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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: "Why do they say we …" 1,368 comments · Page 14 of 55
We can no longer fix this issue because the majority or our country is IMMIGRANTS! They literally can out vote real Canadians. We have lost our country. The west doesn’t even get a say in …
We can no longer fix this issue because the majority or our country is IMMIGRANTS! They literally can out vote real Canadians. We have lost our country. The west doesn’t even get a say in federal politics…immigration is a multi billion dollar industry. There is nothing left in this country for our children and I am truly scared to grow old here with millions of immigrants who hate us and our country, running everything and filling our medical system. Whites are blames for being racist yet anyone with common sense can see whites are the LEAST racist of all. We are doomed, and quite honestly this country isn’t worrh fighting for…we don’t have free speech or the right to self preservation for a country that won’t stfu about ‘human rights’
Identity Attack0.5135796
Insult0.39743927
Profanity0.089370176
Threat0.012181788
Severe Toxicity0.023076924
Moderate 0.4475325 Constructive 0.502 Identity Attack Fear_Threat
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
I LOVE the fact that the bike guy said Indians are at least better than Muslims and Africans 🤣🤣🤣. He is well informed on the different cultures. As a Canadian people here always complain about …
I LOVE the fact that the bike guy said Indians are at least better than Muslims and Africans 🤣🤣🤣. He is well informed on the different cultures. As a Canadian people here always complain about Indians rightfully so and I always say hey we have Muslim refugees sneaking in here under the radar cuz all eyes are on the Indians.
Identity Attack0.55044734
Insult0.28997475
Profanity0.0935729
Threat0.012337137
Severe Toxicity0.023076924
Moderate 0.44573322 Constructive 0.673 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Crazy how a white person says " feeling like a stranger in the own country " 🤦🏻‍♀️🤔🤯🤢🙄
Crazy how a white person says " feeling like a stranger in the own country " 🤦🏻‍♀️🤔🤯🤢🙄
Identity Attack0.4907465
Insult0.3388922
Profanity0.18663849
Threat0.010705971
Severe Toxicity0.023076924
Moderate 0.44573322 Moderate Con 0.334 Identity_Assertion
Mar 1, 2026 Inside Canada's Indian Invasion...
Wtf is vashy defending? She says that those are the government stats. The panel after was even worse.
Wtf is vashy defending? She says that those are the government stats. The panel after was even worse.
Identity Attack0.012943448
Insult0.26957804
Profanity0.44613865
Threat0.008505191
Severe Toxicity0.022193791
Moderate 0.44393396 Low Con 0.167 Meta_Commentary
Feb 24, 2026 3 likes 'We do know that there's …
I’ve said it once I’ll say it again for those in the back. If you’re an immigrant here bring the good parts of your country and culture and leave the garbage stuff behind AND ASSIMILATE! …
I’ve said it once I’ll say it again for those in the back. If you’re an immigrant here bring the good parts of your country and culture and leave the garbage stuff behind AND ASSIMILATE! be part of Canada that’s it
Identity Attack0.39207554
Insult0.46923602
Profanity0.15283443
Threat0.0074565844
Severe Toxicity0.019482423
Moderate 0.4421347 Moderate Con 0.421 Policy_Critique
Aug 26, 2025 39 likes Why Canadians Are Turning Against …
as a child of immigrants from south east asia that was born and raised in brampton i have to say these indians have ruined this city, and i do feel bad for the good ones …
as a child of immigrants from south east asia that was born and raised in brampton i have to say these indians have ruined this city, and i do feel bad for the good ones that came here because they were scammed by thier own kind and promised a bunch of lies, n then getting scammed once again when they r here by thier kind. really shows u what kind of people they are.
Identity Attack0.5135796
Insult0.41530323
Profanity0.17706433
Threat0.023371955
Severe Toxicity0.023106033
Moderate 0.4421347 Constructive 0.528 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
as a canadian the crazy thing to me is my indian neighboor who came here in the 1970s is the one thatst the most pissed he says these indians ruined the reputation that his people …
as a canadian the crazy thing to me is my indian neighboor who came here in the 1970s is the one thatst the most pissed he says these indians ruined the reputation that his people built here for 50 years. hes not wrong
Identity Attack0.46028158
Insult0.4339631
Profanity0.2661772
Threat0.011353259
Severe Toxicity0.023076924
Moderate 0.4421347 Constructive 0.581 Personal_Narrative
Feb 22, 2026 4 likes Inside Canada's Indian Invasion...
15:50 Bro if he gets through the border ima be so mad. The ONE thing, the ONE promise Trump has delivered on, at least so he says. Haha I will edit this comment at the …
15:50 Bro if he gets through the border ima be so mad. The ONE thing, the ONE promise Trump has delivered on, at least so he says. Haha I will edit this comment at the end of my watch EDIT: HE ROACHED OUT 🤣🤣 Ehhh tbh I dont blame him
Identity Attack0.09245483
Insult0.33998606
Profanity0.26555094
Threat0.06205949
Severe Toxicity0.023076924
Moderate 0.4421347 Moderate Con 0.384
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Ur smuggler is Pakistani no indian they always say india
Ur smuggler is Pakistani no indian they always say india
Identity Attack0.47178617
Insult0.5072643
Profanity0.29209393
Threat0.13815513
Severe Toxicity0.35058254
Moderate 0.44039994 Low Con 0.218 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
He can only speak against Indian Hindus because his views come from there and Indian Hindus do not say anything to him. If you have the courage then go to the place where Muslim invasion …
He can only speak against Indian Hindus because his views come from there and Indian Hindus do not say anything to him. If you have the courage then go to the place where Muslim invasion is taking place. Indian Hindus do not say that you have to made any new rule or is living on the money of USA taxpayers, he will not make a video about these Muslims who will demand Sharia law in USA, joker😂
Identity Attack0.5135796
Insult0.35333878
Profanity0.11168506
Threat0.048481647
Severe Toxicity0.023076924
Moderate 0.44039994 Moderate Con 0.373 Identity Attack Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I also have to say that crime is way to high, and it's because of the immigrants, not all do crime but alot do, especially the east, they do sexual predation and other crime. If …
I also have to say that crime is way to high, and it's because of the immigrants, not all do crime but alot do, especially the east, they do sexual predation and other crime. If you come here, you need to assimilate to our culture and stop screaming racism if we don't accept your culture.
Identity Attack0.47178617
Insult0.34626248
Profanity0.16078159
Threat0.03856628
Severe Toxicity0.023076924
Moderate 0.44039994 Constructive 0.657 Unverified_Claim
Sep 15, 2025 Why Canadians Are Turning Against …
They're NAKED, they walk around NAKED - says a Pollack walking around half naked without a shirt LOL
They're NAKED, they walk around NAKED - says a Pollack walking around half naked without a shirt LOL
Identity Attack0.06340405
Insult0.3486032
Profanity0.2761231
Threat0.011638066
Severe Toxicity0.023293832
Moderate 0.4402136 Low Con 0.227
Oct 3, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them …
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them are wanted in India and will face jail time without trial for conspiring against India. But Canadian, UK, US, Australian governments don't extradite them. Even innocent people from punjab get brainwashed there. Khalistani movement get funded by Pakistani ISI to wage terrorism against india. When British people were leaving india, they divided it and formed Pakistan. Part of punjab region was gone to Pakistan. These khalistani say that they want to liberate punjab and form khalistan. But these hypocrites want to do it on indian side only, not the Pakistani punjab side.
Identity Attack0.4774257
Insult0.4339631
Profanity0.117874645
Threat0.3490162
Severe Toxicity0.038593806
Moderate 0.44002727 Moderate Con 0.446 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
How is this guy on the bike going to say Indians are fine and then say”but the Africans” 💀
How is this guy on the bike going to say Indians are fine and then say”but the Africans” 💀
Identity Attack0.5075293
Insult0.26957804
Profanity0.2366394
Threat0.030623792
Severe Toxicity0.02444411
Moderate 0.4398409 Low Con 0.225 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
This Polish white guy standing in the street 'naked' says, "they don't even cover their windows and walk around naked inside." Hahahhaahha the irony
This Polish white guy standing in the street 'naked' says, "they don't even cover their windows and walk around naked inside." Hahahhaahha the irony
Identity Attack0.46028158
Insult0.31740165
Profanity0.22572558
Threat0.027343199
Severe Toxicity0.023246882
Moderate 0.4398409 Moderate Con 0.331 Humor_Satire
Jan 2, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Indian scammers?! No way!? Say it ain't so! 🙄
Indian scammers?! No way!? Say it ain't so! 🙄
Identity Attack0.45610145
Insult0.40975618
Profanity0.20262444
Threat0.011560392
Severe Toxicity0.023076924
Moderate 0.4398409 Low Con 0.207 Humor_Satire
Sep 28, 2025 1 likes IRCC Names India in Study …
8:59 Says the man walking around naked 😂
8:59 Says the man walking around naked 😂
Identity Attack0.06158508
Insult0.08831572
Profanity0.29209393
Threat0.034422375
Severe Toxicity0.023076924
Moderate 0.43965456 Low Con 0.199 Humor_Satire
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Years ago; here in Albany NY,car were told how cool it would be to get so many new cultures here after the Nano college opens. Lol. Now, we are inundated with rude and entitled illegals …
Years ago; here in Albany NY,car were told how cool it would be to get so many new cultures here after the Nano college opens. Lol. Now, we are inundated with rude and entitled illegals from all over the world. They're not leaving. They don't care what Trump says. This is a very liberal area, they feel safe here while they take all of the jobs and live off from the system. Thank you woksters. You ruined the last few years of my life. The kids? The kids are screwed and our system has them programmed and brainwashed.
Identity Attack0.29188538
Insult0.47384647
Profanity0.28708664
Threat0.012233571
Severe Toxicity0.023076924
Moderate 0.4394682 Constructive 0.508 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
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)
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...
Africans are below McDonald's intelligence? That's a very ignorant thing to say considering the fact the in USA the most successful immigrants are Nigerians.
Africans are below McDonald's intelligence? That's a very ignorant thing to say considering the fact the in USA the most successful immigrants are Nigerians.
Identity Attack0.46028158
Insult0.42743355
Profanity0.10611444
Threat0.0071199946
Severe Toxicity0.01683561
Moderate 0.4394682 Moderate Con 0.407 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Jews, Indians Muslims, Africans, all people Tyler likes to say are bad people and do stories on... what about the white people?.... i think I've realized Tyler might be racist?
Jews, Indians Muslims, Africans, all people Tyler likes to say are bad people and do stories on... what about the white people?.... i think I've realized Tyler might be racist?
Identity Attack0.4931391
Insult0.3388922
Profanity0.096482486
Threat0.010239923
Severe Toxicity0.01896597
Moderate 0.43720075 Moderate Con 0.471 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
When White Gangs are saying Brown Gangs are a big problem n killing women n children….. then why isn’t Canada deporting them all or locking Canadian Gangs up! Oh right cops and government are compliant
When White Gangs are saying Brown Gangs are a big problem n killing women n children….. then why isn’t Canada deporting them all or locking Canadian Gangs up! Oh right cops and government are compliant
Identity Attack0.50588524
Insult0.26395
Profanity0.075468846
Threat0.34804323
Severe Toxicity0.023364257
Moderate 0.43720075 Low Con 0.253 Identity Attack Moral_Argument
Feb 19, 2026 Canadian immigration officers investigating hundreds …
The dude on the bike is hilarious lol Saying bellow 70 sub saharans arw bellow down syndrome ppl is crazy work
The dude on the bike is hilarious lol Saying bellow 70 sub saharans arw bellow down syndrome ppl is crazy work
Identity Attack0.42615733
Insult0.40698266
Profanity0.25458565
Threat0.016292779
Severe Toxicity0.023317307
Moderate 0.43720075 Low Con 0.239
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.