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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: "This will be the whole …" 327 comments · Page 9 of 14
With our Indian's superpower in weapon of human mass production, India will conquer the whole world. Just wait for it. Jai Hind
With our Indian's superpower in weapon of human mass production, India will conquer the whole world. Just wait for it. Jai Hind
Identity Attack0.22707681
Insult0.070482984
Profanity0.057443913
Threat0.18281023
Severe Toxicity0.023076924
Low Tox 0.24763705 Low Con 0.196 Identity_Assertion
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
That number is not nearly enough! All immigration into this country should be put on hold. And all those who are hostile to the Canadian way of life must leave as well. They have no …
That number is not nearly enough! All immigration into this country should be put on hold. And all those who are hostile to the Canadian way of life must leave as well. They have no business fleecing the Canadian taxpayers. And let's not forget those who started this whole scam in the first place.....
Identity Attack0.14019285
Insult0.1505596
Profanity0.017572641
Threat0.012751401
Severe Toxicity0.005455017
Low Tox 0.24603334 Moderate Con 0.325
Dec 30, 2025 Deportations From Canada at Their …
Our local governments literally tell you to your face and they wanna replace you and I’m not even talking about just white people. I’m talking about native citizens of United States Canada, UK Germany, etc. …
Our local governments literally tell you to your face and they wanna replace you and I’m not even talking about just white people. I’m talking about native citizens of United States Canada, UK Germany, etc. etc. they wanna have this whole destabilization of the voting blocks so that the government can literally run wild do whatever they want. It’s funny how the “great replacement“ is said to be “deboned“ online yeah it’s literally happening right in front of our faces and our government leaders across the world are just openly saying it even in America. It’s either massive legal immigration from the left or massive H1B visa immigration from the right they literally tell you right to your face that you are either “too lazy“ or “too stupid“ to do some of these jobs meanwhile, there are millions of smart citizens who are not only ready to work, but can do the jobs that the H1B visa people and the illegal immigrants do way better especially because most of the H1B jobs are literally working at a fucking gas station and anything the illegal immigrants are doing especially jobs in construction and labor. American citizens and Canadian citizens do a way better quality job. Never believe the PSYOP of immigrants being “way better workers“ that’s literally just just a flyable objectively untrue. A wise man once said if someone is willing to cheap out on labor, then they are willing to cheap out on the job.
Identity Attack0.21075934
Insult0.08484049
Profanity0.07611542
Threat0.012492486
Severe Toxicity0.008735657
Low Tox 0.24282593 Constructive 0.644 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
What a joke! They are dropping it a whole 15000, whoopi f'n do, it should be stopped!
What a joke! They are dropping it a whole 15000, whoopi f'n do, it should be stopped!
Identity Attack0.009027477
Insult0.08582769
Profanity0.22105443
Threat0.011146127
Severe Toxicity0.007858276
Low Tox 0.2412222 Low Con 0.186 Policy_Critique
Jan 4, 2026 New rules, regulations take effect …
The whole immigration run by Indian, IRCC, LMIA allow International students of Indian origin only. Why? Does Canada land sold to India? We need Trump in Canada.
The whole immigration run by Indian, IRCC, LMIA allow International students of Indian origin only. Why? Does Canada land sold to India? We need Trump in Canada.
Identity Attack0.28034934
Insult0.06337463
Profanity0.013951761
Threat0.007197669
Severe Toxicity0.005760193
Low Tox 0.23739935 Low Con 0.3 Unverified_Claim
Nov 3, 2025 IRCC Names India in Study …
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)
Is it Punjab invasion 😂 rather than, india as a whole 😂
Is it Punjab invasion 😂 rather than, india as a whole 😂
Identity Attack0.24150419
Insult0.06889887
Profanity0.087430455
Threat0.014393489
Severe Toxicity0.016319158
Low Tox 0.23451406 Low Con 0.195 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
As an American speaking, it's crazy that if you were to go to their country, you are permitted to adjust and assimilate the culture, but they come to other countries and turn a whole town …
As an American speaking, it's crazy that if you were to go to their country, you are permitted to adjust and assimilate the culture, but they come to other countries and turn a whole town into an assimilation of their country make it make sense. Loved how the Indian lady summed it up because immigrants are different
Identity Attack0.27682206
Insult0.07840354
Profanity0.073529124
Threat0.006861079
Severe Toxicity0.0061416626
Low Tox 0.23415339 Constructive 0.75 Comparative_Framing
Feb 7, 2026 Inside Canada's Indian Metropolis (Brampton)
You guys do not know what’s to come in 20 years in Canada. The whole Canada will be majority of East Indians. Everyone else will be minorities. It’s too late to reverse this. Canada has …
You guys do not know what’s to come in 20 years in Canada. The whole Canada will be majority of East Indians. Everyone else will be minorities. It’s too late to reverse this. Canada has been invaded!
Identity Attack0.22859548
Insult0.07872037
Profanity0.01846078
Threat0.008686432
Severe Toxicity0.0061416626
Low Tox 0.23271075 Low Con 0.245 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Trudeau only cares for immigrants and refugeed because he wants their votes. These, immigrants come to Canada, have at least 4 kids and counting. Get free welfare, free, housing before our own(which is proven as …
Trudeau only cares for immigrants and refugeed because he wants their votes. These, immigrants come to Canada, have at least 4 kids and counting. Get free welfare, free, housing before our own(which is proven as they get 1st choice before our own)..😡and, child support.My parents worked hard their whole lives and are now on pension...WORKED FOR IT...and their income is way less than what these immigrants will get having all these kids.Its very upsetting that all these refugees and immigrants are coming in and getting more assistance than our own hard working their whole lives, people!!!!!!😡 they screw up their own countries, with wars, violence etc... want to come here and slowly start to screw up ours with their beliefs and laws and demands.Not having it..FIX YOUR OWN COUNTRIES PROBLEMS, THE WAY THIS IS GOING IN THE NEXT 50 YRS YOU WONT SEE ANY THING BUT BROWN AND BLACKS FROM AFRICA, SYRIA ETC..THEY HAVE 10 KIDS TO OUR 1-2 RATIO..🙄
Identity Attack0.17226285
Insult0.12883772
Profanity0.025087673
Threat0.007301235
Severe Toxicity0.006942749
Low Tox 0.23198941 Constructive 0.522
May 28, 2019 1 likes How much do refugees and …
I’m a recent Indian immigrant and I’ve lived in Singapore, Malaysia, the USA, and now Canada. I’ll admit that a lot of what’s said here is true: there are far too many cases where Indians …
I’m a recent Indian immigrant and I’ve lived in Singapore, Malaysia, the USA, and now Canada. I’ll admit that a lot of what’s said here is true: there are far too many cases where Indians abroad show a lack of civic sense, break rules, or behave in ways that don’t respect the host country.  Personally, my family and I have always assimilated wherever we’ve lived, respecting local customs, following rules, and contributing positively to the community and I hate it when immigrants don't assimilate into the local culture and reside in their own enclaves, I mean what was the point of emigrating then?? I truly value the peace and order these countries offer, and I want to give that back. Every community has good and bad examples. The responsibility is on us as immigrants to lead by example, integrate genuinely, and show that we can be respectful, responsible citizens. That’s how perceptions change for the better. It sucks that a whole racial group can be disliked because of some bad apples — and in our case, unfortunately, there are quite a few.
Identity Attack0.26833034
Insult0.0817555
Profanity0.08064143
Threat0.0100069
Severe Toxicity0.0075912476
Low Tox 0.22980402 Constructive 0.876
Sep 19, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
The whole immigration scam relies on no one tracking and enforcing the laws
The whole immigration scam relies on no one tracking and enforcing the laws
Identity Attack0.1444726
Insult0.071116626
Profanity0.029888187
Threat0.0072365063
Severe Toxicity0.0051879883
Low Tox 0.22445217 Low Con 0.151 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
You guys are so missing the whole point, and it is perfect like rhat. One migrant equals one public job, Don t you understand that your public workers, the government workers sold your country to …
You guys are so missing the whole point, and it is perfect like rhat. One migrant equals one public job, Don t you understand that your public workers, the government workers sold your country to strangers. Everything our fathers worked for, they gave it away in exchange for a 23$ per hour job. They kept unworking, seeling your futur.......THIS is the core of the problem. Do you know a single public worker in the last 10 years who lost his job ?, lost wages ? Lost any life quality ? But every single private worker did........
Identity Attack0.10221587
Insult0.12883772
Profanity0.027137227
Threat0.0076507707
Severe Toxicity0.0051116943
Low Tox 0.22445217 Constructive 0.519 Economic_Argument
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where I'm coming from when I say this. I wasn't influenced by him finding these fraudulent daycares because this was prior to that. When I went to her house I had to Google maps it. Everybody in Calgary knows the Northeast is all Indian. As a matter of fact I counted how many people I saw that weren't Indian when I was there cuz I thought it was funny. I saw two white people and one Asian in the whole quarter of the city. When I got to her house I said to her why do you have so many businesses around your house it doesn't even make sense and then I showed her the Google maps and there had to be seven or eight daycares a trucking company and a bricklaying company and a drywall company. All of these businesses that don't have signs because I went and looked. These people are doing the same fraud here. This is what's killing our country. Our money is worthless because of them and they are taking all of the homes so homes are unaffordable for Canadians. On top of that they get into management and jobs and only hire their people and don't hire Canadians. We are under attack. It doesn't have to be somebody storming our beaches to attack us. Our country is under attack and we're in denial.
Identity Attack0.17381613
Insult0.100019015
Profanity0.05017922
Threat0.008841781
Severe Toxicity0.0063323975
Low Tox 0.20839658 Constructive 0.826 Fear_Threat
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
The issue with Canada is that, when Europeans came here, they didn't integrate with native Indians, didn't accept their traditions/lanuages but brought their own European culture/traditions and languages and named it as a Canadian Culture. …
The issue with Canada is that, when Europeans came here, they didn't integrate with native Indians, didn't accept their traditions/lanuages but brought their own European culture/traditions and languages and named it as a Canadian Culture. The reason why Europenas were able to take over the whole Canada and impose English and French language is that European culture was strong, then brown/black/asian people are moved to Canada and they are brought their own culture/languages, but the brown culture really stood up and sustained because their culture was strong like europeans and more of them are still coming. the history is repeating itself because of politicians in power. People on the both sides are not willing to listen the other side, for example, citizens think that international students are creating the a here, doing cash jobs but they don't see that this coutntry that charged them $9k/term tution fees can't even provide them a job forcing them to work illigally and commit crimes, and on the other side Internation students think that citizens hate us because they are brown but big NO citizens are frustrated because they have no jobs and immigrants are not integrating themselves among other communities. Higher unemployment = higher crime = more = higher division among people, ALL THIS IS HAPPENING BECAUSE THE GOVERNMENT IS ALLOWING.
Identity Attack0.2783691
Insult0.0670459
Profanity0.027683776
Threat0.007819066
Severe Toxicity0.0063705444
Low Tox 0.20572066 Constructive 0.74
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
u import india u become india. a country is still struggling on poverty line after 79 years independence. by the way the replacement is not only happening in Brampton but the whole Canada, like surrey …
u import india u become india. a country is still struggling on poverty line after 79 years independence. by the way the replacement is not only happening in Brampton but the whole Canada, like surrey abbortsford, nanaimo....
Identity Attack0.21470967
Insult0.06652143
Profanity0.015932998
Threat0.008181547
Severe Toxicity0.005874634
Low Tox 0.20219094 Moderate Con 0.478 Fear_Threat
Feb 13, 2026 4 likes Inside Canada's Indian Invasion...
I’m from Canada originally, a big city on the west side, and growing up the mass migration became a huge issue. There were immigrants from Middle East establishing and taking over whole sections of the …
I’m from Canada originally, a big city on the west side, and growing up the mass migration became a huge issue. There were immigrants from Middle East establishing and taking over whole sections of the city with mosques, their food, shops. That would all be fine but the issue is the cultural mentality that was being imported. My high school was filled with young men. Some of them over 20 but attending my high school and hanging out with young girls. They would establish gangs and get into fights. There was multiple stabbings at that school. At the time I dated men from Pakistan for a while and they would throw trash on the ground out the window, have parties with young girls constantly, get into fights, street race, and just generally be belligerent.
Identity Attack0.23998553
Insult0.07967083
Profanity0.032894265
Threat0.02440793
Severe Toxicity0.008430481
Low Tox 0.20126031 Constructive 0.7 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
Canada has become a haven for money laundering through shell companies and real estate. The whole economy is fundamentally proped up on crime.
Canada has become a haven for money laundering through shell companies and real estate. The whole economy is fundamentally proped up on crime.
Identity Attack0.10221587
Insult0.097093195
Profanity0.014600786
Threat0.0071070488
Severe Toxicity0.0036811829
Low Tox 0.20102765 Low Con 0.199 Unverified_Claim
Feb 18, 2026 Canadian immigration officers investigating hundreds …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
Give them enough time, they will populate the whole of Canada and rename it into india
Give them enough time, they will populate the whole of Canada and rename it into india
Identity Attack0.20680901
Insult0.045007613
Profanity0.022354934
Threat0.027515862
Severe Toxicity0.0075149536
Low Tox 0.19986437 Low Con 0.105 Fear_Threat
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
You have whole countries fleeing their country. Only to come to America or Canada to change to their culture. Fix your countries and keep your tails their
You have whole countries fleeing their country. Only to come to America or Canada to change to their culture. Fix your countries and keep your tails their
Identity Attack0.12556632
Insult0.06337463
Profanity0.020510335
Threat0.010032792
Severe Toxicity0.00541687
Low Tox 0.19789438 Low Con 0.137
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Trudeau needed Jagmeets whole village to get NDP support. Trudeau was the problem.
Trudeau needed Jagmeets whole village to get NDP support. Trudeau was the problem.
Identity Attack0.0059936526
Insult0.16883044
Profanity0.012995303
Threat0.0065697995
Severe Toxicity0.0018119812
Low Tox 0.19789438 Low Con 0.248 Policy_Critique
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
I don't even recognize Brampton anymore, used to be more multiculture now it's just dominated by one type of culture. Honestly, not just Brampton, if you go to Markham, you will find that more asian …
I don't even recognize Brampton anymore, used to be more multiculture now it's just dominated by one type of culture. Honestly, not just Brampton, if you go to Markham, you will find that more asian culture is dominating, if you go to North York, you will find more Jewish culture dominating. So there are plus and minus to this. but sad part is people are forgetting Canadian culture in this whole mess. As a immigrat who came to Canada many years ago, i find the last few rounds (2021 - 2025) that came from India are just wild people, no manners, only speak in their own language, and act superior. Sadly not everyone is like that but there are many.
Identity Attack0.20878418
Insult0.06599696
Profanity0.029050145
Threat0.007935578
Severe Toxicity0.0049972534
Low Tox 0.19314334 Constructive 0.72 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I am indian but why are people allowed to work on study visa. India does not allow that. You are here to study so do that. Moreover which study gives you time to work. They …
I am indian but why are people allowed to work on study visa. India does not allow that. You are here to study so do that. Moreover which study gives you time to work. They made the whole system look like circus.
Identity Attack0.14233272
Insult0.06858205
Profanity0.04667213
Threat0.0077284453
Severe Toxicity0.003967285
Low Tox 0.19219314 Constructive 0.552 Policy_Critique
Oct 1, 2025 1 likes IRCC Names India in Study …
What’s up with Canadian immigrants and knowing they need to assimilate to the culture they joined but American immigrants take their whole country with them and refuse to adapt when they come
What’s up with Canadian immigrants and knowing they need to assimilate to the culture they joined but American immigrants take their whole country with them and refuse to adapt when they come
Identity Attack0.2308735
Insult0.05086332
Profanity0.016342908
Threat0.00675104
Severe Toxicity0.0039482117
Low Tox 0.19219314 Low Con 0.273 Comparative_Framing
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.