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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: "He is a student of …" 755 comments · Page 2 of 31
…..fraudulent and dishonest Indian students must be deported back to India…
…..fraudulent and dishonest Indian students must be deported back to India…
Identity Attack0.6227552
Insult0.5130944
Profanity0.12035047
Threat0.061412923
Severe Toxicity0.109661035
Moderate 0.60254884 Low Con 0.113 Identity Attack Insult
Sep 28, 2025 1 likes IRCC Names India in Study …
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. …
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. Turn great communities into shitholes. I didn't even know they had those big statues hanging around the city. I don't ever venture into Brampton anymore, as I don't do service calls or work as a mechanic. I basically got told, without being told they wanted a more diverse field of technicians. Over 12 years of work trying to get my mechanics license and I'm out. Guys can't even diagnose a ground on a vehicle, yet they can get the Red Seal license cause the "translator" gave them all the answers on the test. Lots of them coming over on student visas just to drop out or not go to school completely and take up basic minimum wage jobs from the actual tax payers of our Great? nation. The truck driving is also insane up north, past Thunder Bay. Trucks in ditches every 30-50 km's. Wheels coming off of trucks, turning around on the 2 lane highway in the middle of no where and gets the truck stuck cause they wanted to do a U-turn at 3am on blind corners. We driving our 3/4 ton work trucks have to pass our exits all the time cause they have their feet on the dash tailgating you. 90% of the ones that have come over, have made Canada a worse place to work/live.
Identity Attack0.27171627
Insult0.6308392
Profanity0.43272525
Threat0.011249693
Severe Toxicity0.024960563
Moderate 0.6020386 Constructive 0.749 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada itself is a big fraud. They make ton of money from these students. Including the banks, the government and colleges. Look how shitty the healthcare, housing, infrastructure and life is here.
Canada itself is a big fraud. They make ton of money from these students. Including the banks, the government and colleges. Look how shitty the healthcare, housing, infrastructure and life is here.
Identity Attack0.3817989
Insult0.5130944
Profanity0.48510036
Threat0.008764107
Severe Toxicity0.035007052
Moderate 0.5972042 Moderate Con 0.358 Insult
Sep 30, 2025 IRCC Names India in Study …
As a Canadian-Indian born and raised in Brampton for the majority of my life. This shit is accurate. Alot of the issues stem from international students abusing Canada's immigration. That bike guy is wild btw😭
As a Canadian-Indian born and raised in Brampton for the majority of my life. This shit is accurate. Alot of the issues stem from international students abusing Canada's immigration. That bike guy is wild btw😭
Identity Attack0.36702603
Insult0.46173862
Profanity0.6242122
Threat0.012751401
Severe Toxicity0.059217658
Moderate 0.5921536 Constructive 0.65 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
All of these fake colleges that Canada is letting Indians and other immigrants in are absolutely ridiculous. A ridiculous amount of uneducated immigrants from a several countries are coming in as fake students and fake …
All of these fake colleges that Canada is letting Indians and other immigrants in are absolutely ridiculous. A ridiculous amount of uneducated immigrants from a several countries are coming in as fake students and fake asylum claims and Canadians have to suffer as a consequence. These people also take loans and cash out on credit, take cash and run back to their country. The rest of Canadians are left holding the bill. F this libtard government we live in.
Identity Attack0.46028158
Insult0.58196646
Profanity0.2761231
Threat0.01101667
Severe Toxicity0.02449106
Moderate 0.5885171 Moderate Con 0.408 Insult
Sep 30, 2025 IRCC Names India in Study …
But people were mad at Trudeau for reducing student visas 😂 ridiculous
But people were mad at Trudeau for reducing student visas 😂 ridiculous
Identity Attack0.01465176
Insult0.6308392
Profanity0.16078159
Threat0.008414571
Severe Toxicity0.012574885
Moderate 0.5885171 Low Con 0.269 Insult Humor_Satire
Oct 21, 2025 IRCC Names India in Study …
these so called millions of fake indian asylum seekers are anti -india too ..canading governement has screwed up canada ..with illegal migrants , fake students etc ..not india's fault
these so called millions of fake indian asylum seekers are anti -india too ..canading governement has screwed up canada ..with illegal migrants , fake students etc ..not india's fault
Identity Attack0.6007182
Insult0.5362655
Profanity0.27207452
Threat0.019746035
Severe Toxicity0.1597006
Moderate 0.5885171 Low Con 0.22 Identity Attack Insult Unverified_Claim
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
IMMIGRATION IS ALSONTO BLAME?? I HAVE NEVER SEEN A COUNTRY, AN INTERNATIONAL STUDENTS , STUDENT VISA CAN BRING THE WHOLE FUCKING FAMILY SUCH AS HUSBAND, CHIKSFEN, MOTHER TO VISIT , ARE ALLOWED TO CANADA TO …
IMMIGRATION IS ALSONTO BLAME?? I HAVE NEVER SEEN A COUNTRY, AN INTERNATIONAL STUDENTS , STUDENT VISA CAN BRING THE WHOLE FUCKING FAMILY SUCH AS HUSBAND, CHIKSFEN, MOTHER TO VISIT , ARE ALLOWED TO CANADA TO STAY HERE?? OH MY GOD, STUDENT VISA, IS A STUDENT VISA, YOU ARE HERE TO STUDY STUDYBSTUDY STUDY, GET THAT CLEAR ON.MIND, STUDY, , , YOU FINISH , GO HOME, GO HOME, GET CERTIFICATE OR DIPLOMA GO HOME,,,,, THE AMOUNT OF MONEY YOU HAD BEEN WORKING AS A STUDENT VISA STUDENT VISA THAT IMMIGRATION CANADA ALLOWED YOU, WHICH IS I THINK, ITS RIDICULOUS, THEY SHOULD NOT ALLOWED TO WORK IN A STUDENT -VISA, THEY CHOOSE CANADA TO STUDY , THEY SHOULD HAVE MONEY TO PAY FOR THEIR APARTMENT, FOOD ( NOT USING FOODBANK), PAY FOR.HEALTHA CARE(.INSTEAD USING UNIVERSAL HEALTH CARE) AND REST OF THEIR FAMILY THEY BROUGHT) ,,,, AS THE WORD ITSELF, STUDENT- VISA, BRING YOUR OWN MONEY, DO NOT USE CANADA AS A PIGGY BANK TO EARN MORE , YOU ARE NOT ALLOWED THAT
Identity Attack0.3817989
Insult0.47357693
Profanity0.4989438
Threat0.025443908
Severe Toxicity0.27908814
Moderate 0.584095 Moderate Con 0.399
Oct 17, 2025 IRCC Names India in Study …
79,000!??Thats a crazy amount of illegal immigrants! How can she be so calm??? I went Trios college, the worst college ever, and the "students " are so rude and loud and only live partying, its …
79,000!??Thats a crazy amount of illegal immigrants! How can she be so calm??? I went Trios college, the worst college ever, and the "students " are so rude and loud and only live partying, its a disgrace!
Identity Attack0.50515604
Insult0.5678696
Profanity0.14313951
Threat0.011586283
Severe Toxicity0.02383376
Moderate 0.5779532 Constructive 0.562 Identity Attack Insult
Oct 7, 2025 IRCC Names India in Study …
@8:18 How dude didn't cut and run from that conversation/the operation when it was obvious he was dealing with something other than an Indian student looking to make the hop... He's either very bold, very …
@8:18 How dude didn't cut and run from that conversation/the operation when it was obvious he was dealing with something other than an Indian student looking to make the hop... He's either very bold, very stupid, or he's moving much more than innocent students around on the regular, and facing no consequences
Identity Attack0.2308735
Insult0.6109131
Profanity0.37052724
Threat0.039947584
Severe Toxicity0.023645958
Moderate 0.5721988 Moderate Con 0.438 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
40k+ international students dumped into the Cambridge/Guelph area in 1 year alone.. Wtf did they think would happen. The libs need a swift kick in the head for what they've done to Canada. 🤡🤡🤡 😡🤬
40k+ international students dumped into the Cambridge/Guelph area in 1 year alone.. Wtf did they think would happen. The libs need a swift kick in the head for what they've done to Canada. 🤡🤡🤡 😡🤬
Identity Attack0.12440576
Insult0.39743927
Profanity0.39409557
Threat0.56065804
Severe Toxicity0.16960317
Moderate 0.5721988 Moderate Con 0.351 Threat
Sep 10, 2025 Why Canadians Are Turning Against …
Immigration levels should be zero until we deport all the illegals in the country and so-called a silent claimers and students who is visas have expired and then we should go back to bringing an …
Immigration levels should be zero until we deport all the illegals in the country and so-called a silent claimers and students who is visas have expired and then we should go back to bringing an immigrants according to their value to our society not the scum of the earth that we're taking in now
Identity Attack0.46028158
Insult0.5739874
Profanity0.2801717
Threat0.037530303
Severe Toxicity0.02430326
Moderate 0.5716857 Moderate Con 0.328 Insult Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
The problem is actually two problems, both are huge, both are ridiculous and both are either cause and or allowed by the federal government: 1. Cutting funding to higher education - this has been policy …
The problem is actually two problems, both are huge, both are ridiculous and both are either cause and or allowed by the federal government: 1. Cutting funding to higher education - this has been policy for the past 5 administrations and seems like a thing in common between the liberal idiots and the conservative idiots. This makes these institutes incentivized to use international students to subsidize Canadian education and their own expansions. 2. The government letting immigration go through such a process. It’s crazy that people who go through this system cannot be vetted more properly.
Identity Attack0.109318495
Insult0.6308392
Profanity0.25824076
Threat0.008686432
Severe Toxicity0.023076924
Moderate 0.568186 Moderate Con 0.382 Insult
Sep 29, 2025 1 likes IRCC Names India in Study …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation. So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Identity Attack0.57150364
Insult0.5543018
Profanity0.13785136
Threat0.013528148
Severe Toxicity0.048457388
Moderate 0.568186 Constructive 0.579 Identity Attack Insult Moral_Argument
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 …
This woman is lying and uneducated, covering for students
This woman is lying and uneducated, covering for students
Identity Attack0.37879246
Insult0.5678696
Profanity0.21024476
Threat0.009204263
Severe Toxicity0.023076924
Moderate 0.55739564 Low Con 0.153 Insult
Sep 28, 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 …
Ban Sikh and Hindu students from Punjab India they are the only ones defrauding Canada
Ban Sikh and Hindu students from Punjab India they are the only ones defrauding Canada
Identity Attack0.6007182
Insult0.48228607
Profanity0.11354194
Threat0.061736204
Severe Toxicity0.13863131
Moderate 0.54325575 Low Con 0.284 Identity Attack Call_To_Action
Sep 27, 2025 IRCC Names India in Study …
No shiiit Sherlock. Blame it on public post secondary international admissions. Dying to make money . By the way look out for Cote d Ivoire? While u are at it with “indians”. Who let theem …
No shiiit Sherlock. Blame it on public post secondary international admissions. Dying to make money . By the way look out for Cote d Ivoire? While u are at it with “indians”. Who let theem in LEGALLY? IRCC. Who gave them extended work hours under study permit?? IRCC. Who stopped “discrimination when hiring DOMESTIC FIRST, PR STATUS ……. THEN SOME?? IRCC. in other words don’t blame international students. Look at the logistical greed ‼️
Identity Attack0.38826546
Insult0.43158367
Profanity0.5013569
Threat0.017328756
Severe Toxicity0.10702737
Moderate 0.54325575 Moderate Con 0.438
Sep 29, 2025 IRCC Names India in Study …
Blame Prime Minister of India, Nerander Modi and his party for sending millions of Hindus to the western nations in the name of students. All students from India are fake. They are in West to …
Blame Prime Minister of India, Nerander Modi and his party for sending millions of Hindus to the western nations in the name of students. All students from India are fake. They are in West to introduce HINDUTVA, HINDU IDEOLOGY AND RACISM.
Identity Attack0.35828567
Insult0.2358914
Profanity0.00027664463
Threat0.0006763777
Severe Toxicity0.000013947454
Moderate 0.5330114 Unverified_Claim
Apr 15, 2025
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were …
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were punjabi and punjabis dont like hindus, punjabis are different just dont trust the punjabi students lol
Identity Attack0.5108175
Insult0.3393024
Profanity0.22643133
Threat0.038220957
Severe Toxicity0.101760045
Moderate 0.52811706 Moderate Con 0.48 Identity Attack Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
No Canada has not been long deemed a hub of multiculturalism. You are a globalist liar. Multiculturalism has been crammed down our throats in the last 3 decades. Canada was created by immigration alright, but …
No Canada has not been long deemed a hub of multiculturalism. You are a globalist liar. Multiculturalism has been crammed down our throats in the last 3 decades. Canada was created by immigration alright, but immigration of Judeo-Christian Europeans who all assimilated into Canadian Culture. In the last 3 decades they have been trying to destroy that Canada by bringing in people from everywhere but Judeo-Christian nations with nothing in common with that Canadian culture and trying to force Canadians to accept being replaced by non assimilating 2nd, 3rd and 4th world Rodents who try to turn the country into the shitholes they ran from. You can lie all you want. Canada is finished if they don't deport everything that came in illegally under Trudeau and Harper that have been allowed to discriminate openly along with the women against the White males that created everything. That is what's happened in Canada, not the BS you spew here. Deport them all and Make Canada Canada again. One last point, foreign students have been the biggest nothingness brought in. Canadian kids get excluded because the foreign student pays twice the tuition, that's the only reason they are brought in. The majority make nothing better and disrespect the country openly, daily. That is the truth about Canada and immigration.
Identity Attack0.11307524
Insult0.32162124
Profanity0.013995135
Threat0.0039436007
Severe Toxicity0.0041283946
Moderate 0.5240014
Apr 14, 2025
What the hell are you talking about, half the students can't even speak English.
What the hell are you talking about, half the students can't even speak English.
Identity Attack0.0376521
Insult0.29383746
Profanity0.5013569
Threat0.009437286
Severe Toxicity0.02430326
Moderate 0.52139956 Low Con 0.202 Fear_Threat
Jan 19, 2026 18 likes Why Canada’s immigration system has …

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.