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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "All these stupid things that …" 21 comments
Canada did the stupid thing that many European countries did, and they STILL voted liberal. Idiotic.
Canada did the stupid thing that many European countries did, and they STILL voted liberal. Idiotic.
Identity Attack0.3908055
Insult0.87225974
Profanity0.41375932
Threat0.009566744
Severe Toxicity0.16960317
Toxic 0.9029226 Low Con 0.221 Insult Policy_Critique
Jun 22, 2025 How Canada broke its immigration …
Stupid guy "there's they don't have focus, other things distracting them" like that's a valid reason. Excusing homicidal sociopathic behavior. Everyone giggling - would you find it funny if you got hit and paralyzed by …
Stupid guy "there's they don't have focus, other things distracting them" like that's a valid reason. Excusing homicidal sociopathic behavior. Everyone giggling - would you find it funny if you got hit and paralyzed by this thug psycho driving?
Identity Attack0.038425524
Insult0.8012121
Profanity0.34536663
Threat0.44235477
Severe Toxicity0.16960317
Toxic 0.8115627 Moderate Con 0.368 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Don't spread hatred brother i am unfollowing you but i want to just tell you one thing hindus are the most peaceful people evere there is so don't do this stupid bullshit just for money
Don't spread hatred brother i am unfollowing you but i want to just tell you one thing hindus are the most peaceful people evere there is so don't do this stupid bullshit just for money
Identity Attack0.31892163
Insult0.56997263
Profanity0.7092837
Threat0.048481647
Severe Toxicity0.34938923
Toxic 0.8115627 Constructive 0.551 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
The stupid Canadian government has done a lot of harmful things to Canada over the past years.
The stupid Canadian government has done a lot of harmful things to Canada over the past years.
Identity Attack0.48915586
Insult0.71551245
Profanity0.33317488
Threat0.008867673
Severe Toxicity0.024631912
Toxic 0.74954444 Low Con 0.235 Insult Policy_Critique
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
This whole they dont speak english thing is crap they choose to do it so they can play stupid. Another thing why are we allowing "them " to take driving test in any language besides …
This whole they dont speak english thing is crap they choose to do it so they can play stupid. Another thing why are we allowing "them " to take driving test in any language besides english or french
Identity Attack0.14875233
Insult0.6099415
Profanity0.542788
Threat0.010654188
Severe Toxicity0.14389864
Toxic 0.71760553 Low Con 0.253 Insult Identity_Assertion
Sep 7, 2025 Why Canadians Are Turning Against …
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa …
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa and Punjabis from India who have become society's nuisance. So don't group them as Indians. Hindus are never a problem. Learn to identify the different ethnicity. Yes go ahead and call me a racist. But the fact is the problem persists.
Identity Attack0.56711763
Insult0.6675394
Profanity0.22622968
Threat0.011042561
Severe Toxicity0.03321367
Moderate 0.6491204 Constructive 0.501 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. …
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. They have RUINED what used to be a nicely mixed city of Brampton. It used to be clean, friendly, safe….not anymore. I grew up Brampton all my life and I’ve never been afraid of going out in the evenings or to events, until the last 10 years happened, especially the last 7 years. These new Indian immigrants are NOT respectful, not clean, downright rude, they stare at you if you’re a woman, I mean STARE. Im the summers of you wear a dress or shorts (and you’re an Indian or brown girl) they will yell obscene things and stare you down, it’s disgusting.
Identity Attack0.4911651
Insult0.6500014
Profanity0.3496935
Threat0.01254427
Severe Toxicity0.08595808
Moderate 0.63782936 Constructive 0.543 Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
TYPICAL WHITE MAN ASKING ALL THESE WEIRD QUESTIONS ABOUT OTHER RACES BUT NEVER ASKED AMY QUESTIONS ABOUT WHITE PPL AND THE FACT THAT U ALLOWED THAT HONKY TO SAY FALSE THINGS ABOUT THE AFRICANS SAYING …
TYPICAL WHITE MAN ASKING ALL THESE WEIRD QUESTIONS ABOUT OTHER RACES BUT NEVER ASKED AMY QUESTIONS ABOUT WHITE PPL AND THE FACT THAT U ALLOWED THAT HONKY TO SAY FALSE THINGS ABOUT THE AFRICANS SAYING THEY ARE STUPID AND CANT HOLD AN MC DONALDS JOB REFLECTS HOW U FEEL ABOUT THE AFRICANS WHEN CERTAIN PARTS OF AFRICA THEIR IQ LEVELS ARE HIGHER THAN JAPAN AND CHINA THEN HE SAID RXPE IS APART OF THEIR CULTURE WHEN LAST TIME I CHECKED WHITE PPL WENT ALL AROUND THE WORLD RXPING WOMEN ESPECIALLY HERE IN AMERICA HOW DID TAKE OVER THIS LAND? BY FORCE AND RXPE WAS APART OF THAT PROCESS!!! IM NOT ADVOCATING FOR THE AFRICANS IM NOT AFRICAN BUT I HAVE TO SIDE WITH THE TRUTH U OWE THE TRUTH TO YOUR AUDIENCE NOT PROPAGANDA HOMIE!!! -SOUTH CENTRAL B.ROB
Identity Attack0.5948528
Insult0.5497792
Profanity0.39409557
Threat0.07399795
Severe Toxicity0.349738
Moderate 0.6308517 Moderate Con 0.33 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
stop blaming indians ok you guys dont want to earn you just want free foods and free services from govt. and indians who migerate to canada or any other countries they built there own business …
stop blaming indians ok you guys dont want to earn you just want free foods and free services from govt. and indians who migerate to canada or any other countries they built there own business empire with lots of hard work not like you to ask free food and shelters.. so nvr blame any indian for ur stupid decisions... indians are hard workiing more than you they have capacity pay loans and everything... u guys dont have any things.. than y blaming indians or any other countries coz u didnt survive.. soo mind it.
Identity Attack0.46028158
Insult0.5678696
Profanity0.2687007
Threat0.025443908
Severe Toxicity0.031420294
Moderate 0.5716857 Moderate Con 0.474 Insult Solidarity
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
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 …
I came here from Nigeria as a professional. I must say the Canada govt has to develop some spines. I am grateful for the opportunity to be in Canada. I do not take it for …
I came here from Nigeria as a professional. I must say the Canada govt has to develop some spines. I am grateful for the opportunity to be in Canada. I do not take it for granted. But truth be told, if you ve got a country like Canada, you cannot allow everyone in the world in. You can’t allow a single country change your demography except you are STUPID. Even heaven has boundaries. You can’t allow everyone. It is not wisdom to allow everyone. Most western countries have left God, they have the civilization that came from Christianity but they have left Christ and are using their wisdom. They definitely will mess up things. Common wisdom will be difficult.
Identity Attack0.30103904
Insult0.5497792
Profanity0.22552395
Threat0.010239923
Severe Toxicity0.023076924
Moderate 0.4977744 Constructive 0.596 Insult Policy_Critique
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
Seems like everywhere is trying to replace white people right now. At this moment the most discriminating is going against white people like me. Every other day I got someone of color hating on me …
Seems like everywhere is trying to replace white people right now. At this moment the most discriminating is going against white people like me. Every other day I got someone of color hating on me calling me a stupid white boy and many other things and because I’m white it’s okay apparently
Identity Attack0.5051593
Insult0.41767508
Profanity0.36302176
Threat0.014048163
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.462 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They left their country because they were promised a better life….once they arrive I am wondering if they are told differently. Are they told what to do what to say. Are the well connected immigrants …
They left their country because they were promised a better life….once they arrive I am wondering if they are told differently. Are they told what to do what to say. Are the well connected immigrants getting the jobs? Not all immigrants have jobs. I am sure the ones who don’t have jobs are worried wondering if they should go back to their country even if it means being shamed. Darn if they do darn if they don’t. The Liberal made this mess and they should fix it! If they can’t then they should step aside and let the Conservatives try fixing what’s wrong with our Country! There needs to be a revival in Canada. We need things reformed, re-established. We need new standards in place and bring alignment back to where things have gone off. To the Liberal voters… ”I hope you have realized by now what you have done by voting for the Liberals. It’s up to you now to step out of your safe zone, your cocoon and protest and demand that Mark Carney put aside his stupid idea of net zero policy before he goes further in destroying Canada as we know it.
Identity Attack0.33060804
Insult0.40243408
Profanity0.41081807
Threat0.016292779
Severe Toxicity0.02373986
Moderate 0.43230394 Constructive 0.671
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc. They can speak their language amongst …
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc. They can speak their language amongst themselves and enjoy their culture at home. The guy with the bike is disgusting with his comments about people from Africa. A few bad people don't describe an entire race. One of the dumbest things a person can do is bring a weapon with them unless they are trained on how to use it. Meeting a human smuggler is dangerous and stupid.
Identity Attack0.2308735
Insult0.47020787
Profanity0.16217725
Threat0.04098356
Severe Toxicity0.017610285
Moderate 0.4014846 Constructive 0.71 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 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 …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about the illigal immigrants and I totally agree that all the illigal immigrants should not only be deported but should also be punished strictly and I get it that it's frustrating that people are not following the rules or people are doing bad stuff there but the thing is not only the content but also the intent behind the making and releasing this video, you could have mentioned illigal immigration but you choose to use words like Indian invasion and giving a name to a specific event would cause racism and hate towards the community as well as for the country, The way you showed the clips of specific people showing middle finger in cars I can show a tons of videos of native candains doing the same thing but then it's morally wrong because everyone's not same, same way just check out there's a lot of people who does bad things in public who are the citizens of Canada and who are doing bad stuff, imagine I make a video saying that "The stupid canadians who doesn't follow rules" that video will also show partial truth of some Canadians doing stupid things but associating Canada's name would spread racism against them which is wrong, same way you could've made a video on illigal immigrants who came from india but you choose to get more engagement by using racist terms and things which will make people think that all indians are same, in conclusion I just want to say that in america the highest earners are American-indians and I really thank us government for giving opportunities to them but they not only worked hard for those opportunities but they also worked more then the Americans to get to the top, if the America would have a better person to be the ceo of Google then sundar pichai must have been in india but since he's the best he's at the top same way every american-indian or legal immigrants not only worked hard to get there but also worked more to reach where they are, YOU HATE US, CAUSE YOU AIN'T US. (If you have talent skills and passion come to India and try to become ceo of Reliance industries or TATA group and if you really manage to do it I will not only say sorry but I will myself get all the Indians out of Canada) ✌️♌
Identity Attack0.27991617
Insult0.16337912
Profanity0.07514556
Threat0.058826666
Severe Toxicity0.014382465
Low Tox 0.27525392 Constructive 0.818 Moral_Argument
Feb 5, 2026 2 likes Inside Canada's Indian Invasion...
As an Indian, that's really sad and I'm sorry on behalf of everyone Every country needs to protect it's identity If you're proud of your country, stay there. If you wish to move out from …
As an Indian, that's really sad and I'm sorry on behalf of everyone Every country needs to protect it's identity If you're proud of your country, stay there. If you wish to move out from your country just assimilate, learn their language , learn their rules, follow their traditions and be nice Idk why it's so difficult for them to understand such basic things Government needs to thoroughly scrutinise immigrants. Tbh it's bad for both countries There are good, kind and respectful Indians but because of these idiots who don't assimilate and behave stupidly, the actual good ones get hate and face racism For canada or any country, immigrants should only be legitimately skilled. Before entering the country they need to be taught the rules and asked straightforward questions by the officers I support immediate deportation of all those idiots who don't assimilate and create ruccus in other countries
Identity Attack0.15517195
Insult0.06599696
Profanity0.07934829
Threat0.009540852
Severe Toxicity0.008430481
Low Tox 0.17805049 Constructive 0.805 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live …
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live a better lives. They didn't know after they came here for work and or college/university they become in major debt. They said that they're in a luxury debt and never getting out of debt knowing that they're stuck in Canada and can't be allowed to leave unless they pay off the debts. That's 100 % wrong to do that to people when they know they don't feel welcomed and want to go home. I'm a metis Canadian and I had to leave Ontario to find affordability and miss my home. GOVERNMENT THIS IS YOUR FAULT AND YOU KNOW IT! Let them go home in debt. You made this mess. FIX IT! Including the baby boomers that made the problem started 8 % rate interests to buy houses. That was a mistake that should be bought 1 house and nothing else. I forgot to add something. The uber driver told me that india doesn't know that it's a debt luxury trap that you can't leave unless you pay your debt. He felt alone and found some people and the internet to make himself feel better temporary. TEMPORARY! He hates it here, but he respects Canadians. He feels sorry for the new ones that are coming to become debt trap. It's the same for the pharmacy. She got into college to be a pharmacy and bought the store. She is on low income but doesn't qualify for any supports like benefits to pay off her medical things. The reason she can't because they'll see the pharmacy store is income. Wait what? So she doesn't quilify for benefits because she's making income to pay off her massive loan to do her job. It's not enough to live by as what she told me. She also does misses home, but also traped in luxury debt. This is what I have learned so far. I went through a car accident and coudln't get out of the car. I thought in Brampton, Ontario was the rudest people on the planet, but was saved by the angels of indian people saved me out of the vehicle from the smoke. I still thank you! There is still good people out there and some are stupid people out there. Keep it up because being kind gets you to be positive to others and make things better when the world is fcked right now.
Identity Attack0.060675595
Insult0.03566399
Profanity0.019348921
Threat0.0074824756
Severe Toxicity0.002822876
Low Tox 0.11129999 Constructive 0.816
Sep 10, 2025 2 likes 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.