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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: "Pakistan is NOT a country …" 45 comments · Page 1 of 2
Fucker doesn't know about the second part of Punjab located in pakistan. The shit for brains can only research about a even 90% of that country don't even know about.
Fucker doesn't know about the second part of Punjab located in pakistan. The shit for brains can only research about a even 90% of that country don't even know about.
Identity Attack0.44690517
Insult0.6831271
Profanity0.90258646
Threat0.02803385
Severe Toxicity0.47886345
Toxic 0.9288007 Low Con 0.225 Insult Meta_Commentary
Feb 12, 2026 2 likes Inside Canada's Indian Invasion...
The liberal parasites are ruining Canada, who voted for them? Too many are stupid? Than this country will no longer remain part of the "west"..and will fall down to the third world religious idiots level …
The liberal parasites are ruining Canada, who voted for them? Too many are stupid? Than this country will no longer remain part of the "west"..and will fall down to the third world religious idiots level (India, Pakistan, etc.)..so most intellignet people will leave to the US or Europe? Europe is also being destroyed by the simiral liberal tribe..(Soros, Starmer, Merz, Zelensky etc.) so it leaves only Trump, who finally removes them from power?
Identity Attack0.46028158
Insult0.7657292
Profanity0.29209393
Threat0.02440793
Severe Toxicity0.11756202
Toxic 0.7510937 Low Con 0.221 Insult
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Canada is fucked yet they look at us Americans who have regained our country back and tell us there’s something wrong with us. Look inward Canadians. You lost your beautiful country, your Canadian identity, your …
Canada is fucked yet they look at us Americans who have regained our country back and tell us there’s something wrong with us. Look inward Canadians. You lost your beautiful country, your Canadian identity, your housing, your benefits to all those you let into your county from places like India, Pakistan, God knows what else.
Identity Attack0.55044734
Insult0.49151286
Profanity0.6242122
Threat0.011767523
Severe Toxicity0.2391185
Moderate 0.687436 Moderate Con 0.355 Identity Attack
Oct 2, 2025 1 likes IRCC Names India in Study …
Canada MP’s are Hindu Indians, UK MP’s are Pakistan and Bangladesh are distroying Christian countries, kick out Hindu people from Christian countries only solution.✍🏻😎🇮🇱🇺🇸🇬🇧
Canada MP’s are Hindu Indians, UK MP’s are Pakistan and Bangladesh are distroying Christian countries, kick out Hindu people from Christian countries only solution.✍🏻😎🇮🇱🇺🇸🇬🇧
Identity Attack0.6458014
Insult0.5130944
Profanity0.2661081
Threat0.5195707
Severe Toxicity0.45895407
Moderate 0.5885171 Moderate Con 0.339 Identity Attack Insult Threat Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Please stop calling them indians. They are khalistanis supported by pakistan. Retards spoiling the reputation of a country as well as sikh faith
Please stop calling them indians. They are khalistanis supported by pakistan. Retards spoiling the reputation of a country as well as sikh faith
Identity Attack0.57150364
Insult0.54471385
Profanity0.39842105
Threat0.038911607
Severe Toxicity0.17926651
Moderate 0.5885171 Low Con 0.24 Identity Attack Insult Identity_Assertion
Feb 15, 2026 Inside Canada's Indian Invasion...
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they …
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they will live and canada will be next khalistan in future, so stay safe... They are backed by a country that is full of terrorist and terrorist organizations...Punjab is in full of violence, drugs, intoxication due to these khalistani people they got fund, weapons, drugs, traning, by Pakistan.... So save your country before becoming next Punjab or khalistan
Identity Attack0.55044734
Insult0.54525656
Profanity0.15283443
Threat0.22908778
Severe Toxicity0.19761463
Moderate 0.57271194 Moderate Con 0.313 Identity Attack Insult Fear_Threat
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
It's a cottage industry in India Pakistan and Nigeria all fraud look what your doing to your country weak incompetent leaders
It's a cottage industry in India Pakistan and Nigeria all fraud look what your doing to your country weak incompetent leaders
Identity Attack0.50515765
Insult0.5678696
Profanity0.26555094
Threat0.0347677
Severe Toxicity0.16960317
Moderate 0.57271194 Low Con 0.119 Identity Attack Insult
Sep 29, 2025 IRCC Names India in Study …
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to …
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to Canada my dad got a job as a engineer and my moms a house wife, they are well assimilated to the culture of Canada and speak good English, they still practice there religion but don't force it down peoples throats. These are the types of immigrants that Canada needs not uneducated rats who don't know how to respect the people and country that welcomed them in the first place.
Identity Attack0.55044734
Insult0.5678696
Profanity0.2268346
Threat0.015429466
Severe Toxicity0.067522444
Moderate 0.5532103 Constructive 0.657 Identity Attack Insult Personal_Narrative
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Sikhs will go back to Panjab Once Sikh country land 100% is free which was same land in 1848 drom mughals and Indian hindu is free world have all papers, same area not from Pakistan …
Sikhs will go back to Panjab Once Sikh country land 100% is free which was same land in 1848 drom mughals and Indian hindu is free world have all papers, same area not from Pakistan but only from indian terrorists activities as run Sikh genocides of 125 yrs as Punishment to rss terrorists
Identity Attack0.55044734
Insult0.5130944
Profanity0.29168049
Threat0.44185185
Severe Toxicity0.45895407
Moderate 0.47900817 Moderate Con 0.362 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
If you want to do business with dishonest, lying and corrupt people always looking for an angle, choose India and/or Pakistan. We control the process and can do way better than these countries.
If you want to do business with dishonest, lying and corrupt people always looking for an angle, choose India and/or Pakistan. We control the process and can do way better than these countries.
Identity Attack0.43256098
Insult0.5130944
Profanity0.07482228
Threat0.010809537
Severe Toxicity0.021031776
Moderate 0.47900817 Low Con 0.199 Insult Comparative_Framing
Nov 4, 2025 IRCC Names India in Study …
Pakistan is spreading filth in Canada against its own country India by radicalizing even the very nice and good Sikh community, but we all have faith that Hindu and Sikh people will work only for …
Pakistan is spreading filth in Canada against its own country India by radicalizing even the very nice and good Sikh community, but we all have faith that Hindu and Sikh people will work only for the good of Canada.
Identity Attack0.46050715
Insult0.27558193
Profanity0.08096472
Threat0.011353259
Severe Toxicity0.022322904
Moderate 0.39231625 Constructive 0.568 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are …
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are evil from the teachers and the brown students of which outnumber you 20/1 take that mileage and run with it. Many employers and landlords will not even give you a chance unless you are of their faith or from their home region in india or pakistan, and if you are black or white than you shouldnt even bother trying… aint gonna happen. There is a massive entitlement from the younger Sikhs who actively want to see the country become more closer to the punjab with Brampton being the new Lahore. Street violence rarely gets brought up anymore because it is so frequent so media only jumps on it if they got nothing else to use. The majority of gangs are in Bramalea south of Kennedy. This isnt just circumstances because “they have it so hard here boohoo”. The Tamel people that live in Brampton come from India and Sri Lanka. Many fled due to the tigers and because India has been trying to destroy their culture for a long while. You wont find Tamel who has lived in Canada more than a year in a gang, or with a thick as lard accent, or speaking their previous language in public. They are good people, very respectful.
Identity Attack0.44690517
Insult0.3388922
Profanity0.17101645
Threat0.025961896
Severe Toxicity0.022710243
Moderate 0.38601747 Constructive 0.663 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadian government needs to be filled with only white and indigenous politicians. No outsiders your family must have lived in canada for 4 generations, that way they shoupd fully understand how and what canadians want …
Canadian government needs to be filled with only white and indigenous politicians. No outsiders your family must have lived in canada for 4 generations, that way they shoupd fully understand how and what canadians want and need. Plain and simple. I dont see white canadians or amaricans as politicians in any other country! Its all their own people! India, Pakistan, China and so on. Canada needs to stand strong against outsiders and new comers who think their coming here to bring there BS
Identity Attack0.43256098
Insult0.24928534
Profanity0.108590275
Threat0.010628296
Severe Toxicity0.017416617
Moderate 0.37340668 Constructive 0.522
Oct 12, 2025 IRCC Names India in Study …
1. The PROBLEM is WHO Canada lets in! ANYONE that has applied for Asylum, should be rounded up and deported, many of them were DENIED Asylum by the U.S. and other countries because they have …
1. The PROBLEM is WHO Canada lets in! ANYONE that has applied for Asylum, should be rounded up and deported, many of them were DENIED Asylum by the U.S. and other countries because they have ties to Terrorist or Criminal Organizations! (I could post a List of Known Terrorist Groups Operating in Canada, Most are from Muslim countries, India, Pakistan, and Palestine!) 2. Any Immigrant that REFUSE to comply with Canadian Laws needs to be Deported! (Example: Not having to wear motorcycle helmets for "Religious reasons" and that kind of stuff!) 3. If an Immigrant commits a crime it is INSTANT DEPORTATION, never to be allowed Entry Again! (including any and all members of their Families!) 4. Canada needs to STOP subsidizing these Immigrants PAY! You want to come to work, Fine You EARN your ENTIRE Pay Check like everyone else does! (I know at least ONE Employer that is Scamming part of the Subsidy for themselves instead of paying workers what they are supposed to pay them! I am sure there are others!) 5. If you throw a protest for a Known Terror group, INSTANT Deportation!
Identity Attack0.38699543
Insult0.25800487
Profanity0.036651865
Threat0.050098058
Severe Toxicity0.02258113
Moderate 0.36867723 Constructive 0.554
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
Looks like Indiana there are growing stronger as a community. Hope they help all the homeless people as well. For people who says illegal immigrants and cash in hand jobs, most people from India works …
Looks like Indiana there are growing stronger as a community. Hope they help all the homeless people as well. For people who says illegal immigrants and cash in hand jobs, most people from India works so hard and they are only contributing to the society unlike other countries like Pakistan or Arabs who destroys a society
Identity Attack0.46028158
Insult0.23237456
Profanity0.06395709
Threat0.014738814
Severe Toxicity0.018320406
Moderate 0.3625127 Constructive 0.72 Identity_Assertion
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is a favouritism country If you are not from India, Pakistan Bangladesh You cannot get a job
Canada is a favouritism country If you are not from India, Pakistan Bangladesh You cannot get a job
Identity Attack0.43256098
Insult0.20901857
Profanity0.043916557
Threat0.010265815
Severe Toxicity0.017416617
Moderate 0.36095104 Low Con 0.179 Policy_Critique
Feb 16, 2026 Inside Canada's Indian Invasion...
Pakistan in India, two of the worst countries in the world to pray on seniors and elderly people on scams. That are set up over there like a business one of the most corrupt nations …
Pakistan in India, two of the worst countries in the world to pray on seniors and elderly people on scams. That are set up over there like a business one of the most corrupt nations going and they flooded Canada because of Justin Trudeau, comrade Freeland, Comrade,Carney and the WEF.. whose goal to undermine Canada as a nation for globalist through infiltrating of government criminal in its content. Many in the federal liberal cabinet are also involved even willing to break the constitution.
Identity Attack0.36702603
Insult0.34101152
Profanity0.028230323
Threat0.009540852
Severe Toxicity0.013801457
Moderate 0.36043653 Moderate Con 0.36 Unverified_Claim
Sep 29, 2025 3 likes IRCC Names India in Study …
😂😂 india people migration to Pakistan 🎉🎉🎉😂 Pakistan rupee is rising 🎉🎉 please make a vdo on Pakistan currency rise🎉 welcome to the BEST COUNTRY IN THE WORLD... PAKISTANI countries 🎉🎉
😂😂 india people migration to Pakistan 🎉🎉🎉😂 Pakistan rupee is rising 🎉🎉 please make a vdo on Pakistan currency rise🎉 welcome to the BEST COUNTRY IN THE WORLD... PAKISTANI countries 🎉🎉
Identity Attack0.3817989
Insult0.15911613
Profanity0.11725569
Threat0.050744623
Severe Toxicity0.041283876
Moderate 0.36043653 Low Con 0.229 Humor_Satire
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
*Sikhs were invited in Canada because their sweet relation with ISI (Pakistan spy agency) & their hatred towards Hindus, they wanted to carve a landlocked country from India since 80s. Canada wholeheartedly invited Sikhs so …
*Sikhs were invited in Canada because their sweet relation with ISI (Pakistan spy agency) & their hatred towards Hindus, they wanted to carve a landlocked country from India since 80s. Canada wholeheartedly invited Sikhs so they can tame Hindus of India & get things done, agencies even turned blind eye about their drug activities & crimes. Fast forward to 2025, these people are now liability for Canada with massive trans national drug cartels (Trucks), crimes & their anti Canada activities.*
Identity Attack0.39870077
Insult0.26395
Profanity0.026454043
Threat0.012337137
Severe Toxicity0.01754573
Moderate 0.3561489 Moderate Con 0.358 Unverified_Claim
Sep 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years …
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years ago. Indians cause too many problems and countries need to be like the US and expel them or make it harder for them to come in. I can say in London, London Metropolitan University and University of East London have way too many Indians and Pakistanis who barely speak English and from what I heard, some take their visas and run off into the sunset. Luckily at my university, in my program, only 1 or 2 Indians.
Identity Attack0.43896464
Insult0.24171697
Profanity0.07805514
Threat0.029933142
Severe Toxicity0.01935331
Moderate 0.3389984 Constructive 0.741 Unverified_Claim
Nov 2, 2025 IRCC Names India in Study …
I'm born and raised Canadian 48 years and I'm sick of my country looking like Afghanistan, Pakistan, Iran, Iraq , and all of the other refugees and immigrants. We don't need you here to make …
I'm born and raised Canadian 48 years and I'm sick of my country looking like Afghanistan, Pakistan, Iran, Iraq , and all of the other refugees and immigrants. We don't need you here to make anchor babies and take our jobs and use up our resources ( jobs, medical, housing). Everything said by that woman is 100% correct and I approve that message. My wife has been unemployed since Christmas of 2024 and I've been off since March of 2025 and it's now mid September 2025. Our bills and taxes don't stop coming in when the cheques stop coming in. I haven't been on EI in 20 years!
Identity Attack0.36598656
Insult0.24928534
Profanity0.038154904
Threat0.010162249
Severe Toxicity0.017029278
Moderate 0.32020867 Constructive 0.736
Sep 12, 2025 Why Canadians Are Turning Against …
To begin .... stop Refugees from India, Africa, Haiti, Pakistan, and many other countries. Scrutinize them properly, select legit refugees, right now, a lot of bogus claims have been entered, for god forsaken reasons, highest …
To begin .... stop Refugees from India, Africa, Haiti, Pakistan, and many other countries. Scrutinize them properly, select legit refugees, right now, a lot of bogus claims have been entered, for god forsaken reasons, highest refugee claims are from Africans countries and south America and Islamist countries. You gotta scrutiny these people, find out if there is legitimacy, find out if there is a value in accepting their claim, find out if they have skills or they are just entering for free loads! my point is , Good Immigrations is Welcome.....Bad Immigration is NOT !
Identity Attack0.3817989
Insult0.16195811
Profanity0.0715894
Threat0.02924249
Severe Toxicity0.017739398
Moderate 0.3140926 Constructive 0.627
Nov 21, 2025 Thousands of refugees allowed into …
Yeah they talk about Pakistan And Bangladesh like their country is cleaner than Switzerland,like bro when you are proud of your country that much so why you go abroad to get better life,stay in your …
Yeah they talk about Pakistan And Bangladesh like their country is cleaner than Switzerland,like bro when you are proud of your country that much so why you go abroad to get better life,stay in your country
Identity Attack0.2816105
Insult0.15485314
Profanity0.078378424
Threat0.015774792
Severe Toxicity0.017739398
Moderate 0.3048984 Moderate Con 0.353 Identity_Assertion
Feb 27, 2026 4 likes Inside Canada's Indian Invasion...
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA …
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.32476485
Insult0.0836065
Profanity0.10301965
Threat0.013702838
Severe Toxicity0.015221698
Low Tox 0.2854733 Constructive 0.744 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Not everyone from Punjab is bad but surely khalistan agenda people are not the right ones And also I really don't feel happy about how canada is letting people in who are not good at …
Not everyone from Punjab is bad but surely khalistan agenda people are not the right ones And also I really don't feel happy about how canada is letting people in who are not good at basic things too Your rules look compromised hence you are spoiling your country It's going to be very soon when your country is going to turn into a Pakistani vassal just like UK Because khalistan and Pakistan are linked Edit: I'm from Bharat aka india
Identity Attack0.2831485
Insult0.15911613
Profanity0.04141149
Threat0.014738814
Severe Toxicity0.012703998
Low Tox 0.27975297 Moderate Con 0.478 Fear_Threat
Feb 12, 2026 1 likes 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.