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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: "Most of these people unfortunately …" 32 comments · Page 1 of 2
So terrible and unfortunate that we have to deal with these shit eating people.
So terrible and unfortunate that we have to deal with these shit eating people.
Identity Attack0.10221587
Insult0.6099415
Profanity0.80158395
Threat0.022853967
Severe Toxicity0.16960317
Toxic 0.8299589 Moderate Con 0.318 Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
This white trash talking about African don't know anything he's talking about.. you can see he prefer the curry culture and unfortunately most white people think like him they just hate black people so much …
This white trash talking about African don't know anything he's talking about.. you can see he prefer the curry culture and unfortunately most white people think like him they just hate black people so much that they would prefer anything other than black
Identity Attack0.7426507
Insult0.6308392
Profanity0.4370703
Threat0.03407705
Severe Toxicity0.35368225
Toxic 0.7761081 Low Con 0.275 Identity Attack Insult Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
incompetent and inept people, only concerned with the monetary aspect. Unfortunately, not mentally capable, too hard for them to think things through.
incompetent and inept people, only concerned with the monetary aspect. Unfortunately, not mentally capable, too hard for them to think things through.
Identity Attack0.0440973
Insult0.65231085
Profanity0.10549548
Threat0.008531082
Severe Toxicity0.018126737
Moderate 0.5921536 Low Con 0.156 Insult
Oct 9, 2025 IRCC Names India in Study …
I'd honestly prefer Indians over Middle Easterners. Hindus and Sikhs aren't proselytizers and generally have a much more mellow religious vibe, unlike Muslims. Plus, Indian food is the shit, I dig curry and samosas. The …
I'd honestly prefer Indians over Middle Easterners. Hindus and Sikhs aren't proselytizers and generally have a much more mellow religious vibe, unlike Muslims. Plus, Indian food is the shit, I dig curry and samosas. The thing you really have to be careful of, as is the situation with any instance of mass migration, is to be aware if newcomers are taking advantage of Western social assistance programs, like the Somalis have done with the welfare system. They need to understand that to be welcomed as new Americans, they have to work. Indians have proven to be industrious through hotels and convenience shops. I'd prefer them to Middle Easterners or certain cultures of Africans. That all being said, they should also come to understand that, having moved to a modern country, there's very little point in having massive families with ten kids. No need to endlessly spawn more people to help with chores like water fetching when you have indoor plumbing. It's an unfortunate trend a lot of migrants have trouble getting over, the endless breeding that makes locals anxious that they'll become a minority in their own country in just a few generations.
Identity Attack0.5498214
Insult0.46173862
Profanity0.5381406
Threat0.02924249
Severe Toxicity0.16960317
Moderate 0.52811706 Constructive 0.805 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
5:48 ignorance, this man has his nose stuck in the news. Never picked up a book. Each “statement” he said were just regurgitated words. No evidence. Unfortunately we have people like that everywhere. Hence why …
5:48 ignorance, this man has his nose stuck in the news. Never picked up a book. Each “statement” he said were just regurgitated words. No evidence. Unfortunately we have people like that everywhere. Hence why the world isn’t healing.
Identity Attack0.0071405866
Insult0.43158367
Profanity0.032894265
Threat0.007301235
Severe Toxicity0.0065994263
Moderate 0.39669925 Moderate Con 0.341 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Unfortunately, they're now moving out of Bramladesh to other cities because they want to live where the white people are.
Unfortunately, they're now moving out of Bramladesh to other cities because they want to live where the white people are.
Identity Attack0.43256098
Insult0.1342682
Profanity0.09899642
Threat0.011560392
Severe Toxicity0.014898917
Moderate 0.36043653 Moderate Con 0.333
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Yeah this is disgusting. Unfortunately this is not just a CANADIAN problem, but it’s happening all over the world (by the same people). I’m black but I easily feel like a double minority within the …
Yeah this is disgusting. Unfortunately this is not just a CANADIAN problem, but it’s happening all over the world (by the same people). I’m black but I easily feel like a double minority within the community even though I’ve been born and lived here for 25+ years. I’ve seen my entire neighborhood change (which was diverse in the 90s but still had that comradery and friendliness) change. It’s very isolating now.
Identity Attack0.32768643
Insult0.26957804
Profanity0.08193458
Threat0.0071199946
Severe Toxicity0.010604858
Moderate 0.3389984 Constructive 0.718
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
Yes I have found that Indian people here in the Fraser Valley BC are pleasant and friendly at Tim Hortons. However, it's strange that only Indians work at Tim's shouldn't there be a mix of …
Yes I have found that Indian people here in the Fraser Valley BC are pleasant and friendly at Tim Hortons. However, it's strange that only Indians work at Tim's shouldn't there be a mix of cultures? Unfortunately however, quite a few In dian folks have shared drivers licenses ! Truckers too. That's dangerous. As well some have tried to get In surance money by causing " "accidents" and claimed to be injured. So In dians are definitely good at lying and cheating etc. I find that large statue atrocious and UGLY and does not belong in Canada. Too big and ugly too
Identity Attack0.37953663
Insult0.26957804
Profanity0.07449899
Threat0.012440704
Severe Toxicity0.01483436
Moderate 0.33504707 Constructive 0.785 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
I grew up in Edmonton in a very Indian part of town. It's not "Indian people " not at All!! Maybe mass migration is an issue, but it's not Indians. Maybe immigration scams but trust …
I grew up in Edmonton in a very Indian part of town. It's not "Indian people " not at All!! Maybe mass migration is an issue, but it's not Indians. Maybe immigration scams but trust me, every Indian I lived with was civically minded. Blame the scams ...not the people! That's the federal governments fault!! Indian people have lived here for decades and in the UK. Unfortunately the scams have hurt the community!! (Even listen to the people in the interviews. Some of the best people I've met, and they ARE part of my community. I do worry about the scams but that's it)
Identity Attack0.37361985
Insult0.24928534
Profanity0.08193458
Threat0.010809537
Severe Toxicity0.013866014
Moderate 0.3317266 Constructive 0.887 Solidarity
Jan 19, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
The Liberals and their woke ideology are ruining Canada. Canada's aging population means we need immigration, but not when things like housing, jobs, and healthcare etc are already beyond maxed out. They've been bringing in …
The Liberals and their woke ideology are ruining Canada. Canada's aging population means we need immigration, but not when things like housing, jobs, and healthcare etc are already beyond maxed out. They've been bringing in too many 'refugees'-unvetted and likely a large portion of which may not actually be refugees, and then there's the ridiculously high number of 'temporary foreign workers' - the majority of these are people with values, hygiene and morals that are not acceptable or cohesive in our country. Unfortunately many are muslim and have beliefs in sharia law which dates back to the 1400's and is primitive and contrary to our Western values and morals. I am hoping Canada is not too far gone to save (although I have my doubts).
Identity Attack0.18705739
Insult0.3388922
Profanity0.051181246
Threat0.008531082
Severe Toxicity0.008201599
Moderate 0.32289913 Constructive 0.572
Aug 25, 2025 Why Canadians Are Turning Against …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
So to talk about people in-fluxing in, taking over cities, causing a boom in the population of their diaspora, not assimilating into the culture....isn't it what "White colonialism ' did? Canada was not white country …
So to talk about people in-fluxing in, taking over cities, causing a boom in the population of their diaspora, not assimilating into the culture....isn't it what "White colonialism ' did? Canada was not white country a couple of Hundred years ago, it was stolen, invaded and completely white washed. Unfortunately no immigrant see Canada for what it should have been under the native people of Canada...so why are you scapegoating it when you're getting a taste of your own medicine. Claiming victimhood doesn't solve anything I guess...
Identity Attack0.36702603
Insult0.1823172
Profanity0.035649836
Threat0.0116639575
Severe Toxicity0.012962224
Moderate 0.31963667 Constructive 0.627
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm Canadian, and this is so true, but we have to take some accountability and start having having families again. White people in this country aren't making babies🤷‍♀️ unfortunately, this is the consequence. Also, the …
I'm Canadian, and this is so true, but we have to take some accountability and start having having families again. White people in this country aren't making babies🤷‍♀️ unfortunately, this is the consequence. Also, the guy on the bike is based lol
Identity Attack0.37082586
Insult0.123407245
Profanity0.06145202
Threat0.008556974
Severe Toxicity0.01083374
Moderate 0.30716252 Constructive 0.664 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated …
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated here. Unfortunately, they have no desire to assimilate, they bring their own culture and they stay in their own communities. The government offers tax breaks for businesses, hiring foreign workers over people born in Canada, leaving the youth without any part-time work. On top of that some of my favourite restaurants growing up, I haven’t eaten at in years because it’s been taken over by Indians, the quality of food goes down, you end up getting food poisoning and if you aren’t in their community, you get worse service and get charged more than what an Indian would pay at the same restaurant. They don’t understand cleanliness or sanitation, they leave their garbage and waste on the street and dump it in random locations, and quite frankly have no respect for anyone who lives here or the country that has taken them in. I feel like a minority of my own country and I truly don’t understand what being Canadian means anymore because I’m pretty sure being Canadian is a thing of the past. Most of my friends have moved further north, to Vancouver island or moved out to the prairies to get away from them and higher prices as everything gets more expensive, thanks to our government, caring more about immigrants than citizens. When a family gets accepted to come here they bring their parents their aunts and uncles their brothers and sisters on temporary visas, they also collect social assistance as soon as they arrive and when their visas expire, they have no desire to go back, which has resulted in thousands of illegals remaining here. I mean I get it. Why would you go back when you’re getting treated better here and are given food, housing and an allowance every month but it’s gotten to a point where India outnumbers Canadians. I want them all sent back.
Identity Attack0.36702603
Insult0.16839184
Profanity0.041912504
Threat0.0084793
Severe Toxicity0.012359619
Moderate 0.30319387 Constructive 0.737 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian I am completely ashamed of the way Indians are representing our country outside and honestly I understand the point of view from the Canadians ,when u migrate to another country you are …
As an Indian I am completely ashamed of the way Indians are representing our country outside and honestly I understand the point of view from the Canadians ,when u migrate to another country you are supposed to adjust to their culture and their principles but unfortunately these people have turned it into a mini india there which simantaneously affects a lot of Indians who live outside as well because they have to deal with stereotypical and racial comments.I am completely against the way they celebrate our festivals outside its a nuisance to both the countries.
Identity Attack0.36702603
Insult0.16802633
Profanity0.058946952
Threat0.0091524795
Severe Toxicity0.01159668
Low Tox 0.28674445 Constructive 0.784 Identity_Assertion
Dec 21, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
First of all stop all these bogus students and asylum seekers, immigration needs to be rationalized. Canada cant save the world if it cant save itself. Unfortunately people need to leave and we need to …
First of all stop all these bogus students and asylum seekers, immigration needs to be rationalized. Canada cant save the world if it cant save itself. Unfortunately people need to leave and we need to limit how many people come here
Identity Attack0.22261032
Insult0.12702756
Profanity0.015864678
Threat0.010550622
Severe Toxicity0.007095337
Low Tox 0.2524482 Moderate Con 0.405
Jan 15, 2026 2.9 million Canadian temporary visas …
Honestly could be so much worse but it is unfortunate to imagine a close knit majority white town completely changing for the worse because the government wanted to bring in a foreign people instead of …
Honestly could be so much worse but it is unfortunate to imagine a close knit majority white town completely changing for the worse because the government wanted to bring in a foreign people instead of prioritizing its own people.
Identity Attack0.26325142
Insult0.06302499
Profanity0.033144772
Threat0.008789998
Severe Toxicity0.005493164
Low Tox 0.22445217 Constructive 0.539 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Michelle Rempel-Garner is a taxpayer funded politician that doesn't even live in her riding nor does she live in Canada, read about her in different forums and subreddits you will know how good of a …
Michelle Rempel-Garner is a taxpayer funded politician that doesn't even live in her riding nor does she live in Canada, read about her in different forums and subreddits you will know how good of a politician she is. What she is doing here is trying to win votes by creating hate and divide and unfortunately people are blinded by hate to see it. She is not even letting the person answer before firing her next question, just getting half story and letting people speak to a point where she can use that to further push her parties ideology.
Identity Attack0.021585498
Insult0.16337912
Profanity0.047173142
Threat0.008077981
Severe Toxicity0.004501343
Low Tox 0.2043827 Constructive 0.645
Oct 1, 2025 IRCC Names India in Study …
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of …
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of Indians that are easily recognizable and do not assimilate. Most of these specific subset come here as students and through family sponsorship ( not regular immigration stream). The students get false documents for their language and educational credentials. The politicians are also to blame for pondering for their votes. If there is one ethnic group that has the capacity to destroy Canada further in the future to a point of no return, it is this subset. Unfortunately most Canadians do not know this, and Indians as a general group are seen as the problem. Next time just ask them where in India these people are from, and soon you will know for yourself.
Identity Attack0.2308735
Insult0.071433455
Profanity0.02795705
Threat0.00948907
Severe Toxicity0.0062179565
Low Tox 0.20009702 Constructive 0.695 Personal_Narrative
Oct 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I immigrated to Canada in 1996. This country was such a beautiful and peaceful place back then.. Unfortunately, these immigrants these days have no respect or courtesy for Canadian laws and other people. The majority …
I immigrated to Canada in 1996. This country was such a beautiful and peaceful place back then.. Unfortunately, these immigrants these days have no respect or courtesy for Canadian laws and other people. The majority of them come in, commit crimes, partake in protests that disrupt everyday Canadians just trying to get to work and support their families, all while collecting free money from the government, not to mention free health care and they do not even have the decency to simply follow the laws and regulations of this country. I hope the Canadian government takes action soon to get Canada back to the way it should be.
Identity Attack0.1294935
Insult0.08533409
Profanity0.019895468
Threat0.009178371
Severe Toxicity0.0052261353
Low Tox 0.19789438 Constructive 0.674
Aug 26, 2025 12 likes Why Canadians Are Turning Against …
Y'all as an Indian I am extremely sorry for the lack of civic sense we export throughout the world. But, I can't ignore the blatant racism in the comments. Every country has it's spectrum of …
Y'all as an Indian I am extremely sorry for the lack of civic sense we export throughout the world. But, I can't ignore the blatant racism in the comments. Every country has it's spectrum of people. India unfortunately has the problematic one's more than the unproblematic one's. I would implore you guys to visit upstate Gurugram, Hyderabad, Bengaluru and the north east. Maybe that will change your view on India and Indians
Identity Attack0.15731181
Insult0.06921569
Profanity0.037904397
Threat0.00933372
Severe Toxicity0.005531311
Low Tox 0.18174082 Constructive 0.757 Personal_Narrative
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
Unfortunately they are not assimilating to Canadian traditions. I am now unable to feel sorry for the people who are being deported. They CANNOT become true CANADIANS if they don't follow Canadian ways. You cannot …
Unfortunately they are not assimilating to Canadian traditions. I am now unable to feel sorry for the people who are being deported. They CANNOT become true CANADIANS if they don't follow Canadian ways. You cannot get the benefits of Canada and demand your culture to be adhered to by Canadians. 🤬👿🤬👿🤬
Identity Attack0.15303208
Insult0.04442204
Profanity0.013576009
Threat0.0068287146
Severe Toxicity0.0037956238
Low Tox 0.17371799 Moderate Con 0.49
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Most of these people unfortunately are Economic refugees!! Economic refugee crisis is a result of western countries pillaging the underdeveloped countries through corporations
Most of these people unfortunately are Economic refugees!! Economic refugee crisis is a result of western countries pillaging the underdeveloped countries through corporations
Identity Attack0.10221587
Insult0.04090862
Profanity0.019758832
Threat0.0078449575
Severe Toxicity0.0030708313
Low Tox 0.1537979 Low Con 0.285 Moral_Argument
Dec 24, 2025 Deportations From Canada at Their …
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout …
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout British Indians in Uganda. Colonialist English empire was the cause of of Idi Amin's actions. British Kingdom migrated thousands of Indians as cheap labour to build rail lines to mineral rich regions extending to DRC- Uganda city of Kasese and Kilembe mines. When the railway was completed, they offered them British citizens including those born in Uganda. The colonial British gave them business loans, including Indian banks to extend credit and loans to Indians without surerities. They were allocated colonial govt freehold land for free in the most prime areas of uganda major cities like Kampala, Jinja, Masaka, Mbale, Soroti, Mpigi, Tororo etc while black Ugandan indegenous people were pushed into the rural areas to work in factories, mines and businesses set up for British Asians. As you can guess, business class get super rich while Africans who didnt work on their own coffee, cotton, and domestic farms were left to work as clerks, securicor, teachers, Christian clergy/ reverands and local tax collectors for the govt. Brutal as he was, Indi Amin saw and used this imbalance as a second liberation war, economic war, to kick out all British Asians holding UK Passports and any other Ugandan born who didnt want to abide by the authority of indegenous people. Amin killed whoever tried to challenge his life president, he killed 72 ugnadans, mainly politicians by public firing squad aired on TV. He killed the Anglican Archbishop Luwum, he killed the 1st Ugandan Chief Justice Ben Kiwanuka. He was brutal BUT, every Ugandan is celebrating his nationalism of caring for ordinary people AND opening their eyes on trade and business by KICKING OUT economy sacking British Asians. This is history I saw and followed because i was a kid in primary school at the time 1972. In addition to that Indians in Uganda were so arrogant to indegenous Ugandans, I experienced it. So when i see how Canadians resent them I dont feel for them unfortunately. I already had enough on my plate in Canada. Indians were the owners of biggest to smallest shops in major cities and town in Uganda because of free capital and soft loans, financed business premises thru the colonial British suckers. They showd that arrogance which pissed most of the indegenous Ugandans. For example if you went to a shop and burgained on a KG of sugar or bread, or shirt, and didnt get fail to buy because you dont have that much or failed to get a good deal, the Indian shopkeeper would insult any Afriacn in Indian- Luganda accent " oba tayagala genda malala jali..mali ya nyoko?". meaning " If you dont want to buy go, others are there will buy, is this your capital/ stock?". Many songs were sung after the 1972 kickout depicting that phrase/ quote.
Identity Attack0.08749158
Insult0.054376744
Profanity0.017572641
Threat0.012906751
Severe Toxicity0.0038909912
Low Tox 0.119997114 Constructive 0.744 Comparative_Framing
Oct 11, 2025 IRCC Names India in Study …
Unfortunately, Canada is changing for the worse. Many people are unemployed. Migrants work for money that is below the subsistence level. Prices are rising. And wages are stagnant. Only migrants from third countries remain here. …
Unfortunately, Canada is changing for the worse. Many people are unemployed. Migrants work for money that is below the subsistence level. Prices are rising. And wages are stagnant. Only migrants from third countries remain here. Others return. Even young Canadians are leaving Canada for a better life.
Identity Attack0.10221587
Insult0.03235855
Profanity0.012141321
Threat0.0061037517
Severe Toxicity0.0022220612
Low Tox 0.11479026 Moderate Con 0.469 Economic_Argument
Feb 14, 2026 Inside Canada's Indian Invasion...

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.