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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "As an Indian I agree …" 50 comments · Page 2 of 2
lot of people who commits crime and scams in india who are running from authority come to canada tell canadian government that they are persecuted minority indian government be like you wants them take them …
lot of people who commits crime and scams in india who are running from authority come to canada tell canadian government that they are persecuted minority indian government be like you wants them take them so congratulation canada government of india agreed to take back all illegal immigrant
Identity Attack0.33352965
Insult0.15769513
Profanity0.02303812
Threat0.009540852
Severe Toxicity0.00793457
Low Tox 0.2922276 Moderate Con 0.423 Unverified_Claim
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
As an Indian, I agree with my fellow Canadians. If you are coming to a foreign country, you need to follow its rules. But let's also not forget the brits massacred natives in America and …
As an Indian, I agree with my fellow Canadians. If you are coming to a foreign country, you need to follow its rules. But let's also not forget the brits massacred natives in America and Australia xd
Identity Attack0.33352965
Insult0.071433455
Profanity0.050680235
Threat0.1329628
Severe Toxicity0.0118255615
Low Tox 0.28312725 Constructive 0.683 Identity_Assertion
Oct 23, 2025 Inside Canada's Indian Metropolis (Brampton)
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about the illigal immigrants and I totally agree that all the illigal immigrants should not only be deported but should also be punished strictly and I get it that it's frustrating that people are not following the rules or people are doing bad stuff there but the thing is not only the content but also the intent behind the making and releasing this video, you could have mentioned illigal immigration but you choose to use words like Indian invasion and giving a name to a specific event would cause racism and hate towards the community as well as for the country, The way you showed the clips of specific people showing middle finger in cars I can show a tons of videos of native candains doing the same thing but then it's morally wrong because everyone's not same, same way just check out there's a lot of people who does bad things in public who are the citizens of Canada and who are doing bad stuff, imagine I make a video saying that "The stupid canadians who doesn't follow rules" that video will also show partial truth of some Canadians doing stupid things but associating Canada's name would spread racism against them which is wrong, same way you could've made a video on illigal immigrants who came from india but you choose to get more engagement by using racist terms and things which will make people think that all indians are same, in conclusion I just want to say that in america the highest earners are American-indians and I really thank us government for giving opportunities to them but they not only worked hard for those opportunities but they also worked more then the Americans to get to the top, if the America would have a better person to be the ceo of Google then sundar pichai must have been in india but since he's the best he's at the top same way every american-indian or legal immigrants not only worked hard to get there but also worked more to reach where they are, YOU HATE US, CAUSE YOU AIN'T US. (If you have talent skills and passion come to India and try to become ceo of Reliance industries or TATA group and if you really manage to do it I will not only say sorry but I will myself get all the Indians out of Canada) ✌️♌
Identity Attack0.27991617
Insult0.16337912
Profanity0.07514556
Threat0.058826666
Severe Toxicity0.014382465
Low Tox 0.27525392 Constructive 0.818 Moral_Argument
Feb 5, 2026 2 likes Inside Canada's Indian Invasion...
At 12:30, do agree 100 percent with the Indian Elder. At the end of the day, we are all the same human beings, everybody should just respect each other's beliefs, and not impose their beliefs …
At 12:30, do agree 100 percent with the Indian Elder. At the end of the day, we are all the same human beings, everybody should just respect each other's beliefs, and not impose their beliefs on others. Do respect Sikhs more than Hindus...
Identity Attack0.35624164
Insult0.082619295
Profanity0.038655918
Threat0.008686432
Severe Toxicity0.008811951
Low Tox 0.2667042 Constructive 0.806
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those …
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those are basic truths.. But the Government must turn the taps down on immigration right away, it is totally out of control.. Things are at the point where no one Zero more immigrants from India and Pakistan should be allowed to enter the country, for at least the next few years , until the government can get a true handle on things.. I really don't think the government officials have any idea of the pace at which Canada is rapidly changing.. It is mind boggling the rapid changes and that's from every single nook and cranny of this once beautiful country you will see new immigrants.. There are places i went to as a child with my folks, where you would never have seen nothing but white people, maybe a few native people, a couple of black and oriental folks and that was it.. Now there are car loads of east Indians running around some actually living in those communities.. I am not a racist person, but that's my own observation on the ground.. I think every single Canadian in this country would have the exact reaction..
Identity Attack0.2964622
Insult0.086852804
Profanity0.07643871
Threat0.019746035
Severe Toxicity0.012833111
Low Tox 0.2667042 Constructive 0.822
Aug 25, 2025 Why Canadians Are Turning Against …
I agree get.Get them out of here.Especially East Indians,many who r terriosts or close enough to it,Creating rasism .They have no Canadian interest other than taking over everything.We need to wake up.The free rides r …
I agree get.Get them out of here.Especially East Indians,many who r terriosts or close enough to it,Creating rasism .They have no Canadian interest other than taking over everything.We need to wake up.The free rides r over..Get out of here.
Identity Attack0.16308264
Insult0.04965236
Profanity0.004660106
Threat0.004029987
Severe Toxicity0.000023773042
Low Tox 0.25103337 Identity_Assertion
Apr 15, 2025
I'm also Indian and I also live in Brampton, Ontario, CA and I can agree that the Canada's Indian Invasion is WILD. Also, a location you visited is called Trinity Common Mall and I visit …
I'm also Indian and I also live in Brampton, Ontario, CA and I can agree that the Canada's Indian Invasion is WILD. Also, a location you visited is called Trinity Common Mall and I visit there almost every week, it's right next to my house haha. I have also visited some of the locations you have visited in this video. Aside from that, this video was great in explaining the invasion and I'm glad you stepped up to inform the situation. Also, that's my brother sitting on the left by himself at 9:26
Identity Attack0.27778897
Insult0.0836065
Profanity0.07805514
Threat0.012026439
Severe Toxicity0.013672344
Low Tox 0.24603334 Constructive 0.872 Personal_Narrative
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
As an indian I can agree but india can't even give good jobs to its own citizens how do yo expect us to sit here die . Our government does nothing for LGBT rights because …
As an indian I can agree but india can't even give good jobs to its own citizens how do yo expect us to sit here die . Our government does nothing for LGBT rights because of which many people migrate to live a better life
Identity Attack0.27875587
Insult0.06652143
Profanity0.04291453
Threat0.016810767
Severe Toxicity0.0090408325
Low Tox 0.2412222 Constructive 0.634 Personal_Narrative
Feb 9, 2026 Inside Canada's Indian Invasion...
Inspite of all these Indians are just 7% of Canadian population and being Indian, even I don't agree with most of the things, like erecting a big idol or trying to Indianise Canada. When you …
Inspite of all these Indians are just 7% of Canadian population and being Indian, even I don't agree with most of the things, like erecting a big idol or trying to Indianise Canada. When you go to that country learn to respect their culture , inspite of being less than 10% of the population you stand out because of these behaviors
Identity Attack0.2783691
Insult0.07808672
Profanity0.04291453
Threat0.007521313
Severe Toxicity0.008163452
Low Tox 0.23451406 Constructive 0.64 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Thank God Canada is full of indian people, can you imagine if they all were from any "Peacefull religion" african country. 98% of them are law abiding simple people and same goes for chinese too. …
Thank God Canada is full of indian people, can you imagine if they all were from any "Peacefull religion" african country. 98% of them are law abiding simple people and same goes for chinese too. BUT I fully agree that Turdeau govt should not have opened the gates for everyone after Covid, Student Visa/legal immigration is a different issue.
Identity Attack0.28034934
Insult0.071433455
Profanity0.017162729
Threat0.006641001
Severe Toxicity0.0050354004
Low Tox 0.2330714 Constructive 0.721 Policy_Critique
Feb 14, 2026 Inside Canada's Indian Metropolis (Brampton)
As an Indian I agree with the stance Tyler has made, but I also saw a comment saying "Wanting your country to not turn into India is not racist." definitely it isn't but do you …
As an Indian I agree with the stance Tyler has made, but I also saw a comment saying "Wanting your country to not turn into India is not racist." definitely it isn't but do you know what is suggestively r@c!st? When the bloke mentioned 'Motherland Punjab' the editor snapped to a cliche dirty road that seems to be Indian.
Identity Attack0.22935481
Insult0.08558089
Profanity0.069969244
Threat0.010032792
Severe Toxicity0.0062942505
Low Tox 0.21374844 Constructive 0.762 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
I have never voted conservative before, and I agree with Michelle. Vassy is embarrassing herself. Bogus asylum claims. The evidence? Ummm, the amount of rejected claims? Indian students claiming asylum after their student visas expire …
I have never voted conservative before, and I agree with Michelle. Vassy is embarrassing herself. Bogus asylum claims. The evidence? Ummm, the amount of rejected claims? Indian students claiming asylum after their student visas expire and they can’t get PR any more which their “consultants” promised them.
Identity Attack0.10221587
Insult0.083359696
Profanity0.023243073
Threat0.0074306927
Severe Toxicity0.003452301
Low Tox 0.19409354 Constructive 0.572 Policy_Critique
Feb 25, 2026 'We do know that there's …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people will gladly intergrade, but Canadian borns won't welcome it. Walk with me- I'll use food for an example. Every other grocery store is middle eastern/asian/african in Brampton and its becomes harder finding more western style food. I love international food, I cook it often but if you're used to burgers and pizza and only know how to make spaghetti it feels like a 'take over' These people want what they want and even though all these places are free for you to also enjoy they don't like it cause it's too 'foreign' to them. It doesn't mean there isnt still a No Frills or a Walmart or Metro, but because the african and halal store are closer and more frequent it seems like more of a convenience to others and not to you. When people say we're multi-cultural, they mean 'yeah he's brown or black but he keeps it to himself' They aren't going to go to that Sikh temple giving free food, and only go to the church at the beginning even though they're welcome to both. It's the same for Diwali and other things, white people dont care to be interested in those things, and just wonder why they get to have it at all. I do agree with that indian lady at the beginning though, with lax immigration you come in feeling like you don't need to do anything to assimilate. They're doing themselves a disservice by only helping themselves. I hate stereotypes being perpetuated onto people but like that Pakistani guy said too, you live in a bubble and you don't pay attention to that. You can go days without speaking english to someone. You can't immigrate somewhere and shut out everyone already there. I get you may not feel welcome by the white people like the ones in the beginning and so you dont mess with them, and its easy not to. But there needs to be openness with helping everyone benefit from multi-culturalism and not just some of us. There are issues with immigrants not wanting to go outside their bubble and for canadians not to want to either, It'll be hard to (with the current issues we're facing as a country) to actually blend together more.
Identity Attack0.25140062
Insult0.061101943
Profanity0.02392626
Threat0.008181547
Severe Toxicity0.0060272217
Low Tox 0.1883923 Constructive 0.849
Oct 4, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian, I agree with the respondents of this video. Too many Indians are leaving India to live in western countries, and causing a massive shift in the demographics of that nation. This is …
As an Indian, I agree with the respondents of this video. Too many Indians are leaving India to live in western countries, and causing a massive shift in the demographics of that nation. This is definately cause of concern for the residents there. Immigration should be stopped.
Identity Attack0.24801466
Insult0.033239998
Profanity0.019007329
Threat0.009592636
Severe Toxicity0.0049972534
Low Tox 0.18554166 Constructive 0.733
Sep 20, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
1:30 im in the United States and we have recently had a crackdown on non English speaking Indian truck drivers. I totally agree with this woman right down to not wanting to be interviewed!
1:30 im in the United States and we have recently had a crackdown on non English speaking Indian truck drivers. I totally agree with this woman right down to not wanting to be interviewed!
Identity Attack0.17381613
Insult0.04032305
Profanity0.027273865
Threat0.010680079
Severe Toxicity0.004787445
Low Tox 0.17458448 Constructive 0.751 Personal_Narrative
Feb 16, 2026 Inside Canada's Indian Invasion...
I agree many things, but not agreeing to “ not paying tax”, “not working hard” & “just cross the border illegally”, most new Brampton residents pay high taxes as most work at jobs and payroll …
I agree many things, but not agreeing to “ not paying tax”, “not working hard” & “just cross the border illegally”, most new Brampton residents pay high taxes as most work at jobs and payroll money comes after tax. Maybe minor fraction like (0.01%) might be working in cash not paying tax. It’s just their frustration speaking. Almost all Indian immigrants are not refugee that they come free to Canada and live in hotels for free. Indian immigrants are economic immigrants, who came here legally with investing big money and working in country and giving back. Most people in this video are confusing refugee with Indian immigrants. Indian immigrants don’t get any extra benefits than any other Canadians, even gets less or exploited by locals…
Identity Attack0.120924085
Insult0.058475737
Profanity0.018324144
Threat0.0068999166
Severe Toxicity0.003376007
Low Tox 0.15490346 Constructive 0.797 Policy_Critique
Nov 25, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m Muslim Indian African, but I agree with the bike guy
I’m Muslim Indian African, but I agree with the bike guy
Identity Attack0.11047905
Insult0.03312982
Profanity0.049427703
Threat0.010913103
Severe Toxicity0.005760193
Low Tox 0.12867521 Constructive 0.56 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank God , there is no Brown Sepoy in comments barking"As an InDiAn I aGrEe WiTh yOu SaAr".
Thank God , there is no Brown Sepoy in comments barking"As an InDiAn I aGrEe WiTh yOu SaAr".
Identity Attack0.060675595
Insult0.062150877
Profanity0.02474608
Threat0.0071588317
Severe Toxicity0.0029754639
Low Tox 0.11739369 Moderate Con 0.323 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find …
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find myself cringing at the videos of people violating public norms of decency, and the job market is really bad now for services as companies are employing a lot of migrants for a cheaper price. Immigration control, regulation of companies so they cant go below a %age of Canadian citizen/residents along with effective government stimuli to boost the economy by targetting certain industries will tackle a lot of the problems. As for people discarding garbage anywhere and other unwanted behavior - name and shame. These videos are also going public at least in India as a source of great shame and the more eyes on it, the less people will repeat things of this nature.
Identity Attack0.06340405
Insult0.034451995
Profanity0.019007329
Threat0.007521313
Severe Toxicity0.0027656555
Low Tox 0.10696511 Constructive 0.865
Aug 26, 2025 Why Canadians Are Turning Against …
It's too bad you didn't visit the many farms and gardens that the new Canadians have setup on the outskirts of Brampton. They are inspirational. That temple you showed has been there for at least …
It's too bad you didn't visit the many farms and gardens that the new Canadians have setup on the outskirts of Brampton. They are inspirational. That temple you showed has been there for at least 30 years - it was built in a field in the middle of nowhere at the time. I do agree that way too many young Indian men think the area is a place to live out the Grand Thief Auto fantasies ;-)
Identity Attack0.058401883
Insult0.033570543
Profanity0.013576009
Threat0.0067316215
Severe Toxicity0.002040863
Low Tox 0.10522962 Constructive 0.794 Solidarity
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to …
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to our country. I agree, I think if people come to my country, they need to assimilate. Learn our languages, understand our culture and integrate. I feel that they need to create another sector to follow up on visas, check in on people, monitor. I also feel the banks need to monitor the amount of money people are sending back home, I understand some money. But not everything.
Identity Attack0.08749158
Insult0.024640027
Profanity0.029596692
Threat0.00948907
Severe Toxicity0.0037956238
Low Tox 0.103060275 Constructive 0.852 Policy_Critique
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
I am Indian American and totally agree with bike guy. Saying truth is not rasicim. That's so sad to see
I am Indian American and totally agree with bike guy. Saying truth is not rasicim. That's so sad to see
Identity Attack0.05612817
Insult0.023093075
Profanity0.02385794
Threat0.0076637166
Severe Toxicity0.0024795532
Low Tox 0.10089093 Constructive 0.723 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
As a teen Pakistani Canadian who was born in Canada I totally agree, to move countries is to adapt to new ways of living, new values and respecting lands on which they inhabit. Indians mostly …
As a teen Pakistani Canadian who was born in Canada I totally agree, to move countries is to adapt to new ways of living, new values and respecting lands on which they inhabit. Indians mostly come here and start living the way they used to effectively turning Canada into new India… all I’m saying is I don’t mind respectful people but if you come here acting like it’s your motherland you need to learn to respect the culture and land here.
Identity Attack0.06385879
Insult0.021868404
Profanity0.013576009
Threat0.006479179
Severe Toxicity0.0021457672
Low Tox 0.07845957 Constructive 0.782 Personal_Narrative
Mar 1, 2026 Inside Canada's Indian Invasion...
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
As an Indian. I agree our govt shud focus on teaching mannerism , civic sense and discipline
As an Indian. I agree our govt shud focus on teaching mannerism , civic sense and discipline
Identity Attack0.013546381
Insult0.011578901
Profanity0.014532468
Threat0.007249452
Severe Toxicity0.0012397766
Low Tox 0.023671126 Moderate Con 0.493 Personal_Narrative
Feb 9, 2026 5 likes 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.