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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

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Active: "The world is with Canada, …" 340 comments · Page 2 of 14
So true I come to Canada at 16 started working at 17 pay tax ever since I have never collected anything from the government. Now at 54 I have bad lungs and still haven't use …
So true I come to Canada at 16 started working at 17 pay tax ever since I have never collected anything from the government. Now at 54 I have bad lungs and still haven't use the system. I hurt myself once and apply for WSIB and was denied. So I never try using any else ever since. Canada is becoming a third world country little by little. We elect idiots to run this beautiful country.
Identity Attack0.17226285
Insult0.71120167
Profanity0.2801717
Threat0.009540852
Severe Toxicity0.023076924
Moderate 0.6611249 Constructive 0.673 Insult
Aug 25, 2025 44 likes Why Canadians Are Turning Against …
ALL ILLEGALS MUST GO. The 3rd world country that they come from is what Canada is also going to become & the Liberals are too stupid to realize this fact, which is why Canada is …
ALL ILLEGALS MUST GO. The 3rd world country that they come from is what Canada is also going to become & the Liberals are too stupid to realize this fact, which is why Canada is atm stuck with Carney. Even our conservative policies aren't tough enough ... not to affect immediate real change.
Identity Attack0.44690517
Insult0.6798578
Profanity0.26586622
Threat0.016292779
Severe Toxicity0.023599008
Moderate 0.65996873 Moderate Con 0.317 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
These white pricks invaded Canada first. Ask them to leave first , after looting and invading countries all around the world and now they are asking Indians to go back. This generation of white descendants …
These white pricks invaded Canada first. Ask them to leave first , after looting and invading countries all around the world and now they are asking Indians to go back. This generation of white descendants have only one skills, that is all about making step dads and step moms, and they cry for opportunities without skills.😂
Identity Attack0.6637263
Insult0.62169385
Profanity0.38845423
Threat0.048481647
Severe Toxicity0.23224974
Moderate 0.6588125 Moderate Con 0.302 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 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...
Hi there OMG everything in canada scam oh shit man our citizens pay tax whole life,n this third world poor country people just come n they getting all benefit from our tax pay money omg …
Hi there OMG everything in canada scam oh shit man our citizens pay tax whole life,n this third world poor country people just come n they getting all benefit from our tax pay money omg anyway thanks government fail.
Identity Attack0.33060804
Insult0.5072643
Profanity0.541926
Threat0.012440704
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.305 Insult Economic_Argument
Nov 21, 2025 Thousands of refugees allowed into …
GOVERNMENT SCREWED UP, CANADA IS GOING TO BE IN HUGE TROUBLE NOW AND IN THE FUTURE. CANADA IS NOW THE NEW INDIA. CANT SPEAK ENGLISH, CANT FOLLOW THE RULES, THEY WANT TO CHANGE CANADA. POPULATION …
GOVERNMENT SCREWED UP, CANADA IS GOING TO BE IN HUGE TROUBLE NOW AND IN THE FUTURE. CANADA IS NOW THE NEW INDIA. CANT SPEAK ENGLISH, CANT FOLLOW THE RULES, THEY WANT TO CHANGE CANADA. POPULATION WILL EXPLODE JUST LIKE INDIA. ITS A NUMBERS GAME....WATCH AND SEE, GARBAGE EVERYWHERE, CANADA WILL TURN INTO A THIRD WORLD COUNTRY LIKE INDIA. SO DO YOU WANT TO BE A CANADIAN OR INDIA???? CANADA IS MUCH BETTER THATS WHY THEY CAME HERE SO DON'T FORGET WHY YOU LEFT YOUR COUNTRY!!!!!!!!!
Identity Attack0.55011386
Insult0.5739874
Profanity0.26802593
Threat0.025271246
Severe Toxicity0.16960317
Moderate 0.63782936 Low Con 0.267 Identity Attack Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Canada is truly turning into a third world shithole and it's all self inflicted. Yet it's not just broken immigration system and corrupted politicians but also the greedy educational institutions. And let's not forget the …
Canada is truly turning into a third world shithole and it's all self inflicted. Yet it's not just broken immigration system and corrupted politicians but also the greedy educational institutions. And let's not forget the main culprit behind this all this is the average ignorant Canadian who allowed this to happen in the first place without resisting.
Identity Attack0.49855098
Insult0.6261769
Profanity0.4370703
Threat0.010680079
Severe Toxicity0.13863131
Moderate 0.63782936 Moderate Con 0.438 Insult Policy_Critique
Jun 20, 2025 2 likes How Canada broke its immigration …
About ten years ago someone said that Canada had become the septic tank of the world. Shit from all over the world flows into Canada.
About ten years ago someone said that Canada had become the septic tank of the world. Shit from all over the world flows into Canada.
Identity Attack0.36702603
Insult0.48627716
Profanity0.6370159
Threat0.009955117
Severe Toxicity0.05742428
Moderate 0.6308517 Low Con 0.256 Unverified_Claim
Nov 3, 2025 11 likes Inside Canada's Indian Metropolis (Brampton)
Is zero way is it a tragedy that Canada cant take every citizen in the world who wants to move here. Honestly the opinions of the main stream media are ridiculous, why dont we just …
Is zero way is it a tragedy that Canada cant take every citizen in the world who wants to move here. Honestly the opinions of the main stream media are ridiculous, why dont we just pave a golden road for them all and make sure they all have 5 bedroom, 6 washroom houses with 4 car garages and Olympic size swimming pools, now that fact we dont have 7 billion houses like that in Canada with the same amount of farm land and natural land is the real tragedy, wake up and get your head out of your ass
Identity Attack0.10221587
Insult0.57787937
Profanity0.44133487
Threat0.028206514
Severe Toxicity0.05742428
Moderate 0.6308517 Moderate Con 0.42 Insult Policy_Critique
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Main problem with canada was that they invited those dumbs from whole over the world who were never pleased in their countries. I am from punjab and past 7 years I saw those people going …
Main problem with canada was that they invited those dumbs from whole over the world who were never pleased in their countries. I am from punjab and past 7 years I saw those people going abroad those who were useless are not able to earn a living here.
Identity Attack0.2877625
Insult0.6798578
Profanity0.20808282
Threat0.009023022
Severe Toxicity0.023076924
Moderate 0.6289369 Moderate Con 0.438 Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
New World Order Sabotage of Canada. Justine Trudeau is a Traitor.
New World Order Sabotage of Canada. Justine Trudeau is a Traitor.
Identity Attack0.11744241
Insult0.6798578
Profanity0.10797132
Threat0.009100696
Severe Toxicity0.020386212
Moderate 0.62702215 Low Con 0.105 Insult
Jul 18, 2018 7 likes How much do refugees and …
As a Canadian I hope they are planning on heading south. In essence I pray that things in Canada get so bad they leave. At this point, with our government's open the flood gate policy …
As a Canadian I hope they are planning on heading south. In essence I pray that things in Canada get so bad they leave. At this point, with our government's open the flood gate policy it's the only thing that can save Canada from becoming a complete third world like shit hole.
Identity Attack0.34974504
Insult0.5130944
Profanity0.6242122
Threat0.026307223
Severe Toxicity0.0912254
Moderate 0.62136006 Moderate Con 0.418 Insult Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
Conservatives complain about immigration, Lib government cuts immigration, Conservatives complain about the carbon tax, Lib government cuts carbon tax, Conservatives complain about Canada losing out on investment, Lib government travels the world achieving investments, etc. …
Conservatives complain about immigration, Lib government cuts immigration, Conservatives complain about the carbon tax, Lib government cuts carbon tax, Conservatives complain about Canada losing out on investment, Lib government travels the world achieving investments, etc. You'd think Conservatives would be happy that Libs are acting on their complaints....NO... Conservatives cry 'they stole our ideas'... It's so pathetic. And WEAK.
Identity Attack0.11280017
Insult0.66500133
Profanity0.09868695
Threat0.009385503
Severe Toxicity0.01683561
Moderate 0.6027529 Moderate Con 0.405 Insult Humor_Satire
Jan 20, 2026 Canada’s new rules in 2026
Canada is turning into an absolute shithole country. They destroyed our small towns by flooding them with addicts and drugs, the create turf wars among various groups from around the world in our major cities. …
Canada is turning into an absolute shithole country. They destroyed our small towns by flooding them with addicts and drugs, the create turf wars among various groups from around the world in our major cities. The country is destroyed in 10 years. That's all it took. 10 years to destroy a once great nation.
Identity Attack0.44690517
Insult0.5497792
Profanity0.44890457
Threat0.047835086
Severe Toxicity0.1597006
Moderate 0.60254884 Moderate Con 0.375 Insult
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Whenever you come back to Canada and you wanna see something crazy I am your guy Drove down in town from out of town with one of a kind hay wagon/home shop with $40,000 of …
Whenever you come back to Canada and you wanna see something crazy I am your guy Drove down in town from out of town with one of a kind hay wagon/home shop with $40,000 of tool in it lol In only one month got 31 breaking enter attempt 14 people threaten me with guns and crossbow lol But they’re all pussy scared of me 😂 I don’t blame them being scared they seen I was not afraid of bullet Thinking about setting them up with camera to show the world those stupid crackhead Still got videos and picture of them trying My life was a movie. and tell the police pull me over And rob 10k in front of my face with six witness
Identity Attack0.28034934
Insult0.5723624
Profanity0.46460027
Threat0.2836219
Severe Toxicity0.18232453
Moderate 0.5921536 Moderate Con 0.445 Insult Personal_Narrative
Feb 5, 2026 Inside Canada's Indian Invasion...
Canada’s done. There is no way to come back from this . Inept politicians and inept immigrants have assured us our destiny. We are the new third world
Canada’s done. There is no way to come back from this . Inept politicians and inept immigrants have assured us our destiny. We are the new third world
Identity Attack0.45610145
Insult0.62169385
Profanity0.07934829
Threat0.008285114
Severe Toxicity0.023076924
Moderate 0.5885171 Low Con 0.17 Insult
Aug 26, 2025 Why Canadians Are Turning Against …
Indians are idols worshipers ind they bring their idols to Canada and the blessings of Canada land is corrupted by their idols Chadians are too fools to figure out this most East Indians no soluson …
Indians are idols worshipers ind they bring their idols to Canada and the blessings of Canada land is corrupted by their idols Chadians are too fools to figure out this most East Indians no soluson look at them in their eyes 👀 they only after money and too greedy people go look at the history most world countries kicked them out from their country weak up Canada 🇨🇦 it’s almost to late know I will feel it soon already 😮
Identity Attack0.55044734
Insult0.6099415
Profanity0.18663849
Threat0.0347677
Severe Toxicity0.052044146
Moderate 0.5885171 Low Con 0.298 Identity Attack Insult Unverified_Claim
Aug 28, 2025 Why Canadians Are Turning Against …
In Canada they beat seals to death with sticks for games. Its pathetic. If this is one of the best countries on this world, it's over.
In Canada they beat seals to death with sticks for games. Its pathetic. If this is one of the best countries on this world, it's over.
Identity Attack0.36873037
Insult0.57566804
Profanity0.14578357
Threat0.091630474
Severe Toxicity0.023076924
Moderate 0.57271194 Moderate Con 0.329 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I went to Toronto and Niagara Falls for the first time last year. Both places were filled with Indians. Didn’t even look like Canada. Looked like a third world country. The people were very loud, …
I went to Toronto and Niagara Falls for the first time last year. Both places were filled with Indians. Didn’t even look like Canada. Looked like a third world country. The people were very loud, rude, and dirty. Would not go back.
Identity Attack0.5203519
Insult0.5739874
Profanity0.1067334
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.5721988 Constructive 0.538 Identity Attack Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa. 2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city. 3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%. 4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime! 5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate 6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom. 7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job! 8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them! 8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know. 9. There are real reasons to worry! Don’t create that doesn’t even exist! 10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Identity Attack0.27682206
Insult0.48228607
Profanity0.41570562
Threat0.07093142
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.673 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
wtf is happening to the world right now? Europe is screwed and almost invaded, Canada too. This is what happens when liberals have rights and a voice
wtf is happening to the world right now? Europe is screwed and almost invaded, Canada too. This is what happens when liberals have rights and a voice
Identity Attack0.2839175
Insult0.42743355
Profanity0.5249258
Threat0.011275585
Severe Toxicity0.059217658
Moderate 0.5532103 Low Con 0.278 Fear_Threat
Feb 5, 2026 Inside Canada's Indian Invasion...
A 3rd world Canada is so much better than that india cesspool so unfettered indians invasion omg
A 3rd world Canada is so much better than that india cesspool so unfettered indians invasion omg
Identity Attack0.5913144
Insult0.4718924
Profanity0.21997347
Threat0.038220957
Severe Toxicity0.16960317
Moderate 0.5532103 Low Con 0.184 Identity Attack Identity_Assertion
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Pierre trudeau was the godfather of immigration, since then its been an open door policy of every bottom feeder around the world looking to suck the blood out of Canada. They don't come to embrace …
Pierre trudeau was the godfather of immigration, since then its been an open door policy of every bottom feeder around the world looking to suck the blood out of Canada. They don't come to embrace our society, they drag along their failed, demented, cultures along with them and that's why Canada is falling to a 3rd world status. That man said it "It feels like he's in his home town." yeah, they're turning Canada into fvcking india, and those of us born here who are not Indian don't want that. This is a cultural take over.
Identity Attack0.5108175
Insult0.5130944
Profanity0.46460027
Threat0.043309137
Severe Toxicity0.20067264
Moderate 0.5532103 Moderate Con 0.405 Identity Attack Insult Fear_Threat
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada has become the biggest joke in the western world. Full of corruption and incompetence.
Canada has become the biggest joke in the western world. Full of corruption and incompetence.
Identity Attack0.4508763
Insult0.5678696
Profanity0.041912504
Threat0.008815889
Severe Toxicity0.022193791
Moderate 0.54823303 Low Con 0.128 Insult Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
KKKanada wants to send people back, lets start by sending the white settlers back to where they came from, including this white colonial bitch. Wanna criminalize migration, let's start by giving back all the stolen …
KKKanada wants to send people back, lets start by sending the white settlers back to where they came from, including this white colonial bitch. Wanna criminalize migration, let's start by giving back all the stolen resources and knowledge to the indigenous people of not only this stolen land but what Imperial powers, like the British crown took and continues to take from country like India. It is amazing how quick people are to blame individuals but forget that Europe, Canada and US stole more than half of the world's resources, peoples and knowledge. There is a reason why resources, knowledge and wealth are accumulated in the West. Want to stop people from coming in? GIVE OUR DAMN RESOURCES, LAND AND KNOWLEDGE BACK.
Identity Attack0.55044734
Insult0.5177041
Profanity0.39409557
Threat0.060119797
Severe Toxicity0.16960317
Moderate 0.52811706 Moderate Con 0.425 Identity Attack Insult Moral_Argument
Sep 30, 2025 IRCC Names India in Study …

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.