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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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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "As an Indian living in …" 485 comments · Page 12 of 20
No Indians or for that matter any other community enter Canada and choose to live their lives here if the Governments doesn't allow that. Please also acknowledge the fact that so many well educated Indians …
No Indians or for that matter any other community enter Canada and choose to live their lives here if the Governments doesn't allow that. Please also acknowledge the fact that so many well educated Indians are coming here which is a huge brain drain and capital loss for India itself , just because it is not able to provide better job opportunities there. Now they are coming with different cultural background with English not as their first language. But they settle down here for long term and contribute to the economy of this country. Don't hate them, they have done nothing wrong
Identity Attack0.37012735
Insult0.16124763
Profanity0.024814399
Threat0.009204263
Severe Toxicity0.009841919
Low Tox 0.29771072 Constructive 0.719
Dec 8, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Texas, and I am not in support of our senator or governor selling out to India, that's why every gas station has an Indian inside it, that's why you don't see Latino/ …
I live in Texas, and I am not in support of our senator or governor selling out to India, that's why every gas station has an Indian inside it, that's why you don't see Latino/ Latina owned phone service stores and they were replaced with Indians. That's what our tax dollars are being fed to, and me as a Texan feeling replaced, radicalized, and fed up with the b.s I'm highly considering investing/ building my own compound in the newr future. I love for Pakistan 🇵🇰 I love Bangladesh 🇧🇩 I love Turkey 🇹🇷 I DO NOT love India 🚫 India 🚫
Identity Attack0.316
Insult0.16124763
Profanity0.17987521
Threat0.0138755
Severe Toxicity0.02077355
Low Tox 0.29771072 Constructive 0.767 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a …
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a living — it’s governments that failed to plan for housing, infrastructure, and affordability. Stop blaming immigrants for problems created by bad leadership. we get all the hate while working the jobs many young Canadians don’t even want to show up for. Not all immigrants work on cash and not all of us are the same — we’re out here paying taxes, grinding hard
Identity Attack0.31015682
Insult0.16824563
Profanity0.024472807
Threat0.009230154
Severe Toxicity0.008659363
Low Tox 0.295883 Constructive 0.629
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in the UK and there’s a lot of Indians over here. I genuinely don’t mind them, a lot of them work, contribute to society, don’t take the piss of our welfare state and …
I live in the UK and there’s a lot of Indians over here. I genuinely don’t mind them, a lot of them work, contribute to society, don’t take the piss of our welfare state and generally their religious ideology is not one to take over with v10l3nce. Plus their national food is so good! No issue with Indians
Identity Attack0.28034934
Insult0.1662211
Profanity0.28593817
Threat0.009799767
Severe Toxicity0.016706496
Low Tox 0.29405528 Constructive 0.663 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and …
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and to those who also live on the street cannot even park there car or live in there homes due to the loud noise. No permit, just taking over. The other problem the last few years immigrations number have skyrocket and 90% of them our Indians. The government should have never let such a large group from one country enter. Meanwhile as climate change happen a lot of countries will be in trouble and the people will need to go somewhere. Iran has only 3% of there water reserve left. India has ruin there country and so has China with pollution and dumping of heavy metel in river and lakes. Meanwhile the Caribbean is expected to be unlivable in 15 and 20 years. The USA we are expected to lose 100 miles of our coastline. That area is where 50% of Americans lives. Pretty soon it will be everyone for themselves if certain country do not look at the long term picture. Also the lifestyle we are living today is just not sustainable.
Identity Attack0.2783691
Insult0.24835461
Profanity0.07385241
Threat0.01254427
Severe Toxicity0.010681152
Low Tox 0.2922276 Constructive 0.629 Fear_Threat
Dec 7, 2025 Why Canadians Are Turning Against …
I'm a white guy born in Mississauga just south of Brampton. I've been living in a tent for over two months. Youth stand near the woodlot where i live and shout "Indian go home" The …
I'm a white guy born in Mississauga just south of Brampton. I've been living in a tent for over two months. Youth stand near the woodlot where i live and shout "Indian go home" The news and researcher-academic classes tell us we didn't want to work and we were unqualified for work, and now they tell us we are racists if we even blink wrong.
Identity Attack0.34324843
Insult0.10294484
Profanity0.048425674
Threat0.010291707
Severe Toxicity0.009307861
Low Tox 0.29039988 Constructive 0.68 Personal_Narrative
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian I am completely ashamed of the way Indians are representing our country outside and honestly I understand the point of view from the Canadians ,when u migrate to another country you are …
As an Indian I am completely ashamed of the way Indians are representing our country outside and honestly I understand the point of view from the Canadians ,when u migrate to another country you are supposed to adjust to their culture and their principles but unfortunately these people have turned it into a mini india there which simantaneously affects a lot of Indians who live outside as well because they have to deal with stereotypical and racial comments.I am completely against the way they celebrate our festivals outside its a nuisance to both the countries.
Identity Attack0.36702603
Insult0.16802633
Profanity0.058946952
Threat0.0091524795
Severe Toxicity0.01159668
Low Tox 0.28674445 Constructive 0.784 Identity_Assertion
Dec 21, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Folks....(1) If there are no immigrants We will be eating boring Fish & Chips all the time (2) If immigrants are not here it will be difficult to guard this massive country against Russian threats …
Folks....(1) If there are no immigrants We will be eating boring Fish & Chips all the time (2) If immigrants are not here it will be difficult to guard this massive country against Russian threats from the north (3) If immigrants didn't buy our inflated GTA houses from us then we might not have had the Golden Retirements (4) The Dutch in South Africa lost their colony because they didn't have adequate immigrants to help them hold the massive land they captured (5) When someone is uprooted and brought here, they work 150 % than the lazy locals to reestablish their lives this is a fact supported by various economic studies and this is what becomes the engine propelling the country's economic growth (6) When the Chinese came from Hong Kong the locals blamed the Chinese for everything. When the Italians out grew locals in Woodbridge the locals blamed them for everything and called them as Mafia . Now you guys are painting the same thing on to Brown People .This is hypocrisy and not a fact !!! ALL OF YOU ARE SETTLER DESENDANTS OR IMMIGRANTS IN CANADA UNLESS YOU ARE A NATIVE MIND THAT !!! and be grateful for this beautiful world and the life you have . Another fact is Second world war was won by English & Allies using massive African and Indian armies. So the freedom we enjoy today in Canada was helped by African and Indian soldiers as well !!! The English simply don't have the numbers win by themselves . BE GREATFUL AND LOVE THIS COUNTRY AND IT'S DIVERSITY PERIOD !!! BELOW IS A SAMPLE OF WHAT IMMIGRANTS ARE DOING TO HELP THE ANGLOSAXONS : Immigrant Oppenheimer - Enabled America win Second World War Immigrant Frank Stronach - Founded Magna Corp Immigrant Andrew Carnegie - Founded United Steel Immigrant Albert Einstein - Enabled America win Second World War Immigrant Shiva Ayyadurai- Invented Email Kevin O'Leary - Irish / Lebanese immigrant Elon Musk- South African immigrant AMERICA RUNS ON IMMIGRANT POWER !!! BE GREATFUL !!!
Identity Attack0.28034934
Insult0.1378885
Profanity0.10549548
Threat0.02682521
Severe Toxicity0.015350811
Low Tox 0.2855005 Constructive 0.716 Moral_Argument
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration. But the homeless you showed made me think about the other side of the …
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration. But the homeless you showed made me think about the other side of the coin, these Indian immigrants would probably do a better job feeding our own homeless if they were aware they were welcome. Things like garbage and stuff, indians have less civil duty because their own cultural issues. But they have a sense of duty of family and community. So we need to hold our goverment responsible for not handling emmigration properly, but also if have compassion and bring these people into our communities as well, then you will feel a new sense of duty from them. Its a tough issue on both sides that our goverments are forcing us the people to deal with
Identity Attack0.2949366
Insult0.22303216
Profanity0.07999486
Threat0.007870848
Severe Toxicity0.0090789795
Low Tox 0.2854937 Constructive 0.853 Moral_Argument
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I lived in Brampton for 25 years, so I would like to weigh in. We definitely have an extremely large indian population here. There are a lot of upsides and downsides to that. Some of …
I lived in Brampton for 25 years, so I would like to weigh in. We definitely have an extremely large indian population here. There are a lot of upsides and downsides to that. Some of my best friends are Indian immigrants, some of the people I hate the most are also indian immigrants. With any large group of people, you will always have examples of exceptionally nice people, but also horrible people. Something I noticed a lot recently is that newer immigrants are a lot less interested in learning about Canadian culture, norms, and integration. A lot of my longtime indian friends learnt the Canadian culture, Canadian norms, and wish to work with Canadians. They celebrate christmas, are respectful and polite, and are otherwise outstanding Canadian Citizens. A lot of the newer problems in Brampton can make it unattractive for others. Lots of loud music blaring, street racing waking you up at 4am in the morning, fireworks at 3am for no apparent reason, etc.
Identity Attack0.36702603
Insult0.1669316
Profanity0.15812257
Threat0.01254427
Severe Toxicity0.014705247
Low Tox 0.2854903 Constructive 0.842
Nov 5, 2025 223 likes Inside Canada's Indian Metropolis (Brampton)
There’s now an Indian student at my very rural school. We live in an extremely white area (with a few Asians, but not many at all). Personally, it just puts into perspective how much things …
There’s now an Indian student at my very rural school. We live in an extremely white area (with a few Asians, but not many at all). Personally, it just puts into perspective how much things are changing, in a bad way.
Identity Attack0.36702603
Insult0.0808917
Profanity0.092279755
Threat0.010058682
Severe Toxicity0.011062622
Low Tox 0.2854835 Constructive 0.553 Fear_Threat
Oct 9, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I don't mind Canadian people living in Canada if they live by the Indian rules. Else, they can just go back to Europe.
I don't mind Canadian people living in Canada if they live by the Indian rules. Else, they can just go back to Europe.
Identity Attack0.35624164
Insult0.082619295
Profanity0.028503597
Threat0.009592636
Severe Toxicity0.008735657
Low Tox 0.2854835 Moderate Con 0.464
Nov 16, 2025 Inside Canada's Indian Metropolis (Brampton)
As someone who lived in Brampton for several years, I learned that in the Indian culture they must look out for their own first. As a Black person looking to rent a place, it was …
As someone who lived in Brampton for several years, I learned that in the Indian culture they must look out for their own first. As a Black person looking to rent a place, it was extremely disheartening (I’m experiencing racism from people darker than me?!). Eventually one landlord told me what was up - they must help their own people and essentially only rent to other Indian people. You see it in all the companies where you have an Indian hiring manager - they are biased to employing only their own. I was left no choice but to leave Brampton.
Identity Attack0.36702603
Insult0.15556364
Profanity0.10178173
Threat0.010938995
Severe Toxicity0.013414118
Low Tox 0.28548008 Constructive 0.737
Sep 21, 2025 104 likes Inside Canada's Indian Metropolis (Brampton)
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire …
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire video was stretched just to find one reason to show Indians are bad, but sadly you failed to show whats really wrong. People are living peacefully without disturbing anyone. Most of them are legal immigrants. Stop giving visas if you don’t want immigrants. Stop crying and compete with them if you have the potential.
Identity Attack0.2783691
Insult0.17610447
Profanity0.038655918
Threat0.009126588
Severe Toxicity0.008850098
Low Tox 0.28548008 Moderate Con 0.496 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
it's just ironic that Indians love their country so much that they want to live in other countries
it's just ironic that Indians love their country so much that they want to live in other countries
Identity Attack0.35624164
Insult0.07745308
Profanity0.05393682
Threat0.0072365063
Severe Toxicity0.009918213
Low Tox 0.28547668 Moderate Con 0.338 Humor_Satire
Jan 27, 2026 59 likes Inside Canada's Indian Invasion...
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work …
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work properly or look for jobs in India; they just prefer going to Canada. I don’t know what kind of jobs they get there. Some of them go there depending on relatives, and some go illegally, which is completely wrong. Because I want to say one true thing about Indian people: there is very little civic sense in India. Yes, if they belong to the upper class, then they may have some civic sense, but in the lower and middle class, civic sense is very low. That’s why wherever they go, they behave the same way they think, without caring that they are in another country. They don’t care about respecting that country or adjusting to its culture. Instead, they try to impose their own culture everywhere. They want to create their own space everywhere and put their own things everywhere. But if foreigners come to India and live here permanently, they just do their work and live normally. Even if they do something publicly to promote their own culture, Indians will immediately go against them. But I haven’t seen the same reaction outside. People there should also oppose this; otherwise, Indians will really spread everywhere in the same way.
Identity Attack0.36702603
Insult0.16773392
Profanity0.062454045
Threat0.009644418
Severe Toxicity0.012359619
Low Tox 0.28547668 Constructive 0.67 Identity_Assertion
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
I'm sick and tired of this false right wing narrative that the Trudeau Lib party let in all the Indians. I lived in Brampton until 2005 and white flight started well before that. It's been …
I'm sick and tired of this false right wing narrative that the Trudeau Lib party let in all the Indians. I lived in Brampton until 2005 and white flight started well before that. It's been called Bramledesh for longer than I can remember. Trudeau wasn't PM until 2016.
Identity Attack0.22631748
Insult0.20901857
Profanity0.02385794
Threat0.0084793
Severe Toxicity0.005607605
Low Tox 0.28547668 Constructive 0.607 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
You can't label all Indians as dirty,you can't do that with any race, its just depends on an individual in wht way he wans to live
You can't label all Indians as dirty,you can't do that with any race, its just depends on an individual in wht way he wans to live
Identity Attack0.2831485
Insult0.15236975
Profanity0.18294942
Threat0.009877442
Severe Toxicity0.012130737
Low Tox 0.2854699 Constructive 0.531 Moral_Argument
Feb 19, 2026 76 likes Inside Canada's Indian Invasion...
As a person of Indian descent, I wouldn't live here. Never been to India but Brampton sure looks like mini India
As a person of Indian descent, I wouldn't live here. Never been to India but Brampton sure looks like mini India
Identity Attack0.36273825
Insult0.06953252
Profanity0.06646215
Threat0.011249693
Severe Toxicity0.012207031
Low Tox 0.2854699 Constructive 0.574 Identity_Assertion
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
I was born here in Canada in 1969 and since Justin Trudeau took over as our government, everything just went downhill. I also very upset with our government bringing in millions of Immigrants and giving …
I was born here in Canada in 1969 and since Justin Trudeau took over as our government, everything just went downhill. I also very upset with our government bringing in millions of Immigrants and giving large handouts of of our Canadian tax dollars to support the new immigrants that our coming into Canada. Why is the government giving large hand outs to these Indian immigrants instead of helping us true Canadians who helped built this Country. It is a dam shame to see what the Liberal Government our doing to this country of ours were many are homeless, high cost of living and the high crimes that happens every day in Canada and what does the government do is let these criminals back into our streets where us true Canadians do not feel safe any more. The one thing that pisses me off is seeing is all these new immigrants coming into Canada by the thousands that are taking away our Canadian entry jobs like Walmart, McDonalds and A & W fast food restaurant where as our young born Canadian students and others can not find a job to help them pay for there school loans and get a good education degree. We need to put a stop to this. For enough is enough before our Liberal Government destroys our country.
Identity Attack0.2331515
Insult0.18604483
Profanity0.1719469
Threat0.008738215
Severe Toxicity0.012054443
Low Tox 0.28425202 Constructive 0.688 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
I'm an Indian American, and what Canada is doing is terrible. There's nothing wrong with immigrants, but you need to let in people with the right skills and who are willing to assimilate. The Indians …
I'm an Indian American, and what Canada is doing is terrible. There's nothing wrong with immigrants, but you need to let in people with the right skills and who are willing to assimilate. The Indians who are in Brampton say they're Canadian but only live within their communities and try to change the Canadian culture, and it's not right.
Identity Attack0.33352965
Insult0.1087965
Profanity0.026317406
Threat0.008285114
Severe Toxicity0.00869751
Low Tox 0.2820025 Constructive 0.701 Policy_Critique
Nov 6, 2025 Inside Canada's Indian Metropolis (Brampton)
As a canadian I really feel this, thanks these indians and our government getting a job is a nightmare especially if you live in the city and most of the country is far-left so it …
As a canadian I really feel this, thanks these indians and our government getting a job is a nightmare especially if you live in the city and most of the country is far-left so it isn't changing anytime soon. It's just sad to see, I'm not racist I just want my own country and my own job but I guess that's asking too much :/
Identity Attack0.29951343
Insult0.1378885
Profanity0.028503597
Threat0.007314181
Severe Toxicity0.00793457
Low Tox 0.28087774 Constructive 0.679 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
There's no one more nationalistic than an Indian that is not living in India..
There's no one more nationalistic than an Indian that is not living in India..
Identity Attack0.30256465
Insult0.0777699
Profanity0.031140719
Threat0.008919456
Severe Toxicity0.009384155
Low Tox 0.27975297 Moderate Con 0.308 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
In your video, you are unfairly targeting Indians and even showing Hindu Gods’ idols in a disrespectful way, which is highly inappropriate. What you failed to show is how other communities, including certain refugee groups, …
In your video, you are unfairly targeting Indians and even showing Hindu Gods’ idols in a disrespectful way, which is highly inappropriate. What you failed to show is how other communities, including certain refugee groups, have also influenced Canadian society in ways that often go unquestioned. Indians – especially Hindus – come to Canada by investing huge amounts of money, and they quietly contribute to the economy and culture without creating disturbances. Hindus rarely do anything other than celebrate their festivals peacefully in parks. Yes, the job market is tough – but it’s the same for everyone. I myself served as a Director in a Canadian supermarket chain and have been without a job for 13 years. My kids face the same struggle. But instead of talking about real issues, your video paints Indians in a very negative light. Why? Even leaders like Donald Trump tried this path of targeting communities, and it led only towards division and disaster. Please don’t create mental agony and hatred against Indian Hindus. These are the very people who generate jobs, run businesses, and quietly support society. I rate your video as a disgusting attempt to twist personal frustrations into a community-blaming narrative, even bringing in Indians who, sadly, criticize their own background. Targeting Indians and showing Hindu Gods’ idols is shameful and disrespectful. Hindus come to Canada by investing heavily, live peacefully, and contribute to society without disturbing anyone. The job market is tough for everyone – blaming Indians is nonsense. Your video spreads hate instead of facts and creates unnecessary division. Indians, especially Hindus, are job creators, not destroyers. This video is nothing but a disgusting attempt to twist personal frustration into hate against a community.
Identity Attack0.3072352
Insult0.12883772
Profanity0.029186781
Threat0.009696201
Severe Toxicity0.008850098
Low Tox 0.27975297 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
As an Indian its sad to see people culture have been taken over by Indians. As an Indian even if you go in any country don't try to live among the native people, try to …
As an Indian its sad to see people culture have been taken over by Indians. As an Indian even if you go in any country don't try to live among the native people, try to live in places where you don't overtake another group of people by population. Its not our country to just spread our influence at the cost of others.
Identity Attack0.36702603
Insult0.08410009
Profanity0.028093686
Threat0.008336896
Severe Toxicity0.009231567
Low Tox 0.27975297 Constructive 0.661 Identity_Assertion
Jan 28, 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.