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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: "The Indian population is so …" 209 comments · Page 3 of 9
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free apartments look the Canadian total debt increased by like $300 billion in a couple years because of those people I’m not against Indian. I have Indian friends but this kind of Indian people like you go there like you’re built like 50 call what the hell is wrong with you like you have to understand that’s a Christian country or they believe in God in one car they don’t believe in paganism and 20k kids. Still 4 million people is not normal to move in 4 years Is not fair Even im albanian u bring 4 million albanian in cannada i dont agree with it Is like increasing popullation 15 percent in 3-5 years Indian people drive bad than the cannadian people pay high insurance rates So you called me in Canada and you use free houses free renting free stuff and taking the other people money it’s not good that’s why you need to make your government India to develop your country better and not to attack the Muslim and be racist against the Muslims and the Indian Muslims Here we go with pagan gods looks ugly statue, bro the God is the creator of everything there’s no human gods stop leaving in fairytale paganism
Identity Attack0.36273825
Insult0.30797598
Profanity0.3320008
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.521 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Lmao even indians acknowledge the uncontrolled indian population in canada
Lmao even indians acknowledge the uncontrolled indian population in canada
Identity Attack0.44690517
Insult0.24171697
Profanity0.13608865
Threat0.009747985
Severe Toxicity0.022322904
Moderate 0.37751234 Low Con 0.181 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India …
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India has its problems, but Indians legally migrating to Canada should not be seen as criminals. The visuals used were also very offsetting - when a woman said India is a beautiful country, you showed us dirty Indian roads. We can do that too: show people of Fentanyl and drug overdoses whenever you say "greatest country on earth." Over 40% of Canadian immigrants are economic class immigrants who go through rigorous points-based selection (IRCC, 2023) Indian immigrants to Canada have higher educational attainment than the Canadian average - 52% hold bachelor's degrees or higher compared to 34% of the general population The US has approximately 107,000 drug overdose deaths annually (CDC, 2023), with fentanyl involved in over 70% of cases India-Canada remittances totaled $5.7 billion in 2022, contributing significantly to both economies Indian-Canadians have lower unemployment rates (5.8%) than the national average (5.9%)
Identity Attack0.38318536
Insult0.336253
Profanity0.07967158
Threat0.012647836
Severe Toxicity0.016383713
Moderate 0.36867723 Constructive 0.75 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I am Indian (only ethnical not national) who got a job in Canada after doing my engineering degree from Singapore (my country). I chose Canada because it is cold, big and very unpopulated. But now …
I am Indian (only ethnical not national) who got a job in Canada after doing my engineering degree from Singapore (my country). I chose Canada because it is cold, big and very unpopulated. But now i left because too many competition and no more the peace. I hated populations.
Identity Attack0.39677486
Insult0.21836096
Profanity0.082581155
Threat0.011974656
Severe Toxicity0.014253352
Moderate 0.3666224 Constructive 0.657 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
Immigration dividing Canada? Yeah, too many immigrants and refugees results in absolute frustration! Everywhere you look, there's a new arrival. Majority of them are Indians. Predominantly from Punjab... The entire country of Canada smells like …
Immigration dividing Canada? Yeah, too many immigrants and refugees results in absolute frustration! Everywhere you look, there's a new arrival. Majority of them are Indians. Predominantly from Punjab... The entire country of Canada smells like curry. Nothing resembles like old Canada. Turbans and beards in every corner. Hijab is the new fashion. English is a thing of the past. This is done because liberal party of Canada needed voters and they opened the flood gates. Here's an example of how bad things are in Canada. Google town of "WAWA" in Ontario Canada. This is an old mining town and it is pretty much dead. Now, look up the Indian population in this one horse town. Now, see what kind of invasion has happened and imagine that situation in a major city. Canada is ruined and funeral services will follow.
Identity Attack0.4006267
Insult0.26957804
Profanity0.049427703
Threat0.009204263
Severe Toxicity0.017416617
Moderate 0.3625127 Constructive 0.562 Identity_Assertion
Feb 13, 2026 Canada's tighter immigration policy divides …
Karma is a beetch. Western Canadians did the same to the native Indian population (just like the US), and now this is your karma. Ha ha ha!
Karma is a beetch. Western Canadians did the same to the native Indian population (just like the US), and now this is your karma. Ha ha ha!
Identity Attack0.28034934
Insult0.27763805
Profanity0.20483992
Threat0.008738215
Severe Toxicity0.017093835
Moderate 0.36095104 Low Con 0.292 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
temple Indian is very naive. very easy to have that position when your demographic makes up at least 15% of the global population. its not the same type of population, it wouldn't be okay in …
temple Indian is very naive. very easy to have that position when your demographic makes up at least 15% of the global population. its not the same type of population, it wouldn't be okay in our modern age anywhere else but to "white" people.
Identity Attack0.41222036
Insult0.22303216
Profanity0.08355101
Threat0.010291707
Severe Toxicity0.013543231
Moderate 0.36095104 Moderate Con 0.458 Identity_Assertion
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
No on likes illegal immigrants. No on likes freeloaders. No one likes when what used to be majority population, their identity, their culture, their heritage is overtaken (or overshadowed) by immigrants. We see the same …
No on likes illegal immigrants. No on likes freeloaders. No one likes when what used to be majority population, their identity, their culture, their heritage is overtaken (or overshadowed) by immigrants. We see the same pattern repeating everywhere, which has something "better" to offer people compared to where they came from. OTOH, replace the Indians with white caucasians, and white caucasians with Inuits, isn't it just history repeating itself ?
Identity Attack0.44690517
Insult0.15627414
Profanity0.035148825
Threat0.0100069
Severe Toxicity0.016577384
Moderate 0.36095104 Constructive 0.608
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
Why are politicians so obsessed with replacing their own population? Every European country has this problem with Muslims, Australia and Canada with Indians. They are literally wiping us out.
Why are politicians so obsessed with replacing their own population? Every European country has this problem with Muslims, Australia and Canada with Indians. They are literally wiping us out.
Identity Attack0.44690517
Insult0.1662211
Profanity0.04592061
Threat0.014738814
Severe Toxicity0.012833111
Moderate 0.36043653 Moderate Con 0.382 Fear_Threat
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
Every Indian is a zip packet. When they arrive Canada, they unzip immediately to become many Indians. India's current national strategy is to use all legal and illegal means to help Indians enter and occupy …
Every Indian is a zip packet. When they arrive Canada, they unzip immediately to become many Indians. India's current national strategy is to use all legal and illegal means to help Indians enter and occupy other countries, and turn other countries into India. When India's population reaches a certain size, this trend will become completely irreversible.
Identity Attack0.4453683
Insult0.24493282
Profanity0.035148825
Threat0.015429466
Severe Toxicity0.019482423
Moderate 0.3561489 Moderate Con 0.374
Sep 29, 2025 IRCC Names India in Study …
Secondly 😂 just as the Indian population are foreigners to the land so are you white Europeans 🤷‍♂️
Secondly 😂 just as the Indian population are foreigners to the land so are you white Europeans 🤷‍♂️
Identity Attack0.39207554
Insult0.15698463
Profanity0.10054382
Threat0.009411395
Severe Toxicity0.017674843
Moderate 0.34328604 Low Con 0.184 Humor_Satire
Feb 27, 2026 Inside Canada's Indian Invasion...
In 100 years the population of every country will be replaced by Indians because that’s what people like Elon musk want
In 100 years the population of every country will be replaced by Indians because that’s what people like Elon musk want
Identity Attack0.38246045
Insult0.113185234
Profanity0.07191269
Threat0.06820184
Severe Toxicity0.023076924
Moderate 0.3389984 Low Con 0.109 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Why the Canadian government allow the indian people to enter Canada, look at their population in India 🇮🇳 over Billion of them Canadian government should do something right now before is too late to start …
Why the Canadian government allow the indian people to enter Canada, look at their population in India 🇮🇳 over Billion of them Canadian government should do something right now before is too late to start deport them
Identity Attack0.43256098
Insult0.14874944
Profanity0.02119352
Threat0.030278467
Severe Toxicity0.015544481
Moderate 0.3389984 Low Con 0.261
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada, etc. is being Assam-ed. No one believed us and our ancestors when we stood up against the illegal Indians immigrants/migrants. They refused to assimilate with the native Asian matriarchal, matrilineal societies. Instead, they have …
Canada, etc. is being Assam-ed. No one believed us and our ancestors when we stood up against the illegal Indians immigrants/migrants. They refused to assimilate with the native Asian matriarchal, matrilineal societies. Instead, they have been killing the native Asian matriarchal societies and forcing them into patriarchal societies. Only one left to be forcibly converted to patriarchal society. On the other hand, India has been committing the genocide and ethnic cleansing of the native Asian population, with the West supporting it.
Identity Attack0.40351558
Insult0.22770336
Profanity0.041912504
Threat0.1319513
Severe Toxicity0.02116089
Moderate 0.3389984 Constructive 0.519 Unverified_Claim
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s really surprising that the Indians were talking about how everyone is allowed in temples or we help everyone no matter the skin colour, while the white people complained about how all Indians are bad. …
It’s really surprising that the Indians were talking about how everyone is allowed in temples or we help everyone no matter the skin colour, while the white people complained about how all Indians are bad. Really goes to show that they have generalised the whole population and don’t want to assimilate themselves.
Identity Attack0.40447855
Insult0.16897665
Profanity0.09583591
Threat0.0101363575
Severe Toxicity0.013349563
Moderate 0.3389984 Constructive 0.528 Identity_Assertion
Dec 7, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very …
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very hard when every single store; walmart; Fast food is all India. Other races will not be hired, so all we see are India taking over every taxi and every single job. They can tolerate having all their family live in one house, as they buy multiple homes. These homes are left empty, until enough house are bought to take over a lane or an entire neighbourhood. They are not hostile; extremely friendly, yet not as concerned about wearing hair net or beard net or gloves when preparing food. (We are told most are friendly but to be mindful of those that wear their head wrap. (Timmins Ontario has been taken over) ... According to 2021 Census data from Statistics Canada, there were approximately 765 people of South Asian descent living in the Timmins census agglomeration. Recent estimates and community reports suggest this number has continued to grow through 2026, primarily driven by international students and economic immigration. Population Estimates and Demographics Indian Immigrants: As of the 2021 Census, 115 residents in Timmins were specifically listed as having India as their place of birth, a significant increase from 55 in 2016. South Asian Population: The broader "South Asian" visible minority group—which predominantly includes people of Indian heritage—numbered 765 in 2021, representing 1.9% of the total population. This was a sharp rise from only 165 people in 2016. International Students: A significant portion of the Indian community consists of students at Northern College. Reports indicate that since 2017, the college has enrolled nearly 2,000 international students, with approximately 96% originating from India. Recent Growth Trends (2022–2026) While the official 2026 Census data is not yet available, current local indicators point to a sustained increase in the Indian community: Rebounding Population: Mayor Michelle Boileau noted in 2024 that Timmins' population has reached its highest levels in over a decade due to immigration and industry opportunities. Newcomers: Since 2021, over 700 newcomers have arrived in Timmins through programs like the Rural and Northern Immigration Pilot (RNIP). Cultural Infrastructure: The growth of the community led to the establishment of the city's first Sikh temple to serve the expanding Sikh and Indian resident base. Note that "North American Indian" refers specifically to Indigenous First Nations people, of which there were approximately 2,640 in Timmins as of 2021. This is distinct from the population of people with origins in the country of India.
Identity Attack0.3817989
Insult0.19967617
Profanity0.048425674
Threat0.013321015
Severe Toxicity0.014705247
Moderate 0.3389984 Constructive 0.844
Jan 27, 2026 Inside Canada's Indian Invasion...
As a canadian. And as somebody who has a mother who is living currently in Brampton. It's definitely packed and swarmed with indians. I believe 53% of the population of Brampton is Indian. Let that …
As a canadian. And as somebody who has a mother who is living currently in Brampton. It's definitely packed and swarmed with indians. I believe 53% of the population of Brampton is Indian. Let that sink in.
Identity Attack0.39334553
Insult0.16266862
Profanity0.044417568
Threat0.05753354
Severe Toxicity0.015286255
Moderate 0.33836752 Constructive 0.639 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Who does the background checks on people immigrating to Canada. Some of the seem like insurrectionists . Almost like India gathered a lot of their criminal population and sent them here. We had an incident …
Who does the background checks on people immigrating to Canada. Some of the seem like insurrectionists . Almost like India gathered a lot of their criminal population and sent them here. We had an incident recently filmed a group of 5 or 6 Indian immigrate men shooting up one of our brand trail bridge and shooting shot guns and other long barreled rifes into the air.. then left their garbage and spent shells behind. I'd like to know how non Canadian Citizens get their hands on weapons? Isn't it against the law?
Identity Attack0.30256465
Insult0.26957804
Profanity0.045419596
Threat0.13464862
Severe Toxicity0.014253352
Moderate 0.33338684 Constructive 0.533
Aug 27, 2025 Why Canadians Are Turning Against …
I saw Attenborough do a program about indian nature , he showed the population explosion over 40 years . 400 m to 1.2 billion . They've literally outgrown the country like a disease
I saw Attenborough do a program about indian nature , he showed the population explosion over 40 years . 400 m to 1.2 billion . They've literally outgrown the country like a disease
Identity Attack0.27991617
Insult0.26957804
Profanity0.096805766
Threat0.012337137
Severe Toxicity0.013478675
Moderate 0.33255672 Constructive 0.593 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
tbh, i think Canada shows how bad policy and immigrants would ruin a developed country. Canada doesnt have too much population and that makes it more vulnerable. soon one day if i want to experience …
tbh, i think Canada shows how bad policy and immigrants would ruin a developed country. Canada doesnt have too much population and that makes it more vulnerable. soon one day if i want to experience Indian culture, i could just visit Canada😂😂😂
Identity Attack0.38223284
Insult0.16053712
Profanity0.03339528
Threat0.0097738765
Severe Toxicity0.011749268
Moderate 0.3302291 Moderate Con 0.397
Jun 19, 2025 How Canada broke its immigration …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny is real but i wouldn't dare leave my country. there are ways to live happily here i am sure for some it might not be as such and they chose to live abroad that's their decision i have nothing to say there. but you have to also understand India houses 1.47 billion population. 1 out of 300 people are able to get in canada but since the size pool is bigger that tries for it the number sky rocket as well. i have no remarks against india not against the canadian who have lived there for generations. in my eyes they both are right and it's government that should do something about it. i can totally understand the perspective of white canadians if all they see is a chruch that was turned into a hindu temple.
Identity Attack0.15303208
Insult0.23237456
Profanity0.2453505
Threat0.02181799
Severe Toxicity0.017416617
Moderate 0.3302291 Constructive 0.82
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian population is about 1/3 in the UAE, but why you don't see these problems there? I would like to see what the UAE government do if these Indian try to push their Indian culture …
Indian population is about 1/3 in the UAE, but why you don't see these problems there? I would like to see what the UAE government do if these Indian try to push their Indian culture there. Lol... jail or sent home. We need real laws.
Identity Attack0.3817989
Insult0.15769513
Profanity0.06395709
Threat0.04686524
Severe Toxicity0.015867263
Moderate 0.32971194 Constructive 0.546
Sep 6, 2025 2 likes Why Canadians Are Turning Against …
The whites people of Canada have decided; 1. Not to bear enough children to expand whites population 2. Embrace LGBTQ ideas which among others things results to depopulation. 3. Due to above two reasons, Canada …
The whites people of Canada have decided; 1. Not to bear enough children to expand whites population 2. Embrace LGBTQ ideas which among others things results to depopulation. 3. Due to above two reasons, Canada has to promote immigration in order to avoid depopulation which may harm the economy. 4. Since immigration is promoted, it has opened door for Indians, arabs, chinese. 5. Canada is changing because whites did forgot that they are required to bear enough children to preserve their identify and race. 6. Whites can change this trend if they decide. How? Every whiteman should mary and have enough kids (two kids and above).
Identity Attack0.40351558
Insult0.15698463
Profanity0.041912504
Threat0.011042561
Severe Toxicity0.012574885
Moderate 0.3286776 Moderate Con 0.304 Identity_Assertion
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million …
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million people (Canada) looks at white collar work as the only respectable work, sometimes because of their caste system. That's why a lot of poor Indians bathe in contaminated waste water and you see garbage all over the streets. Yet India has some remarkable engineers and mathematicians out of the human species and their billionaires living ~100 meters from the poorest. Second, Indians worship bartering or negotiating for everything even with a set price. saw a group of Indians upset with the price of entry in apple orchard and start arguing with the cashier trying to negotiate the price (my most recent experience). It's just a very different culture that only wants their own from education to even marriage. It's not gonna work with Western values
Identity Attack0.36733335
Insult0.25602314
Profanity0.0741757
Threat0.007832011
Severe Toxicity0.012574885
Moderate 0.3286776 Constructive 0.741
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
World population is 8.2 BILLION. indian subcontinent is 2 BILLION (india, Pakistan, Bangladesh - all are the same nation, just divided by artificiai borders ). Plus Indian disapora around the world over 50 million. Fertility …
World population is 8.2 BILLION. indian subcontinent is 2 BILLION (india, Pakistan, Bangladesh - all are the same nation, just divided by artificiai borders ). Plus Indian disapora around the world over 50 million. Fertility rate is 1.95 (in 2025), one of the highest in the world. Every fourth person in the world is Indian. They cannot assimilate anywhere because they stubbornly stick to their traditions, religions and gods (in that they are fanatics) and style of clothing to deliberately underscore theit difference.
Identity Attack0.3817989
Insult0.24561718
Profanity0.12220735
Threat0.020091362
Severe Toxicity0.023076924
Moderate 0.32764325 Moderate Con 0.357
Nov 21, 2025 Why Canadians Are Turning Against …

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

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

Prosocial (7)

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