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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 are people who you …" 1,087 comments · Page 34 of 44
Indian gave me a job 2 times at Walmart good people 😂😂😂
Indian gave me a job 2 times at Walmart good people 😂😂😂
Identity Attack0.23011416
Insult0.06285016
Profanity0.072882555
Threat0.0078449575
Severe Toxicity0.009841919
Low Tox 0.2359567 Moderate Con 0.49 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Immigration technically is an asset for a country like Canada, however the open door policy turned that asset into a liability. When you have a migrant community congregate into ghetto like fashion, you know your …
Immigration technically is an asset for a country like Canada, however the open door policy turned that asset into a liability. When you have a migrant community congregate into ghetto like fashion, you know your policy has failed somewhere. Psychologically speaking human would naturally gravitate towards people they have similarities(language, color, likes & dislikes, etc) with and congregate as a "tribe" for warmth & security. Just put one white person alone in the middle of an Indian market at rush hour, i promise you they'd run to the first white person they spot for "security", now tell that one guy that he has to live in India for the foreseeable future and that he has a choice of living in any area of that city and he learns that there a part of town where most of the white people live, where do you think he'll go?
Identity Attack0.2764353
Insult0.07840354
Profanity0.027547138
Threat0.008789998
Severe Toxicity0.0059890747
Low Tox 0.2359567 Constructive 0.665 Policy_Critique
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
you make it sound like there is something wrong when there is not. Movement of the people. It has always been and will always be. Remember that time white people came to Canada? Funny how …
you make it sound like there is something wrong when there is not. Movement of the people. It has always been and will always be. Remember that time white people came to Canada? Funny how the real Indians are the next change after the Columbus' "Indians" were overtaken by anglo-saxons and francs.
Identity Attack0.27991617
Insult0.06739554
Profanity0.023174755
Threat0.008026198
Severe Toxicity0.00579834
Low Tox 0.2359567 Moderate Con 0.36 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Good journalism, it's good to get out and hear what people are thinking. In viewing, it occurs to me that it's hard for white people, and maybe Christians, to understand some Asians. I'm an American, …
Good journalism, it's good to get out and hear what people are thinking. In viewing, it occurs to me that it's hard for white people, and maybe Christians, to understand some Asians. I'm an American, so-called white American, and love Sanatana Dharm, or what most people call Hinduism - that term should soon be forgotten. Anyway, this video shows a variety of people called Indians but whom are vastly different in belief. So much so, they maybe fighting in India but abroad, they stick together. Islam and most Indian philosophies (they are not religions as there is no overarching institution or organization) feed the "devotees" several times a day...it is a part of the culture, shared meals with those who share faith. The Indians, they basically want a better life and will send money home. Muslims will buy land through a trust and then buy more and more. I don't know about Canada, but there are no such cultures in America - well, the Church has bought a lot of land but does nothing to serve people. The Mormons have land and a strong daily schedule, some community churches have very strong programs, but as a whole, The Church has done nothing to make itself appealing and therefore, there's no opposite or equal force. What to do? and as far as assimilating, yes, they should, but to what? Should they start playing hockey, drinking beer, etc. The second gen might. The West has lost it's way and religion isn't the solution but a culture not so decadent would be a good start.
Identity Attack0.28034934
Insult0.06722072
Profanity0.075792134
Threat0.014911477
Severe Toxicity0.008888245
Low Tox 0.2359567 Constructive 0.847
Nov 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian people are actually a great addition to diversity unlike others
Indian people are actually a great addition to diversity unlike others
Identity Attack0.27798235
Insult0.071750276
Profanity0.049678206
Threat0.007081157
Severe Toxicity0.008049011
Low Tox 0.2359567 Moderate Con 0.323 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Guys just wanna clarify all Indians not punjabis and all brown people are from Indian they can be from srilanka ,Pakistan,Bangladesh
Guys just wanna clarify all Indians not punjabis and all brown people are from Indian they can be from srilanka ,Pakistan,Bangladesh
Identity Attack0.28883415
Insult0.11616662
Profanity0.10301965
Threat0.021127338
Severe Toxicity0.01896597
Low Tox 0.23523538 Moderate Con 0.382 Question
Mar 1, 2026 Inside Canada's Indian Invasion...
What a Tragedy the Caste discrimination is growing in Canada Canadian government should pass law in their constitution to ban Caste discrimination because Indian people practice Casteism wherever they live, work and breath
What a Tragedy the Caste discrimination is growing in Canada Canadian government should pass law in their constitution to ban Caste discrimination because Indian people practice Casteism wherever they live, work and breath
Identity Attack0.2816105
Insult0.06529768
Profanity0.016547862
Threat0.0072106146
Severe Toxicity0.0048828125
Low Tox 0.23523538 Moderate Con 0.376 Policy_Critique
Sep 19, 2025 263 likes Inside Canada's Indian Metropolis (Brampton)
That’s not near enough.. we need 500k for a couple years and maybe we won’t be considered Canindia, why is everyone worried about these people that should not be here, you see companies that hire …
That’s not near enough.. we need 500k for a couple years and maybe we won’t be considered Canindia, why is everyone worried about these people that should not be here, you see companies that hire only Indians from India, why is this you ask? subsidize workers? Tim Hortons, Knows. Brampton is now India. I am myself and my tradesmen and I’m disgusted with the amount of taxes that we all pay to subsidize the open border we have in this country. Why? Are we shipping in people that are just gonna get on welfare and provide nothing to this country why is our government still promoting our healthcare system and other countries in order to get people here for some reason our government is selling this country down the drain for some kind of political gain. Well, it’s all financial game but at some point it has to stop. We are the next UK.
Identity Attack0.20483385
Insult0.089778624
Profanity0.06345607
Threat0.010731863
Severe Toxicity0.008010864
Low Tox 0.23523538 Constructive 0.651 Economic_Argument
Jan 1, 2026 Deportations From Canada at Their …
Change is bound to happen. The indigenous people were happy and making life for themselves until you guys came. This is just part of the cycle with the East Indians coming in. The new world …
Change is bound to happen. The indigenous people were happy and making life for themselves until you guys came. This is just part of the cycle with the East Indians coming in. The new world was not originally white.
Identity Attack0.28034934
Insult0.061101943
Profanity0.043916557
Threat0.010058682
Severe Toxicity0.008087158
Low Tox 0.23523538 Moderate Con 0.485
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
8:20 , people are literally favouring Indians.
8:20 , people are literally favouring Indians.
Identity Attack0.2783691
Insult0.06023245
Profanity0.060951006
Threat0.0101363575
Severe Toxicity0.00793457
Low Tox 0.23451406 Low Con 0.217 Fear_Threat
Feb 20, 2026 Inside Canada's Indian Invasion...
When I legally arrived in Canada with PR, Indian people were all happily telling me how they worked the system to not have a long wait like I did. They are even abusing the spousal …
When I legally arrived in Canada with PR, Indian people were all happily telling me how they worked the system to not have a long wait like I did. They are even abusing the spousal visa and getting paid in excess of 50k to marry another Indian person and bring them over.
Identity Attack0.2823795
Insult0.06564732
Profanity0.022901481
Threat0.010032792
Severe Toxicity0.0061416626
Low Tox 0.23451406 Constructive 0.572 Personal_Narrative
Oct 1, 2025 174 likes IRCC Names India in Study …
‘Pay no taxes’ lol, Brampton wouldn’t exist if Indian people paid no taxes.
‘Pay no taxes’ lol, Brampton wouldn’t exist if Indian people paid no taxes.
Identity Attack0.25647953
Insult0.06739554
Profanity0.026590679
Threat0.006835188
Severe Toxicity0.00541687
Low Tox 0.23415339 Low Con 0.226 Humor_Satire
Sep 19, 2025 129 likes Inside Canada's Indian Metropolis (Brampton)
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i …
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i dont see indians causing acidents i see other ethencities driving wild from increased traffic but theres a sign near Toronto ``all roads lead to Bramton inst it a fact the roads in canada are all conected to brampton . but every ethenicity throughout the years has run brampton look at populations from the past its a brampton thing, only drivers have issues with are intiled people the wealthy in brampton drive way too fast ! not any others its simple people got to drive slower thats all especialy morning traffic they go nuts. the people born in canada are being too agressive as they drive thats what i have seen ! new drivers are making too many mistakes and experienced drivers are driving any ways they want thats the issues ! Cool video dude .....
Identity Attack0.10699738
Insult0.10148193
Profanity0.043415543
Threat0.009696201
Severe Toxicity0.008354187
Low Tox 0.23415339 Constructive 0.692 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
I know some older Indians who assimilated well and made Canada better, but these new immigrants are no good. They want everything for free. My roommate is from the Philippines, but she works hard, is …
I know some older Indians who assimilated well and made Canada better, but these new immigrants are no good. They want everything for free. My roommate is from the Philippines, but she works hard, is very clean, polite, and easy to get along with. So I'm not against immigration, but I want the people coming over to pay their own way. My mom and stepdad did that in the 80s and did well.
Identity Attack0.27914262
Insult0.0817555
Profanity0.019553876
Threat0.006835188
Severe Toxicity0.0059127808
Low Tox 0.2330714 Constructive 0.809 Personal_Narrative
Feb 18, 2026 Inside Canada's Indian Metropolis (Brampton)
Thank God Canada is full of indian people, can you imagine if they all were from any "Peacefull religion" african country. 98% of them are law abiding simple people and same goes for chinese too. …
Thank God Canada is full of indian people, can you imagine if they all were from any "Peacefull religion" african country. 98% of them are law abiding simple people and same goes for chinese too. BUT I fully agree that Turdeau govt should not have opened the gates for everyone after Covid, Student Visa/legal immigration is a different issue.
Identity Attack0.28034934
Insult0.071433455
Profanity0.017162729
Threat0.006641001
Severe Toxicity0.0050354004
Low Tox 0.2330714 Constructive 0.721 Policy_Critique
Feb 14, 2026 Inside Canada's Indian Metropolis (Brampton)
There's Indian people everywhere, I don't think it's an invasion, there is just a lot of them. They have to live somewhere.
There's Indian people everywhere, I don't think it's an invasion, there is just a lot of them. They have to live somewhere.
Identity Attack0.28034934
Insult0.062150877
Profanity0.051181246
Threat0.010887212
Severe Toxicity0.008888245
Low Tox 0.23198941 Constructive 0.515
Jan 27, 2026 Inside Canada's Indian Invasion...
You grouch about the Indian but you "Oliviera" that does not sound like a French, native or English/Irish name. Lemme guess your parents came to Canada when the French and the English did all the …
You grouch about the Indian but you "Oliviera" that does not sound like a French, native or English/Irish name. Lemme guess your parents came to Canada when the French and the English did all the hard work? Or you were with the second voyage of Champlain? There are bad people in any community just saying.
Identity Attack0.120924085
Insult0.11797678
Profanity0.018324144
Threat0.0064985976
Severe Toxicity0.00333786
Low Tox 0.2312681 Constructive 0.59 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
@tyleroliveira. You should come to New Brunswick sometime! It’s mini Brampton, you can’t go to a restaurant and get good food or quality service anywhere. They leer at our woman and children at parks and …
@tyleroliveira. You should come to New Brunswick sometime! It’s mini Brampton, you can’t go to a restaurant and get good food or quality service anywhere. They leer at our woman and children at parks and litter everywhere they go. Let alone the amount of people driving the WRONG WAY on roads and in traffic cycles and this is including transport trucks! Companies only hiring Indians to get a tax cut. It’s a great time - come on by!
Identity Attack0.22783615
Insult0.081508696
Profanity0.01893901
Threat0.008129764
Severe Toxicity0.00579834
Low Tox 0.2312681 Constructive 0.585 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
He's not joking it's not even funny how many Indians are in Canada they are lying to us about the true numbers mind you 3 million + have expired visas and they just passed a …
He's not joking it's not even funny how many Indians are in Canada they are lying to us about the true numbers mind you 3 million + have expired visas and they just passed a law were if just one of your family members stayed in Canada for 3 years all of their family will become citizens without ever stepping into the country and people can now bring over their elderly parents also they get 83 thousand dollars a year they used the system against us arranged marriages...
Identity Attack0.22783615
Insult0.082372494
Profanity0.020032106
Threat0.007068211
Severe Toxicity0.005874634
Low Tox 0.23090743 Constructive 0.578 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many …
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many - and the blame goes on both the provincial conservatives and federal liberals. The tuition freeze in Ontario caused colleges and universities to treat foreign students as an ATM to balance their budgets. Foreign enrollments skyrocketed, especially in colleges, with students paying top dollar for dubious degrees with no job prospects. This put strains on the job market, and the housing/rental market. As an educated Indian-American who now lives in Canada, it pains me to see my fellow countrymen dominating Uber, Uber Eats, Bicycle food delivery and Tim Hortons. No one uproots everything in their home country and comes all the way for this. Most of these people are here legally and they work really hard. A last word - leaving aside the Khalistan issue that has caused a wedge between Hindus and Sikhs - the Indian diaspora, especially the Sikh, are amazing in the amount of charitable work that they do. Their concept of seva is unmatched. No one goes hungry when there is a Gurdwara around, as there is always free nutritious food. Same is true for temples. Even a young poor Steve Jobs ate at Iskcon temples. Last point - while some of Canada's problems are because of excessive immigration, Canada would be nothing without immigrants. The population would decline, with a native fertility rate of under 1.4, and entitlement programs would be in deep trouble.
Identity Attack0.14019285
Insult0.123407245
Profanity0.016752819
Threat0.007586042
Severe Toxicity0.004787445
Low Tox 0.23090743 Constructive 0.813
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
What am I meant to take away from this video ? You want to the most Indian majority city in the entire country and filmed a bunch of people minding their own business.
What am I meant to take away from this video ? You want to the most Indian majority city in the entire country and filmed a bunch of people minding their own business.
Identity Attack0.12208464
Insult0.061976057
Profanity0.06546012
Threat0.013476364
Severe Toxicity0.007133484
Low Tox 0.23090743 Low Con 0.3 Question
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indian people rule. Too much of anything at once is unhealthy. But this is still the least bad scenario in hindsight because they're actually decent, kind, hard working and ambitious. That can't be said for …
Indian people rule. Too much of anything at once is unhealthy. But this is still the least bad scenario in hindsight because they're actually decent, kind, hard working and ambitious. That can't be said for most 3rd world countries.
Identity Attack0.24293575
Insult0.07238392
Profanity0.041661996
Threat0.0074954215
Severe Toxicity0.00579834
Low Tox 0.22980402 Constructive 0.546 Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country …
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country to be a doctor and I wanna leave my country (because no opportunities ) and move to a better and a safer country where I’m respected as a woman , which my country fails to . Now , I have to give a lot of exams and fill up a lot of visa requirements to be in any better country and I’m absolutely fine with it . But I’m not fine with the fact that countries like Canada , Australia , uk etc are immigrating people from India who are not educated , don’t wanna assimilate, with very eased up visa requirements, easy pr facilities because these countries want cheap labor and when these bottom of barrel uneducated folks move to another country they do shady businesses , start making huge communities of similar people having similar views and this leads to chaos and a backlash , racism on a particular ethnicity, stereotypes and so and so . I’m not saying my people aren’t flawed , they are but why the government is so easy in immigrating uneducated uncouth people from 3rd world countries where even these people wouldn’t be hired in some great companies or give anything great to build a valuable society , why people who are talented and literally would assimilate, has respect , is educated literally would bring a change for better is sidelined or toughened up their immigration process ? I might come off as very rude and jealous by my comment and actually im kinda jealous but I really wanna know and I observed this pattern a lot . All educated people wanting to move out are struggling while these kinda are just migrating so so easily and most even have permanent residencies WHAT ???
Identity Attack0.17614605
Insult0.076185785
Profanity0.13256322
Threat0.013579931
Severe Toxicity0.012283325
Low Tox 0.22980402 Constructive 0.778 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I think its kinda odd how lit any other ethnicity is able to accommodate to canadian life and customs, canada is like 80% immigrants or children of immogrants yet people ONLY talk about too many …
I think its kinda odd how lit any other ethnicity is able to accommodate to canadian life and customs, canada is like 80% immigrants or children of immogrants yet people ONLY talk about too many indians. I have personally noticed there are a loooot of chinese, filipinos, colombians and mexicans, yet nobody is complaining abt them...
Identity Attack0.2816105
Insult0.06564732
Profanity0.026590679
Threat0.006543908
Severe Toxicity0.005683899
Low Tox 0.22980402 Constructive 0.552 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
I can't tell if half of these comments are watching the same video as me. I understand there are issues with Canada's current immigration policies and certainly, purely by numbers, there are a lot of …
I can't tell if half of these comments are watching the same video as me. I understand there are issues with Canada's current immigration policies and certainly, purely by numbers, there are a lot of immigrants moving to Canada, but I'm genuinely convinced the people in the comments watched the first half of the video and then turned it off. So many weird comments, ranging from "they're bad drivers!" to "I moved away from Brampton because of this problem" (what problem?? Indian people??). In the second half of the video, all three of the religious buildings they entered had extremely kind-hearted people, with free food for ANYONE to enjoy. Again I understand things aren't perfect, but it would seem a lot of people are using "immigration policies are allowing immigrants in too fast" to justify their hatred of Indian people.
Identity Attack0.20878418
Insult0.08831572
Profanity0.053435806
Threat0.0076119336
Severe Toxicity0.0060653687
Low Tox 0.22980402 Constructive 0.81 Meta_Commentary
Sep 20, 2025 57 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.