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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: "Indian is the worst. Any …" 60 comments · Page 2 of 3
"Wanting your country to not turn into India is not racist" Look at some of the suburbs of Dallas where Telugu people live. Look at Oak Tree Rd Edison, NJ and the Little India section …
"Wanting your country to not turn into India is not racist" Look at some of the suburbs of Dallas where Telugu people live. Look at Oak Tree Rd Edison, NJ and the Little India section of Jersey City. Gross and disgusting. All the worst of Indian behaviors exhibited here. Why should I want this for my town or suburb in the US?
Identity Attack0.55044734
Insult0.4962726
Profanity0.16217725
Threat0.013702838
Severe Toxicity0.02458496
Moderate 0.51980776 Constructive 0.651 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians are not as bad as muslims or blacks. They don't stab you or blow you up, worst case scenario they will mow you down with a semi truck.
Indians are not as bad as muslims or blacks. They don't stab you or blow you up, worst case scenario they will mow you down with a semi truck.
Identity Attack0.57150364
Insult0.34782293
Profanity0.24341469
Threat0.49142194
Severe Toxicity0.12809667
Moderate 0.50759226 Low Con 0.188 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Indians in India are much better than what I am seeing here. Sorry, you people got the worst bunch out there. I guess it's the fault of the immigration system. How can they let those …
Indians in India are much better than what I am seeing here. Sorry, you people got the worst bunch out there. I guess it's the fault of the immigration system. How can they let those who can't even speak English get a visa? Is there no protocol? No process? No psychological test or background check? It shouldn't be this easy to get a visa! They are embarrasing India!
Identity Attack0.50588524
Insult0.4339631
Profanity0.1654338
Threat0.013165667
Severe Toxicity0.023411209
Moderate 0.47119883 Constructive 0.503 Identity Attack
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are not the worst, I found them cool, here in France we have the worst, the m.....
Indians are not the worst, I found them cool, here in France we have the worst, the m.....
Identity Attack0.4931391
Insult0.40243408
Profanity0.32479182
Threat0.014738814
Severe Toxicity0.028730227
Moderate 0.47119883 Moderate Con 0.469
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Hate to say it, but bike guy is right. I work in a (genuinely) diverse area and African men are by far the worst customers. Incredibly condescending, interrupt me constantly, and if they have a …
Hate to say it, but bike guy is right. I work in a (genuinely) diverse area and African men are by far the worst customers. Incredibly condescending, interrupt me constantly, and if they have a wife/girlfriend with them, they're constantly berating her. I've found Indians are cheap but generally polite, the biggest problem is that there's just too damn many of them and they don't assimilate, so you become a stranger in your own hometown when they move in. I remember looking for a place to get takeout around my boyfriend's house and it was literally 90% Indian food, 10% pizza with butter chicken and tandoori toppings.
Identity Attack0.5135796
Insult0.4339631
Profanity0.4113413
Threat0.035113025
Severe Toxicity0.09649272
Moderate 0.46716887 Constructive 0.798 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
My townhouse neighbors are Indian. I can't even open a window without my living space and sense of smell getting assaulted by onions and garlic and a strong mix of Indian spices every day, multiple …
My townhouse neighbors are Indian. I can't even open a window without my living space and sense of smell getting assaulted by onions and garlic and a strong mix of Indian spices every day, multiple times a day. Worst yet, the stench sometimes hits between 2-4AM!!! WHO TF COOKS ONIONS AT 4AM?!!!!
Identity Attack0.44690517
Insult0.26957804
Profanity0.41031027
Threat0.019228047
Severe Toxicity0.03680043
Moderate 0.45751464 Constructive 0.63 Fear_Threat
Sep 21, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate …
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate clearly and give a voice for their community but no, he goes for the fresh immigrants that barely know english to interview. Just look at the picture he's trying to paint 😂 Oh and that border hopping scheme? There's malicious people in EVERY culture/religion, acting like whites and blacks don't do the same shit. You can't show this negative narrative on this community by focusing on the worst. No one likes to talk about the Sikhs that feed SO MANY homeless people in downtown toronto every year. I bet you didn't know every gurdwara feeds anyone anytime. I can speak for the Sikhs i've seen first hand how they are for the community. wtvr pays the bills ig 🥀🥀
Identity Attack0.45610145
Insult0.4339631
Profanity0.16775991
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.747 Policy_Critique
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
While I agree with this..as an Indian. One thing Canada should be aware of is they are importing real garbage from across the world the worst kind.. your focus is in the wrong place.. you …
While I agree with this..as an Indian. One thing Canada should be aware of is they are importing real garbage from across the world the worst kind.. your focus is in the wrong place.. you have imported a Trojan horse while you are discussing these things.. your future generations are going to regret your actions vis a vi immigration
Identity Attack0.37953663
Insult0.47273466
Profanity0.085167445
Threat0.007249452
Severe Toxicity0.017093835
Moderate 0.44039994 Constructive 0.527
Oct 1, 2025 3 likes IRCC Names India in Study …
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes …
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes and many of them did 50-100km over the speed limit. I wish there are more cameras around to catch these ugly drivers. Too much freedom is going to create more criminal!
Identity Attack0.3758158
Insult0.40243408
Profanity0.098377466
Threat0.017156094
Severe Toxicity0.016383713
Moderate 0.4013387 Constructive 0.626 Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
I'm an Indian and Punjab is the worst state where all the drugs, criminals, illegal border crossings, rape, human traffickers and terrorism, gangs, gang violence connecting with khalistan are raised and they just have plenty …
I'm an Indian and Punjab is the worst state where all the drugs, criminals, illegal border crossings, rape, human traffickers and terrorism, gangs, gang violence connecting with khalistan are raised and they just have plenty of land plus black money which gives them power. Sad some of the states have totally put the whole country name to such a shame and have never evolved from such a mindset. I just pray Indians to represent their country abroad as a better citizen and respect their laws and culture.
Identity Attack0.44690517
Insult0.36537176
Profanity0.20916378
Threat0.12689553
Severe Toxicity0.031420294
Moderate 0.38601747 Constructive 0.704 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Indian community, especially Hindus, who are deeply engrossed in superstitions and their religion are known for destroying the native cultures. Even many Indians who are other than Hindus, know their secret agenda but western countries …
Indian community, especially Hindus, who are deeply engrossed in superstitions and their religion are known for destroying the native cultures. Even many Indians who are other than Hindus, know their secret agenda but western countries remain completely ignorant and oblivion to Hindu style of working. In India also, they deliberately assigned Hinduism to every tribes, although truth is that many tribes (well known tribe is Jatt/Jat) in India have their own culture and they do not belong to Hinduism or any other known religions of Hindu, Muslim, and Christians. Hinduism is just construction of sanghi brahamins, who destroyed India oldest known dhamm budhism. Intially these so called Hindus show kindness and courtesy to the culture of foreign countries they go. Once they get settled there, starts spreading hate against other relgions and cultures. One day, I am sure that these people make western countries's societies worst than India. You will see the big heaps of garbage and polluted rivers in west. Westerners are destined to be destroyed because of lack of understanding about these people.
Identity Attack0.46028158
Insult0.34314156
Profanity0.16589902
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.37795907 Moderate Con 0.479 Identity_Assertion
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
"Invasion", while it was the previous Canadian government that let in a flood of Indians by letting Canadians run fake diploma mills, including but not limited to khalistani terrorists despite warnings from the Indian govt. …
"Invasion", while it was the previous Canadian government that let in a flood of Indians by letting Canadians run fake diploma mills, including but not limited to khalistani terrorists despite warnings from the Indian govt. But not taking any blame is a part of white culture so it is wt it is ig. Keep importing our worst, keep blaming others instead of your govt, helps us back home
Identity Attack0.43256098
Insult0.26957804
Profanity0.041160982
Threat0.011120236
Severe Toxicity0.014963473
Moderate 0.37751234 Moderate Con 0.374 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
All the Indians are laughing my buddy from there told me that we are getting the worst ones that even people in India don't like people from that part of India.
All the Indians are laughing my buddy from there told me that we are getting the worst ones that even people in India don't like people from that part of India.
Identity Attack0.41052565
Insult0.18977246
Profanity0.16636424
Threat0.022335978
Severe Toxicity0.020515325
Moderate 0.37751234 Constructive 0.533 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton is the worst city in Canada and I am an east Indian immigrant .
Brampton is the worst city in Canada and I am an east Indian immigrant .
Identity Attack0.38208112
Insult0.27969417
Profanity0.08840031
Threat0.0078449575
Severe Toxicity0.014317908
Moderate 0.37751234 Moderate Con 0.472 Personal_Narrative
Sep 19, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
All of the indian and middle eastern truck drivers that come from.Canada. these guys drive in the united states. And they are some of the worst truck drivers i've ever seen out here. They follow …
All of the indian and middle eastern truck drivers that come from.Canada. these guys drive in the united states. And they are some of the worst truck drivers i've ever seen out here. They follow too close. They run over curbs and hit poles.All the time. They never slow down to allow anyone to pass.
Identity Attack0.3817989
Insult0.3393024
Profanity0.053435806
Threat0.02181799
Severe Toxicity0.017481172
Moderate 0.37751234 Moderate Con 0.466 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Worst thing that ever happened to Canada. I can't even begin to describe how my community has changed. I don't even recognize it anymore. Spent my entire life in a small town and for some …
Worst thing that ever happened to Canada. I can't even begin to describe how my community has changed. I don't even recognize it anymore. Spent my entire life in a small town and for some unknown reason it is part of a "designated resettlement zone." There are more Indians than whites - it's insane. Local businesses have closed, new businesses catering to Indians have opened. Littering is rampant. Homes aren't taken care of. It's a tragedy. 70% of Canadians don't want these levels of immigration - hell, even *immigrants* don't want more immigrants. Justin Trudeau, his Liberal government, and the traitors over at the Century Initiative are 100% responsible for this irrevocable destruction of Canadian culture.
Identity Attack0.38200524
Insult0.2659317
Profanity0.08096472
Threat0.010239923
Severe Toxicity0.016060932
Moderate 0.36095104 Constructive 0.593 Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Im tired of being hit almost every day on my ebike every day. Literally got hit on friday by one in edmonton and I have to taxi and we all know taxi drivers are indian …
Im tired of being hit almost every day on my ebike every day. Literally got hit on friday by one in edmonton and I have to taxi and we all know taxi drivers are indian and they are some of the worst drivers I dont how they come to canada get there license and how they come to our country and our eay richer than us white people the government helped them way too much while they dont help the people that lived here there whole lives. We got to struggle and watch these people that just move here and way more richer than us and pisses me off. We just keep getting flooded with more and more. I could ramble all day about it but its becoming a joke
Identity Attack0.3817989
Insult0.2659317
Profanity0.12220735
Threat0.13127698
Severe Toxicity0.020386212
Moderate 0.36095104 Constructive 0.563 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
Yea they've literally taken over EVERY JOB IN Windsor Ontario!! Every fast food place, every walmart, everywhere you go! The worst part, every Canadian has been fired from their jobs and these indians hired because …
Yea they've literally taken over EVERY JOB IN Windsor Ontario!! Every fast food place, every walmart, everywhere you go! The worst part, every Canadian has been fired from their jobs and these indians hired because the government pays half their wages. So quality of EVERYTHING has dropped soo far below par. I hope all these BACKSTABBING TRADERs lose their businesses. That should be ILLEGAL!!!!
Identity Attack0.28034934
Insult0.25205973
Profanity0.04642162
Threat0.043309137
Severe Toxicity0.015286255
Moderate 0.3389984 Constructive 0.537 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
as an arab muslim from saudi im ngl indians are not the worst type of immigrants, they work and dont bother ofhers much. europe on the other hand is getting worse and worse i went …
as an arab muslim from saudi im ngl indians are not the worst type of immigrants, they work and dont bother ofhers much. europe on the other hand is getting worse and worse i went to italy for tourism and i saw italian women get harrassed by arab north africans. its so sad they live in fear in their own countries. a strange thing
Identity Attack0.4054415
Insult0.1640896
Profanity0.14313951
Threat0.025961896
Severe Toxicity0.018126737
Moderate 0.3389984 Constructive 0.688 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
bro to be honest with u as an Indian most of them even don't know what is civic sense , if u go to Delhi u see more horrible roads and worst bad driving peoples …
bro to be honest with u as an Indian most of them even don't know what is civic sense , if u go to Delhi u see more horrible roads and worst bad driving peoples and also they export that culture across the globe.
Identity Attack0.36733335
Insult0.2679134
Profanity0.10735235
Threat0.023371955
Severe Toxicity0.019095084
Moderate 0.3281604 Constructive 0.504 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Its the same everywhere in Canada! But Browntown (Brampton) is probably the worst! Even my Indian buddies think its bad!
Its the same everywhere in Canada! But Browntown (Brampton) is probably the worst! Even my Indian buddies think its bad!
Identity Attack0.32184324
Insult0.16890354
Profanity0.053435806
Threat0.0082074385
Severe Toxicity0.009307861
Moderate 0.32128486 Constructive 0.558 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I know several Indians who are professional and kind. But most are rude they run into you. Cut you off while walking and driving. Walmart is the worst now. So many employees are rude and …
I know several Indians who are professional and kind. But most are rude they run into you. Cut you off while walking and driving. Walmart is the worst now. So many employees are rude and disrespectful. I hate going anywhere that attracts a lot of tourists. They feel entitled, most do not try to be more Canadian. If I went to another country I would respect their ways and culture.
Identity Attack0.27340925
Insult0.24928534
Profanity0.04592061
Threat0.039256934
Severe Toxicity0.010223389
Moderate 0.3048984 Constructive 0.623 Identity_Assertion
Jan 28, 2026 9 likes Inside Canada's Indian Invasion...
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to deport some of these people to undergo trial in India but Trudeau govt under jagmeet Singh did not agree and so you have crimes happening in Canada but the bad name goes to India. As far as this oppression against minority is concerned all sikhs in India are free to do as they wish in their own land. They have a democratically elected leader and sikhs in India are very happy. Others in India love them and respect them a lot so much so that manmohan Singh became the prime minister of India with zero opposition to his leadership. Abdul kalam who is also a muslim became the president of India. This oppression story is fake. That is one of the ways for this khalistan punjabi apply for refugee status inside Canada. It’s a Canadian loophole they misuse and the worst part is even the govt knows that. They just won’t do anything about it.
Identity Attack0.37292135
Insult0.19967617
Profanity0.031641733
Threat0.017156094
Severe Toxicity0.01302678
Moderate 0.3048984 Constructive 0.674 Unverified_Claim
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are being overrun with them. Look at the Canadian government, that's how bad it has become. The Canadian government has become so corrupt because of this! Once they infiltrated the government, all kinds of corruption occured, their extended families were getting automatic citizenship, free healthcare, and draining the Canadian job market and healthcare benefits. One common scam they pull is that they will find a job, immediately apply for social welfare, and take time off and still get paid for months without even working. They completely abuse the system which results in actual Canadians who need social welfare benefits to not be able to gain any benefits, because of the amount of scammers that have infiltrated and colonized the country. Canada is screwed completely unless we speak up about this! There are many of us who don't like this and don't want it, but there are many Canadians who are bleeding hearts and weak who just accept it. They're going to outbreed us and eventually completely takeover and completely ruin the country. Canada is not the same place that I remember from my childhood. It has become the capitol of woke ideology, weakness, and completely overrun by Indians. Not to mention that we used to be a Christian country. We used to say Merry Christmas every year, Christian values were upheld and encouraged, now there are Mosques everywhere! There are more Mosques in Canada than Churches these days. Canada has become ruined. The worst part is, that those who come to our country don't even respect our values, traditions, or even attempt to assimilate. They expect us to conform to their ways. We can no longer be Christians because they are Anti-Christian, we can no longer speak English or French, because they hate our language. I have literally been to Toronto and Vancouver and seen the madness unfold, not an ounce of English is spoken or understood in those areas. It's either Chinese or Indian that is spoken. Usually, when you come to another country, you are supposed to conform to that country's values and traditions, not the other way around. Canada has done the complete opposite because of the bleeding hearts in charge of the country. I say screw that and no more! Make Canada Canadian Again! Keep Canada Christian!
Identity Attack0.10221587
Insult0.26957804
Profanity0.029888187
Threat0.00948907
Severe Toxicity0.006866455
Low Tox 0.295883 Constructive 0.677 Fear_Threat
Feb 6, 2026 2 likes 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.