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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: "why would you do this …" 1,058 comments · Page 21 of 43
here's the problem culturally they're completely different than you Canadians. You actually had people supporting Hamas and the taking of hostages and what they did to those babies and what they did to those poor …
here's the problem culturally they're completely different than you Canadians. You actually had people supporting Hamas and the taking of hostages and what they did to those babies and what they did to those poor women who they kept in those assault camps. You literally would have never had people parading on the street supporting that we're at not for these immigrants so they're changing the culture of what was once a beautiful country and meanwhile lowering your quality of life to 50% of what it was just 18 years ago so why the hell would any self-respecting country keep more immigrants in that hate the very country they're trying to get into
Identity Attack0.22935481
Insult0.12702756
Profanity0.02836696
Threat0.009799767
Severe Toxicity0.008354187
Low Tox 0.23667802 Constructive 0.615
Nov 25, 2025 Quebec Ends Economic Immigration Program …
I am a Canadian born and bred. I ask these questions, could we, as Canadians, go to India or China or any other country to live and act the way these people do, say the …
I am a Canadian born and bred. I ask these questions, could we, as Canadians, go to India or China or any other country to live and act the way these people do, say the things that they say and get away with it. Do you think I, as a white Canadian, could go to India (for example)and demand they change their traditions and religions because it doesn't suit me? Everybody knows the answer is no. I would be jailed or kicked out of the country quickly. So why do you expect to come to my country and change our ways and our traditions? It's ridiculous.
Identity Attack0.27759558
Insult0.07396803
Profanity0.040409464
Threat0.020954676
Severe Toxicity0.008659363
Low Tox 0.23667802 Constructive 0.637
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
It's nothing against a certain group, these problems occur if you let in too many people from one place, it's called ghettoization. If too many Canadians moved to India, for example, they would form communities …
It's nothing against a certain group, these problems occur if you let in too many people from one place, it's called ghettoization. If too many Canadians moved to India, for example, they would form communities large enough that they don't really integrate. Immigration is fine, as Canadians it's always been our strength, but the jobs aren't keeping up. If the jobs become there, we need to mix up the countries, we can't have more Indians.
Identity Attack0.29951343
Insult0.0654725
Profanity0.02119352
Threat0.008414571
Severe Toxicity0.007095337
Low Tox 0.23667802 Constructive 0.697
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
My problem is not with the skin color, or the language, nothing like that. I would love to be able to talk to and spend time just learning about people...but I cannot. They worship another …
My problem is not with the skin color, or the language, nothing like that. I would love to be able to talk to and spend time just learning about people...but I cannot. They worship another god, not the creator, not the Holy God of Israel. Not the Creator who gave His only begotten son, so that whoever believes would not perish but have everlasting life. I will not ever worship another god..or bow down to these deities whom people have worshiped for thousands of years, therefore I can not be a partaker
Identity Attack0.24970764
Insult0.07555214
Profanity0.09098661
Threat0.010084574
Severe Toxicity0.011520386
Low Tox 0.2359567 Constructive 0.618
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I never thought I would go back to China one day since I came here 23 years ago, 2 more years I will retire and go back to China, this country encourages lady people,and punish …
I never thought I would go back to China one day since I came here 23 years ago, 2 more years I will retire and go back to China, this country encourages lady people,and punish hardworking people.
Identity Attack0.27171627
Insult0.06337463
Profanity0.021876704
Threat0.023371955
Severe Toxicity0.0077056885
Low Tox 0.2359567 Constructive 0.527 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
Immigration technically is an asset for a country like Canada, however the open door policy turned that asset into a liability. When you have a migrant community congregate into ghetto like fashion, you know your …
Immigration technically is an asset for a country like Canada, however the open door policy turned that asset into a liability. When you have a migrant community congregate into ghetto like fashion, you know your policy has failed somewhere. Psychologically speaking human would naturally gravitate towards people they have similarities(language, color, likes & dislikes, etc) with and congregate as a "tribe" for warmth & security. Just put one white person alone in the middle of an Indian market at rush hour, i promise you they'd run to the first white person they spot for "security", now tell that one guy that he has to live in India for the foreseeable future and that he has a choice of living in any area of that city and he learns that there a part of town where most of the white people live, where do you think he'll go?
Identity Attack0.2764353
Insult0.07840354
Profanity0.027547138
Threat0.008789998
Severe Toxicity0.0059890747
Low Tox 0.2359567 Constructive 0.665 Policy_Critique
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Hmmm, come to Canada from your 3rd world country and we will give your family a one time payment of $50,000. More money than you have ever seen in your life time. Literally like winning …
Hmmm, come to Canada from your 3rd world country and we will give your family a one time payment of $50,000. More money than you have ever seen in your life time. Literally like winning the lottery. No wonder all these border jumpers are clambering here. I mean if, say Switzerland, was offering you, yes you, a cheque for $50k to come live in their country wouldnt you take it if you didnt have much here in Canada? Like didnt own property, didnt have a great job, etc etc. Of course you would.
Identity Attack0.18235919
Insult0.09270445
Profanity0.02119352
Threat0.007598988
Severe Toxicity0.0073242188
Low Tox 0.2359567 Moderate Con 0.353
Dec 21, 2017 18 likes How much do refugees and …
Good journalism, it's good to get out and hear what people are thinking. In viewing, it occurs to me that it's hard for white people, and maybe Christians, to understand some Asians. I'm an American, …
Good journalism, it's good to get out and hear what people are thinking. In viewing, it occurs to me that it's hard for white people, and maybe Christians, to understand some Asians. I'm an American, so-called white American, and love Sanatana Dharm, or what most people call Hinduism - that term should soon be forgotten. Anyway, this video shows a variety of people called Indians but whom are vastly different in belief. So much so, they maybe fighting in India but abroad, they stick together. Islam and most Indian philosophies (they are not religions as there is no overarching institution or organization) feed the "devotees" several times a day...it is a part of the culture, shared meals with those who share faith. The Indians, they basically want a better life and will send money home. Muslims will buy land through a trust and then buy more and more. I don't know about Canada, but there are no such cultures in America - well, the Church has bought a lot of land but does nothing to serve people. The Mormons have land and a strong daily schedule, some community churches have very strong programs, but as a whole, The Church has done nothing to make itself appealing and therefore, there's no opposite or equal force. What to do? and as far as assimilating, yes, they should, but to what? Should they start playing hockey, drinking beer, etc. The second gen might. The West has lost it's way and religion isn't the solution but a culture not so decadent would be a good start.
Identity Attack0.28034934
Insult0.06722072
Profanity0.075792134
Threat0.014911477
Severe Toxicity0.008888245
Low Tox 0.2359567 Constructive 0.847
Nov 19, 2025 Inside Canada's Indian Metropolis (Brampton)
let’s be honest, if tyler is making a video about this.. that means we are not crazy and there is very much a problem and I feel very bad for Canada. Honestly, as an American …
let’s be honest, if tyler is making a video about this.. that means we are not crazy and there is very much a problem and I feel very bad for Canada. Honestly, as an American I would not tolerate this infestation in my country. Like I literally would not tolerate it and I would do something about it to make sure this doesn’t happen.
Identity Attack0.057492398
Insult0.11978693
Profanity0.07934829
Threat0.010291707
Severe Toxicity0.0061416626
Low Tox 0.23523538 Constructive 0.582
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canadians are so nice! They even would let their country become Indian
Canadians are so nice! They even would let their country become Indian
Identity Attack0.27875587
Insult0.056719027
Profanity0.034397304
Threat0.00823333
Severe Toxicity0.007133484
Low Tox 0.23415339 Moderate Con 0.377 Humor_Satire
Feb 8, 2026 Inside Canada's Indian Invasion...
Marriages of convenience was rampant before Harper destroying young Canadians' lives. Fake refugees would swoon naive girls into marriage saddling them with parental and financial responsibilities that they couldn't handle all with the blessing of …
Marriages of convenience was rampant before Harper destroying young Canadians' lives. Fake refugees would swoon naive girls into marriage saddling them with parental and financial responsibilities that they couldn't handle all with the blessing of the Liberal government. America gave these cases ten years to see if they would leave where as Canada gave just a few months. Just another example of Liberals putting the interests of non citizens above citizens.
Identity Attack0.12735364
Insult0.15556364
Profanity0.013951761
Threat0.011042561
Severe Toxicity0.004749298
Low Tox 0.23415339 Moderate Con 0.444 Policy_Critique
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
It's worse than this video shows. I don't live in Brampton and my town is entirely * after 10 years. Everywhere I go is * people. It doesn't matter what store or business or service …
It's worse than this video shows. I don't live in Brampton and my town is entirely * after 10 years. Everywhere I go is * people. It doesn't matter what store or business or service I contact it's just * people now. When I went to college everyone was from there. This was a regular local college that Canadian kids aspire to go to. They made up 90% of the classmates, they never showed up to class, they refused to participate in team projects, nobody failed. They did so poorly but the school charges 3x. My final year they cancelled final exams because they decided too many international students would fail. They are from the same country but they have different religions and from different cities that hate each other so they would refuse to communicate with each other. Imagine you meet someone from another province and you hate them and aren't afraid to crashout in public over it. My next door neighbors there is so many people living in the house that they live there on a schedule one group in and one group out. You would think they would be going to work NO they literally hang out all day long like a bad 90s comedy movie. In the last 10 years all of the house in my town skyrocketed in price. The people around me all bought around 2010 - 2015 for $150k - $260k and sold for around $1m 2023 - 2026. Average house price in my town has stayed at 3x what it was 10 - 15 years ago. They don't rake their leaves, they don't clean up their trash, they don't clear their snow from their driveways. Both my parents are immigrants, they came here poor had to work, had to respect the country and its laws and culture because that's what allowed Canada to be successful so they could come here. All I hear about or see now is immigrants from the one country? When I was a kid I grew up with every nationality where did everybody go?
Identity Attack0.036105253
Insult0.089778624
Profanity0.094542764
Threat0.008505191
Severe Toxicity0.00831604
Low Tox 0.23415339 Constructive 0.684 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Turning? They've been sick of them for years. If it weren't for Trump threatening annexation they would have voted a conservative majority.
Turning? They've been sick of them for years. If it weren't for Trump threatening annexation they would have voted a conservative majority.
Identity Attack0.011839314
Insult0.16890354
Profanity0.022969801
Threat0.009981008
Severe Toxicity0.0028800964
Low Tox 0.2330714 Moderate Con 0.379
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
How can you NOT see how their country looks like? How can you believe that any of them can add value to any country? If they had any worth they would fix the mess they …
How can you NOT see how their country looks like? How can you believe that any of them can add value to any country? If they had any worth they would fix the mess they are coming from..
Identity Attack0.16993292
Insult0.08434689
Profanity0.019622196
Threat0.009048914
Severe Toxicity0.0064468384
Low Tox 0.23271075 Low Con 0.215 Identity_Assertion
Sep 19, 2025 10 likes Inside Canada's Indian Metropolis (Brampton)
“Invaders complain about immigration” that would be a good title 👍
“Invaders complain about immigration” that would be a good title 👍
Identity Attack0.15303208
Insult0.07270074
Profanity0.018802373
Threat0.008893564
Severe Toxicity0.005340576
Low Tox 0.2312681 Low Con 0.277
Nov 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Yet another video meant to create hate and division. Why would you let someone claim indians pay no taxes without following up? How can indians pay no taxes when they pay tens of thousands dollars …
Yet another video meant to create hate and division. Why would you let someone claim indians pay no taxes without following up? How can indians pay no taxes when they pay tens of thousands dollars in tuition, buy real estate, and are not eligible for any social assistance? Why not look into who makes up the bulk of offenders in Canada, who's on welfare/disability, who's unemployed? Of course this wouldn't fit your narrative.
Identity Attack0.23391083
Insult0.06858205
Profanity0.014532468
Threat0.0074824756
Severe Toxicity0.004005432
Low Tox 0.2312681 Moderate Con 0.415 Policy_Critique
Sep 24, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
As I live in Canada, I wish they would go back to their country. Tim Hortons isn't the same.
As I live in Canada, I wish they would go back to their country. Tim Hortons isn't the same.
Identity Attack0.20483385
Insult0.07270074
Profanity0.01579636
Threat0.008013252
Severe Toxicity0.00541687
Low Tox 0.2312681 Constructive 0.551 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many …
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many - and the blame goes on both the provincial conservatives and federal liberals. The tuition freeze in Ontario caused colleges and universities to treat foreign students as an ATM to balance their budgets. Foreign enrollments skyrocketed, especially in colleges, with students paying top dollar for dubious degrees with no job prospects. This put strains on the job market, and the housing/rental market. As an educated Indian-American who now lives in Canada, it pains me to see my fellow countrymen dominating Uber, Uber Eats, Bicycle food delivery and Tim Hortons. No one uproots everything in their home country and comes all the way for this. Most of these people are here legally and they work really hard. A last word - leaving aside the Khalistan issue that has caused a wedge between Hindus and Sikhs - the Indian diaspora, especially the Sikh, are amazing in the amount of charitable work that they do. Their concept of seva is unmatched. No one goes hungry when there is a Gurdwara around, as there is always free nutritious food. Same is true for temples. Even a young poor Steve Jobs ate at Iskcon temples. Last point - while some of Canada's problems are because of excessive immigration, Canada would be nothing without immigrants. The population would decline, with a native fertility rate of under 1.4, and entitlement programs would be in deep trouble.
Identity Attack0.14019285
Insult0.123407245
Profanity0.016752819
Threat0.007586042
Severe Toxicity0.004787445
Low Tox 0.23090743 Constructive 0.813
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The irony of these racist comments is incredible. Many in the US and Canada forget they are also descendants of migrants. If we applied this same logic, Native populations would have every right to say …
The irony of these racist comments is incredible. Many in the US and Canada forget they are also descendants of migrants. If we applied this same logic, Native populations would have every right to say you 'messed up' their culture centuries ago.
Identity Attack0.17536941
Insult0.083112895
Profanity0.018529098
Threat0.0068869707
Severe Toxicity0.0042152405
Low Tox 0.23090743 Constructive 0.583
Jan 27, 2026 Inside Canada's Indian Invasion...
I can't tell if half of these comments are watching the same video as me. I understand there are issues with Canada's current immigration policies and certainly, purely by numbers, there are a lot of …
I can't tell if half of these comments are watching the same video as me. I understand there are issues with Canada's current immigration policies and certainly, purely by numbers, there are a lot of immigrants moving to Canada, but I'm genuinely convinced the people in the comments watched the first half of the video and then turned it off. So many weird comments, ranging from "they're bad drivers!" to "I moved away from Brampton because of this problem" (what problem?? Indian people??). In the second half of the video, all three of the religious buildings they entered had extremely kind-hearted people, with free food for ANYONE to enjoy. Again I understand things aren't perfect, but it would seem a lot of people are using "immigration policies are allowing immigrants in too fast" to justify their hatred of Indian people.
Identity Attack0.20878418
Insult0.08831572
Profanity0.053435806
Threat0.0076119336
Severe Toxicity0.0060653687
Low Tox 0.22980402 Constructive 0.81 Meta_Commentary
Sep 20, 2025 57 likes Inside Canada's Indian Metropolis (Brampton)
what ruined the immigration system are the immigrants> My first job in Canada was demolishing houses for Teperman Demolition and I started two days after arrival. Today, I potentially would arrive, get high stay at …
what ruined the immigration system are the immigrants> My first job in Canada was demolishing houses for Teperman Demolition and I started two days after arrival. Today, I potentially would arrive, get high stay at home government wages to support me indefinitely. What good would I have been to Canada?
Identity Attack0.22707681
Insult0.07555214
Profanity0.012892825
Threat0.007961469
Severe Toxicity0.005455017
Low Tox 0.22980402 Constructive 0.634 Personal_Narrative
Feb 20, 2026 1 likes LILLEY UNLEASHED: The fall of …
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country …
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country to be a doctor and I wanna leave my country (because no opportunities ) and move to a better and a safer country where I’m respected as a woman , which my country fails to . Now , I have to give a lot of exams and fill up a lot of visa requirements to be in any better country and I’m absolutely fine with it . But I’m not fine with the fact that countries like Canada , Australia , uk etc are immigrating people from India who are not educated , don’t wanna assimilate, with very eased up visa requirements, easy pr facilities because these countries want cheap labor and when these bottom of barrel uneducated folks move to another country they do shady businesses , start making huge communities of similar people having similar views and this leads to chaos and a backlash , racism on a particular ethnicity, stereotypes and so and so . I’m not saying my people aren’t flawed , they are but why the government is so easy in immigrating uneducated uncouth people from 3rd world countries where even these people wouldn’t be hired in some great companies or give anything great to build a valuable society , why people who are talented and literally would assimilate, has respect , is educated literally would bring a change for better is sidelined or toughened up their immigration process ? I might come off as very rude and jealous by my comment and actually im kinda jealous but I really wanna know and I observed this pattern a lot . All educated people wanting to move out are struggling while these kinda are just migrating so so easily and most even have permanent residencies WHAT ???
Identity Attack0.17614605
Insult0.076185785
Profanity0.13256322
Threat0.013579931
Severe Toxicity0.012283325
Low Tox 0.22980402 Constructive 0.778 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is literally being invaded. Hey dont get me wrong , I believe in immigration but the right immigration. If it was not for immigration I would not be here but when the government let's …
Canada is literally being invaded. Hey dont get me wrong , I believe in immigration but the right immigration. If it was not for immigration I would not be here but when the government let's in terrorists and say they are allowed here theres something very wrong with that . This is all on the liberal party of canada
Identity Attack0.15945168
Insult0.07998765
Profanity0.01627459
Threat0.01052473
Severe Toxicity0.004634857
Low Tox 0.22846605 Constructive 0.624 Fear_Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
..most of the people "interviewed" are white - they may have born in Canada, their parents & grandparents may have been born in Canada OR their parents, grandparents or they themselves coming from countries where …
..most of the people "interviewed" are white - they may have born in Canada, their parents & grandparents may have been born in Canada OR their parents, grandparents or they themselves coming from countries where the majority of the population is caucasian e.g. Portugal, Poland - with similar religious backgrounds. Why did they leave Poland, Portugal, Greece or Italy? Why are they "more acceptable" as immigrants, than others? If for example, mass immigration had come from Russia (or G:)d help us Romania) - what would they say?
Identity Attack0.28034934
Insult0.06337463
Profanity0.02433617
Threat0.007832011
Severe Toxicity0.0062179565
Low Tox 0.22846605 Constructive 0.53
Sep 19, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
Just a quick reminder: Indians are not a minority, they're a GLOBAL MAJORITY 3 mil Indians could immigrate to each and every country on Earth and they would still have about a billion Indians left …
Just a quick reminder: Indians are not a minority, they're a GLOBAL MAJORITY 3 mil Indians could immigrate to each and every country on Earth and they would still have about a billion Indians left "at home"
Identity Attack0.27701542
Insult0.05262003
Profanity0.045670103
Threat0.010938995
Severe Toxicity0.009269714
Low Tox 0.22712809 Moderate Con 0.387 Identity_Assertion
Jan 27, 2026 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.