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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: "Indians are people who you …" 1,087 comments · Page 9 of 44
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to …
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to act then it’s fine if they build their culture hair, don’t forget Europeans and white people built their culture all over the world and killed everyone that wasn’t what they wanted and got rid of their religions in their ancestors and they got rid of their culturewhite people have killed billions of people, but nobody seems to care about that as soon as you see some brown people moving into your country, that’s under 1 million you guys flip out it’s weird
Identity Attack0.5135796
Insult0.34237885
Profanity0.2801717
Threat0.5195707
Severe Toxicity0.17009245
Moderate 0.5140397 Constructive 0.558 Identity Attack Threat
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS …
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS WILL BE PORTECTED. 100% THEY MADE LOTS OF MONEY FROM THESE STUDENTS AND LET THEM DISAPPEAR. SHAME THEY SHOULD BE REMOVED FROM IRCC. THEY ARE INCOMPETENT AND GENETICALLY FRAUD. REMOVE,REMOVE,THEY BELONG IN THE PRISON,IF THEY ARE NOT HONEST AND DONT TRY TO TRACK THOSE DISAPPEARED STUDENT. THEY SHOULD BE SENT TO PRISON.THEY KNEW IT,THEY HAVE THEIR PHONE AND THEIR ADDRESS. WHAT A SHAME. WE CANADIANS DONT WANT FRAUD,CROOKED PEOPLE WORKING IN IRCC. SHAME,DISGUSTING,WHAT AN EMBARRASSMENT.
Identity Attack0.27991617
Insult0.54471385
Profanity0.10425757
Threat0.18597278
Severe Toxicity0.043077253
Moderate 0.5140397 Moderate Con 0.373 Insult
Oct 10, 2025 1 likes IRCC Names India in Study …
The problem of Indian people is the gases and bad smell. thanks God
The problem of Indian people is the gases and bad smell. thanks God
Identity Attack0.55044734
Insult0.40189892
Profanity0.22105443
Threat0.13397428
Severe Toxicity0.18844056
Moderate 0.5140397 Moderate Con 0.361 Identity Attack Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Can’t even get a job in my own country because these people are only hiring Indians. it’s ridiculous. I hope something happens soon.
Can’t even get a job in my own country because these people are only hiring Indians. it’s ridiculous. I hope something happens soon.
Identity Attack0.50515765
Insult0.47384647
Profanity0.25001678
Threat0.035113025
Severe Toxicity0.023076924
Moderate 0.5140397 Moderate Con 0.416 Identity Attack Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
There aremany false allegations against indians in canada . also white people in canada are Illegal migrants(invaders)
There aremany false allegations against indians in canada . also white people in canada are Illegal migrants(invaders)
Identity Attack0.6007182
Insult0.4378843
Profanity0.0838743
Threat0.008375733
Severe Toxicity0.023223408
Moderate 0.5140397 Moderate Con 0.356 Identity Attack Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
My wife's family is from Canada. When we go visit family and take our son to the parks, there are tons of Indian kids that don't even speak English being watched by old Indian men …
My wife's family is from Canada. When we go visit family and take our son to the parks, there are tons of Indian kids that don't even speak English being watched by old Indian men who do no parenting and also speak no English. You can't argue with them or it's a "hate crime." Local Canadians live in fear of the government protecting these worthless people.
Identity Attack0.4774257
Insult0.53014356
Profanity0.07999486
Threat0.012078222
Severe Toxicity0.023076924
Moderate 0.5140397 Constructive 0.608 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Our country has officially become a landing pad. The logic is a joke: ignore our own people and bring in planeloads of Indians to staff Tim Hortons instead of paying a living wage. We’ve become …
Our country has officially become a landing pad. The logic is a joke: ignore our own people and bring in planeloads of Indians to staff Tim Hortons instead of paying a living wage. We’ve become a pathetic shell of a country where the 'New Dream' is 12 Indians crammed in a one-bedroom apartment in their bare feet with not a single deodorant stick between the twelve of em’ just to keep low-wage franchises running. 💩
Identity Attack0.46028158
Insult0.5130944
Profanity0.23083201
Threat0.020954676
Severe Toxicity0.023129508
Moderate 0.509388 Moderate Con 0.32 Insult Fear_Threat
Feb 28, 2026 4 likes Inside Canada's Indian Invasion...
Find sad people and interview news channels drawing board story cry me a river first deport all Indian
Find sad people and interview news channels drawing board story cry me a river first deport all Indian
Identity Attack0.55044734
Insult0.35333878
Profanity0.17520344
Threat0.34804323
Severe Toxicity0.16233426
Moderate 0.509388 Low Con 0.138 Identity Attack Identity_Assertion
Feb 11, 2026 Canada's tighter immigration policy divides …
The only people left in Canada are Indians and liberals who hate themselves for being white
The only people left in Canada are Indians and liberals who hate themselves for being white
Identity Attack0.5983441
Insult0.36798462
Profanity0.15107171
Threat0.010369381
Severe Toxicity0.023076924
Moderate 0.509388 Low Con 0.219 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I love the non Muslim Indian people. They are a great addition to our society unlike nasty middle eastern and African Muslims. The liberal party is massively moving the people in that are uneducated and …
I love the non Muslim Indian people. They are a great addition to our society unlike nasty middle eastern and African Muslims. The liberal party is massively moving the people in that are uneducated and can't assimilate so they will get on welfare and have their permanent vote
Identity Attack0.5948528
Insult0.47384647
Profanity0.22429734
Threat0.012130005
Severe Toxicity0.06101104
Moderate 0.509388 Constructive 0.62 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
The Pakistani guy telling about immigration is funny , these pakistanis turned london into hell...most indians come in country are educated and progressive while offcourse few black sheeps are there but most of them develop …
The Pakistani guy telling about immigration is funny , these pakistanis turned london into hell...most indians come in country are educated and progressive while offcourse few black sheeps are there but most of them develop the country they live in and are not problematic like other countries people 😅.....
Identity Attack0.55044734
Insult0.44126466
Profanity0.33453682
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.509388 Constructive 0.577 Identity Attack Identity_Assertion
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I …
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I hate everyone from Africa like Africa is only Sudan or Somalia... Or Indians eat poop how bizzar is that... There are bad but not everyone is bad... This guy prove everytime I see this video I don't like his videos.... But not all videos are bad. And ofc these illegal stuff is bad, as this title have India I am sure this video will get heat.... cuz everyone hate hardworking people Edit - I also like this guy cuz he is equally racist to everyone... showing the real stuff
Identity Attack0.46028158
Insult0.40243408
Profanity0.34391102
Threat0.054624002
Severe Toxicity0.16960317
Moderate 0.509388 Constructive 0.743
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
So many Indians in the UK, the right wingers paint them as "Muslim" to get people angry. Too the uneducated brown people= Muslim
So many Indians in the UK, the right wingers paint them as "Muslim" to get people angry. Too the uneducated brown people= Muslim
Identity Attack0.58743036
Insult0.45135358
Profanity0.2124067
Threat0.025789235
Severe Toxicity0.02491361
Moderate 0.509388 Constructive 0.516 Identity Attack Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
Such a racist , biased untruthful borderline intolerant article 😡😡😡😡. People from India are highly skilled and your country desperately need them hence your country got them here on H1 and unlike those Islamic country …
Such a racist , biased untruthful borderline intolerant article 😡😡😡😡. People from India are highly skilled and your country desperately need them hence your country got them here on H1 and unlike those Islamic country immigrants who come and slowly invade and hate .. the locals.. Indians .. work hard , PAY TAX , Contribute to country’ s grand GDP , and try to build a life for themselves and families without hurting others !! If their prosperity and growth is sticking a thorn in your eye , you need to think whose fault it is !! Get the PERSPECTIVE right !! 😡😡😡
Identity Attack0.46028158
Insult0.49151286
Profanity0.07740857
Threat0.012337137
Severe Toxicity0.02406851
Moderate 0.509388 Moderate Con 0.476
Nov 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Lotta Indians, but not as much as Freemont California.. It’s the happiest city in the United States there’s no white people
Lotta Indians, but not as much as Freemont California.. It’s the happiest city in the United States there’s no white people
Identity Attack0.5913144
Insult0.35333878
Profanity0.20483992
Threat0.032005094
Severe Toxicity0.059217658
Moderate 0.509388 Moderate Con 0.338 Identity Attack Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
black people really have it hard, in an “indian invasion”, yall still find time to laughing at racism against africans.
black people really have it hard, in an “indian invasion”, yall still find time to laughing at racism against africans.
Identity Attack0.58354634
Insult0.36193377
Profanity0.2188925
Threat0.028897164
Severe Toxicity0.02453801
Moderate 0.509388 Low Con 0.221 Identity Attack Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
You don’t have any problem, putting forward, absolute inaccurate content. How about your concentrate on your own country and stay the f*uk out of ours. In your Niagara video of woman claimed that once a …
You don’t have any problem, putting forward, absolute inaccurate content. How about your concentrate on your own country and stay the f*uk out of ours. In your Niagara video of woman claimed that once a day in Niagara Falls family day and everything is closed. Did you not check it? This video. You make it sound like everybody who is the greatest of Indian move to Franklin people from my neighbourhood they do talk to us saying hello. Help me when I’m at Walmart. Is the person that moving to send if you’re racist country. You’ll talk to Canadians who represent you more than they represent us and your post. What they say must be interesting in your bizarre echo chamber.
Identity Attack0.29035977
Insult0.42567953
Profanity0.46460027
Threat0.01940071
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.56 Meta_Commentary
Oct 16, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian people’s behaviour is not good.
Indian people’s behaviour is not good.
Identity Attack0.57150364
Insult0.35333878
Profanity0.17566866
Threat0.0115345
Severe Toxicity0.02411546
Moderate 0.50789946 Moderate Con 0.36 Identity Attack
Sep 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
The issue is real concerns warping into a racist perspective. No doubt there’s too many Indians coming into Canada, as the Canadian government is more than happy to accept. And the frustration from over-immigration turning …
The issue is real concerns warping into a racist perspective. No doubt there’s too many Indians coming into Canada, as the Canadian government is more than happy to accept. And the frustration from over-immigration turning into “fuck Indians”, it happens so quick. Being a man born in Canada with Indian heritage, lets you see how much the new immigrants don’t like you because you are too “white” for them, and Canadians don’t like you because you look like all of the new people coming in that look just like you. Lose lose all around.
Identity Attack0.5274064
Insult0.4596616
Profanity0.48510036
Threat0.027515862
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.645 Identity Attack Personal_Narrative
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Unfortunatley this plague is also hitting Romania. We have 130k combined Nepalis, Sri Lankers, Bengalis and Indians. People from the indian subcontient are like a biological weapons sent to destory the white world.
Unfortunatley this plague is also hitting Romania. We have 130k combined Nepalis, Sri Lankers, Bengalis and Indians. People from the indian subcontient are like a biological weapons sent to destory the white world.
Identity Attack0.57150364
Insult0.42743355
Profanity0.2637234
Threat0.17964768
Severe Toxicity0.16760159
Moderate 0.50789946 Moderate Con 0.441 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
guy on the bike say that "indians are generally a dirty people" just as easy as ordering a big mac. he got nuttin to hide. exercising his freedom of speech like a champ. lol
guy on the bike say that "indians are generally a dirty people" just as easy as ordering a big mac. he got nuttin to hide. exercising his freedom of speech like a champ. lol
Identity Attack0.5135796
Insult0.5130944
Profanity0.2366394
Threat0.01052473
Severe Toxicity0.023645958
Moderate 0.50789946 Moderate Con 0.379 Identity Attack Insult Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t …
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t even like Canada they assume they don’t need to assimilate they just wanna take over and change it they took over the Main Street completely no English stores I could barely go to the corner store cuz they did t know what I was saying it’s just insane asf they hate and ruin and take over with. No care for us
Identity Attack0.44690517
Insult0.42167732
Profanity0.33141375
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.558 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
How disgusting people just for views defaming India.If u don't want Indians in your country just cut all ties with india and ban indians why you are spreading hatred. I love canadian people but pl …
How disgusting people just for views defaming India.If u don't want Indians in your country just cut all ties with india and ban indians why you are spreading hatred. I love canadian people but pl don't spread hatred.
Identity Attack0.44690517
Insult0.5145894
Profanity0.11725569
Threat0.023544617
Severe Toxicity0.023076924
Moderate 0.50789946 Constructive 0.514 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The original immigrants from India were hard working honest people who appreciated the opportunity to live in Canada. The new Indian immigrants are arrogant , boastful and aggressive. They want to scan and con their …
The original immigrants from India were hard working honest people who appreciated the opportunity to live in Canada. The new Indian immigrants are arrogant , boastful and aggressive. They want to scan and con their way in and game the system for everything they can get.
Identity Attack0.5135796
Insult0.5130944
Profanity0.059447967
Threat0.010188141
Severe Toxicity0.023076924
Moderate 0.50789946 Moderate Con 0.458 Identity Attack Insult Identity_Assertion
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes 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.