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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: "As an Indian living in …" 485 comments · Page 19 of 20
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open …
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open minded, living and letting live, freedom, being tolerant etc. These are the best ideas or culture that if held long enough by the majority of the people will turn that place into a great civilization indeed. Every great civilization of history was built through this culture in history. persian empire, macedonian empire, roman empire, british empire and now the united states etc... were/are all very diverse and very tolerant of indians and their ideas... cultural exchange of ideas through indians and receiving diverse viewpoints which helped them become great. However great empires, great places and civilizations never last. They fall down. They fall down once the culture changes. which is natural since culture is not static but dynamic, since it exists only in the minds of people, it can change in the same generation, or in the next - all it takes is replacing existing ideas with other ideas in the minds of people large enough. This is what we are seeing happening in canada and India... a shift of culture. The same culture of responsible for turning India into a terrible country is being adopted by canadians. Meanwhile for the past few decades.. india on the other hand has been adopting the better culture and growing slowly and steadily with many mistakes and hurdles along the way towards a brighter future... slowly because its huge... steadily because it knows where to go.... mistakes and hurdles because its an open democracy... If this cultural shift keeps continuing this way... There will come a time where canada would look more like afghanistan and India will look like the us or scandinavia... However i hope thats not the case. and its just a phase that does not lead to some significant revolution in terms of peoples thinking.
Identity Attack0.07425626
Insult0.025413504
Profanity0.027273865
Threat0.00780612
Severe Toxicity0.0037574768
Low Tox 0.10956833 Constructive 0.639 Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education and rules followed lived there. Now I am 18 and it is very sad to see that people who lack basic manners are going there in exchange of money, yes it is true that you cannot bring knowledge and good values in yourself with money, European people and American people should also think about this and should ask questions to their government that why are they bringing these people to get profit in the vote bank or are they very educated people, but looking at the condition it is not true that Their parents may have also taught them basic manners, many Indians do not have the flexibility to change their habits after seeing the country, but they would have had problems with people coming to their country from outside who did not live in the Indian culture, but if they did not live with outsiders and were forbidden to do that, then that would be racism! One should follow whatever religion one wants but see again it should change with the new environment, even in nature when a species migrates to a new place it follows the rules and practices it uses, it does not mean that its genetics change completely.
Identity Attack0.037136484
Insult0.03511308
Profanity0.027683776
Threat0.007598988
Severe Toxicity0.0028038025
Low Tox 0.10609736 Constructive 0.759 Identity_Assertion
Feb 11, 2026 3 likes Inside Canada's Indian Invasion...
It's too bad you didn't visit the many farms and gardens that the new Canadians have setup on the outskirts of Brampton. They are inspirational. That temple you showed has been there for at least …
It's too bad you didn't visit the many farms and gardens that the new Canadians have setup on the outskirts of Brampton. They are inspirational. That temple you showed has been there for at least 30 years - it was built in a field in the middle of nowhere at the time. I do agree that way too many young Indian men think the area is a place to live out the Grand Thief Auto fantasies ;-)
Identity Attack0.058401883
Insult0.033570543
Profanity0.013576009
Threat0.0067316215
Severe Toxicity0.002040863
Low Tox 0.10522962 Constructive 0.794 Solidarity
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Another problem is I live in a small city of about 25,000 and there's four work visa offices in this city I thought that was the government's business and guess what everyone is owned by …
Another problem is I live in a small city of about 25,000 and there's four work visa offices in this city I thought that was the government's business and guess what everyone is owned by a East Indian
Identity Attack0.09576365
Insult0.023028618
Profanity0.020100424
Threat0.007068211
Severe Toxicity0.002708435
Low Tox 0.103928015 Constructive 0.53 Identity_Assertion
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Employers choose Indian students over local Canadian students bc they only have to pay them half as much. The other half of their wages are paid by us tax payers through a subsidy program. There's …
Employers choose Indian students over local Canadian students bc they only have to pay them half as much. The other half of their wages are paid by us tax payers through a subsidy program. There's nothing wrong with good honest working people moving to a new country and living and working like the locals. But when you live OFF of the locals tax dollars or cheat the system, it is not going to be healthy for immigrants, Canadians or the economy.
Identity Attack0.07673789
Insult0.028392024
Profanity0.0127561875
Threat0.006304411
Severe Toxicity0.00207901
Low Tox 0.103060275 Constructive 0.61 Economic_Argument
Oct 2, 2025 IRCC Names India in Study …
They are overpopulating my area too. When I walk around my Costco, there have been times where there are Indians in every single direction I look, as far as I can see. I'm not even …
They are overpopulating my area too. When I walk around my Costco, there have been times where there are Indians in every single direction I look, as far as I can see. I'm not even exaggerating. If I forgot where I was, I would think I was in India. There are so many Indian restaurants around me. The area I live in is actually a nice newly built area (over the past 5 years.) It wasn't like this when I first moved to this area.
Identity Attack0.10221587
Insult0.02212623
Profanity0.027137227
Threat0.0076119336
Severe Toxicity0.0031852722
Low Tox 0.10175867 Constructive 0.658 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
i hope you all are aware of the fact that the Indian government is against the khalistani movement or demands in any way. also hope that yall r aware that khalistan is a concept majorly …
i hope you all are aware of the fact that the Indian government is against the khalistani movement or demands in any way. also hope that yall r aware that khalistan is a concept majorly supported by those who do not live in india.
Identity Attack0.07508347
Insult0.021803947
Profanity0.020168742
Threat0.01052473
Severe Toxicity0.0031280518
Low Tox 0.09915545 Moderate Con 0.38 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
3.5 million Indians living In Canda that's 1 in 10 😮
3.5 million Indians living In Canda that's 1 in 10 😮
Identity Attack0.06704199
Insult0.022384055
Profanity0.022764845
Threat0.00823333
Severe Toxicity0.0038909912
Low Tox 0.09915545 Moderate Con 0.324
Oct 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I'm glad Tyler is more or less neutral in his findings. It's true, many Indian's have come to Canada and I'm sure many do wish for a better life. Canadians understand this, but the methods …
I'm glad Tyler is more or less neutral in his findings. It's true, many Indian's have come to Canada and I'm sure many do wish for a better life. Canadians understand this, but the methods the government of Canada is doing to push the numbers too high and too quickly is what's surprising to many. It's the accountability of the government that should be under scrutiny. If immigration was moderate and consistent, the social issues would not be as rampant, but social media loves stir the pot. This is also happening while Canada's housing infrastructure is crumbling, healthcare is deteriorating and general cost of living in Canada has skyrocketed and priced many Canadians out of simple living and enjoyment. Do you think Canadians today are as happy or well off as Canadians even 5 years ago? Do the results reflect that of other countries besides Canada?
Identity Attack0.049989145
Insult0.032138187
Profanity0.017914234
Threat0.007145886
Severe Toxicity0.0020599365
Low Tox 0.09568449 Constructive 0.863 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
What I noticed in this video is the people from Indian community respects and helped the interviewer as their own and heard no negative nonsense. Hope we can all live together in harmony and respect …
What I noticed in this video is the people from Indian community respects and helped the interviewer as their own and heard no negative nonsense. Hope we can all live together in harmony and respect each other with no hate.
Identity Attack0.036878675
Insult0.027605021
Profanity0.053435806
Threat0.008181547
Severe Toxicity0.0023555756
Low Tox 0.09351514 Constructive 0.768 Solidarity
Nov 27, 2025 78 likes Inside Canada's Indian Metropolis (Brampton)
I lived in Oshawa Ontario for 4-months due to student exchange. My school was mostly Indians, when i arrived to Canada I genuinely felt like I was in India.
I lived in Oshawa Ontario for 4-months due to student exchange. My school was mostly Indians, when i arrived to Canada I genuinely felt like I was in India.
Identity Attack0.10221587
Insult0.020901557
Profanity0.01620627
Threat0.006427396
Severe Toxicity0.0023269653
Low Tox 0.09308127 Constructive 0.641 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I have experienced this firsthand. A few years ago, i visited Kingston (Near Toronto) to visit my indian friend. I met a lot of indian-canadians over there. They basically have their own community. To clarify, …
I have experienced this firsthand. A few years ago, i visited Kingston (Near Toronto) to visit my indian friend. I met a lot of indian-canadians over there. They basically have their own community. To clarify, I'm not from Ontario. I live in a small town up north, so i dont reguarly see immigrants/people from different ethnic backgrounds.
Identity Attack0.10221587
Insult0.019419061
Profanity0.013678487
Threat0.006420923
Severe Toxicity0.0018119812
Low Tox 0.08874765 Constructive 0.773 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is multiculture country. Indians have every right to live in Canada the way they want.
Canada is multiculture country. Indians have every right to live in Canada the way they want.
Identity Attack0.084182754
Insult0.019096779
Profanity0.018255826
Threat0.006427396
Severe Toxicity0.0027275085
Low Tox 0.083999306 Moderate Con 0.415 Moral_Argument
Nov 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Ok I live right next to Brampton and I would just like to clarify that it does have a big Indian population but honestly anywhere else Ive been to in Ontario it’s not the same …
Ok I live right next to Brampton and I would just like to clarify that it does have a big Indian population but honestly anywhere else Ive been to in Ontario it’s not the same many live in Brampton because it’s next to Toronto where everyone goes to work and it’s honestly not a big deal think of it as Chinatown in New York.
Identity Attack0.07177465
Insult0.022061773
Profanity0.016957775
Threat0.006647474
Severe Toxicity0.0022792816
Low Tox 0.083999306 Constructive 0.631 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this time it is happening through modern immigration and citizenship policies rather than conquest. Brampton is increasingly becoming Indian-dominant, not because of organic assimilation, but because Canadian government policies have allowed unchecked immigration, easy pathways to citizenship, and weak enforcement against illegal overstays. This demographic shift is a direct consequence of Canadian governance decisions, not the actions of immigrants alone. It is also important to acknowledge an uncomfortable reality: while many Indians in Brampton are hardworking, skilled, and law-abiding, there are individuals living there who are reportedly facing criminal charges or are wanted in India, yet continue to remain abroad due to legal loopholes, slow extradition processes, or a lack of coordination between governments. Ignoring this issue only undermines trust and accountability. Ultimately, the responsibility lies with the Canadian government. Citizenship is granted by Canada, not India. If Brampton is changing rapidly in its cultural and demographic makeup, it is because policymakers chose growth without proper planning, enforcement, or integration. History shows that when governments ignore demographic balance and social cohesion, long-term consequences follow—regardless of which group is involved.
Identity Attack0.04538634
Insult0.0279513
Profanity0.013985921
Threat0.0074436385
Severe Toxicity0.0020599365
Low Tox 0.079250954 Constructive 0.67
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
As a teen Pakistani Canadian who was born in Canada I totally agree, to move countries is to adapt to new ways of living, new values and respecting lands on which they inhabit. Indians mostly …
As a teen Pakistani Canadian who was born in Canada I totally agree, to move countries is to adapt to new ways of living, new values and respecting lands on which they inhabit. Indians mostly come here and start living the way they used to effectively turning Canada into new India… all I’m saying is I don’t mind respectful people but if you come here acting like it’s your motherland you need to learn to respect the culture and land here.
Identity Attack0.06385879
Insult0.021868404
Profanity0.013576009
Threat0.006479179
Severe Toxicity0.0021457672
Low Tox 0.07845957 Constructive 0.782 Personal_Narrative
Mar 1, 2026 Inside Canada's Indian Invasion...
45+ million Idians live outside India. Canada is not the only country attract Indians. The EU has just done an Indian migration deal - against trade.
45+ million Idians live outside India. Canada is not the only country attract Indians. The EU has just done an Indian migration deal - against trade.
Identity Attack0.084182754
Insult0.017292
Profanity0.011406898
Threat0.0067186756
Severe Toxicity0.0015258789
Low Tox 0.07212844 Constructive 0.522 Comparative_Framing
Feb 6, 2026 Inside Canada's Indian Invasion...
I were to live in India as a Indian i would like to move to canada
I were to live in India as a Indian i would like to move to canada
Identity Attack0.053854458
Insult0.016632931
Profanity0.02030538
Threat0.007974415
Severe Toxicity0.002708435
Low Tox 0.0665887 Moderate Con 0.411 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian I'd say it's cheap to move to another country for economic benefits... it's like extracting wealth from another country and their people. If one really likes some country then they should already …
As an Indian I'd say it's cheap to move to another country for economic benefits... it's like extracting wealth from another country and their people. If one really likes some country then they should already have enough money to live and support themselves.
Identity Attack0.04280826
Insult0.019354604
Profanity0.019348921
Threat0.0067963502
Severe Toxicity0.0017166138
Low Tox 0.06025757 Constructive 0.614
Aug 25, 2025 12 likes Why Canadians Are Turning Against …
Moved to downtown Toronto, Canada on June 5th, 1970. There was no indian grocery stores until a few years later, where a Mr. Sharma opened one of the very first stores. Growing up in the …
Moved to downtown Toronto, Canada on June 5th, 1970. There was no indian grocery stores until a few years later, where a Mr. Sharma opened one of the very first stores. Growing up in the heart of downtown and going to school (Ossington and Old Orchard P.S.) wasn't easy. There was quite a bit of racism in those days so my sister and I had to assimilate quickly, in which we did. We happily lived within the Portuguese and Italian communities and the rest is history!!!!
Identity Attack0.038683333
Insult0.019225692
Profanity0.01084327
Threat0.0061878995
Severe Toxicity0.0015544891
Low Tox 0.056016337 Constructive 0.796 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Gentle reminder that as of late 2024–2025, approximately 2.5 to 2.9 million people of Indian origin live in Canada, representing roughly 0.18% to 0.2% India's total population. Canada couldn't even handle half a percentage of …
Gentle reminder that as of late 2024–2025, approximately 2.5 to 2.9 million people of Indian origin live in Canada, representing roughly 0.18% to 0.2% India's total population. Canada couldn't even handle half a percentage of jeet.
Identity Attack0.043839492
Insult0.016024929
Profanity0.011184863
Threat0.0064144502
Severe Toxicity0.001206398
Low Tox 0.055521555 Moderate Con 0.416 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Here in brampton, i live in the indian matrix bruh. Plz help.
Here in brampton, i live in the indian matrix bruh. Plz help.
Identity Attack0.03249594
Insult0.018001022
Profanity0.025770858
Threat0.010783645
Severe Toxicity0.002746582
Low Tox 0.054037213 Moderate Con 0.352 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small Punjabi student population, the students for the most part were not hassled nor did they hassel back. My next and biggest Indian experience was a job from 1984-1991 I worked for an Indian family and got to see a portion of Toronto's Indian population. Culturally there were big differences however I enjoyed my experience working with them. My point being you say in your video 'sudden indian.' this is 2026 and I have been experiencing as have Canadians, the Punjabi culture for over 46 years so this is not a sudden or new occurance. And lastly as far as cultures from other countries go, having Hindu's or even Sihk's as neighbors is far better than other ethnic possibilities, so I do not have any issue with Punjabi Canadians! Anyhow continue your video just wanted to add my comment as I am living in Canada with Indians and want to express my opinion.
Identity Attack0.042292643
Insult0.020063626
Profanity0.021603432
Threat0.008311004
Severe Toxicity0.002632141
Low Tox 0.05378982 Constructive 0.888 Personal_Narrative
Jan 27, 2026 1 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.