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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: "To the good people of …" 352 comments · Page 2 of 15
Indians know their people are known for fraud. Their parents teach em. Indias known to live off on propaganda and lies Embarrassing for them. BUT I wonder who from our Canadian government chose these fraudsters …
Indians know their people are known for fraud. Their parents teach em. Indias known to live off on propaganda and lies Embarrassing for them. BUT I wonder who from our Canadian government chose these fraudsters why not the good quality Indians. Why the cheap, corrupt kind..??!🤔🤔🤔
Identity Attack0.5948528
Insult0.57566804
Profanity0.14666493
Threat0.011042561
Severe Toxicity0.07805709
Moderate 0.6027529 Moderate Con 0.376 Identity Attack Insult
Oct 1, 2025 IRCC Names India in Study …
I'm an Indian, and give these white people there beloved" tim hortons" back you guys! Damn. the racial profiling in this video is crazy "good white", "generally a dirty race". I'm currently in edmonton and …
I'm an Indian, and give these white people there beloved" tim hortons" back you guys! Damn. the racial profiling in this video is crazy "good white", "generally a dirty race". I'm currently in edmonton and the number of "white" people with piss in their pants i've seen is crazy . Stop racially profiling people it's never fun when it's done pointing at you, just so you know.
Identity Attack0.5502601
Insult0.48675314
Profanity0.5249258
Threat0.04233929
Severe Toxicity0.19761463
Moderate 0.60254884 Constructive 0.502 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
My thing is the people who want to hate on white ppl but then they move to white countries or the people who were born in America tht jus talk shit like they cant move …
My thing is the people who want to hate on white ppl but then they move to white countries or the people who were born in America tht jus talk shit like they cant move somewhere else sure America has its problems but compared to anywhere else we have it amazing not saying it couldnt improve but i damn sure wouldnt wanna live no where else and nether do these ppl tht talk shit cuz they dont leave cuz if they did they would find out how good we have it in America and how blessed we are to be Americans
Identity Attack0.48949075
Insult0.46625584
Profanity0.57236236
Threat0.060119797
Severe Toxicity0.232236
Moderate 0.6020386 Constructive 0.561 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
All the Good White people moved out 😂😂😂 and now we just have the poor white trash left over. That guy must be the litmus tester for the races 🤣 🤣 🤣
All the Good White people moved out 😂😂😂 and now we just have the poor white trash left over. That guy must be the litmus tester for the races 🤣 🤣 🤣
Identity Attack0.6007182
Insult0.5130944
Profanity0.35094926
Threat0.04686524
Severe Toxicity0.16960317
Moderate 0.6020386 Low Con 0.216 Identity Attack Insult Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
when you " hate " other group of people because of their ethnicity and you thinkALL they are different from the " good white " you know you were indoctrinated to be a racist and …
when you " hate " other group of people because of their ethnicity and you thinkALL they are different from the " good white " you know you were indoctrinated to be a racist and to be racist you gotta be a woefully ignorant.
Identity Attack0.44690517
Insult0.6261769
Profanity0.19278693
Threat0.009618527
Severe Toxicity0.023076924
Moderate 0.60152835 Low Con 0.232 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Come into the West, a lot of white people give you shit, *no matter what you do* . Obviously not all of them. But in this modern era , enough of them to fund an …
Come into the West, a lot of white people give you shit, *no matter what you do* . Obviously not all of them. But in this modern era , enough of them to fund an entire media ecosystem just for that perspective. You think your immigrants weren't going to notice? Assimilate into _what_ ? The loudest mouths telling you they hate you and you're responsible for all their problems despite being a minority, because you're not a white Christian? And then you're going to scapegoat _them_ for the problems your government and system created, refuse to adapt, and complain that someone did. And _also_ , just like here in NYC.. the reason why a place gets taken over by a bunch of colored immigrants.. is usually because white people start _running_ . And again, the few that are left, complain about _their own_ fleeing, before doing so themselves. Hilarious. I'm in NYC, my neighborhood is literally every kind of immigrant, Filipino, Jamaican, West Indian, Indian, Haitian... all low to middle class, with some who really _saved_ up working for their 30-50 years here. Kids born or here since little kids, educated and making good money with few exceptions. And so of course the neighborhood.. looks just like any neighborhood in America (albeit denser and more traffic). Must be all that 'wokeness' in NYC. This has nothing to do with white or black or brown, of course. This dynamic plays out anywhere with people that are unwilling to challenge themselves and their ego just finding an easy scapegoat...
Identity Attack0.5485698
Insult0.4810288
Profanity0.6001929
Threat0.05688698
Severe Toxicity0.21290472
Moderate 0.5921536 Constructive 0.61 Identity Attack
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Yea it's bad here and it's everywhere. Sad state of my home country. Not good people either, give me the Asians, Russians, Chinese. Please. No more Indians.
Yea it's bad here and it's everywhere. Sad state of my home country. Not good people either, give me the Asians, Russians, Chinese. Please. No more Indians.
Identity Attack0.6649212
Insult0.39297962
Profanity0.18909787
Threat0.05430072
Severe Toxicity0.16960317
Moderate 0.5779532 Moderate Con 0.441 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Where are they? Everywhere. Nasty people they are trying to build this country like their country. Big statues big noisy gatherings so loud in public no following road rules or any policies. Just most of …
Where are they? Everywhere. Nasty people they are trying to build this country like their country. Big statues big noisy gatherings so loud in public no following road rules or any policies. Just most of them are garbage. There are good ones too who adopt to this country and follow things
Identity Attack0.14233272
Insult0.6306599
Profanity0.22592722
Threat0.008505191
Severe Toxicity0.022064678
Moderate 0.5716857 Moderate Con 0.321 Insult Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation. So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Identity Attack0.57150364
Insult0.5543018
Profanity0.13785136
Threat0.013528148
Severe Toxicity0.048457388
Moderate 0.568186 Constructive 0.579 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That bike guy is just an honest dude. He’s not even bashing, proof: “All the good white people have moved out, we only have us poor white trash left over.”
That bike guy is just an honest dude. He’s not even bashing, proof: “All the good white people have moved out, we only have us poor white trash left over.”
Identity Attack0.57554024
Insult0.5130944
Profanity0.26607355
Threat0.0130621
Severe Toxicity0.02449106
Moderate 0.568186 Moderate Con 0.471 Identity Attack Insult Personal_Narrative
Feb 27, 2026 Inside Canada's Indian Invasion...
people form Punjab are good its the Hindus that are extremely dirty and have no manners and are the most extremist in India.
people form Punjab are good its the Hindus that are extremely dirty and have no manners and are the most extremist in India.
Identity Attack0.57957685
Insult0.5678696
Profanity0.29984993
Threat0.11002964
Severe Toxicity0.23226175
Moderate 0.568186 Constructive 0.515 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
honestly the guy on the bike said it best: sure there are some street shitters here but hey so do the chinese. and the majority of Indians are good people who don't cause problems like …
honestly the guy on the bike said it best: sure there are some street shitters here but hey so do the chinese. and the majority of Indians are good people who don't cause problems like the Muslims and Africans in Dearborn MI. furthermore they actually do contribute to the economy unlike Somalis
Identity Attack0.5548181
Insult0.489133
Profanity0.48510036
Threat0.020782012
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.655 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
There’s good and bad in EVERY culture. The guy with the reverse ball cap is white trash but he talks about immigrants. I’d rather have South Asians here that are good people anyday vs him. …
There’s good and bad in EVERY culture. The guy with the reverse ball cap is white trash but he talks about immigrants. I’d rather have South Asians here that are good people anyday vs him. At least they’ll work for minimum wage vs the homeless druggies who choose to be on the streets.
Identity Attack0.55044734
Insult0.5497792
Profanity0.27747265
Threat0.008686432
Severe Toxicity0.02425631
Moderate 0.55739564 Constructive 0.546 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Good job 👍 👍 👍 👍 👍 People with white skin belong to Europe. They have no connection to this continent. Do to them what they did to the indigenous people of this continent. Send …
Good job 👍 👍 👍 👍 👍 People with white skin belong to Europe. They have no connection to this continent. Do to them what they did to the indigenous people of this continent. Send them back to their place of origin; if they refuse, throw them into the nearest ocean.
Identity Attack0.6007182
Insult0.39297962
Profanity0.22653213
Threat0.4438339
Severe Toxicity0.23224458
Moderate 0.5566829 Low Con 0.3 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Ind fatigue is real Has to be condenmed ,again Inds you dont teach or advice You have those inner racist castiest beliefs inside you Leave it to others Or some really good minded Inds I …
Ind fatigue is real Has to be condenmed ,again Inds you dont teach or advice You have those inner racist castiest beliefs inside you Leave it to others Or some really good minded Inds I used to enjoy jamcan ❤ Videos But it's not only sharing Fatigue and other videos But also hate on religion Just like that idiot @Reality fake Alex Quite disgusting to see him speaking Like the other guy Kachina Your aim is not to promote fatigue only or some insane stupid things done by people Just to promote hate on other religions Just like many missionaries would do Don't assume you guys to be very perfect , Look at his speech Come to Canada ,learn culture Adopt, Talks like 💩💩💩 Of course we have follow the rules Respect the people If we can't each other At least don't Trouble others Do your promotion somewhere
Identity Attack0.38246045
Insult0.5678696
Profanity0.37503055
Threat0.100830056
Severe Toxicity0.21902075
Moderate 0.5559701 Constructive 0.548 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to …
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to Canada my dad got a job as a engineer and my moms a house wife, they are well assimilated to the culture of Canada and speak good English, they still practice there religion but don't force it down peoples throats. These are the types of immigrants that Canada needs not uneducated rats who don't know how to respect the people and country that welcomed them in the first place.
Identity Attack0.55044734
Insult0.5678696
Profanity0.2268346
Threat0.015429466
Severe Toxicity0.067522444
Moderate 0.5532103 Constructive 0.657 Identity Attack Insult Personal_Narrative
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it. That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Identity Attack0.55044734
Insult0.48484445
Profanity0.48510036
Threat0.06863153
Severe Toxicity0.23225832
Moderate 0.5532103 Constructive 0.654 Identity Attack Moral_Argument
Feb 17, 2026 2 likes 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...
good im sick of competing for work and housing with people that arent even citizens the government has to stop this bs its ruining my industry third world scumbags are working for less putting actual …
good im sick of competing for work and housing with people that arent even citizens the government has to stop this bs its ruining my industry third world scumbags are working for less putting actual canadian taxpayers outve work or just working for less also it has to stop
Identity Attack0.0077369185
Insult0.43769154
Profanity0.030823901
Threat0.00029031857
Severe Toxicity0.000016657314
Moderate 0.5502734
Apr 19, 2025 2 likes
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one …
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one ill-literate stupid person who ate the cow-dung doesn't represent the whole of India. There are some stupid people in every country. Its a sensible and a resonable think to understand such realities. Before you talk about India please read and have some knowledge about each state then you'll understand each state is very different and a country by itself. Considering that all Indians are bad is not smart or nice. Looks like you are expecting some changes, ok, then try and work on for that rather than hating Indians as a whole.
Identity Attack0.36702603
Insult0.6109131
Profanity0.26735115
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.54325575 Constructive 0.739 Insult Moral_Argument
Feb 21, 2026 1 likes Inside Canada's Indian Invasion...
Bruhh as an international student here in Canada who actually came here to develop a career and find a successful path, I'm honestly terrified of other immigrants who do stupid things without any repercussions because …
Bruhh as an international student here in Canada who actually came here to develop a career and find a successful path, I'm honestly terrified of other immigrants who do stupid things without any repercussions because they do all the fk ups and people actually came here to have a good career and life get marginalized and targeted. It's a very terrifying situation rn.
Identity Attack0.39207554
Insult0.54471385
Profanity0.4001375
Threat0.010654188
Severe Toxicity0.023364257
Moderate 0.52007306 Constructive 0.692 Insult Personal_Narrative
Sep 11, 2025 4 likes Why Canadians Are Turning Against …
Indian people’s behaviour is not good.
Indian people’s behaviour is not good.
Identity Attack0.57150364
Insult0.35333878
Profanity0.17566866
Threat0.0115345
Severe Toxicity0.02411546
Moderate 0.50789946 Moderate Con 0.36 Identity Attack
Sep 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
I mean it makes sense sadly... they live in a shithole and make little to nothing nothing and everything is all ransacked and destroyed and/or dirty. See that the grass is greener over here with …
I mean it makes sense sadly... they live in a shithole and make little to nothing nothing and everything is all ransacked and destroyed and/or dirty. See that the grass is greener over here with more opportunities and can make 10x more than people over there and can send the money back so their family gets a good amount back. But there will be a huge majority that will slip up over time and act like they do back there just bringing all that sloppiness and nonsense over here. possibly creating their own gang or a terroristic like group. Ive already seen a homeless one(seemed homeless and raggedy) walking down the street checking for unlocked car doors.
Identity Attack0.10221587
Insult0.47357693
Profanity0.4819111
Threat0.024062606
Severe Toxicity0.052940834
Moderate 0.50789946 Constructive 0.637 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
White peole think they are too good to work at timhortons. Literally brown ones are the inky ones who want to work there. And on top of that they’ll be working two jobs at a …
White peole think they are too good to work at timhortons. Literally brown ones are the inky ones who want to work there. And on top of that they’ll be working two jobs at a time. Keep the people who work and pay taxes get rid of all those who don’t (homeless drug addicts)
Identity Attack0.55044734
Insult0.4718924
Profanity0.18663849
Threat0.03407705
Severe Toxicity0.02411546
Moderate 0.50789946 Moderate Con 0.434 Identity Attack Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Listen to the white guy talking about working hard How did this all start because back in the early days white Canadians sat on their backside getting welfare because they didn’t want to work Trudeaus …
Listen to the white guy talking about working hard How did this all start because back in the early days white Canadians sat on their backside getting welfare because they didn’t want to work Trudeaus father would say back then how lazy the Canadians were they wouldn’t work but drink and take drugs My father would rent property to lazy white men that would pretend to be good people but were lazy lying nasty people so watch your words Blame the government don’t attack the people because you people were worse back in the early times
Identity Attack0.5124616
Insult0.5130944
Profanity0.12220735
Threat0.022853967
Severe Toxicity0.023176458
Moderate 0.50759226 Moderate Con 0.482 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …

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.