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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 Sikh, we should not …" 347 comments · Page 5 of 14
Shame on @rocanews for platforming lies and nonsense. Have multiple people claim that folks here don't have their " papers " without the research to back it up is wild. Also to claim they don't …
Shame on @rocanews for platforming lies and nonsense. Have multiple people claim that folks here don't have their " papers " without the research to back it up is wild. Also to claim they don't pay taxes is also Wild. And to claim that they don't have jobs is also wild. Also the white lady who bold face declared the Brampton used to be majority White, and is now upset that it's not is very telling lol. In her own words it used to be Multicultural but it's now bicultural. The gag is when it was majority white it wasn't bicultural because to her white people are always the norm lol. I'd like more evidence into how the Indian population has not assimilated. Wearing their own cultural clothes and worshiping where they choose to does not mean you have in a simulated LOL. Giving the mic to folks to spew unchecked nonsense is wild and you should all be utterly ashamed of yourselves. Did you feature any gudwara? Those are Sikh temples that provide lunger AKA free meals to people of any background. I've gone to Vancouver and seen it filled with tons of white and black who but looking for a meal and they were not turned away.
Identity Attack0.34000012
Insult0.40243408
Profanity0.12096943
Threat0.011379151
Severe Toxicity0.020257099
Moderate 0.4013387 Constructive 0.678
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This is not Indian Invasion its Hindu-Sikh Invasion
This is not Indian Invasion its Hindu-Sikh Invasion
Identity Attack0.46614665
Insult0.24928534
Profanity0.17987521
Threat0.122295745
Severe Toxicity0.16960317
Moderate 0.39915034 Low Con 0.173 Identity_Assertion
Mar 1, 2026 Inside Canada's Indian Invasion...
the polish dude is 100% correct. indians try to blame their govt for how messy india is, how corrupt... but then we see how they act in canada, the messes they bring and dont clean …
the polish dude is 100% correct. indians try to blame their govt for how messy india is, how corrupt... but then we see how they act in canada, the messes they bring and dont clean up... how they are corrupt people sometimes, how they try to cut corners and do things illegally... i watched it in my own workplace, how our indian sikh boss was so racist to his fellow indians, because they had patel name from gujarat and were 'lower cast' than the bossman who had sikh last name and was an 'engineer'. but this man just wanted to cut costs and try to cheat things, now this workplace is closed down. this is my experience all my life with indians. :(
Identity Attack0.44690517
Insult0.40243408
Profanity0.1067334
Threat0.015429466
Severe Toxicity0.021548226
Moderate 0.39842087 Constructive 0.711 Personal_Narrative
Nov 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Would rather a Hindi or sikh over a Muslim any day
Would rather a Hindi or sikh over a Muslim any day
Identity Attack0.48915586
Insult0.17858955
Profanity0.10240069
Threat0.027688526
Severe Toxicity0.023076924
Moderate 0.3977292 Low Con 0.229 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Bram-pakistan and Miss-sikh-sauga are the best.
Bram-pakistan and Miss-sikh-sauga are the best.
Identity Attack0.39334553
Insult0.3388922
Profanity0.36099523
Threat0.05203775
Severe Toxicity0.13863131
Moderate 0.3974717 Moderate Con 0.346
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Shame on you canada . I mean iam an INDIAN, and I love and respect SIKHS( NOT KHALISTANI) , but Allowing other people to make your people minority is bad politics. We INDIANS will never …
Shame on you canada . I mean iam an INDIAN, and I love and respect SIKHS( NOT KHALISTANI) , but Allowing other people to make your people minority is bad politics. We INDIANS will never allow immigrants to come and make us feel sacred.
Identity Attack0.44690517
Insult0.3388922
Profanity0.060951006
Threat0.011819307
Severe Toxicity0.020127986
Moderate 0.3972142 Constructive 0.567
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Dawg, any rational Sikh isn’t gonna stab you. 🤦‍♂️
Dawg, any rational Sikh isn’t gonna stab you. 🤦‍♂️
Identity Attack0.10221587
Insult0.16795322
Profanity0.098067984
Threat0.5195707
Severe Toxicity0.023880709
Moderate 0.39644176 Low Con 0.231 Threat Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Pakistan is spreading filth in Canada against its own country India by radicalizing even the very nice and good Sikh community, but we all have faith that Hindu and Sikh people will work only for …
Pakistan is spreading filth in Canada against its own country India by radicalizing even the very nice and good Sikh community, but we all have faith that Hindu and Sikh people will work only for the good of Canada.
Identity Attack0.46050715
Insult0.27558193
Profanity0.08096472
Threat0.011353259
Severe Toxicity0.022322904
Moderate 0.39231625 Constructive 0.568 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It wasn’t that scary bro. They said without any stress go have a pizza outside. So why didn’t you go all the way down. You know very well they treated you with ease. In a …
It wasn’t that scary bro. They said without any stress go have a pizza outside. So why didn’t you go all the way down. You know very well they treated you with ease. In a normal family house. So actually you failed to show to scary side from them. You expected something like cartel side action. 😂😂😂😂 . Did the food tasted good at least. Indians not Africans which you met in Rome or Paris. Punjabi are human threating religion. You should have know that. Or atleast read about Sikh religion. Maybe then you will realize the real deal!!!
Identity Attack0.44690517
Insult0.32211447
Profanity0.19524631
Threat0.038220957
Severe Toxicity0.023458159
Moderate 0.39021665 Moderate Con 0.381 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
As an Indian myself I feel bad for Canada..not all Indians are Sikhs...it's the Sikhs who have taken over Canada permanently
As an Indian myself I feel bad for Canada..not all Indians are Sikhs...it's the Sikhs who have taken over Canada permanently
Identity Attack0.48990932
Insult0.24928534
Profanity0.09292633
Threat0.012337137
Severe Toxicity0.022064678
Moderate 0.39021665 Constructive 0.562
Jan 3, 2026 Inside Canada's Indian Metropolis (Brampton)
Better to have Sikhs than Hindus.
Better to have Sikhs than Hindus.
Identity Attack0.48915586
Insult0.22303216
Profanity0.1110661
Threat0.013010317
Severe Toxicity0.023076924
Moderate 0.38811707 Low Con 0.241 Identity_Assertion
Jan 3, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
And this is why no western country wants indias, Sikhs, Muslims and Africans, because of the deculturilization of their country. You don’t want to localize, speak the language follow Christianity then don’t go there.
And this is why no western country wants indias, Sikhs, Muslims and Africans, because of the deculturilization of their country. You don’t want to localize, speak the language follow Christianity then don’t go there.
Identity Attack0.48990932
Insult0.21602537
Profanity0.051932767
Threat0.009618527
Severe Toxicity0.020515325
Moderate 0.38811707 Moderate Con 0.322 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I don't see too many white Canadians feeding the poor ... at least the Sikhs feed the poor.
I don't see too many white Canadians feeding the poor ... at least the Sikhs feed the poor.
Identity Attack0.46028158
Insult0.24561718
Profanity0.056441884
Threat0.012337137
Severe Toxicity0.017997624
Moderate 0.38811707 Constructive 0.542
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are …
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are evil from the teachers and the brown students of which outnumber you 20/1 take that mileage and run with it. Many employers and landlords will not even give you a chance unless you are of their faith or from their home region in india or pakistan, and if you are black or white than you shouldnt even bother trying… aint gonna happen. There is a massive entitlement from the younger Sikhs who actively want to see the country become more closer to the punjab with Brampton being the new Lahore. Street violence rarely gets brought up anymore because it is so frequent so media only jumps on it if they got nothing else to use. The majority of gangs are in Bramalea south of Kennedy. This isnt just circumstances because “they have it so hard here boohoo”. The Tamel people that live in Brampton come from India and Sri Lanka. Many fled due to the tigers and because India has been trying to destroy their culture for a long while. You wont find Tamel who has lived in Canada more than a year in a gang, or with a thick as lard accent, or speaking their previous language in public. They are good people, very respectful.
Identity Attack0.44690517
Insult0.3388922
Profanity0.17101645
Threat0.025961896
Severe Toxicity0.022710243
Moderate 0.38601747 Constructive 0.663 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Khalistan (for people unfamiliar) is an ISIS backed separatist movement/mindset which breeds terrorism. Trust me, there ain't no discrimination with Sikhs in India on basis of ANYTHING. Period. And no, not even single ONE of …
Khalistan (for people unfamiliar) is an ISIS backed separatist movement/mindset which breeds terrorism. Trust me, there ain't no discrimination with Sikhs in India on basis of ANYTHING. Period. And no, not even single ONE of these brainwashed people are gonna be leaving Canada even if hypothetically there was a Khalistan created lmao. That's the factual truth. Aside from that info, there was a really great video by some Canadian creator only which explained how the influx of Indian descent people are the wrongdoings of Ca's current govt. policies.
Identity Attack0.38238457
Insult0.37733194
Profanity0.13961408
Threat0.021990653
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.709 Unverified_Claim
Feb 12, 2026 3 likes Inside Canada's Indian Invasion...
I wouldn't like immigration to my country too and seing my way of life change...but we should give credit to the Sikhs who feed people free of charge...i experienced their generosity way back in 2005 …
I wouldn't like immigration to my country too and seing my way of life change...but we should give credit to the Sikhs who feed people free of charge...i experienced their generosity way back in 2005 in London when my friend took me along to a gurdwara,my first time . They don't ask any questions, they just feed and you will see people volunteering their services at preparing the food and someone else serving you...at least, they give back to society unlike some of the filthy rich who just want to hoard more and give nothing back . People don't realize that the world revolves on kind people and their generosity. If everyone was greedy, there would be nothing else to hoard and you can't even take it with you when your life ends. I guess it's just a matter of perspectives and your life experiences !
Identity Attack0.39461556
Insult0.37506318
Profanity0.20808282
Threat0.012699619
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.844
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
If you are having so much trouble with these people, then put them on a plane and send them back to India 🇮🇳. More than half of them are people who fled India after engaging …
If you are having so much trouble with these people, then put them on a plane and send them back to India 🇮🇳. More than half of them are people who fled India after engaging in criminal activities and sought refuge in Canada. No one in India demands Khalistan except for a few terrorist Sikhs living in Canada. In 2024, Indian students spent more than 10 billion Canadian dollars in Canada. In 2025, the number of students going to Canada decreased by 50 percent. So don't worry, Indians won't be going to Canada anymore.
Identity Attack0.44690517
Insult0.33964422
Profanity0.072882555
Threat0.091630474
Severe Toxicity0.023076924
Moderate 0.3827457 Moderate Con 0.442 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
So the Hindu bloke claims all religions are the same. So why do they have so many statues of different gods. Ganesh the elephant is the most interesting. I guess they forgot why the Sikhs …
So the Hindu bloke claims all religions are the same. So why do they have so many statues of different gods. Ganesh the elephant is the most interesting. I guess they forgot why the Sikhs separated from Hinduism. They have never gotten along in India. The Sikhs were murdered by both Muslims and Hindus. But in America they can sell their BS stories and no one questions. RocaNews just did not ask the right questions.
Identity Attack0.46028158
Insult0.2735258
Profanity0.1413768
Threat0.077831104
Severe Toxicity0.023076924
Moderate 0.3827457 Constructive 0.517 Policy_Critique
Nov 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Hindu guy saying he's peaceful and loving. Sikh guy saying he's peaceful and loving. Yet they go around fighting each other. Either these guys are both lying, or their community is not being taught their …
Hindu guy saying he's peaceful and loving. Sikh guy saying he's peaceful and loving. Yet they go around fighting each other. Either these guys are both lying, or their community is not being taught their religion properly.
Identity Attack0.44690517
Insult0.34101152
Profanity0.0715894
Threat0.010990778
Severe Toxicity0.016512826
Moderate 0.3811502 Moderate Con 0.426 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton has become New India... Note the relationship between skyrocketing scam, fraud, and the population of Punjabi's and Sikhs
Brampton has become New India... Note the relationship between skyrocketing scam, fraud, and the population of Punjabi's and Sikhs
Identity Attack0.38246045
Insult0.40243408
Profanity0.15938593
Threat0.035458352
Severe Toxicity0.023076924
Moderate 0.3811502 Low Con 0.3 Unverified_Claim
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
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...
Well the Sikhs and Hindus are giving free food to all irrespective of their race or religion. How are they as new immigrant problem for locals? I only smell racism
Well the Sikhs and Hindus are giving free food to all irrespective of their race or religion. How are they as new immigrant problem for locals? I only smell racism
Identity Attack0.41222036
Insult0.21836096
Profanity0.052183274
Threat0.007974415
Severe Toxicity0.014769804
Moderate 0.37751234 Constructive 0.522 Moral_Argument
Nov 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I just wonder why white still have racial identity ? No Church or Masjid offers free food or humanitarian aid but we HINDU PARSI JAIN SIKHS and Indian Christians Jews have one one unique thing …
I just wonder why white still have racial identity ? No Church or Masjid offers free food or humanitarian aid but we HINDU PARSI JAIN SIKHS and Indian Christians Jews have one one unique thing is , treat human as human being. See history , when Indians initially landed there , they were not treated at par but we did not asked for HINDU SIKH or JAIN laws................We try to build ourselves with hardwork and keeping family roots intact. This is the reason Indians are successful migrants. Even in India , they stay in close family relations and financial transactions are done only in community to ensure that money flows within community. This is not crime but way of gaining wealth for longer properity and existence.
Identity Attack0.46028158
Insult0.24493282
Profanity0.10178173
Threat0.017674083
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.73
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
These foreign religious buildings are how they organize and centralize their fraud. Once they're established as a religious building they don't have to pay taxes. This becomes ground Central for money laundering and human trafficking. …
These foreign religious buildings are how they organize and centralize their fraud. Once they're established as a religious building they don't have to pay taxes. This becomes ground Central for money laundering and human trafficking. The religious community then pulls its resources and sets up all kinds of fake businesses across the city like daycares and special centers for people with Autism and mental retardation. They also take control of bodegas and gas stations across the city cash business is used to launder the money. Americans need to realize there's 1.5 billion Indians but there's only about 400 million Americans. They have quadruple or population and can easily send hundreds of millions of Indians to our country without losing any population. If they get caught doing crimes they just go to the Sikh temple and get help leaving the country with all their ill got in gains
Identity Attack0.39773783
Insult0.3388922
Profanity0.06495911
Threat0.010576514
Severe Toxicity0.016319158
Moderate 0.37751234 Constructive 0.601 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army …
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army in WORLD HISTORY was from "India" ( created in 1947). Parts of the Ahghani mountains and Tajikstan were taken and Gurjrati Muslims were given Panjab and Gujrati Hindus the other. On the north of steeles ave from Kipling to airport Rd there was NOTHING but some farms. After over 100 YEARS IN THE NATION the Sikhs and serving in BOTH WW1 and WW2 bought the first houses and businesses in the 90's. There are about 800,000 Panjabi's in Canada vs about 2 milliom Chinese. In the 90's, when Springdale was built, Gujrati people moved to Canada influx. The character of Kumar from Harold and Kumar go to white castle, rishi Sunak, kash Patel, the people rubbing cow manure on them and other setero type are Gujrati. The Sikh religion are AGINST conversation of ANY KING. If you are Christian, the Sikh religion says to be the best Christian as possible! Ben Sapiro, the Jew, as said and his people believe that Jesus was a jealot and is burning in hell in hot feces, SEMAN, and urine. In the 90's the government of Canada STOPPED allowing Panjabi farmers to come to Canada and made way for the Gujrati HINDUS. Over 100 YEARS the Sikh, Muslim and Hindus have been in Canada and NEVER asked for special treatment. Springdale was build and FIRST SETTLED by Panjabi's, who have been in nation for over 100 years. In 1947 "India" was created, again, and parts of Afghanistan and Tajikstan was taken and created Pakistan. Where is the homeland of Panjabi people? Your grandfathers are ROLLING in their graves because of the disrespect of the Panjabi people! Go look up Sikhs in ww1 and ww2. There were 2 Sikh and Anglo-Saxson wars and Panjab was the HARDEST and LONGEST land to take (which was through betrayal and NOT battle - another story). (Stoping here - because you are retarded)
Identity Attack0.39966375
Insult0.2435641
Profanity0.16357292
Threat0.058503386
Severe Toxicity0.02604016
Moderate 0.37751234 Constructive 0.638
Sep 20, 2025 1 likes 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.