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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

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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 here on student visas …" 62 comments · Page 1 of 3
Finally someone showing the world the bullshit we gotta deal with. We got too man “student visa” Indians in our fucking country. The government is the biggest part of this problem smh
Finally someone showing the world the bullshit we gotta deal with. We got too man “student visa” Indians in our fucking country. The government is the biggest part of this problem smh
Identity Attack0.60238177
Insult0.5393265
Profanity0.7888968
Threat0.029933142
Severe Toxicity0.35368225
Toxic 0.8115627 Moderate Con 0.314 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but …
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but they are working and trying to get ahead …just like you , your parents or grandparents did ,you people are just being racist towards the Indians , all of you are migrant decedents ,and don’t even try the “we didi it the righ way” bs for is stupid , also you colonize and practice genocide of the locals but we don’t add that to the conversation right ? Im a migrant,did it “ right way” but understand not everyone can, why wouldn’t ( as long they don’t commit an actual crime) they have a chance also? This is not my canada , we are not the usa or europe, we are better.
Identity Attack0.45348886
Insult0.5739874
Profanity0.33453682
Threat0.08089764
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.668 Insult
Oct 17, 2025 IRCC Names India in Study …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa. 2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city. 3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%. 4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime! 5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate 6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom. 7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job! 8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them! 8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know. 9. There are real reasons to worry! Don’t create that doesn’t even exist! 10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Identity Attack0.27682206
Insult0.48228607
Profanity0.41570562
Threat0.07093142
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.673 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
In the past 10 years brought with student visa must be deported. No PR no nothing. Go home. This is absolutely ridiculous because they are hiding and working with cash because managers are Indians.
In the past 10 years brought with student visa must be deported. No PR no nothing. Go home. This is absolutely ridiculous because they are hiding and working with cash because managers are Indians.
Identity Attack0.5135796
Insult0.5130944
Profanity0.17803068
Threat0.017156094
Severe Toxicity0.023076924
Moderate 0.54823303 Moderate Con 0.306 Identity Attack Insult Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked …
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked on marijuana and didn't notice or just couldn't be bothered with stopping them over the last 3 to 4 years? Maybe. But really, the problem was definitely created by that despicable moron Trudeau( who even Trump could say to him in his face when he knelt and begged Trump not to hurt Canada with his tariffs, Trump just say ok if you agree to let Canada be the US's 51 st state!). He must have suffered from a terrible serious attack on his mental faculty and zonked on chanting Hari Krishna simply allowing his goons in charge of immigration to approve to let in that tidal wave of Indians especially in the last 4 years! What to do now? While we hate Trump for what he's doing to Canada on tariffs, Carney should give good thoughts to adopt actions like Trump's ICE GOONS to deport those who entered Canada illegally, and stop extension of visas to the zillions admitted on temporary work visas, and the tens of thousands of students who registered as "student" on student visas in private unregistered/approved institutes in name, but are actually working in various jobs illegally e.g. construction, etc.
Identity Attack0.46028158
Insult0.5739874
Profanity0.26802593
Threat0.01698343
Severe Toxicity0.02420936
Moderate 0.54823303 Constructive 0.584 Insult Unverified_Claim
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
How many of them are illegal??? In the US there are up to 500k illegal Indian immigrants, all of whom are criminals because they either entered the country illegally or purposely and knowingly overstayed their …
How many of them are illegal??? In the US there are up to 500k illegal Indian immigrants, all of whom are criminals because they either entered the country illegally or purposely and knowingly overstayed their visa, or they were working illegally under a student visa! They must be arrested, prosecuted, and then deported at their own expense. The only solution; deport, deport, deport!
Identity Attack0.5135796
Insult0.40189892
Profanity0.0715894
Threat0.13815513
Severe Toxicity0.024725812
Moderate 0.47173777 Moderate Con 0.425 Identity Attack Unverified_Claim
Feb 1, 2026 Inside Canada's Indian Metropolis (Brampton)
Which is better Canada or India? Indians: INDIA! Canadians: Then f'n go back! What pisses me off is these people came here as supposedly rich foreign students only to turn around and drain our food …
Which is better Canada or India? Indians: INDIA! Canadians: Then f'n go back! What pisses me off is these people came here as supposedly rich foreign students only to turn around and drain our food banks while they still had money and claim asylum as soon as their student visa runs out.
Identity Attack0.46028158
Insult0.40420914
Profanity0.3938786
Threat0.012854968
Severe Toxicity0.038593806
Moderate 0.47119883 Moderate Con 0.424 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
The fraudulent Indian student visa scam and the Indian super visa have brought hundreds of thousands of people into this country. This fraud MUST STOP. I am sick of it.
The fraudulent Indian student visa scam and the Indian super visa have brought hundreds of thousands of people into this country. This fraud MUST STOP. I am sick of it.
Identity Attack0.46028158
Insult0.43158367
Profanity0.09098661
Threat0.010628296
Severe Toxicity0.023076924
Moderate 0.4575469 Moderate Con 0.46 Unverified_Claim
Sep 28, 2025 1 likes IRCC Names India in Study …
No more Indian in Canada, cancel all the student visas.
No more Indian in Canada, cancel all the student visas.
Identity Attack0.55044734
Insult0.24493282
Profanity0.046171114
Threat0.027688526
Severe Toxicity0.023076924
Moderate 0.4475325 Low Con 0.22 Identity Attack Call_To_Action
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
99 percent indian Bangladeshi and pakistani students submits fake papers just to get visa to step in canada. INDIANS ARE THE NUMBER ONE. IF YOU DONT STOP ISSUING VISIT OR STUDENT VISA THIS COUNTRY WILL …
99 percent indian Bangladeshi and pakistani students submits fake papers just to get visa to step in canada. INDIANS ARE THE NUMBER ONE. IF YOU DONT STOP ISSUING VISIT OR STUDENT VISA THIS COUNTRY WILL BE TAKEN OVER BY FAKE INDIAN STUDENTS. PEOPLE ARE GETING READY FOR WORLD CUP SOCCER NEXT YEAR. THEY WILL COME AS FAKE VISITORS AND file FAKE ASYLUM. INDIA AND BANGLADESH.
Identity Attack0.50588524
Insult0.36798462
Profanity0.05393682
Threat0.03304107
Severe Toxicity0.023129508
Moderate 0.4398409 Moderate Con 0.412 Identity Attack
Sep 28, 2025 IRCC Names India in Study …
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going …
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going to believe it that much money they've been paying before they come to the Canada they've not came free there or they not immigrant they are a student visa students from India so stop talking about Indians and punjabis seems where they are Indian your country who use the punjabis against India throwing a storms and bomb the planes Air India back in the '80s or I think 85 they blow one plane out and they are the innocent people right Make up your mind is those people are innocent punjabis and your country are human right champion and now suddenly everyone talking s*** about Indians
Identity Attack0.4830652
Insult0.36798462
Profanity0.10920923
Threat0.122295745
Severe Toxicity0.02383376
Moderate 0.4269174 Constructive 0.562 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
Indian students arrived in Canada as Internationals student study permit are the number one fraud scammers cheaters and enter the country. They are misusing the study permit from 2011 to up now. Majority of Indian …
Indian students arrived in Canada as Internationals student study permit are the number one fraud scammers cheaters and enter the country. They are misusing the study permit from 2011 to up now. Majority of Indian students came in Canada for study but they never reported to those colleges and disappear and there are over hundred thousand indian students are staying in Canada illegally after there study permit visa expired it means they knew what they were up to 99.9 indian students after they complete there study they never go back to india they were more interested to get Canada PR than study.
Identity Attack0.46028158
Insult0.42167732
Profanity0.087430455
Threat0.01187109
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.42
Nov 27, 2025 1 likes IRCC Names India in Study …
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and …
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and then he laughed about it and I got pissed. I said something about it and I told my boss he's not even supposed to be working here and my boss told me to mind my business. That's what's going on in Canada. Also these clowns that say that they are a benefit to Canada obviously aren't having their field of work crushed by too many people so you're easily replaceable. When you are easily replaceable your company no longer values you even if you are amazing at your job. They might be a financial benefit to companies and other Indians but they are not a benefit to Canadians. They only shop at Indian businesses and only deal with Indians in all aspects of their life. They refused to deal with Canadians and Canadian companies. They are cutting us out and being racist and discriminatory towards Canadians in Canada. That's ridiculous and we should stop it
Identity Attack0.1007269
Insult0.48627716
Profanity0.22562476
Threat0.012699619
Severe Toxicity0.014898917
Moderate 0.4269174 Constructive 0.707 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are …
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are targeted as racists. I was fired from a government contract for catching corruption. They litter a ton - never had litter across canada so bad. It is destroying our cities they live like it is a slum when the concentrate in specific neighborhoods. Right now we have about 2 million illegal students who came on a student visa - but stayed after the expiry. Many took over the smaller trucking businesses and fast food franchises - those 2 industries became SO CORRUPT! They don't get car insurance - I know several people who got hit in Alberta - NO COVERAGE and no accountability. 75% of Canadians want them gone!...every industry they get involved in in large numbers gets corrupted and becomes problematic, because it is just part of their culture/way of life.
Identity Attack0.46028158
Insult0.36798462
Profanity0.07934829
Threat0.122295745
Severe Toxicity0.023076924
Moderate 0.40336934 Constructive 0.675 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Honestly as an Indian (tamil-nadu) I genuinely don't think anything Tyler does is racist. I am an international student in canada doing hons finance and doing my cfa this sem. do I think all indians …
Honestly as an Indian (tamil-nadu) I genuinely don't think anything Tyler does is racist. I am an international student in canada doing hons finance and doing my cfa this sem. do I think all indians are bad.. no not at all, but the ones that push their religion on others are most definetly bad and lack at civic sense. Punjabis get a lot of hate cuz 70% of them faked their student visas and got here, same goes for any tamil and indian or any country YOU CANNOT DO SOMETHING ILLEGALY THEN DEMAND TO BE TREATED THE SAME AS A LEGAL CIVILLIAN. and then there are people with no civic sense. it is wild
Identity Attack0.4482637
Insult0.35849577
Profanity0.14490221
Threat0.01508414
Severe Toxicity0.023076924
Moderate 0.3977292 Constructive 0.751 Personal_Narrative
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
Hoho do i have a story to tell you. I rented out part of my shop to east indians. Cabinet shop. They had 5 guys. Turned out they were all on student visas but they …
Hoho do i have a story to tell you. I rented out part of my shop to east indians. Cabinet shop. They had 5 guys. Turned out they were all on student visas but they worked minday to saturday 10 hours a day. Of course none of them went to school instead they tuned in on their phone online to the school and put the phone doen and continued to work. Then i had enough ans kicked them out. Some of those guys didnt even get paid and their boss was just laughing at them. East indians are just as scammy as they are on the phone. Void all active student visas or make them pay a 100k like under trump.
Identity Attack0.44690517
Insult0.37392882
Profanity0.2268346
Threat0.03649433
Severe Toxicity0.023076924
Moderate 0.3972142 Constructive 0.594
Sep 30, 2025 IRCC Names India in Study …
Indian's look at Canada as a very easy to fooled country when it comes in immigration policy, all Indian's work together the one in India and the one who lives in Canada, opening a fraud …
Indian's look at Canada as a very easy to fooled country when it comes in immigration policy, all Indian's work together the one in India and the one who lives in Canada, opening a fraud school to sell course acceptance letter to be approved of student visa. They come not to study but to work and then later on apply for PR. Why do you think Indians are over populated in Canada? they flood the food bank and employment that is no longer available for the Canadian born youth. They are everywhere because they are preferable by greedy employer for cheap labour, the reason this people flood the food bank, theyre wages is not liveable in Canada. Canada becomes a joke since Trudeau took over the government, open border for fraudster to come in. Immigration policy will never be fix until the Liberal is kick out from power. I dont think we need more migrant for walmart tim horton, and uber!
Identity Attack0.46028158
Insult0.3486032
Profanity0.07255927
Threat0.010913103
Severe Toxicity0.020515325
Moderate 0.39231625 Constructive 0.653
Sep 29, 2025 IRCC Names India in Study …
Ok now come to Texas to Frisco, Plano and see the indian takeover here. Go hit up Ikea youll forget where you are!!! My husband is a contract worker that puts him in the Chase …
Ok now come to Texas to Frisco, Plano and see the indian takeover here. Go hit up Ikea youll forget where you are!!! My husband is a contract worker that puts him in the Chase Bank main headquarters quite a bit out there and he said its RUN OVER with indians. Chase brings them all here, gets them these work visas youll see every car in the parking lot says student driver on the bumper stickers. They cannot drive. My husband also says the floors they have them all working on stink so bad people gag having to walk in there straight off the elevator. They will just piss on the floor IN THE BATHROOMS they just go wherever they want. These people are their supposed tech smart people and they are stinking and pissing on the floor so imagine the lower IQ ones! They wipe with their barw hand!!!;One hand for wiping no toilet paper and one hand for eating. Thats why they only shake hands with their eating hand. They are disgusting!!!!
Identity Attack0.3802808
Insult0.34548226
Profanity0.20592089
Threat0.05559385
Severe Toxicity0.023076924
Moderate 0.3811502 Constructive 0.594 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
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)
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 …
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...
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 …
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)
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 …
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 …

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.