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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: "As an Indian, that's really …" 160 comments · Page 4 of 7
Let's cut the BS and say what's really happening. A massive amount of scammers from India were making bogus refugee claims, and they're getting rejected. Mark Carney should be sending a massive bill to the …
Let's cut the BS and say what's really happening. A massive amount of scammers from India were making bogus refugee claims, and they're getting rejected. Mark Carney should be sending a massive bill to the Indian government for being forced to deal with all these fraudulent claims.
Identity Attack0.2854555
Insult0.26957804
Profanity0.14930901
Threat0.013476364
Severe Toxicity0.012207031
Moderate 0.32712606 Moderate Con 0.455
Dec 24, 2025 Deportations From Canada at Their …
People can say what they want.. but 99% canadians that aren’t activist.. know this is becoming a problem.. and its most unfair to indian canadians and indians that want to make canada their home and …
People can say what they want.. but 99% canadians that aren’t activist.. know this is becoming a problem.. and its most unfair to indian canadians and indians that want to make canada their home and become canadian.. It’s why there is 1000% a massive divide in the mentality.. you can tell indian canadians from those using canada .. and tis really fustrating and its becoming a problem because they are making life for those Canadians to separate themeslves from the leeches and those messing up the area.. You could say the same issues are in the asian diaspora.. but not as much.. so you have to really ask.. why is this being allowed..
Identity Attack0.31307843
Insult0.2817503
Profanity0.072882555
Threat0.008466354
Severe Toxicity0.01159668
Moderate 0.3260917 Constructive 0.616 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
im an indian residing in canada and the problem at hand by immigrants from my country is they push their culture into a country thats not home like its so annoying that people cant respect …
im an indian residing in canada and the problem at hand by immigrants from my country is they push their culture into a country thats not home like its so annoying that people cant respect places and customs and the other part of the group who dont contribute to that tomfoolery also get blamed for the actions of the inconsiderate few .PEOPLE, RESPECT THEIR COUNTRY AND THEY WILL RESPECT US its really not that hard
Identity Attack0.2846865
Insult0.24928534
Profanity0.07126612
Threat0.007365964
Severe Toxicity0.0126394415
Moderate 0.32236105 Constructive 0.649
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I have met some really good indians from the plder generation that came here in 90s....but most of the ones that have come here on last 6 years are absolutely the bottom of the barreel. …
I have met some really good indians from the plder generation that came here in 90s....but most of the ones that have come here on last 6 years are absolutely the bottom of the barreel. Even the older indians are hating on the new ones.
Identity Attack0.37655997
Insult0.16897665
Profanity0.1352073
Threat0.013321015
Severe Toxicity0.01483436
Moderate 0.32182294 Constructive 0.566
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them either make india better or live here there is no need to move out HIndus are already started birthcontrols being aware is just all we need thats it i think whites or native people are right because no one likes sudden changes !! I am also capable of moving out but i will not i think i can do something better here i can make my community better . Indians also have this some kind of invisible competetion between there extended fam. or neighbourhood which is the one of the shittiest reason of indian leaving india they think washing dishes is better then a business or farmer here . I know we have multiple problems but leaving them would not give any solution to them ,we are actually growing it takes time to be like any europian country but im sure we should not have to like them we can be better in our own we are not in a race of living better all we have to do is making our living standards better Rule No 1 Never make more than 2 children Dont do something uncivilied thing in front of them We are really good in cleaning our houses but focus on streets too( ofc this is not for all many of us are actually doing this) Dont give shit about politics too much your control should be in your hands Practice religion very well , Dont cutt off from roots Dont beileve in pathetic rituals Rivers are water sources respecting them means keep them clean as possible thats all Work on esthetics of your streets try to make your house lil similar to all and dont think of job either you can make jobs THATS ALL. In this case like if we say we dont want to tolerate illegal bangladeshis same as they NO nation wants too much people from a particular country it obviously feels like invaded Anyhow To all white people reading this May be you can found us problematic in some way but most indian are really sweet and kind by heart .
Identity Attack0.36702603
Insult0.24493282
Profanity0.092279755
Threat0.010472948
Severe Toxicity0.014447021
Moderate 0.31963667 Constructive 0.707
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
I think the government really need to start looking into Indians, Filipinos and even Nigerians with all the fake that they enter in the country with the government really need to take this seriously.. NCLEX …
I think the government really need to start looking into Indians, Filipinos and even Nigerians with all the fake that they enter in the country with the government really need to take this seriously.. NCLEX also need to do better than everyone keeps talking about Indians national.. when we have other nationals scamming the system
Identity Attack0.36702603
Insult0.1798321
Profanity0.12991914
Threat0.02492592
Severe Toxicity0.014059683
Moderate 0.3057765 Constructive 0.572
Oct 12, 2025 IRCC Names India in Study …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
2:01 THE INDIAN GUY IS SPEAKING FACTS ITS NOT HARD TO UNDERSTAND <3 people act like they do not understand but really they just don't like it. People don't like it because it is unfamiliar, …
2:01 THE INDIAN GUY IS SPEAKING FACTS ITS NOT HARD TO UNDERSTAND <3 people act like they do not understand but really they just don't like it. People don't like it because it is unfamiliar, which is uncomfortable but it doesn't last long.
Identity Attack0.22063516
Insult0.082619295
Profanity0.10549548
Threat0.012026439
Severe Toxicity0.017029278
Moderate 0.30527395 Moderate Con 0.492
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm a filipino PR. I used to work at Subway. My white canadian manager was nice and hiring whoever is qualified, even young students. Sadly, he was transferred and got replaced by a indian manager. …
I'm a filipino PR. I used to work at Subway. My white canadian manager was nice and hiring whoever is qualified, even young students. Sadly, he was transferred and got replaced by a indian manager. Now he only hires indian. My fellow co-workers who were indians as well are mad at him. Not all indians are bad, but others are really abusing the system. I left that place. Best decision.
Identity Attack0.3817989
Insult0.14331897
Profanity0.04792466
Threat0.008815889
Severe Toxicity0.00919342
Moderate 0.30464804 Constructive 0.728
Oct 19, 2025 IRCC Names India in Study …
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to …
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to anyone and everyone, regardless of their race, sexuality, gender. We're not like the mexicans of the usa where we come here illegally.WE COME HERELEGALLY, do legal jobs, and live peacefully. Do we have our fair share of problems? Yeah, sure. But that really doesnt overcome all the good that we do not only brampton but canada as a whole. If you wanna blame anyone, blame your government for letting in so many people, not us, we are simply ppl who are seeking a better life. Im a 18 year indian canadian teenager and im sorrounded by other indian canadian teenagers as well and we're all here to do good to the country and city, we're planning on becoming lawyers engineers, doctors, etc, yet yall think that we're here to destroy the country that we ourselves keep close to our heart. this video is racist, and nothing else.
Identity Attack0.36598656
Insult0.1640896
Profanity0.04065997
Threat0.00814271
Severe Toxicity0.012833111
Moderate 0.30452284 Constructive 0.791 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Can you just cut 95% of Indian International Workers (aka International Students from India)? Except for those who are really talented for UofT class schools? Indians firing all Canadians of all colors and races, to …
Can you just cut 95% of Indian International Workers (aka International Students from India)? Except for those who are really talented for UofT class schools? Indians firing all Canadians of all colors and races, to fill the positions with International Workers (International Students from India).
Identity Attack0.3817989
Insult0.06953252
Profanity0.020783609
Threat0.08089764
Severe Toxicity0.0126394415
Moderate 0.30452284 Low Con 0.255 Policy_Critique
Jan 30, 2026 Canada’s new rules in 2026
Having lived in an apartment complex that was primarily Indian I learned that we had different standards for trash mgmt. Besides that it was fine. Most had not really assimilated and kept to themselves. The …
Having lived in an apartment complex that was primarily Indian I learned that we had different standards for trash mgmt. Besides that it was fine. Most had not really assimilated and kept to themselves. The smell of the food was a bit much at times, it would make its way in to my apartment and my clothes would smell like their food the next day. Nice people but inconvenient neighbors
Identity Attack0.2774022
Insult0.24928534
Profanity0.10982819
Threat0.0069387536
Severe Toxicity0.009613037
Moderate 0.30439767 Constructive 0.77 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice …
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice houses are Indian. Also most fast food restaurants are run by indian managers and staff, I was in a KFC the other day that had 1 younger white male at the counter, and 5 punjab behind the counter. The workers were all yelling at eachother about orders in their language and the white guy looked so confused. English is the first language in Canada so it should be learned especially when it comes to a business context, does our government care tho? Nope.
Identity Attack0.36702603
Insult0.15485314
Profanity0.18786818
Threat0.013631714
Severe Toxicity0.017997624
Moderate 0.30427247 Constructive 0.753 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Everybody in Canada that are real Canadians born here know this is a scam people buying tractor-trailer licenses people buying jobs people buying citizenships by marrying people for money families hiding relatives working in family …
Everybody in Canada that are real Canadians born here know this is a scam people buying tractor-trailer licenses people buying jobs people buying citizenships by marrying people for money families hiding relatives working in family businesses we all know it go to your corner store you see it people that can't speak English convenience stores people are driving for Uber can't speak English people working at Tim Hortons can't speak English and it's really funny that even when I go to Tim Hortons they play Indian music they talk behind the counter in Indian why this is not rocket science we know what's going on we know it started with the liberal government this is all just a scam by Jeemeet Trudeau he even dressed up as an Indian what does that tell you he makes special trips to India what does that tell you and our borders are opened up to anybody from India to come in as a temporary foreign worker yeah just think about it Canada and don't forget elbows up elbows up 💪
Identity Attack0.13163337
Insult0.24928534
Profanity0.058445938
Threat0.008414571
Severe Toxicity0.010604858
Moderate 0.30319387 Constructive 0.578 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
Its really annoying, why dont indians and anyone from different countries not try and make their own countries better, yes its sad people are born in poorer and run down countries but they shouldn't be …
Its really annoying, why dont indians and anyone from different countries not try and make their own countries better, yes its sad people are born in poorer and run down countries but they shouldn't be allowed to just up and leave in the millions to any country they want too
Identity Attack0.2831485
Insult0.11616662
Profanity0.08064143
Threat0.010188141
Severe Toxicity0.0119018555
Low Tox 0.2854971 Constructive 0.515 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Iim not canadian nor indian so i dont really care, i just clicked on this vid for info
Iim not canadian nor indian so i dont really care, i just clicked on this vid for info
Identity Attack0.28034934
Insult0.06285016
Profanity0.10240069
Threat0.008686432
Severe Toxicity0.010986328
Low Tox 0.2854835 Moderate Con 0.351 Meta_Commentary
Feb 8, 2026 Inside Canada's Indian Metropolis (Brampton)
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire …
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire video was stretched just to find one reason to show Indians are bad, but sadly you failed to show whats really wrong. People are living peacefully without disturbing anyone. Most of them are legal immigrants. Stop giving visas if you don’t want immigrants. Stop crying and compete with them if you have the potential.
Identity Attack0.2783691
Insult0.17610447
Profanity0.038655918
Threat0.009126588
Severe Toxicity0.008850098
Low Tox 0.28548008 Moderate Con 0.496 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work …
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work properly or look for jobs in India; they just prefer going to Canada. I don’t know what kind of jobs they get there. Some of them go there depending on relatives, and some go illegally, which is completely wrong. Because I want to say one true thing about Indian people: there is very little civic sense in India. Yes, if they belong to the upper class, then they may have some civic sense, but in the lower and middle class, civic sense is very low. That’s why wherever they go, they behave the same way they think, without caring that they are in another country. They don’t care about respecting that country or adjusting to its culture. Instead, they try to impose their own culture everywhere. They want to create their own space everywhere and put their own things everywhere. But if foreigners come to India and live here permanently, they just do their work and live normally. Even if they do something publicly to promote their own culture, Indians will immediately go against them. But I haven’t seen the same reaction outside. People there should also oppose this; otherwise, Indians will really spread everywhere in the same way.
Identity Attack0.36702603
Insult0.16773392
Profanity0.062454045
Threat0.009644418
Severe Toxicity0.012359619
Low Tox 0.28547668 Constructive 0.67 Identity_Assertion
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Yaaaaaa. That restaurant look REALLY busy. Indian restaurants open up in any available location in Brampton, which now has Indian people in Brampton questioning, "How many different ways can you possibly cook Indian food?" A …
Yaaaaaa. That restaurant look REALLY busy. Indian restaurants open up in any available location in Brampton, which now has Indian people in Brampton questioning, "How many different ways can you possibly cook Indian food?" A petition went out online in 2023, in Brampton, that McDonalds wasn't catering to the "Indian Culture". It's a simple fact that the 10% of the "privileged culture" that are coming over to Canada are completely destroying the reputations of the Indians that came here and worked for their futures, to now being classified as the ignorance being brought to Canada for India
Identity Attack0.33352965
Insult0.11172232
Profanity0.04792466
Threat0.0100069
Severe Toxicity0.010299683
Low Tox 0.2854699 Constructive 0.661 Identity_Assertion
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
am Jamaican and I have been traveling to Canada for 32 years and I really love Canada BUT, I could never move here. After all, it's now an Indian state.
am Jamaican and I have been traveling to Canada for 32 years and I really love Canada BUT, I could never move here. After all, it's now an Indian state.
Identity Attack0.37507164
Insult0.07365121
Profanity0.033645786
Threat0.0074436385
Severe Toxicity0.011138916
Low Tox 0.28425202 Constructive 0.656
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
am Jamaican and I have been traveling to Canada for 32 years and I really love Canada BUT, I could never move here. After all, it's now an Indian state.
am Jamaican and I have been traveling to Canada for 32 years and I really love Canada BUT, I could never move here. After all, it's now an Indian state.
Identity Attack0.37292135
Insult0.07238392
Profanity0.03239325
Threat0.0074436385
Severe Toxicity0.011062622
Low Tox 0.2820025 Constructive 0.656
Aug 25, 2025 Why Canadians Are Turning Against …
As a canadian I really feel this, thanks these indians and our government getting a job is a nightmare especially if you live in the city and most of the country is far-left so it …
As a canadian I really feel this, thanks these indians and our government getting a job is a nightmare especially if you live in the city and most of the country is far-left so it isn't changing anytime soon. It's just sad to see, I'm not racist I just want my own country and my own job but I guess that's asking too much :/
Identity Attack0.29951343
Insult0.1378885
Profanity0.028503597
Threat0.007314181
Severe Toxicity0.00793457
Low Tox 0.28087774 Constructive 0.679 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m grew up in Brampton, born here to immigrant parents who came in the 90s. The new generation of immigrants have really created a bad image for Indians here, I will encounter all kinds of …
I’m grew up in Brampton, born here to immigrant parents who came in the 90s. The new generation of immigrants have really created a bad image for Indians here, I will encounter all kinds of racism online or in real life, and the hatred is real. I wish it wasn’t so, but Brampton and for that matter the GTA is not equipped to handle these many people. Then you get the sheer number of illegal rooming houses, fraud, general disrespect for the norms and traditions of Canada from the newer generations of immigrants it just really paints a bad picture of Indian people. I hope things can change and both Indians and Canadians can live together and foster mutual respect for each other, but we are a long ways away
Identity Attack0.2831485
Insult0.16831873
Profanity0.02795705
Threat0.009204263
Severe Toxicity0.008964539
Low Tox 0.2786282 Constructive 0.788 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Stop playing with words. When you say IMMIGRANTS, you really MEAN INDIANS.
Stop playing with words. When you say IMMIGRANTS, you really MEAN INDIANS.
Identity Attack0.32768643
Insult0.08434689
Profanity0.028503597
Threat0.0069387536
Severe Toxicity0.009231567
Low Tox 0.2786282 Low Con 0.178 Unverified_Claim
Aug 26, 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.