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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 #}

Comment Explorer

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Active: "This place was once a …" 704 comments · Page 20 of 29
same like my country singapore, greatest country in the world too like many others, except nearly half or 43% of the people here are literally immigrants/foreign born in the last 15 years....and we arent talking …
same like my country singapore, greatest country in the world too like many others, except nearly half or 43% of the people here are literally immigrants/foreign born in the last 15 years....and we arent talking about half the population in just one town or city, the entire country is half foreign. they did not jump the border of course, but like so many of these "liberal" western wannabe countries, the government sseem to have an irresistable urge to let any tom d and harry into the country whose even remotely interested. not sure why everybody keeps praising this place.....its weird and bizzare dont u think going to another country and seeing and knowing half the people there are foreign like u.....like who goes to visit another country wanting to see foreigners? i dont go to japan or australia hoping to see nothing but foreigners.
Identity Attack0.094936445
Insult0.06459839
Profanity0.025907494
Threat0.0076119336
Severe Toxicity0.0037193298
Low Tox 0.15103401 Constructive 0.597 Comparative_Framing
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
There is no place on Planet Earth in a just, sane, free, healthy, peaceful, and harmonious society for the antiquated, misguided Sharia Law, religious extremism, and fanaticism. May all living beings live in peace and …
There is no place on Planet Earth in a just, sane, free, healthy, peaceful, and harmonious society for the antiquated, misguided Sharia Law, religious extremism, and fanaticism. May all living beings live in peace and harmony together always. We are One ❤
Identity Attack0.10221587
Insult0.0350029
Profanity0.014498309
Threat0.007094103
Severe Toxicity0.0042533875
Low Tox 0.15103401 Moderate Con 0.474
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
So glad you did this video. Dude lowkey they are everywhere in canada now. Its like if you are applying for a job and you see the place as indian people your chances of getting …
So glad you did this video. Dude lowkey they are everywhere in canada now. Its like if you are applying for a job and you see the place as indian people your chances of getting a job is almost no chance because they will only hire their own people. Kinda messed up, and definitely think something needs to be done.... Still winter, wouldnt mind seeing some more ice... if you know what i mean eh.
Identity Attack0.11047905
Insult0.04090862
Profanity0.02522431
Threat0.0074436385
Severe Toxicity0.0041770935
Low Tox 0.14950264 Constructive 0.648
Jan 27, 2026 Inside Canada's Indian Invasion...
As a someone who has lived in Brampton for over 20yrs I can say this video was pretty accurate. It was weird seeing places I past daily. Something that people don’t talk about when we …
As a someone who has lived in Brampton for over 20yrs I can say this video was pretty accurate. It was weird seeing places I past daily. Something that people don’t talk about when we speak about immigration are the temporary work agencies. They prey on Indian immigrants just as much as some of the colleges do. It’s sad really.
Identity Attack0.120924085
Insult0.03588435
Profanity0.022423252
Threat0.0074954215
Severe Toxicity0.002937317
Low Tox 0.14950264 Constructive 0.743 Personal_Narrative
Nov 2, 2025 Inside Canada's Indian Metropolis (Brampton)
There’s also a lot of gun violence in Brampton and home invasions. That place is the biggest joke in Ontario. Sad to see this happen
There’s also a lot of gun violence in Brampton and home invasions. That place is the biggest joke in Ontario. Sad to see this happen
Identity Attack0.03636306
Insult0.03885912
Profanity0.01354185
Threat0.029587816
Severe Toxicity0.0041389465
Low Tox 0.14256015 Moderate Con 0.388 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Please make a video on the Foreign Medical Program and how it’s being abused in places like the Dominican Republic and Thailand, Panama, Colombia etc. I have information on this. They are taking advantage of …
Please make a video on the Foreign Medical Program and how it’s being abused in places like the Dominican Republic and Thailand, Panama, Colombia etc. I have information on this. They are taking advantage of American veterans and using them as cannon fodder for the processing of fraudulent and overbilled claims and others forms of medical fraud. This drains VA resources and hurts the general veteran community.
Identity Attack0.060220852
Insult0.061976057
Profanity0.015967157
Threat0.008311004
Severe Toxicity0.002937317
Low Tox 0.14256015 Constructive 0.69 Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
They are not looking for a better life, they are looking for a place to live as Indian is full and over crowded. They also don't want to adopt the culture of the new country …
They are not looking for a better life, they are looking for a place to live as Indian is full and over crowded. They also don't want to adopt the culture of the new country but bring their onw and live seperately from the natives. That is the case in every country they go to not only in Canada..
Identity Attack0.13591312
Insult0.034562174
Profanity0.012687869
Threat0.006259101
Severe Toxicity0.0029945374
Low Tox 0.14082454 Constructive 0.611 Unverified_Claim
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
In my country our most popular last name went from Smith/Brown for decades to Singh about 5 years ago. Can't go very many places where majority of staff are Indian especially if it comes to …
In my country our most popular last name went from Smith/Brown for decades to Singh about 5 years ago. Can't go very many places where majority of staff are Indian especially if it comes to driving jobs and the driving ability has declined ten fold!
Identity Attack0.12556632
Insult0.03335018
Profanity0.01941724
Threat0.0075083673
Severe Toxicity0.0039863586
Low Tox 0.13908891 Constructive 0.599 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
I remember when Tyler’s content was going to places and talking to people not being completely obsessed with immigrants….
I remember when Tyler’s content was going to places and talking to people not being completely obsessed with immigrants….
Identity Attack0.10409598
Insult0.03710241
Profanity0.015420608
Threat0.0062849927
Severe Toxicity0.0022125244
Low Tox 0.13561769 Moderate Con 0.46 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m the son of Indian immigrants who came into Melbourne, Australia 34 years ago, my mom came with her family of 8 and my father came here by himself. The exact same thing is happening …
I’m the son of Indian immigrants who came into Melbourne, Australia 34 years ago, my mom came with her family of 8 and my father came here by himself. The exact same thing is happening over here. We have suburbs in our eastern side which have turned into pockets of Punjab and Haryana. We have been in the restaurant industry for 30 years now, these students are taking our cash in what is a ‘cashless economy’. We’ve had one particular instance where a former employee faked her marriage certificates in order to get her permanent residency, now she’s in trouble with the authorities and may face some years in jail. The problem is they like taking ‘shortcuts’ and then they get stuck and expect us as employers to save them. The systems put into place have been exhausted to the point where is it useless.
Identity Attack0.083355546
Insult0.06023245
Profanity0.04867618
Threat0.009825659
Severe Toxicity0.0048065186
Low Tox 0.13388206 Constructive 0.795 Personal_Narrative
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
First give them hopes to come to foreign place and work on low income... Then once you take make of them local start to call it invasion but their government is the one should be …
First give them hopes to come to foreign place and work on low income... Then once you take make of them local start to call it invasion but their government is the one should be blamed...
Identity Attack0.06294931
Insult0.04032305
Profanity0.01402008
Threat0.0101363575
Severe Toxicity0.0031089783
Low Tox 0.13388206 Low Con 0.283 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Every one of you in Canada is an immigrant or descendant of an immigrant, so please don’t do to each other what they did to your grandfathers and grandmothers! Put yourself in the place of …
Every one of you in Canada is an immigrant or descendant of an immigrant, so please don’t do to each other what they did to your grandfathers and grandmothers! Put yourself in the place of the person who just arrived and feel how much they are suffering to start a new life, find a new place, find furniture, change career and look for a new job, get the cultural shock and cold weather shock and learn how to survive the cold winter and learn a new language, and make new contacts, new friends and new families maybe… too much to handle while you are not giving a fuck about all his struggles but pushing him to change his culture automatically like if it’s magic and at the same time he is not aware why on earth is everyone against his religion or accent or way of thinking and your rejections towards them by showing clearly your attack towards them here online without shame! Those people who are escaping from wars or genocides or poverty to find a better opportunity to be able to feed their families abroad, you have no consideration for what brought them here or what they had endured and you want to let them endure more above their struggle to survive all the inconvenience in a capitalist frozen country! Please try to be nice to each other and teach one another how to live respecting one another boundaries and culture! a country with many nationalities is multicultural and multiculturalisme can’t exist with racism and discrimination. Keep the multiculturalism with the nice picture it holds which keep the country warm and colourful. Live in peace and love❤
Identity Attack0.09410924
Insult0.06285016
Profanity0.017845914
Threat0.007417747
Severe Toxicity0.0037002563
Low Tox 0.13214645 Constructive 0.735
Sep 17, 2025 1 likes Why Canadians Are Turning Against …
I know everyone says "why dont you move back to India, instead of making this place like India?" Truth is, people want to replicate their home countries and cultures, MINUS the things that made them …
I know everyone says "why dont you move back to India, instead of making this place like India?" Truth is, people want to replicate their home countries and cultures, MINUS the things that made them leave. Political corruption, poor living conditions and struggling economy. Its like a revised version. Considering they dont make huge political changes, I dont see a problem with that tbh
Identity Attack0.10221587
Insult0.03489272
Profanity0.04065997
Threat0.008712323
Severe Toxicity0.0044822693
Low Tox 0.13041082 Constructive 0.665 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
If the majority of the people from India stay in gta and work service related jobs in their community we need to ask ourselves as Canadians what benefit they bring to Canada as a whole …
If the majority of the people from India stay in gta and work service related jobs in their community we need to ask ourselves as Canadians what benefit they bring to Canada as a whole and if we need this kind of immigration in the first place. If they never came here, Brampton would have still been a small town and Canadian economy would not change for the worst because of it.
Identity Attack0.12556632
Insult0.031697463
Profanity0.013439372
Threat0.0067834044
Severe Toxicity0.0031280518
Low Tox 0.13041082 Constructive 0.559
Nov 18, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Brampton born and raised. Indians are generally nice people but this new generation of immigrants that came around covid time were different. Working at places like Walmart now feels like a job …
I live in Brampton born and raised. Indians are generally nice people but this new generation of immigrants that came around covid time were different. Working at places like Walmart now feels like a job not meant for us Canadians. Entire work place blasting Punjabi music and speaking in another language. Imagine feeling foreign in your own country while trying to work.
Identity Attack0.116281845
Insult0.0350029
Profanity0.015420608
Threat0.006543908
Severe Toxicity0.0030708313
Low Tox 0.12867521 Constructive 0.682 Personal_Narrative
Feb 14, 2026 Inside Canada's Indian Invasion...
I don't think Indians are particularly averse to work. They do however seem to have a different quality standard than what we're used to here in the West. There is also a more "creative" approach …
I don't think Indians are particularly averse to work. They do however seem to have a different quality standard than what we're used to here in the West. There is also a more "creative" approach to societal rules that is not always compatible with Western values. I think Canadians are happy to welcome people from around the world. We just want them to adhere to the standards and traditions that made Canada they place they are trying hard to migrate TO. We have just had too many people in too short a time that it has destroyed the once solid Canadian culture.
Identity Attack0.109318495
Insult0.04442204
Profanity0.023174755
Threat0.006822242
Severe Toxicity0.0032997131
Low Tox 0.123468354 Constructive 0.804 Identity_Assertion
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
Journalism is very important for sure, but empathy is even more important. People from 1st world countries will never understand how is it to live on a place that was colonized by the 1st world …
Journalism is very important for sure, but empathy is even more important. People from 1st world countries will never understand how is it to live on a place that was colonized by the 1st world countries, can only guess about it. Thanks for sharing, I am thankful to have the opportunity to see closer whats happening, you took lots of risks, hopefully nobody will get hurt. Pray for every God you can, without faith we are only animals eating, sleeping, mating and defending ourselves, pretending to be better than someone else. Peace
Identity Attack0.04048799
Insult0.06512285
Profanity0.025360947
Threat0.009359611
Severe Toxicity0.003643036
Low Tox 0.123468354 Constructive 0.756 Moral_Argument
Feb 7, 2026 Inside Canada's Indian Invasion...
And Canadians voted again for the same liberal party that made this mess in the first place. I have nothing against immigrants and immigration but we need to respect each other’s religion and culture and …
And Canadians voted again for the same liberal party that made this mess in the first place. I have nothing against immigrants and immigration but we need to respect each other’s religion and culture and we should not impose our views on others. I believe in practicing your religion and act upon your values, as long as you are not bothering others, while doing so. The government has really messed up beautiful Canada, within this past decade. So sad
Identity Attack0.07094744
Insult0.053791173
Profanity0.011902207
Threat0.006162008
Severe Toxicity0.0017356873
Low Tox 0.12260055 Constructive 0.771
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
We want immigration to DO THEIR JOB!!! I will tell you right now cause I've seen it over and over. You have a couple of them move into a place and within a week their …
We want immigration to DO THEIR JOB!!! I will tell you right now cause I've seen it over and over. You have a couple of them move into a place and within a week their is20 of them living in there!!!. ......interesting......hmmm
Identity Attack0.09576365
Insult0.027476108
Profanity0.015523086
Threat0.0069387536
Severe Toxicity0.0027656555
Low Tox 0.11652588 Constructive 0.591
Sep 8, 2025 Why Canadians Are Turning Against …
Tim hortons is not the same place as it was growing up 😢
Tim hortons is not the same place as it was growing up 😢
Identity Attack0.008139528
Insult0.061976057
Profanity0.020988565
Threat0.006757513
Severe Toxicity0.0027275085
Low Tox 0.115658075 Moderate Con 0.397 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
We're they can hide? Unless they all working under the table. No job how someone can survive in Canada. Cancel Health Card and Social Insurance.Put them in system they may go hospital. Wht border officer's …
We're they can hide? Unless they all working under the table. No job how someone can survive in Canada. Cancel Health Card and Social Insurance.Put them in system they may go hospital. Wht border officer's doing, they should check the places. Immigration just making excuses.
Identity Attack0.07673789
Insult0.03566399
Profanity0.012141321
Threat0.007883795
Severe Toxicity0.0023078918
Low Tox 0.115658075 Moderate Con 0.442
Oct 11, 2025 IRCC Names India in Study …
For any non Canadians, if you live anywhere near here, your insurance rates sky rocket to unaffordable amounts. Truly one of the worst places to be in or around.
For any non Canadians, if you live anywhere near here, your insurance rates sky rocket to unaffordable amounts. Truly one of the worst places to be in or around.
Identity Attack0.06658725
Insult0.04442204
Profanity0.013576009
Threat0.0065050707
Severe Toxicity0.002298355
Low Tox 0.11479026 Moderate Con 0.397 Economic_Argument
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Nahhh, not the idol gods. They going to bring some misfortune or catastrophic event to those places.
Nahhh, not the idol gods. They going to bring some misfortune or catastrophic event to those places.
Identity Attack0.0102854045
Insult0.026444806
Profanity0.022833163
Threat0.05042134
Severe Toxicity0.0038337708
Low Tox 0.11419344 Low Con 0.123
Jan 27, 2026 Inside Canada's Indian Invasion...
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working …
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working in the nation I was raised and I am having some people have my job who aren't even fit for the job. It makes no sense to me. Our wages have stalled due to international students for a better life, but at the end I want money just like other Canadians who have been here for ages. Also we need to end why our government allows lucrative hiring contracts overseas for cheaper positions in certain degrees and diplomas. In addition, why are all of our call centers placed all over the world. From Africa, south east Asia, South Asia. Those jobs can be available here. We can have a decomcratic country if our country didn't care about just "growth" we didn't need more immigration. We needed systematic change in government, schools, common sense, I could go on. I think us as Canadians don't know how corrupt the world really is. Look at other countries and how they work. It's lucrative essentives to benefit only certain people. I would rather have our tax payer money be used to fix the system. My dad's been here since the 1980s and he is sad for everyone. This is a loss on both ends. We didn't create new universities, new highways to support the population, no hospitals, new schools. I remember when my class sizes were 18 to 20 kids. We need change, not radical because we were never that. Let's do what we do best and be Canadians for us first.
Identity Attack0.09410924
Insult0.04383647
Profanity0.019758832
Threat0.0074306927
Severe Toxicity0.0032806396
Low Tox 0.11419344 Constructive 0.85 Personal_Narrative
Oct 1, 2025 1 likes IRCC Names India in Study …
This is not immigration problem,this is dictatorship problem ,arrest job problem,those people do not PHD degree,they work at the top level,educated people work as cleaner ,Canada should focus on the merit base program,to remove illiterate …
This is not immigration problem,this is dictatorship problem ,arrest job problem,those people do not PHD degree,they work at the top level,educated people work as cleaner ,Canada should focus on the merit base program,to remove illiterate people,Canada is place of educated people especially into government institutions which be police department,which be army department,which be intelligent department,parliament members should focus on merit base and democracy.
Identity Attack0.03636306
Insult0.0638991
Profanity0.011406898
Threat0.008155655
Severe Toxicity0.002708435
Low Tox 0.11316007 Moderate Con 0.383 Policy_Critique
Sep 28, 2025 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.