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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

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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: "Now i dont mean to …" 19 comments
what you mean no taxes thats total bullshit that the problem they dont respect anything but themselves
what you mean no taxes thats total bullshit that the problem they dont respect anything but themselves
Identity Attack0.01565665
Insult0.46327567
Profanity0.6069483
Threat0.010032792
Severe Toxicity0.02514347
Moderate 0.62702215 Low Con 0.255 Unverified_Claim
Oct 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I think blaming a race for this is just stupid. You cant blame a whole race for your rent increasing. Like thats just a side product of economic growth which creates more demand in a …
I think blaming a race for this is just stupid. You cant blame a whole race for your rent increasing. Like thats just a side product of economic growth which creates more demand in a region. Economic growth is good, and if you dont like that, move to a rural city that has no opportunities. A lot seen her is racism, and them saying its not racism dosn't mean anything.
Identity Attack0.32768643
Insult0.5362655
Profanity0.33453682
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.51869136 Constructive 0.645 Insult Moral_Argument
Mar 3, 2026 2 likes Inside Canada's Indian Invasion...
Living in canada my experience is that Indian women are a lot nicer than Indian men. Women are more respectful and polite and the men are just MEAN and dont get me started about the …
Living in canada my experience is that Indian women are a lot nicer than Indian men. Women are more respectful and polite and the men are just MEAN and dont get me started about the driving
Identity Attack0.4006267
Insult0.22770336
Profanity0.07223598
Threat0.007974415
Severe Toxicity0.014447021
Moderate 0.3389984 Constructive 0.537 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Zend them all home. If they arent a citizen today. Then send them home. Next is cut off all family migration..meaning if one of them is a here, they dont get to automarically bring their …
Zend them all home. If they arent a citizen today. Then send them home. Next is cut off all family migration..meaning if one of them is a here, they dont get to automarically bring their wives or kids or grand larents etc. Kids maybe..but this chain migration is also horribke and has ro end..then any immigrqnts should not be allowed any handoits. At all. If any of them commit any crime they should be instantly deported. Period.
Identity Attack0.36702603
Insult0.18107465
Profanity0.0684662
Threat0.13815513
Severe Toxicity0.019482423
Moderate 0.3389984 Moderate Con 0.399 Call_To_Action
Nov 24, 2025 Quebec Ends Economic Immigration Program …
omg! This video just ruined my day! I mean the content of this video just make me so upset! Why Canada changed so much? I just dont understand! I came here 10 years ago and …
omg! This video just ruined my day! I mean the content of this video just make me so upset! Why Canada changed so much? I just dont understand! I came here 10 years ago and I understand 10 years is long enough to change a lot of things but this much change is just not acceptable for me! Canadian people don't even dare to complain about Indian people in public because of the race issue! I worked in Brampton 4 years but I never go back there in last 5 years!
Identity Attack0.27875587
Insult0.14512913
Profanity0.07191269
Threat0.009618527
Severe Toxicity0.014576134
Moderate 0.3375374 Constructive 0.689 Personal_Narrative
Dec 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Now i dont mean to incite violence, but @1:39 this phrase makes a guy do some thinking. Something something, one bad apple to ruin the bunch... Something something, they would have us beheaded in their …
Now i dont mean to incite violence, but @1:39 this phrase makes a guy do some thinking. Something something, one bad apple to ruin the bunch... Something something, they would have us beheaded in their country... Something something, they despise us for not accepting their fake god... I dont mean to say there is a limit the people can take before they start opposing those protests and riots in the streets. but as Somebody who has never had or wanted to have a hateful bone in my body. Why do these cultists spark so much (and it pains me to even say this but) hatred in me.
Identity Attack0.17226285
Insult0.24835461
Profanity0.21781154
Threat0.13178273
Severe Toxicity0.01935331
Moderate 0.3260917 Constructive 0.624 Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them either make india better or live here there is no need to move out HIndus are already started birthcontrols being aware is just all we need thats it i think whites or native people are right because no one likes sudden changes !! I am also capable of moving out but i will not i think i can do something better here i can make my community better . Indians also have this some kind of invisible competetion between there extended fam. or neighbourhood which is the one of the shittiest reason of indian leaving india they think washing dishes is better then a business or farmer here . I know we have multiple problems but leaving them would not give any solution to them ,we are actually growing it takes time to be like any europian country but im sure we should not have to like them we can be better in our own we are not in a race of living better all we have to do is making our living standards better Rule No 1 Never make more than 2 children Dont do something uncivilied thing in front of them We are really good in cleaning our houses but focus on streets too( ofc this is not for all many of us are actually doing this) Dont give shit about politics too much your control should be in your hands Practice religion very well , Dont cutt off from roots Dont beileve in pathetic rituals Rivers are water sources respecting them means keep them clean as possible thats all Work on esthetics of your streets try to make your house lil similar to all and dont think of job either you can make jobs THATS ALL. In this case like if we say we dont want to tolerate illegal bangladeshis same as they NO nation wants too much people from a particular country it obviously feels like invaded Anyhow To all white people reading this May be you can found us problematic in some way but most indian are really sweet and kind by heart .
Identity Attack0.36702603
Insult0.24493282
Profanity0.092279755
Threat0.010472948
Severe Toxicity0.014447021
Moderate 0.31963667 Constructive 0.707
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
The biggest problem is they come to our home to escape a hell in their own country. But then they try to turn our country into the one they ran from. They try to change …
The biggest problem is they come to our home to escape a hell in their own country. But then they try to turn our country into the one they ran from. They try to change the ways we who were born and raised here are aloud to live our lives as we always have. My first job ever was tim hortons. Now im watching teens unable to gain independence unless their parents i Know someoneone who can hire them meanwhile no one can understand the person taking their order at tim hortons...Canada is to expensive now and we dont have the means to support these people anymore. Its costing us more with what they have done to our economy . Some of these people have zero care for human life ether they drive like A holes and cause accidents that cost lives. Canada is no longer a welcoming happy country. We are exhausted from busting our ass to keep a roof over our head leaving us unable to afford other things even food. Its not that they are all awful people (some are) but we CANT support them anymore we need to be able to support ourselves again !! The last 2 prime ministers are also to blame in reality. As an albertan i dont even care about anyone east of manitoba because they chose to vote this reality to life. I wanna see western canadas money stay on the west end of this country. There is a canadian divide and its time to seperate so not every canadian has to suffer for the stupidity out that way
Identity Attack0.25647953
Insult0.24928534
Profanity0.16264248
Threat0.011508608
Severe Toxicity0.015221698
Moderate 0.31825066 Constructive 0.665 Economic_Argument
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
there are 10 indian "students" living next door in a single family dwelling of 3 bedrooms. they share 3 cars and do uber eats delivery (and or other food delivery) around the clock -- reason …
there are 10 indian "students" living next door in a single family dwelling of 3 bedrooms. they share 3 cars and do uber eats delivery (and or other food delivery) around the clock -- reason i know this is because they often pull into my drive way during ungodly hours for extended period of time and triggers my surveilance camera (aimed only at my drive way set to trigger more during night times for movements and noise), since they just park there, and blast music so loud 100 feet radius ground is shaking, the surveillance cam picks up their shift change all the time. i did try to go over twice to voice my concern, and guess what, they either dont speak english or pretend to not speak english. ok i guess. and the reason they park on my drive way is because, well, they dont shovel theirs. lol. so its easier to just use my drive way and walk to their side door. but hey i mean good for them for making a living. but its just weird and disrespectful. and i have to worry about salting my own fking drive way because if they fall, they can sue the shit out of me and i cant complain about their trespassing. bless the canadian law. so i guess for me. they dont bug me, except the fact they just use my drive way because its convenient for them, and the blasting of music middle of the night. lol also i stopped going to tim hortons a few years ago after a few consecutive diarrhea immediately after morning coffee visits. good times
Identity Attack0.23770751
Insult0.089778624
Profanity0.069969244
Threat0.019573374
Severe Toxicity0.009994507
Low Tox 0.23812068 Constructive 0.68 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Im tired of wanting to move out my apartment but i cant cuz foreigners are buying up property and jacking up rent prices. And yes i am a daughter of an immigrant. And i see …
Im tired of wanting to move out my apartment but i cant cuz foreigners are buying up property and jacking up rent prices. And yes i am a daughter of an immigrant. And i see student housing being built and the rent is cheap! My rent has gone up twice in 2 years. Nothing is available under 1300 unless you rent a room. Nobody can change my traditions because they are mine and dont affect anyone. Groceries are unreal. I dont have a car anymore. I dont have children or a partner. Social time or entertainment is this. Youtube and my 2 dogs one of which now needs a leg amputation as she has cancer in her paw. I have a gofundme but its slow. But i see other pet owners that have them and because they use their pet as their unpaid actor they have made the money needed in days. Im just offering paperwork,proof,photos,making beaded collars,to try and make more. Im trying to open my own business doing nails. But callbacks from offices are not happening. My mental health has suffered since I was 18. I am gen x. Being a minority doesnt mean i get whatever i want either.
Identity Attack0.18235919
Insult0.082866095
Profanity0.052934792
Threat0.0077802283
Severe Toxicity0.0065231323
Low Tox 0.23090743 Constructive 0.813
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Buddy canada was dead before they needed a massive i flux of immigrants to run their economy. The government overdid it dont blame indians blame the government. Also theres a few bad apples on every …
Buddy canada was dead before they needed a massive i flux of immigrants to run their economy. The government overdid it dont blame indians blame the government. Also theres a few bad apples on every race and culture doesnt mean the entire populus is the same. You have some of the most educated high paying taxpayers in indian community
Identity Attack0.2331515
Insult0.07555214
Profanity0.023243073
Threat0.00951496
Severe Toxicity0.0062561035
Low Tox 0.2043827 Constructive 0.653 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people will gladly intergrade, but Canadian borns won't welcome it. Walk with me- I'll use food for an example. Every other grocery store is middle eastern/asian/african in Brampton and its becomes harder finding more western style food. I love international food, I cook it often but if you're used to burgers and pizza and only know how to make spaghetti it feels like a 'take over' These people want what they want and even though all these places are free for you to also enjoy they don't like it cause it's too 'foreign' to them. It doesn't mean there isnt still a No Frills or a Walmart or Metro, but because the african and halal store are closer and more frequent it seems like more of a convenience to others and not to you. When people say we're multi-cultural, they mean 'yeah he's brown or black but he keeps it to himself' They aren't going to go to that Sikh temple giving free food, and only go to the church at the beginning even though they're welcome to both. It's the same for Diwali and other things, white people dont care to be interested in those things, and just wonder why they get to have it at all. I do agree with that indian lady at the beginning though, with lax immigration you come in feeling like you don't need to do anything to assimilate. They're doing themselves a disservice by only helping themselves. I hate stereotypes being perpetuated onto people but like that Pakistani guy said too, you live in a bubble and you don't pay attention to that. You can go days without speaking english to someone. You can't immigrate somewhere and shut out everyone already there. I get you may not feel welcome by the white people like the ones in the beginning and so you dont mess with them, and its easy not to. But there needs to be openness with helping everyone benefit from multi-culturalism and not just some of us. There are issues with immigrants not wanting to go outside their bubble and for canadians not to want to either, It'll be hard to (with the current issues we're facing as a country) to actually blend together more.
Identity Attack0.25140062
Insult0.061101943
Profanity0.02392626
Threat0.008181547
Severe Toxicity0.0060272217
Low Tox 0.1883923 Constructive 0.849
Oct 4, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different people since I was 18 and learned great things I can add to my construction or cooking repertoire that you could possibly couldn't learn in the West without diversity. BUT now we have a group of people coming here buying up businesses while only hiring people from their country buying up single homes putting up crammy 8 plexus, and only renting to people from their home country. If these were French people like my heritage is, I would be even more pissed because I could say something without being called a racist. These immigrants are coming here with one goal retribution against the English Empire for the past or some shit, I dont know, and they're taking it out on us Canadians. over 5 years I've collected proof so I feel very safe coming out now and talking about this because I have everything to back it up. Those single homes I was talking about half of them burned down and they use insurance fraud money add multiple loopholes to use government money along the way as well, that's damn taxpayer money building parts of these homes... I'm a concrete worker they do not let these walls set properly, they don't seal the windows and doors properly, everything's going to leak but because they only rent to people from their home country after 3 years they can take their name off the property and nobody and I mean nobody is going to report leaks because they have a tyrannical control over who they rent to.... I dont even need to name the group because its OBVIOUS, living in the same city most ky life I've seen a drastic change, and this isnt intregation like my family did as they we're the members of french part of the metis tribe long ago. 5 years in a row they have added an average of 70,000 people legally to the city I live in I live in of 1.4 million people that is absolutely absurd the train system is packed all the way until 1:00 a.m.... it's just simple economics you can't add that many people and have a sustainable City.... these idiots never played sim city or some shit Also there are millions that came pretending to get spots in our universities and didn't show up, and these are the same people that are buying up all the businesses and houses and only letting the people from their own country be involved that is not integration....... There's also a huge problem with people faking Refugee status from this very place and there's even a few videos circulating online on just how to do it people from this country bragging how their making double of the average income of a Canadian a year PLUS free food and board from this fake Refugee status, HOLY FUCK! We are radicalizing here in Alberta and it's about to get real. Not only do these immigrants only want their own people involved in anything they are rude as hell when confronted about any of this even in a kind way.  There's a great deal of them that are at the top of the fenthinal distribution. mind you a lot of that's being shipped from other places but the distribution hails differently....roughly 70% of the major fenthinal arrests and seizures have those paticular heritage backgrounds to prove it. They are destroying the country in SO MANY WAYS, im DONE trying to be civil or nice about this debate,  5 years is my limit bitches, fuck you, fuck off or we'll fucking make you -Alberta proud , and fuck you again bitches
Identity Attack0.06749674
Insult0.0720671
Profanity0.06145202
Threat0.007534259
Severe Toxicity0.005493164
Low Tox 0.16043124 Constructive 0.775 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
What do they mean these people dont work. These students study by day and work 12 hours at night........go look at the stats. Its just 100% hate no respect
What do they mean these people dont work. These students study by day and work 12 hours at night........go look at the stats. Its just 100% hate no respect
Identity Attack0.011543332
Insult0.06494803
Profanity0.021535112
Threat0.0066798385
Severe Toxicity0.0024414062
Low Tox 0.15711457 Moderate Con 0.383
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout …
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout British Indians in Uganda. Colonialist English empire was the cause of of Idi Amin's actions. British Kingdom migrated thousands of Indians as cheap labour to build rail lines to mineral rich regions extending to DRC- Uganda city of Kasese and Kilembe mines. When the railway was completed, they offered them British citizens including those born in Uganda. The colonial British gave them business loans, including Indian banks to extend credit and loans to Indians without surerities. They were allocated colonial govt freehold land for free in the most prime areas of uganda major cities like Kampala, Jinja, Masaka, Mbale, Soroti, Mpigi, Tororo etc while black Ugandan indegenous people were pushed into the rural areas to work in factories, mines and businesses set up for British Asians. As you can guess, business class get super rich while Africans who didnt work on their own coffee, cotton, and domestic farms were left to work as clerks, securicor, teachers, Christian clergy/ reverands and local tax collectors for the govt. Brutal as he was, Indi Amin saw and used this imbalance as a second liberation war, economic war, to kick out all British Asians holding UK Passports and any other Ugandan born who didnt want to abide by the authority of indegenous people. Amin killed whoever tried to challenge his life president, he killed 72 ugnadans, mainly politicians by public firing squad aired on TV. He killed the Anglican Archbishop Luwum, he killed the 1st Ugandan Chief Justice Ben Kiwanuka. He was brutal BUT, every Ugandan is celebrating his nationalism of caring for ordinary people AND opening their eyes on trade and business by KICKING OUT economy sacking British Asians. This is history I saw and followed because i was a kid in primary school at the time 1972. In addition to that Indians in Uganda were so arrogant to indegenous Ugandans, I experienced it. So when i see how Canadians resent them I dont feel for them unfortunately. I already had enough on my plate in Canada. Indians were the owners of biggest to smallest shops in major cities and town in Uganda because of free capital and soft loans, financed business premises thru the colonial British suckers. They showd that arrogance which pissed most of the indegenous Ugandans. For example if you went to a shop and burgained on a KG of sugar or bread, or shirt, and didnt get fail to buy because you dont have that much or failed to get a good deal, the Indian shopkeeper would insult any Afriacn in Indian- Luganda accent " oba tayagala genda malala jali..mali ya nyoko?". meaning " If you dont want to buy go, others are there will buy, is this your capital/ stock?". Many songs were sung after the 1972 kickout depicting that phrase/ quote.
Identity Attack0.08749158
Insult0.054376744
Profanity0.017572641
Threat0.012906751
Severe Toxicity0.0038909912
Low Tox 0.119997114 Constructive 0.744 Comparative_Framing
Oct 11, 2025 IRCC Names India in Study …
Dont worry, during Biden administration mostly of them crossed the canada border and came here. My town for example is a disaster because they dont understand what stop sign or red light means.
Dont worry, during Biden administration mostly of them crossed the canada border and came here. My town for example is a disaster because they dont understand what stop sign or red light means.
Identity Attack0.013144426
Insult0.02982438
Profanity0.011594773
Threat0.0072235605
Severe Toxicity0.0014781952
Low Tox 0.07450261 Moderate Con 0.385 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I think it is important to give some scrutiny and take a thorough look at things. Some give free food but it does not mean they are contributing net to our society. In the past …
I think it is important to give some scrutiny and take a thorough look at things. Some give free food but it does not mean they are contributing net to our society. In the past many local Canadians volunteered extensively in our community. That has gone away in present day. Dont let someone giving a free lunch fool you into thinking they do nothing wrong
Identity Attack0.0046987277
Insult0.018774498
Profanity0.015830519
Threat0.006925808
Severe Toxicity0.0008773804
Low Tox 0.035220183 Constructive 0.791
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
I dont wanna sound mean but ya'll can thank our prime minister for that
I dont wanna sound mean but ya'll can thank our prime minister for that
Identity Attack0.004994711
Insult0.013212911
Profanity0.017845914
Threat0.007819066
Severe Toxicity0.0013637543
Low Tox 0.028031485 Moderate Con 0.445 Policy_Critique
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …

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.