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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: "He targeting Indians 💔🙏🏾" 36 comments · Page 1 of 2
Taylor really like you bro you are sick 🤢 to protect your culture it's easy to blame indian but you can't fight with muslims 😂 that's why your targeting indian you are coward 8:59 8:59
Taylor really like you bro you are sick 🤢 to protect your culture it's easy to blame indian but you can't fight with muslims 😂 that's why your targeting indian you are coward 8:59 8:59
Identity Attack0.5274064
Insult0.6308392
Profanity0.33317488
Threat0.065292306
Severe Toxicity0.20373066
Toxic 0.72028047 Low Con 0.298 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Blaming immigrants instead of colonialism, capitalism, and failed policy is coward shit.. And, every group that ever immigrated was called dirty, criminal, and unassimilable : case in fact, the Irish, Italians, Jews, Chinese. Now it’s …
Blaming immigrants instead of colonialism, capitalism, and failed policy is coward shit.. And, every group that ever immigrated was called dirty, criminal, and unassimilable : case in fact, the Irish, Italians, Jews, Chinese. Now it’s Indians. same script, different target. Read history before you open your mouth
Identity Attack0.4830652
Insult0.6308392
Profanity0.541926
Threat0.02613456
Severe Toxicity0.16960317
Moderate 0.687436 Moderate Con 0.328 Insult Moral_Argument
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
Don't target all indians, they are all from feudal jatt, and upper caste prople penetrating your system through corrupt mindset.... In punjab these jatts have dalits as slave, they rape their women and kill if …
Don't target all indians, they are all from feudal jatt, and upper caste prople penetrating your system through corrupt mindset.... In punjab these jatts have dalits as slave, they rape their women and kill if we try to raise our voice
Identity Attack0.60238177
Insult0.5739874
Profanity0.44366163
Threat0.511324
Severe Toxicity0.45895407
Moderate 0.6027529 Moderate Con 0.464 Identity Attack Insult Threat Fear_Threat
Feb 10, 2026 Inside Canada's Indian Invasion...
This video was a hitjob to target indians
This video was a hitjob to target indians
Identity Attack0.48915586
Insult0.36021477
Profanity0.38845423
Threat0.11616269
Severe Toxicity0.16960317
Moderate 0.52007306 Low Con 0.193
Nov 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
India is an easy target . So all are hating indians
India is an easy target . So all are hating indians
Identity Attack0.55044734
Insult0.36193377
Profanity0.24631839
Threat0.07093142
Severe Toxicity0.049354076
Moderate 0.50789946 Low Con 0.229 Identity Attack
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
These all Canadians who called themselves their own forefathers cane from britain,france,spain,Portugal these all are also immigrants and why they are not targeting each other because most are white and Indians are brown that pure …
These all Canadians who called themselves their own forefathers cane from britain,france,spain,Portugal these all are also immigrants and why they are not targeting each other because most are white and Indians are brown that pure racism
Identity Attack0.54996765
Insult0.34032786
Profanity0.057944927
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.45549932 Moderate Con 0.479 Identity Attack Identity_Assertion
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Targeting indian for view great
Targeting indian for view great
Identity Attack0.5135796
Insult0.18604483
Profanity0.1854088
Threat0.4352635
Severe Toxicity0.14916596
Moderate 0.45396814 Moderate Con 0.315 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is an easy target. With only 40 million people. Indians gonna make babies like crazy. Taking over Canada would be a breeze.
Canada is an easy target. With only 40 million people. Indians gonna make babies like crazy. Taking over Canada would be a breeze.
Identity Attack0.46028158
Insult0.43158367
Profanity0.0935729
Threat0.032005094
Severe Toxicity0.02116089
Moderate 0.43475235 Low Con 0.144
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
If you’re going to stereotype Indians, then stop benefiting from Indians too. Don’t hire us, don’t target us for views, and don’t take our business—because profiting from a community while insulting it is hypocrisy.
If you’re going to stereotype Indians, then stop benefiting from Indians too. Don’t hire us, don’t target us for views, and don’t take our business—because profiting from a community while insulting it is hypocrisy.
Identity Attack0.37361985
Insult0.45758462
Profanity0.078378424
Threat0.009411395
Severe Toxicity0.012359619
Moderate 0.42985553 Moderate Con 0.419 Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
No matter how much you guys hate us Indians but it is a reality that your big companies need an Indian guy to work because you all are either not qualified enough for any job …
No matter how much you guys hate us Indians but it is a reality that your big companies need an Indian guy to work because you all are either not qualified enough for any job in your own country or soo busy in just hating black people/white people (in short racism) Today we are capable enough to take over any job in any country that's the reason of all this hate coming towards us 😂 And I know there are some people who lack civic sense in general but come on have you seen your people? It is common everywhere but you guys are soo jealous of Indians that you are just ready to target us
Identity Attack0.44690517
Insult0.3388922
Profanity0.25915453
Threat0.038911607
Severe Toxicity0.023927659
Moderate 0.42568782 Constructive 0.56 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are …
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are targeted as racists. I was fired from a government contract for catching corruption. They litter a ton - never had litter across canada so bad. It is destroying our cities they live like it is a slum when the concentrate in specific neighborhoods. Right now we have about 2 million illegal students who came on a student visa - but stayed after the expiry. Many took over the smaller trucking businesses and fast food franchises - those 2 industries became SO CORRUPT! They don't get car insurance - I know several people who got hit in Alberta - NO COVERAGE and no accountability. 75% of Canadians want them gone!...every industry they get involved in in large numbers gets corrupted and becomes problematic, because it is just part of their culture/way of life.
Identity Attack0.46028158
Insult0.36798462
Profanity0.07934829
Threat0.122295745
Severe Toxicity0.023076924
Moderate 0.40336934 Constructive 0.675 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
and he's back to targeting indians for views. love how he justifies being racist under "journalism".
and he's back to targeting indians for views. love how he justifies being racist under "journalism".
Identity Attack0.4453683
Insult0.2838064
Profanity0.037403382
Threat0.026307223
Severe Toxicity0.01483436
Moderate 0.40060925 Low Con 0.283 Policy_Critique
Feb 3, 2026 9 likes Inside Canada's Indian Invasion...
Reality will kick in very hard for these racist when they have to pay tution fee, because currently they'll are enjoying free eduction due to hefty fee paid by poor Indians in canada's colleges. Go …
Reality will kick in very hard for these racist when they have to pay tution fee, because currently they'll are enjoying free eduction due to hefty fee paid by poor Indians in canada's colleges. Go to CRA and ask which community contributes financially through taxes. Go to CSIS and ask about involvement of Indian community involved in crimes. Go and check the streets of your metropolitans, which community is involved in selling and consuming drugs. You won't find Indians selling drugs, but you'll certainly find canadian zombies in the streets. You know why you always target Indians for earning revenue from youtube, because Indians are calm and peace loving. They keep cool when they saw fools and goons, who're frustrated from their own. Grow up and start raising questions against trump, who wants to occupy your whole country! But i'm sure, you won't show the darkside of your racist communities who only cares of themselves(Individual, not the community), you won't show how trump is threatening to canada's sovereignty, you wont show the behaviours of canadians and americans, because you won't get views and if you won't get views, then how would earn and pay the emi. Wake up, smell the coffee and focus on real threat. And for canada future, do something to neutralize the threat or surrender and become the hypocrite 51st state!!
Identity Attack0.3817989
Insult0.32682732
Profanity0.03915693
Threat0.03235042
Severe Toxicity0.01412424
Moderate 0.37458646 Moderate Con 0.455 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I agree with a lot of what the non-Indians are saying except, I wouldn't mind living in a place where the majority of people are Indian or non-white, as long as I am not targeted …
I agree with a lot of what the non-Indians are saying except, I wouldn't mind living in a place where the majority of people are Indian or non-white, as long as I am not targeted just because I am white and the crime doesn't rise. I actually would like it and have expressly wanted to be in areas of the city without other white Canadians. That's boring.
Identity Attack0.46028158
Insult0.17486192
Profanity0.060951006
Threat0.010705971
Severe Toxicity0.012130737
Moderate 0.37073207 Constructive 0.771 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I lost him at.. 3:10 "New canadians pay no taxes" This is how the far right kills a dog by labeling it a mad dog. Either these people are so brainwashed or making up lies …
I lost him at.. 3:10 "New canadians pay no taxes" This is how the far right kills a dog by labeling it a mad dog. Either these people are so brainwashed or making up lies to have their way. They don't deliberately sell among themselves, the newcomers gravitate to areas where there are people of their own ethnicities. Cultural enclaves existed for centuries. Commercial-broadway area in Vancouver is full of Italians and greeks, Richmond and Burnaby are asians mostly chinese, some pockets in Toronto downtown have heavy middle eastern and african presence. You are selectively targeting the Indians because of your inherent prejudice. Also Assimilation is a 2 way street. There are so many people who are trying to make friends with other cultures especially white but they say they don't show as much love and openness as we do. You can't say "they don't assimilate" when you yourself don't allow them near you.
Identity Attack0.2803029
Insult0.35333878
Profanity0.06145202
Threat0.051391184
Severe Toxicity0.01483436
Moderate 0.36095104 Constructive 0.67 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
why are you TARGETING ONLY INDIAN
why are you TARGETING ONLY INDIAN
Identity Attack0.36702603
Insult0.076819435
Profanity0.07999486
Threat0.026479885
Severe Toxicity0.015286255
Moderate 0.3266089 Low Con 0.222
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Well white people don't belong in Canada anyway. You belong in Europe so why target only Indians for coming to Canada?
Well white people don't belong in Canada anyway. You belong in Europe so why target only Indians for coming to Canada?
Identity Attack0.39207554
Insult0.08484049
Profanity0.02836696
Threat0.0078449575
Severe Toxicity0.00957489
Moderate 0.3245134 Low Con 0.26 Identity_Assertion
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
what about the rest of the countries? Have you checked? Sounds like a racist agenda targeted against Indians
what about the rest of the countries? Have you checked? Sounds like a racist agenda targeted against Indians
Identity Attack0.36702603
Insult0.097093195
Profanity0.039657943
Threat0.012026439
Severe Toxicity0.009536743
Moderate 0.30993456 Low Con 0.21 Moral_Argument
Oct 1, 2025 IRCC Names India in Study …
Americans are facing issues with Indian origin border inspectors. if you don't stop this non sense. America will target Indian Canadians. Respect the American Passport Holders.
Americans are facing issues with Indian origin border inspectors. if you don't stop this non sense. America will target Indian Canadians. Respect the American Passport Holders.
Identity Attack0.36873037
Insult0.11172232
Profanity0.02023706
Threat0.025961896
Severe Toxicity0.008773804
Moderate 0.30514878 Constructive 0.532 Fear_Threat
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial …
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial revolution was built on back of Indian slaves paying 70 percent taxes to the crown. Canada, UK and Australia were built on this stolen money. They stole money from the Indians and they stole land from the indigenous. This video shows nothing but prejudice. People only have a problem with brown immigrants. I remember 35,000 European immigrants arrived in the city in 2021 even before the Ukraine war and no one cared. Brampton has 27% Indian people so they're clearly not a majority but they are a majorly targeted group because of this prejudice. I don't have the Canadian numbers but in the US 6% of tax comes from Indians and they're 1% of the population. You don't have to trust me you can look it up. The motives of this look racist because when you try hiring white folks the retention rate is extremely low, these past 6 months I have seen 8 employees in managerial positions who quit less than 2 weeks and it's impossible to retain them no matter what salary you offer and then when you go hire an Indian they just don't quit and work harder. But again that's an anecdote, that doesn't mean white folks don't work hard. Everyone has different experiences so stop, putting half baked stuff out on the internet and stop embarrassing yourself. You got a problem, go back to your country. Why don't you go back to jolly old England and serve the queen.
Identity Attack0.27510223
Insult0.21135417
Profanity0.028776871
Threat0.011146127
Severe Toxicity0.008888245
Low Tox 0.28674445 Constructive 0.657
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Look into the murders in edmonton connected to the indian community. One case, a man and his 11 year old were killed in a targeted attack in connection with south asian gangs
Look into the murders in edmonton connected to the indian community. One case, a man and his 11 year old were killed in a targeted attack in connection with south asian gangs
Identity Attack0.33675182
Insult0.06858205
Profanity0.03690237
Threat0.22908778
Severe Toxicity0.013091337
Low Tox 0.2854971 Constructive 0.605
Jan 27, 2026 Inside Canada's Indian Invasion...
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA …
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.32476485
Insult0.0836065
Profanity0.10301965
Threat0.013702838
Severe Toxicity0.015221698
Low Tox 0.2854733 Constructive 0.744 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
He targeting Indians 💔🙏🏾
He targeting Indians 💔🙏🏾
Identity Attack0.28034934
Insult0.107333586
Profanity0.07611542
Threat0.13700877
Severe Toxicity0.019224197
Low Tox 0.27975297 Moderate Con 0.347 Meta_Commentary
Jan 29, 2026 1 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.