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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "I live in India 🎉" 289 comments · Page 6 of 12
More right wing propaganda from the National Post. Immigrants have always made Canada a better and more interesting place to live despite the doom and gloom from the lily white and always wrong NP. A …
More right wing propaganda from the National Post. Immigrants have always made Canada a better and more interesting place to live despite the doom and gloom from the lily white and always wrong NP. A lot of hate for people from India on here. Well, it’s the National Post, what did I expect?
Identity Attack0.36702603
Insult0.1640896
Profanity0.021125201
Threat0.0074436385
Severe Toxicity0.007896423
Moderate 0.30993456 Moderate Con 0.445 Policy_Critique
Aug 30, 2025 How Canada broke its immigration …
The white farming town way of life appealed to outsiders, so now they will make it like India. This is happening because they dont want to live in their home country, white western countries appear …
The white farming town way of life appealed to outsiders, so now they will make it like India. This is happening because they dont want to live in their home country, white western countries appear safer, cleaner, and more inviting, who wouldn't want to come and live off that sweet white culture that created a community and culture that others flock to... just so they can refuse to assimilate and make that once inviting place like the place they ran from.
Identity Attack0.37879246
Insult0.097093195
Profanity0.06195303
Threat0.0104988385
Severe Toxicity0.01302678
Moderate 0.30854854 Moderate Con 0.413 Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
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...
And the British occupied , lived and sucked every drop of blood from India for 190 years? How about that? How about being reminded that Canada was formed by wiping out Bethouks, many other indigenous …
And the British occupied , lived and sucked every drop of blood from India for 190 years? How about that? How about being reminded that Canada was formed by wiping out Bethouks, many other indigenous peoples?
Identity Attack0.2331515
Insult0.191015
Profanity0.16078159
Threat0.032695748
Severe Toxicity0.016125489
Moderate 0.3057765 Moderate Con 0.422
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
WOW VERY DANGEROUS SIR 😠😠 BUT SIR MY INDIA IS THE REAL SUPERPOWER 🤗🇮🇳 WE HAVE THE BEST INFRASTRUCTURE AND HIGHSPEED RAIL 🤗🇮🇳 THIS WHY IM SO LUCKY LIVE IN SUPER INDIA THE CLEANEST COUNTRY …
WOW VERY DANGEROUS SIR 😠😠 BUT SIR MY INDIA IS THE REAL SUPERPOWER 🤗🇮🇳 WE HAVE THE BEST INFRASTRUCTURE AND HIGHSPEED RAIL 🤗🇮🇳 THIS WHY IM SO LUCKY LIVE IN SUPER INDIA THE CLEANEST COUNTRY IN THE WORLD 🇮🇳🤗 , WE NEVER SCAM! WE GIVE RESPECT TO ALL WOMEN THEY CAN WALK SAFELY ALONE AT NIGHT AND WE HAVE CLEAN FOOD AND TOILET EVERYWHERE 🇮🇳🤗🚽, I KNOW MANY MORE PEOPLE JEALOUS WITH SUPER RICH INDIA 🤗🇮🇳🤗🇮🇳🤗🇮🇳🤗🇮🇳🤗🇮🇳🤗🇮🇳🤗🇮🇳 INDIA SUPER CLEAN
Identity Attack0.1294935
Insult0.1087965
Profanity0.124631
Threat0.021472665
Severe Toxicity0.023076924
Moderate 0.30452284 Constructive 0.558 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
When I go to work building new homes, I am almost always the only person that speaks English. You ask someone to move their vehicle to get a truck in or something and they look …
When I go to work building new homes, I am almost always the only person that speaks English. You ask someone to move their vehicle to get a truck in or something and they look at you like a Taxidermized fish. DONT let them eat lunch in the house, you'll never get the curry smell out. I've seen people drop out of buying new houses cause they just stink like India, the walls are already that yellow grease color and once that happens its ruined, like having a smoker live in the house but greasier.
Identity Attack0.2795294
Insult0.20901857
Profanity0.15985115
Threat0.010628296
Severe Toxicity0.016771052
Moderate 0.30427247 Constructive 0.638
Sep 16, 2025 1 likes How Canada broke its immigration …
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...
8:52 irony is that he is walking naked on the street and calling out on people walking naked at home. :). On a serious note, this is the same concern in UK. I was in …
8:52 irony is that he is walking naked on the street and calling out on people walking naked at home. :). On a serious note, this is the same concern in UK. I was in UK for 4 years and the reason I came back to India is there are just so many immigrants that locals their have developed an anti immigrants sentiment . You don't want to live in a place just for a bit more money where you don't feel you belong. I believe people should be free to go and work in any country but through legal channels and respect that country's culture and try to integrate
Identity Attack0.23998553
Insult0.123407245
Profanity0.1612468
Threat0.021472665
Severe Toxicity0.015673593
Moderate 0.30319387 Constructive 0.842 Personal_Narrative
Oct 15, 2025 Inside Canada's Indian Metropolis (Brampton)
It's a human trafficking scam... and politicians are probably getting "contributions"... the migrants have to pay both in Canada and at home to these fake colleges that exist only on paper. I wonder how much …
It's a human trafficking scam... and politicians are probably getting "contributions"... the migrants have to pay both in Canada and at home to these fake colleges that exist only on paper. I wonder how much an international student ends up paying just to come here... India has what? like a hundrem million dollar millionaires? How many live as basically what might as well be called slavery? Consider that some of these slave owners prefer living in Canada...
Identity Attack0.24074486
Insult0.23704576
Profanity0.02474608
Threat0.008815889
Severe Toxicity0.00831604
Moderate 0.30136615 Moderate Con 0.451
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
i strongly believe that the Punjab state in India will not be able to accommodate if all the Punjabis around the world return to live there in Punjab, India
i strongly believe that the Punjab state in India will not be able to accommodate if all the Punjabis around the world return to live there in Punjab, India
Identity Attack0.3817989
Insult0.0811385
Profanity0.062454045
Threat0.030623792
Severe Toxicity0.016190045
Moderate 0.30136615 Moderate Con 0.301 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Good to see you calling it out; we live in a far left totalitarian society in Canada so they'll do nothing but ignore the problem and label everyone who reacts to the excessive immigration a …
Good to see you calling it out; we live in a far left totalitarian society in Canada so they'll do nothing but ignore the problem and label everyone who reacts to the excessive immigration a 'racist.' The UK has the same problem, anywhere under left wing leadership is funneling in Islam while scapegoating their own citizens for being angry about the lack of assimilation. If we went to India and tried to import our own culture, we'd be called racist and yet when they come here and do it, we're still called racist because we're expected to be subservient and accommodating.
Identity Attack0.2964622
Insult0.19734058
Profanity0.027000591
Threat0.01052473
Severe Toxicity0.008773804
Moderate 0.30136615 Constructive 0.67 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Look, nobody said that Chinatown, SF was supposed to be European or that Manilatown, Vancouver to be white. Brampton is a Little India, and you can complain all you want... once you show the proof …
Look, nobody said that Chinatown, SF was supposed to be European or that Manilatown, Vancouver to be white. Brampton is a Little India, and you can complain all you want... once you show the proof that you entered with your Inuit Visa, oh wait they were killed by you and yet you complain when legal immigrants come. They contribute to the culture of Vancouver, Toronto but you just love to point out Brampton when 0.01% have even seen the place, let alone lived there.
Identity Attack0.33352965
Insult0.11978693
Profanity0.026454043
Threat0.054947287
Severe Toxicity0.012435913
Moderate 0.30136615 Constructive 0.631 Moral_Argument
Feb 17, 2026 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...
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)
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people …
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people also forgot how rich India was before united kingdoms invasion and how the British empire stole all the valuable resources from India like gold and used it for the development of London. So pls I am respectful don't be racist towards other countries. All are equal made by god just separated by borders of countries but live in the same soil which is our earth. It's also a fact that the people who have enough money or are rich in India live a good life where the infrastructure is good the people are good like the system in upper castes. Whereas the poor people are the ones which have to suffer as generally they are low castes and don't get jobs offered in India as they face caste discrimination and so they get involved in illegal activities like scam call centres and robbery to get some money. The foreigners only see the bad side of India and the bad people who are poor and have to earn something for their family to survive. So pls I know that the things these are doing are illegal or bad but still don't blame whole India for it as those people are very poor have nothing to eat and so they get lured by strangers into doing these things. I can easily say tyler is racist because it's just bad things about India that he shows like the photo of punjab he shows like a random street in punjab a person is driving in motorcycle and there is garbage all around and not showing the golden temple or beautiful places there. I know the people should point out the mistakes of a country like dirty places there but like all the images shown of the country are dirty and not a single picture is good about it even though there are many. That clearly racist and the motive is clearly here to disrespect the countrys image
Identity Attack0.25478655
Insult0.18604483
Profanity0.056441884
Threat0.00933372
Severe Toxicity0.010223389
Low Tox 0.2922276 Constructive 0.76 Moral_Argument
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
14:41 This person is lying through his teeth about Hinduism, they are everything that stands against unity, liberty & fraternity. As a person who lived in India, and understands their culture, I disagree with this …
14:41 This person is lying through his teeth about Hinduism, they are everything that stands against unity, liberty & fraternity. As a person who lived in India, and understands their culture, I disagree with this person.
Identity Attack0.2783691
Insult0.14874944
Profanity0.07255927
Threat0.010421164
Severe Toxicity0.0090408325
Low Tox 0.2922276 Constructive 0.609 Personal_Narrative
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
When I lived in Toronto I never had any problems except for the bad drivers. At least Toronto streets are cleaned and paved... It's not literally India yet. Brampton is the worst for driving though …
When I lived in Toronto I never had any problems except for the bad drivers. At least Toronto streets are cleaned and paved... It's not literally India yet. Brampton is the worst for driving though seriously.
Identity Attack0.22631748
Insult0.24928534
Profanity0.029888187
Threat0.007029374
Severe Toxicity0.0051879883
Low Tox 0.29039988 Constructive 0.671 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
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)
I don’t blame the immigrants, I blame our liberal government because they are the ones who are supposed to control the amount of people coming into the country. If I travel to another country that …
I don’t blame the immigrants, I blame our liberal government because they are the ones who are supposed to control the amount of people coming into the country. If I travel to another country that I want to live in or work in, I need to follow their rules, laws and respect their culture, not trash their country, and change their culture and country to my country. This is what has happened in Canada, too many fn people from India here and they’ve basically taken over everything in the country, again this is not their fault, it’s our own governments fault.
Identity Attack0.2949366
Insult0.16989174
Profanity0.059948977
Threat0.008272167
Severe Toxicity0.010528564
Low Tox 0.28674445 Constructive 0.559
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
For you to know there are many white people & families coming & living in India nowadays. This video is aimed at degrading a community openly. Managing Immigration is a government responsibility.
For you to know there are many white people & families coming & living in India nowadays. This video is aimed at degrading a community openly. Managing Immigration is a government responsibility.
Identity Attack0.34324843
Insult0.06953252
Profanity0.04792466
Threat0.016292779
Severe Toxicity0.011062622
Low Tox 0.2854971 Constructive 0.521 Comparative_Framing
Feb 12, 2026 3 likes Inside Canada's Indian Invasion...
As an immigrant, don't turn Canada to India or any other third world country. I won't visit India even for tourism, the same for the majority of the african countries. Anyone who wants to live …
As an immigrant, don't turn Canada to India or any other third world country. I won't visit India even for tourism, the same for the majority of the african countries. Anyone who wants to live as he was in his original country, go back. Thanks.
Identity Attack0.36702603
Insult0.0836065
Profanity0.016342908
Threat0.007624879
Severe Toxicity0.010375977
Low Tox 0.28548008 Constructive 0.552
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
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...

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.