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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: "If I were not married, …" 63 comments · Page 2 of 3
12:26 he say that but wont allow any other race to marry into thier family. every year they travel back to india to find mate. bs answer
12:26 he say that but wont allow any other race to marry into thier family. every year they travel back to india to find mate. bs answer
Identity Attack0.35299334
Insult0.0836065
Profanity0.124631
Threat0.013424582
Severe Toxicity0.015673593
Moderate 0.30502358 Moderate Con 0.371
Sep 20, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Bhagavata Purana 🚩(Skandha 10, Rasa Lila with the Gopis) Vishnu in his avatar as Krishna (considered an incarnation of Vishnu) plays the Rasa Lila with married women (the gopis). The text explicitly describes him drawing …
Bhagavata Purana 🚩(Skandha 10, Rasa Lila with the Gopis) Vishnu in his avatar as Krishna (considered an incarnation of Vishnu) plays the Rasa Lila with married women (the gopis). The text explicitly describes him drawing them away from their husbands at night, embracing, kissing, and engaging in erotic play. Traditional devotees interpret this spiritually, but on the literal level, it is sexual seduction of married women by a god. Harivamsa Purana (Appendix to Mahabharata, Vishnu Parva, Chapter 31–34) Krishna (Vishnu avatar) is described as bathing with the gopis. He steals their clothes and forces them to stand naked in the water until they come out to him. This episode is often taught as a “test of devotion,” but in plain reading, it depicts public humiliation and sexual coercion.
Identity Attack0.16587129
Insult0.08508729
Profanity0.1854088
Threat0.022163315
Severe Toxicity0.020902663
Moderate 0.3047732 Moderate Con 0.454 Advertisement_Spam
Oct 1, 2025 IRCC Names India in Study …
Everybody in Canada that are real Canadians born here know this is a scam people buying tractor-trailer licenses people buying jobs people buying citizenships by marrying people for money families hiding relatives working in family …
Everybody in Canada that are real Canadians born here know this is a scam people buying tractor-trailer licenses people buying jobs people buying citizenships by marrying people for money families hiding relatives working in family businesses we all know it go to your corner store you see it people that can't speak English convenience stores people are driving for Uber can't speak English people working at Tim Hortons can't speak English and it's really funny that even when I go to Tim Hortons they play Indian music they talk behind the counter in Indian why this is not rocket science we know what's going on we know it started with the liberal government this is all just a scam by Jeemeet Trudeau he even dressed up as an Indian what does that tell you he makes special trips to India what does that tell you and our borders are opened up to anybody from India to come in as a temporary foreign worker yeah just think about it Canada and don't forget elbows up elbows up 💪
Identity Attack0.13163337
Insult0.24928534
Profanity0.058445938
Threat0.008414571
Severe Toxicity0.010604858
Moderate 0.30319387 Constructive 0.578 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I …
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I wasn’t being a Nazi. I was being a mom. Any woman knows this. When you’re single, you can have a whole pie to yourself. You get married, you make a pie and you’ve got well maybe a couple of days worth of food. Add a child everybody eats comfortably but only for one night add a second child somebody’s gotta give up. You know what I mean like it’s just plain math Mathematics so I guess I’m too far left for the right and I’m too far right for the left, I guess. Although I’m not an immigrant, I am a person with disabilities and just recently when we lost the so-called Trudeau tax I wondered why I wasn’t getting it. Then on a Canadian conservative source I heard we weren’t getting it anymore and I was upset. Disgruntled person wrote in the comments section and I quote get over yourself. I think MAID could help you. That didn’t come from a left-wing source as many right wing folks will say that it’s the left who wants to euthanize disabled people. That came from someone from a right leaning source. So writer left nobody wants to pay for anyone to have a free ride, even if the ride isn’t really free. I live on $800 a month and I am much too disabled to work and I don’t have family. In addition, I’ve been told I’m not eligible for rent gear to income, but it’s not like I’m going to get well. Anyway, it seems people don’t like to put out for others and I get it because the folks at the top are always happy to see the little guys tear each other apart. None of our politicians have ever voluntarily Given up a pay cut to support those who can’t work any longer or who never could. That would be the pro life thing to do. They’re always voting themselves big raises.
Identity Attack0.23011416
Insult0.1087965
Profanity0.17566866
Threat0.016810767
Severe Toxicity0.01986976
Low Tox 0.28425202 Constructive 0.804 Personal_Narrative
Aug 31, 2025 Why Canadians Are Turning Against …
I dont know about anywhere else in canada but ive noticed that a growing number of men lurking around playgrouds trying to lure children are east indian males in their 20's-30s. These cultures in their …
I dont know about anywhere else in canada but ive noticed that a growing number of men lurking around playgrouds trying to lure children are east indian males in their 20's-30s. These cultures in their own countries had arranged marriages where they married children and is something they are bringing to our country except we dont allow that here so we are taking in these preditors who clearly want a young child and shielding them because if we point this out were racist. And to be clear i know theres other races that are preditors canadians included . But its a scary number of them that are young imigrant males who marry children in their own country
Identity Attack0.28034934
Insult0.16795322
Profanity0.03239325
Threat0.01086132
Severe Toxicity0.010299683
Low Tox 0.27412915 Constructive 0.672 Unverified_Claim
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
I had a lady who confessed to me that she was recommended by immigration to change to refugee status and avail benefits. She was Punjabi. Check who is manning Asylum department. They have to be …
I had a lady who confessed to me that she was recommended by immigration to change to refugee status and avail benefits. She was Punjabi. Check who is manning Asylum department. They have to be fired. Brother and sister get married for immigration by Somalis
Identity Attack0.2949366
Insult0.07491849
Profanity0.044417568
Threat0.054624002
Severe Toxicity0.011367798
Low Tox 0.27412915 Constructive 0.556
Dec 25, 2025 Deportations From Canada at Their …
I am an Indian in Canada but the students that are coming here are js ruining the image of people who came way before, one thing is half of them are tryna get a gf …
I am an Indian in Canada but the students that are coming here are js ruining the image of people who came way before, one thing is half of them are tryna get a gf or get married so they dont have to go back to India, in fact half of them are weird to girls for some reason. I am so done with this.
Identity Attack0.2795294
Insult0.15414265
Profanity0.0913099
Threat0.00866054
Severe Toxicity0.00919342
Low Tox 0.26859093 Constructive 0.516 Personal_Narrative
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
Canada is still normal, look at Malaysia, it's full of Indians and Bangladeshis, they even marry locals and give birth to Southeast Asians with South Asian faces.
Canada is still normal, look at Malaysia, it's full of Indians and Bangladeshis, they even marry locals and give birth to Southeast Asians with South Asian faces.
Identity Attack0.33352965
Insult0.08831572
Profanity0.022969801
Threat0.008427517
Severe Toxicity0.009346008
Low Tox 0.26293078 Moderate Con 0.38 Comparative_Framing
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
There is no Canadian culture, what is the typical food of Canada, what are the typical dances of Canada, what are the historical monuments of Canada? It is a new country, the architecture is the …
There is no Canadian culture, what is the typical food of Canada, what are the typical dances of Canada, what are the historical monuments of Canada? It is a new country, the architecture is the same as that of the US. And in Canada, immigrants are segregated: Hispanics marry Hispanics, Muslims marry Muslims, whites marry whites. The only thing we share is a table at Tim Hortons, a line at McDonald's, or an elevator in the building.
Identity Attack0.33675182
Insult0.06354945
Profanity0.014190876
Threat0.007417747
Severe Toxicity0.0063705444
Low Tox 0.25462922 Constructive 0.508
Aug 26, 2025 Why Canadians Are Turning Against …
12:45 so why you guys don't like when the women married different coulter? a fried of mine got married to a Indian woman and her day do not talk to her 11yrs now.
12:45 so why you guys don't like when the women married different coulter? a fried of mine got married to a Indian woman and her day do not talk to her 11yrs now.
Identity Attack0.27340925
Insult0.06023245
Profanity0.08064143
Threat0.010214032
Severe Toxicity0.009422302
Low Tox 0.25462922 Constructive 0.632
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
I am not racist in any way shape or form- my grandfather was in Germany and he was on the Beach in Normandy. He saw his friend die in a foxhole beside him and my …
I am not racist in any way shape or form- my grandfather was in Germany and he was on the Beach in Normandy. He saw his friend die in a foxhole beside him and my grandfather came home with shrapnel in his leg. His suffered all of this to give us our freedoms and a safe place to live. One of my uncles would never speak his language - Italian in front of anyone that didn’t understand it. I asked him why not? His answer was simple “its’s a rude!” Such eloquence from broken English. I am sick of not being allowed to stand up for my way of life, my culture and belief system without being accused of stamping on somebody else’s! I am Catholic I pray at home or at church in my car out on a walk! Nobody is subjected to it or restricted by it religion is a deeply personal thing we have churches and religious places of gathering that are everywhere that have been permitted when other countries would absolutely not allow such freedoms but it still is not enough and we are wrong for being upset by their intolerance and rudeness. I am disabled - if I was not married I would be living on the street. Students immigrants are given better housing and more money to survive on than me - who was a part of this workforce and a taxpayer from the age of 12 I have had some sort of job until I was injured at work. We aren’t racist we are fed up, abandoned and disgusted with out social safety net being handed out to others who do nothing but complain that it’s not enough! I just want to be able to survive in my home country - the country I have paid taxes into all my life. Is there another country in the world that puts itself and its people last as Canada does??? I really want to know. Where could I move and be treated as a Canadian immigrant is treated here???
Identity Attack0.17847598
Insult0.14150882
Profanity0.11663672
Threat0.03718498
Severe Toxicity0.01302678
Low Tox 0.24603334 Constructive 0.81 Identity_Assertion
Aug 28, 2025 7 likes Why Canadians Are Turning Against …
When I legally arrived in Canada with PR, Indian people were all happily telling me how they worked the system to not have a long wait like I did. They are even abusing the spousal …
When I legally arrived in Canada with PR, Indian people were all happily telling me how they worked the system to not have a long wait like I did. They are even abusing the spousal visa and getting paid in excess of 50k to marry another Indian person and bring them over.
Identity Attack0.2823795
Insult0.06564732
Profanity0.022901481
Threat0.010032792
Severe Toxicity0.0061416626
Low Tox 0.23451406 Constructive 0.572 Personal_Narrative
Oct 1, 2025 174 likes IRCC Names India in Study …
Anyone coming here to having a baby or 90 day, find someone and get married for a small fee.
Anyone coming here to having a baby or 90 day, find someone and get married for a small fee.
Identity Attack0.04822223
Insult0.06023245
Profanity0.04141149
Threat0.02440793
Severe Toxicity0.007133484
Low Tox 0.20705862 Moderate Con 0.377 Advertisement_Spam
Jan 6, 2026 1 likes Deportations From Canada at Their …
But say wat u want i think the Africans assimilate better tho...here in the UK most are Christian..my white sister is married to one and he's a doctor takes good care of them all
But say wat u want i think the Africans assimilate better tho...here in the UK most are Christian..my white sister is married to one and he's a doctor takes good care of them all
Identity Attack0.2772088
Insult0.04090862
Profanity0.07320584
Threat0.009722093
Severe Toxicity0.008506775
Low Tox 0.2043827 Constructive 0.74 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
WOW, I WHOLEHEARTEDLY AGREED WITH MOST OF THE COMMENTS HERE. My parents immigrated here nearly 40 years ago and married to a Canadian. HONESTLY, this IS NOT THE CANADIAN LIFE that I ONCE knew. To …
WOW, I WHOLEHEARTEDLY AGREED WITH MOST OF THE COMMENTS HERE. My parents immigrated here nearly 40 years ago and married to a Canadian. HONESTLY, this IS NOT THE CANADIAN LIFE that I ONCE knew. To those whose visas are expiring, PLEASE either go home to your home country; or, if you CHOOSE to REMAIN here in Canada, PLEASE RESPECT CANADIAN CULTURE!!! I am an immigrant myself, I have integrated myself to the Canadian culture whilst at the same time, I still practice my own culture at home and at my home country!!!
Identity Attack0.13591312
Insult0.06634661
Profanity0.021535112
Threat0.007909686
Severe Toxicity0.0077438354
Low Tox 0.19939905 Constructive 0.769 Personal_Narrative
Aug 30, 2025 3 likes Why Canadians Are Turning Against …
Why is immigration Canada discriminating against white immigrants? Why is immigration Canada importing 500,000 new immigrants a year when our unemployment rate is 6.5% and food banks can't keep up with soaring demand? Why are …
Why is immigration Canada discriminating against white immigrants? Why is immigration Canada importing 500,000 new immigrants a year when our unemployment rate is 6.5% and food banks can't keep up with soaring demand? Why are Canadian universities denying acceptance to Canada's business and engineering programs when these graduates are the ones who could invest in Canada and create enough jobs for Canadians? Why hasn't the Canadian government lowered Canada's age of consent so young women can get married again and have children instead of relying so heavily on immigrants for our population growth? Why is divorce law so punitive in Canada (a lifetime of alimony payments for marriages ending after ten years) discouraging people from getting married? Why does the Canadian government hate Canadians so much and is not reversing the destructive laws of Steven Harper and the conservatives? Is it the goal of the Canadian government to kill us Canadians and replace us all with immigrants who look like Canada's Aboriginal people? If so then why doesn't Canada protect white people from Aboriginal people so that white people can succeed in Canada?
Identity Attack0.21075934
Insult0.06023245
Profanity0.016752819
Threat0.00823333
Severe Toxicity0.0048065186
Low Tox 0.19694418 Constructive 0.545 Economic_Argument
Feb 9, 2026 How Canada broke its immigration …
I moved to Brampton got married w White lady got citizenship & collected Govt money all along 😅 & Govt appointed free Lawyer for my immigration case; now im divorced & am sponsoring my whole …
I moved to Brampton got married w White lady got citizenship & collected Govt money all along 😅 & Govt appointed free Lawyer for my immigration case; now im divorced & am sponsoring my whole family & past wife from Punjab..all is well 😊
Identity Attack0.17070955
Insult0.035553806
Profanity0.023584666
Threat0.008764107
Severe Toxicity0.005722046
Low Tox 0.18174082 Constructive 0.701 Personal_Narrative
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Solution? Embrace global multiculturism. If every national marries to other national without any form of backlash or rejection from the society then the world will be good, first dinosaurs live then homo sapiens came then …
Solution? Embrace global multiculturism. If every national marries to other national without any form of backlash or rejection from the society then the world will be good, first dinosaurs live then homo sapiens came then natives came then Europeans came now Indians are coming. You can't be rigid about your identity to the point you're self-force drowning yourself into these beliefs. I get your point but we're humans are after all. Compromise without compromising yourself. Identity, race, ethnicity, religion, etc will always bound you in chains.
Identity Attack0.10221587
Insult0.06372428
Profanity0.03489832
Threat0.011741633
Severe Toxicity0.005722046
Low Tox 0.17025198 Constructive 0.674
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The population comment by the Pakistani isn't 100% accurate. Sure immigration plays a big role, but undeniably the South Asians still care about having kids and forming a strong family. In my school, most students …
The population comment by the Pakistani isn't 100% accurate. Sure immigration plays a big role, but undeniably the South Asians still care about having kids and forming a strong family. In my school, most students just want to enjoy life, have kids in the far future, and they don't really care about family ties like these cultures do. They'll be tight with their parents but barely know their cousins or uncles. They'll be in their late 30s finally looking to get married and have kids, which is just not realistic biologically. 45 is the average age for menopause, and you see symptoms of menopause happen before then. Not rare to see a woman get perimenopausal symptoms at age 40. Meanwhile these Asians get married "young" (normal age back in the day), and they plan their future around their family's growth. Can't really blame it on immigration when other nations like Japan and Korea don't see a huge immigrant population from South Asia and still show insanely low birth rates for the locals, because they follow the secular societal standard of having one kid so you can enjoy life. South Asians could be living in a shack and still have 5 kids. We make fun of that in the west, and now our population is on a nosedive.
Identity Attack0.15945168
Insult0.06442356
Profanity0.03915693
Threat0.008492245
Severe Toxicity0.005645752
Low Tox 0.165053 Constructive 0.796
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
8:55 Mister 🇵🇱 Poland is correct. The hygiene issue is a major issue. Indians don’t regard personal space and that’s reflects in the urban layouts back home. I think it’s overconfidence more than anything. Not …
8:55 Mister 🇵🇱 Poland is correct. The hygiene issue is a major issue. Indians don’t regard personal space and that’s reflects in the urban layouts back home. I think it’s overconfidence more than anything. Not that they cannot afford a dollar worth of deo, or even fragrant laundry softener. It’s a cultural thing to ask “ been sometime you guys got married, so when will your wife deliver a baby. “
Identity Attack0.12208464
Insult0.036325075
Profanity0.027137227
Threat0.008582866
Severe Toxicity0.0049591064
Low Tox 0.15269235 Constructive 0.724 Comparative_Framing
Oct 5, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
My brother married a philapin and she was here 3 months at my house then left him to live on her own because he didn’t have money so people like that need to be shipped …
My brother married a philapin and she was here 3 months at my house then left him to live on her own because he didn’t have money so people like that need to be shipped bad because they use people just to get here
Identity Attack0.039456755
Insult0.05144889
Profanity0.028230323
Threat0.008867673
Severe Toxicity0.0032615662
Low Tox 0.14082454 Moderate Con 0.494
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
It's possible these marriages aren't ALL fakes. Consider, a lot of immigrants are under SO MUCH STRESS such that THEY PROGRESS SO RAPIDLY, that if they are only married for 5 months, it IS AS …
It's possible these marriages aren't ALL fakes. Consider, a lot of immigrants are under SO MUCH STRESS such that THEY PROGRESS SO RAPIDLY, that if they are only married for 5 months, it IS AS IF the couple has been married 40 years and the co-repondent gets pulled forward in the exact same way psychologically. IR, TIME MOVES FORWARD.
Identity Attack0.09824528
Insult0.035443626
Profanity0.018392462
Threat0.0067057298
Severe Toxicity0.0030136108
Low Tox 0.12086493 Constructive 0.588 Personal_Narrative
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones …
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones so things aren’t gonna go well for the first generation so I hope to see change in the next, but I really hate the racism. Because at the end of the day, this world belongs to all of us. I’m married to a Punjab. And I’m very thankful I met him feel like a lot of Canadian men. Have become victims to the red pill ideology or cell phones are really just becoming a part of their ideologies. Indian families bring back real love and authenticity. My only problem is the criminals that are coming into the country that are hurting people when we already have enough problems in our own country.
Identity Attack0.10221587
Insult0.046764325
Profanity0.035900343
Threat0.008919456
Severe Toxicity0.0045394897
Low Tox 0.119997114 Constructive 0.799 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
What a small amount. But its good. In the 🇬🇧 UK if a illegal imigratants marry a local citizen and has a baby. The baby does not get to be a citizen of the UK. …
What a small amount. But its good. In the 🇬🇧 UK if a illegal imigratants marry a local citizen and has a baby. The baby does not get to be a citizen of the UK. Canada should be more strict
Identity Attack0.08252834
Insult0.026315894
Profanity0.012141321
Threat0.0074048014
Severe Toxicity0.0022029877
Low Tox 0.10653123 Constructive 0.518 Policy_Critique
Dec 25, 2025 3 likes Deportations From Canada at Their …

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.