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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: "Indian is alway good but …" 16 comments
Indian is alway good but american are bad and double standard man
Indian is alway good but american are bad and double standard man
Identity Attack0.58743036
Insult0.4339631
Profanity0.22429734
Threat0.011042561
Severe Toxicity0.04397394
Moderate 0.52007306 Low Con 0.259 Identity Attack Identity_Assertion
Mar 3, 2026 Inside Canada's Indian Invasion...
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
You wont find such good criminals 😂 Indians dont have a criminal mindset or personality but are always keen on making quick easy money via scams or loopholes
You wont find such good criminals 😂 Indians dont have a criminal mindset or personality but are always keen on making quick easy money via scams or loopholes
Identity Attack0.50515443
Insult0.42567953
Profanity0.22105443
Threat0.046218675
Severe Toxicity0.049354076
Moderate 0.47119883 Low Con 0.141 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian - this is not good at all . I’ll always be Indian and I’d never settle in a western country . All that aside , the people are racist , not wanting …
As an Indian - this is not good at all . I’ll always be Indian and I’d never settle in a western country . All that aside , the people are racist , not wanting your country to become India is very justifiable 😂 But saying they ate poo and being racially stereotypical is not good . 🫤
Identity Attack0.4453683
Insult0.35849577
Profanity0.2980872
Threat0.011560392
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.666
Jan 27, 2026 Inside Canada's Indian Invasion...
Sorry I don't believe that Indian dude, from my personal experience of working for an Indian company, being the only white employee, not 1 of them ever told 100% truth! Lying is considered Normal in …
Sorry I don't believe that Indian dude, from my personal experience of working for an Indian company, being the only white employee, not 1 of them ever told 100% truth! Lying is considered Normal in they're Culture, they don't see it as lying!!! I bet anything he found away around the rules and cheated and lied to get his RN Certificate and now does the bare minimum at his job, thats what he meant by its easy now!!! Note he also said Canada is like Indian, that just means they are turning it into India, so how can a person say they're proud to be Canadian??? Proud to be a Canadian means you asymulate, not turn it into India! Your getting a warped opinion from a lying Indian!!! That said I did meet a few good Indian elders mostly, as they follow the beliefs were all equal and treat you with respect, but if it ever comes down to an Indian against a white person in a dispute, the Indian will Always be favored in they're communities!!!😎😎😎
Identity Attack0.38230872
Insult0.3388922
Profanity0.07611542
Threat0.010058682
Severe Toxicity0.018836858
Moderate 0.37751234 Constructive 0.73 Unverified_Claim
Sep 20, 2025 20 likes Inside Canada's Indian Metropolis (Brampton)
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and some opinions on the internet suck: The good: Cultural integration IS possible (the Indian families are more into hockey than the white families where I live), tons of cross-cultural friendships, beautiful blend of cultural celebrations, top achievers are almost always second-generation immigrants, kids are growing up to love their parents' culture while also loving Canada's, many fantastic families who engage their children well and raise them very respectfully, religious temples that will feed an amazing meal to ANYBODY who walks into them (as long as you cover your hair), low rates of family trauma (drugs, abuse, divorce, etc.), families that take care of their elders The rough: Not all families are interested in being Canadian (some families just send their kids to Indian speaking private schools, live in Indian areas, and only seem to practice Indian ways of life - what's even the point?), many Indian families retreated into their home-lives during Covid which removed their children from integration opportunities, a very small percentage of the families are absolutely TERRIBLE at parenting and treat their sons and daughters with different levels of respect, multi-family households pay a single property tax which makes the contribution per taxpayer much smaller (while social benefits are equal to anybody else), some crime such as extortion and gang activity has been imported into the country, some individuals' disregard for rules and laws (setting fireworks on Diwali in the middle of a dry, grassy field is just plain stupid), some Indian communities seem to vote blindly for their own ilk during local elections without any regard for policy or experience, LMIA immigration program has been corrupted by the nepotism of bad actors and the greed of large corporations (wages can be federally subsidized which makes it cheaper to hire immigrants than the 16 year old down the street). Many of these families were simply making good choices for their own family, so don't blame the people themselves for this - blame the government that allowed it to fester unsustainably. I'll continue to stick up for the majority of these beautiful families though - haters be darned! Watching these kids grow up gives me some hope for humanity!
Identity Attack0.2964622
Insult0.21368977
Profanity0.25915453
Threat0.008272167
Severe Toxicity0.01644827
Moderate 0.31825066 Constructive 0.786 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I will always stand with people who condemn indian fatigue No doubt,it's effects are making all crazy That's doesn't mean white are so good They are racist too But many of them are really good …
I will always stand with people who condemn indian fatigue No doubt,it's effects are making all crazy That's doesn't mean white are so good They are racist too But many of them are really good The white people Nice, friendly outside And other nationalities Irrespective of color and country We need such good people Who help others,show mercy If not don't cause problems to others
Identity Attack0.2823795
Insult0.15236975
Profanity0.114160895
Threat0.014048163
Severe Toxicity0.013285006
Low Tox 0.27750343 Constructive 0.776
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
I’m a recent Indian immigrant and I’ve lived in Singapore, Malaysia, the USA, and now Canada. I’ll admit that a lot of what’s said here is true: there are far too many cases where Indians …
I’m a recent Indian immigrant and I’ve lived in Singapore, Malaysia, the USA, and now Canada. I’ll admit that a lot of what’s said here is true: there are far too many cases where Indians abroad show a lack of civic sense, break rules, or behave in ways that don’t respect the host country.  Personally, my family and I have always assimilated wherever we’ve lived, respecting local customs, following rules, and contributing positively to the community and I hate it when immigrants don't assimilate into the local culture and reside in their own enclaves, I mean what was the point of emigrating then?? I truly value the peace and order these countries offer, and I want to give that back. Every community has good and bad examples. The responsibility is on us as immigrants to lead by example, integrate genuinely, and show that we can be respectful, responsible citizens. That’s how perceptions change for the better. It sucks that a whole racial group can be disliked because of some bad apples — and in our case, unfortunately, there are quite a few.
Identity Attack0.26833034
Insult0.0817555
Profanity0.08064143
Threat0.0100069
Severe Toxicity0.0075912476
Low Tox 0.22980402 Constructive 0.876
Sep 19, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things …
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things seem so wrong. My main upset is for my teen son. Turned 16 after Christmas. So excited about looking for a part-time job, earning some money, getting experiences and (unbeknownst to him ) expanding his social circle. This excitement came from me. LIke all us Canadians who remember our first part-time jobs (mine was at a McDonalds), I regaled my son in stories of that first part-time job. How much I learned from it, and the so many benefits it would have for me as I got older. He listened, and couldn't wait to turn 16. Also, like most parents, I raised him on the benefits of working hard in school, getting good grades, learning, getting involved, etc. Do these things son, and you will have a good future. He listened. Honours student all his life. Played on school teams. Performed in talent shows, Volunteered his time, etc., etc. Not a bad resume for a first time teen seeking a job. It is now heading into September. He has applied at all the traditional teen job hotspots, (all the fast food joints, grocery stores, drug stores, etc). Dozens of resumes, online and in-person applications. Not a single response. Then I walk into the local Burger King. Not a single Caucasian, Black, Hispanic, Indigenous, or Far Eastern employee. All East Indian (or Pakistani). Suddenly I am really noticing this trend everywhere, especially in the franchise fast food industry; especially upsetting when I even see it in a Harvey's (even more Canadian than Timmies). It's either East Indians or Arabs. I don't know for how long I have been hearing about diversity and fair hiring practices (which I have always supported); but to see this trend makes me furious. Are the owners of these franchise exempt from fair hiring practices? Are they not taught we are a diverse country? This is wrong. I want to finish with two sad situations which we should all be concerned about. When my eldest was looking for part-time work after the pandemic, he walked into a Mr. Submarine. He asked if he could leave his resume or fill out an application. The Arab cashier told him in broken English they were not hiring. As he was walking out, a young Arab man walked in. He approached the same cashier and asked for an application. She gave him one. WTF. My last comment, is the most concerning of all. My 16 year old, who works so hard at school, and at everything he does, recently commented, after yet another non-reply after handing out a slew of resumes, "Dad... what's the use of working so hard if I can't even get a job at McDonalds." I wonder how many other Canadian teens are feeling the same way. Not just white teens. Black, Hispanic, Indigenous and East Asian teens. Seems the broken English East Indian and Arab teens and young adults aren't asking themselves that. How long until my son thinks I am just spewing BS about this hard work thing? This is not about racism. This is about fair hiring practices, especially in more and more franchises; however, I do find myself listening to more and more of these videos, and find myself developing sucb negative feelings towards these two cultures. This is not Canadian. To be thinking this way, especially, is not Canadian. What do we do? Speak up, and we are racist. Stay quiet, and our teen kids move into adulthood without job experience, money put away, or just having a life experience that any of us over 30 (no matter our race) experienced. Something has to change; but I haven't a clue how to do that.
Identity Attack0.15303208
Insult0.07808672
Profanity0.027273865
Threat0.008531082
Severe Toxicity0.00541687
Low Tox 0.19789438 Constructive 0.837 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
I went to college with a roommate from Delhi. I visited in his home country and family and actually really enjoyed it. Yes, there is less cleanliness culture. Yes, there is less personal space. He …
I went to college with a roommate from Delhi. I visited in his home country and family and actually really enjoyed it. Yes, there is less cleanliness culture. Yes, there is less personal space. He actually ended up moving to Toronto last year. However with all the negatives you see on YouTube, it's always good to note that Indians are always friendly and helpful people. I'd rather have them than most other immigrant cultures
Identity Attack0.2463217
Insult0.0573046
Profanity0.020646973
Threat0.0063367756
Severe Toxicity0.004863739
Low Tox 0.19124292 Constructive 0.833 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Solution? Embrace global multiculturism. If every national marries to other national without any form of backlash or rejection from the society then the world will be good, first dinosaurs live then homo sapiens came then …
Solution? Embrace global multiculturism. If every national marries to other national without any form of backlash or rejection from the society then the world will be good, first dinosaurs live then homo sapiens came then natives came then Europeans came now Indians are coming. You can't be rigid about your identity to the point you're self-force drowning yourself into these beliefs. I get your point but we're humans are after all. Compromise without compromising yourself. Identity, race, ethnicity, religion, etc will always bound you in chains.
Identity Attack0.10221587
Insult0.06372428
Profanity0.03489832
Threat0.011741633
Severe Toxicity0.005722046
Low Tox 0.17025198 Constructive 0.674
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over other cities its when it became a little too much and started to take over canadian culture. I had a friend visit from the u.s for the very first time, and we did some sight seeing, you know going to places around ontario that tourists would check out, went to niagra falls for the first time in maybe 10 years man it changed. It was 90% Indian people. She noticed it right away but didnt say anything, i said a lot of indians huh? and she said yeah didnt think canada was like this. When you think Canada its always been mulicultural, you just think of all ethnicities and people of different cultures but at the end of the day everyone was Canadian and they assimilated. Now you dont think of a multicultural country you think of an indian country thats changing the canadian culture and way of life and not in a good way. Identity is being taken away and it needs to stop. Canada needs to take notes from Poland before its too late. Poland closed their doors and guess what? economy went up, crime rate went down, people are happier. Canada opened the doors, crime rate shot up, economy crashing, more homelessness then ever and so on. Not saying its specifically Indian people, its the amount coming in and how they adopt canadian culture but instead bring their culture and trye changing the country to fit them rather then fitting in with an already established country and culture.
Identity Attack0.06567776
Insult0.07935401
Profanity0.026590679
Threat0.007353018
Severe Toxicity0.004005432
Low Tox 0.15987846 Constructive 0.758
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I am First Nations and I have been concerned about how the face and language of Canada has changed. The first thing we noticed in our small town was that the taxi companies were taken …
I am First Nations and I have been concerned about how the face and language of Canada has changed. The first thing we noticed in our small town was that the taxi companies were taken over by East Indians. Now days you are hard pressed to get a taxi anywhere in Canada and get a driver who hails from India. I used to like Tim Horton's until I needed an interpreter to make my order, one doesn't speak English so, she had to get another worker to take my order. You go into any 7/11 or any gas station, or convenience store. All are staffed by people from India. But, it isn't just Indians. There are many other immigrants coming to Canada from China, Japan etc. None of these immigrants do not speak very good English. I have faced prejudice from these people who do not recognize my rights as an indigenous person. Going for an xray, blood test the field is mostly Asian. I have to get cataract surgery and I couldn't understand the Chinese receptionist and had to spell most of what I said to her. That means their business is mostly with Chinese-speaking people. As a First Nations person my status will always be a minority. With every immigrant that comes to Canada my status as an indigenous person diminishes. Taking transit shows me that english or french are ever spoken. Canadians are the new minority.
Identity Attack0.10221587
Insult0.054962315
Profanity0.020646973
Threat0.008401625
Severe Toxicity0.0042533875
Low Tox 0.13214645 Constructive 0.806 Identity_Assertion
Sep 21, 2025 1 likes Why Canadians Are Turning Against …
I spent 9 years in brampton, honestly indian people were always super nice... yes there were some outliers but there's outliers in every race.... people are people there are good and bad people everywhere.
I spent 9 years in brampton, honestly indian people were always super nice... yes there were some outliers but there's outliers in every race.... people are people there are good and bad people everywhere.
Identity Attack0.10221587
Insult0.026831545
Profanity0.044668075
Threat0.008220384
Severe Toxicity0.00459671
Low Tox 0.11336674 Constructive 0.726
Sep 27, 2025 45 likes Inside Canada's Indian Metropolis (Brampton)
In my 42 years of working a service job I encountered thousands of immigrants.....I always found the East Indian people to be the easiest to get along with......there are good and bad apples in every …
In my 42 years of working a service job I encountered thousands of immigrants.....I always found the East Indian people to be the easiest to get along with......there are good and bad apples in every culture but in general I found them always willing to help , talk and laugh with me.......many of them joked how they could out cheap anyone......and you've got to give them credit for finding the loop holes to get ahead
Identity Attack0.083355546
Insult0.035443626
Profanity0.024404489
Threat0.0073918556
Severe Toxicity0.0030899048
Low Tox 0.11161 Constructive 0.791 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what he was doing teaching at a community college, I'm not sure). He immigrated from India sometime in the 70's, I think, and sometimes told us stories about how he'd never seen electricity until he was well into adulthood. This was at the early stages of Indian mass immigration to the province, but the international students were already becoming a known problem in the school. They never spoke to anyone else, hung out in big groups together on campus, I swear most of them couldn't even speak English. They constantly cheated on everything and shared answers, I heard like 7 of them got failed for submitting identical lab reports one time. Most people knew they were a problem, but no one was comfortable saying anything. Except the Indian professor. He would publicly call them out for shit in class, berate them, shit talk them openly to other students. I've literally never seen anyone more angry about those Indian students than that Indian professor. It's not hard to see why, he busted his ass to immigrate to Canada, get work and get into a good university. He completed a doctorate, for Christ's sake. He didn't see a street light until he was 25, and worked his way to the bleeding edge of digital science. Now there's a bunch of lazy assholes invited in by the government brazenly trying to cheat their way to a degree in his goddamn class. I'd crash out too.
Identity Attack0.04796442
Insult0.025800243
Profanity0.018597418
Threat0.007793174
Severe Toxicity0.002193451
Low Tox 0.06579731 Constructive 0.707 Personal_Narrative
Feb 3, 2026 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.