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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: "The problem in India is …" 118 comments · Page 2 of 5
Overpopulation of India is a problem for the entire world.
Overpopulation of India is a problem for the entire world.
Identity Attack0.48915586
Insult0.24424846
Profanity0.10301965
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.211
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
These khalistani are designated terrorist in india and your Canadian government give them shelter,and citizenship,now they are canadian, and it's your problem to tackle them.
These khalistani are designated terrorist in india and your Canadian government give them shelter,and citizenship,now they are canadian, and it's your problem to tackle them.
Identity Attack0.46614665
Insult0.3493834
Profanity0.026180768
Threat0.025616571
Severe Toxicity0.02077355
Moderate 0.4014846 Low Con 0.258 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Had fellow college students that have literally told me that they aren't here to learn and are here to just finish the college program to get a job because they would earn more doing any …
Had fellow college students that have literally told me that they aren't here to learn and are here to just finish the college program to get a job because they would earn more doing any job in Canada than in India. India work market is saturated because of the population and wages are low. The Canadian government use them because they pay triple for schooling that's it. These Indians are racist and don't accept other cultures. They stick to themselves and are on video calls with each other every second of the day including while they're driving and working. Its creating a huge problem in the job market especially getting any minimum wage job. I hope they would go back because they're doing so much damage
Identity Attack0.46028158
Insult0.34237885
Profanity0.07514556
Threat0.00967031
Severe Toxicity0.01825585
Moderate 0.38811707 Constructive 0.617 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
India population is 1.4 billions and it's increasing day by day like rabbits but the problem is they are sending them to America Canada Australia Europe to make all world a mess
India population is 1.4 billions and it's increasing day by day like rabbits but the problem is they are sending them to America Canada Australia Europe to make all world a mess
Identity Attack0.40883094
Insult0.33154017
Profanity0.09292633
Threat0.012130005
Severe Toxicity0.021290002
Moderate 0.37751234 Moderate Con 0.306 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
This video sounds very racist, I grew up here since 1989. The video is a bit extreme, but there is definitely a lack of assimilation. But the same goes for the native communities, we just …
This video sounds very racist, I grew up here since 1989. The video is a bit extreme, but there is definitely a lack of assimilation. But the same goes for the native communities, we just put them in the middle of nowhere and killed their kids in schools centuries ago. Canadians let them get addicted to drugs and let their communities crumble. Now when a community shows up with a harder WORK ETHIC than the locals, THERE IS A PROBLEM???? Its called Getting on the GRIND. But @6:40 Not all the Kids... but a good portion are TAKING AWAY OUR IDENTITY. I work with some amazing humble guys from India... but the same does not go for the rest.
Identity Attack0.27701542
Insult0.30797598
Profanity0.06395709
Threat0.12536226
Severe Toxicity0.02296847
Moderate 0.37751234 Constructive 0.718 Personal_Narrative
Sep 25, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to State government which politicians from punjab itself(means people from their own community or region) have to use the upliftment of their people. But yet they blame Indian Prime Minister Modi for their problems even though his party is not even in power in punjab. Infact khalstan is the major reason behind downfall of punjab region since they run d. racket in punjab as well as they also help punjabi youth enter countries like canada illegally. Because of that either punjabi youth geta into d adction or they just leave India & the state is just left with old people.
Identity Attack0.40351558
Insult0.36798462
Profanity0.1811049
Threat0.055917133
Severe Toxicity0.02373986
Moderate 0.37751234 Constructive 0.599 Unverified_Claim
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Hmmm, turns out in India, 100s of thousands of Churches are not a problem, but a single temple could be a issue in western world. Hyporcisy at it's peak, learn some secularism pals
Hmmm, turns out in India, 100s of thousands of Churches are not a problem, but a single temple could be a issue in western world. Hyporcisy at it's peak, learn some secularism pals
Identity Attack0.27798235
Insult0.37846634
Profanity0.040910475
Threat0.007883795
Severe Toxicity0.0074386597
Moderate 0.37751234 Low Con 0.242 Comparative_Framing
Dec 17, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s not Tim Horton’s anymore. It’s Sigh Horton’s. There’s problem with Human trafficking and student visas expiring. India is so great but why are they coming here. Send them all back. If the brown people …
It’s not Tim Horton’s anymore. It’s Sigh Horton’s. There’s problem with Human trafficking and student visas expiring. India is so great but why are they coming here. Send them all back. If the brown people are saying there’s too much brown people it’s too much.
Identity Attack0.46028158
Insult0.19500497
Profanity0.08904689
Threat0.027688526
Severe Toxicity0.01986976
Moderate 0.37751234 Moderate Con 0.384 Policy_Critique
Feb 4, 2026 3 likes Inside Canada's Indian Invasion...
The Britishers came looted, murdered, done many atrocities in india but no west people condemned or raised any voice about it. Christianity came in India and is slowly changing ethnicity in India That's not the …
The Britishers came looted, murdered, done many atrocities in india but no west people condemned or raised any voice about it. Christianity came in India and is slowly changing ethnicity in India That's not the problem for these white people
Identity Attack0.4508763
Insult0.20434737
Profanity0.15371579
Threat0.1368402
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.39 Moral_Argument
Feb 9, 2026 Inside Canada's Indian Invasion...
The problem isn't Indian people coming to Canada, its Indian people turning Canada into India...
The problem isn't Indian people coming to Canada, its Indian people turning Canada into India...
Identity Attack0.48990932
Insult0.16195811
Profanity0.028093686
Threat0.0077025536
Severe Toxicity0.014576134
Moderate 0.37694603 Low Con 0.21
Sep 18, 2025 8,055 likes Inside Canada's Indian Metropolis (Brampton)
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't …
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't handing anything appropriately or even objectively being managed in a sensible way. however, you saying "greatest country in the world" instead of "USA" every time, is probably why people think you're racist and mocking other societies. I defended your India poop video because it was clear you weren't saying that all Indians live in filth like people claimed you were. But again, referencing the US as the best or greatest is just condescending and portentous. Now I'm not your Dad, say and do whatever you want, I'm still enjoying the content. Just saying being more humble and remembering the many problems the US has and how many self-inflicted 3rd world issues it places on itself, would be wise.
Identity Attack0.29035977
Insult0.36798462
Profanity0.2366394
Threat0.010472948
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.798 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
so you guys have problem with everyone other than christians, google how many churches are being funded and numbers of them in India. And a single hanuman or sikh temple bothers you
so you guys have problem with everyone other than christians, google how many churches are being funded and numbers of them in India. And a single hanuman or sikh temple bothers you
Identity Attack0.41975367
Insult0.20434737
Profanity0.10549548
Threat0.013321015
Severe Toxicity0.017610285
Moderate 0.37576625 Low Con 0.259 Moral_Argument
Feb 13, 2026 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...
1. The PROBLEM is WHO Canada lets in! ANYONE that has applied for Asylum, should be rounded up and deported, many of them were DENIED Asylum by the U.S. and other countries because they have …
1. The PROBLEM is WHO Canada lets in! ANYONE that has applied for Asylum, should be rounded up and deported, many of them were DENIED Asylum by the U.S. and other countries because they have ties to Terrorist or Criminal Organizations! (I could post a List of Known Terrorist Groups Operating in Canada, Most are from Muslim countries, India, Pakistan, and Palestine!) 2. Any Immigrant that REFUSE to comply with Canadian Laws needs to be Deported! (Example: Not having to wear motorcycle helmets for "Religious reasons" and that kind of stuff!) 3. If an Immigrant commits a crime it is INSTANT DEPORTATION, never to be allowed Entry Again! (including any and all members of their Families!) 4. Canada needs to STOP subsidizing these Immigrants PAY! You want to come to work, Fine You EARN your ENTIRE Pay Check like everyone else does! (I know at least ONE Employer that is Scamming part of the Subsidy for themselves instead of paying workers what they are supposed to pay them! I am sure there are others!) 5. If you throw a protest for a Known Terror group, INSTANT Deportation!
Identity Attack0.38699543
Insult0.25800487
Profanity0.036651865
Threat0.050098058
Severe Toxicity0.02258113
Moderate 0.36867723 Constructive 0.554
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
British ruled over India for more than 190 years and now our people going there working hard to earn money, got better lifestyle these white people had problem in that also 😂
British ruled over India for more than 190 years and now our people going there working hard to earn money, got better lifestyle these white people had problem in that also 😂
Identity Attack0.41222036
Insult0.16053712
Profanity0.119731516
Threat0.010783645
Severe Toxicity0.01573815
Moderate 0.3666224 Moderate Con 0.34 Comparative_Framing
Feb 24, 2026 Inside Canada's Indian Invasion...
Well how do you expect the issue to be resolved when the ircc is employing predominantly indian people. It's clear india is disproportionately causing the problems
Well how do you expect the issue to be resolved when the ircc is employing predominantly indian people. It's clear india is disproportionately causing the problems
Identity Attack0.4508763
Insult0.16897665
Profanity0.07223598
Threat0.011223801
Severe Toxicity0.018836858
Moderate 0.3666224 Moderate Con 0.316
Sep 29, 2025 IRCC Names India in Study …
Migration in india is big problem
Migration in india is big problem
Identity Attack0.43256098
Insult0.13969865
Profanity0.07805514
Threat0.0113014765
Severe Toxicity0.021806452
Moderate 0.36095104 Moderate Con 0.307 Comparative_Framing
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)
The problem in India is 1. Too much population, too much competition. 2. Very corrupt and bad governance. 3. VIP culture. 4. Hidden divide - casteism.
The problem in India is 1. Too much population, too much competition. 2. Very corrupt and bad governance. 3. VIP culture. 4. Hidden divide - casteism.
Identity Attack0.3817989
Insult0.2838064
Profanity0.09034003
Threat0.011922873
Severe Toxicity0.018384963
Moderate 0.3561489 Low Con 0.253 Comparative_Framing
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
the biggest problem i have with india is their hiring practices. you can just tell whether a place has a indian manager. for example, my local subway has all indian people in their mid 20s-30s, …
the biggest problem i have with india is their hiring practices. you can just tell whether a place has a indian manager. for example, my local subway has all indian people in their mid 20s-30s, except for one old white lady who has been working there since forever. The problem is they only hire indian people. And those indian people always get my order wrong one way or another.
Identity Attack0.44690517
Insult0.15627414
Profanity0.0741757
Threat0.009644418
Severe Toxicity0.013155893
Moderate 0.34757367 Constructive 0.542 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I by no means am racist, I'm First Nations & I've pretty much had it. India is not our #1 culture here in Canada, I hate calling a store & the person on the other …
I by no means am racist, I'm First Nations & I've pretty much had it. India is not our #1 culture here in Canada, I hate calling a store & the person on the other end can not speak english, it's the most frustrating thing. My g/f daughter applied @ a tim Horton's & get this one, do you speak Punjabi-honest to god - enough. Subway, 7-11's, gas stations, Value Village etc. everywhere you turn. They can be rude no not all but again if I have to ask you 3 times the same question because I do not understand your answer - we have a problem. Y'all we have a problem & then they want to barter about prices if they are buying - they want the cheapest price. Like I say mine is the language barrier & being rude because I don't understand you
Identity Attack0.36702603
Insult0.24928534
Profanity0.13168186
Threat0.013010317
Severe Toxicity0.020386212
Moderate 0.34328604 Constructive 0.813
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years …
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years ago. Indians cause too many problems and countries need to be like the US and expel them or make it harder for them to come in. I can say in London, London Metropolitan University and University of East London have way too many Indians and Pakistanis who barely speak English and from what I heard, some take their visas and run off into the sunset. Luckily at my university, in my program, only 1 or 2 Indians.
Identity Attack0.43896464
Insult0.24171697
Profanity0.07805514
Threat0.029933142
Severe Toxicity0.01935331
Moderate 0.3389984 Constructive 0.741 Unverified_Claim
Nov 2, 2025 IRCC Names India in Study …
Chandigarh one of the cleanest city of india, they might put of pic. Of chandigarh but when he talk about punjab he put bad picture this show your mindset...... When u need cheap labour or …
Chandigarh one of the cleanest city of india, they might put of pic. Of chandigarh but when he talk about punjab he put bad picture this show your mindset...... When u need cheap labour or money inflow for your clgs/university then indians are good but they want to do job, business their then they became dirty smally.. If west have problem with India just stop giving visa to Indians
Identity Attack0.3817989
Insult0.3388922
Profanity0.124631
Threat0.020436687
Severe Toxicity0.02296847
Moderate 0.3389984 Moderate Con 0.442 Identity_Assertion
Feb 25, 2026 Inside Canada's Indian Invasion...
Ilegal migrants from India are a serious problem for Canada and US. That's why tariffs are a tool to punish liberals for this lack of attention to this problem
Ilegal migrants from India are a serious problem for Canada and US. That's why tariffs are a tool to punish liberals for this lack of attention to this problem
Identity Attack0.40883094
Insult0.16266862
Profanity0.021466793
Threat0.012337137
Severe Toxicity0.013801457
Moderate 0.33587718 Constructive 0.586
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)

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.