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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: "Indians and their love for …" 170 comments · Page 2 of 7
I love the non Muslim Indian people. They are a great addition to our society unlike nasty middle eastern and African Muslims. The liberal party is massively moving the people in that are uneducated and …
I love the non Muslim Indian people. They are a great addition to our society unlike nasty middle eastern and African Muslims. The liberal party is massively moving the people in that are uneducated and can't assimilate so they will get on welfare and have their permanent vote
Identity Attack0.5948528
Insult0.47384647
Profanity0.22429734
Threat0.012130005
Severe Toxicity0.06101104
Moderate 0.509388 Constructive 0.62 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
How disgusting people just for views defaming India.If u don't want Indians in your country just cut all ties with india and ban indians why you are spreading hatred. I love canadian people but pl …
How disgusting people just for views defaming India.If u don't want Indians in your country just cut all ties with india and ban indians why you are spreading hatred. I love canadian people but pl don't spread hatred.
Identity Attack0.44690517
Insult0.5145894
Profanity0.11725569
Threat0.023544617
Severe Toxicity0.023076924
Moderate 0.50789946 Constructive 0.514 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
FUNFACT ABOUT CANADIANS IS THAT THEY HATE INDIANS BUT THEY LOVE INDIAN PEOPLE MONEY. AS INDIAN STUDENT GIVE ARROUND 40 BILLION $ TO CANADIAN GOVT. HYPOCRACY AT IT'S PEAK
FUNFACT ABOUT CANADIANS IS THAT THEY HATE INDIANS BUT THEY LOVE INDIAN PEOPLE MONEY. AS INDIAN STUDENT GIVE ARROUND 40 BILLION $ TO CANADIAN GOVT. HYPOCRACY AT IT'S PEAK
Identity Attack0.5135796
Insult0.4534306
Profanity0.058445938
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.50503236 Low Con 0.246 Identity Attack Moral_Argument
Oct 4, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They …
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They are Indian. We Indians are loving, high tax paying, not indulging in crimes and peace loving people. Who mostly gets accustomed to other nations culture and also celebrate their festivals with the people of that nations. And we feel proud that whichever nation we go which provide us opportunities to give it back and it's society as much as we can. Just because mentioning India gets you clicks and it's easy to crack racist jokes about Indian online doesn't mean we the people are bad.
Identity Attack0.5548181
Insult0.49151286
Profanity0.24818924
Threat0.02924249
Severe Toxicity0.08859174
Moderate 0.4977744 Constructive 0.61 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They …
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They are Indian. We Indians are loving, high tax paying, not indulging in crimes and peace loving people. Who mostly gets accustomed to other nations culture and also celebrate their festivals with the people of that nations. And we feel proud that whichever nation we go which provide us opportunities to give it back and it's society as much as we can. Just because mentioning India gets you clicks and it's easy to crack racist jokes about Indian online doesn't mean we the people are bad.
Identity Attack0.5548181
Insult0.49151286
Profanity0.24818924
Threat0.02924249
Severe Toxicity0.08859174
Moderate 0.4977744 Constructive 0.61 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Look, I love Indian food but I feel this. I'm near San JOSE CA and it's all indian and East Asian. It sucks. We have so many of these people, including Mexicans, our surrounding cities …
Look, I love Indian food but I feel this. I'm near San JOSE CA and it's all indian and East Asian. It sucks. We have so many of these people, including Mexicans, our surrounding cities are unrecognizable from a decade ago.
Identity Attack0.48915586
Insult0.41530323
Profanity0.43781817
Threat0.008285114
Severe Toxicity0.02420936
Moderate 0.4850187 Constructive 0.727 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but …
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but all of ontario , Pretty much all of canada And it's not all immigrants, it's mostly the Indian immigrants that I ruining this country.They come here and try to change our laws and our way of life and try to make it more like it Is in India?If you want it to be like India here, so bad, go back home.We are not a free country anymore.\\nAnd it's sad that our government will Rather change Our country to benefit immigrants, but not the people that actually from the country.\\nI love canada , but at this point i'm down to become the fifty first state
Identity Attack0.50515443
Insult0.40243408
Profanity0.27747265
Threat0.059796512
Severe Toxicity0.12546301
Moderate 0.4850187 Constructive 0.536 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I love Indian food too. Better to have them (the Hindu, Sikhs, and the very few Christian and Jewish ones) than the Muslims.
I love Indian food too. Better to have them (the Hindu, Sikhs, and the very few Christian and Jewish ones) than the Muslims.
Identity Attack0.5983441
Insult0.2838064
Profanity0.16496858
Threat0.021472665
Severe Toxicity0.028730227
Moderate 0.4838166 Constructive 0.578 Identity Attack Identity_Assertion
Feb 22, 2026 Inside Canada's Indian Invasion...
You are not white love, you are indian
You are not white love, you are indian
Identity Attack0.5135796
Insult0.35505778
Profanity0.19770569
Threat0.010628296
Severe Toxicity0.04666401
Moderate 0.47622904 Moderate Con 0.344 Identity Attack
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
5:53 I love how you kept putting this clip of an indian guy flipping you off hahahaha
5:53 I love how you kept putting this clip of an indian guy flipping you off hahahaha
Identity Attack0.3817989
Insult0.26957804
Profanity0.25184435
Threat0.34804323
Severe Toxicity0.109661035
Moderate 0.47622904 Low Con 0.27 Humor_Satire
Feb 9, 2026 5 likes Inside Canada's Indian Invasion...
Indians are exagerrating, they are everywhere like flies. And love excessive lifestyle driving in cpensive card while the people from that country are humble and cut their coat according to their size. Indians will destroy …
Indians are exagerrating, they are everywhere like flies. And love excessive lifestyle driving in cpensive card while the people from that country are humble and cut their coat according to their size. Indians will destroy immigration for everybody. Always wants to be heard when itnis not your country. Proud in nothing bragging about your country in someone else country is crazy to me.
Identity Attack0.5135796
Insult0.44802538
Profanity0.21348765
Threat0.03718498
Severe Toxicity0.02604016
Moderate 0.47473195 Moderate Con 0.413 Identity Attack
Sep 10, 2025 Why Canadians Are Turning Against …
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find …
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find the beautiful communities, overwhelm them - with too many people in one house, too many loud/unruly children, leaving piles of shoes on doorsteps, using beautiful yards and terraces as junk storage/laundry drying areas, making everything smell and look terrible because they have no class and their food smells permeate other people's homes as well at the outdoor air... They turn luxury developments into Indian slums and nobody's talking about it because they're afraid to sound racist. I have almost every race in my own family. So I KNOW I'm not racist. I just find it intolerable that there aren't more laws in place to protect lovely American communities from being overrun by non-assimilating Indians or any other immigrant population.
Identity Attack0.55044734
Insult0.4378843
Profanity0.19770569
Threat0.11616269
Severe Toxicity0.13599765
Moderate 0.47173777 Constructive 0.745 Identity Attack Fear_Threat
Feb 6, 2026 Inside Canada's Indian Invasion...
i love all the disgusting racist comments, when white people migrate its okay but when colored people do it its a problem ? indians are good people
i love all the disgusting racist comments, when white people migrate its okay but when colored people do it its a problem ? indians are good people
Identity Attack0.5135796
Insult0.36798462
Profanity0.26593533
Threat0.014911477
Severe Toxicity0.02378681
Moderate 0.47173777 Moderate Con 0.31 Identity Attack Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all …
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all of punjab look like this, with that logic i can show you probably dirtier steet than this in Toronto. first he made poop festival video which are unknown from 99.99% of indian and painted as it is celebrated like holi and Diwali, i can also give the weirdest festival around the global that you never imagined and why did he made video about poop tasting and throwing festival that are celebrated in texas because he wil not get the clout, there are hundreds of thousands of video about white guy pooping on road,street and randomly showed up at seven 11 store pooped and left, and we love you canada so much why millions of Canadian come india for health checkup and medical treatment. Whites are born hypocrites for centuries they colonies india and other part of world snatch their resources for themselves that time they were enjoying and now other peoples came their country and contributing to their economy for that they are crying
Identity Attack0.29798782
Insult0.36798462
Profanity0.2980872
Threat0.146441
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.519 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Identity Attack0.5502601
Insult0.34203702
Profanity0.17241211
Threat0.035458352
Severe Toxicity0.023692908
Moderate 0.4574824 Moderate Con 0.422 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
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...
Send all Indian back Let Pakistani and Arabs to come they are white, they've honest and hard work people Canadian girls love Pakistani men and Arabs boys they are handsome too
Send all Indian back Let Pakistani and Arabs to come they are white, they've honest and hard work people Canadian girls love Pakistani men and Arabs boys they are handsome too
Identity Attack0.53446084
Insult0.2679134
Profanity0.11230402
Threat0.031314444
Severe Toxicity0.02453801
Moderate 0.4421347 Moderate Con 0.391 Identity Attack Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
I love Indian food, but after u sweat with all that spices, your home stinks if u cook it.Horrible.
I love Indian food, but after u sweat with all that spices, your home stinks if u cook it.Horrible.
Identity Attack0.22261032
Insult0.37846634
Profanity0.26645362
Threat0.009877442
Severe Toxicity0.023076924
Moderate 0.44039994 Constructive 0.573 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a …
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a bike. Why would you include him saying black people from subsaharan Africa are dumb when it has nothing to do with this video? You could have just included his perspective on Indians but you gave him so much time to go on a tangent and a racist rant.
Identity Attack0.46028158
Insult0.43296707
Profanity0.22663295
Threat0.012026439
Severe Toxicity0.023076924
Moderate 0.43230394 Constructive 0.717 Meta_Commentary
Feb 22, 2026 Inside Canada's Indian Invasion...
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians …
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians in Canada” but half of the people in your boat, liking those comments and engaging in discussion are literal bigots whose only points in discussions involving this topic are hateful phrases and ignorance.
Identity Attack0.29035977
Insult0.47020787
Profanity0.035148825
Threat0.007340072
Severe Toxicity0.010528564
Moderate 0.4269174 Moderate Con 0.385 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I love how honest they are. They hate other indians lol
I love how honest they are. They hate other indians lol
Identity Attack0.48990932
Insult0.24928534
Profanity0.20808282
Threat0.014911477
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.396 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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 …
Good luck but you are bit late…..There is a big difference between Sikh and Khalistani ….Khalistanis are extrimist groups they live along with good Sikhs…. They both wear Turban…this khalistanis thwy Come to canada they …
Good luck but you are bit late…..There is a big difference between Sikh and Khalistani ….Khalistanis are extrimist groups they live along with good Sikhs…. They both wear Turban…this khalistanis thwy Come to canada they fake asylum seekers…recently khalistanis in Canada has attacked Hindu communities in canada and police has done nothing to stop protect them ….they have attacked Hindu Temples and police were just watching them…they also burned down Indian consulate in San Francisco two years back they constantly threatened Indian embassy Indian consulate ambassador….if you think they have just attacked Indian or Hindus they don’t attacked Canadian…but you might be living in delusion they can turn around on actual Canadian also if you think you are red neck they are 10 time more red neck than you …so you are late they are all over places in your Government , they have formed political parties too they are in yoyr country airport security,Government offices,Border security all over so Good luck…There are millions and millions good Sikhs In India who Loves India and serve India too with pride,…just search for Gurupatwant singh pannun he runs khalistanis extrimist movement from your country Canada and also from America
Identity Attack0.48915586
Insult0.37960073
Profanity0.085167445
Threat0.13815513
Severe Toxicity0.02373986
Moderate 0.41168427 Constructive 0.634
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and …
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and only hear Indian music…my daughters class last year was only Indian and Arabic kids and the principal was Indian how are they gonna teach Canadian culture and education I’d ask what she did in school she said learned Indian dances. I’m 11 generations Canadian and they completely chaged our small home towns and neighbour hoods we have our own customs and cultures and it’s all gone now also there’s so much rape and assault charges or teachers molesting kids or men in girls bathroom and it’s Indian men!!! Disgusting and sad I used to love being Canadian now I hate Canada
Identity Attack0.37730414
Insult0.43158367
Profanity0.11725569
Threat0.013579931
Severe Toxicity0.021806452
Moderate 0.41168427 Constructive 0.627
Sep 1, 2025 Why Canadians Are Turning Against …

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.