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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

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Active: "Will there be a part …" 429 comments · Page 9 of 18
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Identity Attack0.21075934
Insult0.16124763
Profanity0.05268429
Threat0.009359611
Severe Toxicity0.0077819824
Low Tox 0.25462922 Constructive 0.677 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Any commenters actually been to India? They are completely self-interested people in India. Evidently part of their culture. No sense of empathy. No sense of real generosity. Comments about the driving in Ontario are consistent …
Any commenters actually been to India? They are completely self-interested people in India. Evidently part of their culture. No sense of empathy. No sense of real generosity. Comments about the driving in Ontario are consistent with this behavior. In India, on the roads and in social contact they are inclined to push, shove, cut in, avoid eye-contact unless they perceive insult or injury to themselves. This is perhaps a function of population density, wherein everyone has to claim space and resources. There is also an element of religion, the cultural lack of Christianity which claims eternal consequences for bad behavior.
Identity Attack0.27682206
Insult0.13969865
Profanity0.027410502
Threat0.029415153
Severe Toxicity0.009918213
Low Tox 0.25462922 Constructive 0.676 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
What they don't tell you, is that they're working for or part of, that Indian minority elite oppressing over 1 billion of their own people.....
What they don't tell you, is that they're working for or part of, that Indian minority elite oppressing over 1 billion of their own people.....
Identity Attack0.28034934
Insult0.0818789
Profanity0.021876704
Threat0.016638106
Severe Toxicity0.0064468384
Low Tox 0.25462922 Moderate Con 0.319 Unverified_Claim
Feb 26, 2026 Inside Canada's Indian Invasion...
Once Britisher colonised india and now they suffer from illegal immigration of isl@mist What they divided india in 3 part
Once Britisher colonised india and now they suffer from illegal immigration of isl@mist What they divided india in 3 part
Identity Attack0.3072352
Insult0.0838533
Profanity0.060951006
Threat0.017846745
Severe Toxicity0.013478675
Low Tox 0.25462922 Low Con 0.243 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Deport them all, I am deeply concerned about the impact of current immigration levels and the lack of oversight regarding work permits. In sectors like food service and retail, there is a growing concern that …
Deport them all, I am deeply concerned about the impact of current immigration levels and the lack of oversight regarding work permits. In sectors like food service and retail, there is a growing concern that positions are being filled through undocumented labor or cash-under-the-table arrangements. This bypasses our tax system and makes it incredibly difficult for Canadian students to find the part-time work they rely on for tuition. We need stricter enforcement of labor laws and a more controlled approach to immigration to protect the integrity of our economy.
Identity Attack0.18002926
Insult0.0811385
Profanity0.020442016
Threat0.114629425
Severe Toxicity0.011291504
Low Tox 0.25462922 Constructive 0.755
Dec 30, 2025 Deportations From Canada at Their …
He's forcing people to say something nasty about Indians but for most part the localities seemed fine
He's forcing people to say something nasty about Indians but for most part the localities seemed fine
Identity Attack0.24462871
Insult0.11978693
Profanity0.117874645
Threat0.013217449
Severe Toxicity0.008621216
Low Tox 0.25462922 Moderate Con 0.412 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Well if the indians really wanted to be a part of this country they should be inviting the homeless in that church into their temple's foodbank and really show their value to the people they're …
Well if the indians really wanted to be a part of this country they should be inviting the homeless in that church into their temple's foodbank and really show their value to the people they're gentrifying.
Identity Attack0.28034934
Insult0.08434689
Profanity0.04141149
Threat0.009230154
Severe Toxicity0.00869751
Low Tox 0.25462922 Moderate Con 0.407 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Showed the meeting spot, the car, the dude and the safe house 50m from pizza pizza. Must have done him dirty in part 2
Showed the meeting spot, the car, the dude and the safe house 50m from pizza pizza. Must have done him dirty in part 2
Identity Attack0.005364689
Insult0.1640896
Profanity0.05243378
Threat0.012233571
Severe Toxicity0.0049209595
Low Tox 0.25462922 Moderate Con 0.407
Jan 27, 2026 Inside Canada's Indian Invasion...
Taxes and Immigration are just two of the Weapons being used against every Canadian by the Government working in cahoots with greedy and lazy oligopolies in this Country, The Question is; Are we as Canadians …
Taxes and Immigration are just two of the Weapons being used against every Canadian by the Government working in cahoots with greedy and lazy oligopolies in this Country, The Question is; Are we as Canadians being replaced ? Absolutely, and it is best not to pretend that it is not happening. Why is the Government flooding the Country with so many Immigrants at such a rapid pace ? Answer: Immigrants from certain parts of the World on average tend to be superficially obedient and compliant as regards Authoritarian Mechanisms ( social face ) However, they are simply more " skillful " and crafty when it comes to getting things done. They share the same cultures, languages, tribal and other local networks and many times those connections extend internationally. As Canadians, we tend to be highly individualistic, often politically and socially apathetic - in short, we do not have what they have. We are being out-competed and exploited by the very Freedoms we've fought to uphold.
Identity Attack0.12440576
Insult0.19500497
Profanity0.022833163
Threat0.009307829
Severe Toxicity0.0059509277
Low Tox 0.25462922 Constructive 0.636
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Everyone like to blame the feds and yet their only part of the story. The rot is your provincial government and municipal… maybe it’s not working out for you.
Everyone like to blame the feds and yet their only part of the story. The rot is your provincial government and municipal… maybe it’s not working out for you.
Identity Attack0.009212466
Insult0.1935001
Profanity0.07449899
Threat0.008026198
Severe Toxicity0.004005432
Low Tox 0.2524482 Moderate Con 0.384 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Those responsible to safeguard it does not want illegals to be removed. They are part of the immigration racket.
Those responsible to safeguard it does not want illegals to be removed. They are part of the immigration racket.
Identity Attack0.26155844
Insult0.08459369
Profanity0.016821137
Threat0.013217449
Severe Toxicity0.0065612793
Low Tox 0.2524482 Low Con 0.182 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
Oliveira? Hmmm isn't that an immigrant name? Oh wait. It is. Portuguese. Sorry, my bad. When did your people come over? Strange that there's a Portuguese part of Toronto? Give me a break!
Oliveira? Hmmm isn't that an immigrant name? Oh wait. It is. Portuguese. Sorry, my bad. When did your people come over? Strange that there's a Portuguese part of Toronto? Give me a break!
Identity Attack0.27759558
Insult0.07365121
Profanity0.019075647
Threat0.007819066
Severe Toxicity0.0061798096
Low Tox 0.25084448 Moderate Con 0.405 Moral_Argument
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought …
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought for the "rebels" americans and was in jail for 5 years), the monarchy granted them 100 acres in the Niagara region which was farmed by a line of my family until the 1980s when the last of that direct line sold which is tragic. blah blah - Canadian. ANYWAY - I love other people, other cultures, every immigrant that spoke in this video I welcome with open arms, would befriend, share a meal with etc. I grew up working with many people from Pakistan and India who were escaping really scary situations, worked their butts off to be part of this country, learn the language, save for a home - live a safe and happy life. Whether you're a first or 50th generation Canadian - you come here and you adapt to our wonderful way - you're a freaking Canadian. That's not happening right now. Like the video said, it's a math problem. One of my largest concerns is that now all these wonderful Canadians who have been here for a long ass time, worked their butts off to be part of the family will now be subject to violence, harassment and racist comments because this population bomb has misrepresented their intentions entirely.
Identity Attack0.14233272
Insult0.16551061
Profanity0.05017922
Threat0.008401625
Severe Toxicity0.007896423
Low Tox 0.24924077 Constructive 0.806 Solidarity
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Bro I don't get the point. Doesn't Canada allow all religions. This is place is like a gold mine for Indians, but what's the problem with that. It's a free country where every religion is …
Bro I don't get the point. Doesn't Canada allow all religions. This is place is like a gold mine for Indians, but what's the problem with that. It's a free country where every religion is accepted, and Brampton became a hot-spots for Indians. And Brampton has a massive population, of course there are going to be some "bad actors". In places like Caledon and Montreal which have lower indian populations have the same issues. Just because one race has a few bad people doesn't mean all indians are terrible. If the race problem is that big of a issue, move to a different part of Brampton, it's not a small place.
Identity Attack0.28034934
Insult0.08434689
Profanity0.050930742
Threat0.009204263
Severe Toxicity0.007247925
Low Tox 0.24763705 Constructive 0.71 Moral_Argument
Feb 5, 2026 Inside Canada's Indian Invasion...
I believe that there needs to be less mass migration and it needs to be more controlled. Multicultural nations historically do not remain stable, think of Yugoslavia or Austria-Hungary, it’s already been shown by how …
I believe that there needs to be less mass migration and it needs to be more controlled. Multicultural nations historically do not remain stable, think of Yugoslavia or Austria-Hungary, it’s already been shown by how Quebec doesn’t really want to be a part of Canada. I am especially against foreign cultures consolidating into one area such as Brampton or Ontario as a whole, Canada is a white country and white people should remain at least 75% of the population or else things start going downhill.
Identity Attack0.2877625
Insult0.06529768
Profanity0.028093686
Threat0.011379151
Severe Toxicity0.007858276
Low Tox 0.24763705 Constructive 0.553 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I am not racist in any way shape or form- my grandfather was in Germany and he was on the Beach in Normandy. He saw his friend die in a foxhole beside him and my …
I am not racist in any way shape or form- my grandfather was in Germany and he was on the Beach in Normandy. He saw his friend die in a foxhole beside him and my grandfather came home with shrapnel in his leg. His suffered all of this to give us our freedoms and a safe place to live. One of my uncles would never speak his language - Italian in front of anyone that didn’t understand it. I asked him why not? His answer was simple “its’s a rude!” Such eloquence from broken English. I am sick of not being allowed to stand up for my way of life, my culture and belief system without being accused of stamping on somebody else’s! I am Catholic I pray at home or at church in my car out on a walk! Nobody is subjected to it or restricted by it religion is a deeply personal thing we have churches and religious places of gathering that are everywhere that have been permitted when other countries would absolutely not allow such freedoms but it still is not enough and we are wrong for being upset by their intolerance and rudeness. I am disabled - if I was not married I would be living on the street. Students immigrants are given better housing and more money to survive on than me - who was a part of this workforce and a taxpayer from the age of 12 I have had some sort of job until I was injured at work. We aren’t racist we are fed up, abandoned and disgusted with out social safety net being handed out to others who do nothing but complain that it’s not enough! I just want to be able to survive in my home country - the country I have paid taxes into all my life. Is there another country in the world that puts itself and its people last as Canada does??? I really want to know. Where could I move and be treated as a Canadian immigrant is treated here???
Identity Attack0.17847598
Insult0.14150882
Profanity0.11663672
Threat0.03718498
Severe Toxicity0.01302678
Low Tox 0.24603334 Constructive 0.81 Identity_Assertion
Aug 28, 2025 7 likes Why Canadians Are Turning Against …
A man of Portugese origin (who were not even considered as White as the WASPS and Northern-Central Europeans till 9.11) is calling white Canadians "native". He should ask his ancestors and the ancestors of his …
A man of Portugese origin (who were not even considered as White as the WASPS and Northern-Central Europeans till 9.11) is calling white Canadians "native". He should ask his ancestors and the ancestors of his fellow Southern European friends the kind of problems they felt and how difficult it was for them to assimilate in the society. Discrimination against Italians and the internal migration from NY to NJ is known to most people. Spanish were not even granted citizenship for the most part. I agree that immigrants should assimilate, not create a dirty atmosphere and be respectful but the xenophobia in this video is insane and so ironic, coming from a Portugese man.
Identity Attack0.28034934
Insult0.0810151
Profanity0.02119352
Threat0.008789998
Severe Toxicity0.006828308
Low Tox 0.2396185 Constructive 0.791 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
This cannot happen soon enough. Canadians are dieing in vast numbers on our highways from these folks unable to drive in our systems. Cars are stolen in large numbers, extortion is rampant, home invasion is …
This cannot happen soon enough. Canadians are dieing in vast numbers on our highways from these folks unable to drive in our systems. Cars are stolen in large numbers, extortion is rampant, home invasion is at an all time high. These folks obviously are not responsible for all of it but they play a big part in the problem. The obvious protesters that are interfering with everyday life and the obvious hatred towards certain groups needs to be dealt with. Send them home since they do not appreciate being canadian.
Identity Attack0.13591312
Insult0.14331897
Profanity0.01982715
Threat0.0347677
Severe Toxicity0.0077819824
Low Tox 0.2359567 Constructive 0.574 Fear_Threat
Feb 19, 2026 2.9 million Canadian temporary visas …
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)
Change is bound to happen. The indigenous people were happy and making life for themselves until you guys came. This is just part of the cycle with the East Indians coming in. The new world …
Change is bound to happen. The indigenous people were happy and making life for themselves until you guys came. This is just part of the cycle with the East Indians coming in. The new world was not originally white.
Identity Attack0.28034934
Insult0.061101943
Profanity0.043916557
Threat0.010058682
Severe Toxicity0.008087158
Low Tox 0.23523538 Moderate Con 0.485
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Refugees belong in another part of the big big country they come from, or neighbouring countries. Benefit-shopping to land --- by plane ! --- in countries where GDP is $50K+ per year is just bogus, …
Refugees belong in another part of the big big country they come from, or neighbouring countries. Benefit-shopping to land --- by plane ! --- in countries where GDP is $50K+ per year is just bogus, fraudulent, and opportunistic. Canada builds the world biggest amusement park and puts up signs for FREE ADMISSION, NOW AND FOREVER. So taken-advantage-of.
Identity Attack0.10221587
Insult0.16124763
Profanity0.016342908
Threat0.0067186756
Severe Toxicity0.0045776367
Low Tox 0.23523538 Low Con 0.234
Dec 26, 2025 1 likes Deportations From Canada at Their …
I think I'm the only person in the world who doesn't love Indian food. The smell of food plays a huge part in what I eat and it doesn't work that way with Indian food.
I think I'm the only person in the world who doesn't love Indian food. The smell of food plays a huge part in what I eat and it doesn't work that way with Indian food.
Identity Attack0.28034934
Insult0.043250903
Profanity0.04366605
Threat0.00756015
Severe Toxicity0.0065612793
Low Tox 0.23523538 Constructive 0.652 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
As First Nations is Indian they are claiming Canada 🇨🇦 is belong to them and they will take it back The terrible part is any business they run except their own kind they never hire …
As First Nations is Indian they are claiming Canada 🇨🇦 is belong to them and they will take it back The terrible part is any business they run except their own kind they never hire other Canadians
Identity Attack0.2463217
Insult0.07808672
Profanity0.015932998
Threat0.0070034824
Severe Toxicity0.0052261353
Low Tox 0.23198941 Moderate Con 0.368
Sep 20, 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.