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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 #}

Comment Explorer

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

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Active: "I know where they are …" 1,129 comments · Page 20 of 46
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them either make india better or live here there is no need to move out HIndus are already started birthcontrols being aware is just all we need thats it i think whites or native people are right because no one likes sudden changes !! I am also capable of moving out but i will not i think i can do something better here i can make my community better . Indians also have this some kind of invisible competetion between there extended fam. or neighbourhood which is the one of the shittiest reason of indian leaving india they think washing dishes is better then a business or farmer here . I know we have multiple problems but leaving them would not give any solution to them ,we are actually growing it takes time to be like any europian country but im sure we should not have to like them we can be better in our own we are not in a race of living better all we have to do is making our living standards better Rule No 1 Never make more than 2 children Dont do something uncivilied thing in front of them We are really good in cleaning our houses but focus on streets too( ofc this is not for all many of us are actually doing this) Dont give shit about politics too much your control should be in your hands Practice religion very well , Dont cutt off from roots Dont beileve in pathetic rituals Rivers are water sources respecting them means keep them clean as possible thats all Work on esthetics of your streets try to make your house lil similar to all and dont think of job either you can make jobs THATS ALL. In this case like if we say we dont want to tolerate illegal bangladeshis same as they NO nation wants too much people from a particular country it obviously feels like invaded Anyhow To all white people reading this May be you can found us problematic in some way but most indian are really sweet and kind by heart .
Identity Attack0.36702603
Insult0.24493282
Profanity0.092279755
Threat0.010472948
Severe Toxicity0.014447021
Moderate 0.31963667 Constructive 0.707
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
You obviously have never read the United Nations Document - The Replacement. We are paying for hotels, food, housing and a percentage of their paycheque through our taxes, Federal, Provincial and Municipal. Canadians cannot find …
You obviously have never read the United Nations Document - The Replacement. We are paying for hotels, food, housing and a percentage of their paycheque through our taxes, Federal, Provincial and Municipal. Canadians cannot find jobs because they hire the illegals. I will not call them immigrants. Immigrants came here legally. Illegals have been flying in claiming asylum, still crossing our borders and given special treatment. WE ARE MAD AT THE IMMIGRANTS - THEY KNOW THEY HAVE IT MADE
Identity Attack0.34649673
Insult0.18852992
Profanity0.01893901
Threat0.008764107
Severe Toxicity0.011749268
Moderate 0.31963667 Constructive 0.594 Unverified_Claim
Aug 25, 2025 Why Canadians Are Turning Against …
The biggest problem is they come to our home to escape a hell in their own country. But then they try to turn our country into the one they ran from. They try to change …
The biggest problem is they come to our home to escape a hell in their own country. But then they try to turn our country into the one they ran from. They try to change the ways we who were born and raised here are aloud to live our lives as we always have. My first job ever was tim hortons. Now im watching teens unable to gain independence unless their parents i Know someoneone who can hire them meanwhile no one can understand the person taking their order at tim hortons...Canada is to expensive now and we dont have the means to support these people anymore. Its costing us more with what they have done to our economy . Some of these people have zero care for human life ether they drive like A holes and cause accidents that cost lives. Canada is no longer a welcoming happy country. We are exhausted from busting our ass to keep a roof over our head leaving us unable to afford other things even food. Its not that they are all awful people (some are) but we CANT support them anymore we need to be able to support ourselves again !! The last 2 prime ministers are also to blame in reality. As an albertan i dont even care about anyone east of manitoba because they chose to vote this reality to life. I wanna see western canadas money stay on the west end of this country. There is a canadian divide and its time to seperate so not every canadian has to suffer for the stupidity out that way
Identity Attack0.25647953
Insult0.24928534
Profanity0.16264248
Threat0.011508608
Severe Toxicity0.015221698
Moderate 0.31825066 Constructive 0.665 Economic_Argument
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
My apartment complex was taken over by Immigrants and they hated me for making bacon and eggs in the morning they conspired against me and had me evicted I lived in a car for two …
My apartment complex was taken over by Immigrants and they hated me for making bacon and eggs in the morning they conspired against me and had me evicted I lived in a car for two weeks before I found an apartment and now my rent is higher and I can barely afford it... living in canada is going to get worse for canadian and the immigrants our taking our country they only hire their own when they get in a position of power in their line of work... and the cost of living is getting higher because the landlords know to increase rent when the international students come here
Identity Attack0.34000012
Insult0.19734058
Profanity0.049678206
Threat0.011819307
Severe Toxicity0.013607788
Moderate 0.31686464 Constructive 0.636
Aug 29, 2025 Why Canadians Are Turning Against …
Lena Diab knows exactly what she's talking about, especially when she says "I prefer my tabule". And if she's not, maybe she should ask her parents why they came to Canada from Lebanon in tge …
Lena Diab knows exactly what she's talking about, especially when she says "I prefer my tabule". And if she's not, maybe she should ask her parents why they came to Canada from Lebanon in tge first place. Canadians, please, don't be so naive.
Identity Attack0.10221587
Insult0.3388922
Profanity0.022218296
Threat0.0067769317
Severe Toxicity0.004043579
Moderate 0.31547862 Constructive 0.603 Identity_Assertion
Feb 26, 2026 9 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
@TylerOliveira I love you man, but this video is a fail. Do you want to know why? ...CAUSE YOU DIDN'T BRING GLOVES FOR YOUR HANDS VS THE TEMPERATURE IN CANADA!!! Jokes aside: great video!
@TylerOliveira I love you man, but this video is a fail. Do you want to know why? ...CAUSE YOU DIDN'T BRING GLOVES FOR YOUR HANDS VS THE TEMPERATURE IN CANADA!!! Jokes aside: great video!
Identity Attack0.021987455
Insult0.16337912
Profanity0.051932767
Threat0.009903334
Severe Toxicity0.01322045
Moderate 0.31547862 Moderate Con 0.485 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Still not the most disliked indians in canada. If you know you know.
Still not the most disliked indians in canada. If you know you know.
Identity Attack0.381025
Insult0.15485314
Profanity0.024472807
Threat0.0070034824
Severe Toxicity0.0073623657
Moderate 0.3140926 Moderate Con 0.375 Identity_Assertion
Feb 6, 2026 Inside Canada's Indian Invasion...
They get their license handed to them in brampton. Ontario. They literally do it. It's a scam, okay, because the tow truckers. Okay, they get the calls, but it's a mafia owned. So that's why …
They get their license handed to them in brampton. Ontario. They literally do it. It's a scam, okay, because the tow truckers. Okay, they get the calls, but it's a mafia owned. So that's why they do drivers school with them. They know they can't drive, but they pay for their license. And they hope they get in an accident. It's a big mafia scam.
Identity Attack0.018168874
Insult0.25800487
Profanity0.04792466
Threat0.10696311
Severe Toxicity0.008773804
Moderate 0.3140926 Moderate Con 0.495 Unverified_Claim
Feb 9, 2026 Inside Canada's Indian Invasion...
Motel Pierre is the worst of the worst 🤢 I'm from Montreal I know!😉
Motel Pierre is the worst of the worst 🤢 I'm from Montreal I know!😉
Identity Attack0.04203484
Insult0.26957804
Profanity0.066963166
Threat0.007521313
Severe Toxicity0.007820129
Moderate 0.3127066 Constructive 0.546 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
As a Sikh, born and raised in the US, this is an opinion I've had since this KHALISTAN stuff began. We go to Canada if we miss India, because it's basically become MINI PUNJAB LOL. …
As a Sikh, born and raised in the US, this is an opinion I've had since this KHALISTAN stuff began. We go to Canada if we miss India, because it's basically become MINI PUNJAB LOL. Another note. The Khalistan topic is all nonsense. I don't know why SO MANY CANADIAN BORN and AMERICAN BORN SIKHS support or push for this. IF YOU PLAN TO MOVE BACK TO KHALISTAN, for sure support it. Don't push an issue you would not commit to. Plus, no foreign born would comfortably move to KHALISTAN, if it existed, due to the lack of opportunities. My parents left India for the lack of opportunities (legally). They knew Punjab has no future, since the Indian nation shrunk it's state borders, and we become a LAND LOCKED state. If this LAND LOCKED COUNTRY were to be established, everything would be ridiculously expensive, and Khalistan would be lucky to become as "successful" as EXPENSIVE Switzerland. It's illogical to support Khalistan on an economic standpoint.
Identity Attack0.2823795
Insult0.24903896
Profanity0.08807703
Threat0.013269233
Severe Toxicity0.017933069
Moderate 0.3127066 Constructive 0.763 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Oh man, as soon I saw the title and the thumbnail, I just knew the comments were going to be insane 😂 As much as Canada is lauded as a nice and welcoming country, it's …
Oh man, as soon I saw the title and the thumbnail, I just knew the comments were going to be insane 😂 As much as Canada is lauded as a nice and welcoming country, it's open season when it comes to Indians. I work in a typical corporate environment, where all conversations are filtered through a layer of professionalism, and just the other day my director made a joke about how he's glad we don't have Indians on our team. Everyone laughed and we moved on as if it was a completely normal thing to say about an ethnic group. You know it's bad when both the conservative boomers and the liberal millenials/gen Z all agree we have too many Indians.
Identity Attack0.34324843
Insult0.2435641
Profanity0.0961592
Threat0.010369381
Severe Toxicity0.013414118
Moderate 0.3127066 Constructive 0.709
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
What a disgrace these people do not know where these students are
What a disgrace these people do not know where these students are
Identity Attack0.030433474
Insult0.24287975
Profanity0.09034003
Threat0.008453408
Severe Toxicity0.008049011
Moderate 0.31132057 Low Con 0.278 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
We are so lucky for these people 🙏🙏Every Indian person I know is amazing. It's incredible to see white Canadians despising people for doing what their ancestors did; coming and trying to work and live …
We are so lucky for these people 🙏🙏Every Indian person I know is amazing. It's incredible to see white Canadians despising people for doing what their ancestors did; coming and trying to work and live in a new place.
Identity Attack0.37222284
Insult0.11172232
Profanity0.031641733
Threat0.009100696
Severe Toxicity0.009841919
Moderate 0.30993456 Constructive 0.683 Solidarity
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
This video is misleading with much information..What many do not know and even homeowners..that their Property Taxes do go for the schooling and HUD assisstance is shared with illegals...just like visas that are overstayed..On the …
This video is misleading with much information..What many do not know and even homeowners..that their Property Taxes do go for the schooling and HUD assisstance is shared with illegals...just like visas that are overstayed..On the surface we are taught there is not corruption in the system..BS ..Sanctuary cities and much more BS negates this whole video..this sounds like Obama Rhetoric not Trump...Remember the system is still corrupt and California Governors have been Jesuit controlled for decades..
Identity Attack0.10221587
Insult0.24928534
Profanity0.11168506
Threat0.008259222
Severe Toxicity0.011444092
Moderate 0.30993456 Constructive 0.681
Jan 29, 2019 How much do refugees and …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was …
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was having a good time and having fun. Old people don’t change, young people adapt and live. For what it’s worth, Brampton was bustling, growing, and there was construction everywhere. It felt safer and definately was cleaner than any size city like that in the US. All the Indians I know there (my extended family) are engineers, lawyers, finance types, and doctors. One of my uncles got the Order of Canada - he lives in downtown Toronto though, very wealthy cardiologist now.
Identity Attack0.36873037
Insult0.16773392
Profanity0.08064143
Threat0.00967031
Severe Toxicity0.0128976675
Moderate 0.30514878 Constructive 0.745
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
How many of the Chinese and Indian residents are Intelligence Operatives of India and China? How is possible for Canada to check and green-light 140,000 Indian and 40,000 Chinese nationals every year, knowing that in …
How many of the Chinese and Indian residents are Intelligence Operatives of India and China? How is possible for Canada to check and green-light 140,000 Indian and 40,000 Chinese nationals every year, knowing that in one country virtually everyone is corrupt and the other is a closed-doors system?
Identity Attack0.27991617
Insult0.24928534
Profanity0.016069634
Threat0.00713294
Severe Toxicity0.005836487
Moderate 0.30502358 Low Con 0.282 Unverified_Claim
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant …
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant to train ppl in a language that Canadians don’t use. I go into Tim Hortons in a small town and they barely know English. Ask for cream get sugar everytime man. the culture sometimes is rude and short with ppl. Too many apartments and rentals are putting student immigrants first instead of Canada students. The driving is unreal saw immigrants driving in the middle of the road!! Like wtf. It’s out of control.
Identity Attack0.18705739
Insult0.27763805
Profanity0.04667213
Threat0.007883795
Severe Toxicity0.007019043
Moderate 0.30502358 Constructive 0.661 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I know several Indians who are professional and kind. But most are rude they run into you. Cut you off while walking and driving. Walmart is the worst now. So many employees are rude and …
I know several Indians who are professional and kind. But most are rude they run into you. Cut you off while walking and driving. Walmart is the worst now. So many employees are rude and disrespectful. I hate going anywhere that attracts a lot of tourists. They feel entitled, most do not try to be more Canadian. If I went to another country I would respect their ways and culture.
Identity Attack0.27340925
Insult0.24928534
Profanity0.04592061
Threat0.039256934
Severe Toxicity0.010223389
Moderate 0.3048984 Constructive 0.623 Identity_Assertion
Jan 28, 2026 9 likes Inside Canada's Indian Invasion...
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...
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to deport some of these people to undergo trial in India but Trudeau govt under jagmeet Singh did not agree and so you have crimes happening in Canada but the bad name goes to India. As far as this oppression against minority is concerned all sikhs in India are free to do as they wish in their own land. They have a democratically elected leader and sikhs in India are very happy. Others in India love them and respect them a lot so much so that manmohan Singh became the prime minister of India with zero opposition to his leadership. Abdul kalam who is also a muslim became the president of India. This oppression story is fake. That is one of the ways for this khalistan punjabi apply for refugee status inside Canada. It’s a Canadian loophole they misuse and the worst part is even the govt knows that. They just won’t do anything about it.
Identity Attack0.37292135
Insult0.19967617
Profanity0.031641733
Threat0.017156094
Severe Toxicity0.01302678
Moderate 0.3048984 Constructive 0.674 Unverified_Claim
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
PISSED? Tell Mark Carney. I know of apartments that are owned by immigrants who became Canadians and they only rent to immigrants (their own people). It almost seems that the rental laws don't apply to …
PISSED? Tell Mark Carney. I know of apartments that are owned by immigrants who became Canadians and they only rent to immigrants (their own people). It almost seems that the rental laws don't apply to them.
Identity Attack0.22261032
Insult0.24171697
Profanity0.12727508
Threat0.007547205
Severe Toxicity0.010223389
Moderate 0.3047732 Constructive 0.636
Aug 25, 2025 88 likes Why Canadians Are Turning Against …
I wanted to visit Canada 🇨🇦 last month but as soon I know the situation of Indian immigrants I was like ewwwwwww
I wanted to visit Canada 🇨🇦 last month but as soon I know the situation of Indian immigrants I was like ewwwwwww
Identity Attack0.36702603
Insult0.08533409
Profanity0.14490221
Threat0.009385503
Severe Toxicity0.016771052
Moderate 0.30464804 Moderate Con 0.457
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
Guy on the bike knows ball
Guy on the bike knows ball
Identity Attack0.009249465
Insult0.061801232
Profanity0.27747265
Threat0.012078222
Severe Toxicity0.013801457
Moderate 0.30464804 Moderate Con 0.301 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
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...

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.