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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: "This is what I’ve been …" 564 comments · Page 11 of 23
The main reason for bad behaviour in Brampton is the kind of uneducated people from Punjab getting in there using illegal means. I know many people from Punjab who've honge into Canada who cannot speak …
The main reason for bad behaviour in Brampton is the kind of uneducated people from Punjab getting in there using illegal means. I know many people from Punjab who've honge into Canada who cannot speak 3 lines in English properly.
Identity Attack0.25986546
Insult0.21368977
Profanity0.015079016
Threat0.006686311
Severe Toxicity0.005455017
Low Tox 0.27525392 Constructive 0.65 Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
I've had liberals tell me I shouldn't worry about illegal immigrants because I'm from the north. 🤣
I've had liberals tell me I shouldn't worry about illegal immigrants because I'm from the north. 🤣
Identity Attack0.2839175
Insult0.07967083
Profanity0.037904397
Threat0.0074954215
Severe Toxicity0.006866455
Low Tox 0.27525392 Constructive 0.502
Jan 27, 2026 Inside Canada's Indian Invasion...
Punjab is India! Why are the lying. Punjab,for those that don't know is a province in India. By the way Canada is a province of India located in North America. Believe me I live in …
Punjab is India! Why are the lying. Punjab,for those that don't know is a province in India. By the way Canada is a province of India located in North America. Believe me I live in Vancouver and for the past ten years and I feel like I've been teleported to India or Pakistan. It's scary bc I've never planned to live in India, but here I'm. Durka durka ! 😅
Identity Attack0.26833034
Insult0.16817254
Profanity0.07870171
Threat0.008582866
Severe Toxicity0.008506775
Low Tox 0.27525392 Constructive 0.655 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
lwkey could've been avoided if we had all just been Christians 🫩
lwkey could've been avoided if we had all just been Christians 🫩
Identity Attack0.29188538
Insult0.06529768
Profanity0.085167445
Threat0.012337137
Severe Toxicity0.013091337
Low Tox 0.27525392 Low Con 0.259 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met …
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met many Indian people in Canada and it almost seems like they’re so positive and community minded that they think it’s small minded to be stingy about sharing space, which can clash with the general reserved nature of Canadians but also make you feel embarrassed in a way about being judgmental. You even see it in this video with the white guy asking judgey questions to Indians but he gets showered with food and hospitality from the Indians. No matter how you fight it you kind of get overpowered by their positivity…
Identity Attack0.316
Insult0.15485314
Profanity0.062454045
Threat0.008815889
Severe Toxicity0.008468628
Low Tox 0.27412915 Constructive 0.76 Moral_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
I've been to several different Tim Hortons in my province and multiple times I've received eggs with mold I no longer go there the falloff is crazy
I've been to several different Tim Hortons in my province and multiple times I've received eggs with mold I no longer go there the falloff is crazy
Identity Attack0.012061302
Insult0.18728738
Profanity0.10116278
Threat0.0091524795
Severe Toxicity0.0065231323
Low Tox 0.27047762 Constructive 0.618
Jan 27, 2026 10 likes Inside Canada's Indian Invasion...
Good journalism, both sides being presented here, the reasons why it happened, the stereotypes. While I don't really have a strong opinion about Brampton being mostly Indians, I do have an opinion that Canadians should …
Good journalism, both sides being presented here, the reasons why it happened, the stereotypes. While I don't really have a strong opinion about Brampton being mostly Indians, I do have an opinion that Canadians should condemn other areas as well that are majority of immigrants. Vaughn area is filled with Chinese people no one makes a fuss about it. They ain't speaking english, they aint serving American junk food everywhere, yet Indians are a problem. The community has vices, but justifying xenophobia with that is awful. European descendant people came here and took over native Canadians. Can't think how it must've felt for them. That was unarguably way worse than the current immigration system. My point being its a problem against a specific community is not really being uncomfortable for the sake of the country but purely out of spite and racism. I can see the concerns but not when they stereotype every Indian.
Identity Attack0.28622448
Insult0.16868424
Profanity0.054938845
Threat0.007870848
Severe Toxicity0.007896423
Low Tox 0.26859093 Constructive 0.862
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Michelle you seem so whimpy talking to Vassey I've seen you fight harder against other reports
Michelle you seem so whimpy talking to Vassey I've seen you fight harder against other reports
Identity Attack0.009619443
Insult0.22303216
Profanity0.0741757
Threat0.008712323
Severe Toxicity0.0047302246
Low Tox 0.2667042 Moderate Con 0.4 Meta_Commentary
Feb 24, 2026 'We do know that there's …
Good work Indian students! You’ve successfully and effortlessly ruined the good standing of Indians who came to these western countries peacefully. The trust has been broken and going to be an uphill battle. 😢
Good work Indian students! You’ve successfully and effortlessly ruined the good standing of Indians who came to these western countries peacefully. The trust has been broken and going to be an uphill battle. 😢
Identity Attack0.24293575
Insult0.13607834
Profanity0.025497584
Threat0.014220826
Severe Toxicity0.00957489
Low Tox 0.2648175 Moderate Con 0.396 Identity_Assertion
Sep 30, 2025 1 likes IRCC Names India in Study …
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've never seen a guy so over it yet so accepting of his racism and being alright with it on camera 😂 what an aura
I've never seen a guy so over it yet so accepting of his racism and being alright with it on camera 😂 what an aura
Identity Attack0.14875233
Insult0.14512913
Profanity0.06145202
Threat0.008686432
Severe Toxicity0.00793457
Low Tox 0.26104406 Moderate Con 0.302 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
My grandparents immigrated here from Jamaica and certain groups have made the word immigration annoying and obnoxious now. It’s not even immigration at this point it’s just a full take over and a blatant disrespect …
My grandparents immigrated here from Jamaica and certain groups have made the word immigration annoying and obnoxious now. It’s not even immigration at this point it’s just a full take over and a blatant disrespect for our country. Don’t follow the rules, aren’t compliant , protesting that Canadians don’t respect them and that they should stay there even if the visa is up, demanding money, buying all businesses and blatantly not hiring Canadians because they aren’t of a certain race. It’s extremely disrespectful and we need to start sticking up for the people of this country and have tighter rules and regulations to get in. Disappointed in our country…we’ve failed. What happened to the old school immigrants that would come in work hard build wealth and have pride in moving to Canada. It’s really the younger generation of immigrants that are entitled and stupid. And this is coming from a young person. Some of the immigrants (if you know you know) aren’t even that good at their job, they careless do it half ass and expect tips and that certain details will go unnoticed because they didn’t earn the job they just showed up and were handed the job.
Identity Attack0.23618884
Insult0.16883044
Profanity0.03389629
Threat0.008815889
Severe Toxicity0.008087158
Low Tox 0.25915736 Constructive 0.692
Oct 4, 2025 IRCC Names India in Study …
4:11 funniest shet I've heard , as a Indian 😂 Upper class will travel on business class there , buy a mansion or something Middle class would move there legally for job or education They …
4:11 funniest shet I've heard , as a Indian 😂 Upper class will travel on business class there , buy a mansion or something Middle class would move there legally for job or education They don't have to move there illegally Also watching so far , that doesn't look like a foreign country to me , L to Canada
Identity Attack0.19495805
Insult0.082619295
Profanity0.17008601
Threat0.0091524795
Severe Toxicity0.01302678
Low Tox 0.2553839 Moderate Con 0.486 Humor_Satire
Feb 13, 2026 Inside Canada's Indian Invasion...
Yo Tyler, I know you won’t read this and doubt you remember me. Went to the same high school in Modesto and you knew a few of my friends too. You’ve fallen so far since …
Yo Tyler, I know you won’t read this and doubt you remember me. Went to the same high school in Modesto and you knew a few of my friends too. You’ve fallen so far since those days. How far down you’ll climb for content is sad. Modesto don’t love you like that. Those around you gassing you up, telling you you’re special and you make a difference are lying to you. Find Christ, find a purpose, hit the gym, do something productive. But do something else mad, it’s just sad. You’ve aligned yourself with people who have devious, self serving intentions. Think harder man
Identity Attack0.017867407
Insult0.18107465
Profanity0.07740857
Threat0.010239923
Severe Toxicity0.0075149536
Low Tox 0.25462922 Constructive 0.55 Personal_Narrative
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
As a person living in India, my appeal to the Canadian people is don't let "asylum seekers" from India into your country without proper vetting. Legal migration of skilled labour is one thing you shouldn't …
As a person living in India, my appeal to the Canadian people is don't let "asylum seekers" from India into your country without proper vetting. Legal migration of skilled labour is one thing you shouldn't be looking out for. They're already westernized. What you need to look out for are those that immigrated illegally. Please deport them, honestly. A lot of these self declared asylum seekers are people who've commited serious crimes here in India and running from the Law.
Identity Attack0.2854555
Insult0.08434689
Profanity0.015967157
Threat0.012130005
Severe Toxicity0.008277893
Low Tox 0.25462922 Constructive 0.713
Sep 19, 2025 137 likes Inside Canada's Indian Metropolis (Brampton)
Not enough, I've had enough of forced immigration, not only are you making Canadians struggle to find jobs, your also destroying our culture, mentality, and beliefs supplementing it with toxic destructive mannerisms that do nothing …
Not enough, I've had enough of forced immigration, not only are you making Canadians struggle to find jobs, your also destroying our culture, mentality, and beliefs supplementing it with toxic destructive mannerisms that do nothing but make us feel like we don't belong in our own country.
Identity Attack0.23239216
Insult0.10148193
Profanity0.014874061
Threat0.0116639575
Severe Toxicity0.006713867
Low Tox 0.25462922 Constructive 0.552
Dec 25, 2025 Deportations From Canada at Their …
Dont know about canada but we Indians live rent-free in canadians heads. I've never been to canada, nor even thought about that country much in my life up until i started meeting many canadians on …
Dont know about canada but we Indians live rent-free in canadians heads. I've never been to canada, nor even thought about that country much in my life up until i started meeting many canadians on the internet who lose it on me for no reason at all. The most hateful people i have met online have been canadians. I have talked to american gr0ypers online on platforms like discord and omegle etc... and they've been more respectful, polite and friendly than so called "liberal" canadians. Some of them i even befriended. This is sad. What a sorry state it would be to live in one of these canadians mind. Filled with hate against one particular peoples. All of this hate that i have received will only make me definitely avoid to visit canada at all costs!
Identity Attack0.23998553
Insult0.1640896
Profanity0.055940874
Threat0.008272167
Severe Toxicity0.0074005127
Low Tox 0.25462922 Constructive 0.623 Personal_Narrative
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
Western civilization is being destroyed from within. Uncontrolled immigration in western democracies was facilitated by governments wishing to completely destroy their capitalist economies. They've largely succeeded. Carney will end up making Trudeau look like a …
Western civilization is being destroyed from within. Uncontrolled immigration in western democracies was facilitated by governments wishing to completely destroy their capitalist economies. They've largely succeeded. Carney will end up making Trudeau look like a piker. Just read his book if you want a vision of Canada's future.
Identity Attack0.033527173
Insult0.20201176
Profanity0.026044132
Threat0.01187109
Severe Toxicity0.0045776367
Low Tox 0.25462922 Moderate Con 0.35 Fear_Threat
Jun 18, 2025 How Canada broke its immigration …
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers …
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers (a terrorist group who wanted Punjab to become a separate homeland for Sikhs) are based here. The Khalistanis committed numerous terrorist attacks and atrocities throughout the 70s and 80s, before finally being put down for good in Operation Blue Star in 1984. Their remnants have wound up in Canada, still pushing for a terrorist ideology and independence movement in a country they've not lived in for years. Even the leader of the NDP is a Khalistan sympathiser. Diplomatic relations between India and Canada have been frosty recently for this reason.
Identity Attack0.2803029
Insult0.12702756
Profanity0.023584666
Threat0.02440793
Severe Toxicity0.008010864
Low Tox 0.25462922 Constructive 0.679 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
Taxes and Immigration are just two of the Weapons being used against every Canadian by the Government working in cahoots with greedy and lazy oligopolies in this Country, The Question is; Are we as Canadians …
Taxes and Immigration are just two of the Weapons being used against every Canadian by the Government working in cahoots with greedy and lazy oligopolies in this Country, The Question is; Are we as Canadians being replaced ? Absolutely, and it is best not to pretend that it is not happening. Why is the Government flooding the Country with so many Immigrants at such a rapid pace ? Answer: Immigrants from certain parts of the World on average tend to be superficially obedient and compliant as regards Authoritarian Mechanisms ( social face ) However, they are simply more " skillful " and crafty when it comes to getting things done. They share the same cultures, languages, tribal and other local networks and many times those connections extend internationally. As Canadians, we tend to be highly individualistic, often politically and socially apathetic - in short, we do not have what they have. We are being out-competed and exploited by the very Freedoms we've fought to uphold.
Identity Attack0.12440576
Insult0.19500497
Profanity0.022833163
Threat0.009307829
Severe Toxicity0.0059509277
Low Tox 0.25462922 Constructive 0.636
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m from Ontario and I’ve slowly watched my home town turn into new delhi since covid. Brampton has always been especially bad. If I wanted to feel like I was in India I would go …
I’m from Ontario and I’ve slowly watched my home town turn into new delhi since covid. Brampton has always been especially bad. If I wanted to feel like I was in India I would go to India, when I’m Canada I want to feel like I’m in Canada. A once great country being ruined.
Identity Attack0.25309357
Insult0.09416737
Profanity0.024472807
Threat0.010369381
Severe Toxicity0.0065231323
Low Tox 0.25462922 Constructive 0.585 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they won't fit in the workplace culture. They've been taking the excessive handouts from the Canadian government and are slowly buying up tons of real estate. Its everywhere in canada. Brampton is just ground zero. What's it like? We just got a new Walmart down the street. They took a staff picture and it was 80% indian people. Hardly any locals got jobs there instead its mostly "new citizens" who have lived here less than a year or two. Every day there's more of them. And because of our liberal government and tax breaks and all sorts of racist allowances these people have got, they all have money and houses and new cars when they were dirt poor in India like 3 years ago. They get interest free loans from banks, they get daily per diems and housing as soon as they get here. Keep in mind tent cities are growing rapidly in Canada. And our government is spending HUGE amounts of our tax dollars to subsidize this takeover. And try living here and renting. Due to this influx, a bungalow that was 1500 a month 10 years ago, is now 4500 a month and youre renting off an Indian person. Word to the wise tho, dont even bring up the tow truck businesses. They'll shoot you And last but not least our retarded government just passed a birthright citizen law for them. So now if you come here from India even if only for a couple years, ALL subsequent offspring of yours can immediately get citizenship here no question asked. We are so fucked
Identity Attack0.28034934
Insult0.14150882
Profanity0.036651865
Threat0.008466354
Severe Toxicity0.00869751
Low Tox 0.25462922 Constructive 0.732 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
At this point, I'm over every culture. We have been conditioned in the West to think that we have no culture, we need to embrace, worship, and accept everyone else's culture. Really over it. We …
At this point, I'm over every culture. We have been conditioned in the West to think that we have no culture, we need to embrace, worship, and accept everyone else's culture. Really over it. We have built a beautiful way of life in the western world and we should work harder to preserve it. I've been to India. Although I like most Indians that come to our part of the world, WE DO NOT WANT OUR COUNTRY TURNING INTO INDIA (or any other country/culture for that matter). Assimilate, get with the program, or GTFO. Enough is enough. Americans, Canadians, Europeans..stand up for your country and culture before it is completely erased. If we decided to move to any of these third world countries and pull the same crap, locals would be up in arms.
Identity Attack0.2816105
Insult0.075868964
Profanity0.08322773
Threat0.011715741
Severe Toxicity0.014511578
Low Tox 0.25462922 Constructive 0.685 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
They say racism is taught. And within young kids you can see and hear very clearly it totally can be as it’s heavily based on perspective. As someone with autism I genuinely just see people …
They say racism is taught. And within young kids you can see and hear very clearly it totally can be as it’s heavily based on perspective. As someone with autism I genuinely just see people for who they are and what they provide ignoring race or politics and I’ve never been racist. With all of that said I almost feel as a white Canadian now a days what “first generation racism” feels like. But it’s not like traditional “racism” hating for the sake of hating. It’s more so getting mad that they come into our country refusing to adapt and then also take countless amounts of jobs while sky rocketing housing prices. Like damn when I was a kid I felt like I had so many options. But now there’s no seeable future for me it feels like. Immigrants are taking so many jobs and countless people faking disabilities so I cannot have mine taken seriously or properly. Like holy crap man call me “racist” but mass immigration has undeniably changed Canada for the worst and if you don’t agree you’re probably one of the problems that moved here
Identity Attack0.27914262
Insult0.09563028
Profanity0.03615085
Threat0.009696201
Severe Toxicity0.0075531006
Low Tox 0.25462922 Constructive 0.78
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
It's time the government started deporting these kinds of people... They opened the doors to Canada for them—well, they didn't really open them, they forced their way in. And all they've done is undervalue the …
It's time the government started deporting these kinds of people... They opened the doors to Canada for them—well, they didn't really open them, they forced their way in. And all they've done is undervalue the work, doing shoddy jobs and charging low wages. They ruin the good work done by others and pay them poorly. They're opportunists. There aren't enough jobs for citizens. They take all the jobs, and companies pay less. The government should be paying attention to that. There are a lot of them undocumented immigrants... and all they've done is increase crime.
Identity Attack0.06567776
Insult0.19734058
Profanity0.026727317
Threat0.013424582
Severe Toxicity0.00705719
Low Tox 0.2540519 Constructive 0.573 Fear_Threat
Feb 20, 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.