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Perspective API

Toxicity Scores & Embeddings

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

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

Summary Charts

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All 13 Dimensions

Score Distribution

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

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Active: "I am not saying all …" 1,368 comments · Page 27 of 55
Many of my friends are now openly saying they are racists because they have no choice.....The hate and anger are GROWING STRONG 😢 💔
Many of my friends are now openly saying they are racists because they have no choice.....The hate and anger are GROWING STRONG 😢 💔
Identity Attack0.18313584
Insult0.10148193
Profanity0.082581155
Threat0.010576514
Severe Toxicity0.01412424
Moderate 0.30993456 Moderate Con 0.474
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
It is an absolute truth that someone from India gets into a position to hire and they ONLY hire Indian people. What you say at 10:26 is BS we blame because it’s true.
It is an absolute truth that someone from India gets into a position to hire and they ONLY hire Indian people. What you say at 10:26 is BS we blame because it’s true.
Identity Attack0.36702603
Insult0.15236975
Profanity0.104876526
Threat0.007974415
Severe Toxicity0.01322045
Moderate 0.30854854 Moderate Con 0.419
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
They say " punjab " not india. Meanwhile other Indians call themselves Indians. Must be khalistani s@it
They say " punjab " not india. Meanwhile other Indians call themselves Indians. Must be khalistani s@it
Identity Attack0.37879246
Insult0.25404143
Profanity0.11601777
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.30854854 Low Con 0.253 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Etobicoke ...hehehe just saying .. Lakeshore .. every 5th person is whitish ....
Etobicoke ...hehehe just saying .. Lakeshore .. every 5th person is whitish ....
Identity Attack0.36702603
Insult0.082372494
Profanity0.056441884
Threat0.0100069
Severe Toxicity0.01322045
Moderate 0.3057765 Moderate Con 0.44 Humor_Satire
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running …
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running because white people no longer have any business planning Bramptons future. He replied saying that people of all backgrounds want to come because of what white people built" he was sanctioned by the government for that comment and he was touted as a racist from then on. No comment was made about the indian woman who said white people shouldn't be allowed in the government in a Canadian city anymore. Last time I was in Brampton I was told to go back to my own country because I asked a group of indians who were playing indian music from concert volume speakers in a residential area at 1 am to turn it off. I don't think you captured a small fraction of how bad it is in Brampton.
Identity Attack0.3758158
Insult0.16853803
Profanity0.058445938
Threat0.013165667
Severe Toxicity0.0104522705
Moderate 0.3057765 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
@rocanews - Why did you have to say "more original immigrants" @ 06:11 ? Why can't you just say white european ? That's what you meant right ? You do realise that the ONLY reason …
@rocanews - Why did you have to say "more original immigrants" @ 06:11 ? Why can't you just say white european ? That's what you meant right ? You do realise that the ONLY reason the "more original immigrants" were white was because nonwhite immigration into Canada was BANNED till 1962 right ?
Identity Attack0.3817989
Insult0.0817555
Profanity0.020988565
Threat0.00814271
Severe Toxicity0.008506775
Moderate 0.30527395 Moderate Con 0.394 Policy_Critique
Oct 2, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Those who say Punjab, are not Indians, and their father belongs to Pakistan.
Those who say Punjab, are not Indians, and their father belongs to Pakistan.
Identity Attack0.36803186
Insult0.16551061
Profanity0.06145202
Threat0.010110466
Severe Toxicity0.014769804
Moderate 0.30527395 Low Con 0.249 Identity_Assertion
Feb 23, 2026 Inside Canada's Indian Invasion...
I am so sick of this as a Canadian, it's unbelievable. If you showed me this in a satirical comedy show 10 years ago, I would say it's too overboard to be funny. But here …
I am so sick of this as a Canadian, it's unbelievable. If you showed me this in a satirical comedy show 10 years ago, I would say it's too overboard to be funny. But here we are! I'm moving to the United States because of this. And before you ask, yes, I am proudly a racist. That doesn't mean I hate anyone or I want harm towards anybody, I just don't want to become a minority in my own country :)
Identity Attack0.28034934
Insult0.18107465
Profanity0.051181246
Threat0.008712323
Severe Toxicity0.00869751
Moderate 0.30502358 Constructive 0.636 Identity_Assertion
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
12:26 he say that but wont allow any other race to marry into thier family. every year they travel back to india to find mate. bs answer
12:26 he say that but wont allow any other race to marry into thier family. every year they travel back to india to find mate. bs answer
Identity Attack0.35299334
Insult0.0836065
Profanity0.124631
Threat0.013424582
Severe Toxicity0.015673593
Moderate 0.30502358 Moderate Con 0.371
Sep 20, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Shik , khalistani saperatist say they are from Punjab but Hindu say they r from India
Shik , khalistani saperatist say they are from Punjab but Hindu say they r from India
Identity Attack0.37432748
Insult0.3388922
Profanity0.17055123
Threat0.050098058
Severe Toxicity0.024772761
Moderate 0.30502358 Low Con 0.202 Identity_Assertion
Feb 20, 2026 2 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...
Not saying whether good or bad, but have you noticed the influx of Indian doctors? Shows US is very sick and doesn’t have enough doctors. Even nurses can become “doctors” with 10 year experience. Just …
Not saying whether good or bad, but have you noticed the influx of Indian doctors? Shows US is very sick and doesn’t have enough doctors. Even nurses can become “doctors” with 10 year experience. Just need masters degree. AZ
Identity Attack0.29798782
Insult0.24424846
Profanity0.032894265
Threat0.007793174
Severe Toxicity0.008926392
Moderate 0.3048984 Moderate Con 0.461 Unverified_Claim
Feb 28, 2026 Inside Canada's Indian Invasion...
It's crazy how even the Indians say its to much. 😂
It's crazy how even the Indians say its to much. 😂
Identity Attack0.32768643
Insult0.1342682
Profanity0.12158839
Threat0.009463178
Severe Toxicity0.009994507
Moderate 0.3047732 Moderate Con 0.306 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
They are ruining this country, no other words to say it
They are ruining this country, no other words to say it
Identity Attack0.06340405
Insult0.113185234
Profanity0.054938845
Threat0.046218675
Severe Toxicity0.008773804
Moderate 0.30464804 Low Con 0.264 Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Some do equate European = legality and when it comes to illegality they look at non white. Specially those who say in the comments “people think Canadian are racist”. When they shine their projectors on …
Some do equate European = legality and when it comes to illegality they look at non white. Specially those who say in the comments “people think Canadian are racist”. When they shine their projectors on other and away from them of course.
Identity Attack0.36702603
Insult0.15485314
Profanity0.019348921
Threat0.006977591
Severe Toxicity0.007286072
Moderate 0.30452284 Moderate Con 0.353 Meta_Commentary
Oct 1, 2025 IRCC Names India in Study …
Brother at one side you say you are doing nothing wrong and Indians attack you for no reason but your thumbnail justifies those attacks. Btw I didn't find anything else offensive from your side in …
Brother at one side you say you are doing nothing wrong and Indians attack you for no reason but your thumbnail justifies those attacks. Btw I didn't find anything else offensive from your side in the video keep it up👍
Identity Attack0.23770751
Insult0.0777699
Profanity0.075468846
Threat0.059796512
Severe Toxicity0.013672344
Moderate 0.30452284 Constructive 0.674 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Pierre Poilievre’s Immigration Hypocrisy: A Study in Convenient Principles Disguised as Conviction Pierre Poilievre has never met a border he did not want to fortify, a refugee claim he did not want to scrutinize, or …
Pierre Poilievre’s Immigration Hypocrisy: A Study in Convenient Principles Disguised as Conviction Pierre Poilievre has never met a border he did not want to fortify, a refugee claim he did not want to scrutinize, or an irregular crossing he did not want to turn into a national morality play. For years, he has warned Canadians that the country is being overrun by “illegal border crossers,” “queue jumping asylum seekers,” and “abusers of the system.” He delivers these warnings with the solemnity of a man announcing a biblical plague, not a handful of exhausted families walking across a ditch in Quebec. In Poilievre’s political universe, Roxham Road is not a rural footpath. It is a symbol of national decline. It is chaos incarnate. It is the place where the rule of law goes to die. It is, in short, the perfect stage upon which he can perform his favorite role: the lone defender of order in a world gone soft. At least, that is the story he tells the public. The private story, as publicly reported, is considerably less heroic. The Public Record That Refuses to Behave: According to reporting from The Breach and the National Observer, someone described as the uncle of Poilievre’s spouse has an immigration history that reads like a greatest hits compilation of everything Poilievre claims to oppose. The reporting outlines that he entered Canada and made a refugee claim. That claim was refused. A deportation order was issued. He later re-entered Canada through Roxham Road. He then filed a humanitarian and compassionate application. Poilievre’s spouse reportedly helped prepare that application. This is not fringe gossip. This is what journalists documented through correspondence, interviews, and immigration records. In other words, the exact pathway Poilievre condemns as “abuse of the system” is the same pathway publicly reported to have been used by someone connected to him. And suddenly, the man who treats Roxham Road like a national security breach becomes quieter than a library at midnight. The slogans stop. The outrage evaporates. The border, once a sacred line, becomes a flexible suggestion. The Rhetoric: A Symphony of Outrage: Poilievre’s immigration rhetoric is a carefully orchestrated performance. He warns that irregular border crossings undermine the rule of law. He insists humanitarian and compassionate applications are loopholes. He claims the system is being gamed. He declares that Canada must “take back control.” He delivers these lines with the moral certainty of a man who believes compassion is a gateway drug. In his speeches, asylum seekers are not people. They are symbols. They are props. They are the raw material from which he fashions his political identity. He is the sheriff. They are the threat. The border is the battleground. And Canada is the damsel in distress. It is a compelling narrative. It is also a narrative that collapses the moment it becomes personally inconvenient. The Reality: A Study in Elastic Principles: When someone connected to Poilievre uses the very same system he condemns, the rules change with breathtaking speed. Irregular border crossings are no longer a crisis. They are a misunderstanding. A technicality. A regrettable but understandable choice. Humanitarian and compassionate applications are no longer loopholes. They are legitimate pathways. Necessary tools. Evidence of a compassionate system. The border is no longer a sacred line. It is a suggestion. A guideline. A flexible concept open to interpretation. It is a remarkable transformation, like watching a man insist that jaywalking is a crime against humanity until his friend does it, at which point it becomes a misunderstood act of civic expression. The Political Convenience of Shifting Standards: Poilievre’s political identity is built on the idea that he alone will restore order. He alone will enforce the rules. He alone will protect Canada from the chaos of irregular migration. But the moment the rules become inconvenient, they are no longer rules. They are preferences. They are vibes. They are whatever he needs them to be in the moment. This is not a minor contradiction. It is a fundamental collapse of the moral architecture he has built his political brand upon. If irregular crossings are a crisis, then they are a crisis for everyone. If humanitarian applications are loopholes, then they are loopholes for everyone. If the system is broken, then it is broken for everyone. But Poilievre’s version of justice is not universal. It is conditional. It is situational. It is deeply, profoundly personal. The Broader Pattern: Institutions Are Sacred Until They Are Not: This is not the first time Poilievre’s principles have proven to be more flexible than advertised. He has attacked the Supreme Court of Canada when its rulings do not align with his political needs. He has accused the justice system of being too lenient when it suits him and too harsh when it does not. He has framed himself as the defender of institutions while undermining them whenever they become inconvenient. It is a pattern. It is a habit. It is a worldview. And it reveals something essential about his politics. For Poilievre, institutions are not pillars of democracy. They are tools. They are props. They are instruments to be used when helpful and discarded when not. The Satirical Truth: A Philosophy in One Sentence: Pierre Poilievre’s immigration philosophy can now be summarized with clinical precision: Canada must crack down on irregular border crossings, except for the ones that are fine. And he will decide which ones are fine. It is a stance that bends so far backward it could qualify for a gymnastics medal. It is a stance that reveals more about political convenience than national security. It is a stance that exposes the gap between what Poilievre says and what Poilievre does. And it is a stance that makes one thing abundantly clear. Polievre's Hypocrisy
Identity Attack0.10221587
Insult0.28586254
Profanity0.023379711
Threat0.00866054
Severe Toxicity0.007209778
Moderate 0.30439767 Constructive 0.557 Policy_Critique
Feb 23, 2026 LILLEY UNLEASHED: The fall of …
I watched a video here on YouTube. In that video it features the real state agent (Catherine Antwi) on tiktok. And that Agent says she talked to an Indian couple who are undocumented for 22years …
I watched a video here on YouTube. In that video it features the real state agent (Catherine Antwi) on tiktok. And that Agent says she talked to an Indian couple who are undocumented for 22years in canada but owning 3 houses which is 2.5million. That couple use their cousin's name who has status. Why didn't cbsa or ircc didn't know about this kind of mortgage fraud. These couple are truly tax evaders and criminals. They should be ask to pay whatever they steal from not paying the taxes for 22years. The cbsa and ircc should hunt them and deport!!
Identity Attack0.16587129
Insult0.27558193
Profanity0.049928714
Threat0.010757755
Severe Toxicity0.009269714
Moderate 0.30439767 Constructive 0.689
Nov 21, 2025 20 likes Thousands of refugees allowed into …
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice …
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice houses are Indian. Also most fast food restaurants are run by indian managers and staff, I was in a KFC the other day that had 1 younger white male at the counter, and 5 punjab behind the counter. The workers were all yelling at eachother about orders in their language and the white guy looked so confused. English is the first language in Canada so it should be learned especially when it comes to a business context, does our government care tho? Nope.
Identity Attack0.36702603
Insult0.15485314
Profanity0.18786818
Threat0.013631714
Severe Toxicity0.017997624
Moderate 0.30427247 Constructive 0.753 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
with all thats already going on with the fraud in U.S.A put on blast thanks to you tube already. All i can say is oh no. uh oooooh here we go again
with all thats already going on with the fraud in U.S.A put on blast thanks to you tube already. All i can say is oh no. uh oooooh here we go again
Identity Attack0.06795148
Insult0.13245803
Profanity0.07740857
Threat0.013631714
Severe Toxicity0.010528564
Moderate 0.30427247 Low Con 0.236 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Trudeau has ruined Canada….he cannot stop bringing in immigrants and refugees that are costing tax payers billions of dollars. How early it is to spend …blow the tax payers money . Where are we now …
Trudeau has ruined Canada….he cannot stop bringing in immigrants and refugees that are costing tax payers billions of dollars. How early it is to spend …blow the tax payers money . Where are we now ? Canadians are sleeping in tents, Canadians are taxed into poverty to pay for all the freebies and hand outs and easy money. The demand on housing has made buying a home impossible in Canada and rents are skyrocketing along with the cost of food! Millions of Canadians no longer have a family Doctor….waiting lists are tremendous…people are not getting the healthcare like in the past. What is the solution to the problem?…the Trudeau government say we need to bring in millions more people to build homes……WHAT? Really? Would you buy 1000 horses or cows without a barn ? NO! Why not put the millions of people you already brought into this country to work building houses instead of working at Walmart or fast food joints or delivering trucks. Low income jobs to keep the companies here happy with cheap labour so they can made big profits instead of paying Canadians a living wage! It is all about moneymaking, greed, and votes, to hell with the taxpayers of Canada!
Identity Attack0.18158256
Insult0.24928534
Profanity0.023652986
Threat0.011638066
Severe Toxicity0.010147095
Moderate 0.30319387 Moderate Con 0.49
Aug 23, 2023 2 likes How much do refugees and …
Didn’t trump say we did not know who was in our country? And we all poo pooed it? And now we have shooting from people “who should not be here”.
Didn’t trump say we did not know who was in our country? And we all poo pooed it? And now we have shooting from people “who should not be here”.
Identity Attack0.061130337
Insult0.14331897
Profanity0.07934829
Threat0.2836219
Severe Toxicity0.014705247
Moderate 0.30319387 Moderate Con 0.33 Fear_Threat
Feb 19, 2026 1 likes Canadian immigration officers investigating hundreds …
1 answer 82500 as soon as you step foot in Canada. I get 1650 on a pension it was 2700 last year which was 35,000 well that's just too much,im white don't deserve it since …
1 answer 82500 as soon as you step foot in Canada. I get 1650 on a pension it was 2700 last year which was 35,000 well that's just too much,im white don't deserve it since we conquered natives give them money way more than a white Canadian,and the chiefs get half a million spread among buddies live off reserve still no clean water definitely no oversight by government. I get taxed to pay immigrants welfare they do not get taxed and are practicing sharia law. Wife says partner left she has 4 to 6 kids 1800 a month per kid plus welfare benefits x 4 wives plus the husband collects on his own and the younger immigrants work shitty jobs while white kids can't get a summer job. The husband also takes a good portion of generous benefits to buy guns hide in mosques for coming jihadGovernment does nothing they loot western canada they will be gone as soon as they stolen enough . Taking our free speech turning canada into a communist hellscape. I havecollapsed arches they want 50 k but get this i still have to wait 3 yrs for a bed. How much will that cost in 3 years? Ive been paying into healthcare 52 years i want my money back.They expect us to give money to everyone sorry im for canada. They invest money in ridiculous climate scam b.s proven to not work carney doesn't care Brookfield and blackrock he is heavily invested in this government is the biggest threat to canada not Donald Trump.103 conflicts of interest 28trips around the world 3 times a lifetime carbon footprint this asshole globalist wef communist does not care about Canadians im too old im stuck here they just want me to take maid save money.
Identity Attack0.33352965
Insult0.14512913
Profanity0.03915693
Threat0.010447056
Severe Toxicity0.01159668
Moderate 0.30136615 Constructive 0.554
Nov 23, 2025 1 likes Why Canadians Are Turning Against …
Isn't it funny how every little keyboard warrior here bashes indians, without pointing out the guy at 2:00 also speaking out against this. I've been saying this for ages, its simply indians from a couple …
Isn't it funny how every little keyboard warrior here bashes indians, without pointing out the guy at 2:00 also speaking out against this. I've been saying this for ages, its simply indians from a couple states in india flooding the place - yet you aren't willing to talk about the actual issue. You're full of it Tyler.
Identity Attack0.29035977
Insult0.16773392
Profanity0.03389629
Threat0.024753258
Severe Toxicity0.008888245
Moderate 0.30136615 Moderate Con 0.492 Meta_Commentary
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
It perspective, Because of India’s sheer scale, even a fringe minority of 10% of bad Indians lets just say, represents a population equivalent to an entire mid-sized nation.
It perspective, Because of India’s sheer scale, even a fringe minority of 10% of bad Indians lets just say, represents a population equivalent to an entire mid-sized nation.
Identity Attack0.36702603
Insult0.20668297
Profanity0.08807703
Threat0.012440704
Severe Toxicity0.013672344
Low Tox 0.29953843 Low Con 0.211 Fear_Threat
Mar 2, 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.