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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 #}

Comment Explorer

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Active: "is there even a normal …" 18 comments
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal …
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal to say disgusting things about us and call it content? I face this hate every fucking day you If you really dislike Indians that much, be honest about it. Put up a sign: ‘Indians not welcome.’ But you won’t—because you still want Indian customers, Indian workers, and Indian money. You can’t profit from a community while disrespecting it
Identity Attack0.57957685
Insult0.5678696
Profanity0.54024357
Threat0.055917133
Severe Toxicity0.34997055
Moderate 0.6588125 Constructive 0.568 Identity Attack Insult Moral_Argument
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
3 years, permanent residency, can't even hold a normal conversation in english while smuggling people across the border. Holy fuck what has the Canadian Government done to us, the citizens.
3 years, permanent residency, can't even hold a normal conversation in english while smuggling people across the border. Holy fuck what has the Canadian Government done to us, the citizens.
Identity Attack0.23846684
Insult0.40243408
Profanity0.5643384
Threat0.011638066
Severe Toxicity0.027833538
Moderate 0.54325575 Moderate Con 0.438
Jan 27, 2026 4,348 likes Inside Canada's Indian Invasion...
is there even a normal person living in canada anymore? they all seem to be off. even the whites, mybe thats why they imported millions of hindus which are fundementally not compatible with christianity into …
is there even a normal person living in canada anymore? they all seem to be off. even the whites, mybe thats why they imported millions of hindus which are fundementally not compatible with christianity into their country. I mean the inbred who was talking about africans having low iq and not liking muslims is just hilarious.
Identity Attack0.5612457
Insult0.42881694
Profanity0.13873272
Threat0.012285355
Severe Toxicity0.023599008
Moderate 0.48021027 Moderate Con 0.352 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian …
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian immigrant there are times I feel disgusted by their behavior. Due to this behavior the nicer Indians who hold up canadian values are getting the same discrimination. Me myself is a catholic indian who had to leave the country because of the religious bullshit caused by north Indians. We were not even allowed to have a peaceful Christmas in India. As I moved to Canada I faced more racism from north Indians as I eat beef and pork and dont speak hindi. It breaks my heart everytime when I get discriminated from people thinking that i am a punjabi. I just want to live a normal life and follow my faith. Its sad that they dont let us live peacefully in india and in Canada.
Identity Attack0.49032792
Insult0.46625584
Profanity0.42990944
Threat0.013217449
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.696 Personal_Narrative
Jan 27, 2026 2 likes 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 …
they're earning in dollars. let me put this in perspective. 1 dollar is 64 rupees. even under the table they're earning more than they normally would back in india, and they're greedy for it. you …
they're earning in dollars. let me put this in perspective. 1 dollar is 64 rupees. even under the table they're earning more than they normally would back in india, and they're greedy for it. you think they'd give up their crappy pizza pizza job for a canadian who needs it? NOPE.
Identity Attack0.29035977
Insult0.46476576
Profanity0.27882218
Threat0.007922632
Severe Toxicity0.01986976
Moderate 0.43475235 Moderate Con 0.477
Sep 28, 2025 IRCC Names India in Study …
We normal, sane, reasonable Canadian-born and bred citizens have become so "whipped" in the last 10 years under this tyranny called the LIBERAL PARTY OF CANADA, and their woke ideology. Im 60y.o., and have been …
We normal, sane, reasonable Canadian-born and bred citizens have become so "whipped" in the last 10 years under this tyranny called the LIBERAL PARTY OF CANADA, and their woke ideology. Im 60y.o., and have been screaming from the hilltops for ten years about out country being over run and dominated by Indians, and Muslims. ENOUGH !! FFSAKES, I'M NEARING THE POINT OF NO RETURN. IF THESE LIBERALS WIN THE NEXT ELECTION, IT WILL BE A CALL TO ACTION FOR ME. I WILL DO SOMETHING THAT OTHERWISE, I WOULDN'T EVEN CONTEMPLATE. MY ACT WILL BE HEARD AROUND THE WORLD, AND HOPEFULLY IT WILL CAUSE OTHERS TO AT LEAST ENACT CHANGE, AND TAKE CANADA BACK FROM THESE EVIL, SAVAGES THAT ARE OVERRUNNING HER. I'LL BE GIVING MY LIFE FOR MY BELIEFS, AND FOR MY LOVE OF GOD AND COUNTRY! GOD HELP ME, FORGIVE ME, AND GOD BLESS CANADA AND PIERRE POLIEVRE. HE IS MY, AND CANADA'S ONLY HOPE OF RESCUE. THE MUSLIM AND INDIAN TAKEOVER WILL END, OR I WILL!!
Identity Attack0.44690517
Insult0.40243408
Profanity0.09992486
Threat0.0287245
Severe Toxicity0.023076924
Moderate 0.41910073 Moderate Con 0.487
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
like as the guy on the bike said "Indian's eat poo" he could have just said "as some people in India eat poo" cause i think its wrong to just stereotype all Indian's in one …
like as the guy on the bike said "Indian's eat poo" he could have just said "as some people in India eat poo" cause i think its wrong to just stereotype all Indian's in one cause i agree some people in India are not educated enough to not fall for the so called "healthy tips" given by some brain washers in India on the basis of religion and as people say they are always on their phones and talking loudly and other things i will just say one thing see Canada born Indian's they are same as normal Canadian kids its just that their parents migrated from India to Canada and they lived half of their life in India soo in India it is common to do things like this they just need some time to adjust and even after 10 20 years they still act like this then please just see their kids they are well behaved and know how to behave in this country and i am not talking about eating poo cause that's just straight up bs yes i agree some do eat but not on regular basis and those who eat are not even 0.1% of Indians they are just less educated people those don't believe on modern meds and just get brainwashed by so called religious guru's who says drink cow piss and eat cow dung that is just bs and non educated Indian's don't get it, that's my time you are free to argue on some points in the reply's. Thank you
Identity Attack0.43896464
Insult0.39297962
Profanity0.240511
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.758
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free apartments look the Canadian total debt increased by like $300 billion in a couple years because of those people I’m not against Indian. I have Indian friends but this kind of Indian people like you go there like you’re built like 50 call what the hell is wrong with you like you have to understand that’s a Christian country or they believe in God in one car they don’t believe in paganism and 20k kids. Still 4 million people is not normal to move in 4 years Is not fair Even im albanian u bring 4 million albanian in cannada i dont agree with it Is like increasing popullation 15 percent in 3-5 years Indian people drive bad than the cannadian people pay high insurance rates So you called me in Canada and you use free houses free renting free stuff and taking the other people money it’s not good that’s why you need to make your government India to develop your country better and not to attack the Muslim and be racist against the Muslims and the Indian Muslims Here we go with pagan gods looks ugly statue, bro the God is the creator of everything there’s no human gods stop leaving in fairytale paganism
Identity Attack0.36273825
Insult0.30797598
Profanity0.3320008
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.521 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Trudeau ruined Canada….drugs, crime, now shootings in schools, lack of mental health care. NDP taxing the working class in BC….where did BC money go?? Crime at its worst….Pollution on hwy, back roads, speeding out of …
Trudeau ruined Canada….drugs, crime, now shootings in schools, lack of mental health care. NDP taxing the working class in BC….where did BC money go?? Crime at its worst….Pollution on hwy, back roads, speeding out of hand, dirty outhouses for tourists to gag at…..damaged trails not repaired…..BC housing to expensive for younger generations, lack of good paying jobs. NDP re elected….our budget received a “D”….funny how we ignore people living on streets or in tents “full of garbage”….theft issues with businesses even broken windows, fire issues. …..sad how BC is….born in BC 65 soon and this is not the BC I grew up in. Last 11 years deaths from drugs, has been excepted as a society…..no jail time for hard core criminals…..this is the reality behind the areas that are kept nice or had money invested into…..small towns were ignored…..little growth…or expansion ….list goes on ….so keep it real BC…why do we accept this as the “new normal”….? Where did our money go to…if you make over 50k…you’re being taxed more!! Yet food , and being taxed on every move we make down to water…..now more off working class people.
Identity Attack0.04538634
Insult0.26957804
Profanity0.026863953
Threat0.035458352
Severe Toxicity0.011444092
Moderate 0.3057765 Constructive 0.642
Feb 18, 2026 Canadian immigration officers investigating hundreds …
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work …
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work properly or look for jobs in India; they just prefer going to Canada. I don’t know what kind of jobs they get there. Some of them go there depending on relatives, and some go illegally, which is completely wrong. Because I want to say one true thing about Indian people: there is very little civic sense in India. Yes, if they belong to the upper class, then they may have some civic sense, but in the lower and middle class, civic sense is very low. That’s why wherever they go, they behave the same way they think, without caring that they are in another country. They don’t care about respecting that country or adjusting to its culture. Instead, they try to impose their own culture everywhere. They want to create their own space everywhere and put their own things everywhere. But if foreigners come to India and live here permanently, they just do their work and live normally. Even if they do something publicly to promote their own culture, Indians will immediately go against them. But I haven’t seen the same reaction outside. People there should also oppose this; otherwise, Indians will really spread everywhere in the same way.
Identity Attack0.36702603
Insult0.16773392
Profanity0.062454045
Threat0.009644418
Severe Toxicity0.012359619
Low Tox 0.28547668 Constructive 0.67 Identity_Assertion
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Canada is still normal, look at Malaysia, it's full of Indians and Bangladeshis, they even marry locals and give birth to Southeast Asians with South Asian faces.
Canada is still normal, look at Malaysia, it's full of Indians and Bangladeshis, they even marry locals and give birth to Southeast Asians with South Asian faces.
Identity Attack0.33352965
Insult0.08831572
Profanity0.022969801
Threat0.008427517
Severe Toxicity0.009346008
Low Tox 0.26293078 Moderate Con 0.38 Comparative_Framing
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
Despite this guy’s racism he got welcomed everywhere & got food, sweet & gifts. Now imagine if he go to where European colonisers lives. He wouldn’t able to even save his camera. Actually he went …
Despite this guy’s racism he got welcomed everywhere & got food, sweet & gifts. Now imagine if he go to where European colonisers lives. He wouldn’t able to even save his camera. Actually he went to European areas you have to see those Europeans. Half of them are ranging on roads under alcohol & drug intoxication. They doesn’t seems they took bath in their lives or get raised in normal family. Just look how they treated this same guy. Their area and how and what they talk with him.
Identity Attack0.15945168
Insult0.083112895
Profanity0.020100424
Threat0.007948523
Severe Toxicity0.005645752
Low Tox 0.20705862 Moderate Con 0.387
Sep 20, 2025 13 likes Inside Canada's Indian Metropolis (Brampton)
I'm more shocked that the driver who is smuggling peeps, said that he is a permanent residence, meanwhile he doesn't even speak an English on normal level to get it
I'm more shocked that the driver who is smuggling peeps, said that he is a permanent residence, meanwhile he doesn't even speak an English on normal level to get it
Identity Attack0.010063417
Insult0.06267534
Profanity0.025360947
Threat0.008686432
Severe Toxicity0.0027656555
Low Tox 0.14429577 Constructive 0.511 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
i lived in brampton/bramalea 1971-1997. when i went to school in 70s we already called it "bramladesh" and certain buildings were "curry corners" or "turban towers". also a lot of newfoundlanders went there. even then, …
i lived in brampton/bramalea 1971-1997. when i went to school in 70s we already called it "bramladesh" and certain buildings were "curry corners" or "turban towers". also a lot of newfoundlanders went there. even then, it was more or less "normal"...but now its the car accident and domestic violence capital of canada. also, the school my older sister attended in the next town over, malton, was turned into hindu temple in the 80s. malton was formerly an italian stronghold but was also completely taken over by indians in the 80s and 90s.
Identity Attack0.058856625
Insult0.04852104
Profanity0.024609445
Threat0.01254427
Severe Toxicity0.004272461
Low Tox 0.11378009 Constructive 0.614 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I came to Canada legally as refugee in early 90's. At 16, speaking almost no English, I was enrolled in High School and got a job in McDonald's. But even then my clear understanding was …
I came to Canada legally as refugee in early 90's. At 16, speaking almost no English, I was enrolled in High School and got a job in McDonald's. But even then my clear understanding was that the job was temporary. My managers told me the same thing. I went to university and immediately switched up. It is infuriating to see that fast food jobs are careers for middle aged people, gaming the system and my kids won't have the opportunity to experience the very natural and normal experience of getting into the job market
Identity Attack0.01274247
Insult0.023608726
Profanity0.01627459
Threat0.0064727063
Severe Toxicity0.0014781952
Low Tox 0.04760506 Constructive 0.725 Personal_Narrative
Dec 27, 2025 IRCC Names India in Study …
Canada has welcomed criminals and members of terr0r organizations in the last 10 years, even has paid millions of $$$ to them. So, any normal country that cares for the wellbeing of their citizens would …
Canada has welcomed criminals and members of terr0r organizations in the last 10 years, even has paid millions of $$$ to them. So, any normal country that cares for the wellbeing of their citizens would want to protect its borders from those “Canadians”
Identity Attack0.008588185
Insult0.007371856
Profanity0.000062916915
Threat0.00027536758
Severe Toxicity0.000004110165
Low Tox 0.027917115 Unverified_Claim
Dec 9, 2025

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.