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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: "Only let them in with …" 886 comments · Page 2 of 36
2:08 "the country they lived in is a shithole" now this is becuase of us we should never let our own country down so much that others call it shithole
2:08 "the country they lived in is a shithole" now this is becuase of us we should never let our own country down so much that others call it shithole
Identity Attack0.31015682
Insult0.5130944
Profanity0.6643082
Threat0.011767523
Severe Toxicity0.23225488
Toxic 0.7570315 Moderate Con 0.4 Insult Moral_Argument
Oct 14, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Ur mixing cultures and speaking about Khalistan is not a joke we are a culture of peace honor and respect the new generation has been letting us down but don't mix Hindus and Punjabi Sikhs. …
Ur mixing cultures and speaking about Khalistan is not a joke we are a culture of peace honor and respect the new generation has been letting us down but don't mix Hindus and Punjabi Sikhs. Totally different religions. Learn ur shit!
Identity Attack0.48915586
Insult0.5739874
Profanity0.7107322
Threat0.04524883
Severe Toxicity0.26195827
Toxic 0.7570315 Moderate Con 0.483 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Plz save my country Tyler, there are so many suicidal empathy libtards here letting in the 3rd world and destroying our culture while having a 2 tier justice system for brown and Muslim ppl. Canada …
Plz save my country Tyler, there are so many suicidal empathy libtards here letting in the 3rd world and destroying our culture while having a 2 tier justice system for brown and Muslim ppl. Canada is completely fucked and run by demons.
Identity Attack0.6458014
Insult0.65129566
Profanity0.6001929
Threat0.11922921
Severe Toxicity0.34938923
Toxic 0.75208336 Moderate Con 0.348 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Your banner says you are an outlet to provide news without bias for fear, yet all you release are fear-mongering, race-baiting videos for idiots. Have you lost your way? I am blocking your channel because …
Your banner says you are an outlet to provide news without bias for fear, yet all you release are fear-mongering, race-baiting videos for idiots. Have you lost your way? I am blocking your channel because I do not want to feed the algorithm and promote your sleezy hate videos. You find the whitest, shittiest people you can find and let them spread their garbage. Channels like yours need to be stomped out.
Identity Attack0.50515765
Insult0.65865606
Profanity0.541926
Threat0.34552678
Severe Toxicity0.3525603
Toxic 0.7510937 Moderate Con 0.321 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat …
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat shit crazy let's say this it's an event all 11th graders go on there's only one high school in the town and you are grouped in a squad with 6 people in total and they're all the people you hate the most
Identity Attack0.104676254
Insult0.5130944
Profanity0.70864636
Threat0.11769595
Severe Toxicity0.35368225
Toxic 0.7510937 Constructive 0.569 Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Our damn pathetic federal government let this happen. WE DON'T WANT SO MANY IMMIGRANTS COMING TO CANADA WAY TO GO QUEBEC!
Our damn pathetic federal government let this happen. WE DON'T WANT SO MANY IMMIGRANTS COMING TO CANADA WAY TO GO QUEBEC!
Identity Attack0.44690517
Insult0.6308392
Profanity0.541926
Threat0.013269233
Severe Toxicity0.16960317
Toxic 0.743089 Moderate Con 0.326 Insult
Nov 26, 2025 Quebec Ends Economic Immigration Program …
That lady is 10000% correct about the auto insurance. Same bullshit is happening in California. Newsom and our dumb ass government lets illegals register cars without a drivers license and without insurance and it’s causing …
That lady is 10000% correct about the auto insurance. Same bullshit is happening in California. Newsom and our dumb ass government lets illegals register cars without a drivers license and without insurance and it’s causing my insurance to double year after fucking year on a 1996 Toyota with 200k miles. Same shit for CDL drivers. You have illegals with no license operating a train on wheels at 80mph on the freeway.
Identity Attack0.3817989
Insult0.6099415
Profanity0.70864636
Threat0.013165667
Severe Toxicity0.19455661
Toxic 0.743089 Constructive 0.557 Insult Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the …
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the system. The guy in bicycle has no clue about India. What nonsense rape is in their culture, rubbish crap video.
Identity Attack0.55044734
Insult0.5739874
Profanity0.5188411
Threat0.17964768
Severe Toxicity0.34962174
Toxic 0.73663366 Low Con 0.294 Identity Attack Insult Policy_Critique
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Be it foreigners piling into a country or Californians piling into Texas or Florida. Why have all your shit*y policies and customs ruin your country/state only to move somewhere else to try to enforce your …
Be it foreigners piling into a country or Californians piling into Texas or Florida. Why have all your shit*y policies and customs ruin your country/state only to move somewhere else to try to enforce your sh*t ideas on them? Why? What sense does this make. Ok our policies have ruined this place, sooooo, let's move to that good place and implement our sh*t policies on them.. makes sense to me what's your problem?? Lol D.W.R.
Identity Attack0.41052565
Insult0.5935568
Profanity0.6750904
Threat0.017674083
Severe Toxicity0.23224287
Toxic 0.7308154 Moderate Con 0.337 Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
who let her in...get out diablo...she's not nice ...she's a mutt
who let her in...get out diablo...she's not nice ...she's a mutt
Identity Attack0.06658725
Insult0.6308392
Profanity0.46460027
Threat0.051067904
Severe Toxicity0.23224458
Toxic 0.7252971 Moderate Con 0.341 Insult Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
0:39 someone looked at that and said yea I know what will make this better let's flood the place with dysgenic poop eating Indians
0:39 someone looked at that and said yea I know what will make this better let's flood the place with dysgenic poop eating Indians
Identity Attack0.57957685
Insult0.5015486
Profanity0.48510036
Threat0.37858796
Severe Toxicity0.35368225
Toxic 0.72028047 Low Con 0.174 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I’m driving by a closed local grocery store the other night. The parking lot has 8 or so Indians playing cricket in the lot under the lights. I just shake my head like man, what …
I’m driving by a closed local grocery store the other night. The parking lot has 8 or so Indians playing cricket in the lot under the lights. I just shake my head like man, what the fuck happened to my province. When I was young we had multiculturalism but this is different. As an adult I look around and we have an Indian invasion. Let’s be clear. It’s not Asians or blacks or whatever. It’s shit tons of Indians and yes they are ruining Canada.
Identity Attack0.6637263
Insult0.5678696
Profanity0.6672561
Threat0.061089642
Severe Toxicity0.35368225
Toxic 0.718943 Moderate Con 0.496 Identity Attack Insult Identity_Assertion
Jun 17, 2025 How Canada broke its immigration …
Heartbreaking that socialist morons let both of our countries burn for 3rd worlders
Heartbreaking that socialist morons let both of our countries burn for 3rd worlders
Identity Attack0.38699543
Insult0.6798578
Profanity0.44613865
Threat0.16383497
Severe Toxicity0.13073033
Toxic 0.718943 Low Con 0.265 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Mass deportation is what we need!!! Period. And stop letting them in; weak ass liberals 😒.
Mass deportation is what we need!!! Period. And stop letting them in; weak ass liberals 😒.
Identity Attack0.3780483
Insult0.64537907
Profanity0.5013569
Threat0.09776353
Severe Toxicity0.16960317
Toxic 0.71760553 Low Con 0.173 Insult Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
Better than black people by far they need to get rid of that stupid hay sometimes it’s hot when it’s not so big Should of covered up up white mamas face we needa here the …
Better than black people by far they need to get rid of that stupid hay sometimes it’s hot when it’s not so big Should of covered up up white mamas face we needa here the truth Black people always staring forcing there presence on people think it’s funny to harass people can never mind there business or respect peoples preferences or beliefs. They all need to be sent back to Africa ect. Let’s do a American poll and world and go on that for ice to get them
Identity Attack0.6649212
Insult0.57787937
Profanity0.43669638
Threat0.36820486
Severe Toxicity0.35368225
Moderate 0.6989911 Moderate Con 0.429 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is fucked yet they look at us Americans who have regained our country back and tell us there’s something wrong with us. Look inward Canadians. You lost your beautiful country, your Canadian identity, your …
Canada is fucked yet they look at us Americans who have regained our country back and tell us there’s something wrong with us. Look inward Canadians. You lost your beautiful country, your Canadian identity, your housing, your benefits to all those you let into your county from places like India, Pakistan, God knows what else.
Identity Attack0.55044734
Insult0.49151286
Profanity0.6242122
Threat0.011767523
Severe Toxicity0.2391185
Moderate 0.687436 Moderate Con 0.355 Identity Attack
Oct 2, 2025 1 likes IRCC Names India in Study …
LET DO THE SAME AS HOMAN IN USA AND LETS DEPORT ARE GARBAGE
LET DO THE SAME AS HOMAN IN USA AND LETS DEPORT ARE GARBAGE
Identity Attack0.40883094
Insult0.65129566
Profanity0.36230123
Threat0.038911607
Severe Toxicity0.15179962
Moderate 0.687436 Low Con 0.138 Insult
Sep 28, 2025 IRCC Names India in Study …
How much insult you will take you stupid Indian's living abroad. Come back, we don't want you,but as an Indian we will let you in. Let them know.. what is their life without Indian's.Important no …
How much insult you will take you stupid Indian's living abroad. Come back, we don't want you,but as an Indian we will let you in. Let them know.. what is their life without Indian's.Important no khalistani in India at any cost. Only Indian Sikh brother welcome. Let them rot with islamic shariya.
Identity Attack0.6487889
Insult0.6500014
Profanity0.43744424
Threat0.4352635
Severe Toxicity0.44860926
Moderate 0.687436 Moderate Con 0.333 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
palantir networks overstrained by the indians bruh they aint even letting big yahu use the damn network
palantir networks overstrained by the indians bruh they aint even letting big yahu use the damn network
Identity Attack0.5504064
Insult0.4962726
Profanity0.5865656
Threat0.036149003
Severe Toxicity0.29050803
Moderate 0.6863638 Low Con 0.148 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
They took adcantage of are stupid government. Yes they could act better but most of blame is with the government for letting them in.
They took adcantage of are stupid government. Yes they could act better but most of blame is with the government for letting them in.
Identity Attack0.06385879
Insult0.71027446
Profanity0.3597395
Threat0.0086087575
Severe Toxicity0.023076924
Moderate 0.6863638 Low Con 0.269 Insult Policy_Critique
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
It is clear that Carney and the sycophantic Liberals (emphasis on the first syllable) have to go; PERIOD. Let's stop making excuses for these moronic, stupid incompetent and corrupt individuals and get all the foreign …
It is clear that Carney and the sycophantic Liberals (emphasis on the first syllable) have to go; PERIOD. Let's stop making excuses for these moronic, stupid incompetent and corrupt individuals and get all the foreign interference compromised MPs exposed and charged immediately. Get the priorities straight here.
Identity Attack0.10221587
Insult0.7418356
Profanity0.26603898
Threat0.022335978
Severe Toxicity0.023076924
Moderate 0.6852916 Low Con 0.182 Insult Call_To_Action
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I'm not letting the immigration Minister off the hook but it was Sean Frazier Mark Miller that left her this mess two of the worst immigration ministers ever Dumb and Dumber
I'm not letting the immigration Minister off the hook but it was Sean Frazier Mark Miller that left her this mess two of the worst immigration ministers ever Dumb and Dumber
Identity Attack0.11047905
Insult0.7218519
Profanity0.1854088
Threat0.008738215
Severe Toxicity0.023076924
Moderate 0.6667219 Moderate Con 0.406 Insult Policy_Critique
Feb 26, 2026 11 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY ONLY HIRE THEIR OWN! THEY DROVE UP THE RENTAL MARKET Cuz we DON'T HAVE THE ROOM For them, & they make it impossible to find a place. They're RUDE, ENTITLED & THE WORST THING THAT'S HAPPENED TO CANADA IN MY ENTIRE 47 YRS! Im TIRED OF BEING NICE & Keeping my mouth shut. We basically let them walk right in & take over. If it ain't them, it's the Africans & Muslims. The guy on the bike being interviewed is 100000% RIGHT! And WHO THE FU*K Gives them DRIVERS LICENCES? They drive like they're still in INDIA! Why TF COME here if they're ONLY GONNA MAKE IT Like INDIA? STAY IN INDIA IF u DON'T ASSIMILATE!
Identity Attack0.40351558
Insult0.6099415
Profanity0.4662011
Threat0.06658544
Severe Toxicity0.23224974
Moderate 0.6611249 Constructive 0.544 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I am an immigrant too. We lives in Ontario Canada for past 12 years. The amount of indian immigrants is unbearable. The enormous quantity of them let in to a country and culture gap from …
I am an immigrant too. We lives in Ontario Canada for past 12 years. The amount of indian immigrants is unbearable. The enormous quantity of them let in to a country and culture gap from the majority of Indian immigrants makes living in Ontario not pleasant anymore. Crime, scum, smell, filth and theft are synonymous of 90% of this community.
Identity Attack0.6106996
Insult0.6308392
Profanity0.26634997
Threat0.012596053
Severe Toxicity0.16960317
Moderate 0.6544696 Constructive 0.628 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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...

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.