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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

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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: "This is why I moved …" 533 comments · Page 15 of 22
I wish People could have addressed the fraud within these communities aswell I had a guy from GTA tell me his millionaire uncle claimed bankruptcy and cashed the money with family ơn assets the bank …
I wish People could have addressed the fraud within these communities aswell I had a guy from GTA tell me his millionaire uncle claimed bankruptcy and cashed the money with family ơn assets the bank couldn’t claim 😂 and just moved back to India
Identity Attack0.08004672
Insult0.04969218
Profanity0.031140719
Threat0.007741391
Severe Toxicity0.003376007
Low Tox 0.13388206 Constructive 0.528 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something …
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something that dates back to the British era, when Britain sent a group of Indians, specifically Sikhs, for security or labor work in Canada. This started the trend of Sikhs (turban-wearing ones) moving there. In modern times, the West was richer in terms of education and infra compared to Asia, which attracted many normal students and families immigrants also. Canada and America were built by immigrants, but now things are saturated, which I understand, and that’s where the resentment comes from. The majority Sikh state ( punjab) in India is still behind in development and job wise cooperation, and the historical pattern from the British era of moving to Canada for a better life has become a norm for many young people there. The close, collaborative nature of Sikhs—like a cousin in Canada inviting another cousin from India to come over, open a shop, work together, or share housing—is another reason many don’t hesitate to immigrate. These are some of the reasons behind mass immigration from India. Now, with saturation, the resentment toward immigration has grown. India itself faces issues with immigrants who live off our taxes, take rights meant for native children, and abuse policies, laws, or the environment. At least Canada has better-off immigrants—educated and contributing to the economy. While some may depend on taxes, most are hardworking and self-sufficient; otherwise, Canada’s economy would have collapsed by now. In end i can understand the hatred but you guys should stop this yourselves - not hunting them but prevent more.
Identity Attack0.11280017
Insult0.047935467
Profanity0.017504321
Threat0.0074048014
Severe Toxicity0.0031280518
Low Tox 0.13041082 Constructive 0.817 Comparative_Framing
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
You should come and see the Canadian dream being sold to Punjabis here. Also watch the movie "Dunkee" and you'll all know how bad the desperation to move to the west, is. Btw i live …
You should come and see the Canadian dream being sold to Punjabis here. Also watch the movie "Dunkee" and you'll all know how bad the desperation to move to the west, is. Btw i live in India and have no plans on migrating anywhere. It ain't great here but if we all keep leaving for greener pastures, it won't ever get better. We literally have a Visa temple in South India where people go to pray for their Visas to get approved. It's extremely sad honestly.
Identity Attack0.10221587
Insult0.04090862
Profanity0.015420608
Threat0.006861079
Severe Toxicity0.002937317
Low Tox 0.12867521 Constructive 0.673 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Why do people keep assuming that you just jump the border and get into Canada? Keep crying. Everybody here came legally, so stop assuming otherwise. Just because you see a lot of us doesn’t mean …
Why do people keep assuming that you just jump the border and get into Canada? Keep crying. Everybody here came legally, so stop assuming otherwise. Just because you see a lot of us doesn’t mean anyone came illegally. Is it our fault there are many of us? Most foreigners can’t even pass the IELTS to qualify for a study or work visa, so either accept it or move on.
Identity Attack0.055673428
Insult0.047349896
Profanity0.01627459
Threat0.0074565844
Severe Toxicity0.0027656555
Low Tox 0.12520397 Moderate Con 0.481 Moral_Argument
Sep 21, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
It's possible these marriages aren't ALL fakes. Consider, a lot of immigrants are under SO MUCH STRESS such that THEY PROGRESS SO RAPIDLY, that if they are only married for 5 months, it IS AS …
It's possible these marriages aren't ALL fakes. Consider, a lot of immigrants are under SO MUCH STRESS such that THEY PROGRESS SO RAPIDLY, that if they are only married for 5 months, it IS AS IF the couple has been married 40 years and the co-repondent gets pulled forward in the exact same way psychologically. IR, TIME MOVES FORWARD.
Identity Attack0.09824528
Insult0.035443626
Profanity0.018392462
Threat0.0067057298
Severe Toxicity0.0030136108
Low Tox 0.12086493 Constructive 0.588 Personal_Narrative
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Yes in the 80’s as a new emigrants we had to work for our living. We never ever thought to get help from the government we are all integrated in to a Canadian society. We …
Yes in the 80’s as a new emigrants we had to work for our living. We never ever thought to get help from the government we are all integrated in to a Canadian society. We paid taxes from the day one that made us true Canadian citizens. Which I’m a very proud of. In my street two houses own by East Indians They don’t take care of their properties like us taking care of our property. Should I assimilate in to there’s way of life ? Or they should assimilate into our society? The answer to this question is very simple . Assimilate to our way of life or move back to India.
Identity Attack0.10221587
Insult0.04383647
Profanity0.016001316
Threat0.00713294
Severe Toxicity0.0034332275
Low Tox 0.11652588 Constructive 0.733
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro you got no idea being from BC to moving across the country to New Brunswick you see how much this video is true!!!! But it goes so much deeper!!!!!!
Bro you got no idea being from BC to moving across the country to New Brunswick you see how much this video is true!!!! But it goes so much deeper!!!!!!
Identity Attack0.008953481
Insult0.03665562
Profanity0.022013342
Threat0.007534259
Severe Toxicity0.0037574768
Low Tox 0.11652588 Constructive 0.583 Personal_Narrative
Feb 6, 2026 Inside Canada's Indian Invasion...
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 …
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...
I'm Canadian. I've spend my entire adult life involved with everything immigration. I have no problem with immigration which to me is people moving. It offers great people and great things. I have a problem …
I'm Canadian. I've spend my entire adult life involved with everything immigration. I have no problem with immigration which to me is people moving. It offers great people and great things. I have a problem with women and children abused, in violence and almost killed and our resources which are suppose to help protect the men coming here doing this because as immigrants they have value and so support anything they do to innocent people here because they have more worth as human beings than people born, raised and who lived here all their lives. Two lives viciously destroyed to protect someone sick with hate who is chronic woman hater and abuser but he must be respected for it. As someone immersed all their life in "culture" domestic violence is not culture as in immigration it's abuse and a crisis brought here and then force by law respect for it when it is already here bc it is a planet problem. For people without a lifetime of knowledge you would be shocked if knew what people think and say about us living here and what they believe from complete ignorance. It is a belief everything is owed to make lives bigger and better for them above everyone else bc they suffered somewhere else but the assumption is every person in Canada had the opportunity born here that all people should be rich and if anyone is under that standard they deserve nothing and it should be given to everyone coming in. It is understood in some groups the purpose and wants of Canadian women is providing free services to immigrant men because this is how all Canadian women chose to live as women. The expectation of women is back to the stone age to obey, speak when given permission and respect abuse. Our authorities now back that up. Don't believe me you can see evidence. We are being forced by law to change. How many persons with criminal records are here in past decade was that recent news report? There's good and bad but if you don't respect the bad then see what happens to you because suddenly you will the bad one as a Canadian so be prepared to respect and appreciate everything you spent a lifetime believing you didn't have to. Some people could write an encyclopedia of wild and bizarre things and opinions and expectations of the views others have of life here and it would make most here all their lives want to flee and leave. There are two opposite meanings of what respect is. It amounts to respect them and everything bad and disrespectful to us or we have no respect any other names. This includes not one specific culture but numerous ones and I am referring to a different one than referenced in this video. Respect divided into two opposite meanings, ignorance, lack of care, abuse, hate and so many things which our government is permitting to happen and people are losing their physical lives and becoming physically and mentally ill and it is directly related to destroying Canadians living here, killing them to force a message of change of respects and persons need to die to force it.
Identity Attack0.07673789
Insult0.03599453
Profanity0.028230323
Threat0.045895394
Severe Toxicity0.00579834
Low Tox 0.115658075 Constructive 0.83
Aug 28, 2025 Why Canadians Are Turning Against …
They have whole continents and ethnic nations for themselves. Now, we have little, mere, scant slivers of erable land while the rest of the world's nations still have plenty of land, except for those whom …
They have whole continents and ethnic nations for themselves. Now, we have little, mere, scant slivers of erable land while the rest of the world's nations still have plenty of land, except for those whom have already overpopulated themselves. While actual canadians have no opportunities and means to make products and services and compete in the marketplace for our people. Nobody seems to give a care about french and british isles canadians who built this country. Most of everyone else just moved in and out of those many just came for the government benefits and perks, and also the fact they could move their whole family and acquaintances. Let's be honest. A lot of people born here are descendants of scammers and grifters of the canadian system in some way. At this point, I think we should criticize all the various groups that have come here en masse. Most of the MPs have no spine. You can still have a liberal policy and still end immigration. It's the elephant in the room. End immigration and subsequent benefits and family unification policies.
Identity Attack0.06385879
Insult0.05964688
Profanity0.021125201
Threat0.0069516995
Severe Toxicity0.0033950806
Low Tox 0.11429678 Constructive 0.624
Jan 27, 2026 Inside Canada's Indian Invasion...
Man should have interviewed me I lived in Brampton and moved out born and raised. I would have given you all the corruptions that’s happening
Man should have interviewed me I lived in Brampton and moved out born and raised. I would have given you all the corruptions that’s happening
Identity Attack0.009434453
Insult0.047935467
Profanity0.02249157
Threat0.007353018
Severe Toxicity0.0019836426
Low Tox 0.11357342 Constructive 0.538 Personal_Narrative
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
In New Brunswick, the fast foods runs on Indian labor. You will notice that they all speak English. As someone who experienced the Canadian immigration system, I can tell you that the way they are …
In New Brunswick, the fast foods runs on Indian labor. You will notice that they all speak English. As someone who experienced the Canadian immigration system, I can tell you that the way they are doing it is far superiors the way the US does it. They actually try to determine if you're going to be a detriment to the society you're moving into. For example, if you are unable to prove that you won't be financially reliant on the state, they won't let you in. There are probably exceptions for refugees.
Identity Attack0.08583717
Insult0.046178754
Profanity0.018529098
Threat0.0076637166
Severe Toxicity0.0032424927
Low Tox 0.11347008 Constructive 0.687
Jan 27, 2026 Inside Canada's Indian Invasion...
One comes with diploma and then they buy a house and ten people move in illegally. It makes for noise neighbors and wear and tear on the infrastructure of the country.
One comes with diploma and then they buy a house and ten people move in illegally. It makes for noise neighbors and wear and tear on the infrastructure of the country.
Identity Attack0.029144434
Insult0.035443626
Profanity0.014361672
Threat0.012647836
Severe Toxicity0.00333786
Low Tox 0.11347008 Moderate Con 0.441
Jun 18, 2025 22 likes How Canada broke its immigration …
Nah, man send them back. If you don't assimilate, you don't belong there. Simple. Applies to anyone moving anywhere.
Nah, man send them back.  If you don't assimilate, you don't belong there.  Simple. Applies to anyone moving anywhere.
Identity Attack0.031980325
Insult0.026444806
Profanity0.017436003
Threat0.012854968
Severe Toxicity0.0030326843
Low Tox 0.11347008 Moderate Con 0.312
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Im an immigrant from Colombia living in Canada. I moved here because I legit wanted to study this program I was interested in and improve my English. After finishing my studies a tech company hired …
Im an immigrant from Colombia living in Canada. I moved here because I legit wanted to study this program I was interested in and improve my English. After finishing my studies a tech company hired me and I've been working here for over 4 years. I am shocked at some of the things I've seen, the corruption, the lack of law enforcement, the scams, all the sketchy things that happen within certain immigrant demographics. No one's looking into it, journalists, the government, no one does anything about it. I'm not anti immigration because im one myself but I do think there needs to be more strict regulation and the government needs to look into the scams that are going on in this country.
Identity Attack0.06431354
Insult0.053791173
Profanity0.02433617
Threat0.0077154995
Severe Toxicity0.0030517578
Low Tox 0.113263406 Constructive 0.84 Personal_Narrative
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Most Indians get to Canada,but when well established move to the USA . Inidians move to Florida,Georgia and Texas .
Most Indians get to Canada,but when well established move to the USA . Inidians move to Florida,Georgia and Texas .
Identity Attack0.1444726
Insult0.025026767
Profanity0.017845914
Threat0.0070552654
Severe Toxicity0.0030899048
Low Tox 0.113263406 Moderate Con 0.38
Oct 10, 2025 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...
Hmmm I wonder how the folks who western countries colonized felt. They did NOT have a choice when their cultures where taken over and destroyed. I see this as the West gettng their Karma and …
Hmmm I wonder how the folks who western countries colonized felt. They did NOT have a choice when their cultures where taken over and destroyed. I see this as the West gettng their Karma and Trump is helping the process move along a lot faster.
Identity Attack0.03919895
Insult0.034562174
Profanity0.015932998
Threat0.010835429
Severe Toxicity0.002822876
Low Tox 0.112850055 Constructive 0.567 Moral_Argument
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Spent my first 21 years in Brampton and in that time it grew in population and decayed in culture. I will likely never move back. And if you are curious about why Btowns driving is …
Spent my first 21 years in Brampton and in that time it grew in population and decayed in culture. I will likely never move back. And if you are curious about why Btowns driving is so awful, go look at the local dmv... you might find something there.
Identity Attack0.0102854045
Insult0.06267534
Profanity0.016889455
Threat0.007197669
Severe Toxicity0.0018310547
Low Tox 0.112643376 Constructive 0.674 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Spot on One of the rare few BEST casts I have watched. Every word is correct said. I am Canadian, I've been to Jamaica and fell in love with the beautiful country and people. I …
Spot on One of the rare few BEST casts I have watched. Every word is correct said. I am Canadian, I've been to Jamaica and fell in love with the beautiful country and people. I was hoping to live out my final years in Jamaica, but Canada's Liberal government has drained and taken that dream from me and made that move unaffordable now because of their destructive policies. 😢
Identity Attack0.023595277
Insult0.0638991
Profanity0.012517073
Threat0.00636914
Severe Toxicity0.0016593933
Low Tox 0.112436704 Constructive 0.796
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
notice how no one is moving to INDIA
notice how no one is moving to INDIA
Identity Attack0.10221587
Insult0.023093075
Profanity0.022628209
Threat0.008453408
Severe Toxicity0.0039482117
Low Tox 0.112333365 Low Con 0.294 Comparative_Framing
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
You've got it wrong, super wealthy Western countries like Canada, the USA, UK, Scandinavian Nordic countries, Europe, and even Australia don't 'need' immigrants from 3rd/4th world countries. Super wealthy Western countries first priority is to …
You've got it wrong, super wealthy Western countries like Canada, the USA, UK, Scandinavian Nordic countries, Europe, and even Australia don't 'need' immigrants from 3rd/4th world countries. Super wealthy Western countries first priority is to its own native population and country first by investing in them. The new 180 stance on immigration is proof that these super wealthy Western countries are moving forward with stricter immigration policies, a push for increased mass deportation, eliminating Visa/Green Card Holders for certain groups, going after scam related to immigration, rescinding citizenship and deporting non-native populations a lot easier. It's not just Canadians who are sick and tired of all these new people(legal and illegal) but The West in general🇺🇸
Identity Attack0.06749674
Insult0.03665562
Profanity0.015967157
Threat0.008789998
Severe Toxicity0.0032806396
Low Tox 0.112333365 Constructive 0.515 Policy_Critique
Aug 25, 2025 24 likes 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.