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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: "I am Indian from India. …" 760 comments · Page 21 of 31
You only see few area's in India, definitely you don't see whole India, India is huge and beautiful. and Canada is the land of invandours, real Canadians are red Indians Tribes.
You only see few area's in India, definitely you don't see whole India, India is huge and beautiful. and Canada is the land of invandours, real Canadians are red Indians Tribes.
Identity Attack0.2949366
Insult0.097093195
Profanity0.022628209
Threat0.007262398
Severe Toxicity0.008010864
Low Tox 0.26104406 Constructive 0.542 Comparative_Framing
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
Births in canada to chinese born mothers in 2020: 3%, to indian born mothers, also 3% In 2024, to chinese born mothers, 2%, to indian born, 10.5%. Same in the UK...why is India being allowed …
Births in canada to chinese born mothers in 2020: 3%, to indian born mothers, also 3% In 2024, to chinese born mothers, 2%, to indian born, 10.5%. Same in the UK...why is India being allowed to export their overpopulation problem 40 years ago both the chinese & indians sired 25 million babies. Last year, in China, under 8 million, in India, still 25 million. if the chinese can control their breeding, why cant indians. What an earth are we supposed to do with another quarter billion indians every 10 years?!
Identity Attack0.2816105
Insult0.09416737
Profanity0.07047026
Threat0.010809537
Severe Toxicity0.01121521
Low Tox 0.26104406 Moderate Con 0.444 Fear_Threat
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
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...
There are A LOT of Indian nationals here working jobs they have no business working. Why?…bc they’ve made fraudulent claims of education. Often paying for fake certifications from India. This isn’t a rumour.
There are A LOT of Indian nationals here working jobs they have no business working. Why?…bc they’ve made fraudulent claims of education. Often paying for fake certifications from India. This isn’t a rumour.
Identity Attack0.28622448
Insult0.11464815
Profanity0.02344803
Threat0.00789674
Severe Toxicity0.006828308
Low Tox 0.26104406 Moderate Con 0.394
Oct 2, 2025 3 likes IRCC Names India in Study …
@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...
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)
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...
Even the Indians resent Indian migration because they left India to get away from Indians. Mass immigration doesn't work for anybody. Eventually it even destroys the businesses so desperate for cheap labor because their revenue …
Even the Indians resent Indian migration because they left India to get away from Indians. Mass immigration doesn't work for anybody. Eventually it even destroys the businesses so desperate for cheap labor because their revenue stream inevitably collapses. Rising waters raises ships, rising sewage just poisons the sea.
Identity Attack0.2816105
Insult0.08558089
Profanity0.024404489
Threat0.010214032
Severe Toxicity0.007286072
Low Tox 0.25727063 Constructive 0.542 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
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)
At this point, I'm over every culture. We have been conditioned in the West to think that we have no culture, we need to embrace, worship, and accept everyone else's culture. Really over it. We …
At this point, I'm over every culture. We have been conditioned in the West to think that we have no culture, we need to embrace, worship, and accept everyone else's culture. Really over it. We have built a beautiful way of life in the western world and we should work harder to preserve it. I've been to India. Although I like most Indians that come to our part of the world, WE DO NOT WANT OUR COUNTRY TURNING INTO INDIA (or any other country/culture for that matter). Assimilate, get with the program, or GTFO. Enough is enough. Americans, Canadians, Europeans..stand up for your country and culture before it is completely erased. If we decided to move to any of these third world countries and pull the same crap, locals would be up in arms.
Identity Attack0.2816105
Insult0.075868964
Profanity0.08322773
Threat0.011715741
Severe Toxicity0.014511578
Low Tox 0.25462922 Constructive 0.685 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm from India y'all just incase y'all want to know I'm from kerala india 🇮🇳, but tbh the nri indians Aka the indians outside of India i want them to come back home and develop …
I'm from India y'all just incase y'all want to know I'm from kerala india 🇮🇳, but tbh the nri indians Aka the indians outside of India i want them to come back home and develop it.., but as of youn who's making content on india just to get views,.. you shouldn't be trolling india tho.. you could respect it :)
Identity Attack0.27340925
Insult0.10587067
Profanity0.09992486
Threat0.017328756
Severe Toxicity0.012283325
Low Tox 0.25462922 Constructive 0.703 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
As a person from India, I feel ashamed to know that large numbers of Indians are involved in fraudulent document submissions. Student visas, LMIA , PNPs , and even intra company transfers are widely misused.
As a person from India, I feel ashamed to know that large numbers of Indians are involved in fraudulent document submissions. Student visas, LMIA , PNPs , and even intra company transfers are widely misused.
Identity Attack0.28034934
Insult0.08582769
Profanity0.026180768
Threat0.008362788
Severe Toxicity0.0064468384
Low Tox 0.25462922 Constructive 0.623 Personal_Narrative
Nov 4, 2025 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...
We are neighbors of India and all neighboring countries are suffering since 1757 when hindus brought down the richest kingdom on earth and tookover the empire and the indian hindus helped the british as collaborators …
We are neighbors of India and all neighboring countries are suffering since 1757 when hindus brought down the richest kingdom on earth and tookover the empire and the indian hindus helped the british as collaborators to replaced the bengal king and British occupied another 190 years. They are waging wars with the neighbors, but in 1962 chinese beat them badly, so they are not fighting with the chinese, but still fighting with Pakistan, Kashimiris , Bangladesh, Nepal, Srilanka, Maldives and all neighbors hate india.
Identity Attack0.28622448
Insult0.13064787
Profanity0.08840031
Threat0.061412923
Severe Toxicity0.015415368
Low Tox 0.25462922 Constructive 0.541 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
It's so paradoxical that the indians back in India and abroad are projecting different outlooks about immigration and assimilation. I think it's absurd. In recent India, they look down upon immigration in India and complain …
It's so paradoxical that the indians back in India and abroad are projecting different outlooks about immigration and assimilation. I think it's absurd. In recent India, they look down upon immigration in India and complain about the lack of assimilation of immigrants to the diverse Indian culture. But abroad in another country as immigrants they want to protect their culture and do not want to assimilate to that country's culture or way of life. 😅 The comments about equality of humans, non discrimination etc made me laugh so much.. Ask them about the caste discrimination in their society, anti-conversion laws, attacks on sikhs, muslims, christians institutions/places of worship, and how they treat african students & other non-white races in India to have a better understanding on their views. 😂😅
Identity Attack0.28034934
Insult0.09563028
Profanity0.06946823
Threat0.009023022
Severe Toxicity0.008163452
Low Tox 0.25462922 Constructive 0.792 Comparative_Framing
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian: I'm proud to be Indian Westerner: then why don't you stay in India? Indian: because there's nothing to be proud of to live there Westerner: but you just said you're proud to be Indian? …
Indian: I'm proud to be Indian Westerner: then why don't you stay in India? Indian: because there's nothing to be proud of to live there Westerner: but you just said you're proud to be Indian? Indian: it's just uh anyways whatever
Identity Attack0.28034934
Insult0.06459839
Profanity0.091633186
Threat0.012026439
Severe Toxicity0.01302678
Low Tox 0.25462922 Moderate Con 0.414
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indian here, our government have been requesting Canadian government to sent these Punjabis back home. They’re not even sending back dangerous people and allowed to “seek asylum” against jail time in India. I have no …
Indian here, our government have been requesting Canadian government to sent these Punjabis back home. They’re not even sending back dangerous people and allowed to “seek asylum” against jail time in India. I have no idea why Canadian government would allow this to happen to their own country.
Identity Attack0.28883415
Insult0.0836065
Profanity0.016821137
Threat0.010110466
Severe Toxicity0.007171631
Low Tox 0.25462922 Constructive 0.602
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
For all 10 or 20 million people in Canada there are 1500 million in India. Apparently we are doing well. We will better of without this Canadian asylum scam (drugs/ human trafficking business) and student …
For all 10 or 20 million people in Canada there are 1500 million in India. Apparently we are doing well. We will better of without this Canadian asylum scam (drugs/ human trafficking business) and student visa scam. The so called Indian student (black T shirt , beared) in Brampton did not appeared to be well educated. (English) So in effect he was paying ransom of 8K masqueraded as education fees to have right to work in Brampton .
Identity Attack0.27798235
Insult0.15769513
Profanity0.020783609
Threat0.00746953
Severe Toxicity0.00705719
Low Tox 0.25462922 Constructive 0.637
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
“ hello Canadians and all immigrants stop blaming kids. They’re youngsters. They left home for higher education just the way British came to India for spice. The displacement of Indians come on man Canadian give …
“ hello Canadians and all immigrants stop blaming kids. They’re youngsters. They left home for higher education just the way British came to India for spice. The displacement of Indians come on man Canadian give them a break. Look at Vancouver Eastside, the lump we’re all people Unless you are Indigenous, we are all immigrants here. Instead of blaming immigrants, we should focus on the real problems: low wages, lack of affordable housing, and exploitation. International students also bring money into Canada—they pay high tuition, rent, and living costs, which supports our economy. Many take jobs that others don’t want. Displacing the blame on them isn’t fair. Give them a break—we need unity, not division.”
Identity Attack0.2816105
Insult0.14150882
Profanity0.029050145
Threat0.008129764
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.767
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
This is the scary truth. We Canadians are being purposefully victimized and our rights as citizens has been eroded since the last 5 years. Trudeau, and now Carney, is bringing in more immigrants than the …
This is the scary truth. We Canadians are being purposefully victimized and our rights as citizens has been eroded since the last 5 years. Trudeau, and now Carney, is bringing in more immigrants than the country can handle. They are illegally driving transports causing more accidents on the roads ever. Our restaurants are primarily from India and Pakistan. Some Indian people are here on school visas or work permits and are wonderful people and speak perfect English. They are welcome. They are Christians and nice and courteous. But there seems to be a disconnect between immigrants who come here thinking bc they are moslem they are superior and do not need to follow Cdn laws language and culture. We don't want them praying in the streets on their rugs disrupting the city. We have churches and they have mosques. They will NOT takeover our country in spite of Carney. Carney and the Liberals needs to be kicked out of office. Deport the illegals and stop immigration NOW!
Identity Attack0.28034934
Insult0.13064787
Profanity0.02208166
Threat0.009385503
Severe Toxicity0.009117126
Low Tox 0.25462922 Constructive 0.683
Aug 25, 2025 Why Canadians Are Turning Against …
First learn the difference between Indian and khalstanis. Most of these people are khalistan supporters about which India warned Canada since decades. Indian people do not get involved in criminal activities. They worked hard, pay …
First learn the difference between Indian and khalstanis. Most of these people are khalistan supporters about which India warned Canada since decades. Indian people do not get involved in criminal activities. They worked hard, pay their college fees, pay their taxes & contribute in economy unlike khalstanis.
Identity Attack0.2831485
Insult0.10587067
Profanity0.016001316
Threat0.0071847234
Severe Toxicity0.005645752
Low Tox 0.25462922 Moderate Con 0.483 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in …
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in just few years , unbelievable !! why no inquiry about replacing all other hard working Canadians and legal immigrants by new arrivals from only one country ,India and who are those workers , most of them are students , many came with fake documents and many many of them have absolutely no intention to finish their education in Canada but to use these loopholes to get into Canada and never leave , India is one of the most corrupt countries in the world ( look at the origin of most of the scam calls ! ), you can get a PHD degree there with money, ( the most scary part is hiring nurses or doctors with maybe fake degrees ) now corruption and loopholes in our immigration system allowed this influx of cheaters while hundred of thousands of Canadians cant find jobs and honest people from everywhere who try to immigrate through the front door face all the difficulties, this is not racism, it is the truth ...
Identity Attack0.26833034
Insult0.11978693
Profanity0.025360947
Threat0.00866054
Severe Toxicity0.0077438354
Low Tox 0.25462922 Constructive 0.566
Oct 1, 2025 IRCC Names India in Study …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they won't fit in the workplace culture. They've been taking the excessive handouts from the Canadian government and are slowly buying up tons of real estate. Its everywhere in canada. Brampton is just ground zero. What's it like? We just got a new Walmart down the street. They took a staff picture and it was 80% indian people. Hardly any locals got jobs there instead its mostly "new citizens" who have lived here less than a year or two. Every day there's more of them. And because of our liberal government and tax breaks and all sorts of racist allowances these people have got, they all have money and houses and new cars when they were dirt poor in India like 3 years ago. They get interest free loans from banks, they get daily per diems and housing as soon as they get here. Keep in mind tent cities are growing rapidly in Canada. And our government is spending HUGE amounts of our tax dollars to subsidize this takeover. And try living here and renting. Due to this influx, a bungalow that was 1500 a month 10 years ago, is now 4500 a month and youre renting off an Indian person. Word to the wise tho, dont even bring up the tow truck businesses. They'll shoot you And last but not least our retarded government just passed a birthright citizen law for them. So now if you come here from India even if only for a couple years, ALL subsequent offspring of yours can immediately get citizenship here no question asked. We are so fucked
Identity Attack0.28034934
Insult0.14150882
Profanity0.036651865
Threat0.008466354
Severe Toxicity0.00869751
Low Tox 0.25462922 Constructive 0.732 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Canada PM has deal with India Modi to use and abuse students as needed. Many other countries would get rejected while Indian would get access to Canada while colleges and universities exploit them as needed.
Canada PM has deal with India Modi to use and abuse students as needed. Many other countries would get rejected while Indian would get access to Canada while colleges and universities exploit them as needed.
Identity Attack0.27662867
Insult0.08582769
Profanity0.019075647
Threat0.03649433
Severe Toxicity0.008163452
Low Tox 0.25462922 Moderate Con 0.33
Sep 29, 2025 IRCC Names India in Study …

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.