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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 26 of 44
I drove through Toronto and I barely saw any white people just Indians.
I drove through Toronto and I barely saw any white people just Indians.
Identity Attack0.40883094
Insult0.082372494
Profanity0.058946952
Threat0.009644418
Severe Toxicity0.011367798
Moderate 0.3234372 Moderate Con 0.371 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Watching from Kolkata, India. In my city and surrounding areas, we have illegal immigrants who are mostly Muslim Bangladeshi. They dont assimilate, hate Hindus or non muslims in general, do illegal stuff and busy in …
Watching from Kolkata, India. In my city and surrounding areas, we have illegal immigrants who are mostly Muslim Bangladeshi. They dont assimilate, hate Hindus or non muslims in general, do illegal stuff and busy in converting and reproducing so that demographic change can happen and it has happened in many districts. The government is helping them to gain vote banks. I completely understand them. Even in India we know the people that went to Canada were shady even in India. Many of them sit in Canada and issue threats to Indians and India. This is all well known.
Identity Attack0.39870077
Insult0.18107465
Profanity0.057944927
Threat0.011612174
Severe Toxicity0.013866014
Moderate 0.3234372 Constructive 0.654
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
It's funny how people think racism is terrible while the most racism race is taking advantage of it. yes, Indian HRs only hire Indians. that's not racism, that's truth.
It's funny how people think racism is terrible while the most racism race is taking advantage of it. yes, Indian HRs only hire Indians. that's not racism, that's truth.
Identity Attack0.3817989
Insult0.15556364
Profanity0.06345607
Threat0.009903334
Severe Toxicity0.0128976675
Moderate 0.3234372 Moderate Con 0.464
Oct 1, 2025 511 likes IRCC Names India in Study …
East Indian people paint their houses with cow dung. They believe that because “Krishna” was the highest manifestation of God who was a “cow herd” loved cows. That’s where the term “sacred cow” comes from. …
East Indian people paint their houses with cow dung. They believe that because “Krishna” was the highest manifestation of God who was a “cow herd” loved cows. That’s where the term “sacred cow” comes from. Krishna is the Indian God of love. Hindus have taken this belief to the extreme by consuming cow dung,…
Identity Attack0.37655997
Insult0.16861114
Profanity0.11663672
Threat0.01254427
Severe Toxicity0.019482423
Moderate 0.32289913 Constructive 0.518 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Pay no taxes???? Abuse the system? I don't know one Indian person on welfare but I know a ton of white people.
Pay no taxes???? Abuse the system? I don't know one Indian person on welfare but I know a ton of white people.
Identity Attack0.37879246
Insult0.08434689
Profanity0.027410502
Threat0.009256045
Severe Toxicity0.008392334
Moderate 0.32289913 Moderate Con 0.49
Nov 17, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
im an indian residing in canada and the problem at hand by immigrants from my country is they push their culture into a country thats not home like its so annoying that people cant respect …
im an indian residing in canada and the problem at hand by immigrants from my country is they push their culture into a country thats not home like its so annoying that people cant respect places and customs and the other part of the group who dont contribute to that tomfoolery also get blamed for the actions of the inconsiderate few .PEOPLE, RESPECT THEIR COUNTRY AND THEY WILL RESPECT US its really not that hard
Identity Attack0.2846865
Insult0.24928534
Profanity0.07126612
Threat0.007365964
Severe Toxicity0.0126394415
Moderate 0.32236105 Constructive 0.649
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Noticing this pattern too often now Indians will say their country is best. Proceed to move to usa uk etc Will say they have best culture Proceed to wear American western European clothing enjoy english …
Noticing this pattern too often now Indians will say their country is best. Proceed to move to usa uk etc Will say they have best culture Proceed to wear American western European clothing enjoy english and Christmas but frown upon their own culture customs as outdated Will claim they have the best people on the world. But still kiss the boots of a white man and frown upon their own brown little jeets Will say they have best this thya But depend on foreign tech forieng brands forieng accent etc.
Identity Attack0.3817989
Insult0.23237456
Profanity0.18663849
Threat0.049774777
Severe Toxicity0.023076924
Moderate 0.32182294 Moderate Con 0.335
Jan 27, 2026 Inside Canada's Indian Invasion...
60% india. As for the government data, still even today doesn't make hundreds ruppe a day 60% of India that roughly work about 70cr indians people's you don't make even hundreds rupees per day India …
60% india. As for the government data, still even today doesn't make hundreds ruppe a day 60% of India that roughly work about 70cr indians people's you don't make even hundreds rupees per day India is a poor country In india where 90cr indians can't afford 2 time food 50lakh childrens die every year due to the hunger 30cr indians are homeless 40cr Indians living in deadly slums 800 million Indian waiting everymonth for 5kg atta (source indian gourmet data 2024) So Indians love india so much they are immigrated to Canada, UK, Europe and the USA to talk about how great India is 😂😂😂
Identity Attack0.3758158
Insult0.26957804
Profanity0.16403814
Threat0.13346854
Severe Toxicity0.024725812
Moderate 0.32182294 Constructive 0.543 Humor_Satire
Feb 24, 2026 Inside Canada's Indian Invasion...
I’m sorry. He’s angry that none of the homeless people are Indian? Why doesn’t he help his fellow white people get out of that situation instead of trying to drag everyone else down there.
I’m sorry. He’s angry that none of the homeless people are Indian? Why doesn’t he help his fellow white people get out of that situation instead of trying to drag everyone else down there.
Identity Attack0.36733335
Insult0.1469393
Profanity0.051431753
Threat0.015947454
Severe Toxicity0.009727478
Moderate 0.32020867 Constructive 0.565
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
i have question about the indians that lives in canada ! if the us somehow attack canada ! are the indians there will defend canda or they will run away or they will help the …
i have question about the indians that lives in canada ! if the us somehow attack canada ! are the indians there will defend canda or they will run away or they will help the american to attach the candians people there
Identity Attack0.3817989
Insult0.08459369
Profanity0.04742365
Threat0.13566011
Severe Toxicity0.015092585
Moderate 0.32020867 Low Con 0.258 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them either make india better or live here there is no need to move out HIndus are already started birthcontrols being aware is just all we need thats it i think whites or native people are right because no one likes sudden changes !! I am also capable of moving out but i will not i think i can do something better here i can make my community better . Indians also have this some kind of invisible competetion between there extended fam. or neighbourhood which is the one of the shittiest reason of indian leaving india they think washing dishes is better then a business or farmer here . I know we have multiple problems but leaving them would not give any solution to them ,we are actually growing it takes time to be like any europian country but im sure we should not have to like them we can be better in our own we are not in a race of living better all we have to do is making our living standards better Rule No 1 Never make more than 2 children Dont do something uncivilied thing in front of them We are really good in cleaning our houses but focus on streets too( ofc this is not for all many of us are actually doing this) Dont give shit about politics too much your control should be in your hands Practice religion very well , Dont cutt off from roots Dont beileve in pathetic rituals Rivers are water sources respecting them means keep them clean as possible thats all Work on esthetics of your streets try to make your house lil similar to all and dont think of job either you can make jobs THATS ALL. In this case like if we say we dont want to tolerate illegal bangladeshis same as they NO nation wants too much people from a particular country it obviously feels like invaded Anyhow To all white people reading this May be you can found us problematic in some way but most indian are really sweet and kind by heart .
Identity Attack0.36702603
Insult0.24493282
Profanity0.092279755
Threat0.010472948
Severe Toxicity0.014447021
Moderate 0.31963667 Constructive 0.707
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
If you want diversity, bring people from all over the world. If you want Indians, bring Indians from all over India. Then where are the Northeast Indians? Where are the Bengalis? Where are the South …
If you want diversity, bring people from all over the world. If you want Indians, bring Indians from all over India. Then where are the Northeast Indians? Where are the Bengalis? Where are the South Indians? Where are even the North Indians? You bring only Punjabis; you exclusively bring rural, uneducated Punjabis, who aren't even 1% of the Indian population, for vote bank purposes. Then you complain about Indians. Whose fault is that?
Identity Attack0.37879246
Insult0.16853803
Profanity0.034146797
Threat0.009851551
Severe Toxicity0.01322045
Moderate 0.31963667 Moderate Con 0.436
Nov 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
ahhh man welcome to my city. depends on Indians but generally we get the good once i cant hate on then too much. their clan mentality i dont exact like and them changing our culture …
ahhh man welcome to my city. depends on Indians but generally we get the good once i cant hate on then too much. their clan mentality i dont exact like and them changing our culture is a idk maybe little less would be good. but overall good people.
Identity Attack0.3758158
Insult0.15485314
Profanity0.16078159
Threat0.012492486
Severe Toxicity0.020257099
Moderate 0.31963667 Constructive 0.671
Jan 27, 2026 Inside Canada's Indian Invasion...
One thing people should take note of is how only India or Pakistan work in a place . White people are worried about racism when they are looking at it in those stores as those …
One thing people should take note of is how only India or Pakistan work in a place . White people are worried about racism when they are looking at it in those stores as those Indians are only hiring their own. Happens everywhere in the west
Identity Attack0.38185352
Insult0.100019015
Profanity0.09098661
Threat0.009437286
Severe Toxicity0.012435913
Moderate 0.31963667 Constructive 0.508 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US …
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US because that's where they go with their college degrees to make money. But Canada is very lucky to even have these people. What most people around the world do not understand is that without immigration, countries like Canada have negative population growth, and their economies would collapse. There would not be anybody to work in Tim Hortons or any service positions at anywhere near reasonable prices. Indians do not try to actively change the local culture like Muslims do which our fatso also noted and they do not go on welfare. All of them add to the economy. Which Fatso I'm sure is also doing just like them as he delivers Uber Eats or whatever it is to them as they do the more complicated work. Let's just hope the bike doesn't give in before the next delivery. The Indians need their curry delivered.
Identity Attack0.29798782
Insult0.24767025
Profanity0.08807703
Threat0.008259222
Severe Toxicity0.0125103295
Moderate 0.31825066 Constructive 0.768 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
My boy finally came to Canada near my city and I missed him 😭😭😭😭 thanks for covering this issue though ❤️❤️ appreciate it as a second-gen sri lankan who is also experiencing the indian hate …
My boy finally came to Canada near my city and I missed him 😭😭😭😭 thanks for covering this issue though ❤️❤️ appreciate it as a second-gen sri lankan who is also experiencing the indian hate (because we all look the same to white people 🙃🙃)
Identity Attack0.38208112
Insult0.0838533
Profanity0.06295506
Threat0.009178371
Severe Toxicity0.011138916
Moderate 0.31825066 Constructive 0.66 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro I’m Indian but I’d tell most of these people to FO back to India. Facts!
Bro I’m Indian but I’d tell most of these people to FO back to India. Facts!
Identity Attack0.35948995
Insult0.15414265
Profanity0.11911256
Threat0.02613456
Severe Toxicity0.017416617
Moderate 0.31825066 Moderate Con 0.392 Personal_Narrative
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and some opinions on the internet suck: The good: Cultural integration IS possible (the Indian families are more into hockey than the white families where I live), tons of cross-cultural friendships, beautiful blend of cultural celebrations, top achievers are almost always second-generation immigrants, kids are growing up to love their parents' culture while also loving Canada's, many fantastic families who engage their children well and raise them very respectfully, religious temples that will feed an amazing meal to ANYBODY who walks into them (as long as you cover your hair), low rates of family trauma (drugs, abuse, divorce, etc.), families that take care of their elders The rough: Not all families are interested in being Canadian (some families just send their kids to Indian speaking private schools, live in Indian areas, and only seem to practice Indian ways of life - what's even the point?), many Indian families retreated into their home-lives during Covid which removed their children from integration opportunities, a very small percentage of the families are absolutely TERRIBLE at parenting and treat their sons and daughters with different levels of respect, multi-family households pay a single property tax which makes the contribution per taxpayer much smaller (while social benefits are equal to anybody else), some crime such as extortion and gang activity has been imported into the country, some individuals' disregard for rules and laws (setting fireworks on Diwali in the middle of a dry, grassy field is just plain stupid), some Indian communities seem to vote blindly for their own ilk during local elections without any regard for policy or experience, LMIA immigration program has been corrupted by the nepotism of bad actors and the greed of large corporations (wages can be federally subsidized which makes it cheaper to hire immigrants than the 16 year old down the street). Many of these families were simply making good choices for their own family, so don't blame the people themselves for this - blame the government that allowed it to fester unsustainably. I'll continue to stick up for the majority of these beautiful families though - haters be darned! Watching these kids grow up gives me some hope for humanity!
Identity Attack0.2964622
Insult0.21368977
Profanity0.25915453
Threat0.008272167
Severe Toxicity0.01644827
Moderate 0.31825066 Constructive 0.786 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
So white people there are basically saying we came here first so it should be a white country and not an Indian country, I'd say this looks much better than some cities in the UK …
So white people there are basically saying we came here first so it should be a white country and not an Indian country, I'd say this looks much better than some cities in the UK going bankrupt because of a certain group of people that doesn't contribute and live off of government freebies only
Identity Attack0.3758158
Insult0.10440776
Profanity0.09292633
Threat0.009799767
Severe Toxicity0.012359619
Moderate 0.31547862 Constructive 0.611
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
There are people in comments who are not native to canada 😂still they hate if Indians live there .come on now non-indigenous people
There are people in comments who are not native to canada 😂still they hate if Indians live there .come on now non-indigenous people
Identity Attack0.37730414
Insult0.13245803
Profanity0.02836696
Threat0.007249452
Severe Toxicity0.008506775
Moderate 0.31132057 Moderate Con 0.323 Identity_Assertion
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
To Canadian people, the community that most interested in coming to Canada is Punjabi Sikh, why?-> ISI of Pakistan with CIA radicalized most of them back in 1970 against GOI. They rebels( khalistani ) disguised …
To Canadian people, the community that most interested in coming to Canada is Punjabi Sikh, why?-> ISI of Pakistan with CIA radicalized most of them back in 1970 against GOI. They rebels( khalistani ) disguised themselves as Holy warriors ironically their actions were against Sikh Principles. Long story short Indian Republic went to war with them, smashed their butts . Most of them started taking refuge in UK and Canada. Your Govt tried to fish in troubled waters in India. Back to present, these guys got rich due to better job opportunities. This attracted their relatives to shift as well. This started to take a form of movement in Punjab, India to go settle in Canada. Canadian govt supported this, I don't why they wanted that. Now these guys rally your streets, don't obey rules. Guess what, Canadian Govt is protecting them from Indian Govt. Destroying relationship with Indian Govt just for them.
Identity Attack0.26325142
Insult0.24903896
Profanity0.22612886
Threat0.051067904
Severe Toxicity0.017610285
Moderate 0.31132057 Constructive 0.645 Unverified_Claim
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian living in India, i feel so sad about the Canadian people who have suffered because of few dishonest Indians or asians who wont pay proper taxes, who wont mingle with local people, …
As an Indian living in India, i feel so sad about the Canadian people who have suffered because of few dishonest Indians or asians who wont pay proper taxes, who wont mingle with local people, or those who abuse the proper systems that the people back have built from long time.. Anybody who goes as an immigrant should live with the people there with great respect to the culture they have built on that land.. Hope the local people will get some justice 🙏🙁
Identity Attack0.37082586
Insult0.24493282
Profanity0.024131214
Threat0.007624879
Severe Toxicity0.010147095
Moderate 0.31132057 Constructive 0.717
Nov 28, 2025 34 likes Inside Canada's Indian Metropolis (Brampton)
Problem is not with Indians anywhere in the world. But people are still not awre where the real danger is ☪️😂
Problem is not with Indians anywhere in the world. But people are still not awre where the real danger is ☪️😂
Identity Attack0.34649673
Insult0.082619295
Profanity0.10549548
Threat0.026479885
Severe Toxicity0.017481172
Moderate 0.30993456 Low Con 0.295
Nov 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
We are so lucky for these people 🙏🙏Every Indian person I know is amazing. It's incredible to see white Canadians despising people for doing what their ancestors did; coming and trying to work and live …
We are so lucky for these people 🙏🙏Every Indian person I know is amazing. It's incredible to see white Canadians despising people for doing what their ancestors did; coming and trying to work and live in a new place.
Identity Attack0.37222284
Insult0.11172232
Profanity0.031641733
Threat0.009100696
Severe Toxicity0.009841919
Moderate 0.30993456 Constructive 0.683 Solidarity
Sep 26, 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.