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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 31 of 44
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...
Good journalism, both sides being presented here, the reasons why it happened, the stereotypes. While I don't really have a strong opinion about Brampton being mostly Indians, I do have an opinion that Canadians should …
Good journalism, both sides being presented here, the reasons why it happened, the stereotypes. While I don't really have a strong opinion about Brampton being mostly Indians, I do have an opinion that Canadians should condemn other areas as well that are majority of immigrants. Vaughn area is filled with Chinese people no one makes a fuss about it. They ain't speaking english, they aint serving American junk food everywhere, yet Indians are a problem. The community has vices, but justifying xenophobia with that is awful. European descendant people came here and took over native Canadians. Can't think how it must've felt for them. That was unarguably way worse than the current immigration system. My point being its a problem against a specific community is not really being uncomfortable for the sake of the country but purely out of spite and racism. I can see the concerns but not when they stereotype every Indian.
Identity Attack0.28622448
Insult0.16868424
Profanity0.054938845
Threat0.007870848
Severe Toxicity0.007896423
Low Tox 0.26859093 Constructive 0.862
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Indian I don't even liked this. Each place, city, country has it's own tradition, own people, and stuff and if any religion or group of people are taking over it then that's not …
As a Indian I don't even liked this. Each place, city, country has it's own tradition, own people, and stuff and if any religion or group of people are taking over it then that's not a good thing. What applies for Muslim people should apply for all. PS: I'm Hindu!
Identity Attack0.29188538
Insult0.06319981
Profanity0.06596114
Threat0.010964886
Severe Toxicity0.009460449
Low Tox 0.26859093 Constructive 0.749 Identity_Assertion
Nov 2, 2025 Inside Canada's Indian Metropolis (Brampton)
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 …
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 And if people want to UNDERSTAND why people from mostly Punjab move to Canada, they need to learn history. The short version is - Sikh Regiment, business in the 19th and 20th century. For a longer version why the migration exploded in the late 20th and 21st century, the seeds were sown back in the early 20th century - Brits favouring a handful of Khalistanis to weaken Indian National movement before Indian Independence (read Sanjiv Sanyal’s book - “Revolutionaries”) and keep the Jewel (India) in the crown. Post the assassination of Indian PM Indira Gandhi by the Khalistani Terrorists (concentrated in Punjab) in 1984 and the Indian government crackdown on them - many found refuge in Canada aided by Pakistan’s Intelligence Service Agency and off course the USA and Canada 🫡🫡🫡 Indian government repeatedly pleaded the West to hand over the terrorists but surprise surprise, the West wants to use these elements to keep India in check and support its ally Pakistan. Fast forward, Khalistani sympathisers (Khalistan was a violent separatist movement in Punjab)find their refuge in Canada. Their relatives move in shortly and encourage others from Punjab to do so. Why ?? To build the base for Khalistan movement in Canada against India (all this being supported by the West while India cries its lungs out) 😢😢😢. Canada becomes a mini Punjab for the Khalistani terrorists/sympathisers. The Punjabi culture takes root courtesy of the Khalistanis - brings in more migration. Fast forward to today, the movement is now a tsunami with people from Punjab moving in large numbers. Why ? Because of the Khalistan movement, Punjab got destroyed economically (it was the richest state in India) as a result people are forced to move out. And the best place is their second Punjabi 🫣🫣 ie. Khalistani homeland Canada.
Identity Attack0.2816105
Insult0.12521741
Profanity0.026590679
Threat0.0091524795
Severe Toxicity0.008621216
Low Tox 0.26859093 Constructive 0.685 Comparative_Framing
Feb 11, 2026 4 likes Inside Canada's Indian Invasion...
AS AN INDIAN THANKS FOR MAKING THIS VIDEO . I AS A INDAIN REQUEST you my brother Canadian's to stop the illegal smuggling thing. India is not actually filled with these kind of people. there …
AS AN INDIAN THANKS FOR MAKING THIS VIDEO . I AS A INDAIN REQUEST you my brother Canadian's to stop the illegal smuggling thing. India is not actually filled with these kind of people. there are poor and rich here both suffer with this country. but the rich understand and are are very well educated to understand the locals and support their country. but idk what's wrong with Canada that they leave the north Indian's ( basically 90% people of this part of region are not very friendly and are very badly educated about things only the top 10% of this region really understand things and even they suffer with this and the allegations some of them for just being the same religion ) and because of them the other people of India who were going to America/Canada for better meant of the country they go to , get with this and get rejected. its just my opinion and the things I have seen going around me.
Identity Attack0.2781757
Insult0.08831572
Profanity0.077731855
Threat0.012440704
Severe Toxicity0.014188796
Low Tox 0.2667042 Constructive 0.774 Personal_Narrative
Feb 18, 2026 Inside Canada's Indian Invasion...
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those …
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those are basic truths.. But the Government must turn the taps down on immigration right away, it is totally out of control.. Things are at the point where no one Zero more immigrants from India and Pakistan should be allowed to enter the country, for at least the next few years , until the government can get a true handle on things.. I really don't think the government officials have any idea of the pace at which Canada is rapidly changing.. It is mind boggling the rapid changes and that's from every single nook and cranny of this once beautiful country you will see new immigrants.. There are places i went to as a child with my folks, where you would never have seen nothing but white people, maybe a few native people, a couple of black and oriental folks and that was it.. Now there are car loads of east Indians running around some actually living in those communities.. I am not a racist person, but that's my own observation on the ground.. I think every single Canadian in this country would have the exact reaction..
Identity Attack0.2964622
Insult0.086852804
Profanity0.07643871
Threat0.019746035
Severe Toxicity0.012833111
Low Tox 0.2667042 Constructive 0.822
Aug 25, 2025 Why Canadians Are Turning Against …
I'm a white Canadian and I want more Indians because they don't want Sharia law like Muslim do so yah I'd rather live amongst the Indians they're awesome people
I'm a white Canadian and I want more Indians because they don't want Sharia law like Muslim do so yah I'd rather live amongst the Indians they're awesome people
Identity Attack0.30103904
Insult0.0654725
Profanity0.057944927
Threat0.008013252
Severe Toxicity0.010223389
Low Tox 0.2667042 Constructive 0.598 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
This stuff is so overblown. Indian people are cool, they'll become fuuly assimilated Canadians in a few generations. "White" Canadians today count as people from all over Europe, when in the past they were all …
This stuff is so overblown. Indian people are cool, they'll become fuuly assimilated Canadians in a few generations. "White" Canadians today count as people from all over Europe, when in the past they were all different and all fear mongered about each other
Identity Attack0.30256465
Insult0.07428485
Profanity0.04266402
Threat0.007754337
Severe Toxicity0.007896423
Low Tox 0.2648175 Constructive 0.617
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Dude's just spreading hate. Indian community might lack some manners, but are the most reliable group of people who are welcoming to many. You dont see them doing drugs on streets, you dont see them …
Dude's just spreading hate. Indian community might lack some manners, but are the most reliable group of people who are welcoming to many. You dont see them doing drugs on streets, you dont see them murdering for money. They are 99.99% peaceful beings who earn money and get lost before you know it
Identity Attack0.22631748
Insult0.09855611
Profanity0.08096472
Threat0.053654157
Severe Toxicity0.009841919
Low Tox 0.2648175 Constructive 0.618 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage …
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage people. If this scenario is reversed Indians would be complaining like canadians do. So the problem is not one way, just becos reducing immigrants does not solve the issue. people have to see things past nationality or physical identity into the statistics. even though canada has professionals of their own there are people who work with dedication and who work without interest, or recent generation being attracted to digital life instead of understanding that college degrees in mainstream subjects are what earns them job and also they have to show dedication and hardwork along with smart work, comply by the work place rules and so on... this goes to all invariable of who they are. all these started changing and now people instead of trying to correct these small changes that lead to these large issues of cost of living and low wages, have now started to pit against live people and their race, nationality or culture. There are good and bad people eveyrwhere, people cant justify the actions of drug addicts roaming the streets and that has increased a lot now, people acting violently against others just becos they dont have what the other has, and so on. but instead of addressing the high amount of actions that are happening around our own country, it has become easy to put blame on each other. I am not justfying the actions of these bad indians who has done these stuff. but we have to see the other side of it before making this a International Issue. Yes, few Indians are bad but not the entire community. Canada has its own needs that needs a lot of hands and support. So, only if we change our perspective beyond the emotional BS we exhibit, we can address the real issue with real solutions. BTW becoz of these things private companies are the one profitting not the Govt.
Identity Attack0.2839175
Insult0.15982662
Profanity0.023584666
Threat0.0084793
Severe Toxicity0.0075531006
Low Tox 0.26293078 Constructive 0.768
Aug 25, 2025 Why Canadians Are Turning Against …
Canada will never face any problem from Hindus because Indian Hindus who always live within the country will never betray the country. Those people do not take even a single penny of wrong help from …
Canada will never face any problem from Hindus because Indian Hindus who always live within the country will never betray the country. Those people do not take even a single penny of wrong help from the Canadian government.
Identity Attack0.32768643
Insult0.08558089
Profanity0.019895468
Threat0.007081157
Severe Toxicity0.006980896
Low Tox 0.26293078 Moderate Con 0.435
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada has really changed in the last two years. Even the walmart I go to used to be full of caucasian employees. Now it's all indian people who keep telling me to sign up for …
Canada has really changed in the last two years. Even the walmart I go to used to be full of caucasian employees. Now it's all indian people who keep telling me to sign up for a mastercard.
Identity Attack0.36803186
Insult0.081261896
Profanity0.024131214
Threat0.0071588317
Severe Toxicity0.007209778
Low Tox 0.26293078 Constructive 0.52
Aug 26, 2025 Why Canadians Are Turning Against …
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't …
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't invade any country we blend with other country's culture. And we speak "malayalam" as our language. India does consist of 28 completely different states and 22 plus different languages. Everyone is different in their culture and language spoken and the food itself. And I am also sad I came to canada from kerala to get a foreign exposure but sadly I saw more punjabis, gujaratis and many hindi language speaking north indians more than canadians😢. We keralites get the racism not from canadians but from these so called Punjabis and gujaratis the hindi speaking people. Its awful
Identity Attack0.27701542
Insult0.15343215
Profanity0.054437835
Threat0.008945347
Severe Toxicity0.009117126
Low Tox 0.26104406 Constructive 0.794 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
@mikenewbold1699 Mike tell me one thing do you help your siblings hard time in there life do u take care your parents when there old nah right do u help your poor relatives do something …
@mikenewbold1699 Mike tell me one thing do you help your siblings hard time in there life do u take care your parents when there old nah right do u help your poor relatives do something change there life do you give away money every month to help homeless people no body sleep empty stomach we re far from homeland we love our homeland butt canada is now our homeland because we work live here pay taxes helping Canada to grow to we re Indian we know India is not clean like Canada butt our roots family value culture value is more clean then spring water 💦 life is not all racism talking shett about other people check the facts population of Indian lives in Canada 99.9 working paying tax check canadian born status working class Canadian don’t talk shett still god bless you
Identity Attack0.18235919
Insult0.1711343
Profanity0.10054382
Threat0.0082074385
Severe Toxicity0.013866014
Low Tox 0.26104406 Constructive 0.648 Moral_Argument
Feb 10, 2026 Inside Canada's Indian Invasion...
I ran a business in Canada for 30+ years before retiring. An East Indian never bounced a cheque on me and they always paid on time. It was white people that bounced cheques and tried …
I ran a business in Canada for 30+ years before retiring. An East Indian never bounced a cheque on me and they always paid on time. It was white people that bounced cheques and tried not to pay their invoices.
Identity Attack0.35624164
Insult0.06722072
Profanity0.024267852
Threat0.0076119336
Severe Toxicity0.0062942505
Low Tox 0.26104406 Constructive 0.644
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Bruh INDIANS are nice people and honestly the only people that would move to frozen Land like CANADA
Bruh INDIANS are nice people and honestly the only people that would move to frozen Land like CANADA
Identity Attack0.2831485
Insult0.081508696
Profanity0.043415543
Threat0.009566744
Severe Toxicity0.012962224
Low Tox 0.26104406 Moderate Con 0.304 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian government should do something. Votebank politics ruined nations. Just like how india hated bangladesh and pakistan immigrants. So do canadians and other nations people's too. Its common sense. Why would someone want others to …
Canadian government should do something. Votebank politics ruined nations. Just like how india hated bangladesh and pakistan immigrants. So do canadians and other nations people's too. Its common sense. Why would someone want others to move up and settle in their own region. Who made canada a Canada, of course its the Europeans. African muslims immigrants and Indians are same. Difference is one is doing it aggressively and another one doing it silently. Also don't forget the civic sense, indiscipline and behaviours of Indians. Canadian government should do something. Votebank politics ruined nations.
Identity Attack0.2869935
Insult0.12702756
Profanity0.020988565
Threat0.009981008
Severe Toxicity0.0075912476
Low Tox 0.25915736 Constructive 0.583 Policy_Critique
Oct 9, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Go to Milwaukee Wisconsin dam near all subways and gas stations are owned by Indian people.
Go to Milwaukee Wisconsin dam near all subways and gas stations are owned by Indian people.
Identity Attack0.2949366
Insult0.07935401
Profanity0.060951006
Threat0.010369381
Severe Toxicity0.011444092
Low Tox 0.25727063 Moderate Con 0.415 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Not Indian metropolis! this is khalistani metropolis, the same people Canada has been harboring for use against India to destabilize it !
Not Indian metropolis! this is khalistani metropolis, the same people Canada has been harboring for use against India to destabilize it !
Identity Attack0.2869935
Insult0.08459369
Profanity0.020168742
Threat0.010602405
Severe Toxicity0.0074005127
Low Tox 0.25727063 Low Con 0.135 Unverified_Claim
Nov 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Just asking how the indigenous people felt as a minority because of influx in f Europeans. And how does the Pakistan people assimilate by wearing hijab and demanding halal at every food joint. I don’t …
Just asking how the indigenous people felt as a minority because of influx in f Europeans. And how does the Pakistan people assimilate by wearing hijab and demanding halal at every food joint. I don’t support illegal immigration of India or Africans. I don’t want to pay for people’s hotel room who came here on fake refugee status. But we shouldn’t only target only one community. Please check which community has more kids for ccb and comes as asylum to every western country. And the Indian students who came probably didn’t get a chance in Indian colleges.
Identity Attack0.316
Insult0.082619295
Profanity0.036401358
Threat0.00967031
Severe Toxicity0.011138916
Low Tox 0.25727063 Constructive 0.718
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Sikhs are good people and fierce warriors. I have much respect for Sikhs. They are persecuted in India. The Indian govt even assasinated some like a CIA operation in Canada.
Sikhs are good people and fierce warriors. I have much respect for Sikhs. They are persecuted in India. The Indian govt even assasinated some like a CIA operation in Canada.
Identity Attack0.2869935
Insult0.082372494
Profanity0.03239325
Threat0.13262562
Severe Toxicity0.011749268
Low Tox 0.25727063 Constructive 0.681 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I could see people jealousy towards Indians
I could see people jealousy towards Indians
Identity Attack0.2831485
Insult0.06512285
Profanity0.08096472
Threat0.0104988385
Severe Toxicity0.008354187
Low Tox 0.2553839 Moderate Con 0.391
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
When visiting PEI, I was shocked to see that most shops, restaurants was full of Indian people.
When visiting PEI, I was shocked to see that most shops, restaurants was full of Indian people.
Identity Attack0.34974504
Insult0.0670459
Profanity0.041912504
Threat0.007974415
Severe Toxicity0.0075149536
Low Tox 0.2553839 Constructive 0.534 Personal_Narrative
Feb 15, 2026 Inside Canada's Indian Invasion...
Okay so here's the thing I live in Canada and Canadians DO NOT want to work they are getting lazier. Indians and immigrants are keeping our economy functioning. Without them there would be no staff …
Okay so here's the thing I live in Canada and Canadians DO NOT want to work they are getting lazier. Indians and immigrants are keeping our economy functioning. Without them there would be no staff for Walmart and all the min wage jobs. They do need to stop letting them in now tho and use those resources to help the housing crisis.. which is more of a people not wanting to get sober or work hard enough to pay rent crisis. 😂
Identity Attack0.27798235
Insult0.113185234
Profanity0.020578653
Threat0.006925808
Severe Toxicity0.0059509277
Low Tox 0.2553839 Constructive 0.658 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

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

Prosocial (7)

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