race in the world they turn pink in the sun how is that the greatest race in the world?
White people are not the greatest race in the world they turn pink in the sun how is that the greatest race in the world?
Identity Attack0.5124616
Insult0.24928534
Profanity0.16264248
Threat0.013113883
Severe Toxicity0.02430326
Moderate 0.4398409 Low Con 0.227 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
99 percent indian Bangladeshi and pakistani students submits fake papers just to get visa to step in canada. INDIANS ARE THE NUMBER ONE. IF YOU DONT STOP ISSUING VISIT OR STUDENT VISA THIS COUNTRY WILL …
99 percent indian Bangladeshi and pakistani students submits fake papers just to get visa to step in canada. INDIANS ARE THE NUMBER ONE. IF YOU DONT STOP ISSUING VISIT OR STUDENT VISA THIS COUNTRY WILL BE TAKEN OVER BY FAKE INDIAN STUDENTS. PEOPLE ARE GETING READY FOR WORLD CUP SOCCER NEXT YEAR. THEY WILL COME AS FAKE VISITORS AND file FAKE ASYLUM. INDIA AND BANGLADESH.
Identity Attack0.50588524
Insult0.36798462
Profanity0.05393682
Threat0.03304107
Severe Toxicity0.023129508
Moderate 0.4398409 Moderate Con 0.412 Identity Attack
Sep 28, 2025 IRCC Names India in Study …
makes me angry because white people NEVER cheat on their taxes and take cash jobs 😡😡😡
makes me angry because white people NEVER cheat on their taxes and take cash jobs 😡😡😡
Identity Attack0.50515443
Insult0.24928534
Profanity0.099305905
Threat0.010291707
Severe Toxicity0.02258113
Moderate 0.4398409 Moderate Con 0.358 Identity Attack
Nov 28, 2025 Inside Canada's Indian Metropolis (Brampton)
It's ridiculously unfair....and the government is giving them over 3000 or more a month....it's disgustingly unfair...they cry the boo hoo game soo we'll. And honest hard-working people suffer that are actually canadian
It's ridiculously unfair....and the government is giving them over 3000 or more a month....it's disgustingly unfair...they cry the boo hoo game soo we'll. And honest hard-working people suffer that are actually canadian
Identity Attack0.18468912
Insult0.47630358
Profanity0.12727508
Threat0.009204263
Severe Toxicity0.014317908
Moderate 0.43965456 Moderate Con 0.462 Unverified_Claim
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
At surface level, people can call it what it is, but the reality is the western woman doesn’t have sex anymore and if she does, she bears no children the nuclear family has been destroyed, …
At surface level, people can call it what it is, but the reality is the western woman doesn’t have sex anymore and if she does, she bears no children the nuclear family has been destroyed, so we’re being replaced by people that actually enjoy having families not left-wing parasites as a Canadian, who was born here I regret that we have fallen, but it’s the reality western women don’t have kids anymore It’s all about them.
Identity Attack0.38223284
Insult0.46774593
Profanity0.17706433
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.43965456 Moderate Con 0.458 Fear_Threat
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Lol now you know how us first nation feel n your ancestors raped n pillaged by the way what is your culture ? Its been going in the wrong direction since first contact with non …
Lol now you know how us first nation feel n your ancestors raped n pillaged by the way what is your culture ? Its been going in the wrong direction since first contact with non native people 😢
Identity Attack0.36702603
Insult0.336253
Profanity0.2661081
Threat0.13815513
Severe Toxicity0.042180564
Moderate 0.4394682 Moderate Con 0.423
Aug 28, 2025 Why Canadians Are Turning Against …
White people arent allowed to want anything nice. I love a few ethnicities in my neighborhood but don’t take over. I get uncomfortable.
White people arent allowed to want anything nice. I love a few ethnicities in my neighborhood but don’t take over. I get uncomfortable.
Identity Attack0.5135796
Insult0.24928534
Profanity0.12551236
Threat0.011767523
Severe Toxicity0.023076924
Moderate 0.4394682 Moderate Con 0.499 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
They all say we are the same. They are on their best behaviour while on camera: of course they would be. But so many shit on beaches and even peoples lawns. Some of them might …
They all say we are the same. They are on their best behaviour while on camera: of course they would be. But so many shit on beaches and even peoples lawns. Some of them might be great but a large majority are not. The food banks are empty. They are coming and receiving money and care that our own citizens cant get. Its just too much. Maybe some are amazing but its just too much
Identity Attack0.031464707
Insult0.34101152
Profanity0.4756165
Threat0.0086087575
Severe Toxicity0.022193791
Moderate 0.4394682 Constructive 0.573
Dec 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
o the irony of white people complaining about others invading "their" land... hahahaha.
o the irony of white people complaining about others invading "their" land... hahahaha.
Identity Attack0.5108175
Insult0.25800487
Profanity0.09324962
Threat0.012699619
Severe Toxicity0.023076924
Moderate 0.4394682 Low Con 0.172 Identity Attack Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
no hate to white people , but u dont have to add all ragebait pics in the video i have tons of video which can ragebait u guys easily. if you dont beleive me dm …
no hate to white people , but u dont have to add all ragebait pics in the video i have tons of video which can ragebait u guys easily. if you dont beleive me dm i will send you in dm
Identity Attack0.4482637
Insult0.23237456
Profanity0.27139977
Threat0.34804323
Severe Toxicity0.02514347
Moderate 0.4394682 Moderate Con 0.384 Meta_Commentary
Feb 16, 2026 Inside Canada's Indian Invasion...
I love how you have all these hit pieces, I’m from Canada and we don’t give a shit if people come from other countries and wanna live here, part of our culture is acceptance. And …
I love how you have all these hit pieces, I’m from Canada and we don’t give a shit if people come from other countries and wanna live here, part of our culture is acceptance. And I don’t think America’s considered the greatest country on earth anymore, especially with current administration.
Identity Attack0.14233272
Insult0.27763805
Profanity0.4596479
Threat0.00933372
Severe Toxicity0.023076924
Moderate 0.4394682 Constructive 0.593 Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
Well India everywhere even in Indonesia we have Tamil descendants bring by British in sumatera as slavery for plantations now they have many descendants, well we see them have DIRTY bloodline as slave and they …
Well India everywhere even in Indonesia we have Tamil descendants bring by British in sumatera as slavery for plantations now they have many descendants, well we see them have DIRTY bloodline as slave and they have darkest brown skin(KELING) and we calling them "KELING" people because sunburns when they worked as farmers
Identity Attack0.4830652
Insult0.40243408
Profanity0.26607355
Threat0.13245705
Severe Toxicity0.16960317
Moderate 0.4394682 Moderate Con 0.493
Aug 27, 2025 Why Canadians Are Turning Against …
I am so so surprized with the comments coming from an assumed Christian White man in work jacket and a beautiful bike to ride on, against muslims and African immigrants!!! He has no idea what …
I am so so surprized with the comments coming from an assumed Christian White man in work jacket and a beautiful bike to ride on, against muslims and African immigrants!!! He has no idea what Jesus has told his people and all Christians to follow? Ohhh...my godness...God forgive this man...cleanse heart from hate, and open his eyes!!! Pooofh...
Identity Attack0.48949075
Insult0.35161978
Profanity0.114160895
Threat0.012803185
Severe Toxicity0.023076924
Moderate 0.4394682 Moderate Con 0.479 Moral_Argument
Feb 6, 2026 Inside Canada's Indian Invasion...
They love their country but don't want to live there and refuse to go back. Respect for the guy on the bike for being honest, most people don't have the balls to say it. It's …
They love their country but don't want to live there and refuse to go back. Respect for the guy on the bike for being honest, most people don't have the balls to say it. It's not racism, just pattern recognition.
Identity Attack0.14661247
Insult0.26957804
Profanity0.38343847
Threat0.010705971
Severe Toxicity0.019224197
Moderate 0.4394682 Constructive 0.704 Identity_Assertion
Mar 2, 2026 Inside Canada's Indian Invasion...
CANADA IS TO LATE SHOULD YOU WAKE UP 10 YEARS AGO, TO LATE NOW, YOU DIDN'T WANT HUNGARIAN, AND BULGARIAN PEOPLE, SERBIAN, CROATIAN PEOPLE, NOW YOU HAVE INDIANS, ENJOY YOUR NEW DEMOGRAFIC, YOU DESERVE IT, …
CANADA IS TO LATE SHOULD YOU WAKE UP 10 YEARS AGO, TO LATE NOW, YOU DIDN'T WANT HUNGARIAN, AND BULGARIAN PEOPLE, SERBIAN, CROATIAN PEOPLE, NOW YOU HAVE INDIANS, ENJOY YOUR NEW DEMOGRAFIC, YOU DESERVE IT, YOU DIDN'T LIKE US....
Identity Attack0.50917345
Insult0.28586254
Profanity0.03389629
Threat0.01238892
Severe Toxicity0.023076924
Moderate 0.43720075 Low Con 0.194 Identity Attack Fear_Threat
Sep 9, 2025 2 likes Why Canadians Are Turning Against …
You should check out Burnside Gorge in Victoria BC. Between the City of Victoria's entire stock of Homeless shelters (in this one neighbourhood) and the city's entire stock of Sikh temples, Punjabi restaurants and East …
You should check out Burnside Gorge in Victoria BC. Between the City of Victoria's entire stock of Homeless shelters (in this one neighbourhood) and the city's entire stock of Sikh temples, Punjabi restaurants and East Indian clothing and grocery stores, it is a total sh*tpit - where people can't sleep at night because the Sikh punks are racing their cars up and down Burnside all night. Any whyte people who can, move out - leaving only the poorest, who can't afford to move, the homeless and the Punjabis.
Identity Attack0.46028158
Insult0.42881694
Profanity0.36452284
Threat0.027170537
Severe Toxicity0.024725812
Moderate 0.43720075 Constructive 0.552 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
We are all immigrants who came worked our butts off all shifts! Graveyard and even on Christmas Day and now people come here and demanded to get our tax money which we have contributed to …
We are all immigrants who came worked our butts off all shifts! Graveyard and even on Christmas Day and now people come here and demanded to get our tax money which we have contributed to the economy! I am also so fed up with ALL these people just coming in. My heart goes out to you girl, I am speechless!
Identity Attack0.36702603
Insult0.36798462
Profanity0.36752504
Threat0.010654188
Severe Toxicity0.023076924
Moderate 0.43720075 Constructive 0.701
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
Worst people
Worst people
Identity Attack0.23163283
Insult0.38852
Profanity0.22602804
Threat0.01101667
Severe Toxicity0.01896597
Moderate 0.43720075 Moderate Con 0.337
Feb 16, 2026 Inside Canada's Indian Invasion...
I think we've gone full circle. White people finally understand it. So white people need to leave north America and go back to their homeland of Europe.
I think we've gone full circle. White people finally understand it. So white people need to leave north America and go back to their homeland of Europe.
Identity Attack0.5135796
Insult0.24928534
Profanity0.17241211
Threat0.03856628
Severe Toxicity0.023076924
Moderate 0.43720075 Low Con 0.212 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
🚩🚫🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩 🌙 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 …

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.