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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: "This is how you speak …" 594 comments · Page 8 of 24
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense …
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense doesn't follow rule especially those traffic rules in Brampton and in india bcoz in india they got too much freedom in the name of so fundamental rights,free speech..... These people go in foreign countries and say they got tortured by indian govt they don't have freedom like seriously? This is literally hilarious things....99% Sikh driving truck in foreign countries and talking about freedom... Educated, middle class sikh working in India , have sikh military regiment, and punjab state have Sikh govt and they aren't able to speak right? Govt need to indentify such traitors.....and cancel their Visa and sieze Thier property in India......
Identity Attack0.38445538
Insult0.27763805
Profanity0.19524631
Threat0.13211988
Severe Toxicity0.02383376
Moderate 0.37751234 Constructive 0.522 Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
Hating all Africans is straightforward racism. Criticising immigrants from Africa for not speaking English isn’t a knowledge issue it’s simply a language barrier. That man’s comments weren’t based on facts or logic; they were just …
Hating all Africans is straightforward racism. Criticising immigrants from Africa for not speaking English isn’t a knowledge issue it’s simply a language barrier. That man’s comments weren’t based on facts or logic; they were just openly racist.
Identity Attack0.44690517
Insult0.24287975
Profanity0.056441884
Threat0.010628296
Severe Toxicity0.016577384
Moderate 0.37751234 Moderate Con 0.457 Moral_Argument
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
Sad to see how unintelligent majority off humanity really are so superstitious and do not follow the evidence.. How can you worship sticks and stones and other earthly materials that which you carve with your …
Sad to see how unintelligent majority off humanity really are so superstitious and do not follow the evidence.. How can you worship sticks and stones and other earthly materials that which you carve with your own hands.. Why do they worship that which does not benefit them neither can do any harm to their enemies. You leave the one and only real God Allah who created everything in the heavens and earth and worship that which depends on your own hands or tounge(superstitious stories). Please wake up and stop worshipping idols stop following blindly like blind sheep your forefathers and ancestors. They were not educated neither they were guided.. this generation is more educated and have more access to real knowledge will You Still Believe milk is green just because your ancestors used to believe that reminds me of the following verses of the Holy Quran وَإِذَا قِيلَ لَهُمُ اتَّبِعُوا مَا أَنْزَلَ اللَّهُ قَالُوا بَلْ نَتَّبِعُ مَا أَلْفَيْنَا عَلَيْهِ آبَاءَنَا ۗ أَوَلَوْ كَانَ آبَاؤُهُمْ لَا يَعْقِلُونَ شَيْئًا وَلَا يَهْتَدُونَ When it is said to them: \\Follow what Allah has sent down.\\" They say: \\"Nay! We shall follow what we found our fathers following.\\" (Would they do that!) Even though their fathers did not understand anything nor were they guided? (Al-Baqarah 2:170)" وَمَثَلُ الَّذِينَ كَفَرُوا كَمَثَلِ الَّذِي يَنْعِقُ بِمَا لَا يَسْمَعُ إِلَّا دُعَاءً وَنِدَاءً ۚ صُمٌّ بُكْمٌ عُمْيٌ فَهُمْ لَا يَعْقِلُونَ And the example of those who disbelieve, is as that of him who shouts to the (flock of sheep) that hears nothing but calls and cries. (They are) deaf, dumb and blind. So they do not understand. (Al-Baqarah 2:171) And another place in Quran (sura ambia (prophets) /) Ibrahim (Abraham) asked the idol worshippers.... 52. When he said to his father and his people: "What are these images, to which you are devoted?" 53. They said:"We found our fathers worshipping them." 54. He said: "Indeed you and your fathers have been in manifest error." 55. They said: "Have you brought us the truth, or are you one of those who play about?" 56. He said: "Nay, your Lord is the Lord of the heavens and the earth, Who created them and of that I am one of the witnesses. 57. "And by Allah, I shall plot a plan (to destroy) your idols after you have gone away and turned your backs." 58. So he broke them to pieces, (all) except the biggest of them, that they might turn to it. 59. They said: "Who has done this to our aliha (gods)? He must indeed be one of the wrong-doers." 60. They said: "We heard a young man talking (against) them who is called Ibrahim (Abraham)." 61. They said: "Then bring him before the eyes of the people, that they may testify." 62. They said: "Are you the one who has done this to our gods, O Ibrahim (Abraham)?" 63. [Ibrahim (Abraham)] said: "Nay, this one, the biggest of them (idols) did it. Ask them, if they can speak!" 64. So they turned to themselves and said: "Verily, you are the Zalimun (polytheists and wrong-doers)." 65. Then they turned to themselves (their first thought and said): "Indeed you [Ibrahim (Abraham)] know well that these (idols) speak not!" 66. [Ibrahim (Abraham)] said: "Do you then worship besides Allah, things that can neither profit you, nor harm you? 67. "Fie upon you, and upon that which you worship besides Allah! Have you then no sense?" I pray to the true one and only God Allah guides us all. Ameen Love and Peace... Just to let the unintelligent Haters know , I do not come back to my comments I just write and move on and wish the BEST🌹
Identity Attack0.30103904
Insult0.39743927
Profanity0.07191269
Threat0.009981008
Severe Toxicity0.016319158
Moderate 0.37751234 Constructive 0.531
Jan 21, 2026 Inside Canada's Indian Metropolis (Brampton)
when they are in INDIA they hate every other community and the lower casts in their own community.........IN CANADA THEY SPEAK DIFFERENTLY.
when they are in INDIA they hate every other community and the lower casts in their own community.........IN CANADA THEY SPEAK DIFFERENTLY.
Identity Attack0.44690517
Insult0.20901857
Profanity0.038655918
Threat0.008181547
Severe Toxicity0.016319158
Moderate 0.37751234 Moderate Con 0.328 Unverified_Claim
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
@1:56 THANK YOU FOR SPEAKING OUT, THIS IS ALL I WANT. I am TIRED of people coming here and not respecting our way of life and pushing their ways onto us. Also the lack of …
@1:56 THANK YOU FOR SPEAKING OUT, THIS IS ALL I WANT. I am TIRED of people coming here and not respecting our way of life and pushing their ways onto us. Also the lack of English speakers is fcking annoying as hell, especially when they are in a job that makes them have to serve the public. The amount of times that I have ordered food and that person not understand what I want is abysmal. Also @3:50 that is now reality in my city too. My own born and raised Canadian brother legit can't find a job even in neighboring cities.
Identity Attack0.10221587
Insult0.26957804
Profanity0.39026237
Threat0.01052473
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.771 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Please mention as North Indians we South Indians are not frauds we are well educated and hold good positions.. even my husband came to Canada in student visa i came there on dependent visa… when …
Please mention as North Indians we South Indians are not frauds we are well educated and hold good positions.. even my husband came to Canada in student visa i came there on dependent visa… when the visa expired we returned back to India… stop telling on the whole…. Mention as North Indians, actually these hindi speaking people are frauds even in India. If India seperates as north and south I will support…. These North Indians are bringing down the country’s name….
Identity Attack0.45610145
Insult0.3388922
Profanity0.03489832
Threat0.008764107
Severe Toxicity0.015673593
Moderate 0.37751234 Constructive 0.638
Sep 29, 2025 IRCC Names India in Study …
More people need to speak up and share these videos! Sign petitions etc! This has to stop, you know how frustrating it is when people cant read or speak or understand english! Rent is more …
More people need to speak up and share these videos! Sign petitions etc! This has to stop, you know how frustrating it is when people cant read or speak or understand english! Rent is more than half of your pay. Of course everyone is in debt. We need to eat and feed our kids and pets etc it’s disgusting! I am in alberta we use to be one of the more affordable cities. Not anymore we have caught up with others rent etc is ridiculous! Also I’m sorry to stay here and be here as a new Canadian learn english speak it read it correctly or go home!! STOP LETTING PEOPLE IN FOR 1 YEAR! See what happens! #fixcanada #rentcaps #lowercosts
Identity Attack0.078392304
Insult0.40189892
Profanity0.09066332
Threat0.008311004
Severe Toxicity0.012207031
Moderate 0.37751234 Constructive 0.786
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
5:27 speaking facts about the IQ of africa and down syndrome are quite similar
5:27 speaking facts about the IQ of africa and down syndrome are quite similar
Identity Attack0.39207554
Insult0.20668297
Profanity0.1308005
Threat0.009825659
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.308 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a Canadian born, brown resident of Brampton, it truly sucks to see the Canadian culture we all love be completed obliterated by large scale, unchecked immigration from India specifically. In the gym, grocery store …
As a Canadian born, brown resident of Brampton, it truly sucks to see the Canadian culture we all love be completed obliterated by large scale, unchecked immigration from India specifically. In the gym, grocery store and most other common spaces, people speak Punjabi, not English. Truly horrible what happened to what was once such an awesome country and the worst part of it is, nobody, no policy maker will ever face justice for the cultural destruction they have caused. Sometimes though, I think, maybe Canada and Canadians dug their own grave. They/we voted in Liberal leadership time and time and time again, even when we saw our country being destroyed, in front of our very eyes.
Identity Attack0.36702603
Insult0.34237885
Profanity0.26098207
Threat0.01101667
Severe Toxicity0.021031776
Moderate 0.37694603 Constructive 0.712 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking …
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking out, brothers and sisters. You are correct, I am not upset with immigrants per se, but am frustrated with how leaky and inept the government has been with their slack policies. I have been in public parks and watched as non-English speaking immigrants leave their trash littering a park! Where they do not respect personal space. I want to live with people who are interested in being Canadian and respect the cultural values and norms of Canadian citizens, NOT those who plan to come in and take over. Come on, guy who said Muslims are going to take over Canada. How well received do you thing that will be?! I have Muslim and Indian friends and they are not like this idiot.
Identity Attack0.2808415
Insult0.40243408
Profanity0.07482228
Threat0.0077154995
Severe Toxicity0.011444092
Moderate 0.37694603 Constructive 0.852 Policy_Critique
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
India speaks with canadians way before Canadian government harbouring khalistani terrorists
India speaks with canadians way before Canadian government harbouring khalistani terrorists
Identity Attack0.38445538
Insult0.2469859
Profanity0.02973333
Threat0.026997874
Severe Toxicity0.013478675
Moderate 0.37340668 Low Con 0.105 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Speaking the language is a given.... but coming here🇨🇦 and impose your religion to a christian country is blasphemy. and another thing... your values cant compare to ours 😠
Speaking the language is a given.... but coming here🇨🇦 and impose your religion to a christian country is blasphemy. and another thing... your values cant compare to ours 😠
Identity Attack0.3817989
Insult0.22303216
Profanity0.07643871
Threat0.008246276
Severe Toxicity0.014705247
Moderate 0.3722269 Moderate Con 0.339 Identity_Assertion
Aug 25, 2025 29 likes Why Canadians Are Turning Against …
Housing impossible to find and prices astronomical. No jobs available to it's OWN CITIZENS. Canadians getting scammed by noncitizens. The landscape obliterated by trash and human excrement. Hospitals overwhelmed by non citizens leaving Canadians behind. …
Housing impossible to find and prices astronomical. No jobs available to it's OWN CITIZENS. Canadians getting scammed by noncitizens. The landscape obliterated by trash and human excrement. Hospitals overwhelmed by non citizens leaving Canadians behind. Low birth rate due to unaffordability. There are actually areas in Canada that don't speak either official language. I can't even enter a shoppers drug mart without being assaulted by horrible body odor coming from the temporary foreign workers. END THE TFW PROGRAM. Farms are the only areas where it is needed. Canadian gov says we need to increase population... But not of it's own citizens. So they made it impossible for it's citizens to afford children and then dumped all of India into our country. IM SICK OF IT.
Identity Attack0.25986546
Insult0.3682569
Profanity0.099305905
Threat0.010265815
Severe Toxicity0.016319158
Moderate 0.3722269 Constructive 0.514
Sep 10, 2025 Why Canadians Are Turning Against …
Canadian jobs r being then by east Indians that can't even speak the language. Time to go
Canadian jobs r being then by east Indians that can't even speak the language. Time to go
Identity Attack0.42615733
Insult0.26196828
Profanity0.027547138
Threat0.009463178
Severe Toxicity0.015931819
Moderate 0.3722269 Low Con 0.208 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed …
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed about Brampton when the international student boom happened. This is different from families settling or people starting families. Young students who are basically poor and desperate take up all the jobs and they pack so much into one house. Indian international students have ruined Indian reputation in Canada. Indians figured how to game the system and flood Canada better than other nationalities. And it’s true they do not integrate. They leave their land and come to a place where it’s just like home. Where they can live work, and go to school and not interact with any other race, ethnicity probably can go weeks without speaking English. Chinese have similar places like this but they’re not frowned upon.
Identity Attack0.42615733
Insult0.26957804
Profanity0.11539881
Threat0.015947454
Severe Toxicity0.017997624
Moderate 0.36867723 Constructive 0.605 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I remember when indians were glazing this guy cause he was speaking against Muslims, but oh how the tables have turned😂
I remember when indians were glazing this guy cause he was speaking against Muslims, but oh how the tables have turned😂
Identity Attack0.40883094
Insult0.16124763
Profanity0.12096943
Threat0.048158366
Severe Toxicity0.020257099
Moderate 0.3666224 Moderate Con 0.383 Humor_Satire
Feb 25, 2026 1 likes 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)
Canada, Australia, UK, NZ must stop their Replacement with Foreginers programme, this is disgusting, look after your own people first. It is not racism to speak up, it is not inhumane or lack of empathy …
Canada, Australia, UK, NZ must stop their Replacement with Foreginers programme, this is disgusting, look after your own people first. It is not racism to speak up, it is not inhumane or lack of empathy when you speak up.
Identity Attack0.13591312
Insult0.37052566
Profanity0.035649836
Threat0.008582866
Severe Toxicity0.008049011
Moderate 0.3625127 Moderate Con 0.498
Nov 21, 2025 20 likes Quebec Ends Economic Immigration Program …
If a Canadian speaks facts about whats happening in Canada we are called racist and held accountable. Theres no freedom of speech anymore. I get banned for 24 hrs for speaking the truth on social …
If a Canadian speaks facts about whats happening in Canada we are called racist and held accountable. Theres no freedom of speech anymore. I get banned for 24 hrs for speaking the truth on social media. Canada has become a joke. Canadians are moving away and migrants keep coming in. Because we can't get the support from our government and costs r sky high and jobs r no longer givin to Canadians only immigrants. Migrants come in with smiles but have a plan to destroy us and take over. Same as greedy liberals
Identity Attack0.3817989
Insult0.30326313
Profanity0.039407436
Threat0.016638106
Severe Toxicity0.016964722
Moderate 0.36095104 Constructive 0.559
Sep 11, 2025 2 likes Why Canadians Are Turning Against …
You English ,French and other European countries have grown lot of population in 400 hundred years on this native peoples land , you have killed them , destroy native ,s culture ,beliefs and language as …
You English ,French and other European countries have grown lot of population in 400 hundred years on this native peoples land , you have killed them , destroy native ,s culture ,beliefs and language as well and imposed English , French and Spanish and your religion and European culture. I would say to all of you please do not get panic. This planet ,s language is not English French or Spanish only ,thousands of other languages do have same rights. If you love to your language ,religion or culture then go back to your ancestor ,s rich land. Every body ,s fundamental human rights to speak his mother tongue and promote his culture Religion is a different issue.
Identity Attack0.35624164
Insult0.18728738
Profanity0.12639372
Threat0.16067244
Severe Toxicity0.023076924
Moderate 0.36043653 Constructive 0.558 Moral_Argument
Dec 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Mentally speaking, most Indians seem like calm (neutral) people. I never had any problems with them. Most of my problems were with many refugees from the MENA regions.
Mentally speaking, most Indians seem like calm (neutral) people. I never had any problems with them. Most of my problems were with many refugees from the MENA regions.
Identity Attack0.46028158
Insult0.1798321
Profanity0.09775851
Threat0.008841781
Severe Toxicity0.016900165
Moderate 0.36043653 Constructive 0.602 Personal_Narrative
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or …
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or a Tibetan Buddhist...who came to India... Indian not amazing people believe me guys
Identity Attack0.38238457
Insult0.17858955
Profanity0.12158839
Threat0.015602129
Severe Toxicity0.02077355
Moderate 0.3561489 Constructive 0.646 Moral_Argument
Nov 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I by no means am racist, I'm First Nations & I've pretty much had it. India is not our #1 culture here in Canada, I hate calling a store & the person on the other …
I by no means am racist, I'm First Nations & I've pretty much had it. India is not our #1 culture here in Canada, I hate calling a store & the person on the other end can not speak english, it's the most frustrating thing. My g/f daughter applied @ a tim Horton's & get this one, do you speak Punjabi-honest to god - enough. Subway, 7-11's, gas stations, Value Village etc. everywhere you turn. They can be rude no not all but again if I have to ask you 3 times the same question because I do not understand your answer - we have a problem. Y'all we have a problem & then they want to barter about prices if they are buying - they want the cheapest price. Like I say mine is the language barrier & being rude because I don't understand you
Identity Attack0.36702603
Insult0.24928534
Profanity0.13168186
Threat0.013010317
Severe Toxicity0.020386212
Moderate 0.34328604 Constructive 0.813
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
The government pays the expenses for these immigration peoples. They should look after their own first. The immigrants are taking over, not speaking English or assimilating. We were here first! You dont want to become …
The government pays the expenses for these immigration peoples. They should look after their own first. The immigrants are taking over, not speaking English or assimilating. We were here first! You dont want to become Canadian, go back where you came from!
Identity Attack0.3817989
Insult0.17361937
Profanity0.021398475
Threat0.011689849
Severe Toxicity0.013543231
Moderate 0.3389984 Moderate Con 0.307 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
They worship a monkey, sooo ...... The guy speaking on intelligence and mental ability "could" have a valid point!
They worship a monkey, sooo ...... The guy speaking on intelligence and mental ability "could" have a valid point!
Identity Attack0.011469335
Insult0.36709076
Profanity0.04867618
Threat0.006815769
Severe Toxicity0.0064086914
Moderate 0.3389984 Low Con 0.187 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...

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.