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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: "My dream is that Canada …" 20 comments
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, …
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, and call it "content"? That Gorehabba video where you mocked an ancient Karnataka ritual as the "sh***iest experience" of your life? Pathetic. You got roasted so hard by millions of Indians that you cried uncle, doxxed and threatened, begging for mercy while scrapping your whole "documentary." Then you pivot to whining about "Canada's Indian Invasion," painting hardworking Indians as some horde overwhelming your precious borders—only for YouTube to smack it down before you reuploaded your bile. Newsflash, you bottom-feeding provocateur: India's not your punchline. We're the eternal empire that's outlasted losers like you for millennia. Time to school your ignorant ass on why you should've stayed in your mom's basement—India, the unstoppable tiger that could crush your entire "career" without noticing. Let's start with the obvious: scale, you microscopic meme. India's a juggernaut with 1.45 billion souls, a population exploding with talent and tenacity, projected to dominate the world demo while your declining West scrambles for immigrants to wipe its ass. We're bigger than your wildest fever dreams—3.287 million square kilometers of epic diversity, from Himalayan fortresses to tech hubs that power the globe. You? A solo YouTuber with a few million subs, hiding behind a mic, peddling poop jokes because real journalism's too hard. Your "exposés" on cow dung rituals or urine therapy? Cherry-picked trash from one village, ignoring that India's the cradle of civilization— inventors of zero, yoga, and chess when your ancestors were grunting in caves. You sensationalize our extremes to feed your racist fanbase, but guess what? We own the narrative now; your videos get mass-reported and buried because 1.5 billion of us don't play. Economy? You love ranting about H-1B visas and Indians "invading" jobs—cry harder, Tyler. India's GDP is blasting past $4 trillion, eyeing $10 trillion by 2030, with 7% growth that laps your stagnant economy. We're the world's startup unicorn factory, with giants like Reliance and Tata that could buy your channel for chump change. Indian CEOs run Google, Microsoft, and half of Silicon Valley—your tech overlords are us, bro. And those "invasions" you fear? We're the brains keeping Canada and the US afloat; without Indian talent, your countries would crumble into irrelevance. Your anti-Indian rants on visas? Just salty jealousy from a guy whose "content" relies on AI-generated slop and hate bait. Keep mocking; we'll keep innovating and out-earning you. Power? Don't make me laugh. India's military is a nuclear-armed beast: $80+ billion budget, 1.4 million troops, hypersonic missiles, and carriers that could sail circles around your non-existent army. We're ranked top 4 globally in firepower, staring down real threats while you play pretend journalist in safe suburbs. You "fight" with a camera; we'd "eat you up" with one viral backlash—remember how we turned your life into "a living hell" with reports and threats? That's just a taste; cross us again, and your channel's toast. But we're merciful giants—unlike you, we don't need to stoop to your level. Our people? Unbreakable legends. A mosaic of 2,000+ ethnic groups, 22 languages, and faiths that birthed Buddhism, Hinduism, and the world's largest democracy. Bollywood crushes your Hollywood knockoffs; our cuisine, from biryani to butter chicken, rules global menus while you gag on sensationalized "poop" stories. We've conquered empires—the Mughals, British—and risen stronger, while you're just another white dude profiting off exoticism. Racist? Check your mirror; your videos drip with disdain for "third-world" vibes, but India's soft power—cricket, curry, tech—owns the planet. You called our festival "humanity's extinction" risk? Nah, that's your career after we expose your bigotry. So, Tyler, tuck your tail and run. Apologize for your propaganda, delete your trash, and stick to interviewing rednecks. India's not your playground; we're the big daddy that broke you once and can do it again. Stay scared, clown. Jai Hind!
Identity Attack0.44690517
Insult0.67254376
Profanity0.4177144
Threat0.10542984
Severe Toxicity0.34942797
Moderate 0.64447093 Constructive 0.512 Insult Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
Immigration frauds and scams have reached such unprecedented scale that it simply destroyed the dreams of good affordable life in Canada for those who worked hard for so many years and never broke the law. …
Immigration frauds and scams have reached such unprecedented scale that it simply destroyed the dreams of good affordable life in Canada for those who worked hard for so many years and never broke the law. Honestly finally fails against the frauds, liars, corrupt people, criminals and money launders. No doubt the process of scams has involvement of corrupt politicians, business owners, real estate developers, money launders and criminals. Instead of growing a self sustainable country the incompetent corrupt politician assisted mass illegal immigration scams as a cheap way to make money to grow GDP, but costly people in a huge way in ways more bad quality unaffordable life with future marred with corruption everywhere
Identity Attack0.22063516
Insult0.4339631
Profanity0.03715288
Threat0.0086087575
Severe Toxicity0.012130737
Moderate 0.39669925 Moderate Con 0.464
Dec 25, 2025 Deportations From Canada at Their …
Canada is joke lol. Woke up one day to a bad dream
Canada is joke lol. Woke up one day to a bad dream
Identity Attack0.2964622
Insult0.3406697
Profanity0.06145202
Threat0.010188141
Severe Toxicity0.0126394415
Moderate 0.3625127 Moderate Con 0.314 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The east Indian problem has gotten extremely bad where I am in Canada they keep buying businesses and then firing all the white people but if you call it out, you're racist like, I'm getting …
The east Indian problem has gotten extremely bad where I am in Canada they keep buying businesses and then firing all the white people but if you call it out, you're racist like, I'm getting turned down when I hand out resumes, because I'm white and I was born in Canada its bad they're taking all the student jobs and then buying the businesses where students are working and then firing the students i'm no longer in school, so it's even harder to find a job. It's gotten to the point where if you want a job you need to work for yourself. They're even taking jobs in the trades so now people are having to work for themselves under-the-table and launder their money the average median income in Canada is anywhere from $45000 to $50000 a year the average house costs $673,335 the average household only makes $80000 a year i used to dream about having my own home and starting a family now I just hope I can find an apartment for less than $2000 a month that isn't owned by a slum Lord living in Toronto that's bought the property without ever even being to Smiths Falls a day in their life.
Identity Attack0.39461556
Insult0.23704576
Profanity0.098067984
Threat0.030278467
Severe Toxicity0.016190045
Moderate 0.3389984 Constructive 0.675 Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until …
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until they opened the gates to India like it’s another bus stop away from India. Since then there have been so many illiterate people that fraudulently came here and keep trying to make Canada like back home which needs to stop. The reputation of Indian people which used to be hard working and family people is getting ruined by people that come here to give back nothing to Canadian economy. People that used to come into Canada came in with a dream but now it feels like just visiting another Indian state especially Brampton……… hopefully this stops but with the monkeys that have currently taken over Canadian parliament i hardly see an end to this.
Identity Attack0.2808415
Insult0.24928534
Profanity0.036401358
Threat0.008194493
Severe Toxicity0.00831604
Low Tox 0.29771072 Constructive 0.607 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Who is trying to turn canada into india? You all forget that no one but the government is reponsible for bad immigration policies. Everyone comes here with a dream i mean canada is a country …
Who is trying to turn canada into india? You all forget that no one but the government is reponsible for bad immigration policies. Everyone comes here with a dream i mean canada is a country built by immigrants, just because some other nationalities got here first and made Canada their home does not give them the right to judge others. Shameless behaviour in the comments by some people. Humanity at its worst. God bless us all
Identity Attack0.1769227
Insult0.24171697
Profanity0.019690514
Threat0.0072235605
Severe Toxicity0.005645752
Low Tox 0.28087774 Constructive 0.533 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I am an immigrant,I never abused the system, never took what was not mine, I worked hard and I am nurse, I waited four years to purchase my dream car and 2 months in, the …
I am an immigrant,I never abused the system, never took what was not mine, I worked hard and I am nurse, I waited four years to purchase my dream car and 2 months in, the person who don’t use road codes or stop light hit my car! I worked hard and I am kind and respectful…. People who steal DAILY gets a slap on their wrist and gets their Canadian citizenship right away. I don’t eat or drink and place my cup on store shelves with clothes that other people are about to purchase. Canada is not safe anymore! All the jobs are going to a set of immigrants who acts like pigs! Driving in the dowtown area, u have to keep your foot on the break because there WILL be about 20 bikes that will ride in front of your car without notice . I work so hard and sometimes it’s so overwhelming, the last time this got to me…. I had to go and take a little vacation…. No I could not afford it but it’s better than getting stressed out because Canada is becoming a 3rd world country!!! There are HONEST people who work so hard and cannot afford anything , not even their rent! WE ARE FED UP, it is not the older immigrants, it is the new ones that are destroying the country and turning it into trash!
Identity Attack0.09741807
Insult0.15698463
Profanity0.060951006
Threat0.2330281
Severe Toxicity0.016383713
Low Tox 0.27525392 Constructive 0.691
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
People who don't want to talk to us, understand us, do business with us, rent to us. but the same people want us to assimilate, Convert, stop talking to each other and stop doing any …
People who don't want to talk to us, understand us, do business with us, rent to us. but the same people want us to assimilate, Convert, stop talking to each other and stop doing any business and pay better taxes to contribute better. Sorry to say, we love white people. I myself had to spend 5 years, put in efforts to make white friends, chinese, japanese, arab, black friends (in order to learn canadian culture and try to adjust myself in it, without compromising extremely on my spiritual beliefs and positive aspects of my culture). quite a few are very good friends and discuss my problems and share theirs while others behave like they are somehow supreme than me... 6.5 years in Canada, worked hard to assimilate and now, Federal Government backstabbed me for PR along with a minimum wage paying, but expecting $30 results employer (white-canadians)... So, I guess, people who are not trusting them knew something that I didn't... I never worked cash never tried to misrepresent myself to IRCC and this is what I am made feel... while 100s of people did cash jobs, saved money and today are getting PRs... still I am trying my best to stay legally, without exploiting loopholes... but, I feel scammed by the canadian dream.
Identity Attack0.293411
Insult0.0818789
Profanity0.037904397
Threat0.008246276
Severe Toxicity0.008773804
Low Tox 0.25462922 Constructive 0.706 Personal_Narrative
Oct 9, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Canada has a long history of ignoring India’s warnings about Khalistan. They give asylum to extremists just to shame India, but in the end Canada itself suffers. Many Indians think moving abroad changes everything but …
Canada has a long history of ignoring India’s warnings about Khalistan. They give asylum to extremists just to shame India, but in the end Canada itself suffers. Many Indians think moving abroad changes everything but my own friend, an engineering graduate, is working as a cashier in Canada while he had a good job offer in India. Indians, have some dignity. Don’t blindly chase the Canadian dream.
Identity Attack0.2700233
Insult0.08533409
Profanity0.015693882
Threat0.008311004
Severe Toxicity0.0045394897
Low Tox 0.23523538 Constructive 0.645
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Dont worry the canada dream is dying in india we really dont want to go to canada anymore and lets see how your economy works out , we indians run your economy not canada many …
Dont worry the canada dream is dying in india we really dont want to go to canada anymore and lets see how your economy works out , we indians run your economy not canada many countries in this world.
Identity Attack0.23391083
Insult0.06442356
Profanity0.017572641
Threat0.008841781
Severe Toxicity0.005531311
Low Tox 0.21107252 Moderate Con 0.312 Identity_Assertion
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
canada is getting very close to having more than half of their newborns be first-generation immigrants from india. in a couple short generations, it will be impossible for canadians to win any sort of election, …
canada is getting very close to having more than half of their newborns be first-generation immigrants from india. in a couple short generations, it will be impossible for canadians to win any sort of election, vote, nomination, poll, etc etc. these people and their beliefs do not work in western society. they want to overrun the population (with religion as an excuse) so they can take control and begin dismantling western culture. soon all of canadas laws and protections will defend the invasions and open their boarders wide open. western society and it's values are in grave danger. they're going to use our system against us. its happening right in front of your eyes. time to wake up. these people aren't coming to canada and the states in search of a better life or the american dream. they do not want to assimilate and they refuse our values. they are here because they want their own country, and they're very close to having it. these people were chanting DEATH TO THE WEST, DEATH TO AMERICA the day they flew over.
Identity Attack0.16801116
Insult0.0806213
Profanity0.020373698
Threat0.010343489
Severe Toxicity0.0064468384
Low Tox 0.19504376 Moderate Con 0.368 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm no expert, but it's obvious that mass immigration is detrimental to any country. Years ago, Canada seemed like a dream country, but in the last few years, it looks like the homelessness, crime etc. …
I'm no expert, but it's obvious that mass immigration is detrimental to any country. Years ago, Canada seemed like a dream country, but in the last few years, it looks like the homelessness, crime etc. has increased and the housing prices are insane. I have a Sikh friend who lived there for about 5 years but moved back to India due to the high cost of living and quality of life there going downhill. He has a much better, low stress life back home. I think there should be stricter measures to immigration. For example: Let doctors, nurses, engineers, lawyers in more easily, but those that are coming as students and going to work as cashiers, should be limited.
Identity Attack0.10221587
Insult0.06921569
Profanity0.028913507
Threat0.007974415
Severe Toxicity0.0043296814
Low Tox 0.1587729 Constructive 0.826 Policy_Critique
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
*Canada’s Broken Uncontrolled Immigration & Action Plan to Save Canada* It’s no longer a Liberal or Conservative issue. If you have a job, you should worry. If you have children, you should worry for their …
*Canada’s Broken Uncontrolled Immigration & Action Plan to Save Canada* It’s no longer a Liberal or Conservative issue. If you have a job, you should worry. If you have children, you should worry for their future. If you want healthcare as you age, you should worry. Since 2015, uncontrolled, open-border immigration policies have left Canada’s housing, healthcare, and education systems crumbling before our eyes. People are dying in ERs while waiting for care—our systems are overwhelmed, some perhaps exploited. Teachers can’t keep up with soaring ESL demands. Our children can no longer dream of owning their own homes some day. Our infrastructure is broken—in healthcare, housing, education, and employment. Liberals, Conservatives, even the NDP all agree. It’s time to unite: shut down our borders, deport illegal immigrants in massive numbers, and restore Canada as a safe, calm, and peaceful nation. *Write to your MPs—whether Liberal, Conservative, or NDP to stop mass immigration and deport illegal immigrants. Eventually, they will all have to listen.*
Identity Attack0.09245483
Insult0.05086332
Profanity0.03239325
Threat0.010680079
Severe Toxicity0.004348755
Low Tox 0.15324512 Constructive 0.655 Fear_Threat
Mar 1, 2026 Inside Canada's Indian Invasion...
The problem with consultancy and agents doing false promises to student about canada dream getting easy pr and few communities also involved in canada.canada government an NDP opposition want illegal immigrants for they political benefits.
The problem with consultancy and agents doing false promises to student about canada dream getting easy pr and few communities also involved in canada.canada government an NDP opposition want illegal immigrants for they political benefits.
Identity Attack0.073429056
Insult0.046764325
Profanity0.011184863
Threat0.006427396
Severe Toxicity0.0017929077
Low Tox 0.11378009 Constructive 0.504
Sep 28, 2025 IRCC Names India in Study …
Spot on One of the rare few BEST casts I have watched. Every word is correct said. I am Canadian, I've been to Jamaica and fell in love with the beautiful country and people. I …
Spot on One of the rare few BEST casts I have watched. Every word is correct said. I am Canadian, I've been to Jamaica and fell in love with the beautiful country and people. I was hoping to live out my final years in Jamaica, but Canada's Liberal government has drained and taken that dream from me and made that move unaffordable now because of their destructive policies. 😢
Identity Attack0.023595277
Insult0.0638991
Profanity0.012517073
Threat0.00636914
Severe Toxicity0.0016593933
Low Tox 0.112436704 Constructive 0.796
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
It used to be my dream to go live in Canada one day, because of the jeets that dream is shattered.
It used to be my dream to go live in Canada one day, because of the jeets that dream is shattered.
Identity Attack0.033011556
Insult0.024511116
Profanity0.014771583
Threat0.007249452
Severe Toxicity0.0017929077
Low Tox 0.069754265 Moderate Con 0.441 Personal_Narrative
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me. Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate. However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers". I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term. Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Identity Attack0.026810925
Insult0.027218282
Profanity0.022354934
Threat0.0074436385
Severe Toxicity0.0024795532
Low Tox 0.0665887 Constructive 0.817 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
I came to Canada in 2023 for a new life and a dream, but left this India for the USA... if you know what I mean...
I came to Canada in 2023 for a new life and a dream, but left this India for the USA... if you know what I mean...
Identity Attack0.04306607
Insult0.019032324
Profanity0.012038844
Threat0.0068287146
Severe Toxicity0.0018119812
Low Tox 0.06065326 Constructive 0.53
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They are doing business and supporting national economy although they are not born in Canada but serving it so kindly don't do injustice and destroy dream of them please 🥺
They are doing business and supporting national economy although they are not born in Canada but serving it so kindly don't do injustice and destroy dream of them please 🥺
Identity Attack0.012139536
Insult0.020966014
Profanity0.011970525
Threat0.010550622
Severe Toxicity0.0015926361
Low Tox 0.057748068 Constructive 0.628 Solidarity
Feb 12, 2026 Canada's tighter immigration policy divides …
This is Canadian dream ,40 people in one house ,go Canada go
This is Canadian dream ,40 people in one house ,go Canada go
Identity Attack0.010063417
Insult0.010210892
Profanity0.0103992
Threat0.007793174
Severe Toxicity0.0016784668
Low Tox 0.025792383 Moderate Con 0.412
Jan 7, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)

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.