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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: "The Indians are going to …" 482 comments · Page 14 of 20
In your video, you are unfairly targeting Indians and even showing Hindu Gods’ idols in a disrespectful way, which is highly inappropriate. What you failed to show is how other communities, including certain refugee groups, …
In your video, you are unfairly targeting Indians and even showing Hindu Gods’ idols in a disrespectful way, which is highly inappropriate. What you failed to show is how other communities, including certain refugee groups, have also influenced Canadian society in ways that often go unquestioned. Indians – especially Hindus – come to Canada by investing huge amounts of money, and they quietly contribute to the economy and culture without creating disturbances. Hindus rarely do anything other than celebrate their festivals peacefully in parks. Yes, the job market is tough – but it’s the same for everyone. I myself served as a Director in a Canadian supermarket chain and have been without a job for 13 years. My kids face the same struggle. But instead of talking about real issues, your video paints Indians in a very negative light. Why? Even leaders like Donald Trump tried this path of targeting communities, and it led only towards division and disaster. Please don’t create mental agony and hatred against Indian Hindus. These are the very people who generate jobs, run businesses, and quietly support society. I rate your video as a disgusting attempt to twist personal frustrations into a community-blaming narrative, even bringing in Indians who, sadly, criticize their own background. Targeting Indians and showing Hindu Gods’ idols is shameful and disrespectful. Hindus come to Canada by investing heavily, live peacefully, and contribute to society without disturbing anyone. The job market is tough for everyone – blaming Indians is nonsense. Your video spreads hate instead of facts and creates unnecessary division. Indians, especially Hindus, are job creators, not destroyers. This video is nothing but a disgusting attempt to twist personal frustration into hate against a community.
Identity Attack0.3072352
Insult0.12883772
Profanity0.029186781
Threat0.009696201
Severe Toxicity0.008850098
Low Tox 0.27975297 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
I live in brampton, and it is actually wild. Every single business has been bought and turned indian. Go to Walmart, im.the only white guy. I have nothing against indian. I would feel the same …
I live in brampton, and it is actually wild. Every single business has been bought and turned indian. Go to Walmart, im.the only white guy. I have nothing against indian. I would feel the same if it was any race , including white people. There should be diversity it should just be equal. They let way to many people into canada way to easy
Identity Attack0.34000012
Insult0.06774519
Profanity0.05268429
Threat0.009592636
Severe Toxicity0.009918213
Low Tox 0.27750343 Constructive 0.591 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
15:58 Yeah should be happy its Indians honestly. And I cant fualt that community for not having homless, they probably take care of their own. But is at fualt for this, is the level in …
15:58 Yeah should be happy its Indians honestly. And I cant fualt that community for not having homless, they probably take care of their own. But is at fualt for this, is the level in which the people coming sometimes do know the fruad going on through the government and seem to tihnk they are entitled. But not their fualt at the end of the day.. And the only thing I would be angry about is, one if I was already living there and there wasnt some vote to let it happen. And in that case, if there was, then its really on the community for not saying no. But no, the trouble is when we hear and they pay no taxes, but this 3 times disabled dude whos worked 20 years already and paid, doesnt get any help. Yeah, thats appearantly here in America and Canada. Is their a reason our governments cannot do this proper and with class?
Identity Attack0.28034934
Insult0.10148193
Profanity0.16078159
Threat0.031314444
Severe Toxicity0.014511578
Low Tox 0.27525392 Constructive 0.832 Policy_Critique
Dec 27, 2025 Inside Canada's Indian Metropolis (Brampton)
go to calgary their is a Indian take over literally
go to calgary their is a Indian take over literally
Identity Attack0.28883415
Insult0.0820023
Profanity0.07047026
Threat0.012492486
Severe Toxicity0.010986328
Low Tox 0.27412915 Low Con 0.18 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Please god, Im canadian please go back to the old immigration system where we took in actual doctors and engineers. there's also so many i cant get housing at university's because they are the number …
Please god, Im canadian please go back to the old immigration system where we took in actual doctors and engineers. there's also so many i cant get housing at university's because they are the number 1 priority apparently. Also Canada will pay you if you hire or have a student that is indian.
Identity Attack0.33060804
Insult0.06953252
Profanity0.028913507
Threat0.007365964
Severe Toxicity0.0076675415
Low Tox 0.27412915 Constructive 0.618 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Indians Pakistanis Bangladeshi are coming daily bases into country as a visitor Visa and after arrived they openly accepting they will not going back now. it tells us how these Country's Canadian consulate issuing visa. …
Indians Pakistanis Bangladeshi are coming daily bases into country as a visitor Visa and after arrived they openly accepting they will not going back now. it tells us how these Country's Canadian consulate issuing visa. why not in this country's higher refusal rate? do we have any Mole in there who issuing them Visa free hand?
Identity Attack0.29798782
Insult0.12159709
Profanity0.027820412
Threat0.007961469
Severe Toxicity0.0090789795
Low Tox 0.27236435 Moderate Con 0.428
Nov 21, 2025 5 likes Thousands of refugees allowed into …
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...
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...
Fleeing a dump instead of fixing it. Going to nice places and making them dumps. That is the wealthy Indian survival plan.
Fleeing a dump instead of fixing it. Going to nice places and making them dumps. That is the wealthy Indian survival plan.
Identity Attack0.18705739
Insult0.17858955
Profanity0.057944927
Threat0.013010317
Severe Toxicity0.010223389
Low Tox 0.2667042 Low Con 0.129
Sep 19, 2025 36 likes Inside Canada's Indian Metropolis (Brampton)
Good work Indian students! You’ve successfully and effortlessly ruined the good standing of Indians who came to these western countries peacefully. The trust has been broken and going to be an uphill battle. 😢
Good work Indian students! You’ve successfully and effortlessly ruined the good standing of Indians who came to these western countries peacefully. The trust has been broken and going to be an uphill battle. 😢
Identity Attack0.24293575
Insult0.13607834
Profanity0.025497584
Threat0.014220826
Severe Toxicity0.00957489
Low Tox 0.2648175 Moderate Con 0.396 Identity_Assertion
Sep 30, 2025 1 likes IRCC Names India in Study …
Canada what have you done to yoursel🤔🤔 This is not going to end well. They will turn Canada into Indian... it happens all the time.
Canada what have you done to yoursel🤔🤔 This is not going to end well. They will turn Canada into Indian... it happens all the time.
Identity Attack0.2823795
Insult0.082619295
Profanity0.021740068
Threat0.0086087575
Severe Toxicity0.007247925
Low Tox 0.26293078 Low Con 0.223
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Go take a look at Indian Illinois invasion
Go take a look at Indian Illinois invasion
Identity Attack0.2831485
Insult0.06354945
Profanity0.059447967
Threat0.014738814
Severe Toxicity0.011978149
Low Tox 0.26293078 Low Con 0.213 Comparative_Framing
Feb 4, 2026 Inside Canada's Indian Invasion...
We went full Indian. Never go full indian
We went full Indian. Never go full indian
Identity Attack0.29951343
Insult0.061276767
Profanity0.06946823
Threat0.010887212
Severe Toxicity0.01159668
Low Tox 0.26293078 Low Con 0.294 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
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 …
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...
Every morning after drinking coffee, I go to the bathroom and give birth to an indian.
Every morning after drinking coffee, I go to the bathroom and give birth to an indian.
Identity Attack0.27991617
Insult0.06407392
Profanity0.07320584
Threat0.026307223
Severe Toxicity0.013091337
Low Tox 0.2553839 Moderate Con 0.319 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Thank god I declined my invite. I'm an Indian and was recently hired for my expertise but I respectfully declined and told my clients I would be able to remotely help them. I dont like …
Thank god I declined my invite. I'm an Indian and was recently hired for my expertise but I respectfully declined and told my clients I would be able to remotely help them. I dont like Indians going to other Countries without valid visa or an invite from the other Country. It destroys genuine people like me.
Identity Attack0.28034934
Insult0.071116626
Profanity0.072882555
Threat0.012751401
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.754
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
"In India, life is easier for us. In India, if one person works and earns, the whole family can eat. Here, everyone has to work". Well said, Indian guy. But, if you don't like Canada, …
"In India, life is easier for us. In India, if one person works and earns, the whole family can eat. Here, everyone has to work". Well said, Indian guy. But, if you don't like Canada, because they force you to work, why don't you go back to India?
Identity Attack0.29798782
Insult0.06826523
Profanity0.016479544
Threat0.0078449575
Severe Toxicity0.0065231323
Low Tox 0.25462922 Constructive 0.66
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Identity Attack0.21075934
Insult0.16124763
Profanity0.05268429
Threat0.009359611
Severe Toxicity0.0077819824
Low Tox 0.25462922 Constructive 0.677 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Modern states (all post cold war NATO) are tailored as such to put the descendants of the citizens are always at a disadvantage. Land, taxes, infrastructure, livelihood stolen from their grandparents by their own state …
Modern states (all post cold war NATO) are tailored as such to put the descendants of the citizens are always at a disadvantage. Land, taxes, infrastructure, livelihood stolen from their grandparents by their own state and distributed to newcomers. The scapegoats are Indians in Canada, North Aficans in France, Syrians and Afghans in Turkey while the politicians commit the crime go unpunished.
Identity Attack0.23467018
Insult0.15982662
Profanity0.019758832
Threat0.009877442
Severe Toxicity0.0062179565
Low Tox 0.25462922 Moderate Con 0.382
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Most North Indians go to countries to work illegally.
Most North Indians go to countries to work illegally.
Identity Attack0.3043136
Insult0.0720671
Profanity0.036401358
Threat0.0078449575
Severe Toxicity0.007171631
Low Tox 0.25462922 Low Con 0.253
Sep 28, 2025 12 likes IRCC Names India in Study …
as an indian i definitely like my culture but the opportunities are just way better outside of india and honestly transforming a foreign place into your culture is just so wrong i understand if someone …
as an indian i definitely like my culture but the opportunities are just way better outside of india and honestly transforming a foreign place into your culture is just so wrong i understand if someone feels alienated so small communities exist but making the quality of life go down on this level is just crazy
Identity Attack0.19495805
Insult0.12521741
Profanity0.12727508
Threat0.009023022
Severe Toxicity0.007286072
Low Tox 0.25462922 Constructive 0.594 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
And people in america still tell me to this day that this cant happen. Its already happening. Not just with indians, but with dozens of different ethnicities. Thank god trump shut the border down. But …
And people in america still tell me to this day that this cant happen. Its already happening. Not just with indians, but with dozens of different ethnicities. Thank god trump shut the border down. But I feel very uneasy about how the us will look in 2 decades. Its going to be a brown melting pot 😢
Identity Attack0.27510223
Insult0.06858205
Profanity0.038154904
Threat0.016292779
Severe Toxicity0.008735657
Low Tox 0.2540519 Constructive 0.557 Fear_Threat
Sep 19, 2025 1 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.