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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: "As Indian I will say …" 378 comments · Page 3 of 16
@14:50 the guy saying Hindus don't discriminate against other religions is lying through his teeth. Ask him if they would allow a >> 100 foot statue of Jesus or St Peter <<, or a new …
@14:50 the guy saying Hindus don't discriminate against other religions is lying through his teeth. Ask him if they would allow a >> 100 foot statue of Jesus or St Peter <<, or a new mosque in any major Indian city, maybe Delhi... they will lynch a christian in a blink of an eye if he tried it. Bunch of liars and sc8mer5 is what these guys are...🤬
Identity Attack0.46028158
Insult0.6149945
Profanity0.23083201
Threat0.2836219
Severe Toxicity0.05025077
Moderate 0.57271194 Moderate Con 0.31 Insult
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the …
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the "bike guy," we're tired of mass immigration of these people who....ALL.....VOTE.....LIBERAL. This is how clowns like Justine Trudeau got into power. Immigrants keep voting for the "open border Liberals. DEPORT THEM ALL.
Identity Attack0.4911651
Insult0.5723624
Profanity0.10240069
Threat0.11922921
Severe Toxicity0.023974609
Moderate 0.5721988 Constructive 0.556 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The problem when you ask any indian about his country India, he says it is superpower nation, and their stupid Modi is their God. They hard to integrate in any society, lack of civic and …
The problem when you ask any indian about his country India, he says it is superpower nation, and their stupid Modi is their God. They hard to integrate in any society, lack of civic and common sense...fake education, fake work experience..etc
Identity Attack0.50515443
Insult0.5739874
Profanity0.39409557
Threat0.027170537
Severe Toxicity0.08859174
Moderate 0.568186 Moderate Con 0.329 Identity Attack Insult
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
4:53 live in Montreal and you’ll understand why he says the Muslims and Africans are worse than the Indians…
4:53 live in Montreal and you’ll understand why he says the Muslims and Africans are worse than the Indians…
Identity Attack0.6649212
Insult0.42367843
Profanity0.16869035
Threat0.012906751
Severe Toxicity0.038593806
Moderate 0.56269526 Moderate Con 0.401 Identity Attack Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
So has a black American the Indians win by default, haha I agree with him. We don't want Africans or Muslims. Pick your poison. Every African I've had to work with was a complete nightmare. …
So has a black American the Indians win by default, haha I agree with him. We don't want Africans or Muslims. Pick your poison. Every African I've had to work with was a complete nightmare. My Wife is Japanese and works as a Firmware engineer here in Tokyo. She's always saying how the Indians even scam at work by using others work.
Identity Attack0.6220118
Insult0.44802538
Profanity0.29209393
Threat0.049774777
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.765 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
My building used to be 90% white but in the last 5 years 90% East Indian - I stopped saying hi to anyone since none of them show me any curtasy nor say hi back …
My building used to be 90% white but in the last 5 years 90% East Indian - I stopped saying hi to anyone since none of them show me any curtasy nor say hi back and my life I feel am surrounded by unfriendliness THANKS FOR READING. I also work for a company that hires them sometimes I am a minority in my own surrounded by Turbans and Muslims its so fucking wierd.
Identity Attack0.5135796
Insult0.41530323
Profanity0.570067
Threat0.013010317
Severe Toxicity0.16960317
Moderate 0.55739564 Constructive 0.615 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Liars how can racists like you say Indians don't integrate? Racists are the last to ask about Indians integrating. You aren't around them.
Liars how can racists like you say Indians don't integrate? Racists are the last to ask about Indians integrating. You aren't around them.
Identity Attack0.3819294
Insult0.5739874
Profanity0.15938593
Threat0.0097738765
Severe Toxicity0.023076924
Moderate 0.5566829 Moderate Con 0.322 Insult Moral_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
The Irony of the guy on the bike saying that indians eat poop and rape in Africa is culture wow! I'm sure it's not our kind that eats human flesh and S/A children in the …
The Irony of the guy on the bike saying that indians eat poop and rape in Africa is culture wow! I'm sure it's not our kind that eats human flesh and S/A children in the past and it's still happening today but buddy looks like he'd be good friends with epstein😮
Identity Attack0.49855098
Insult0.46774593
Profanity0.39498812
Threat0.20544581
Severe Toxicity0.22513679
Moderate 0.5566829 Moderate Con 0.341 Moral_Argument
Feb 12, 2026 Inside Canada's Indian Invasion...
That women in green t shirt is so useless that she couldn’t even learn English after living here for so many years and her accent is very much indian. However she has the audacity to …
That women in green t shirt is so useless that she couldn’t even learn English after living here for so many years and her accent is very much indian. However she has the audacity to say “new immigrants “ are bad..
Identity Attack0.5135796
Insult0.54525656
Profanity0.21456863
Threat0.009696201
Severe Toxicity0.02373986
Moderate 0.5559701 Moderate Con 0.372 Identity Attack Insult
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
The problem is not indian people. People hate because indians don’t have civic sense. 1 they say phanchod anywhere in public which is vulgar behind. white people also know what it means. 2 throw garbage …
The problem is not indian people. People hate because indians don’t have civic sense. 1 they say phanchod anywhere in public which is vulgar behind. white people also know what it means. 2 throw garbage anywhere 3 noise pollution and smell of cooking 3 don’t know english illegal immigration. Don’t follow rules They do rallies which is blocking road in the name of god. Which is pathetic.
Identity Attack0.5135796
Insult0.5130944
Profanity0.4131548
Threat0.03787563
Severe Toxicity0.16960317
Moderate 0.5532103 Moderate Con 0.364 Identity Attack Insult
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Indian say India is 4 largest economy sarrr but we do not live in India trashy 💩
Indian say India is 4 largest economy sarrr but we do not live in India trashy 💩
Identity Attack0.5135796
Insult0.54471385
Profanity0.4001375
Threat0.13815513
Severe Toxicity0.3536391
Moderate 0.5532103 Low Con 0.144 Identity Attack Insult Identity_Assertion
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
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 …
Boy I was working with so many Indian guy I’m going to be honest with you they are lazy when you tell them do to one thing all of a sudden they can’t understand you …
Boy I was working with so many Indian guy I’m going to be honest with you they are lazy when you tell them do to one thing all of a sudden they can’t understand you that why I always say I love working with white peoples n other races people but not with Indian people here in Canada what I mean Indian people I mean from Asia I hate them so bad they need to go please they are ruined Canada 🇨🇦
Identity Attack0.57150364
Insult0.46476576
Profanity0.22552395
Threat0.06238277
Severe Toxicity0.15443328
Moderate 0.54823303 Moderate Con 0.491 Identity Attack Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
I had worked in the Gulf for sometime. I had Indians, Bangladeshis, Pakistanis, Nepalis, Philipinos working under me. Honestly I say Indians were the most dishonest, liars, crooked mindset. Nepalis were the most honest, hardworking …
I had worked in the Gulf for sometime. I had Indians, Bangladeshis, Pakistanis, Nepalis, Philipinos working under me. Honestly I say Indians were the most dishonest, liars, crooked mindset. Nepalis were the most honest, hardworking people.
Identity Attack0.57554024
Insult0.5208188
Profanity0.22693542
Threat0.019055385
Severe Toxicity0.104393706
Moderate 0.54325575 Constructive 0.581 Identity Attack Insult
Nov 19, 2025 2 likes IRCC Names India in Study …
As a Canadian i just wanna say we love immigrants, ask any Canadian we love fillipinos more than other Canadians. East Indians are rude, dirty and hate our people. They deserve every bit of hate …
As a Canadian i just wanna say we love immigrants, ask any Canadian we love fillipinos more than other Canadians. East Indians are rude, dirty and hate our people. They deserve every bit of hate they get and i cant wait until Canadians finally send them all home. Not to mention they live like complete animals 5-10 of them in a 2 bedroom apartment (ive seen it with my own eyes delivering furniture). They then save up their money as a group buy up a business then only hire their own. They are a disgusting group of people t hat need to be banned from every country outside of their own.
Identity Attack0.5707127
Insult0.5332045
Profanity0.19401662
Threat0.045572113
Severe Toxicity0.15179962
Moderate 0.52811706 Constructive 0.523 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As an Indian, i should say that the Canadian politicians are brain dead or something. Over immigration will ruin any country. This is isn't any positive to Indian interest either. The Panjabi population in Canada …
As an Indian, i should say that the Canadian politicians are brain dead or something. Over immigration will ruin any country. This is isn't any positive to Indian interest either. The Panjabi population in Canada is an influential vote bank there and as a result Canada become a safe heaven for Sikh criminals and Khalistan terrorist groups.
Identity Attack0.5124616
Insult0.54525656
Profanity0.16217725
Threat0.038911607
Severe Toxicity0.02402156
Moderate 0.52811706 Moderate Con 0.498 Identity Attack Insult Policy_Critique
Feb 27, 2026 4 likes Inside Canada's Indian Invasion...
I have a sister that lives in Vancouver and she says the Indians have taken over like a cancer and they do not care about assimilating either. At least they're not Muslims, amirite?
I have a sister that lives in Vancouver and she says the Indians have taken over like a cancer and they do not care about assimilating either. At least they're not Muslims, amirite?
Identity Attack0.6007182
Insult0.47384647
Profanity0.22713706
Threat0.032005094
Severe Toxicity0.06101104
Moderate 0.52272606 Constructive 0.584 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
8:55 hold on a dam minute! These Indians be always saying they only come to Canada just for "WORK" and now your telling me they building their animal gods here? 😂 this is a absolute …
8:55 hold on a dam minute! These Indians be always saying they only come to Canada just for "WORK" and now your telling me they building their animal gods here? 😂 this is a absolute joke
Identity Attack0.5135796
Insult0.47020787
Profanity0.39670458
Threat0.013010317
Severe Toxicity0.13336399
Moderate 0.51980776 Low Con 0.289 Identity Attack Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
That is why Indians should be deported. They always say their country is the greatest, so sent them back to their great country.
That is why Indians should be deported. They always say their country is the greatest, so sent them back to their great country.
Identity Attack0.5948528
Insult0.34203702
Profanity0.1765991
Threat0.114629425
Severe Toxicity0.13599765
Moderate 0.51980776 Low Con 0.175 Identity Attack Identity_Assertion
Sep 30, 2025 IRCC Names India in Study …
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in …
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in his dark dark life. If we see white people doing bad things we dont blame it on christianity. Its the same for others. Their bad actions are not endorsed by their religion. If you knew even just a little about what their religion teaches. Im not indian. Or a white queer atheist block of fat.
Identity Attack0.57150364
Insult0.47384647
Profanity0.33453682
Threat0.017156094
Severe Toxicity0.040387187
Moderate 0.51980776 Moderate Con 0.448 Identity Attack Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
why put so much focus on a poor guy with obvious mental problems is not fair to the population living in that city. But ya, we can not disagree, East Indians are taking over that …
why put so much focus on a poor guy with obvious mental problems is not fair to the population living in that city. But ya, we can not disagree, East Indians are taking over that place, and many other places in Ontario. Not their fault I would say, but a really badly managed immigration fuck up thats not gonna end well I fear.
Identity Attack0.41222036
Insult0.4339631
Profanity0.5013569
Threat0.017156094
Severe Toxicity0.027833538
Moderate 0.51980776 Constructive 0.639 Policy_Critique
Feb 6, 2026 Inside Canada's Indian Invasion...
That polish guy was saying he don't like Indian family as they walk naked...😅...well who is saying..😂 9:00
That polish guy was saying he don't like Indian family as they walk naked...😅...well who is saying..😂 9:00
Identity Attack0.46028158
Insult0.29855028
Profanity0.29209393
Threat0.10389658
Severe Toxicity0.07542343
Moderate 0.51980776 Moderate Con 0.422
Nov 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Indian people taking over and building up and bringing up the economy! Okay! It is making us Canadians say, “too much!” At least you heard the last 4 minutes! But, Whites, Blacc’s and whoever else …
Indian people taking over and building up and bringing up the economy! Okay! It is making us Canadians say, “too much!” At least you heard the last 4 minutes! But, Whites, Blacc’s and whoever else still left behind competing in an old world and fighting and being indifferent about race still! Yeah Fucc y’all! The Indian people see Brown and sticc to a motive while everyone else fighting! Canadian’s and American’s will doom themselves!
Identity Attack0.5135796
Insult0.46327567
Profanity0.4113413
Threat0.055270568
Severe Toxicity0.16960317
Moderate 0.51869136 Moderate Con 0.348 Identity Attack
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.