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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

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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: "they all come from india …" 304 comments · Page 7 of 13
As a Indian Sikh that was BORN in Australia with parents that have been in Australia for over 17 years, these new Indians coming here are the problem I’m not trying to be rude or …
As a Indian Sikh that was BORN in Australia with parents that have been in Australia for over 17 years, these new Indians coming here are the problem I’m not trying to be rude or racist but I’ve gone to India many times and there everyone is in Canada or something but when they get there they treat it like India, like if ur gonna go to a different country at least respect them . India is a beautiful country with good food it’s just that some (keyword some) people are disrespectful most Indians are like this because of stereotypes so they sometimes feel angry so then they try to get revenge. I’m not saying everyone is like this but I had to get it out because I’m starting to feel annoyed with Indians and other people, Indians also say that the uk stole from them so they are stealing back but that was only uk and only the government not the people. What u see on screens is not actually what India looks like on behalf of the Indian community I would like to say I’m sorry to everyone and every country we have taken over just know not everyone is like this only the Indians who have a ego and think they are better , sorry Canada, America, Australia and any other country
Identity Attack0.33352965
Insult0.17486192
Profanity0.12639372
Threat0.011741633
Severe Toxicity0.017029278
Low Tox 0.295883 Constructive 0.774 Personal_Narrative
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 …
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...
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...
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)
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)
I don’t blame the immigrants, I blame our liberal government because they are the ones who are supposed to control the amount of people coming into the country. If I travel to another country that …
I don’t blame the immigrants, I blame our liberal government because they are the ones who are supposed to control the amount of people coming into the country. If I travel to another country that I want to live in or work in, I need to follow their rules, laws and respect their culture, not trash their country, and change their culture and country to my country. This is what has happened in Canada, too many fn people from India here and they’ve basically taken over everything in the country, again this is not their fault, it’s our own governments fault.
Identity Attack0.2949366
Insult0.16989174
Profanity0.059948977
Threat0.008272167
Severe Toxicity0.010528564
Low Tox 0.28674445 Constructive 0.559
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
This is a Big Problem. But the problem was created by short sighted Canadian propaganda. They duped millions of vulnerable young people with false promises! People in Punjab were told by visiting, white Canadian politicians …
This is a Big Problem. But the problem was created by short sighted Canadian propaganda. They duped millions of vulnerable young people with false promises! People in Punjab were told by visiting, white Canadian politicians like Trudeau (who literally dressed up and danced all around India) that they are welcome in Canada and should sell whatever little they had in India and come here. They were poor and gullible and fell for it, and here we are! Canadian Government is FAR FAR stronger than any to-be immigrant group. Indian government pleaded with Canada to watch what kind of characters they were importing (google it)! And guess what Canada still voted for the Liberals! So who should shoulder the bulk of the blame?
Identity Attack0.2764353
Insult0.23704576
Profanity0.03715288
Threat0.009696201
Severe Toxicity0.009765625
Low Tox 0.28674445 Constructive 0.514
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
For you to know there are many white people & families coming & living in India nowadays. This video is aimed at degrading a community openly. Managing Immigration is a government responsibility.
For you to know there are many white people & families coming & living in India nowadays. This video is aimed at degrading a community openly. Managing Immigration is a government responsibility.
Identity Attack0.34324843
Insult0.06953252
Profanity0.04792466
Threat0.016292779
Severe Toxicity0.011062622
Low Tox 0.2854971 Constructive 0.521 Comparative_Framing
Feb 12, 2026 3 likes Inside Canada's Indian Invasion...
they all come from india and infiltrate the political system i see 3 working infront of you
they all come from india and infiltrate the political system i see 3 working infront of you
Identity Attack0.2854555
Insult0.1342682
Profanity0.08581402
Threat0.02250864
Severe Toxicity0.01302678
Low Tox 0.2854903 Low Con 0.212 Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work …
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work properly or look for jobs in India; they just prefer going to Canada. I don’t know what kind of jobs they get there. Some of them go there depending on relatives, and some go illegally, which is completely wrong. Because I want to say one true thing about Indian people: there is very little civic sense in India. Yes, if they belong to the upper class, then they may have some civic sense, but in the lower and middle class, civic sense is very low. That’s why wherever they go, they behave the same way they think, without caring that they are in another country. They don’t care about respecting that country or adjusting to its culture. Instead, they try to impose their own culture everywhere. They want to create their own space everywhere and put their own things everywhere. But if foreigners come to India and live here permanently, they just do their work and live normally. Even if they do something publicly to promote their own culture, Indians will immediately go against them. But I haven’t seen the same reaction outside. People there should also oppose this; otherwise, Indians will really spread everywhere in the same way.
Identity Attack0.36702603
Insult0.16773392
Profanity0.062454045
Threat0.009644418
Severe Toxicity0.012359619
Low Tox 0.28547668 Constructive 0.67 Identity_Assertion
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
I am an Indian. Many of the new comers from the North of India , whether students or immigrants, do not speak English fluently. Some, especially the Punjabis, cannot even read and speak even a …
I am an Indian. Many of the new comers from the North of India , whether students or immigrants, do not speak English fluently. Some, especially the Punjabis, cannot even read and speak even a single sentence in English. They bribe the immigration officials and get the IELTS certificate for whichever score/band they need. Some of them have a criminal background. When the inquiry for background check comes up, they bribe the police to get a clean certificate... and they all immigrate to Canada, Australia, New Zealand and other Western countries. Every other brown skinned people gets hated and embarrassed because of these people. I have a strong feeling that many in IRCC are of Indian decent and they help these people. These people are racists, arrogant, selfish, greedy, rude, disrespectful, uncivilized and mostly unintellectual. They don't even respect people from other parts of India.
Identity Attack0.31892163
Insult0.16824563
Profanity0.048175167
Threat0.0113014765
Severe Toxicity0.01121521
Low Tox 0.2854733 Constructive 0.58
Sep 28, 2025 1 likes IRCC Names India in Study …
Yaaaaaa. That restaurant look REALLY busy. Indian restaurants open up in any available location in Brampton, which now has Indian people in Brampton questioning, "How many different ways can you possibly cook Indian food?" A …
Yaaaaaa. That restaurant look REALLY busy. Indian restaurants open up in any available location in Brampton, which now has Indian people in Brampton questioning, "How many different ways can you possibly cook Indian food?" A petition went out online in 2023, in Brampton, that McDonalds wasn't catering to the "Indian Culture". It's a simple fact that the 10% of the "privileged culture" that are coming over to Canada are completely destroying the reputations of the Indians that came here and worked for their futures, to now being classified as the ignorance being brought to Canada for India
Identity Attack0.33352965
Insult0.11172232
Profanity0.04792466
Threat0.0100069
Severe Toxicity0.010299683
Low Tox 0.2854699 Constructive 0.661 Identity_Assertion
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
The indians come her and then take the money they make back to india. They don't support canada and our laws.
The indians come her and then take the money they make back to india. They don't support canada and our laws.
Identity Attack0.37730414
Insult0.0813853
Profanity0.020646973
Threat0.007547205
Severe Toxicity0.0073242188
Low Tox 0.28425202 Moderate Con 0.343
Aug 26, 2025 Why Canadians Are Turning Against …
We noticed on the road and thunder Bay nippegon.India is everywhere, Canada is lost.There's 1.4 billion people in India and they're all coming here.It's an invasion
We noticed on the road and thunder Bay nippegon.India is everywhere, Canada is lost.There's 1.4 billion people in India and they're all coming here.It's an invasion
Identity Attack0.31015682
Insult0.10294484
Profanity0.02836696
Threat0.009178371
Severe Toxicity0.010375977
Low Tox 0.28312725 Moderate Con 0.479
Oct 12, 2025 IRCC Names India in Study …
Who is trying to turn canada into india? You all forget that no one but the government is reponsible for bad immigration policies. Everyone comes here with a dream i mean canada is a country …
Who is trying to turn canada into india? You all forget that no one but the government is reponsible for bad immigration policies. Everyone comes here with a dream i mean canada is a country built by immigrants, just because some other nationalities got here first and made Canada their home does not give them the right to judge others. Shameless behaviour in the comments by some people. Humanity at its worst. God bless us all
Identity Attack0.1769227
Insult0.24171697
Profanity0.019690514
Threat0.0072235605
Severe Toxicity0.005645752
Low Tox 0.28087774 Constructive 0.533 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
In the first place they haven’t come here for studies - when you started giving student visa to gangsters, criminals and without any credentials- this is what happens. You created a whole fake college visa …
In the first place they haven’t come here for studies - when you started giving student visa to gangsters, criminals and without any credentials- this is what happens. You created a whole fake college visa scam to pocket the money - giving dubious one year diploma which can never give any job skill. Advertising it’s a pathway for citizenship . There are better colleges in India where these visa seekers can never enter due to the standards
Identity Attack0.17769934
Insult0.24928534
Profanity0.040409464
Threat0.008867673
Severe Toxicity0.007896423
Low Tox 0.2786282 Low Con 0.294 Policy_Critique
Sep 28, 2025 IRCC Names India in Study …
Why come to Canada to go to community colleges. Because most of the schools they are attending are in strip malls. Those people should not be here. If they are not smart enough for a …
Why come to Canada to go to community colleges. Because most of the schools they are attending are in strip malls. Those people should not be here. If they are not smart enough for a university entry, they are not the brain power we want. Those schools should be closed and a head count mandatory. We don't need the truck drivers or waitstaff at restaurants. The businesses that are only employing students that are from India need to be fined and held accountable. They are using government funding for their wages these are jobs that Canadians need and are rejected because the are not from India. It is racist and why should our taxes pay their wage while Canadian students are left with no jobs to help with the cost of university or housing.
Identity Attack0.25817248
Insult0.16883044
Profanity0.029596692
Threat0.01508414
Severe Toxicity0.010910034
Low Tox 0.2763787 Constructive 0.618
Oct 7, 2025 IRCC Names India in Study …
Most of them come from INDIA 😢
Most of them come from INDIA 😢
Identity Attack0.31892163
Insult0.07491849
Profanity0.06044999
Threat0.009877442
Severe Toxicity0.014253352
Low Tox 0.27525392 Moderate Con 0.402 Identity_Assertion
Jan 16, 2026 1 likes 2.9 million Canadian temporary visas …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about the illigal immigrants and I totally agree that all the illigal immigrants should not only be deported but should also be punished strictly and I get it that it's frustrating that people are not following the rules or people are doing bad stuff there but the thing is not only the content but also the intent behind the making and releasing this video, you could have mentioned illigal immigration but you choose to use words like Indian invasion and giving a name to a specific event would cause racism and hate towards the community as well as for the country, The way you showed the clips of specific people showing middle finger in cars I can show a tons of videos of native candains doing the same thing but then it's morally wrong because everyone's not same, same way just check out there's a lot of people who does bad things in public who are the citizens of Canada and who are doing bad stuff, imagine I make a video saying that "The stupid canadians who doesn't follow rules" that video will also show partial truth of some Canadians doing stupid things but associating Canada's name would spread racism against them which is wrong, same way you could've made a video on illigal immigrants who came from india but you choose to get more engagement by using racist terms and things which will make people think that all indians are same, in conclusion I just want to say that in america the highest earners are American-indians and I really thank us government for giving opportunities to them but they not only worked hard for those opportunities but they also worked more then the Americans to get to the top, if the America would have a better person to be the ceo of Google then sundar pichai must have been in india but since he's the best he's at the top same way every american-indian or legal immigrants not only worked hard to get there but also worked more to reach where they are, YOU HATE US, CAUSE YOU AIN'T US. (If you have talent skills and passion come to India and try to become ceo of Reliance industries or TATA group and if you really manage to do it I will not only say sorry but I will myself get all the Indians out of Canada) ✌️♌
Identity Attack0.27991617
Insult0.16337912
Profanity0.07514556
Threat0.058826666
Severe Toxicity0.014382465
Low Tox 0.27525392 Constructive 0.818 Moral_Argument
Feb 5, 2026 2 likes Inside Canada's Indian Invasion...
Old man, it isn't about color of your skin. It is about your culture that's not compatible with ours. You didn't come here to assimilate and to be Canadian. You came here to build India, …
Old man, it isn't about color of your skin. It is about your culture that's not compatible with ours. You didn't come here to assimilate and to be Canadian. You came here to build India, to take over Canada. There is almost 1,5 billion of you in India. Even if 100 milion of you come to Canada it won't make a dent in India's population, but Canada will perish. You don't want to assimilate because you cherish your culture. We also cherish our culture. Why do we have to accommodate to yours? You don't respect us, you want to marginalize us in our own country.
Identity Attack0.26494437
Insult0.1640896
Profanity0.038655918
Threat0.011560392
Severe Toxicity0.0128976675
Low Tox 0.27236435 Moderate Con 0.496 Identity_Assertion
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
I am an Indian in Canada but the students that are coming here are js ruining the image of people who came way before, one thing is half of them are tryna get a gf …
I am an Indian in Canada but the students that are coming here are js ruining the image of people who came way before, one thing is half of them are tryna get a gf or get married so they dont have to go back to India, in fact half of them are weird to girls for some reason. I am so done with this.
Identity Attack0.2795294
Insult0.15414265
Profanity0.0913099
Threat0.00866054
Severe Toxicity0.00919342
Low Tox 0.26859093 Constructive 0.516 Personal_Narrative
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these …
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these "khalistani" who want to create their own nation khalistan in India or maybe Canada...god alone knows, his father also cozyed up to them which led to the hijacking of Air India flight 423 forced to land in Lahore Pakistan instead of Amritsar India. Air India Flight 182 was a scheduled international flight from Toronto Pearson International Airport (as Air India Flight 181) to Sahar International Airport with regular Mirabel-London-Delhi stops. On the morning of June 23, 1985, the Boeing 747-237B[note 1] serving the route exploded near the coast of Ireland from a bomb planted by Sikh terrorists.[1][2][3] All 329 people on board were killed including 268 Canadian citizens, 27 British citizens, and 22 Indian citizens.[4] The bombing of Air India Flight 182 is the worst terrorist attack in Canadian history and was the world's deadliest act of aviation terrorism until the September 11 attacks in 2001. It remains the deadliest aviation incident in the history of Air India, and the deadliest no-survivor hull loss of a single Boeing 747 (from Wikipedia) The Sikhs shouldn't be mistaken for khalistanis, the khalistanis r a splinter group led by radicals who indoctrinate young sikh towards their khalistani believes & r supported, funded & controlled to some extent by the ISI of Pakistan. Edit: the Canadian government & other officials should take strict actions against any illegal immigrants & monitor the activities of these "khalistanis" because they seem to be gathering strength...sooner or later this will come back to bite Canada in the rear end...
Identity Attack0.27875587
Insult0.1711343
Profanity0.04742365
Threat0.019055385
Severe Toxicity0.012962224
Low Tox 0.26859093 Constructive 0.524 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Lot of doctor degrees also come from fake colleges in india
Lot of doctor degrees also come from fake colleges in india
Identity Attack0.28034934
Insult0.15343215
Profanity0.0838743
Threat0.00866054
Severe Toxicity0.009155273
Low Tox 0.2648175 Low Con 0.166 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If india was great and people were continuously coming tk my country and taking over even exploiting our resources meant for our people i would be unhappy too.
If india was great and people were continuously coming tk my country and taking over even exploiting our resources meant for our people i would be unhappy too.
Identity Attack0.28034934
Insult0.10587067
Profanity0.08096472
Threat0.02371728
Severe Toxicity0.014769804
Low Tox 0.26293078 Constructive 0.538 Identity_Assertion
Dec 9, 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.