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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: "That town is about to …" 333 comments · Page 10 of 14
I refuse to ever set foot in Brampton now. It used to be such a nice laid back Ontario town with a cottage feel in some ways. Now it's absolute Mumbai madness. Is it even …
I refuse to ever set foot in Brampton now. It used to be such a nice laid back Ontario town with a cottage feel in some ways. Now it's absolute Mumbai madness. Is it even considered Canadian soil anymore, because i'm pretty sure our laws no longer apply there.
Identity Attack0.048480038
Insult0.060927123
Profanity0.022286616
Threat0.0072753434
Severe Toxicity0.0028038025
Low Tox 0.119997114 Constructive 0.589
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout …
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout British Indians in Uganda. Colonialist English empire was the cause of of Idi Amin's actions. British Kingdom migrated thousands of Indians as cheap labour to build rail lines to mineral rich regions extending to DRC- Uganda city of Kasese and Kilembe mines. When the railway was completed, they offered them British citizens including those born in Uganda. The colonial British gave them business loans, including Indian banks to extend credit and loans to Indians without surerities. They were allocated colonial govt freehold land for free in the most prime areas of uganda major cities like Kampala, Jinja, Masaka, Mbale, Soroti, Mpigi, Tororo etc while black Ugandan indegenous people were pushed into the rural areas to work in factories, mines and businesses set up for British Asians. As you can guess, business class get super rich while Africans who didnt work on their own coffee, cotton, and domestic farms were left to work as clerks, securicor, teachers, Christian clergy/ reverands and local tax collectors for the govt. Brutal as he was, Indi Amin saw and used this imbalance as a second liberation war, economic war, to kick out all British Asians holding UK Passports and any other Ugandan born who didnt want to abide by the authority of indegenous people. Amin killed whoever tried to challenge his life president, he killed 72 ugnadans, mainly politicians by public firing squad aired on TV. He killed the Anglican Archbishop Luwum, he killed the 1st Ugandan Chief Justice Ben Kiwanuka. He was brutal BUT, every Ugandan is celebrating his nationalism of caring for ordinary people AND opening their eyes on trade and business by KICKING OUT economy sacking British Asians. This is history I saw and followed because i was a kid in primary school at the time 1972. In addition to that Indians in Uganda were so arrogant to indegenous Ugandans, I experienced it. So when i see how Canadians resent them I dont feel for them unfortunately. I already had enough on my plate in Canada. Indians were the owners of biggest to smallest shops in major cities and town in Uganda because of free capital and soft loans, financed business premises thru the colonial British suckers. They showd that arrogance which pissed most of the indegenous Ugandans. For example if you went to a shop and burgained on a KG of sugar or bread, or shirt, and didnt get fail to buy because you dont have that much or failed to get a good deal, the Indian shopkeeper would insult any Afriacn in Indian- Luganda accent " oba tayagala genda malala jali..mali ya nyoko?". meaning " If you dont want to buy go, others are there will buy, is this your capital/ stock?". Many songs were sung after the 1972 kickout depicting that phrase/ quote.
Identity Attack0.08749158
Insult0.054376744
Profanity0.017572641
Threat0.012906751
Severe Toxicity0.0038909912
Low Tox 0.119997114 Constructive 0.744 Comparative_Framing
Oct 11, 2025 IRCC Names India in Study …
We are getting way too many from other countries not only India. So everyone's gotta remember that we are getting massive loads from other very populated countries. It's gotta be engineered to help offload their …
We are getting way too many from other countries not only India. So everyone's gotta remember that we are getting massive loads from other very populated countries. It's gotta be engineered to help offload their countries of their populations, which in many countries they are packed like sardines. I already left the GTA thinking I would be relieved of this, but no, only slightly. They are in every town. I feel like the government harmed me indirectly because I opposed what the government did, so I took it upon myself to move, and yet, my problem was not solved. Africans, Indians and various Arabs are most in my neighbourhood, now. We are 3 hours away from Toronto. If you here in the comments section plan to move, then find a pocket at least 8 hours away from all the major canadian cities, but closer to some smaller towns.
Identity Attack0.0775651
Insult0.04852104
Profanity0.046922635
Threat0.011068452
Severe Toxicity0.0045204163
Low Tox 0.11652588 Constructive 0.813 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Can you make a video on the town of Leamington as well? It has a very large Hispanic population, similar to Brampton and Indians
Can you make a video on the town of Leamington as well? It has a very large Hispanic population, similar to Brampton and Indians
Identity Attack0.10221587
Insult0.023608726
Profanity0.03915693
Threat0.01101667
Severe Toxicity0.005531311
Low Tox 0.11398677 Constructive 0.599 Question
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Buddy got trafficked through my town Its boustan Lachine i laughed so hard while watching with my girlfriend
Buddy got trafficked through my town Its boustan Lachine i laughed so hard while watching with my girlfriend
Identity Attack0.01565665
Insult0.024511116
Profanity0.07191269
Threat0.019746035
Severe Toxicity0.007133484
Low Tox 0.11378009 Moderate Con 0.438 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
i lived in brampton/bramalea 1971-1997. when i went to school in 70s we already called it "bramladesh" and certain buildings were "curry corners" or "turban towers". also a lot of newfoundlanders went there. even then, …
i lived in brampton/bramalea 1971-1997. when i went to school in 70s we already called it "bramladesh" and certain buildings were "curry corners" or "turban towers". also a lot of newfoundlanders went there. even then, it was more or less "normal"...but now its the car accident and domestic violence capital of canada. also, the school my older sister attended in the next town over, malton, was turned into hindu temple in the 80s. malton was formerly an italian stronghold but was also completely taken over by indians in the 80s and 90s.
Identity Attack0.058856625
Insult0.04852104
Profanity0.024609445
Threat0.01254427
Severe Toxicity0.004272461
Low Tox 0.11378009 Constructive 0.614 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian government should encourage their town talented people to stay in India and help grow their nation.. I’m British born Indian, and India will one day become the third biggest world economy.. all the future …
Indian government should encourage their town talented people to stay in India and help grow their nation.. I’m British born Indian, and India will one day become the third biggest world economy.. all the future opportunity is with india Politicians shouldn’t allow uncontrolled immigration and crack down on Bogus colleges
Identity Attack0.10221587
Insult0.030816011
Profanity0.014976538
Threat0.0115345
Severe Toxicity0.003414154
Low Tox 0.11378009 Constructive 0.654
Oct 30, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in …
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. 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 Attack0.061130337
Insult0.04852104
Profanity0.025907494
Threat0.008712323
Severe Toxicity0.0037956238
Low Tox 0.112850055 Constructive 0.726 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in …
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. 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 Attack0.061130337
Insult0.04852104
Profanity0.025907494
Threat0.008712323
Severe Toxicity0.0037956238
Low Tox 0.112850055 Constructive 0.726 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
there's a Tim Horton's here in my town in NJ and there's nothing but Indians working there too
there's a Tim Horton's here in my town in NJ and there's nothing but Indians working there too
Identity Attack0.10221587
Insult0.026960457
Profanity0.028093686
Threat0.0082074385
Severe Toxicity0.0039100647
Low Tox 0.11192002 Moderate Con 0.465 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
its not called BROWN-town for no reason
its not called BROWN-town for no reason
Identity Attack0.060675595
Insult0.025929155
Profanity0.025634222
Threat0.008052089
Severe Toxicity0.0035095215
Low Tox 0.11140333 Low Con 0.154 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton is brown town
Brampton is brown town
Identity Attack0.060675595
Insult0.03257891
Profanity0.02795705
Threat0.008764107
Severe Toxicity0.0036621094
Low Tox 0.11140333 Low Con 0.298 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
if you come to Atlantic Canada, even our small towns are invaded. Our precious coffee has gone to owned by a corporation as well as non Canadian workers. And that's not talking about all of …
if you come to Atlantic Canada, even our small towns are invaded. Our precious coffee has gone to owned by a corporation as well as non Canadian workers. And that's not talking about all of the crimes they commit creeping in their cars.. investigate more
Identity Attack0.04306607
Insult0.04090862
Profanity0.012482914
Threat0.007883795
Severe Toxicity0.002412796
Low Tox 0.11119666 Constructive 0.697 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I've lived in Brampton all my life. I've seen it transform from a quiet, suburban farm town into "Little India" Legit, this was hard to watch...
I've lived in Brampton all my life. I've seen it transform from a quiet, suburban farm town into "Little India" Legit, this was hard to watch...
Identity Attack0.06522302
Insult0.03489272
Profanity0.017982552
Threat0.007521313
Severe Toxicity0.0028038025
Low Tox 0.11098998 Constructive 0.62 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I think we should help people. I’m an immigrant and my parents got their passage paid but also had to pay it back. Which we did, but still waiting for our $50,000 cheque. My Dad …
I think we should help people. I’m an immigrant and my parents got their passage paid but also had to pay it back. Which we did, but still waiting for our $50,000 cheque. My Dad got a job in a town which had low rent. We were a family of five not living in a hotel but part of an army barracks. We were out in the country which freedom for all the kids. Free schooling,dental and Dr and cheep food. Where was this? You ask. Burwash, ont. A self sufficient industrial prison farm. We had a great childhood there. But the govt closed it because it was out of the way for inmates relatives to visit.
Identity Attack0.034558404
Insult0.035333443
Profanity0.047173142
Threat0.009048914
Severe Toxicity0.004119873
Low Tox 0.1100022 Constructive 0.745
Aug 7, 2018 1 likes How much do refugees and …
“Your town is unrecognizable, most of the children your child goes to school with are foreign born, and you are being replaced. What don’t think about it.” “But the food is great tho!”
“Your town is unrecognizable, most of the children your child goes to school with are foreign born, and you are being replaced. What don’t think about it.” “But the food is great tho!”
Identity Attack0.060220852
Insult0.029383656
Profanity0.015523086
Threat0.006763986
Severe Toxicity0.002632141
Low Tox 0.10826672 Moderate Con 0.494
Jan 27, 2026 Inside Canada's Indian Invasion...
Good video, shows the various viewpoints from new and old Canadians. Some point out legitimate problems with the large influx of people in a short period and issues with integration. Some are just bigoted calling …
Good video, shows the various viewpoints from new and old Canadians. Some point out legitimate problems with the large influx of people in a short period and issues with integration. Some are just bigoted calling Brampton 'brown town' because all they see is skin colour. Many of the interviewees disparage India but fail to acknowledge it is rapidly advancing recently becoming the 5th biggest economy and on track to be 3rd by 2030.
Identity Attack0.0775651
Insult0.031036375
Profanity0.014259194
Threat0.0077154995
Severe Toxicity0.0024223328
Low Tox 0.10826672 Constructive 0.777
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It's china town, but indian
It's china town, but indian
Identity Attack0.10221587
Insult0.024640027
Profanity0.035148825
Threat0.009230154
Severe Toxicity0.0039863586
Low Tox 0.10783285 Low Con 0.257 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That town is about to become the Indian version of Minneapolis.
That town is about to become the Indian version of Minneapolis.
Identity Attack0.09576365
Insult0.027218282
Profanity0.018802373
Threat0.009023022
Severe Toxicity0.0033187866
Low Tox 0.10696511 Low Con 0.17 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Gotta be careful defending yourself in Canada Tyler. Canadians aren’t allowed to carry weapons of any kind for defence be it mace, knives, batons, brass knuckles and definitely not guns. It’s even illegally to wear …
Gotta be careful defending yourself in Canada Tyler. Canadians aren’t allowed to carry weapons of any kind for defence be it mace, knives, batons, brass knuckles and definitely not guns. It’s even illegally to wear stab proof or bullet proof vests without being law enforcement or security guards while working only. A real shame considering the crime rates in major cities and isolated towns.
Identity Attack0.029660052
Insult0.026702631
Profanity0.013029462
Threat0.030623792
Severe Toxicity0.0032424927
Low Tox 0.10566349 Constructive 0.646 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Visit robbinsville NJ, dude. Temples are bigger Indian population is larger than this Canadian town.
Visit robbinsville NJ, dude. Temples are bigger Indian population is larger than this Canadian town.
Identity Attack0.09659086
Insult0.024382202
Profanity0.013473531
Threat0.0064015044
Severe Toxicity0.0023460388
Low Tox 0.104795754 Low Con 0.279 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I worked for an Indian couple and they would drive to the other side of town to visit other Indian stores, pharmacies, doctors, restaurants. When it became obvious why they did it… I stopped working …
I worked for an Indian couple and they would drive to the other side of town to visit other Indian stores, pharmacies, doctors, restaurants. When it became obvious why they did it… I stopped working for them.
Identity Attack0.10221587
Insult0.024124376
Profanity0.017504321
Threat0.007340072
Severe Toxicity0.002193451
Low Tox 0.104361884 Moderate Con 0.491 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Trouble is they move into towns don’t spend money in the town shops restaurants shut down then they buy everything we have them in Australia too there everywhere there breeding us all out of our …
Trouble is they move into towns don’t spend money in the town shops restaurants shut down then they buy everything we have them in Australia too there everywhere there breeding us all out of our own countries time we woke up
Identity Attack0.051126
Insult0.028171662
Profanity0.016547862
Threat0.0068869707
Severe Toxicity0.002784729
Low Tox 0.103928015 Moderate Con 0.401 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
You should go to brooks Alberta dude the meat packing plant brought that place down now it's the city of 100 languages when the town can't even sustain itself
You should go to brooks Alberta dude the meat packing plant brought that place down now it's the city of 100 languages when the town can't even sustain itself
Identity Attack0.010137413
Insult0.03599453
Profanity0.014054239
Threat0.006738094
Severe Toxicity0.0021362305
Low Tox 0.103060275 Moderate Con 0.44 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Who needs cabel .......👩‍🦰 boomers voted for it then when carnage said he was gonna implemented unrealise gains taxes on their property boomers sold andd fled to another country cheaper small towns
Who needs cabel .......👩‍🦰 boomers voted for it then when carnage said he was gonna implemented unrealise gains taxes on their property boomers sold andd fled to another country cheaper small towns
Identity Attack0.0102854045
Insult0.04910661
Profanity0.01941724
Threat0.006162008
Severe Toxicity0.001745224
Low Tox 0.102626406 Low Con 0.252
Aug 29, 2025 Why Canadians Are Turning Against …

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

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

Prosocial (7)

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