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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: "INDIA AND PAKISTAN ARE BOTH …" 78 comments · Page 1 of 4
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 …
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)
how to fix the world, nuke india, nuke pakistan, jail every globalist
how to fix the world, nuke india, nuke pakistan, jail every globalist
Identity Attack0.55044734
Insult0.35016364
Profanity0.2761231
Threat0.54744303
Severe Toxicity0.35368225
Moderate 0.5885171 Low Con 0.12 Identity Attack Threat Fear_Threat
Jan 27, 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 …
WHY SHOULD WE AS CANADIANS PAY OUT OF OUR POCKET TO FUND THESE PEOPLE??..WE ARE ALREADY STRUGGLING YET OUR MONEY GOES TO THESE PEOPLE THAT ARE RUINING OUR COUNTY 😮😢SO NOT A PROUD CANADIAN ANYMORE …
WHY SHOULD WE AS CANADIANS PAY OUT OF OUR POCKET TO FUND THESE PEOPLE??..WE ARE ALREADY STRUGGLING YET OUR MONEY GOES TO THESE PEOPLE THAT ARE RUINING OUR COUNTY 😮😢SO NOT A PROUD CANADIAN ANYMORE 😮😢..if i immigrate to india or Pakistan are they gonna pay my way??..f no!!,wtf if going on here??😮😢
Identity Attack0.48949075
Insult0.43450394
Profanity0.39409557
Threat0.03235042
Severe Toxicity0.09912638
Moderate 0.54823303 Moderate Con 0.415
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
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 …
Whole brampton needs to be deported to india or pakistan
Whole brampton needs to be deported to india or pakistan
Identity Attack0.5485698
Insult0.40243408
Profanity0.22673377
Threat0.34804323
Severe Toxicity0.18232453
Moderate 0.47473195 Low Con 0.145 Identity Attack
Dec 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
INDIA AND PAKISTAN ARE BOTH ABUSING THE SYSTEM AND SCREAMING INTO CANADA. And with the new CORRUPT CRIMINAL GOVERNMENT allowing them to bring in their OLD FAMILY MEMBERS IN TOTAL, we in Canada will be …
INDIA AND PAKISTAN ARE BOTH ABUSING THE SYSTEM AND SCREAMING INTO CANADA. And with the new CORRUPT CRIMINAL GOVERNMENT allowing them to bring in their OLD FAMILY MEMBERS IN TOTAL, we in Canada will be out populated in a few years. BY LITERAL CRIMINALS. So WHY are these officials not being held to the law and SHOWING THAT THEY ARE ALREADY GUILTY OF TREASON!
Identity Attack0.41222036
Insult0.46476576
Profanity0.050680235
Threat0.015602129
Severe Toxicity0.023076924
Moderate 0.45090583 Moderate Con 0.388 Unverified_Claim
Sep 30, 2025 3 likes IRCC Names India in Study …
Why did you label this video as "Canada's Indian metropolis", name it as "Canada's Sikh metropolis", I am from Northeast India and I share no similarities to them, neither in looks nor religion. Pakistan also …
Why did you label this video as "Canada's Indian metropolis", name it as "Canada's Sikh metropolis", I am from Northeast India and I share no similarities to them, neither in looks nor religion. Pakistan also has a significant population of sikhs and they also migrate to canada. So call them what they are, one spoiled state in India does not represent us and the whole of India and these runaway cowards certainly dont represent me.
Identity Attack0.38215697
Insult0.48313886
Profanity0.09066332
Threat0.009644418
Severe Toxicity0.016512826
Moderate 0.44393396 Constructive 0.598 Identity_Assertion
Dec 6, 2025 Inside Canada's Indian Metropolis (Brampton)
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them …
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them are wanted in India and will face jail time without trial for conspiring against India. But Canadian, UK, US, Australian governments don't extradite them. Even innocent people from punjab get brainwashed there. Khalistani movement get funded by Pakistani ISI to wage terrorism against india. When British people were leaving india, they divided it and formed Pakistan. Part of punjab region was gone to Pakistan. These khalistani say that they want to liberate punjab and form khalistan. But these hypocrites want to do it on indian side only, not the Pakistani punjab side.
Identity Attack0.4774257
Insult0.4339631
Profanity0.117874645
Threat0.3490162
Severe Toxicity0.038593806
Moderate 0.44002727 Moderate Con 0.446 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
In jahil se poocho ke ye kon se Panjab se hai India ya Pakistan inhe India bolne me sarm asti hai
In jahil se poocho ke ye kon se Panjab se hai India ya Pakistan inhe India bolne me sarm asti hai
Identity Attack0.36803186
Insult0.54525656
Profanity0.36230123
Threat0.13853464
Severe Toxicity0.16960317
Moderate 0.43965456 Low Con 0.195 Insult Identity_Assertion
Mar 2, 2026 Inside Canada's Indian Invasion...
People from India, Pakistan Bangladesh Come to Canada Get into car accidents To get easy money
People from India, Pakistan Bangladesh Come to Canada Get into car accidents To get easy money
Identity Attack0.50588524
Insult0.3388922
Profanity0.08904689
Threat0.2836219
Severe Toxicity0.08069076
Moderate 0.4274071 Low Con 0.24 Identity Attack Unverified_Claim
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
We need to END immigration from India,Africa, pakistan and no jihadis then start the mass deportations it's destroying Canada
We need to END immigration from India,Africa, pakistan and no jihadis then start the mass deportations it's destroying Canada
Identity Attack0.5135796
Insult0.24928534
Profanity0.045670103
Threat0.13262562
Severe Toxicity0.02373986
Moderate 0.4269174 Low Con 0.279 Identity Attack Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Khalistan is a Pakistani propaganda,,, to divide India.. the most revered place of Sikhs is in Pakistan,, so Pakies should give that land to khalistanies .
Khalistan is a Pakistani propaganda,,, to divide India.. the most revered place of Sikhs is in Pakistan,, so Pakies should give that land to khalistanies .
Identity Attack0.49584505
Insult0.34782293
Profanity0.2124067
Threat0.13329996
Severe Toxicity0.16960317
Moderate 0.42129645 Low Con 0.224 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I might be going out on a ladder, but: Hinduism > Islam India > Pakistan
I might be going out on a ladder, but: Hinduism > Islam India > Pakistan
Identity Attack0.49855098
Insult0.16773392
Profanity0.091633186
Threat0.050098058
Severe Toxicity0.026936848
Moderate 0.4014846 Moderate Con 0.316
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
The driving part was funny, that is legit India, Vietnam, China, Pakistan and MOST of Central and North Africa..i know i've lived in these areas...its wild Google or serach up how to cross the road …
The driving part was funny, that is legit India, Vietnam, China, Pakistan and MOST of Central and North Africa..i know i've lived in these areas...its wild Google or serach up how to cross the road in VIetnam and its 1000's of videos of the chaos, its not normal, its not a system its just low IQ as the white dude said
Identity Attack0.39773783
Insult0.24928534
Profanity0.18356428
Threat0.02181799
Severe Toxicity0.020902663
Moderate 0.37751234 Constructive 0.57
Jan 27, 2026 Inside Canada's Indian Invasion...
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army …
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army in WORLD HISTORY was from "India" ( created in 1947). Parts of the Ahghani mountains and Tajikstan were taken and Gurjrati Muslims were given Panjab and Gujrati Hindus the other. On the north of steeles ave from Kipling to airport Rd there was NOTHING but some farms. After over 100 YEARS IN THE NATION the Sikhs and serving in BOTH WW1 and WW2 bought the first houses and businesses in the 90's. There are about 800,000 Panjabi's in Canada vs about 2 milliom Chinese. In the 90's, when Springdale was built, Gujrati people moved to Canada influx. The character of Kumar from Harold and Kumar go to white castle, rishi Sunak, kash Patel, the people rubbing cow manure on them and other setero type are Gujrati. The Sikh religion are AGINST conversation of ANY KING. If you are Christian, the Sikh religion says to be the best Christian as possible! Ben Sapiro, the Jew, as said and his people believe that Jesus was a jealot and is burning in hell in hot feces, SEMAN, and urine. In the 90's the government of Canada STOPPED allowing Panjabi farmers to come to Canada and made way for the Gujrati HINDUS. Over 100 YEARS the Sikh, Muslim and Hindus have been in Canada and NEVER asked for special treatment. Springdale was build and FIRST SETTLED by Panjabi's, who have been in nation for over 100 years. In 1947 "India" was created, again, and parts of Afghanistan and Tajikstan was taken and created Pakistan. Where is the homeland of Panjabi people? Your grandfathers are ROLLING in their graves because of the disrespect of the Panjabi people! Go look up Sikhs in ww1 and ww2. There were 2 Sikh and Anglo-Saxson wars and Panjab was the HARDEST and LONGEST land to take (which was through betrayal and NOT battle - another story). (Stoping here - because you are retarded)
Identity Attack0.39966375
Insult0.2435641
Profanity0.16357292
Threat0.058503386
Severe Toxicity0.02604016
Moderate 0.37751234 Constructive 0.638
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Mark Carney has approved 250,000 new imigrants from India and Pakistan. They are immigrants with money so this makes it acceptable to let them gain citizenship. Scarborough will be the capital city where 100% per …
Mark Carney has approved 250,000 new imigrants from India and Pakistan. They are immigrants with money so this makes it acceptable to let them gain citizenship. Scarborough will be the capital city where 100% per cent of the workforce will be Hindu or Pakistani. NO WHITES ALLOWED. Tim Horton's is now hiring.....
Identity Attack0.45348886
Insult0.16758773
Profanity0.036401358
Threat0.012337137
Severe Toxicity0.017029278
Moderate 0.37694603 Moderate Con 0.457 Unverified_Claim
Sep 3, 2025 Why Canadians Are Turning Against …
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 …
Too many university exam cheating fake doctor engineer from Pakistan bongladesh india
Too many university exam cheating fake doctor engineer from Pakistan bongladesh india
Identity Attack0.38200524
Insult0.42167732
Profanity0.22703624
Threat0.06270605
Severe Toxicity0.072789766
Moderate 0.37073207 Low Con 0.177
Nov 26, 2025 1 likes Quebec Ends Economic Immigration Program …
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 …
All of them are pajeets from Pakistan Bangladesh Nepal Sri Lanka and India... 😂😂😂😂😂
All of them are pajeets from Pakistan Bangladesh Nepal Sri Lanka and India... 😂😂😂😂😂
Identity Attack0.40883094
Insult0.40243408
Profanity0.22321637
Threat0.05042134
Severe Toxicity0.15706694
Moderate 0.36867723 Low Con 0.138
Sep 28, 2025 2 likes IRCC Names India in Study …

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.