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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "I work for an Indians …" 498 comments · Page 7 of 20
Hoho do i have a story to tell you. I rented out part of my shop to east indians. Cabinet shop. They had 5 guys. Turned out they were all on student visas but they …
Hoho do i have a story to tell you. I rented out part of my shop to east indians. Cabinet shop. They had 5 guys. Turned out they were all on student visas but they worked minday to saturday 10 hours a day. Of course none of them went to school instead they tuned in on their phone online to the school and put the phone doen and continued to work. Then i had enough ans kicked them out. Some of those guys didnt even get paid and their boss was just laughing at them. East indians are just as scammy as they are on the phone. Void all active student visas or make them pay a 100k like under trump.
Identity Attack0.44690517
Insult0.37392882
Profanity0.2268346
Threat0.03649433
Severe Toxicity0.023076924
Moderate 0.3972142 Constructive 0.594
Sep 30, 2025 IRCC Names India in Study …
Hey Taylor I know your trying to save your country s culture way of living and so much good things but you don't have right to misinformation about Indian what we do with you we …
Hey Taylor I know your trying to save your country s culture way of living and so much good things but you don't have right to misinformation about Indian what we do with you we are hard working not to capture your country on more thing in your video some scenes about khalistani terrorist 😮 1:21 1:21
Identity Attack0.381025
Insult0.24171697
Profanity0.11725569
Threat0.05171447
Severe Toxicity0.023076924
Moderate 0.3972142 Constructive 0.674 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
You should go to Amazon warehouse. There is no white people working there. 110% Indian 😂
You should go to Amazon warehouse. There is no white people working there. 110% Indian 😂
Identity Attack0.46028158
Insult0.16897665
Profanity0.12158839
Threat0.012233571
Severe Toxicity0.023076924
Moderate 0.39441586 Low Con 0.25 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Indian's look at Canada as a very easy to fooled country when it comes in immigration policy, all Indian's work together the one in India and the one who lives in Canada, opening a fraud …
Indian's look at Canada as a very easy to fooled country when it comes in immigration policy, all Indian's work together the one in India and the one who lives in Canada, opening a fraud school to sell course acceptance letter to be approved of student visa. They come not to study but to work and then later on apply for PR. Why do you think Indians are over populated in Canada? they flood the food bank and employment that is no longer available for the Canadian born youth. They are everywhere because they are preferable by greedy employer for cheap labour, the reason this people flood the food bank, theyre wages is not liveable in Canada. Canada becomes a joke since Trudeau took over the government, open border for fraudster to come in. Immigration policy will never be fix until the Liberal is kick out from power. I dont think we need more migrant for walmart tim horton, and uber!
Identity Attack0.46028158
Insult0.3486032
Profanity0.07255927
Threat0.010913103
Severe Toxicity0.020515325
Moderate 0.39231625 Constructive 0.653
Sep 29, 2025 IRCC Names India in Study …
as a canadian, i couldn't get a job for almost a year while most jobs are taken by indians. go to any walmart, tim hortons or a&w, there is not a single white person working.
as a canadian, i couldn't get a job for almost a year while most jobs are taken by indians. go to any walmart, tim hortons or a&w, there is not a single white person working.
Identity Attack0.4907465
Insult0.16846494
Profanity0.051932767
Threat0.010162249
Severe Toxicity0.01825585
Moderate 0.39231625 Moderate Con 0.493 Personal_Narrative
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Being an Indian, I myself don't want Indians to get a PR on a foreign country. Just work and come back.
Being an Indian, I myself don't want Indians to get a PR on a foreign country. Just work and come back.
Identity Attack0.46028158
Insult0.2469859
Profanity0.0961592
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.39021665 Constructive 0.561 Identity_Assertion
Feb 13, 2026 1 likes 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...
Ok now come to Texas to Frisco, Plano and see the indian takeover here. Go hit up Ikea youll forget where you are!!! My husband is a contract worker that puts him in the Chase …
Ok now come to Texas to Frisco, Plano and see the indian takeover here. Go hit up Ikea youll forget where you are!!! My husband is a contract worker that puts him in the Chase Bank main headquarters quite a bit out there and he said its RUN OVER with indians. Chase brings them all here, gets them these work visas youll see every car in the parking lot says student driver on the bumper stickers. They cannot drive. My husband also says the floors they have them all working on stink so bad people gag having to walk in there straight off the elevator. They will just piss on the floor IN THE BATHROOMS they just go wherever they want. These people are their supposed tech smart people and they are stinking and pissing on the floor so imagine the lower IQ ones! They wipe with their barw hand!!!;One hand for wiping no toilet paper and one hand for eating. Thats why they only shake hands with their eating hand. They are disgusting!!!!
Identity Attack0.3802808
Insult0.34548226
Profanity0.20592089
Threat0.05559385
Severe Toxicity0.023076924
Moderate 0.3811502 Constructive 0.594 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
It's the liberals letting as many in as possible to buy votes. Here on the west coast 1/10 of them has the intelligence and work ethic not to be a total waste of space. The …
It's the liberals letting as many in as possible to buy votes. Here on the west coast 1/10 of them has the intelligence and work ethic not to be a total waste of space. The rest are absolutely restarted and useless. We have a housing crisis and we are letting over 2x more immigrants in than new houses built. I have asked many Indian coworkers and most of them get payments to help with rent. Or just reduced rent prices altogether. It takes a lot to make Canadians hate a certain race and culture ... But you done did it indians ...
Identity Attack0.293411
Insult0.40420914
Profanity0.07223598
Threat0.010369381
Severe Toxicity0.014059683
Moderate 0.3811502 Constructive 0.514 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian …
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian students in Canada, that have university degrees but they register themselves into Canadian colleges in order to work and live in Canada. It doesn’t make sense to downgrade your studies, and most probably 100% of the students from Asia in Canada they come here to stay that is the main goal. In fact indian men they get married to some rich girl then the father of the girl pays for the school and then they end up staying in the country and continue their lying and fraud lives in Canada - trust me I know them
Identity Attack0.458714
Insult0.3388922
Profanity0.08775374
Threat0.009437286
Severe Toxicity0.022193791
Moderate 0.37955463 Moderate Con 0.411
Oct 17, 2025 IRCC Names India in Study …
This is How the jews should have answered in the last video!!!! 📹 and how they should have been legitimately been working everywhere like the Indians
This is How the jews should have answered in the last video!!!! 📹 and how they should have been legitimately been working everywhere like the Indians
Identity Attack0.4482637
Insult0.15698463
Profanity0.15812257
Threat0.029415153
Severe Toxicity0.023076924
Moderate 0.37955463 Low Con 0.226
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indian community, especially Hindus, who are deeply engrossed in superstitions and their religion are known for destroying the native cultures. Even many Indians who are other than Hindus, know their secret agenda but western countries …
Indian community, especially Hindus, who are deeply engrossed in superstitions and their religion are known for destroying the native cultures. Even many Indians who are other than Hindus, know their secret agenda but western countries remain completely ignorant and oblivion to Hindu style of working. In India also, they deliberately assigned Hinduism to every tribes, although truth is that many tribes (well known tribe is Jatt/Jat) in India have their own culture and they do not belong to Hinduism or any other known religions of Hindu, Muslim, and Christians. Hinduism is just construction of sanghi brahamins, who destroyed India oldest known dhamm budhism. Intially these so called Hindus show kindness and courtesy to the culture of foreign countries they go. Once they get settled there, starts spreading hate against other relgions and cultures. One day, I am sure that these people make western countries's societies worst than India. You will see the big heaps of garbage and polluted rivers in west. Westerners are destined to be destroyed because of lack of understanding about these people.
Identity Attack0.46028158
Insult0.34314156
Profanity0.16589902
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.37795907 Moderate Con 0.479 Identity_Assertion
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
These Indians working everywhere, can barely speak english or understand it...we are doomed....food safety is gone and customer service no longer existent
These Indians working everywhere, can barely speak english or understand it...we are doomed....food safety is gone and customer service no longer existent
Identity Attack0.44690517
Insult0.25007802
Profanity0.08840031
Threat0.015256803
Severe Toxicity0.023076924
Moderate 0.37795907 Moderate Con 0.354 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
⚠️ Freedom of Speech ≠ Freedom of Hate Speech. 1. Do they have any Valid Answer for Why They Hate Indians? 2. Do they have any Logical Explanation for How Indians are Harming People Across …
⚠️ Freedom of Speech ≠ Freedom of Hate Speech. 1. Do they have any Valid Answer for Why They Hate Indians? 2. Do they have any Logical Explanation for How Indians are Harming People Across the World? 📌 The Answer is NO. 👾 Any Negative Action or Thought By An Individual from India ≠ Every or Many Indians' Action or Thought. 👾 Minor Exceptions Do Not Represent Most of the Indians. 🤖 Spreading Hatred Because of a Minor or No Reason is a Sign of Poor Mental Condition or Lack of Proper Education & Awareness. 🇮🇳 India is Much Bigger than Someone's Imagination. 🇮🇳 Being An Indian is a Matter of Pride. 1. India is the World's Largest Democracy. 2. India is One of the World’s Oldest Civilizations. 3. India has the World's Oldest Religion. 4. India is One of the Most Diverse Countries in the World. 5. India is One of the Fastest-growing Major Economies in the World. 6. India is the 4th Largest Economy in the World. 7. India has One of the Fastest-growing Startup Ecosystems in the World. 8. India is the Home to 18% of Total Humanity on Earth. 9. India has One of the Most Influencial Cultural Diversities in the World. 10. India Produces World's 2nd Most STEM (Science, Technology, Engineering & Mathematics) Graduates Every Year. 11. India has One of the Largest Youth Work forces in the World. 12. India has the 2nd Largest Active Military Personnel in the World. 13. India is the 4th Powerful Military in the World. 14. India is the World's Pharmacy that Provides 20% of the World’s Generic Medicines. 15. India is the First Country to Reach Mars Orbit on its First Attempt. 16. India is the First Country to Land near the Moon’s South Pole. 17. Many Scientific & Mathematical Concepts Like Zero, Decimal System, Yoga, Astronomy, Metallurgy were Originated in India. 18. India has the World's Largest Highly Skilled Diaspora across the Countries. 19. India is the CEO Capital of the World leading World's Largest Corporations. 20. India has 3rd Highest Billionaires in the World. 21. About 11% of All the American Unicorn Startups are Co-founded by Indian Origin Citizens. 22. About 10% of Total US Patents are Attributed to the Indian-origin Inventors. 23. About 10% of Total US Physicians are of Indian Origin. 24. Indian Diaspora Contributes more than 5% of Total US Income Taxes Annually. 25. Indian Diaspora Contributes more than 5% of the UK’s Total GDP. 26. About 60% of all Hotels in the United States are Owned By Indian-origin Businessmen. 27. About 40% of all Convenience Stores in the US are Owned By Indian-origins. 28. Indian Origins are the Highest-earning Ethnic Group in the U.S. 29. Indian Diaspora Holds over 300 High-ranking Government Positions Across the Countries. 30. India Survived & Rebuilt itself after Centuries of Foreign Invasions & Colonization. 🤔 Actions of Individuals ≠ Actions of 1.4 Billion Indians.
Identity Attack0.39334553
Insult0.25998658
Profanity0.14313951
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.601 Moral_Argument
Feb 20, 2026 1 likes 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)
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense …
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense doesn't follow rule especially those traffic rules in Brampton and in india bcoz in india they got too much freedom in the name of so fundamental rights,free speech..... These people go in foreign countries and say they got tortured by indian govt they don't have freedom like seriously? This is literally hilarious things....99% Sikh driving truck in foreign countries and talking about freedom... Educated, middle class sikh working in India , have sikh military regiment, and punjab state have Sikh govt and they aren't able to speak right? Govt need to indentify such traitors.....and cancel their Visa and sieze Thier property in India......
Identity Attack0.38445538
Insult0.27763805
Profanity0.19524631
Threat0.13211988
Severe Toxicity0.02383376
Moderate 0.37751234 Constructive 0.522 Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure …
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure call him out, but do exactly the same for any other race or community. There are many hard working, law abiding Indians in Brampton. Painting all Indians with the same brush demotivates the genuine ones. This is like someone spotting 5 homeless white or refugee people on the road and filming them to then say all white and refugees are sh*t.
Identity Attack0.42615733
Insult0.3388922
Profanity0.30866358
Threat0.035113025
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.695 Moral_Argument
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
There are Indians who work hard and mind their own business. These same Indians despise the illegals
There are Indians who work hard and mind their own business. These same Indians despise the illegals
Identity Attack0.4508763
Insult0.24630153
Profanity0.11477985
Threat0.010291707
Severe Toxicity0.016319158
Moderate 0.37751234 Moderate Con 0.44 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This makes Iselin NJ jealous. Though unlike Somalis, at least the Indians work...the scammers generally stay in India. But still, Canada is losing its culture. Only liberal Western nations allow this unchecked immigration.
This makes Iselin NJ jealous. Though unlike Somalis, at least the Indians work...the scammers generally stay in India. But still, Canada is losing its culture. Only liberal Western nations allow this unchecked immigration.
Identity Attack0.39334553
Insult0.35016364
Profanity0.040409464
Threat0.0084793
Severe Toxicity0.012435913
Moderate 0.37751234 Moderate Con 0.419 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
It's not just Brampton. It's sll of Canada. Indians are getting handed 99% of 6 figure jobs while being absolutely clueless on how to do those jobs and make zero effort to learn their job …
It's not just Brampton. It's sll of Canada. Indians are getting handed 99% of 6 figure jobs while being absolutely clueless on how to do those jobs and make zero effort to learn their job while everyone suffers for it. The actual Canadian citizens that are more than qualified instead have to work much lower paid jobs they're over qualified for and then get taxed to death to pay for employing these incompetent Indians. The liberals sold out Canada to intentionally collapse the nation. Liberalism is a mind virus that destroys the weak.
Identity Attack0.38185352
Insult0.36798462
Profanity0.055940874
Threat0.012596053
Severe Toxicity0.015802706
Moderate 0.37751234 Moderate Con 0.445 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Excellent work you know where is illegally Indian people in Canada 🇨🇦👏🏻👌🏻
Excellent work you know where is illegally Indian people in Canada 🇨🇦👏🏻👌🏻
Identity Attack0.46028158
Insult0.18852992
Profanity0.024951037
Threat0.0077284453
Severe Toxicity0.014640691
Moderate 0.37751234 Moderate Con 0.466 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
its cheaper to hire indians then the locals who complain too much about money all the time , there too lazy to work at low wages , this why the locals dont the jobs any …
its cheaper to hire indians then the locals who complain too much about money all the time , there too lazy to work at low wages , this why the locals dont the jobs any more , its only indians why pay the locals full price when i can hire some one for lower price and save money at the same time ....do the math !
Identity Attack0.39870077
Insult0.3388922
Profanity0.059447967
Threat0.009463178
Severe Toxicity0.014059683
Moderate 0.37751234 Constructive 0.509
Aug 31, 2025 Why Canadians Are Turning Against …
Everything in Canada became Indian, we are all immigrants here, and I appreciate the multi culture, but I don’t appreciate Indians working in restaurants, sorry but I can’t eat from Indians hands, I know they …
Everything in Canada became Indian, we are all immigrants here, and I appreciate the multi culture, but I don’t appreciate Indians working in restaurants, sorry but I can’t eat from Indians hands, I know they dont have good hygiene, probably not at all.
Identity Attack0.4830652
Insult0.24171697
Profanity0.043916557
Threat0.008401625
Severe Toxicity0.016125489
Moderate 0.37751234 Constructive 0.66 Unverified_Claim
Feb 24, 2026 2 likes Inside Canada's Indian Invasion...
Some indians are here as refugees. They said , they're persecuted in india for bieng " Christians" . They are not Christians, they lied to immigration to come to Canada. Once in Canada they do …
Some indians are here as refugees. They said , they're persecuted in india for bieng " Christians" . They are not Christians, they lied to immigration to come to Canada. Once in Canada they do all kinds of fraud to get work permit. They have a Bible written in their language but they're not Christians.
Identity Attack0.46614665
Insult0.25602314
Profanity0.03715288
Threat0.008556974
Severe Toxicity0.015673593
Moderate 0.37751234 Moderate Con 0.456 Unverified_Claim
Oct 5, 2025 IRCC Names India in Study …
Indians pay more taxes more law abiding than Pakistanis. We work hard respect the law here. There are some misguided youth who indulge in misconduct but very few smalll percentage 🇨🇦🇨🇦🇨🇦🇨🇦🇮🇳🇮🇳🇮🇳 Indi Canadians respect Canada …
Indians pay more taxes more law abiding than Pakistanis. We work hard respect the law here. There are some misguided youth who indulge in misconduct but very few smalll percentage 🇨🇦🇨🇦🇨🇦🇨🇦🇮🇳🇮🇳🇮🇳 Indi Canadians respect Canada but some racists don’t like Indians getting prosperous by the sweat of our brow😂😂😂
Identity Attack0.40447855
Insult0.2659317
Profanity0.035148825
Threat0.00823333
Severe Toxicity0.013672344
Moderate 0.37576625 Constructive 0.638
Oct 3, 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.