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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: "Indians have been in Canada …" 1,297 comments · Page 21 of 52
Please mention as North Indians we South Indians are not frauds we are well educated and hold good positions.. even my husband came to Canada in student visa i came there on dependent visa… when …
Please mention as North Indians we South Indians are not frauds we are well educated and hold good positions.. even my husband came to Canada in student visa i came there on dependent visa… when the visa expired we returned back to India… stop telling on the whole…. Mention as North Indians, actually these hindi speaking people are frauds even in India. If India seperates as north and south I will support…. These North Indians are bringing down the country’s name….
Identity Attack0.45610145
Insult0.3388922
Profanity0.03489832
Threat0.008764107
Severe Toxicity0.015673593
Moderate 0.37751234 Constructive 0.638
Sep 29, 2025 IRCC Names India in Study …
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...
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)
The reason we mass import Indians and those Africans with IQs below 70 is that they’re secured votes for the liberal government once they get their PR. They don’t contribute to society, just to the …
The reason we mass import Indians and those Africans with IQs below 70 is that they’re secured votes for the liberal government once they get their PR. They don’t contribute to society, just to the polls for the left, because the right wants them out to fix Canada.
Identity Attack0.46028158
Insult0.24928534
Profanity0.03765389
Threat0.009877442
Severe Toxicity0.017416617
Moderate 0.37751234 Low Con 0.243 Unverified_Claim
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
What is the solution to this? They are already here? They already have private property? What kind of policy are you going to apply? Or are you going to start a civil war. I mean …
What is the solution to this? They are already here? They already have private property? What kind of policy are you going to apply? Or are you going to start a civil war. I mean its obvious that these Indians, Arabs, and Africans are a problem in Canada. What are you going to do about it? You people just complain.
Identity Attack0.46028158
Insult0.2435641
Profanity0.03189224
Threat0.03165977
Severe Toxicity0.01896597
Moderate 0.37751234 Moderate Con 0.355 Policy_Critique
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Canada needs more Canadian than Indian!
Canada needs more Canadian than Indian!
Identity Attack0.4508763
Insult0.18355975
Profanity0.05393682
Threat0.008427517
Severe Toxicity0.017997624
Moderate 0.37751234 Low Con 0.175 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Canada it become Indian Country. this is sad to watch
Canada it become Indian Country. this is sad to watch
Identity Attack0.44690517
Insult0.24561718
Profanity0.040409464
Threat0.007586042
Severe Toxicity0.01754573
Moderate 0.37751234 Low Con 0.281
Aug 25, 2025 127 likes Why Canadians Are Turning Against …
Most indians have fake study permits this is old news everyone knows they bribe and doctorate fake permits even fake visas and licences is canada finally waking up to this ??? Lol😮 wow .
Most indians have fake study permits this is old news everyone knows they bribe and doctorate fake permits even fake visas and licences is canada finally waking up to this ??? Lol😮 wow .
Identity Attack0.40883094
Insult0.30797598
Profanity0.040910475
Threat0.008401625
Severe Toxicity0.01644827
Moderate 0.37751234 Low Con 0.201
Oct 2, 2025 IRCC Names India in Study …
800000 Indian in Canada, that’s sad !!! Why is Canadian government doing that. Dump idea.
800000 Indian in Canada, that’s sad !!! Why is Canadian government doing that. Dump idea.
Identity Attack0.3817989
Insult0.3388922
Profanity0.05243378
Threat0.009540852
Severe Toxicity0.013866014
Moderate 0.37751234 Low Con 0.274 Policy_Critique
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free apartments look the Canadian total debt increased by like $300 billion in a couple years because of those people I’m not against Indian. I have Indian friends but this kind of Indian people like you go there like you’re built like 50 call what the hell is wrong with you like you have to understand that’s a Christian country or they believe in God in one car they don’t believe in paganism and 20k kids. Still 4 million people is not normal to move in 4 years Is not fair Even im albanian u bring 4 million albanian in cannada i dont agree with it Is like increasing popullation 15 percent in 3-5 years Indian people drive bad than the cannadian people pay high insurance rates So you called me in Canada and you use free houses free renting free stuff and taking the other people money it’s not good that’s why you need to make your government India to develop your country better and not to attack the Muslim and be racist against the Muslims and the Indian Muslims Here we go with pagan gods looks ugly statue, bro the God is the creator of everything there’s no human gods stop leaving in fairytale paganism
Identity Attack0.36273825
Insult0.30797598
Profanity0.3320008
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.521 Policy_Critique
Feb 26, 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)
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...
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...
INDIANS WILL RULE CANADA CURRY ON EVERY STREET
INDIANS WILL RULE CANADA CURRY ON EVERY STREET
Identity Attack0.41975367
Insult0.17361937
Profanity0.08355101
Threat0.030623792
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.181
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I am now a minority in Brampton. Indian s are everywhere, and they're taking all the jobs in Brampton and infact Canada. Stop Indians from taking over our Country, jobs, schools, parks, Tim Hortons, McDonald's, …
I am now a minority in Brampton. Indian s are everywhere, and they're taking all the jobs in Brampton and infact Canada. Stop Indians from taking over our Country, jobs, schools, parks, Tim Hortons, McDonald's, etc. Stop issuing student visas to Indian boys and girls. They have one agenda, stay in Canada.
Identity Attack0.48915586
Insult0.17858955
Profanity0.028230323
Threat0.010550622
Severe Toxicity0.01986976
Moderate 0.37751234 Constructive 0.562 Fear_Threat
Oct 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
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...
This is not Canada, they don't care about Canadians. They have Indian values. Shame on the government
This is not Canada, they don't care about Canadians. They have Indian values. Shame on the government
Identity Attack0.3825363
Insult0.25998658
Profanity0.070942834
Threat0.009048914
Severe Toxicity0.014317908
Moderate 0.37751234 Low Con 0.282
Oct 1, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
Canada has lost its culture to the immigrants, especially East Indians & muslims. Thanks Trudeau and now Carney.
Canada has lost its culture to the immigrants, especially East Indians & muslims. Thanks Trudeau and now Carney.
Identity Attack0.46028158
Insult0.1823172
Profanity0.016889455
Threat0.007365964
Severe Toxicity0.01412424
Moderate 0.37751234 Low Con 0.248
Aug 29, 2025 3 likes Why Canadians Are Turning Against …
Even as an Indian, I do not want to go to Canada, I mean, what's the point if I am surrounded by the same people with 0 civic sense, trashing everything, and they have the …
Even as an Indian, I do not want to go to Canada, I mean, what's the point if I am surrounded by the same people with 0 civic sense, trashing everything, and they have the same culture as India. I always believe when in Rome, be a Roman. So, you Canadians really need to do something about this
Identity Attack0.44690517
Insult0.2817503
Profanity0.079025
Threat0.008945347
Severe Toxicity0.01644827
Moderate 0.37751234 Constructive 0.516
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high …
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high viz vest? He's a rock star! Just call him High viz Harry if he doesn't want his name used... Pretty sad when the long time Indian immigrant doesn't even like the new comers🤣 As for the smuggler - I hope an anonymous tip was made...
Identity Attack0.31307843
Insult0.37279442
Profanity0.030890211
Threat0.009100696
Severe Toxicity0.010910034
Moderate 0.37751234 Constructive 0.661 Call_To_Action
Feb 9, 2026 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)
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)
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 …
Canada is being overrun by Indians and Filipinos, our liberal government has sold out Canada
Canada is being overrun by Indians and Filipinos, our liberal government has sold out Canada
Identity Attack0.46028158
Insult0.20201176
Profanity0.036401358
Threat0.01238892
Severe Toxicity0.015673593
Moderate 0.37751234 Low Con 0.196 Fear_Threat
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
“I came to Canada as a 13-year-old immigrant, innocent and fresh off the boat. I’ll never forget how a white girl in my PE class would throw my clothes in the garbage and bully me …
“I came to Canada as a 13-year-old immigrant, innocent and fresh off the boat. I’ll never forget how a white girl in my PE class would throw my clothes in the garbage and bully me just because I was different. That’s what racism looks like. So when I see videos today blaming immigrants, I know exactly how much hate that spreads. Young Indian students are dying, struggling in laundry rooms and basements, and instead of compassion we point fingers. Immigrants may need some adjustments, yes, but that’s no reason to divide or dehumanize us. Stop spreading hate — Canada is stronger when we stand together.”
Identity Attack0.4139151
Insult0.34032786
Profanity0.09034003
Threat0.030623792
Severe Toxicity0.01806218
Moderate 0.37751234 Constructive 0.754 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …

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.