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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: "As Indian I will say …" 378 comments · Page 8 of 16
I agree with a lot of what the non-Indians are saying except, I wouldn't mind living in a place where the majority of people are Indian or non-white, as long as I am not targeted …
I agree with a lot of what the non-Indians are saying except, I wouldn't mind living in a place where the majority of people are Indian or non-white, as long as I am not targeted just because I am white and the crime doesn't rise. I actually would like it and have expressly wanted to be in areas of the city without other white Canadians. That's boring.
Identity Attack0.46028158
Insult0.17486192
Profanity0.060951006
Threat0.010705971
Severe Toxicity0.012130737
Moderate 0.37073207 Constructive 0.771 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
As a republican, I seriously disagree when Trump says we're going to make Canada the 51st state for this reason. Theyre all Indians, Muslims, and liberals there. Why would we want them voting in our …
As a republican, I seriously disagree when Trump says we're going to make Canada the 51st state for this reason. Theyre all Indians, Muslims, and liberals there. Why would we want them voting in our elections
Identity Attack0.45348886
Insult0.1798321
Profanity0.034397304
Threat0.009411395
Severe Toxicity0.015544481
Moderate 0.36867723 Constructive 0.567 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Pretty bad when indians are saying there's to many indians 😂
Pretty bad when indians are saying there's to many indians 😂
Identity Attack0.40713623
Insult0.14874944
Profanity0.12727508
Threat0.010887212
Severe Toxicity0.018384963
Moderate 0.36867723 Low Con 0.222 Humor_Satire
Feb 6, 2026 1,616 likes Inside Canada's Indian Invasion...
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India …
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India has its problems, but Indians legally migrating to Canada should not be seen as criminals. The visuals used were also very offsetting - when a woman said India is a beautiful country, you showed us dirty Indian roads. We can do that too: show people of Fentanyl and drug overdoses whenever you say "greatest country on earth." Over 40% of Canadian immigrants are economic class immigrants who go through rigorous points-based selection (IRCC, 2023) Indian immigrants to Canada have higher educational attainment than the Canadian average - 52% hold bachelor's degrees or higher compared to 34% of the general population The US has approximately 107,000 drug overdose deaths annually (CDC, 2023), with fentanyl involved in over 70% of cases India-Canada remittances totaled $5.7 billion in 2022, contributing significantly to both economies Indian-Canadians have lower unemployment rates (5.8%) than the national average (5.9%)
Identity Attack0.38318536
Insult0.336253
Profanity0.07967158
Threat0.012647836
Severe Toxicity0.016383713
Moderate 0.36867723 Constructive 0.75 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
So basically they are saying that indians are good people but still they don't want them there
So basically they are saying that indians are good people but still they don't want them there
Identity Attack0.45610145
Insult0.13969865
Profanity0.11230402
Threat0.012233571
Severe Toxicity0.022193791
Moderate 0.3666224 Low Con 0.267 Moral_Argument
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
You can't say every Indian there are robbing. My niece moved to Canada as a student, studied there 6 yrs works in as a software engineer.
You can't say every Indian there are robbing. My niece moved to Canada as a student, studied there 6 yrs works in as a software engineer.
Identity Attack0.4054415
Insult0.26957804
Profanity0.08613731
Threat0.008375733
Severe Toxicity0.011978149
Moderate 0.3666224 Constructive 0.681 Personal_Narrative
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
South side of Edmonton Alberta is like this too. I hate it how indian ppl say they built Canada but like if they built Canada how come they cant build india better?
South side of Edmonton Alberta is like this too. I hate it how indian ppl say they built Canada but like if they built Canada how come they cant build india better?
Identity Attack0.44690517
Insult0.16883044
Profanity0.08807703
Threat0.008686432
Severe Toxicity0.014188796
Moderate 0.3666224 Moderate Con 0.477 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The white guy says about queing and the indian cashier serve the guy behind him because he's indian... that happens to me A LOT in Singapore... They serve their own skin color first.
The white guy says about queing and the indian cashier serve the guy behind him because he's indian... that happens to me A LOT in Singapore... They serve their own skin color first.
Identity Attack0.44690517
Insult0.16773392
Profanity0.09775851
Threat0.014911477
Severe Toxicity0.017739398
Moderate 0.36456755 Constructive 0.553
Jan 27, 2026 Inside Canada's Indian Invasion...
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian …
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian indian who is preaching here ,and why did british,french,italian,roman loot everything from asia and africa,central asia , middleast and invdade them and stolen everything put their country as junk yard and now all the west is entirely debt ridden,Why cry now,Stop bombing them and should not have done all this in first place since 100 of years ago,Migration is human thing ,no one can stop,its god instilled in human and this is how civilization expanded around the world..I understand ,i get the disgustian behaviour pattern of indians in the west especially the sanghis hindu extremist who were being exposed right ,left and center all over the world in social media..Like Faith says people migrate for economic reason,even that is not working any more,Leave the east and africa at peace ,lot of people will remigrate back home,..I say this for a fact.Stop bombimg them working with zionist jews pedophiles isralies who are root of all the problem that exist on face of the earth.,the banks they own,corporations they own,healthcare industry they own,diamond mines they own,weapons industry they own,drug and porn industry jews own..
Identity Attack0.37953663
Insult0.2735258
Profanity0.1413768
Threat0.13785169
Severe Toxicity0.023076924
Moderate 0.36456755 Constructive 0.571 Moral_Argument
Aug 24, 2025 1 likes Why Canadians Are Turning Against …
The Canadian White Man will never accept that they themselves are immigrants and have destroyed the livelihood of the original inhabitants, the First Nation People and the Inuit, Metis, etc. What these White Skins say …
The Canadian White Man will never accept that they themselves are immigrants and have destroyed the livelihood of the original inhabitants, the First Nation People and the Inuit, Metis, etc. What these White Skins say about Indians today is what the First nation people say about the white skins. The First Nation people cultivated the land, lived in harmony and took care of their society. The Indians do the same. The only odd man out here is the White Skins. The White Skins colonized the Canadian land. The White Skins also colonized the Indian subcontinent for nearly 200 years. But where the First Nations people lost the wars and were packed into Reservations, Indians fought, won and expelled the White Skins. Then the Indians went where ever the White Skins went. But the difference is that Indians never colonized the land. They always adapted to the native land, culture, language, customs and resources while also maintaining the connect to their land of origin. While White Skins converted the natives, the Indians adapted to the natives and also shared the cultural values. While the White Skins arrogantly executed the natives and exploited their resources, Indians learned to co-exist by adapting and learning. While the White Skins were busy profiteering from the misery of the natives, Indians shared knowledge, power, wealth, education and lived by ancient cultural values passed on from generations that have survived disasters, wars, misery and greed.
Identity Attack0.44690517
Insult0.22303216
Profanity0.06596114
Threat0.024235269
Severe Toxicity0.019740647
Moderate 0.36456755 Constructive 0.669
Sep 25, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
The problem isn't Indians taking over your place and your churches, this is but a symptom of a bigger problem. The problem is YOU white men not acting and re-enforcing the patriarchal society that built …
The problem isn't Indians taking over your place and your churches, this is but a symptom of a bigger problem. The problem is YOU white men not acting and re-enforcing the patriarchal society that built the whole country in the first place. You let women in leading positions and look what is happening, no children and policies that import the 3rd world. When are you finally going to stand your ground and say no to your liberal women and take back control of the country?
Identity Attack0.41975367
Insult0.18728738
Profanity0.051181246
Threat0.010705971
Severe Toxicity0.014576134
Moderate 0.3625127 Moderate Con 0.332
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Please send the Indian back! Indian is everywhere, even in Singapore right now! There is a saying, if you were to die now, you have 60% of being reborn as a Indian. There are here …
Please send the Indian back! Indian is everywhere, even in Singapore right now! There is a saying, if you were to die now, you have 60% of being reborn as a Indian. There are here to conquer, not to assimilate.
Identity Attack0.41975367
Insult0.13607834
Profanity0.0741757
Threat0.08856395
Severe Toxicity0.02258113
Moderate 0.3625127 Moderate Con 0.347 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Racists always say Indians don’t pay taxes but they pay more taxes than all the racists put together. Just because you don’t have any Indian friends doesn’t mean they stay among themselves only. They live …
Racists always say Indians don’t pay taxes but they pay more taxes than all the racists put together. Just because you don’t have any Indian friends doesn’t mean they stay among themselves only. They live among white, black, Asian.
Identity Attack0.40883094
Insult0.24928534
Profanity0.069969244
Threat0.00866054
Severe Toxicity0.014188796
Moderate 0.36095104 Moderate Con 0.47 Solidarity
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I lost him at.. 3:10 "New canadians pay no taxes" This is how the far right kills a dog by labeling it a mad dog. Either these people are so brainwashed or making up lies …
I lost him at.. 3:10 "New canadians pay no taxes" This is how the far right kills a dog by labeling it a mad dog. Either these people are so brainwashed or making up lies to have their way. They don't deliberately sell among themselves, the newcomers gravitate to areas where there are people of their own ethnicities. Cultural enclaves existed for centuries. Commercial-broadway area in Vancouver is full of Italians and greeks, Richmond and Burnaby are asians mostly chinese, some pockets in Toronto downtown have heavy middle eastern and african presence. You are selectively targeting the Indians because of your inherent prejudice. Also Assimilation is a 2 way street. There are so many people who are trying to make friends with other cultures especially white but they say they don't show as much love and openness as we do. You can't say "they don't assimilate" when you yourself don't allow them near you.
Identity Attack0.2803029
Insult0.35333878
Profanity0.06145202
Threat0.051391184
Severe Toxicity0.01483436
Moderate 0.36095104 Constructive 0.67 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
What a funking irony - this Rempel garner women was in India’s lap in conservative leadership race. She was with Patrick Brown and Indians told to her to quit. She ‘left’ politics to focus on …
What a funking irony - this Rempel garner women was in India’s lap in conservative leadership race. She was with Patrick Brown and Indians told to her to quit. She ‘left’ politics to focus on her personal life and came back as soon as Indians succeeded to put Piere as a leader instead of Patrick. Later bunch of material, testimonies came out about she being on a zoom call and Indians saying they don’t like she is running Patrick brown’s campaign. Foreign interference report exposed her pretty good but I guess canadians really are blind to the fact that while they are taking out their anger on immigrants their country is compromised and sold put by their own trusted politicians and that too, to a third world country like India!
Identity Attack0.27171627
Insult0.31740165
Profanity0.33453682
Threat0.013010317
Severe Toxicity0.021548226
Moderate 0.36095104 Moderate Con 0.499
Sep 30, 2025 IRCC Names India in Study …
Those who say they are punjabi ya they are not Indian 🍌 lassi
Those who say they are punjabi ya they are not Indian 🍌 lassi
Identity Attack0.37082586
Insult0.34203702
Profanity0.23083201
Threat0.04201601
Severe Toxicity0.024866661
Moderate 0.36095104 Low Con 0.192
Jan 27, 2026 Inside Canada's Indian Invasion...
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people …
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people in. It’s not an Indian issue. Racists want you to think that way but Indians are not a problem. There is a entire ecosystem benefits from illegal immigration: 1) Fake schools and colleges who promise fake degrees 2) Vote-bank politicians on both sides 3) Companies that steal their identities, cram them into small apartments, and use these undocumented immigrants as modern slaves 4) Agencies that forge fake documents for illegals in exchange of money 5) Even legal colleges benefits, because legal immigrants pay a premium on top of college fees, and students also pay rent. 6) There is whole lobby who is funded by all of these Here’s a simple solution: Why not vote for someone who will reduce immigration, rather than being a racist? The whole world is watching. Pakistani saying Indian don't assimilate is f&^king funny. This is prime example how white people are just clueless. Pakistan and India are enemies. we had a 3 day war 4 months ago. Why are you asking pakistani anything about Indians ?
Identity Attack0.38185352
Insult0.24493282
Profanity0.14666493
Threat0.015774792
Severe Toxicity0.020257099
Moderate 0.3561489 Constructive 0.63 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Guys can I make one thing clear… stop calling them “Indians” most of them are “khalistani” operates out of canada for a war against India and separative movements. They want to break India. So how …
Guys can I make one thing clear… stop calling them “Indians” most of them are “khalistani” operates out of canada for a war against India and separative movements. They want to break India. So how can you call them Indian? If you don’t make these types of videos. I’m sorry to say but canada will change into punjab. But next time make sure you call them by who they are “khalistani” and as an Indian pressure your government to send them back!
Identity Attack0.42615733
Insult0.18977246
Profanity0.040409464
Threat0.038220957
Severe Toxicity0.018836858
Moderate 0.35186127 Moderate Con 0.495 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
I got to say, Indians and Chinese are better than their more sun tanned counterparts from Africa etc. They (Indians and Chinese) actually do become doctors, engineers etc. For context, im white.
I got to say, Indians and Chinese are better than their more sun tanned counterparts from Africa etc. They (Indians and Chinese) actually do become doctors, engineers etc. For context, im white.
Identity Attack0.4453683
Insult0.16266862
Profanity0.08355101
Threat0.0086087575
Severe Toxicity0.016900165
Moderate 0.34757367 Constructive 0.561 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I’ve had conversations with Indians who say there’s too many Indians. Prior to the past 10-11 years of liberal “leadership,” we only let in 40k people per year. Now on average over trudeaus time we …
I’ve had conversations with Indians who say there’s too many Indians. Prior to the past 10-11 years of liberal “leadership,” we only let in 40k people per year. Now on average over trudeaus time we on average let in 1 million people per year. It’s disgusting. It’s purely the liberals thinking “oh yeah all of of them vote the same, let’s bring em in and they’ll vote us in.” Short term play all about greed and power worship. Instead of a long term play to serve Canada. Indians and other immigrants who came here before this liberal season, they all despise the new immigrants. Because they had to jump through so many hoops to become Canadian. These new people are welcomed even though they don’t work and go straight on welfare. It’s sick and twisted.
Identity Attack0.37082586
Insult0.28791866
Profanity0.084844165
Threat0.010705971
Severe Toxicity0.012207031
Moderate 0.34757367 Constructive 0.592 Policy_Critique
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
I'm an Indian but I say this is not good you didn't opposing such like this migrants you will lose your country and your culture.
I'm an Indian but I say this is not good you didn't opposing such like this migrants you will lose your country and your culture.
Identity Attack0.38208112
Insult0.12702756
Profanity0.0887236
Threat0.04880493
Severe Toxicity0.015544481
Moderate 0.3389984 Constructive 0.597 Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
Here in Sydney Australia , many years ago the suburb of Strathfield Sydney , the Indian resident wants a statue of Mahatma Gandhi in the center square , the council say NO ! actually " …
Here in Sydney Australia , many years ago the suburb of Strathfield Sydney , the Indian resident wants a statue of Mahatma Gandhi in the center square , the council say NO ! actually " Bloody hell NO "! and this demand disappear permanently !
Identity Attack0.18235919
Insult0.24767025
Profanity0.32658687
Threat0.014220826
Severe Toxicity0.02116089
Moderate 0.3389984 Constructive 0.526 Comparative_Framing
Sep 20, 2025 25 likes Inside Canada's Indian Metropolis (Brampton)
Indians in n India openly talk about owner ngvCabada and getting rid of the ( GORAs) white people they say you will clean thier toilets soon , thier plans for you are domestic servants
Indians in n India openly talk about owner ngvCabada and getting rid of the ( GORAs) white people they say you will clean thier toilets soon , thier plans for you are domestic servants
Identity Attack0.3817989
Insult0.26957804
Profanity0.16450337
Threat0.079364374
Severe Toxicity0.023076924
Moderate 0.3389984 Moderate Con 0.348
Aug 25, 2025 2 likes 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.