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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: "Who is here in india" 2,270 comments · Page 49 of 91
Driving in India is worse. Motorbike accidents happen every day
Driving in India is worse. Motorbike accidents happen every day
Identity Attack0.316
Insult0.081261896
Profanity0.08355101
Threat0.012337137
Severe Toxicity0.012833111
Low Tox 0.295883 Moderate Con 0.318 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada has always been safe haven for gangsters & terrorists earlier they were operating out of Canada in India but finally rooster has come home. India has been asking for deportation & warning for decades …
Canada has always been safe haven for gangsters & terrorists earlier they were operating out of Canada in India but finally rooster has come home. India has been asking for deportation & warning for decades but now I think they will listen😅.
Identity Attack0.2846865
Insult0.18107465
Profanity0.019622196
Threat0.011974656
Severe Toxicity0.008659363
Low Tox 0.295883 Moderate Con 0.42 Comparative_Framing
Feb 21, 2026 Canadian immigration officers investigating hundreds …
They have a big big contact to GOVERNMENT, PRIVATE COMPANIES, AS MOST OF THEM A HEAD POSITION THEIR PROIRITIZE THEIR OWN RACE THEIR OWN NATIONSLITY TO HIRE EAST INDIA
They have a big big contact to GOVERNMENT, PRIVATE COMPANIES, AS MOST OF THEM A HEAD POSITION THEIR PROIRITIZE THEIR OWN RACE THEIR OWN NATIONSLITY TO HIRE EAST INDIA
Identity Attack0.2877625
Insult0.11616662
Profanity0.0816113
Threat0.029933142
Severe Toxicity0.020386212
Low Tox 0.295883 Low Con 0.221
Oct 17, 2025 IRCC Names India in Study …
HEY TYLER IF YOU WANNA VISIT INDIA CHOOSE NORTHEAST INDIA WHICH IS ONE OF THE BEAUTIFUL PLACES ON EARTH YOU CHECKOUT ON INTERNET AND CLEANEST PART OF INDIA TOO NORTHEAST INDIA CONSIST STATES> 1>MEGHALAYA 2>ASSAM …
HEY TYLER IF YOU WANNA VISIT INDIA CHOOSE NORTHEAST INDIA WHICH IS ONE OF THE BEAUTIFUL PLACES ON EARTH YOU CHECKOUT ON INTERNET AND CLEANEST PART OF INDIA TOO NORTHEAST INDIA CONSIST STATES> 1>MEGHALAYA 2>ASSAM 3>ARUNACHAL PRADESH 4>NAGALAND 5>MANIPUR 6>MIZORAM 7>SIKKIM THESE ARE THE NORTHEAST STATES YOU CAN CHECKOUT THESE PLACE ON INTERNET TOO THESE ARE THE MOST SAFE AS WELL AS HOSPITABLE STATES OF INDIA FOR FOREIGNERS AND IF YOU SEE THESE PLACE YOU PROBABLY SAY THIS IS HEAVEN ON EARTH😇😇
Identity Attack0.25986546
Insult0.08508729
Profanity0.14225815
Threat0.02855184
Severe Toxicity0.023076924
Low Tox 0.29405528 Constructive 0.538 Advertisement_Spam
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
Now it is not a multicultural country, it is more a country with more Indian culture and that is not good for anyone because this is Canada not India
Now it is not a multicultural country, it is more a country with more Indian culture and that is not good for anyone because this is Canada not India
Identity Attack0.3817989
Insult0.0820023
Profanity0.023584666
Threat0.0067963502
Severe Toxicity0.008926392
Low Tox 0.29405528 Low Con 0.249
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Lol ik you're mad my guy and i am from India the people attacking you were most likely bought and paid for people by the current government or some bots. Plus I assure you Punjab …
Lol ik you're mad my guy and i am from India the people attacking you were most likely bought and paid for people by the current government or some bots. Plus I assure you Punjab and Sikhs had nothing to do with any hate you got.
Identity Attack0.11512129
Insult0.24424846
Profanity0.13785136
Threat0.011327368
Severe Toxicity0.014705247
Low Tox 0.29405528 Constructive 0.522 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
😂😂😂😂😂😂 While I was watching just for gags 20 year back I was amazed how canada people so gentle, city looks so clean 😂😂😂😂😂 Now our india canada same Why we have to tour canada …
😂😂😂😂😂😂 While I was watching just for gags 20 year back I was amazed how canada people so gentle, city looks so clean 😂😂😂😂😂 Now our india canada same Why we have to tour canada While everything is Indian 😂😂😂😂
Identity Attack0.36702603
Insult0.08434689
Profanity0.037904397
Threat0.0075083673
Severe Toxicity0.014253352
Low Tox 0.29405528 Moderate Con 0.401
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I am an Indian and I would say Canada belongs to white people, and we should respect their social values. Canadians dont let Canada to turn into Punjab India or into any other country. Canada …
I am an Indian and I would say Canada belongs to white people, and we should respect their social values. Canadians dont let Canada to turn into Punjab India or into any other country. Canada has a great culture. Preserve your culture Preserve your identity Canadian authorities and Native Canadians must make sure that strict civic sense to be followed by every immigrant.Make English language mandatory for every immigrant. Also every brown skinned is not Indians. Many Pakistani and Bangladeshi also tag themselves as Indians. And Indians who want to turn Canada like their homeland they please come back to India if you miss so much your country why to be in foreign land.
Identity Attack0.3817989
Insult0.09563028
Profanity0.044167064
Threat0.010913103
Severe Toxicity0.01159668
Low Tox 0.29405528 Constructive 0.746 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
You are lol against India 😅😅😂😂
You are lol against India 😅😅😂😂
Identity Attack0.27701542
Insult0.15982662
Profanity0.110447146
Threat0.012958534
Severe Toxicity0.014447021
Low Tox 0.29405528 Low Con 0.252 Meta_Commentary
Feb 28, 2026 Inside Canada's Indian Invasion...
I hope anyone in the comments outraged about this arent liberal voters. If you are a liberal voter this is the cause of your actions, Trudeau welcomed known terrorists into this country, youre on youtube, …
I hope anyone in the comments outraged about this arent liberal voters. If you are a liberal voter this is the cause of your actions, Trudeau welcomed known terrorists into this country, youre on youtube, look up the prime minister of india calling out the canadian government for welcoming all their criminals into our country. This wont stop when you vote for this to happen🤦🏼‍♂️
Identity Attack0.17769934
Insult0.24767025
Profanity0.015420608
Threat0.011146127
Severe Toxicity0.007095337
Low Tox 0.2922276 Moderate Con 0.406 Unverified_Claim
Feb 18, 2026 Canadian immigration officers investigating hundreds …
English has becoming a lost language , India has taken over
English has becoming a lost language , India has taken over
Identity Attack0.32476485
Insult0.10440776
Profanity0.07740857
Threat0.018019408
Severe Toxicity0.016706496
Low Tox 0.2922276 Low Con 0.141
Nov 21, 2025 1 likes Quebec Ends Economic Immigration Program …
Did you there's more Indians in just india than every single white person on earth combined?!
Did you there's more Indians in just india than every single white person on earth combined?!
Identity Attack0.36702603
Insult0.071433455
Profanity0.07126612
Threat0.009126588
Severe Toxicity0.0104522705
Low Tox 0.2922276 Low Con 0.196 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Im from northeast india...in this region we have the system call inner line permit where it restricts others indian from immigrating to this region within india itself...so just get your act together canadians...we had to …
Im from northeast india...in this region we have the system call inner line permit where it restricts others indian from immigrating to this region within india itself...so just get your act together canadians...we had to bear the brunt of communal attacks,and so many violent death against punjabis and bengalis
Identity Attack0.36702603
Insult0.07301756
Profanity0.026727317
Threat0.14327845
Severe Toxicity0.01302678
Low Tox 0.2922276 Constructive 0.666 Comparative_Framing
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
lot of people who commits crime and scams in india who are running from authority come to canada tell canadian government that they are persecuted minority indian government be like you wants them take them …
lot of people who commits crime and scams in india who are running from authority come to canada tell canadian government that they are persecuted minority indian government be like you wants them take them so congratulation canada government of india agreed to take back all illegal immigrant
Identity Attack0.33352965
Insult0.15769513
Profanity0.02303812
Threat0.009540852
Severe Toxicity0.00793457
Low Tox 0.2922276 Moderate Con 0.423 Unverified_Claim
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
14:41 This person is lying through his teeth about Hinduism, they are everything that stands against unity, liberty & fraternity. As a person who lived in India, and understands their culture, I disagree with this …
14:41 This person is lying through his teeth about Hinduism, they are everything that stands against unity, liberty & fraternity. As a person who lived in India, and understands their culture, I disagree with this person.
Identity Attack0.2783691
Insult0.14874944
Profanity0.07255927
Threat0.010421164
Severe Toxicity0.0090408325
Low Tox 0.2922276 Constructive 0.609 Personal_Narrative
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people …
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people also forgot how rich India was before united kingdoms invasion and how the British empire stole all the valuable resources from India like gold and used it for the development of London. So pls I am respectful don't be racist towards other countries. All are equal made by god just separated by borders of countries but live in the same soil which is our earth. It's also a fact that the people who have enough money or are rich in India live a good life where the infrastructure is good the people are good like the system in upper castes. Whereas the poor people are the ones which have to suffer as generally they are low castes and don't get jobs offered in India as they face caste discrimination and so they get involved in illegal activities like scam call centres and robbery to get some money. The foreigners only see the bad side of India and the bad people who are poor and have to earn something for their family to survive. So pls I know that the things these are doing are illegal or bad but still don't blame whole India for it as those people are very poor have nothing to eat and so they get lured by strangers into doing these things. I can easily say tyler is racist because it's just bad things about India that he shows like the photo of punjab he shows like a random street in punjab a person is driving in motorcycle and there is garbage all around and not showing the golden temple or beautiful places there. I know the people should point out the mistakes of a country like dirty places there but like all the images shown of the country are dirty and not a single picture is good about it even though there are many. That clearly racist and the motive is clearly here to disrespect the countrys image
Identity Attack0.25478655
Insult0.18604483
Profanity0.056441884
Threat0.00933372
Severe Toxicity0.010223389
Low Tox 0.2922276 Constructive 0.76 Moral_Argument
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and …
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and to those who also live on the street cannot even park there car or live in there homes due to the loud noise. No permit, just taking over. The other problem the last few years immigrations number have skyrocket and 90% of them our Indians. The government should have never let such a large group from one country enter. Meanwhile as climate change happen a lot of countries will be in trouble and the people will need to go somewhere. Iran has only 3% of there water reserve left. India has ruin there country and so has China with pollution and dumping of heavy metel in river and lakes. Meanwhile the Caribbean is expected to be unlivable in 15 and 20 years. The USA we are expected to lose 100 miles of our coastline. That area is where 50% of Americans lives. Pretty soon it will be everyone for themselves if certain country do not look at the long term picture. Also the lifestyle we are living today is just not sustainable.
Identity Attack0.2783691
Insult0.24835461
Profanity0.07385241
Threat0.01254427
Severe Toxicity0.010681152
Low Tox 0.2922276 Constructive 0.629 Fear_Threat
Dec 7, 2025 Why Canadians Are Turning Against …
10:42 Irony is most of Punjabi represent India😂
10:42 Irony is most of Punjabi represent India😂
Identity Attack0.31015682
Insult0.11464815
Profanity0.068967216
Threat0.011146127
Severe Toxicity0.016319158
Low Tox 0.29039988 Low Con 0.273 Humor_Satire
Feb 11, 2026 Inside Canada's Indian Invasion...
When I lived in Toronto I never had any problems except for the bad drivers. At least Toronto streets are cleaned and paved... It's not literally India yet. Brampton is the worst for driving though …
When I lived in Toronto I never had any problems except for the bad drivers. At least Toronto streets are cleaned and paved... It's not literally India yet. Brampton is the worst for driving though seriously.
Identity Attack0.22631748
Insult0.24928534
Profanity0.029888187
Threat0.007029374
Severe Toxicity0.0051879883
Low Tox 0.29039988 Constructive 0.671 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
why do u hate india
why do u hate india
Identity Attack0.29188538
Insult0.06634661
Profanity0.09961538
Threat0.0103175985
Severe Toxicity0.010299683
Low Tox 0.29039988 Moderate Con 0.356 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
I knew an indian guy from work who was convinced he was subject to racism bc he and 4 OTHER men from india went to a park at around 9pm and a lady yelled at …
I knew an indian guy from work who was convinced he was subject to racism bc he and 4 OTHER men from india went to a park at around 9pm and a lady yelled at them to shut up. ME: She prob just wanted silence my gawd. Loud speaker phones, no sense of respect for the park....like come on. Give the lady some peace. its so disrespectful... I dont recall growing up being so annoyed with noise pollution. Even speaker phones on trains WTH
Identity Attack0.27759558
Insult0.16817254
Profanity0.11354194
Threat0.011042561
Severe Toxicity0.011291504
Low Tox 0.29039988 Constructive 0.683
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Hindu hortons is just a small example of how much canada has become india!
Hindu hortons is just a small example of how much canada has become india!
Identity Attack0.36702603
Insult0.16124763
Profanity0.027547138
Threat0.007689608
Severe Toxicity0.011138916
Low Tox 0.29039988 Low Con 0.205
Jan 27, 2026 Inside Canada's Indian Invasion...
Khalistani is not the real sikh the real sikh you see in India ,punjab
Khalistani is not the real sikh the real sikh you see in India ,punjab
Identity Attack0.36598656
Insult0.2735258
Profanity0.15371579
Threat0.05268431
Severe Toxicity0.030523606
Low Tox 0.28857216 Low Con 0.189 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada does not need any student. Canada got enough talent. They let them in so Canada can persuade them to become truck drivers as Canada need lots of truck drivers. All the schools in Brampton …
Canada does not need any student. Canada got enough talent. They let them in so Canada can persuade them to become truck drivers as Canada need lots of truck drivers. All the schools in Brampton and Mississauga are total FRAUD and making money from these students. They should be stopped. I have been to IRCC page and it is extremely easy to let criminals in this country. Forced home invasions, Looting of Beer stores or LCBO. Looting of Jewelry stores. making illegal U turns in and around GTA has become a NORM. Garbage is everywhere. Fireworks is another major problems. They want to do it then do it in India. Don't bring this piece of shit in Canada. We have Canada day and couple others which are celebrated near Downtown Toronto and Niagara Falls. Go and watch. Queen is dead and no reason to have fireworks on stupid Victoria day. Abolish Victoria day or ban fireworks on that day.
Identity Attack0.14233272
Insult0.25205973
Profanity0.026317406
Threat0.011560392
Severe Toxicity0.008964539
Low Tox 0.28674445 Constructive 0.554 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial …
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial revolution was built on back of Indian slaves paying 70 percent taxes to the crown. Canada, UK and Australia were built on this stolen money. They stole money from the Indians and they stole land from the indigenous. This video shows nothing but prejudice. People only have a problem with brown immigrants. I remember 35,000 European immigrants arrived in the city in 2021 even before the Ukraine war and no one cared. Brampton has 27% Indian people so they're clearly not a majority but they are a majorly targeted group because of this prejudice. I don't have the Canadian numbers but in the US 6% of tax comes from Indians and they're 1% of the population. You don't have to trust me you can look it up. The motives of this look racist because when you try hiring white folks the retention rate is extremely low, these past 6 months I have seen 8 employees in managerial positions who quit less than 2 weeks and it's impossible to retain them no matter what salary you offer and then when you go hire an Indian they just don't quit and work harder. But again that's an anecdote, that doesn't mean white folks don't work hard. Everyone has different experiences so stop, putting half baked stuff out on the internet and stop embarrassing yourself. You got a problem, go back to your country. Why don't you go back to jolly old England and serve the queen.
Identity Attack0.27510223
Insult0.21135417
Profanity0.028776871
Threat0.011146127
Severe Toxicity0.008888245
Low Tox 0.28674445 Constructive 0.657
Sep 19, 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.