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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "We are being run by …" 369 comments · Page 11 of 15
I’ve witnessed an Indian driver pushing another car out of the way just to get through. I also witnessed an accident. Indian drivers were running the red light end up hit another car.
I’ve witnessed an Indian driver pushing another car out of the way just to get through. I also witnessed an accident. Indian drivers were running the red light end up hit another car.
Identity Attack0.19495805
Insult0.028392024
Profanity0.030389199
Threat0.085497424
Severe Toxicity0.0065994263
Low Tox 0.17805049 Constructive 0.519 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
The problem with Canada, white millionaire and billionaires who only run the university and the colleges them in Canada bring lots of foreign student charge them $ 15,000 to 40,000 Canadian for one student so …
The problem with Canada, white millionaire and billionaires who only run the university and the colleges them in Canada bring lots of foreign student charge them $ 15,000 to 40,000 Canadian for one student so where is the billionaire them who running the college and the university in Canada let's find out what color they are. Someone can do that. What color are the people who you running the university and colleges in Canada?
Identity Attack0.18313584
Insult0.04852104
Profanity0.013234417
Threat0.0065244893
Severe Toxicity0.003452301
Low Tox 0.17631748 Moderate Con 0.38
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
So this means we will have 2.9 illegals running around.
So this means we will have 2.9 illegals running around.
Identity Attack0.120924085
Insult0.04910661
Profanity0.015625564
Threat0.010343489
Severe Toxicity0.0037193298
Low Tox 0.17545098 Low Con 0.207 Unverified_Claim
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
I have been working desperately to leave Canada. I would rather live in a 2nd or 3rd world that doesn't allow their country to be over run by globalist liberal schills. If i'm going to …
I have been working desperately to leave Canada. I would rather live in a 2nd or 3rd world that doesn't allow their country to be over run by globalist liberal schills. If i'm going to be taxed into oblivion and forced to shell out 200% inflation for everything every year... I can be poor elsewhere thanks.
Identity Attack0.07094744
Insult0.0810151
Profanity0.01887069
Threat0.0074565844
Severe Toxicity0.0037384033
Low Tox 0.17458448 Moderate Con 0.441
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
I am shocked at the fact there are more dislikes than likes when the CBC provides facts and so many people say they are lies, and others agree! The negative sentiments about refugees and immigrants …
I am shocked at the fact there are more dislikes than likes when the CBC provides facts and so many people say they are lies, and others agree! The negative sentiments about refugees and immigrants are getting louder and people are happy to call fellow human beings “them”. They insinuate this is a huge burden, when the fact is we benefit from migration. It seems people think Canada will be over run by people from a foreign land, take all the resources and eliminate people born here, but that’s only happened once, when the British and the French arrived 400 years ago.
Identity Attack0.10221587
Insult0.0816321
Profanity0.020442016
Threat0.013476364
Severe Toxicity0.0051116943
Low Tox 0.17371799 Constructive 0.765
Aug 14, 2019 1 likes How much do refugees and …
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and …
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and with calmness, quietly, with ZERO Levels of loudness or aggression. Friendly introduce yourself, smile, and ask them a very simple question: "Excuse me, I believe that you are from India" If the answer is Yes then ask this POLITELY: "Why are you here in Canada?" If they answer "Work", then a third question is possible. "Many Indians say that they do not like Canada, weather, religion, food, etc "a recent poll said that less than ONE PERCENT of Single Indian women will ever date a non-Indian Canadian citizen". I am curious who gave you the instructions to never date White Canadian Men? And I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian Lady that dislikes White Skinned Men, relocate to a Country where the a majority of men are White Shinned ? " Can you tell us the Truth please. We are very interested in learning. THANK YOU
Identity Attack0.18546575
Insult0.0573046
Profanity0.027820412
Threat0.009178371
Severe Toxicity0.0064086914
Low Tox 0.17198499 Constructive 0.754 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Humanity has an issue and that is elites running Social Media😢
Humanity has an issue and that is elites running Social Media😢
Identity Attack0.051580742
Insult0.053791173
Profanity0.030639706
Threat0.008311004
Severe Toxicity0.0039482117
Low Tox 0.1693855 Low Con 0.184 Meta_Commentary
Sep 20, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Its not just the new immigrants that makes issues. Early immigrants are the ones running all the frauds and businesses and mostly new comers are victims. They are the ones working in the government as …
Its not just the new immigrants that makes issues. Early immigrants are the ones running all the frauds and businesses and mostly new comers are victims. They are the ones working in the government as well. Most people i work with me are early immigrants or second generation. They dont vote and shows no interest. All they do is complain. Even after 15 20 years they are not integrated in to canadian society.
Identity Attack0.12208464
Insult0.06921569
Profanity0.013234417
Threat0.006977591
Severe Toxicity0.003490448
Low Tox 0.16678599 Constructive 0.605 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
Free plane ride home for these people during winter time, it's cool they'll be back in the spring. The Authoritative powers that govern over many government bodies think work should be a place to hire …
Free plane ride home for these people during winter time, it's cool they'll be back in the spring. The Authoritative powers that govern over many government bodies think work should be a place to hire friends and family and let them mess and around do whatever they want while they are at work and be totally corrupt this is a joke and when you people learn how to do things properly maybe there will be some order around here. Your supervisor should be respected and feared not some person asking for some of your paycheck and sexual favors from his co workers what kind of place are you people running? Hire a person that will fire all these clowns and find people that do exactly as they are told that they have no familial ties with this system is totally Nepotistic.
Identity Attack0.004994711
Insult0.10294484
Profanity0.021466793
Threat0.0074954215
Severe Toxicity0.0022125244
Low Tox 0.165053 Moderate Con 0.405
Dec 25, 2025 Deportations From Canada at Their …
This is a CBC commercial for Trudeau's Liberals. So, they allow comments here on this story. Other less favorable Liberal stories by the CBC on YouTube, don't allow for a comment section. These migrants come …
This is a CBC commercial for Trudeau's Liberals. So, they allow comments here on this story. Other less favorable Liberal stories by the CBC on YouTube, don't allow for a comment section. These migrants come from the U.S. when the economy there is booming...WHY? It makes me wonder if many of these migrants are the worst ones. America is the first choice of most immigrants, what are these migrants running from in the U.S.???
Identity Attack0.10293542
Insult0.06424874
Profanity0.012722028
Threat0.0066086366
Severe Toxicity0.0028800964
Low Tox 0.1641865 Constructive 0.562
Feb 4, 2019 How much do refugees and …
The immigration system running well in 2010? Really. Under Harper? The man who wanted "Old Stock"? The federal government spends 9000 per year per canadian on health care. Do the math. This sum works out …
The immigration system running well in 2010? Really. Under Harper? The man who wanted "Old Stock"? The federal government spends 9000 per year per canadian on health care. Do the math. This sum works out to about 1400 per person. As a Canadian, I say big hairy deal!. Anothrr bunch of Old Stock Canadians creating a tempist in a teapot!
Identity Attack0.06249457
Insult0.07808672
Profanity0.015454767
Threat0.006925808
Severe Toxicity0.0030899048
Low Tox 0.1641865 Moderate Con 0.465 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and …
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and with calmness, quietly, with ZERO Levels of loudness or aggression. Friendly introduce yourself, smile, and ask them a very simple questions: "Excuse me, I believe that you are from India" If the answer is Yes then ask this POLITELY: "Why are you here in Canada?" If they answer "Work", then a third question is possible. "Many Indians say that they do not like Canada, weather, religion, food, etc "a recent poll said that less than ONE PERCENT of Single Indian women will ever date a non-Indian Canadian citizen". I am curious who gave you the instructions to never date White Canadian Men? And i am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian Lady that dislikes White Skinned Men, relocate to a Country where the a majority of men are White Shinned ? " Can you tell us the Truth please. We are very interested in learning. THANK YOU
Identity Attack0.17536941
Insult0.054376744
Profanity0.027683776
Threat0.008841781
Severe Toxicity0.005836487
Low Tox 0.1641865 Constructive 0.746 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
8:57 let these guy know most of these are students paying 3 times higher fees on which ur universities run and local students have to pay less fees just look at the numbers how many …
8:57 let these guy know most of these are students paying 3 times higher fees on which ur universities run and local students have to pay less fees just look at the numbers how many universities shut down when students stopped to come secondly students pays 3 times higher fees and 20000$ to gic with stays with Canadian bank for two years and secondly which money u are talking do u have any document that government gives free money? There is difference between refugees and students, this polish guy him self is on road half naked and talking about others are dirty firstly go and fcng take shower
Identity Attack0.025404079
Insult0.07967083
Profanity0.028093686
Threat0.007586042
Severe Toxicity0.004272461
Low Tox 0.16331999 Constructive 0.606
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Capitalist abuse of educational system as had been happening in uk for years.. its a viscuous cycle fuelled by government under funding. buy your way into a country with a fake course . Meanwhile native …
Capitalist abuse of educational system as had been happening in uk for years.. its a viscuous cycle fuelled by government under funding. buy your way into a country with a fake course . Meanwhile native youth can't afford to pay for a degree or end up in debt. Then the country complains there are no graduates to fill jobs so they say they have to IMPORT THE LABOUR. Eduction should be a service not a capitalist business! The whole world has been sold off and run by big businesses. Billionaires run the world. Its not democracy. Its capitalism gone mad. Makes need jobs. Where is the upper sustainable limit
Identity Attack0.033011556
Insult0.07491849
Profanity0.026863953
Threat0.007922632
Severe Toxicity0.0037574768
Low Tox 0.16158698 Moderate Con 0.456
Oct 2, 2025 IRCC Names India in Study …
I just got back from Tim Hortons. Where they ran out of coffee. PLEASE PLEASE PPLLLLEEEASSSEEE explain to me how you run out of coffee when your only job IS TO KEEP THE COFFEE MADE!!!! …
I just got back from Tim Hortons. Where they ran out of coffee. PLEASE PLEASE PPLLLLEEEASSSEEE explain to me how you run out of coffee when your only job IS TO KEEP THE COFFEE MADE!!!! I’m switching to McDonalds. Singh Hortons will never see another dollar from me
Identity Attack0.0055496786
Insult0.05027775
Profanity0.033144772
Threat0.006809296
Severe Toxicity0.0040626526
Low Tox 0.15822013 Moderate Con 0.446 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
To be fair Its the govt and universities that let this run rampant. The ppl coming here SHOULD assimilate but its not all on them as they are promosied bif dreams oversees. Also "indian" is …
To be fair Its the govt and universities that let this run rampant. The ppl coming here SHOULD assimilate but its not all on them as they are promosied bif dreams oversees. Also "indian" is like saying European. India has various cultures and languages and relgiions. Not everyone is the same
Identity Attack0.13591312
Insult0.04383647
Profanity0.043415543
Threat0.008065036
Severe Toxicity0.004348755
Low Tox 0.15766735 Constructive 0.674 Policy_Critique
Dec 1, 2025 Inside Canada's Indian Metropolis (Brampton)
She’s just a talking head, carney runs the show.
She’s just a talking head, carney runs the show.
Identity Attack0.0032188136
Insult0.107333586
Profanity0.019212283
Threat0.0063626673
Severe Toxicity0.00166893
Low Tox 0.15711457 Low Con 0.146 Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
haha that why i told to westerner Democracy will never works. Communism is the best system if talk about stability and control. come visit Vietnam we will teach you how to build a nation. not …
haha that why i told to westerner Democracy will never works. Communism is the best system if talk about stability and control. come visit Vietnam we will teach you how to build a nation. not a market run by many political booth. Democracy will never work it will fail if the voters are a broken voters, this system are very easy to shaken just hijack the education system it will fall. it was catastrophic design failure.
Identity Attack0.027614836
Insult0.06319981
Profanity0.034146797
Threat0.008867673
Severe Toxicity0.0033950806
Low Tox 0.15656179 Moderate Con 0.33 Comparative_Framing
Nov 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Liberals, running this Country into the ground in every way, every day. It is getting really hard to be a happy Canadian😢
Liberals, running this Country into the ground in every way, every day. It is getting really hard to be a happy Canadian😢
Identity Attack0.084182754
Insult0.06739554
Profanity0.013371054
Threat0.007819066
Severe Toxicity0.0036239624
Low Tox 0.15490346 Moderate Con 0.389 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Because they are not trying to fit in to our society and they are causing problems for the neighbors. They receive more than born Canadians and are given jobs here over Canadians. In my apartment …
Because they are not trying to fit in to our society and they are causing problems for the neighbors. They receive more than born Canadians and are given jobs here over Canadians. In my apartment building they don't like to be told to stop causing noise disturbances, in fact it even gets worse when they have been asked to stop. Some of the tenants " Newcomers " seem to think they can operate a business in the apartment which means they use excessive noise to build whatever they are building. Once they have been asked to stop by other tenants and given notices they then decide to retaliate by causing further noise which is deliberately to disturb the rest of us. They try to intimidate people that they know are born Canadians like some kind of gang members. We no longer feel safe in our own homes and neighborhoods. We are tired of them using the race card for every problem they have which is usually something they caused in the first place. In this particular building on Queen st. N. in Hamilton they cause trouble in multiple different apartments which they attend. Once they have been asked to stop causing noise in one apartment they just go to one of the others and then proceed to do the same thing there. Some of the newcomers have been given more than one apartment in the same building and therefore run back and forth between those apartments and slam the door of each one over and over all day long. The management has been informed hundreds of times for a number of years and yet they have not yet dealt with the issues. There is an ongoing record of so many incidents in this building which the management has not addressed beyond a blanket notice to all tenants regarding noise complaints. The manager says things like " It's a process " and yet there seems to be no results. Is management afraid to just simply evict the trouble makers ??
Identity Attack0.09410924
Insult0.06739554
Profanity0.0166845
Threat0.009178371
Severe Toxicity0.0042152405
Low Tox 0.1537979 Constructive 0.735
Aug 25, 2025 Why Canadians Are Turning Against …
Safety Vest Guy should run for Prime Minister. If Minnesota Somalians can get their ringers elected, all Safety Vest Guy needs to do is team up with the Punjabi's.
Safety Vest Guy should run for Prime Minister. If Minnesota Somalians can get their ringers elected, all Safety Vest Guy needs to do is team up with the Punjabi's.
Identity Attack0.09410924
Insult0.06599696
Profanity0.020100424
Threat0.00967031
Severe Toxicity0.0037002563
Low Tox 0.1537979 Low Con 0.227
Jan 27, 2026 Inside Canada's Indian Invasion...
Where's this supposed DEI mandate in the Liberal government institutions when most programs all seem to be run by corporate daycare vibed women?
Where's this supposed DEI mandate in the Liberal government institutions when most programs all seem to be run by corporate daycare vibed women?
Identity Attack0.10221587
Insult0.060752302
Profanity0.018324144
Threat0.006485652
Severe Toxicity0.002708435
Low Tox 0.15324512 Low Con 0.294
Dec 12, 2025 IRCC Names India in Study …
No one roaming drugged up on the streets no one is assaulting childrens not one is running coversion rackets to force and convert people. Unlike that deser..
No one roaming drugged up on the streets no one is assaulting childrens not one is running coversion rackets to force and convert people. Unlike that deser..
Identity Attack0.0440973
Insult0.03827355
Profanity0.023311393
Threat0.026652548
Severe Toxicity0.0042152405
Low Tox 0.15213956 Low Con 0.287 Unverified_Claim
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal immigrant who migrated here with a nuclear family only on merit, I believe I earn the privilege to voice my thoughts here. First of all, rather than blaming the hoards of Indian immigrants, why don't anyone ask questions to the people who allowed it? Why not ask the politicians who vetoed it? Why not ask the police who is not able to stop reckless drivers? Why not ask the minister's who allow hospitals to run under staffed? USA has a massive Indian diaspora. But they are mostly IT workers and CEOs and Doctors. So who was at mistake of bringing illiterate, uncouth Indians to Canada? After earning all the required merit, and paying as much taxes from my family that is equivalent to minimum wages of at least 4 people, it hurts me to see undeserving people taking benefits of the system, while we get the short end. No one seemed too concerned when Indian students brought in so much money and revived some dead economies. No one blamed thousands of Punjabi businesses bringing in dollars into the economy. India, with its 150 billion people has s#!to eaters and people who can buy out Canada. You only see the bad. Press the government to bring in good people. Doctors, engineers, lawyers, scientists, business people, who will add value to the country and generate you jobs and salaries and grow this country. Not cooks and drivers only. Khalistan and Pro-BJP factions are both bad outside India. They all should go back and let the peace loving Indians and Canadians live here in peace. I don't hate anyone, but just the people who make my home country and me look bad. We ain't that bad after all.
Identity Attack0.105836816
Insult0.05262003
Profanity0.016172111
Threat0.007909686
Severe Toxicity0.0029945374
Low Tox 0.15158679 Constructive 0.821 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
To answer your question at the end (what is the difference between the temples and the food bank) the canadians left community and god behind for progressivism and a godless life idolizing the individual. Churches …
To answer your question at the end (what is the difference between the temples and the food bank) the canadians left community and god behind for progressivism and a godless life idolizing the individual. Churches do the same thing the temples do, they run food banks and try to foster community. The difference is when a church asks you follow gods rules, people scream opression, but when foreign religions deman you cover your head, canadians think "ooh im so cultured"...
Identity Attack0.10221587
Insult0.056133457
Profanity0.014976538
Threat0.0070034824
Severe Toxicity0.0031661987
Low Tox 0.15103401 Constructive 0.609 Moral_Argument
Nov 3, 2025 Inside Canada's Indian Metropolis (Brampton)

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.