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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 am an Indian student …" 240 comments · Page 4 of 10
“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 …
Arrest these 4 women , their nervousness is clearly saying how much money they have made from Indian and other foreign agents as commission to make the way receptive for those fraudulent students
Arrest these 4 women , their nervousness is clearly saying how much money they have made from Indian and other foreign agents as commission to make the way receptive for those fraudulent students
Identity Attack0.29798782
Insult0.36709076
Profanity0.089693464
Threat0.13815513
Severe Toxicity0.017158391
Moderate 0.37751234 Low Con 0.164 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
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 …
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)
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard …
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard in workplaces,hospitals,schools,retail,IT,manufacturing,government etc. ... Otherwise the so called mainstream bankrupt Cauca***n people dont even have money for retirement....Entitled lot dont want to work, they just want to make hateful videos and get attention. While they make such videos, Immigrants are focusing on working hard and getting ahead in life.
Identity Attack0.38176915
Insult0.3388922
Profanity0.22723788
Threat0.0100069
Severe Toxicity0.023076924
Moderate 0.37458646 Constructive 0.656
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Finally covering the invasion of illegal indians who come here on "student visas" and never leave. ( saying this before i see the video lets see if you noticed )
Finally covering the invasion of illegal indians who come here on "student visas" and never leave. ( saying this before i see the video lets see if you noticed )
Identity Attack0.44690517
Insult0.1823172
Profanity0.07126612
Threat0.012958534
Severe Toxicity0.017287504
Moderate 0.3722269 Moderate Con 0.312 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed …
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed about Brampton when the international student boom happened. This is different from families settling or people starting families. Young students who are basically poor and desperate take up all the jobs and they pack so much into one house. Indian international students have ruined Indian reputation in Canada. Indians figured how to game the system and flood Canada better than other nationalities. And it’s true they do not integrate. They leave their land and come to a place where it’s just like home. Where they can live work, and go to school and not interact with any other race, ethnicity probably can go weeks without speaking English. Chinese have similar places like this but they’re not frowned upon.
Identity Attack0.42615733
Insult0.26957804
Profanity0.11539881
Threat0.015947454
Severe Toxicity0.017997624
Moderate 0.36867723 Constructive 0.605 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You can't say every Indian there are robbing. My niece moved to Canada as a student, studied there 6 yrs works in as a software engineer.
You can't say every Indian there are robbing. My niece moved to Canada as a student, studied there 6 yrs works in as a software engineer.
Identity Attack0.4054415
Insult0.26957804
Profanity0.08613731
Threat0.008375733
Severe Toxicity0.011978149
Moderate 0.3666224 Constructive 0.681 Personal_Narrative
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
Throw these frauds out of the country, stop letting international students work, shut down fake truck permit schools. The citizens and low-income households can't find work here, and the Canadian-Indians are facing insane discrimination due …
Throw these frauds out of the country, stop letting international students work, shut down fake truck permit schools. The citizens and low-income households can't find work here, and the Canadian-Indians are facing insane discrimination due to the many bad apples and terrible government immigration/student policies.
Identity Attack0.29798782
Insult0.33998606
Profanity0.034397304
Threat0.027343199
Severe Toxicity0.0119018555
Moderate 0.3625127 Moderate Con 0.479
Sep 29, 2025 IRCC Names India in Study …
Indian lawyers and law makers are behind running fraudulent immigration scams in Canada, including government agencies ,no student work permits, spousal work permits or or temp work permits should be given to Indians, most of …
Indian lawyers and law makers are behind running fraudulent immigration scams in Canada, including government agencies ,no student work permits, spousal work permits or or temp work permits should be given to Indians, most of documents provided by Indians are fake such as education certificates, work experience, income, savings, birth certificates, marriage certificates ,English test reports ,Indian government and private companies make huge income from sending Indians to Canada.
Identity Attack0.44690517
Insult0.23704576
Profanity0.021330157
Threat0.008259222
Severe Toxicity0.012054443
Moderate 0.36095104 Moderate Con 0.315 Unverified_Claim
Sep 28, 2025 9 likes IRCC Names India in Study …
Canada is turning into third world country, dominated by White christian from Europe, it's now disappearing quickly. We should blame federal government of 3 parties: Liberal, Conservative and the democrat party, all these parties have …
Canada is turning into third world country, dominated by White christian from Europe, it's now disappearing quickly. We should blame federal government of 3 parties: Liberal, Conservative and the democrat party, all these parties have Indian MP's with lots of influence on immigration policy such as Fake student visa, visitor or travel visa which are the back door of illegal immigration process!
Identity Attack0.40883094
Insult0.1935001
Profanity0.023243073
Threat0.009463178
Severe Toxicity0.012435913
Moderate 0.36095104 Constructive 0.512 Unverified_Claim
Aug 25, 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)
You need to question Canadian govt. Faking docs and coming to Canada is so easy. And why Canada allows too much students? What about fake colleges opened and supported by Canadian govt. Blaming Indian is …
You need to question Canadian govt. Faking docs and coming to Canada is so easy. And why Canada allows too much students? What about fake colleges opened and supported by Canadian govt. Blaming Indian is easy because if you blame Canadain govt, you will be treated like Truckers..
Identity Attack0.35948995
Insult0.3388922
Profanity0.029186781
Threat0.009463178
Severe Toxicity0.00919342
Moderate 0.36095104 Moderate Con 0.408
Jan 27, 2026 Inside Canada's Indian Invasion...
I don't mean to be mean, but I do realize that Indian "students" don't study, they are always late, they copy their homework, they are not committed to learn.
I don't mean to be mean, but I do realize that Indian "students" don't study, they are always late, they copy their homework, they are not committed to learn.
Identity Attack0.39677486
Insult0.2679134
Profanity0.082581155
Threat0.010239923
Severe Toxicity0.016771052
Moderate 0.36095104 Constructive 0.592 Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
Welcome to the new state of Canjabia, the Maritime provinces are now flooded with these Indian Punjabi’s, they’ve taken over most low level jobs, housing prices have skyrocketed just like you’ll see 3-4 drivers in …
Welcome to the new state of Canjabia, the Maritime provinces are now flooded with these Indian Punjabi’s, they’ve taken over most low level jobs, housing prices have skyrocketed just like you’ll see 3-4 drivers in one truck , its double in a house/apartment 8-10. Caledonia industrial park has a notorious company Safex known for hiring Punjabi drivers, among a few. How Canada hasn’t formed a Punjabi foreign military brigade is mind boggling maybe P.P needs to ask clowney in parliament 😂😂 on a serious note it’s an invasion, domination by these fake TFW 💯 came as students but have no transcripts to show they studied and graduated. Canada is F’kd . Pardon my language!!!!
Identity Attack0.27340925
Insult0.37506318
Profanity0.054938845
Threat0.009722093
Severe Toxicity0.009536743
Moderate 0.36095104 Constructive 0.562
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people …
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people in. It’s not an Indian issue. Racists want you to think that way but Indians are not a problem. There is a entire ecosystem benefits from illegal immigration: 1) Fake schools and colleges who promise fake degrees 2) Vote-bank politicians on both sides 3) Companies that steal their identities, cram them into small apartments, and use these undocumented immigrants as modern slaves 4) Agencies that forge fake documents for illegals in exchange of money 5) Even legal colleges benefits, because legal immigrants pay a premium on top of college fees, and students also pay rent. 6) There is whole lobby who is funded by all of these Here’s a simple solution: Why not vote for someone who will reduce immigration, rather than being a racist? The whole world is watching. Pakistani saying Indian don't assimilate is f&^king funny. This is prime example how white people are just clueless. Pakistan and India are enemies. we had a 3 day war 4 months ago. Why are you asking pakistani anything about Indians ?
Identity Attack0.38185352
Insult0.24493282
Profanity0.14666493
Threat0.015774792
Severe Toxicity0.020257099
Moderate 0.3561489 Constructive 0.63 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
More like Khalistanis rather than Indians most people who are qualified only takes up Canada if they don't get their first choice ( US ) but Canada under Trudeau in the name of diversity allowed …
More like Khalistanis rather than Indians most people who are qualified only takes up Canada if they don't get their first choice ( US ) but Canada under Trudeau in the name of diversity allowed people with questionable background without any checks and they mostly come from one region , to generalise this goof up by canadian govt for monies from international students to subsidise education to Canadian citizens is just mind boggling to start with :) As we know Canadians enjoy their company with Khalistanis , we don't need them here , keep them close to you
Identity Attack0.2949366
Insult0.34626248
Profanity0.11477985
Threat0.00814271
Severe Toxicity0.013801457
Moderate 0.35186127 Constructive 0.523
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I was unemployed for a short period of time at Maple Lodge Farm and another packing company and all workers were Indians and they were rude people. These companies should be raided by the police …
I was unemployed for a short period of time at Maple Lodge Farm and another packing company and all workers were Indians and they were rude people. These companies should be raided by the police and they will catch a lot of students hiding there. The immigration should open a site where citizens or legal residents can report these people. That would make it eadier for Canada to track the illegals. But the important thing is stop the incoming students and the refugees.
Identity Attack0.3819294
Insult0.24928534
Profanity0.028503597
Threat0.025443908
Severe Toxicity0.01483436
Moderate 0.3389984 Constructive 0.66 Personal_Narrative
Sep 29, 2025 IRCC Names India in Study …
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years …
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years ago. Indians cause too many problems and countries need to be like the US and expel them or make it harder for them to come in. I can say in London, London Metropolitan University and University of East London have way too many Indians and Pakistanis who barely speak English and from what I heard, some take their visas and run off into the sunset. Luckily at my university, in my program, only 1 or 2 Indians.
Identity Attack0.43896464
Insult0.24171697
Profanity0.07805514
Threat0.029933142
Severe Toxicity0.01935331
Moderate 0.3389984 Constructive 0.741 Unverified_Claim
Nov 2, 2025 IRCC Names India in Study …
The east Indian problem has gotten extremely bad where I am in Canada they keep buying businesses and then firing all the white people but if you call it out, you're racist like, I'm getting …
The east Indian problem has gotten extremely bad where I am in Canada they keep buying businesses and then firing all the white people but if you call it out, you're racist like, I'm getting turned down when I hand out resumes, because I'm white and I was born in Canada its bad they're taking all the student jobs and then buying the businesses where students are working and then firing the students i'm no longer in school, so it's even harder to find a job. It's gotten to the point where if you want a job you need to work for yourself. They're even taking jobs in the trades so now people are having to work for themselves under-the-table and launder their money the average median income in Canada is anywhere from $45000 to $50000 a year the average house costs $673,335 the average household only makes $80000 a year i used to dream about having my own home and starting a family now I just hope I can find an apartment for less than $2000 a month that isn't owned by a slum Lord living in Toronto that's bought the property without ever even being to Smiths Falls a day in their life.
Identity Attack0.39461556
Insult0.23704576
Profanity0.098067984
Threat0.030278467
Severe Toxicity0.016190045
Moderate 0.3389984 Constructive 0.675 Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very …
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very hard when every single store; walmart; Fast food is all India. Other races will not be hired, so all we see are India taking over every taxi and every single job. They can tolerate having all their family live in one house, as they buy multiple homes. These homes are left empty, until enough house are bought to take over a lane or an entire neighbourhood. They are not hostile; extremely friendly, yet not as concerned about wearing hair net or beard net or gloves when preparing food. (We are told most are friendly but to be mindful of those that wear their head wrap. (Timmins Ontario has been taken over) ... According to 2021 Census data from Statistics Canada, there were approximately 765 people of South Asian descent living in the Timmins census agglomeration. Recent estimates and community reports suggest this number has continued to grow through 2026, primarily driven by international students and economic immigration. Population Estimates and Demographics Indian Immigrants: As of the 2021 Census, 115 residents in Timmins were specifically listed as having India as their place of birth, a significant increase from 55 in 2016. South Asian Population: The broader "South Asian" visible minority group—which predominantly includes people of Indian heritage—numbered 765 in 2021, representing 1.9% of the total population. This was a sharp rise from only 165 people in 2016. International Students: A significant portion of the Indian community consists of students at Northern College. Reports indicate that since 2017, the college has enrolled nearly 2,000 international students, with approximately 96% originating from India. Recent Growth Trends (2022–2026) While the official 2026 Census data is not yet available, current local indicators point to a sustained increase in the Indian community: Rebounding Population: Mayor Michelle Boileau noted in 2024 that Timmins' population has reached its highest levels in over a decade due to immigration and industry opportunities. Newcomers: Since 2021, over 700 newcomers have arrived in Timmins through programs like the Rural and Northern Immigration Pilot (RNIP). Cultural Infrastructure: The growth of the community led to the establishment of the city's first Sikh temple to serve the expanding Sikh and Indian resident base. Note that "North American Indian" refers specifically to Indigenous First Nations people, of which there were approximately 2,640 in Timmins as of 2021. This is distinct from the population of people with origins in the country of India.
Identity Attack0.3817989
Insult0.19967617
Profanity0.048425674
Threat0.013321015
Severe Toxicity0.014705247
Moderate 0.3389984 Constructive 0.844
Jan 27, 2026 Inside Canada's Indian Invasion...
Personally when I went to school there was 4 black kids in a 700 student school lol. My mom works in education, and says that about half to 60% of classes are full of Indian …
Personally when I went to school there was 4 black kids in a 700 student school lol. My mom works in education, and says that about half to 60% of classes are full of Indian kids
Identity Attack0.40447855
Insult0.14331897
Profanity0.17864552
Threat0.010110466
Severe Toxicity0.018707745
Moderate 0.3389984 Constructive 0.545 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
Indian fraudulent students entered the country and the government authorities have no clue. How is it possible ? Unless the government is involved
Indian fraudulent students entered the country and the government authorities have no clue. How is it possible ? Unless the government is involved
Identity Attack0.38176915
Insult0.25205973
Profanity0.064458095
Threat0.011068452
Severe Toxicity0.013801457
Moderate 0.3389984 Low Con 0.202 Unverified_Claim
Oct 27, 2025 IRCC Names India in Study …

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.