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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: "A lot of this is …" 580 comments · Page 10 of 24
as someone from Brampton there are a lot but lots of people are taking it to seriously and most of them are kinda be racist sometimes they do some s tuff that white people dont …
as someone from Brampton there are a lot but lots of people are taking it to seriously and most of them are kinda be racist sometimes they do some s tuff that white people dont do but most times there fine
Identity Attack0.33352965
Insult0.10440776
Profanity0.11539881
Threat0.010550622
Severe Toxicity0.01121521
Low Tox 0.2922276 Constructive 0.558 Personal_Narrative
Jan 29, 2026 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 …
you also can't forget the asylum seekers making 80 some thousand dollars a year. And a lot of these asylum seekers are frauds. And a lot of these people who are doing this to the …
you also can't forget the asylum seekers making 80 some thousand dollars a year. And a lot of these asylum seekers are frauds. And a lot of these people who are doing this to the system want to leave the country as soon as the system finds out
Identity Attack0.1232452
Insult0.26395
Profanity0.025634222
Threat0.0082074385
Severe Toxicity0.0062942505
Low Tox 0.29039988 Moderate Con 0.375
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Come to Calgary I live there ad there is lots of pakstins
Come to Calgary I live there ad there is lots of pakstins
Identity Attack0.33675182
Insult0.113185234
Profanity0.09961538
Threat0.012492486
Severe Toxicity0.014511578
Low Tox 0.28857216 Moderate Con 0.46 Personal_Narrative
Jan 27, 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)
Canada does not need any student. Canada got enough talent. They let them in so Canada can persuade them to become truck drivers as Canada need lots of truck drivers. All the schools in Brampton …
Canada does not need any student. Canada got enough talent. They let them in so Canada can persuade them to become truck drivers as Canada need lots of truck drivers. All the schools in Brampton and Mississauga are total FRAUD and making money from these students. They should be stopped. I have been to IRCC page and it is extremely easy to let criminals in this country. Forced home invasions, Looting of Beer stores or LCBO. Looting of Jewelry stores. making illegal U turns in and around GTA has become a NORM. Garbage is everywhere. Fireworks is another major problems. They want to do it then do it in India. Don't bring this piece of shit in Canada. We have Canada day and couple others which are celebrated near Downtown Toronto and Niagara Falls. Go and watch. Queen is dead and no reason to have fireworks on stupid Victoria day. Abolish Victoria day or ban fireworks on that day.
Identity Attack0.14233272
Insult0.25205973
Profanity0.026317406
Threat0.011560392
Severe Toxicity0.008964539
Low Tox 0.28674445 Constructive 0.554 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
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)
I’d prefer Indians over a lot of other immigrants honestly. They actually contribute and most of them try to assimilate
I’d prefer Indians over a lot of other immigrants honestly. They actually contribute and most of them try to assimilate
Identity Attack0.36873037
Insult0.0811385
Profanity0.059948977
Threat0.0086087575
Severe Toxicity0.01159668
Low Tox 0.2854903 Moderate Con 0.451 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I used to go to high school there 10 years ago. it used to be a very pretty place, as far as urban places go. Back then it was called an Indian ghetto too, (despite …
I used to go to high school there 10 years ago. it used to be a very pretty place, as far as urban places go. Back then it was called an Indian ghetto too, (despite the fact we still had a lot of whites and blacks in the area) but I dont dare imagine what it looks like now.
Identity Attack0.36702603
Insult0.083359696
Profanity0.11725569
Threat0.01086132
Severe Toxicity0.013736901
Low Tox 0.2854835 Constructive 0.66 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
These comments are jokes … I’m a born and raised Canadian who’s parents came here in the 1960 to British Columbia , Brampton is beautiful city a lot of this hate towards it is just …
These comments are jokes … I’m a born and raised Canadian who’s parents came here in the 1960 to British Columbia , Brampton is beautiful city a lot of this hate towards it is just racism .. go to Markham filled with Chinese’s who’s stores names are written in their language they even had police station setup , go to Mississauga area filled with Arabs, go to parkdale filled with Philippines and Tibetan … every city in this country has sub section of communities and if people have issue with immigration go and complain to the government that’s allowing it to happen by selling false dreams … immigration is open to anyone as long as you have the money to support your stay here along with the necessary paperwork… plus half of the people complaining about jobs go and ask manager why they hire international kids .. cause they actually show up to work since they gotta work had to pay for high cost of living.. unlike most of the Canadian born kids that will call in sick cause they stayed up until 3 playing video games , it has nothing to do with skin color but work ethics
Identity Attack0.26325142
Insult0.16989174
Profanity0.03715288
Threat0.008841781
Severe Toxicity0.009727478
Low Tox 0.28547668 Constructive 0.686
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Working cash under the table, check out bakeries, factories, etc. Tons of these foreign students on permits not only renew their permits for cash earning, they go part time to school instead of full time …
Working cash under the table, check out bakeries, factories, etc. Tons of these foreign students on permits not only renew their permits for cash earning, they go part time to school instead of full time just to earn money in order to stay longer in Canada and America. Bakeries in Toronto hire a lot of them through private employment agencies and pay them cash under the table. In other words, they just apply for permits so they can work and say screw education 😂
Identity Attack0.04177703
Insult0.16868424
Profanity0.22663295
Threat0.007068211
Severe Toxicity0.00793457
Low Tox 0.2854699 Constructive 0.552
Sep 28, 2025 IRCC Names India in Study …
As a Canadian born Chinese guy, i couldn't agree more with the people who said they refuse to assimilate. It's honestly embarrassing for people like my parents who immigrated and assimilated properly to Canada many …
As a Canadian born Chinese guy, i couldn't agree more with the people who said they refuse to assimilate. It's honestly embarrassing for people like my parents who immigrated and assimilated properly to Canada many years ago. Same can be said about the mainland Chinese people in Vancouver. Like the whole driving thing...people dont follow the rules and have patience, gee, i wonder where tf that came from, b/c it was never like that when I got my license 20 years ago. Tbh blue coat man was legit a lot like my dad
Identity Attack0.18468912
Insult0.16751462
Profanity0.28708664
Threat0.008362788
Severe Toxicity0.013672344
Low Tox 0.2854699 Constructive 0.751
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
This is a weird video I heard a lot of racist stuff and all of the complaints people have seem to be government, municipal or regulation issues yet no one said it so ....
This is a weird video I heard a lot of racist stuff and all of the complaints people have seem to be government, municipal or regulation issues yet no one said it so ....
Identity Attack0.10221587
Insult0.071750276
Profanity0.080318145
Threat0.008919456
Severe Toxicity0.010299683
Low Tox 0.27750343 Moderate Con 0.474 Meta_Commentary
Feb 17, 2026 6 likes Inside Canada's Indian Invasion...
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about the illigal immigrants and I totally agree that all the illigal immigrants should not only be deported but should also be punished strictly and I get it that it's frustrating that people are not following the rules or people are doing bad stuff there but the thing is not only the content but also the intent behind the making and releasing this video, you could have mentioned illigal immigration but you choose to use words like Indian invasion and giving a name to a specific event would cause racism and hate towards the community as well as for the country, The way you showed the clips of specific people showing middle finger in cars I can show a tons of videos of native candains doing the same thing but then it's morally wrong because everyone's not same, same way just check out there's a lot of people who does bad things in public who are the citizens of Canada and who are doing bad stuff, imagine I make a video saying that "The stupid canadians who doesn't follow rules" that video will also show partial truth of some Canadians doing stupid things but associating Canada's name would spread racism against them which is wrong, same way you could've made a video on illigal immigrants who came from india but you choose to get more engagement by using racist terms and things which will make people think that all indians are same, in conclusion I just want to say that in america the highest earners are American-indians and I really thank us government for giving opportunities to them but they not only worked hard for those opportunities but they also worked more then the Americans to get to the top, if the America would have a better person to be the ceo of Google then sundar pichai must have been in india but since he's the best he's at the top same way every american-indian or legal immigrants not only worked hard to get there but also worked more to reach where they are, YOU HATE US, CAUSE YOU AIN'T US. (If you have talent skills and passion come to India and try to become ceo of Reliance industries or TATA group and if you really manage to do it I will not only say sorry but I will myself get all the Indians out of Canada) ✌️♌
Identity Attack0.27991617
Insult0.16337912
Profanity0.07514556
Threat0.058826666
Severe Toxicity0.014382465
Low Tox 0.27525392 Constructive 0.818 Moral_Argument
Feb 5, 2026 2 likes Inside Canada's Indian Invasion...
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like …
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like every other group of immigrants who ever came before them, including those from Europe. The guy at 9:35 got lots of negative comments, but it's clear that he's the typical inspirational immigrant story, coming here, studying and working hard, and eventually achieving his degree, which brings him a better life in a prosperous country, the exact same thing Europeans came to Ellis Island for 100 years ago. And they also created Irish, Italian, Greek, etc. enclaves withing major cities. Also they say Brampton only had 18,000 people 50 years ago, and are upset that now it has 750,000, and all the growth has been from Indians. So then what's the problem? They didn't even displace anyone, they just moved to an area that was previously a small town on the outskirts of Toronto, and is now a major suburb. That growth of suburbs has happened over the last 50 years in every city in North America, from both domestic and immigrant people choosing to settle there. Did you expect a town that close to Toronto to experience zero growth over 50 years?!! While every other suburban area on the continent grows? If so, then you clearly aren't the brightest bulb.
Identity Attack0.2854555
Insult0.1505596
Profanity0.09389619
Threat0.012181788
Severe Toxicity0.012054443
Low Tox 0.27412915 Constructive 0.817
Oct 5, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I feel like this video was presented fairly. We heard the criticisms and we got to see the Indian perspective too. There's many kind people over there, however Canadas Immigration over the last several years …
I feel like this video was presented fairly. We heard the criticisms and we got to see the Indian perspective too. There's many kind people over there, however Canadas Immigration over the last several years is a disaster. They're bringing in a lot of people who are detrimental to our country. In many ways.
Identity Attack0.28034934
Insult0.15911613
Profanity0.020578653
Threat0.008440462
Severe Toxicity0.006790161
Low Tox 0.27412915 Constructive 0.759
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro I just came back from Ontario 😭 yeah lots of Indians over there
Bro I just came back from Ontario 😭 yeah lots of Indians over there
Identity Attack0.36598656
Insult0.07523532
Profanity0.06195303
Threat0.009256045
Severe Toxicity0.010070801
Low Tox 0.27047762 Moderate Con 0.417 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
They are everywhere I thought my city had a lot of Indians! But Tyler is there a part 2 because what happened at the end ?😂😂😂😂
They are everywhere I thought my city had a lot of Indians! But Tyler is there a part 2 because what happened at the end ?😂😂😂😂
Identity Attack0.28622448
Insult0.06794841
Profanity0.09583591
Threat0.011715741
Severe Toxicity0.013285006
Low Tox 0.27047762 Moderate Con 0.419
Jan 27, 2026 Inside Canada's Indian Invasion...
Why are you people blaming the whole community .A lot of indians came there legally , and worked hard to have a good life there . They pay taxes and don't do anything illegal. Doesn't …
Why are you people blaming the whole community .A lot of indians came there legally , and worked hard to have a good life there . They pay taxes and don't do anything illegal. Doesn't mean every indians are like that ,a lot of them came illegally. deport such people instead of generalizing an entire community. After all this, canandians elected the same government into power that made this mess in the first place just because they hate trump
Identity Attack0.27991617
Insult0.1087965
Profanity0.02795705
Threat0.008919456
Severe Toxicity0.005378723
Low Tox 0.27047762 Constructive 0.631 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The Canadian politician and official became part of khalistani scam to rob Canada blind on refugee support. People from Punjab spend a lot of money to agents to handle bribes and cost.
The Canadian politician and official became part of khalistani scam to rob Canada blind on refugee support. People from Punjab spend a lot of money to agents to handle bribes and cost.
Identity Attack0.18313584
Insult0.19734058
Profanity0.02126184
Threat0.008789998
Severe Toxicity0.0059127808
Low Tox 0.2648175 Moderate Con 0.36 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Lot of doctor degrees also come from fake colleges in india
Lot of doctor degrees also come from fake colleges in india
Identity Attack0.28034934
Insult0.15343215
Profanity0.0838743
Threat0.00866054
Severe Toxicity0.009155273
Low Tox 0.2648175 Low Con 0.166 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage …
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage people. If this scenario is reversed Indians would be complaining like canadians do. So the problem is not one way, just becos reducing immigrants does not solve the issue. people have to see things past nationality or physical identity into the statistics. even though canada has professionals of their own there are people who work with dedication and who work without interest, or recent generation being attracted to digital life instead of understanding that college degrees in mainstream subjects are what earns them job and also they have to show dedication and hardwork along with smart work, comply by the work place rules and so on... this goes to all invariable of who they are. all these started changing and now people instead of trying to correct these small changes that lead to these large issues of cost of living and low wages, have now started to pit against live people and their race, nationality or culture. There are good and bad people eveyrwhere, people cant justify the actions of drug addicts roaming the streets and that has increased a lot now, people acting violently against others just becos they dont have what the other has, and so on. but instead of addressing the high amount of actions that are happening around our own country, it has become easy to put blame on each other. I am not justfying the actions of these bad indians who has done these stuff. but we have to see the other side of it before making this a International Issue. Yes, few Indians are bad but not the entire community. Canada has its own needs that needs a lot of hands and support. So, only if we change our perspective beyond the emotional BS we exhibit, we can address the real issue with real solutions. BTW becoz of these things private companies are the one profitting not the Govt.
Identity Attack0.2839175
Insult0.15982662
Profanity0.023584666
Threat0.0084793
Severe Toxicity0.0075531006
Low Tox 0.26293078 Constructive 0.768
Aug 25, 2025 Why Canadians Are Turning Against …
There are A LOT of Indian nationals here working jobs they have no business working. Why?…bc they’ve made fraudulent claims of education. Often paying for fake certifications from India. This isn’t a rumour.
There are A LOT of Indian nationals here working jobs they have no business working. Why?…bc they’ve made fraudulent claims of education. Often paying for fake certifications from India. This isn’t a rumour.
Identity Attack0.28622448
Insult0.11464815
Profanity0.02344803
Threat0.00789674
Severe Toxicity0.006828308
Low Tox 0.26104406 Moderate Con 0.394
Oct 2, 2025 3 likes IRCC Names India in Study …
I can understand the immigration problem in your country. The problem I have is where people would use immigration as a cover for being racist. If you want to assimilate immigrants in your country, it …
I can understand the immigration problem in your country. The problem I have is where people would use immigration as a cover for being racist. If you want to assimilate immigrants in your country, it would take a while. They will need time and patience. Likely their children will be more assimilated if they were young or born there. A lot of immigrants who are white in your country and your history likely took time for them to assimilate. But their children were likely already assimilated. Also, don’t blame the immigrants for the actions of your government. And yes, your country is changing and it happens all the time when you are nation founded by immigrants. For some of you who think the system isn’t working I get that. But for those who find it a problem when they are not white, just say it.
Identity Attack0.28883415
Insult0.083112895
Profanity0.06195303
Threat0.009799767
Severe Toxicity0.008850098
Low Tox 0.2553839 Constructive 0.732 Moral_Argument
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
🏡Indian real estate agents - 🚩please explain why almost all listings on RealtorD0Tca for Toronto, Canada are under Indian Real estate agents? They try to take over all real estate. They get a lot of …
🏡Indian real estate agents - 🚩please explain why almost all listings on RealtorD0Tca for Toronto, Canada are under Indian Real estate agents? They try to take over all real estate. They get a lot of homes through mortgage fraud (watch the CDC report), to rent out as rooming houses, and they are a big reason for the housing shortage. Please do not buy from them if they are the selling agent. They are known to put harmful hidden clauses in the documents to get more money out of you than the list price, then you find out after the sale closes. They did this to one lady who bought her first home, and when the details were revealed AFTER closing, she had to file for BANKRUPTCY to clear her name and start her financial life again. DO NOT do the deal if they are the selling agent, and NEVER sign any paperwork they give you. We call it P----i paperwork. Do not sign it. Period. If they are the selling agent, walk away. Please spread the word. Their behavior is an ORGANIZED assault on the Canadian real estate and financial system, and it demands Canadians to deliver an organized response in rejection of this behavior. Boycott.
Identity Attack0.20680901
Insult0.1669316
Profanity0.07320584
Threat0.01187109
Severe Toxicity0.008354187
Low Tox 0.25462922 Constructive 0.661 Unverified_Claim
Jan 29, 2026 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.