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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: "someone and a lot of …" 16 comments
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)
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else to take care of. This is why their country is one of the dirtiest in all the world. They use the streets as a garbage can or toilet, then just leave it for someone else to clean it up. But, when everyone is raised with this attitude, there's no one left to clean it up. In India, they have the "untouchables". Yes, the caste system is still operating in India, although it's not recognized by the government. It's the untouchables that are supposed to clean up all the trash and feces off the streets, but they never do. They don't get paid to do it. This is why their trash clean up is so poor as far as having trucks go around and pick it up to take to a landfill. There are very few untouchables and the other people won't work for the trash pick up companies, because they feel it's beneath them. So, they trash their country and instead of cleaning it up, they move to another country to trash it. My brother used to be a truck driver for many years. Every time he saw a truck rolled over on it's side, he'd say "Must have been an Indian", because every rolled over truck he ever saw was driven by someone from India. If you look at videos of the traffic in India, you will see lot of trucks rolled over, and you'll see no one pay attention to stop lights, stop signs and everyone just cuts off everyone. This is the individual idea. I have to get somewhere, so I will cut you off to get there. It's always "Me, me, me". This attitude causes so many wrecks. Westerners have a hard time driving in India because we are all raised with everyone in mind, not just ourselves. We are a community, not an individual. We need to put a big wall around India and stop all airplanes going in and out, so they don't spread their diseased ideals of life and end up ruining another country. Do you know why India doesn't really take military training very seriously? Because no other country wants to invade and have to deal with the clean up. At this point, it's just about impossible to ever clean that country up.
Identity Attack0.50588524
Insult0.43450394
Profanity0.3813392
Threat0.046541955
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.685 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
8:30 I am not really sure about what that bold guy says is entirely true. How can one drive an uber without a license. Uber and Lyft put you through a process before you drive. …
8:30 I am not really sure about what that bold guy says is entirely true. How can one drive an uber without a license. Uber and Lyft put you through a process before you drive. You can't operate on their app without being vetted and if he saw someone using someone else's uber he should report their ass ASAP. Assimilation is cultural difference is a real problem I agree but a lot of Immigrants are hardworking law abiding people.
Identity Attack0.11512129
Insult0.26957804
Profanity0.39409557
Threat0.013424582
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.854
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew …
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew up on, but since they have no attachment to it they half ass and don’t make things up to par and make it seem like they’re doing you a favor when you’re paying. So many places are ruined because of this, not just Tim Hortons. However, Tyler postured this as if this is a recent epidemic when Brampton has BEEN known for a lot of Indian immigrants starting in the late 80s and 90s- maybe he mentions this and I missed it or I haven’t got to it yet as I’m midway through the video… Toronto and its areas are very diverse and have been for a long time. Nearby from Brampton in Markham that’s where a lot of Chinese are and you can see it by the business types and you see Chinese lettering under English writing in some places. So why is Tyler acting like this is a rapid epidemic that just started? To ramp you guys up. Again, not denying the fact we have a ton of Indians and have taken in more than ever in the recent years, but these weren’t calm white places that have been overrun like in some of your other videos in Europe, etc.
Identity Attack0.316
Insult0.36798462
Profanity0.33453682
Threat0.011405042
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.802 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Even Indian Canadians that were born here don't want these immigrants. When people from their own ethnicity don't want them here, that says a lot. As someone who spent years working in public maintenance and …
Even Indian Canadians that were born here don't want these immigrants. When people from their own ethnicity don't want them here, that says a lot. As someone who spent years working in public maintenance and sanitation, I know first-hand who the least hygienic people are, and there is no contest. Indians are at the top of that list. Remember that the next time you see them handling your food.
Identity Attack0.39870077
Insult0.16124763
Profanity0.020851927
Threat0.009100696
Severe Toxicity0.011444092
Moderate 0.3308965 Constructive 0.668 Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
as someone from Brampton there are a lot but lots of people are taking it to seriously and most of them are kinda be racist sometimes they do some s tuff that white people dont …
as someone from Brampton there are a lot but lots of people are taking it to seriously and most of them are kinda be racist sometimes they do some s tuff that white people dont do but most times there fine
Identity Attack0.33352965
Insult0.10440776
Profanity0.11539881
Threat0.010550622
Severe Toxicity0.01121521
Low Tox 0.2922276 Constructive 0.558 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
It's probably because a lot of these applicants are misrepresenting themselves. One of the bureaucrats realizes doesn't want their name attached to this fraudulent person so they kick it back to someone else and they …
It's probably because a lot of these applicants are misrepresenting themselves. One of the bureaucrats realizes doesn't want their name attached to this fraudulent person so they kick it back to someone else and they just stay in limbo.
Identity Attack0.008065533
Insult0.16897665
Profanity0.022218296
Threat0.029587816
Severe Toxicity0.003566742
Low Tox 0.2359567 Moderate Con 0.38 Policy_Critique
Jan 19, 2026 8 likes Why Canada’s immigration system has …
As someone who comes from latin-america and has been travelling and touristing in Canada for the last 10 + years, and finally decided to take the step to immigrate to Canada through the front door, …
As someone who comes from latin-america and has been travelling and touristing in Canada for the last 10 + years, and finally decided to take the step to immigrate to Canada through the front door, I can safely say you guys are losing your amazing country. My permit was not approved and you know what, I am not even mad. I see a lot of these people leeching off your government and for some reason they get preferential treatment over people like me who come to do things honestly, work, study, and adding to the country instead leeching from it. Like I said, I first came to Canada a little over 10 years ago, and I am telling you this country is changing for the worse. One thing I also noticed is how back then I always used to hear the memes of Canadians being nice and always saying "sorry". Those memes no longer exist. I know it doesn't say much, but what I am trying to say here is: The quality of the Canadian citizen is 100% decreasing.
Identity Attack0.08004672
Insult0.081508696
Profanity0.054437835
Threat0.007909686
Severe Toxicity0.0048446655
Low Tox 0.1798404 Constructive 0.756
Sep 29, 2025 10 likes IRCC Names India in Study …
The problem with Canada, white millionaire and billionaires who only run the university and the colleges them in Canada bring lots of foreign student charge them $ 15,000 to 40,000 Canadian for one student so …
The problem with Canada, white millionaire and billionaires who only run the university and the colleges them in Canada bring lots of foreign student charge them $ 15,000 to 40,000 Canadian for one student so where is the billionaire them who running the college and the university in Canada let's find out what color they are. Someone can do that. What color are the people who you running the university and colleges in Canada?
Identity Attack0.18313584
Insult0.04852104
Profanity0.013234417
Threat0.0065244893
Severe Toxicity0.003452301
Low Tox 0.17631748 Moderate Con 0.38
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
I worked since I was 14, (A lot of times evenings and weekends, several times, two jobs)! I am now 63, I got hurt at work! First I had to fight compensation for a year, …
I worked since I was 14, (A lot of times evenings and weekends, several times, two jobs)! I am now 63, I got hurt at work! First I had to fight compensation for a year, ZERO $$$! Then I had to apply to get Disability Canada Pension because I can't physically work anymore.. (damaged back, head injury, I have to use a cane and knee braces to walk)! I spent my savings just surviving while being forced to fight for MY money from my own government for 5 years just to get a measly $300. a month! THAT'S IT! Luckily my spouse works , we paid off our house ten years ago! But, we still barely get by! Every person I speak to about my case with the government on the phone, can barely speak English and yell at me or are VERY impatient with me, because I can't understand THEM, they usually hang up! When I ask to please speak to someone IN Canada, they hang up, then I have to wait another hour to talk to someone else! (I went to 4 government funded agencies to see if I could possibly get a job working from home, because I have trouble getting out! All sent me somewhere else! One agency who is supposed to help disabled people in WPG, REES, the agent refused to talk to me or look me in the eye, * he got a supervisor to talk to me! Because he's Muslim and I'm Gay! They were continuously hostile/aggressive towards me without reason??? I volunteer at 2 different food banks , I've met TONS of people who have never worked a day in their lives, their family, parents, grandparents have never worked... EVER! Yet they have brand new trucks??? Still go to food banks? AND, several new Canadians who I've met, have never worked a day in Canada... Some with new cars??? Yet everyone else receives 10 times what I receive to live on??? I PAID TAXES ALL OF MY LIFE! We can't afford a car! Yet... I don't blame them! I would take it they offered! I blame our government (NDP, Libs, AND CONservatives) who don't give a crap about disabled and seniors in Canada! Or if you paid taxes all of your life , into a system that's supposed to help when you need it! ALL politicians in Canada just whore out their votes! I've volunteered for almost 40 years, also holding down jobs, helping others, I've never seen so may seniors and disabled people forced to access food banks and soup kitchens than the last few years! EVER! Disabled people have to constantly prove they are disabled enough to get kitchen scraps from sociopathic politicians who are over paid and under worked! Fees go up, taxes go up, housing goes up, property taxes go up, bus fairs go up, etc.. Services go WAY down! We can afford trillion$ in corporate welfare, but not help our own? Seniors can't afford to live in their homes anymore! YOU'RE WELCOME for paying for YOUR golden pensions pig politicians, and NOT helping us when we need it! POS!
Identity Attack0.018168874
Insult0.06858205
Profanity0.040158957
Threat0.009463178
Severe Toxicity0.005302429
Low Tox 0.15324512 Constructive 0.763 Personal_Narrative
Sep 3, 2025 1 likes Why Canadians Are Turning Against …
Journalism is very important for sure, but empathy is even more important. People from 1st world countries will never understand how is it to live on a place that was colonized by the 1st world …
Journalism is very important for sure, but empathy is even more important. People from 1st world countries will never understand how is it to live on a place that was colonized by the 1st world countries, can only guess about it. Thanks for sharing, I am thankful to have the opportunity to see closer whats happening, you took lots of risks, hopefully nobody will get hurt. Pray for every God you can, without faith we are only animals eating, sleeping, mating and defending ourselves, pretending to be better than someone else. Peace
Identity Attack0.04048799
Insult0.06512285
Profanity0.025360947
Threat0.009359611
Severe Toxicity0.003643036
Low Tox 0.123468354 Constructive 0.756 Moral_Argument
Feb 7, 2026 Inside Canada's Indian Invasion...
This is a slap in the face to someone who spent over a year preparing to come to Canada. I spent tume and effort and lots of money and sleepless nights to make a perfect …
This is a slap in the face to someone who spent over a year preparing to come to Canada. I spent tume and effort and lots of money and sleepless nights to make a perfect application. I made sure I be 100% honest bcuz its mainly part of my religion. When i got accepted and came , I counted the hours in my part time and paid attention that i dont work any extra min over my 20 hours during studies, I did the same for my PGWP and PR application. Its hurts my soul that someone can be dishonest and gets a slot in the quota competing with people who are doing it like me. Its insulting. If those ppl who are not decent enough to submit an honest application and follow the rules they should not be allowed a spot in the quota. They should be removed and sent back to where they came from. Canada should bot tolerate frauds. We literally came gere for a better life , a safer life. By accepting frauds in, you're telling future applicanys to cheat thier way into here.
Identity Attack0.019676208
Insult0.0623257
Profanity0.027683776
Threat0.012078222
Severe Toxicity0.0036621094
Low Tox 0.121732734 Constructive 0.695 Personal_Narrative
Oct 31, 2025 IRCC Names India in Study …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
someone and a lot of people voted for this and look what we have FREE RIDE
someone and a lot of people voted for this and look what we have FREE RIDE
Identity Attack0.0025713511
Insult0.012262905
Profanity0.01261955
Threat0.007081157
Severe Toxicity0.0013446808
Low Tox 0.026499467 Moderate Con 0.41 Policy_Critique
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Usually when you ask a question, it is customary to give someone the time to respond without telling them you don't have a lot of time except for one word answers ...... just sayin'!
Usually when you ask a question, it is customary to give someone the time to respond without telling them you don't have a lot of time except for one word answers ...... just sayin'!
Identity Attack0.0013504218
Insult0.011958904
Profanity0.011167783
Threat0.006097279
Severe Toxicity0.0005912781
Low Tox 0.020960633 Constructive 0.501
Sep 29, 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.