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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: "Literally, they should all just …" 291 comments · Page 7 of 12
Majority Indian and pakistani have migrated to Canada are from lower social strata worked a truck drivers , cab drivers . That is why canada has khalistani dominance. Upper caste Punjabi ( Khatri Brahmins Kshatriya) …
Majority Indian and pakistani have migrated to Canada are from lower social strata worked a truck drivers , cab drivers . That is why canada has khalistani dominance. Upper caste Punjabi ( Khatri Brahmins Kshatriya) are majority in UK running business ( Rishi Saunak - Kshatriya ) USA is full of Maharashtrian literate class brahmins ,kshatriya and not concentrated in one place rather every state . New York Atlanta Ohio Texas has Lewa Patidar Zorastrian Parsis in high no. It is khalistani ( more or less similar to afgan pakistani muslims) mentality of creating mob and disrupting law and order.
Identity Attack0.39461556
Insult0.24928534
Profanity0.17566866
Threat0.0347677
Severe Toxicity0.023076924
Moderate 0.3286776 Constructive 0.546
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
How Justinder Singh Trudeep literally and single handedly destroyed Canada 😢😢😢😢😢
How Justinder Singh Trudeep literally and single handedly destroyed Canada 😢😢😢😢😢
Identity Attack0.06658725
Insult0.16861114
Profanity0.027137227
Threat0.1284288
Severe Toxicity0.013543231
Moderate 0.3266089 Low Con 0.276 Policy_Critique
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
Bro your asking the crack heads downtown about this? Literally go anywhere else and ask the normal people 😅
Bro your asking the crack heads downtown about this? Literally go anywhere else and ask the normal people 😅
Identity Attack0.015958117
Insult0.27763805
Profanity0.14402086
Threat0.011068452
Severe Toxicity0.010375977
Moderate 0.32557452 Low Con 0.206 Humor_Satire
Nov 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
3 million Indians since 2014 - 2021. The figure is likely accurate, if not low, because it focuses on new arrivals (both permanent and temporary) rather than just PRs. The real number is quite literally …
3 million Indians since 2014 - 2021. The figure is likely accurate, if not low, because it focuses on new arrivals (both permanent and temporary) rather than just PRs. The real number is quite literally not able to be found, as the government is very corrupt and hides the data officially. The upcoming census 2026 is going to be DISGUSTING. 2021 and beyond the rate of forced migration was south asians taking up 60 percent of the immigrants, how is that reasonable, nor racist, and how can we even vet these people properly to have quality assimilants?
Identity Attack0.2839175
Insult0.26957804
Profanity0.064458095
Threat0.010110466
Severe Toxicity0.010757446
Moderate 0.32397532 Constructive 0.553 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
So how can we fix the immigration invasion, possibly by literally fighting back physically on are streets ?? You fight immigration and the corrupt governments , SOS CANADA I SEE A WAR ON THIS COMING …
So how can we fix the immigration invasion, possibly by literally fighting back physically on are streets ?? You fight immigration and the corrupt governments , SOS CANADA I SEE A WAR ON THIS COMING SOONER THEN GOVERNMENT THINKS
Identity Attack0.16159154
Insult0.24928534
Profanity0.02385794
Threat0.05203775
Severe Toxicity0.0104522705
Moderate 0.32128486 Moderate Con 0.364
Aug 29, 2025 Why Canadians Are Turning Against …
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And …
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And Desis just happen to be the people willing to migrate and “create” a city out of nothing as you say. This is not showing both sides of anything. The Polish guy was just racist lol “ they all look the same” We are other-ized by the average Canadian and face bias often, at work or in regular social situations. Then the nice Canadian wonders why we hang out amongst ourselves and prefer employing each other lol
Identity Attack0.28034934
Insult0.24928534
Profanity0.056441884
Threat0.008285114
Severe Toxicity0.011444092
Moderate 0.31963667 Constructive 0.681
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why …
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why assimilate at all honestly it feels so good no need to speak French or English I only speak English at school even that is interrupted by speaking desi languages like Punjabi Hindi Urdu and others like we can integrate but never assimilate and also not to mention stereotypes you guys do on us so we just say if they gonna treat us negatively why not just take jobs and business we aren’t gonna be treated any better so why not make most out of it and why you guys mad other people have their own communities culture and language you guys were also immigrants not even immigrants but colonizers who literally gcided the natives also why you mad like they are successful and made their own community and support eachother that’s why they aren’t homeless they support eachother and are willing to compromise
Identity Attack0.29951343
Insult0.14150882
Profanity0.17987521
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.31825066 Constructive 0.747 Personal_Narrative
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
That "basement" you went into in the start of the video is a literally meth lab. All the drug addicts hang out there, most of these "homeless" people do not want to work. They've ruined …
That "basement" you went into in the start of the video is a literally meth lab. All the drug addicts hang out there, most of these "homeless" people do not want to work. They've ruined Brampton downtown
Identity Attack0.027815815
Insult0.26196828
Profanity0.041661996
Threat0.010576514
Severe Toxicity0.007133484
Moderate 0.3057765 Moderate Con 0.477 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is turning into INDIA 2.0. This country is literally unrecognizable in the past few years. The immigration system is a joke.
Canada is turning into INDIA 2.0. This country is literally unrecognizable in the past few years. The immigration system is a joke.
Identity Attack0.2700233
Insult0.2469859
Profanity0.02392626
Threat0.0069646453
Severe Toxicity0.007171631
Moderate 0.30527395 Low Con 0.294 Identity_Assertion
Feb 14, 2026 3 likes Inside Canada's Indian Invasion...
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from India. There are many good people that come from india, but there are FAR more than don't assimilate, have no interest in ever assimilating, and they abuse our social systems, stealing from every Canadian as well as cause our quality of life to drastically drop. Our healthcare systems are beyond overloaded and bursting at the seams, our housing prices have skyrocketed, our house and auto insurance rates have also gone through the roof. And speaking of going through the roof, numerous houses were lit on fire late last year from new immigrants irresponsibly lighting off MASSIVE amounts of fireworks during Diwali, then you have the crowds of Indian families going to our previously pristine beaches and digging pits, which they then proceeded to use as their bathroom. People were actually selling "Beach $hitter" t-shirts because the problem was getting so common. Immigration is ok, but the amount of people the Canadian government has allowed into Canada, ALL from totally different cultural origins, in such a short amount of time was never, and will never be sustainable. In my opinion, Canada needs to full stop close its borders to anyone immigrating for at minimum 5-10 years, to allow the countries infostructure time to catch up with the masses of people who have already come into the country. But that will never happen with the liberals at the helm, they would literally get rid of the whole concept of a "border" if they could. Elbows up ya dorks!
Identity Attack0.36702603
Insult0.18852992
Profanity0.031140719
Threat0.009644418
Severe Toxicity0.014188796
Moderate 0.30527395 Constructive 0.676 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Bhagavata Purana 🚩(Skandha 10, Rasa Lila with the Gopis) Vishnu in his avatar as Krishna (considered an incarnation of Vishnu) plays the Rasa Lila with married women (the gopis). The text explicitly describes him drawing …
Bhagavata Purana 🚩(Skandha 10, Rasa Lila with the Gopis) Vishnu in his avatar as Krishna (considered an incarnation of Vishnu) plays the Rasa Lila with married women (the gopis). The text explicitly describes him drawing them away from their husbands at night, embracing, kissing, and engaging in erotic play. Traditional devotees interpret this spiritually, but on the literal level, it is sexual seduction of married women by a god. Harivamsa Purana (Appendix to Mahabharata, Vishnu Parva, Chapter 31–34) Krishna (Vishnu avatar) is described as bathing with the gopis. He steals their clothes and forces them to stand naked in the water until they come out to him. This episode is often taught as a “test of devotion,” but in plain reading, it depicts public humiliation and sexual coercion.
Identity Attack0.16587129
Insult0.08508729
Profanity0.1854088
Threat0.022163315
Severe Toxicity0.020902663
Moderate 0.3047732 Moderate Con 0.454 Advertisement_Spam
Oct 1, 2025 IRCC Names India in Study …
Literally every one with braincells knew immigration hikes caused this lol.
Literally every one with braincells knew immigration hikes caused this lol.
Identity Attack0.13805299
Insult0.23704576
Profanity0.09992486
Threat0.008453408
Severe Toxicity0.010070801
Moderate 0.30464804 Low Con 0.132 Economic_Argument
Feb 20, 2026 Canadian immigration officers investigating hundreds …
Indians are literally the highest earning and highest tax paying citizens of the country this is why everybody is racist to them , cus they are successful and more skilled and are taking jobs
Indians are literally the highest earning and highest tax paying citizens of the country this is why everybody is racist to them , cus they are successful and more skilled and are taking jobs
Identity Attack0.30103904
Insult0.09563028
Profanity0.08549073
Threat0.007327127
Severe Toxicity0.012054443
Moderate 0.30452284 Moderate Con 0.369 Economic_Argument
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to …
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to anyone and everyone, regardless of their race, sexuality, gender. We're not like the mexicans of the usa where we come here illegally.WE COME HERELEGALLY, do legal jobs, and live peacefully. Do we have our fair share of problems? Yeah, sure. But that really doesnt overcome all the good that we do not only brampton but canada as a whole. If you wanna blame anyone, blame your government for letting in so many people, not us, we are simply ppl who are seeking a better life. Im a 18 year indian canadian teenager and im sorrounded by other indian canadian teenagers as well and we're all here to do good to the country and city, we're planning on becoming lawyers engineers, doctors, etc, yet yall think that we're here to destroy the country that we ourselves keep close to our heart. this video is racist, and nothing else.
Identity Attack0.36598656
Insult0.1640896
Profanity0.04065997
Threat0.00814271
Severe Toxicity0.012833111
Moderate 0.30452284 Constructive 0.791 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh Tyler, based off of your last 3 uploads it looks like you're trying to get into that UFC White House card or something. Goes from calling attention to the homeless people for years that …
Oh Tyler, based off of your last 3 uploads it looks like you're trying to get into that UFC White House card or something. Goes from calling attention to the homeless people for years that are literal immigrants to putting them in your crosshairs and making them a target. Crazy work for the bag lil bro.
Identity Attack0.06613251
Insult0.26957804
Profanity0.03615085
Threat0.008531082
Severe Toxicity0.005264282
Moderate 0.30319387 Moderate Con 0.356 Meta_Commentary
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
To be honest, the border is wayy too easy to cross. I literally crossed it by accident while fishing in New Brunswick, had no frkg idea until some Americans came by and noticed my accent😭
To be honest, the border is wayy too easy to cross. I literally crossed it by accident while fishing in New Brunswick, had no frkg idea until some Americans came by and noticed my accent😭
Identity Attack0.12208464
Insult0.0838533
Profanity0.34682226
Threat0.009903334
Severe Toxicity0.014963473
Low Tox 0.29771072 Moderate Con 0.465 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are being overrun with them. Look at the Canadian government, that's how bad it has become. The Canadian government has become so corrupt because of this! Once they infiltrated the government, all kinds of corruption occured, their extended families were getting automatic citizenship, free healthcare, and draining the Canadian job market and healthcare benefits. One common scam they pull is that they will find a job, immediately apply for social welfare, and take time off and still get paid for months without even working. They completely abuse the system which results in actual Canadians who need social welfare benefits to not be able to gain any benefits, because of the amount of scammers that have infiltrated and colonized the country. Canada is screwed completely unless we speak up about this! There are many of us who don't like this and don't want it, but there are many Canadians who are bleeding hearts and weak who just accept it. They're going to outbreed us and eventually completely takeover and completely ruin the country. Canada is not the same place that I remember from my childhood. It has become the capitol of woke ideology, weakness, and completely overrun by Indians. Not to mention that we used to be a Christian country. We used to say Merry Christmas every year, Christian values were upheld and encouraged, now there are Mosques everywhere! There are more Mosques in Canada than Churches these days. Canada has become ruined. The worst part is, that those who come to our country don't even respect our values, traditions, or even attempt to assimilate. They expect us to conform to their ways. We can no longer be Christians because they are Anti-Christian, we can no longer speak English or French, because they hate our language. I have literally been to Toronto and Vancouver and seen the madness unfold, not an ounce of English is spoken or understood in those areas. It's either Chinese or Indian that is spoken. Usually, when you come to another country, you are supposed to conform to that country's values and traditions, not the other way around. Canada has done the complete opposite because of the bleeding hearts in charge of the country. I say screw that and no more! Make Canada Canadian Again! Keep Canada Christian!
Identity Attack0.10221587
Insult0.26957804
Profanity0.029888187
Threat0.00948907
Severe Toxicity0.006866455
Low Tox 0.295883 Constructive 0.677 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
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...
14:48 "biggest thing in Hinduism is that we don't negate anyone".... These same people literally created the concept of birth based caste system that DEHUMANIZES majority of the population as low caste & untouchable. He's …
14:48 "biggest thing in Hinduism is that we don't negate anyone".... These same people literally created the concept of birth based caste system that DEHUMANIZES majority of the population as low caste & untouchable. He's lying. Actually no, he's in delusion, like many of these privileged caste/upper caste types. They genuinely DO NOT see anything wrong with their caste system.
Identity Attack0.29035977
Insult0.16780703
Profanity0.04592061
Threat0.00933372
Severe Toxicity0.0104522705
Low Tox 0.29039988 Moderate Con 0.488 Moral_Argument
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
This is a Big Problem. But the problem was created by short sighted Canadian propaganda. They duped millions of vulnerable young people with false promises! People in Punjab were told by visiting, white Canadian politicians …
This is a Big Problem. But the problem was created by short sighted Canadian propaganda. They duped millions of vulnerable young people with false promises! People in Punjab were told by visiting, white Canadian politicians like Trudeau (who literally dressed up and danced all around India) that they are welcome in Canada and should sell whatever little they had in India and come here. They were poor and gullible and fell for it, and here we are! Canadian Government is FAR FAR stronger than any to-be immigrant group. Indian government pleaded with Canada to watch what kind of characters they were importing (google it)! And guess what Canada still voted for the Liberals! So who should shoulder the bulk of the blame?
Identity Attack0.2764353
Insult0.23704576
Profanity0.03715288
Threat0.009696201
Severe Toxicity0.009765625
Low Tox 0.28674445 Constructive 0.514
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA …
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.32476485
Insult0.0836065
Profanity0.10301965
Threat0.013702838
Severe Toxicity0.015221698
Low Tox 0.2854733 Constructive 0.744 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Literally worshipping demons
Literally worshipping demons
Identity Attack0.028418748
Insult0.10440776
Profanity0.17803068
Threat0.013579931
Severe Toxicity0.01083374
Low Tox 0.2854699 Low Con 0.229 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
They were pooing on our beaches covering it with sand like cat liter
They were pooing on our beaches covering it with sand like cat liter
Identity Attack0.013646871
Insult0.08558089
Profanity0.21348765
Threat0.009126588
Severe Toxicity0.012833111
Low Tox 0.28312725 Moderate Con 0.335 Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I actually worked at Tim Hortons(I'm a white guy), and there were literally so many Indians that they'd order each other around in Hindi. They'd only speak English to me and the customers. I had …
I actually worked at Tim Hortons(I'm a white guy), and there were literally so many Indians that they'd order each other around in Hindi. They'd only speak English to me and the customers. I had a shift coordinator in fact who would reflexively give me orders in Hindi, and would get a little ticked off and repeat it in Hindi, and then when it clicked that I'm the only non-Hindi speaker there, he'd give 1 word orders like "Garbage" or "Sinks". The owner of the Tim Hortons also said that if I was a little slow or needed extra training, they wouldn't fire me because they don't like to keep rotating workers around, and instead would rather just retrain them. I was a tad bit slow(only because I was precise and not violating health and safety standards), and they fired me in like 10 seconds. Like my second monthly review, I was fired. I have a feeling it largely had to do with the fact that I was not Indian and didn't speak Hindi, so therefore the shift coordinators had less tolerance for me.
Identity Attack0.27914262
Insult0.16831873
Profanity0.20483992
Threat0.015429466
Severe Toxicity0.014059683
Low Tox 0.2763787 Constructive 0.757 Personal_Narrative
Jan 28, 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.