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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

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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: "As an Indian living in …" 485 comments · Page 11 of 20
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...
If they like their indian culture and traditions so much, why do they move? Why don't they stay where they are originally from? I also live in a town that is becoming increasingly indian and …
If they like their indian culture and traditions so much, why do they move? Why don't they stay where they are originally from? I also live in a town that is becoming increasingly indian and they don't adapt... at all. To nothing. They may take up some cool western traditions like Halloween but they'll never give up not bathing, cooking on the garage floors, walking barefoot on public places, disrespecting women and belittling the lower casts. Go back if you like that so much, why move?
Identity Attack0.381025
Insult0.1669316
Profanity0.045670103
Threat0.0097738765
Severe Toxicity0.013866014
Moderate 0.31825066 Constructive 0.601 Fear_Threat
Jan 30, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
i used to live in Brampton but me and my family moved because of how dangerous the area was caused by Indians and the parks where always covered in needles or diff illegal substances and …
i used to live in Brampton but me and my family moved because of how dangerous the area was caused by Indians and the parks where always covered in needles or diff illegal substances and we where scared to drive bc of the terrible driving situation
Identity Attack0.3817989
Insult0.16751462
Profanity0.06746418
Threat0.011819307
Severe Toxicity0.013155893
Moderate 0.31547862 Constructive 0.534 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
When the Indians wanted the English speaking colonizers to leave India the English speaking colonizers murdered them en-masse. Now they live with the colonizers on their soil and the colonizers want them to leave..
When the Indians wanted the English speaking colonizers to leave India the English speaking colonizers murdered them en-masse. Now they live with the colonizers on their soil and the colonizers want them to leave..
Identity Attack0.36942887
Insult0.13064787
Profanity0.06546012
Threat0.13815513
Severe Toxicity0.01735206
Moderate 0.31547862 Moderate Con 0.388
Jan 27, 2026 2 likes 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)
I don’t see any aboriginal Canadian complaining but Immigrants complaining about other immigrants which is rich 😂 You don’t expect Indians to live like swedes or french do you ?
I don’t see any aboriginal Canadian complaining but Immigrants complaining about other immigrants which is rich 😂 You don’t expect Indians to live like swedes or french do you ?
Identity Attack0.3817989
Insult0.15414265
Profanity0.024609445
Threat0.0066733654
Severe Toxicity0.008392334
Moderate 0.3140926 Moderate Con 0.377
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Indians are so proud of India but they don't want to live there
Indians are so proud of India but they don't want to live there
Identity Attack0.3817989
Insult0.07840354
Profanity0.06395709
Threat0.012699619
Severe Toxicity0.015867263
Moderate 0.3140926 Moderate Con 0.371
Jan 27, 2026 16,509 likes Inside Canada's Indian Invasion...
Why cant Indians live in their own country?
Why cant Indians live in their own country?
Identity Attack0.38185352
Insult0.07935401
Profanity0.058445938
Threat0.010369381
Severe Toxicity0.014253352
Moderate 0.3127066 Low Con 0.268 Identity_Assertion
Nov 1, 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)
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...
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)
I am a catholic from south India, These north Indians dont let us live peacefully in india and not in Canada.
I am a catholic from south India, These north Indians dont let us live peacefully in india and not in Canada.
Identity Attack0.3857254
Insult0.0838533
Profanity0.024199532
Threat0.0086087575
Severe Toxicity0.011291504
Moderate 0.30716252 Constructive 0.502 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Even as an Indian, i wouldn't want to live there.
Even as an Indian, i wouldn't want to live there.
Identity Attack0.37361985
Insult0.060927123
Profanity0.0715894
Threat0.02371728
Severe Toxicity0.012703998
Moderate 0.3057765 Moderate Con 0.413 Comparative_Framing
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was …
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was having a good time and having fun. Old people don’t change, young people adapt and live. For what it’s worth, Brampton was bustling, growing, and there was construction everywhere. It felt safer and definately was cleaner than any size city like that in the US. All the Indians I know there (my extended family) are engineers, lawyers, finance types, and doctors. One of my uncles got the Order of Canada - he lives in downtown Toronto though, very wealthy cardiologist now.
Identity Attack0.36873037
Insult0.16773392
Profanity0.08064143
Threat0.00967031
Severe Toxicity0.0128976675
Moderate 0.30514878 Constructive 0.745
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This video is diverting attention from the real issue. Why does it start by showing Muslims praying? What does that have to do with the problem? Let’s look at facts: how many Muslims live in …
This video is diverting attention from the real issue. Why does it start by showing Muslims praying? What does that have to do with the problem? Let’s look at facts: how many Muslims live in Canada compared to the Indian population? Muslims are not a country and not a single culture. There are European Muslims, North African Muslims, Asian Muslims, Arab Muslims, and Black Muslims. Does it harm anyone if Muslims practice their religion peacefully? This type of framing only fuels unnecessary hate and division
Identity Attack0.3817989
Insult0.12521741
Profanity0.033144772
Threat0.009955117
Severe Toxicity0.009498596
Moderate 0.30502358 Constructive 0.577
Aug 26, 2025 Why Canadians Are Turning Against …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Indians do this everywhere all over the world, they don't want to assimilate and they want to create their own neighborhoods so that they live like in India. I think they must stay in India, …
Indians do this everywhere all over the world, they don't want to assimilate and they want to create their own neighborhoods so that they live like in India. I think they must stay in India, the problem is they segregate
Identity Attack0.3817989
Insult0.08459369
Profanity0.07805514
Threat0.010628296
Severe Toxicity0.013736901
Moderate 0.30464804 Constructive 0.547 Identity_Assertion
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to …
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to anyone and everyone, regardless of their race, sexuality, gender. We're not like the mexicans of the usa where we come here illegally.WE COME HERELEGALLY, do legal jobs, and live peacefully. Do we have our fair share of problems? Yeah, sure. But that really doesnt overcome all the good that we do not only brampton but canada as a whole. If you wanna blame anyone, blame your government for letting in so many people, not us, we are simply ppl who are seeking a better life. Im a 18 year indian canadian teenager and im sorrounded by other indian canadian teenagers as well and we're all here to do good to the country and city, we're planning on becoming lawyers engineers, doctors, etc, yet yall think that we're here to destroy the country that we ourselves keep close to our heart. this video is racist, and nothing else.
Identity Attack0.36598656
Insult0.1640896
Profanity0.04065997
Threat0.00814271
Severe Toxicity0.012833111
Moderate 0.30452284 Constructive 0.791 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Having lived in an apartment complex that was primarily Indian I learned that we had different standards for trash mgmt. Besides that it was fine. Most had not really assimilated and kept to themselves. The …
Having lived in an apartment complex that was primarily Indian I learned that we had different standards for trash mgmt. Besides that it was fine. Most had not really assimilated and kept to themselves. The smell of the food was a bit much at times, it would make its way in to my apartment and my clothes would smell like their food the next day. Nice people but inconvenient neighbors
Identity Attack0.2774022
Insult0.24928534
Profanity0.10982819
Threat0.0069387536
Severe Toxicity0.009613037
Moderate 0.30439767 Constructive 0.77 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice …
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice houses are Indian. Also most fast food restaurants are run by indian managers and staff, I was in a KFC the other day that had 1 younger white male at the counter, and 5 punjab behind the counter. The workers were all yelling at eachother about orders in their language and the white guy looked so confused. English is the first language in Canada so it should be learned especially when it comes to a business context, does our government care tho? Nope.
Identity Attack0.36702603
Insult0.15485314
Profanity0.18786818
Threat0.013631714
Severe Toxicity0.017997624
Moderate 0.30427247 Constructive 0.753 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
You HAVE to visit New Jersey. Have a friend who lives there and it’s more Indians then white or any other ethnicity there
You HAVE to visit New Jersey. Have a friend who lives there and it’s more Indians then white or any other ethnicity there
Identity Attack0.37292135
Insult0.076185785
Profanity0.06546012
Threat0.008634649
Severe Toxicity0.011291504
Moderate 0.30319387 Constructive 0.547 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated …
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated here. Unfortunately, they have no desire to assimilate, they bring their own culture and they stay in their own communities. The government offers tax breaks for businesses, hiring foreign workers over people born in Canada, leaving the youth without any part-time work. On top of that some of my favourite restaurants growing up, I haven’t eaten at in years because it’s been taken over by Indians, the quality of food goes down, you end up getting food poisoning and if you aren’t in their community, you get worse service and get charged more than what an Indian would pay at the same restaurant. They don’t understand cleanliness or sanitation, they leave their garbage and waste on the street and dump it in random locations, and quite frankly have no respect for anyone who lives here or the country that has taken them in. I feel like a minority of my own country and I truly don’t understand what being Canadian means anymore because I’m pretty sure being Canadian is a thing of the past. Most of my friends have moved further north, to Vancouver island or moved out to the prairies to get away from them and higher prices as everything gets more expensive, thanks to our government, caring more about immigrants than citizens. When a family gets accepted to come here they bring their parents their aunts and uncles their brothers and sisters on temporary visas, they also collect social assistance as soon as they arrive and when their visas expire, they have no desire to go back, which has resulted in thousands of illegals remaining here. I mean I get it. Why would you go back when you’re getting treated better here and are given food, housing and an allowance every month but it’s gotten to a point where India outnumbers Canadians. I want them all sent back.
Identity Attack0.36702603
Insult0.16839184
Profanity0.041912504
Threat0.0084793
Severe Toxicity0.012359619
Moderate 0.30319387 Constructive 0.737 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The thing that never seems to be brought up is East Indians 80% own houses. They come here and they own houses and have businesses that they ONLY hire East Indians, have East Indian clientele …
The thing that never seems to be brought up is East Indians 80% own houses. They come here and they own houses and have businesses that they ONLY hire East Indians, have East Indian clientele ONLY because they all pay cash so they can circumvent the taxes. They all make babies like mice so give it 40 years and Canada will not be recognizable. And it’s the governments fault because they’re so greedy for tax money that they let the here by the boat load because they don’t wanna wait for the rest of us to make Canada larger population wise because it will take way too long. That and their tuition money for colleges, the list goes on in this non talked about bullshit that the liberals have done. They seriously do all this scheming and raising taxes just to give our tax money away to everyone but the people who pay the taxes. We could have put a huge dent in the national debt by now, but liberals just can’t conserve money hence their name. If it doesn’t stop soon, we are doomed. Surrey BC where I lived for 14 years, is just as bad as Brampton. They all own 1.6-2 million dollar houses in the suburbs of the city, all own businesses and all do the same shit as Brampton, circumvent the taxes. That’s the thanks we get for letting them here is to scam us so they can get rich quick while we all suffer and will never own a house by the looks of it. In Victoria BC where I live now, it’s gotten so bad that I can’t move out of my house I’ve been in for 4 years cuz I can’t find anything cheaper and this place is a 400sq ft 1 bedroom for $1850 a month. Can’t afford to do anything but survive while the immigrants all live like kings. There’s gotta be a line to not cross and that has been the case for too long where it’s been crossed for a long time and no one says or does anything about it out of fear of being called a racist. Call me one. Idgaf anymore. I ain’t racist. I’m just sick of the rules being severely crossed for money. Money makes everyone that has a lot of it GREEDY sons of bitches and it’s gotta stop.
Identity Attack0.2854555
Insult0.22770336
Profanity0.047173142
Threat0.008893564
Severe Toxicity0.012435913
Low Tox 0.29953843 Constructive 0.588 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I’m actually appalled at the racism in this video. People have a right to search for a better life for themselves. Why do you think white people ended up in Canada in the first place? …
I’m actually appalled at the racism in this video. People have a right to search for a better life for themselves. Why do you think white people ended up in Canada in the first place? It’s not their country. Immigrants are typically highly educated and pay Canada exorbitant amounts of money to move here and/or go to school here. They also take a loss because most of the time their university degrees are not recognized in this country. They swallow their pride and take jobs beneath them. Immigrants bring value to this country. They’re extremely intelligent and hard working. In my 34 years living here not once have I seen ANY Indians or Africans in shelters or on the streets.
Identity Attack0.32476485
Insult0.16480011
Profanity0.036651865
Threat0.0086087575
Severe Toxicity0.009460449
Low Tox 0.29771072 Constructive 0.713 Moral_Argument
Jan 29, 2026 3 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.