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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 a person of Indian …" 116 comments · Page 3 of 5
This story could be based on any city in Australia as well, Indians are pouring into our country like an endless freight train. The political agenda in White countries (for some reason I can't fathom) …
This story could be based on any city in Australia as well, Indians are pouring into our country like an endless freight train. The political agenda in White countries (for some reason I can't fathom) is to destroy our race & culture. Swamping your country with foreigners from a different culture and race goes against every internal instinct a normal person would have to protect their family, race or tribe to survive in its identifiable form. Japanese people live in Japan, Chinese people in China, Germans in Germany; this is how the world should be. Otherwise, with untapped migration, no country will be identifiable by its roots or culture, which is the real tragedy, because what makes countries in the world different is what makes the world such an interesting and unique place.
Identity Attack0.41975367
Insult0.18480228
Profanity0.104876526
Threat0.0347677
Severe Toxicity0.021548226
Moderate 0.34757367 Constructive 0.647
Nov 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Personally when I went to school there was 4 black kids in a 700 student school lol. My mom works in education, and says that about half to 60% of classes are full of Indian …
Personally when I went to school there was 4 black kids in a 700 student school lol. My mom works in education, and says that about half to 60% of classes are full of Indian kids
Identity Attack0.40447855
Insult0.14331897
Profanity0.17864552
Threat0.010110466
Severe Toxicity0.018707745
Moderate 0.3389984 Constructive 0.545 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
As a Canadian I’ll try and put this very politely and everything but I am friends with Indians that immigranted here 20+ years ago and the immigrants back then wanted to be Canadian and actually …
As a Canadian I’ll try and put this very politely and everything but I am friends with Indians that immigranted here 20+ years ago and the immigrants back then wanted to be Canadian and actually wanted to assimilate themselves in our culture the new round of immigration doesn’t do that they want to make Canada the new India they have no respect no care for the others around them and yes! They do smell not all of them but if it’s a smelly person in Canada 9/10 they are Indian that’s what I’ve seen obviously there is more but we just want them to want to be Canadians and not build your stupid praying status sorry I tried to be polite but this is something that has pissed me off more and more and people are finally talking about it
Identity Attack0.3802808
Insult0.2735258
Profanity0.12220735
Threat0.009955117
Severe Toxicity0.018449519
Moderate 0.33836752 Constructive 0.698 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
One person Person complaining other person served me first at the butcher shop isn’t that funny that is like when some narrow minded people they put the sign in the restaurant and casino. No Dog …
One person Person complaining other person served me first at the butcher shop isn’t that funny that is like when some narrow minded people they put the sign in the restaurant and casino. No Dog and Indian are not allowed that is the racist is and when the people come from China and India, they charge tax And the other people coming from Europe they can come anytime why thats racist
Identity Attack0.293411
Insult0.25998658
Profanity0.0913099
Threat0.0097738765
Severe Toxicity0.015802706
Moderate 0.3375374 Constructive 0.559 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
As a indian we never make problem in society we live in peaceful and never convert anyone. And everyone want leave indian not illegal and troublesome person😂 that's why europe and Canada falling
As a indian we never make problem in society we live in peaceful and never convert anyone. And everyone want leave indian not illegal and troublesome person😂 that's why europe and Canada falling
Identity Attack0.38246045
Insult0.191015
Profanity0.066963166
Threat0.009100696
Severe Toxicity0.015867263
Moderate 0.33504707 Constructive 0.519
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This is going to sound super cruel but in American its just as bad, over the last 8 years over 30 family owned businesses or small restaurants have been taken over and bought out by …
This is going to sound super cruel but in American its just as bad, over the last 8 years over 30 family owned businesses or small restaurants have been taken over and bought out by Indian people in my area alone, the food quality dips, quality in general dips, they're rude, they get mad if THEY mess up at you which is super disrespectful. I come from a Hispanic culture do be respectful to other human beings if you enter another person's country. Your laws no longer apply here and people who are foreign seem to think that is not the case. I hate seeing local grocery stores get bought out because nothing feels the same. Its not a community anymore its an infestation of rude, self centered obnoxious foreigners who treat everyone like crap because they're miserable. Many don't last because American's aren't going to go to a place that isn't really local anymore its not the same faces they're used to its a cheap old Indian man who is too lazy to fix anything and gets mad when you order too much and by too much like 4 things....
Identity Attack0.35948995
Insult0.19734058
Profanity0.16915557
Threat0.018019408
Severe Toxicity0.01825585
Moderate 0.3302291 Constructive 0.729 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Brother JamCan, this whole thing was predictable decades ago! I got to Canada in 1995 right after hell unfolded in the country of a thousand hills! I saw with my own eyes & felt from …
Brother JamCan, this whole thing was predictable decades ago! I got to Canada in 1995 right after hell unfolded in the country of a thousand hills! I saw with my own eyes & felt from personal experience how great my adopted country was! However, not everything was rosy! I saw and experienced the "not-in-your-face" anti-black racism, whether politically, socially, and most def in the employment market! At the same time, the establisment (read white folks) was busy encouraging & promoting east indians to take up leadership roles in all spheres of the society, thus making them the "model minority" in the country! This mess was bound to happen, and in the end, this is what got us here! My feeling is that white canada is totally responsible for this, and they should stop crying on TV, roll up their sleeves, and clean up the mess! Peace Out!
Identity Attack0.3817989
Insult0.20434737
Profanity0.12991914
Threat0.012751401
Severe Toxicity0.016512826
Moderate 0.32919475 Constructive 0.744 Personal_Narrative
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged and entitled and do not adapt to the culture of the country they are in, and force their own cultures and individual beliefs. This sucks, especially as a young guy who dreams of living in other countries, while respecting their cultures and planning to adapt to them. Even in India too, we don't really pay much taxes since we know its gonna go into corruption anyway, so the Immigrant residents in Brampton may have carried forward that practice as their habit. This gets a lot of us good folks, generalized for no reason too, Although, I do understand the anti-Indian sentiments foreigners have towards us, but again.. not every Indian are like that, since it has also been pointed out by few others. Although, I AM genuinely sorry for the problems Canadians might be facing in Brampton right now
Identity Attack0.2846865
Insult0.19225755
Profanity0.33023968
Threat0.01187109
Severe Toxicity0.019998873
Moderate 0.32919475 Constructive 0.851
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
World population is 8.2 BILLION. indian subcontinent is 2 BILLION (india, Pakistan, Bangladesh - all are the same nation, just divided by artificiai borders ). Plus Indian disapora around the world over 50 million. Fertility …
World population is 8.2 BILLION. indian subcontinent is 2 BILLION (india, Pakistan, Bangladesh - all are the same nation, just divided by artificiai borders ). Plus Indian disapora around the world over 50 million. Fertility rate is 1.95 (in 2025), one of the highest in the world. Every fourth person in the world is Indian. They cannot assimilate anywhere because they stubbornly stick to their traditions, religions and gods (in that they are fanatics) and style of clothing to deliberately underscore theit difference.
Identity Attack0.3817989
Insult0.24561718
Profanity0.12220735
Threat0.020091362
Severe Toxicity0.023076924
Moderate 0.32764325 Moderate Con 0.357
Nov 21, 2025 Why Canadians Are Turning Against …
Sikhs are actually nice people. Every single person has some or other compulsions. Nobody moves to another country for fun, they migrate for better lifestyle, healthcare, benefits, income etc. Stop demonizing these people just because …
Sikhs are actually nice people. Every single person has some or other compulsions. Nobody moves to another country for fun, they migrate for better lifestyle, healthcare, benefits, income etc. Stop demonizing these people just because they're in Canada and not being white. Perhaps, ask yourself what your ancestors as whites did in the past to Indians, sidelined with Britishers & looted our wealth for 200 years and made us a 3rd world country.
Identity Attack0.3857254
Insult0.16337912
Profanity0.032142747
Threat0.009048914
Severe Toxicity0.011291504
Moderate 0.32712606 Constructive 0.734 Moral_Argument
Mar 1, 2026 Inside Canada's Indian Invasion...
You don't worry if Indian food tastes bad, you worry if the food is bad. As in food poisoning. Mainly because Indian personal hygiene is non existent.
You don't worry if Indian food tastes bad, you worry if the food is bad. As in food poisoning. Mainly because Indian personal hygiene is non existent.
Identity Attack0.37361985
Insult0.15698463
Profanity0.06495911
Threat0.008686432
Severe Toxicity0.013285006
Moderate 0.3260917 Moderate Con 0.424 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Pay no taxes???? Abuse the system? I don't know one Indian person on welfare but I know a ton of white people.
Pay no taxes???? Abuse the system? I don't know one Indian person on welfare but I know a ton of white people.
Identity Attack0.37879246
Insult0.08434689
Profanity0.027410502
Threat0.009256045
Severe Toxicity0.008392334
Moderate 0.32289913 Moderate Con 0.49
Nov 17, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
is this indian guy serious if one person is working then the whole fammily can live off that man i dont believe it
is this indian guy serious if one person is working then the whole fammily can live off that man i dont believe it
Identity Attack0.29188538
Insult0.18107465
Profanity0.10023434
Threat0.01052473
Severe Toxicity0.015996376
Moderate 0.31963667 Low Con 0.229 Question
Oct 15, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
We are so lucky for these people 🙏🙏Every Indian person I know is amazing. It's incredible to see white Canadians despising people for doing what their ancestors did; coming and trying to work and live …
We are so lucky for these people 🙏🙏Every Indian person I know is amazing. It's incredible to see white Canadians despising people for doing what their ancestors did; coming and trying to work and live in a new place.
Identity Attack0.37222284
Insult0.11172232
Profanity0.031641733
Threat0.009100696
Severe Toxicity0.009841919
Moderate 0.30993456 Constructive 0.683 Solidarity
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
4:20 I’ve never seen any Indian person smoking inside a bus shelter. I think this guy has an integration issue in Canada.
4:20 I’ve never seen any Indian person smoking inside a bus shelter. I think this guy has an integration issue in Canada.
Identity Attack0.34000012
Insult0.14331897
Profanity0.024882717
Threat0.0086087575
Severe Toxicity0.0076675415
Low Tox 0.29953843 Moderate Con 0.421 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Did you there's more Indians in just india than every single white person on earth combined?!
Did you there's more Indians in just india than every single white person on earth combined?!
Identity Attack0.36702603
Insult0.071433455
Profanity0.07126612
Threat0.009126588
Severe Toxicity0.0104522705
Low Tox 0.2922276 Low Con 0.196 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
God! Please, i don,t want help from this medical personal..... I don,t understant 70% of his indian english. What WHY, i did switch dental office in my area, because, owner( specialist from india) , ALL …
God! Please, i don,t want help from this medical personal..... I don,t understant 70% of his indian english. What WHY, i did switch dental office in my area, because, owner( specialist from india) , ALL dentist assistants from the same country, 99% patients from the same country( india). Now i have to drive for dental help almost 40 min, all dental offices close to me, owners the same. Euqual opportunities? NO, whey didn,t hear about this. Where is canadian,english speaking specialists, pharmasy personal?
Identity Attack0.27798235
Insult0.16773392
Profanity0.060951006
Threat0.008427517
Severe Toxicity0.012283325
Low Tox 0.2855005 Constructive 0.592
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
There’s now an Indian student at my very rural school. We live in an extremely white area (with a few Asians, but not many at all). Personally, it just puts into perspective how much things …
There’s now an Indian student at my very rural school. We live in an extremely white area (with a few Asians, but not many at all). Personally, it just puts into perspective how much things are changing, in a bad way.
Identity Attack0.36702603
Insult0.0808917
Profanity0.092279755
Threat0.010058682
Severe Toxicity0.011062622
Low Tox 0.2854835 Constructive 0.553 Fear_Threat
Oct 9, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As someone who lived in Brampton for several years, I learned that in the Indian culture they must look out for their own first. As a Black person looking to rent a place, it was …
As someone who lived in Brampton for several years, I learned that in the Indian culture they must look out for their own first. As a Black person looking to rent a place, it was extremely disheartening (I’m experiencing racism from people darker than me?!). Eventually one landlord told me what was up - they must help their own people and essentially only rent to other Indian people. You see it in all the companies where you have an Indian hiring manager - they are biased to employing only their own. I was left no choice but to leave Brampton.
Identity Attack0.36702603
Insult0.15556364
Profanity0.10178173
Threat0.010938995
Severe Toxicity0.013414118
Low Tox 0.28548008 Constructive 0.737
Sep 21, 2025 104 likes Inside Canada's Indian Metropolis (Brampton)
As a person of Indian descent, I wouldn't live here. Never been to India but Brampton sure looks like mini India
As a person of Indian descent, I wouldn't live here. Never been to India but Brampton sure looks like mini India
Identity Attack0.36273825
Insult0.06953252
Profanity0.06646215
Threat0.011249693
Severe Toxicity0.012207031
Low Tox 0.2854699 Constructive 0.574 Identity_Assertion
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
My daughter is a fully qualified for graphic Designer and yet (with thousands of $$$in student debt) cannot find a job. She actually put in her resume with an Indian name as well as in …
My daughter is a fully qualified for graphic Designer and yet (with thousands of $$$in student debt) cannot find a job. She actually put in her resume with an Indian name as well as in her own name. Guess which resume had a call for an interview, yes - the one with the Indian name. This is insane. I require personal health-care at home and i REFUSE TO have my Canadian worker be replaced with an immigrant from Kenya. Sorry but the Canadian worker has been here for 5 generations and then suddenly she's going to lose her house because of this situation with immigrants. Not if have anything to do with it if and when i can. Sharia law, and other foreign practices are not respectful to Canadian culture. If they dont assimilate to our culture, speak our official languages (French and English). Deport them all. ALL OF THE IMMIGRANTS MUST BE DEPORTED, ESPECIALLY ISLAMICS, AND MUSLIMS, AS WELL AS INDIANS. These immigrants are not respectful to the host country. The muslim women wearing hijabs (veils covering their entire faces should NOT BE PERMITTED for safety reasons) must follow our culture and expose their faces. From Canada 🇨🇦 ❤❤❤
Identity Attack0.26494437
Insult0.17858955
Profanity0.046171114
Threat0.0077802283
Severe Toxicity0.009841919
Low Tox 0.2853768 Constructive 0.67 Personal_Narrative
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Omg. White dude on the bike is hilarious. He tells it like it is. I love it. Not fake at all. He's keeping it real. As for the accidents. You cannot just give an Indian …
Omg. White dude on the bike is hilarious. He tells it like it is. I love it. Not fake at all. He's keeping it real. As for the accidents. You cannot just give an Indian or a Vietnamese person a driver's licence. They drive a car like they drive a motorcycle. Canada has rules and stuff. Red lights means stop. Signalling. Lanes. Passenger right of way. They need to learn this before the DMV gives them a pass
Identity Attack0.316
Insult0.0808917
Profanity0.033645786
Threat0.009825659
Severe Toxicity0.009536743
Low Tox 0.28312725 Constructive 0.658 Identity_Assertion
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
I am the only white person most of the time when I get on the go bus or ttc, 90% of the other people are indian. Its not diversity when its just one group of …
I am the only white person most of the time when I get on the go bus or ttc, 90% of the other people are indian. Its not diversity when its just one group of people coming here mainly
Identity Attack0.36702603
Insult0.06669625
Profanity0.09195647
Threat0.0100069
Severe Toxicity0.011367798
Low Tox 0.28087774 Constructive 0.516 Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
In your video, you are unfairly targeting Indians and even showing Hindu Gods’ idols in a disrespectful way, which is highly inappropriate. What you failed to show is how other communities, including certain refugee groups, …
In your video, you are unfairly targeting Indians and even showing Hindu Gods’ idols in a disrespectful way, which is highly inappropriate. What you failed to show is how other communities, including certain refugee groups, have also influenced Canadian society in ways that often go unquestioned. Indians – especially Hindus – come to Canada by investing huge amounts of money, and they quietly contribute to the economy and culture without creating disturbances. Hindus rarely do anything other than celebrate their festivals peacefully in parks. Yes, the job market is tough – but it’s the same for everyone. I myself served as a Director in a Canadian supermarket chain and have been without a job for 13 years. My kids face the same struggle. But instead of talking about real issues, your video paints Indians in a very negative light. Why? Even leaders like Donald Trump tried this path of targeting communities, and it led only towards division and disaster. Please don’t create mental agony and hatred against Indian Hindus. These are the very people who generate jobs, run businesses, and quietly support society. I rate your video as a disgusting attempt to twist personal frustrations into a community-blaming narrative, even bringing in Indians who, sadly, criticize their own background. Targeting Indians and showing Hindu Gods’ idols is shameful and disrespectful. Hindus come to Canada by investing heavily, live peacefully, and contribute to society without disturbing anyone. The job market is tough for everyone – blaming Indians is nonsense. Your video spreads hate instead of facts and creates unnecessary division. Indians, especially Hindus, are job creators, not destroyers. This video is nothing but a disgusting attempt to twist personal frustration into hate against a community.
Identity Attack0.3072352
Insult0.12883772
Profanity0.029186781
Threat0.009696201
Severe Toxicity0.008850098
Low Tox 0.27975297 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about the illigal immigrants and I totally agree that all the illigal immigrants should not only be deported but should also be punished strictly and I get it that it's frustrating that people are not following the rules or people are doing bad stuff there but the thing is not only the content but also the intent behind the making and releasing this video, you could have mentioned illigal immigration but you choose to use words like Indian invasion and giving a name to a specific event would cause racism and hate towards the community as well as for the country, The way you showed the clips of specific people showing middle finger in cars I can show a tons of videos of native candains doing the same thing but then it's morally wrong because everyone's not same, same way just check out there's a lot of people who does bad things in public who are the citizens of Canada and who are doing bad stuff, imagine I make a video saying that "The stupid canadians who doesn't follow rules" that video will also show partial truth of some Canadians doing stupid things but associating Canada's name would spread racism against them which is wrong, same way you could've made a video on illigal immigrants who came from india but you choose to get more engagement by using racist terms and things which will make people think that all indians are same, in conclusion I just want to say that in america the highest earners are American-indians and I really thank us government for giving opportunities to them but they not only worked hard for those opportunities but they also worked more then the Americans to get to the top, if the America would have a better person to be the ceo of Google then sundar pichai must have been in india but since he's the best he's at the top same way every american-indian or legal immigrants not only worked hard to get there but also worked more to reach where they are, YOU HATE US, CAUSE YOU AIN'T US. (If you have talent skills and passion come to India and try to become ceo of Reliance industries or TATA group and if you really manage to do it I will not only say sorry but I will myself get all the Indians out of Canada) ✌️♌
Identity Attack0.27991617
Insult0.16337912
Profanity0.07514556
Threat0.058826666
Severe Toxicity0.014382465
Low Tox 0.27525392 Constructive 0.818 Moral_Argument
Feb 5, 2026 2 likes Inside Canada's Indian Invasion...

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.