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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

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Active: "♥️ India is a country …" 551 comments · Page 10 of 23
I think they should all be sent back. our country is NOT their India 2.0
I think they should all be sent back. our country is NOT their India 2.0
Identity Attack0.38445538
Insult0.22303216
Profanity0.087430455
Threat0.057856824
Severe Toxicity0.023076924
Moderate 0.3666224 Moderate Con 0.308
Sep 29, 2025 IRCC Names India in Study …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Looks like Indiana there are growing stronger as a community. Hope they help all the homeless people as well. For people who says illegal immigrants and cash in hand jobs, most people from India works …
Looks like Indiana there are growing stronger as a community. Hope they help all the homeless people as well. For people who says illegal immigrants and cash in hand jobs, most people from India works so hard and they are only contributing to the society unlike other countries like Pakistan or Arabs who destroys a society
Identity Attack0.46028158
Insult0.23237456
Profanity0.06395709
Threat0.014738814
Severe Toxicity0.018320406
Moderate 0.3625127 Constructive 0.72 Identity_Assertion
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
canada should close borders to everyone visting from india until all fraudulent indians are caught and deported - let that be a lessson. That means no family or friends can visit the country. All Indian …
canada should close borders to everyone visting from india until all fraudulent indians are caught and deported - let that be a lessson. That means no family or friends can visit the country. All Indian canadian citizens will aid the canadian government catching these people. I am in Canada now for the first time and its a beautiful country - don't destroy it like the UK has
Identity Attack0.43256098
Insult0.24928534
Profanity0.024609445
Threat0.036149003
Severe Toxicity0.015286255
Moderate 0.3625127 Constructive 0.594 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
Indian can get degrees or diploma for cash at their country universities. Its corruption. What is our high commission do in India? How do they verify documents for visa. 90 percent student are fake. They …
Indian can get degrees or diploma for cash at their country universities. Its corruption. What is our high commission do in India? How do they verify documents for visa. 90 percent student are fake. They r here for work
Identity Attack0.3817989
Insult0.2817503
Profanity0.05543986
Threat0.007974415
Severe Toxicity0.011367798
Moderate 0.3625127 Moderate Con 0.356
Sep 30, 2025 IRCC Names India in Study …
People who drive in countries like India don’t just switch up how they drive overnight, they are going to bring their bad driving habits like has anyone seen how they drive out there it’s crazy.
People who drive in countries like India don’t just switch up how they drive overnight, they are going to bring their bad driving habits like has anyone seen how they drive out there it’s crazy.
Identity Attack0.30256465
Insult0.34101152
Profanity0.099305905
Threat0.010032792
Severe Toxicity0.011444092
Moderate 0.36095104 Moderate Con 0.301 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Wherever you see fraudulent activities, illegal activities, criminal activities first country mentioned is always India. Isn't it the time India is banned across the board to keep us safe?
Wherever you see fraudulent activities, illegal activities, criminal activities first country mentioned is always India. Isn't it the time India is banned across the board to keep us safe?
Identity Attack0.43256098
Insult0.24493282
Profanity0.027273865
Threat0.012337137
Severe Toxicity0.017158391
Moderate 0.36095104 Moderate Con 0.313 Unverified_Claim
Sep 29, 2025 1 likes IRCC Names India in Study …
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. …
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. It is nothing but people from India. They're Punjab, people from Nigeria, Africa, and the Philippines, and in my experience. I am a blind, white single woman who owns my condo and a perfect parking spot for 8 years. I have bean horrifically harassed, buy these people. Because I would not bow down to their demands to give them my parking stall. They used the Calgary city police as weapons against me. Calling them and telling them I am a child molester, because I was Videoing in public videoing, taking evidence Of what is going on around here? Witches, my constitutional right? They called the cops telling them, I am a racist, a drug dealer, and a killer. They almost we're successful in having my nephew arrested telling the police that he hit their little cockroaches. With his car, the black cop that I invited into my home stupidly. Was Very hot and waning arrest both of us, but there was no damage on the car. No damage on their little cockroaches, no charges, but the black cop 2 hours later cold because he wanted my nephew's license plate number. He was probably trying to catch him driving dirty, but never called back. So he didn't find anything. These people have threatened to shoot me. They have threatened big consequences. They have threatened to slap the f out of me. They have threatened to pop the pimples out of my eyes. And when they found out that I was blind, that's when they ramped up the harassment, the cops did nothing about the threats towards me when they told the cops that we I threatened to kill them. They are the ones that threaten to chop my nephew and his dog up. The cops never did anything about their threats. They told me to stay in my unit for safety or move for my safety. The condo corporation refuses to do anything as well. So if anyone nose a good civil rights lawyer, please reply to me. Because I fear for my life, this is no joke and because I have to move. I will have a good case to sue the condo corporation as I feel unsafe. These people from these countries do not like people. With disabilities, they believe that we are a curse and that we are a waste of society.
Identity Attack0.3780483
Insult0.32682732
Profanity0.14402086
Threat0.02250864
Severe Toxicity0.019998873
Moderate 0.36095104 Constructive 0.759 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada is a favouritism country If you are not from India, Pakistan Bangladesh You cannot get a job
Canada is a favouritism country If you are not from India, Pakistan Bangladesh You cannot get a job
Identity Attack0.43256098
Insult0.20901857
Profanity0.043916557
Threat0.010265815
Severe Toxicity0.017416617
Moderate 0.36095104 Low Con 0.179 Policy_Critique
Feb 16, 2026 Inside Canada's Indian Invasion...
The people from India have flooded many US cities , I dont know why we keep letting them into the country.
The people from India have flooded many US cities , I dont know why we keep letting them into the country.
Identity Attack0.44690517
Insult0.16053712
Profanity0.059447967
Threat0.013321015
Severe Toxicity0.019482423
Moderate 0.36095104 Moderate Con 0.43 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
What a funking irony - this Rempel garner women was in India’s lap in conservative leadership race. She was with Patrick Brown and Indians told to her to quit. She ‘left’ politics to focus on …
What a funking irony - this Rempel garner women was in India’s lap in conservative leadership race. She was with Patrick Brown and Indians told to her to quit. She ‘left’ politics to focus on her personal life and came back as soon as Indians succeeded to put Piere as a leader instead of Patrick. Later bunch of material, testimonies came out about she being on a zoom call and Indians saying they don’t like she is running Patrick brown’s campaign. Foreign interference report exposed her pretty good but I guess canadians really are blind to the fact that while they are taking out their anger on immigrants their country is compromised and sold put by their own trusted politicians and that too, to a third world country like India!
Identity Attack0.27171627
Insult0.31740165
Profanity0.33453682
Threat0.013010317
Severe Toxicity0.021548226
Moderate 0.36095104 Moderate Con 0.499
Sep 30, 2025 IRCC Names India in Study …
Turning canda into india is crazy. If you were there you should respect others country not turning it into your place my god
Turning canda into india is crazy. If you were there you should respect others country not turning it into your place my god
Identity Attack0.32768643
Insult0.2735258
Profanity0.15195307
Threat0.009722093
Severe Toxicity0.014898917
Moderate 0.36095104 Moderate Con 0.325 Identity_Assertion
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
im indian and id not want any country to turn into India
im indian and id not want any country to turn into India
Identity Attack0.4139151
Insult0.0820023
Profanity0.08064143
Threat0.015256803
Severe Toxicity0.019482423
Moderate 0.36095104 Moderate Con 0.369 Personal_Narrative
Mar 3, 2026 Inside Canada's Indian Invasion...
the brain washing propaganda needing to import our replacements is BS. In my lifetime our population has doubled from the immigrants and we are way worse.. when the population was half of what it is …
the brain washing propaganda needing to import our replacements is BS. In my lifetime our population has doubled from the immigrants and we are way worse.. when the population was half of what it is now Canada was in a much better place.. so stop repeating the BS. This is the great replacement and they are not immigrants.. They are the villagers scamming their way here by fake schools or low skill jobs who have no plans to leave.. They have no respect for the country letting them in.. I have never gone to INdia, nor do i want to go.. I don't want to feel like im a stranger in my own country. The amount of crap happening is insane! I hate this country. your new First Post national state nightmare!
Identity Attack0.22458547
Insult0.35016364
Profanity0.10920923
Threat0.009023022
Severe Toxicity0.01502803
Moderate 0.36095104 Moderate Con 0.497
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
immigrats must be controled. most indians are illigal immigrants. mis using the human rights. there freedon must be limited. specil religes actvities. india is not one country. many countrues together become india. some stae people …
immigrats must be controled. most indians are illigal immigrants. mis using the human rights. there freedon must be limited. specil religes actvities. india is not one country. many countrues together become india. some stae people specily priminister modies peple , kujarsthis and seeiks occuping canads. they unite and not allow others the canadians work in work places. toudo cany governmet allow illigal immigrants to canada. sponsoring snd student visa must be controled or stopped. Canada paying pension for sponsred old parents. this is tax payers mony. must be limited. csnadian woked people loosing their benifits.
Identity Attack0.44690517
Insult0.2469859
Profanity0.030890211
Threat0.013528148
Severe Toxicity0.016383713
Moderate 0.36095104 Constructive 0.511
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
😂😂 india people migration to Pakistan 🎉🎉🎉😂 Pakistan rupee is rising 🎉🎉 please make a vdo on Pakistan currency rise🎉 welcome to the BEST COUNTRY IN THE WORLD... PAKISTANI countries 🎉🎉
😂😂 india people migration to Pakistan 🎉🎉🎉😂 Pakistan rupee is rising 🎉🎉 please make a vdo on Pakistan currency rise🎉 welcome to the BEST COUNTRY IN THE WORLD... PAKISTANI countries 🎉🎉
Identity Attack0.3817989
Insult0.15911613
Profanity0.11725569
Threat0.050744623
Severe Toxicity0.041283876
Moderate 0.36043653 Low Con 0.229 Humor_Satire
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Pakistan in India, two of the worst countries in the world to pray on seniors and elderly people on scams. That are set up over there like a business one of the most corrupt nations …
Pakistan in India, two of the worst countries in the world to pray on seniors and elderly people on scams. That are set up over there like a business one of the most corrupt nations going and they flooded Canada because of Justin Trudeau, comrade Freeland, Comrade,Carney and the WEF.. whose goal to undermine Canada as a nation for globalist through infiltrating of government criminal in its content. Many in the federal liberal cabinet are also involved even willing to break the constitution.
Identity Attack0.36702603
Insult0.34101152
Profanity0.028230323
Threat0.009540852
Severe Toxicity0.013801457
Moderate 0.36043653 Moderate Con 0.36 Unverified_Claim
Sep 29, 2025 3 likes IRCC Names India in Study …
Within the last century these people destroyed their own country & now they all run to white countries. Finally, Governor Carney has restricted the number of students from India 🇮🇳 plus cut back on immigration.
Within the last century these people destroyed their own country & now they all run to white countries. Finally, Governor Carney has restricted the number of students from India 🇮🇳 plus cut back on immigration.
Identity Attack0.39677486
Insult0.16773392
Profanity0.043916557
Threat0.022681303
Severe Toxicity0.01502803
Moderate 0.3561489 Moderate Con 0.385 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada must test these fake students in English etc before they are let in- there are fraudsters in every country- why blame India? Blame the system in Canada,!
Canada must test these fake students in English etc before they are let in- there are fraudsters in every country- why blame India? Blame the system in Canada,!
Identity Attack0.35624164
Insult0.3388922
Profanity0.024882717
Threat0.0084793
Severe Toxicity0.009536743
Moderate 0.3561489 Low Con 0.239
Oct 1, 2025 IRCC Names India in Study …
Every Indian is a zip packet. When they arrive Canada, they unzip immediately to become many Indians. India's current national strategy is to use all legal and illegal means to help Indians enter and occupy …
Every Indian is a zip packet. When they arrive Canada, they unzip immediately to become many Indians. India's current national strategy is to use all legal and illegal means to help Indians enter and occupy other countries, and turn other countries into India. When India's population reaches a certain size, this trend will become completely irreversible.
Identity Attack0.4453683
Insult0.24493282
Profanity0.035148825
Threat0.015429466
Severe Toxicity0.019482423
Moderate 0.3561489 Moderate Con 0.374
Sep 29, 2025 IRCC Names India in Study …
*Sikhs were invited in Canada because their sweet relation with ISI (Pakistan spy agency) & their hatred towards Hindus, they wanted to carve a landlocked country from India since 80s. Canada wholeheartedly invited Sikhs so …
*Sikhs were invited in Canada because their sweet relation with ISI (Pakistan spy agency) & their hatred towards Hindus, they wanted to carve a landlocked country from India since 80s. Canada wholeheartedly invited Sikhs so they can tame Hindus of India & get things done, agencies even turned blind eye about their drug activities & crimes. Fast forward to 2025, these people are now liability for Canada with massive trans national drug cartels (Trucks), crimes & their anti Canada activities.*
Identity Attack0.39870077
Insult0.26395
Profanity0.026454043
Threat0.012337137
Severe Toxicity0.01754573
Moderate 0.3561489 Moderate Con 0.358 Unverified_Claim
Sep 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Investigate the invasion of Indians in Frisco Texas. Our mayor is being payed by Indians who don’t even live in the country. We have a lawyer in Dallas who is giving all these Indians H-1B …
Investigate the invasion of Indians in Frisco Texas. Our mayor is being payed by Indians who don’t even live in the country. We have a lawyer in Dallas who is giving all these Indians H-1B visas. Abbot just banned it now after they have just received backlash from the true born Texans. I now live in little India… thank you America!
Identity Attack0.42615733
Insult0.16802633
Profanity0.02836696
Threat0.011275585
Severe Toxicity0.01644827
Moderate 0.35186127 Constructive 0.628 Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
So only europeans have the right to settle in a new continent, country, planets? 😢 who gave this rights to them?? Their forefathers looted India, Africa etc and got the investment/capital.
So only europeans have the right to settle in a new continent, country, planets? 😢 who gave this rights to them?? Their forefathers looted India, Africa etc and got the investment/capital.
Identity Attack0.38246045
Insult0.22303216
Profanity0.06546012
Threat0.012026439
Severe Toxicity0.016706496
Moderate 0.35186127 Low Con 0.276
Oct 1, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Let all the 🇮🇳 students and visitors send them back their own country and don't allow them to make Canada become like India .
Let all the 🇮🇳 students and visitors send them back their own country and don't allow them to make Canada become like India .
Identity Attack0.44690517
Insult0.16751462
Profanity0.023584666
Threat0.010421164
Severe Toxicity0.014382465
Moderate 0.34757367 Low Con 0.237 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
India is so AMAZING….they all want to leave it. Eventually they will ruin their host country and seek a new place to ruin.
India is so AMAZING….they all want to leave it. Eventually they will ruin their host country and seek a new place to ruin.
Identity Attack0.37432748
Insult0.15414265
Profanity0.07870171
Threat0.094697006
Severe Toxicity0.021031776
Moderate 0.34757367 Low Con 0.249 Fear_Threat
Jan 27, 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.