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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: "Indians say how much they …" 51 comments · Page 1 of 3
Racist a**holes crying here too much. The guy on the bike was such a piece of shit for saying those Racist stereotyped things. Who tf eats poop, you third grade fails gonna make up whatever …
Racist a**holes crying here too much. The guy on the bike was such a piece of shit for saying those Racist stereotyped things. Who tf eats poop, you third grade fails gonna make up whatever shits y'all want. And ya ofc you incompetent white f*cks are gonna make a hero out of that mf. Someone says good about Indians and y'all have your ass burning. Keep crying, incompetent assholes.
Identity Attack0.6487889
Insult0.8634578
Profanity0.8690192
Threat0.5195707
Severe Toxicity0.6127218
Toxic 0.93383175 Moderate Con 0.318 Identity Attack Insult Threat Moral_Argument
Feb 8, 2026 2 likes Inside Canada's Indian Invasion...
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal …
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal to say disgusting things about us and call it content? I face this hate every fucking day you If you really dislike Indians that much, be honest about it. Put up a sign: ‘Indians not welcome.’ But you won’t—because you still want Indian customers, Indian workers, and Indian money. You can’t profit from a community while disrespecting it
Identity Attack0.57957685
Insult0.5678696
Profanity0.54024357
Threat0.055917133
Severe Toxicity0.34997055
Moderate 0.6588125 Constructive 0.568 Identity Attack Insult Moral_Argument
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
LOL EVEN THE INDIANS ARE SAYING TOO MUCH. Fk man, deport all the non citizens now. lets go. Lets pull an America on them.
LOL EVEN THE INDIANS ARE SAYING TOO MUCH. Fk man, deport all the non citizens now. lets go. Lets pull an America on them.
Identity Attack0.55044734
Insult0.47384647
Profanity0.5013569
Threat0.2836219
Severe Toxicity0.3247677
Moderate 0.61223894 Low Con 0.263 Identity Attack Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
That women in green t shirt is so useless that she couldn’t even learn English after living here for so many years and her accent is very much indian. However she has the audacity to …
That women in green t shirt is so useless that she couldn’t even learn English after living here for so many years and her accent is very much indian. However she has the audacity to say “new immigrants “ are bad..
Identity Attack0.5135796
Insult0.54525656
Profanity0.21456863
Threat0.009696201
Severe Toxicity0.02373986
Moderate 0.5559701 Moderate Con 0.372 Identity Attack Insult
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa. 2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city. 3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%. 4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime! 5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate 6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom. 7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job! 8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them! 8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know. 9. There are real reasons to worry! Don’t create that doesn’t even exist! 10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Identity Attack0.27682206
Insult0.48228607
Profanity0.41570562
Threat0.07093142
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.673 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
why put so much focus on a poor guy with obvious mental problems is not fair to the population living in that city. But ya, we can not disagree, East Indians are taking over that …
why put so much focus on a poor guy with obvious mental problems is not fair to the population living in that city. But ya, we can not disagree, East Indians are taking over that place, and many other places in Ontario. Not their fault I would say, but a really badly managed immigration fuck up thats not gonna end well I fear.
Identity Attack0.41222036
Insult0.4339631
Profanity0.5013569
Threat0.017156094
Severe Toxicity0.027833538
Moderate 0.51980776 Constructive 0.639 Policy_Critique
Feb 6, 2026 Inside Canada's Indian Invasion...
Indian people taking over and building up and bringing up the economy! Okay! It is making us Canadians say, “too much!” At least you heard the last 4 minutes! But, Whites, Blacc’s and whoever else …
Indian people taking over and building up and bringing up the economy! Okay! It is making us Canadians say, “too much!” At least you heard the last 4 minutes! But, Whites, Blacc’s and whoever else still left behind competing in an old world and fighting and being indifferent about race still! Yeah Fucc y’all! The Indian people see Brown and sticc to a motive while everyone else fighting! Canadian’s and American’s will doom themselves!
Identity Attack0.5135796
Insult0.46327567
Profanity0.4113413
Threat0.055270568
Severe Toxicity0.16960317
Moderate 0.51869136 Moderate Con 0.348 Identity Attack
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t …
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t even like Canada they assume they don’t need to assimilate they just wanna take over and change it they took over the Main Street completely no English stores I could barely go to the corner store cuz they did t know what I was saying it’s just insane asf they hate and ruin and take over with. No care for us
Identity Attack0.44690517
Insult0.42167732
Profanity0.33141375
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.558 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
As a Indian. All i wanna say. If white people hated india so much, Why did they colonized india and took soo much money ? Its so hypocritical.
As a Indian. All i wanna say. If white people hated india so much, Why did they colonized india and took soo much money ? Its so hypocritical.
Identity Attack0.5124616
Insult0.47384647
Profanity0.22643133
Threat0.012958534
Severe Toxicity0.023076924
Moderate 0.50759226 Moderate Con 0.44 Identity Attack Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Identity Attack0.5502601
Insult0.34203702
Profanity0.17241211
Threat0.035458352
Severe Toxicity0.023692908
Moderate 0.4574824 Moderate Con 0.422 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a …
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a bike. Why would you include him saying black people from subsaharan Africa are dumb when it has nothing to do with this video? You could have just included his perspective on Indians but you gave him so much time to go on a tangent and a racist rant.
Identity Attack0.46028158
Insult0.43296707
Profanity0.22663295
Threat0.012026439
Severe Toxicity0.023076924
Moderate 0.43230394 Constructive 0.717 Meta_Commentary
Feb 22, 2026 Inside Canada's Indian Invasion...
All I have to say is that Ive only been to Canada once and it was on a trip to Niagra Falls. That being said, I was completely disgusted with how much garbage was all …
All I have to say is that Ive only been to Canada once and it was on a trip to Niagra Falls. That being said, I was completely disgusted with how much garbage was all over one of the most beautiful water falls Ive ever seen and the only people I actually saw throwing garbage on the ground while I was there were Indians. At least a dozen seperate times in the 3 days I was there, I saw only Indians throwing their trash on the ground. Im not sh1tting on Indian people because 99% of the ones Ive met in the US were way more polite and hard working than half the Americans Ive ever met, Im just pointing out my genuine observations🤷‍♂️
Identity Attack0.44690517
Insult0.36798462
Profanity0.4044591
Threat0.016638106
Severe Toxicity0.023552058
Moderate 0.4269174 Constructive 0.685 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent …
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent stipulating that they outright prefer or are seeking Indian. I’m not white but I’m tempted to post an ad for place to rent and say it’s for for white tenants just to behold what happens. I mean we have never witnessed such conduct in Canada until these #&? ckers popped up. Even the prior immigrants are stunned. I’ve been working since 78 and now a senior but when I try to get help for housing I’m offered a night only shelter with mental and drug abusers to go try sleep in or the sidewalk or countless apologies. If I could put apologies in the bank, I would be rich While the former Marriott 2minutes up the street is home to all kinds of refugees. Don’t get injured, get any older or anything like that and unable to work in this country now as you’re much better off passing away.
Identity Attack0.4139151
Insult0.45758462
Profanity0.2882351
Threat0.017846745
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.643
Sep 8, 2025 Why Canadians Are Turning Against …
Canadian here: 10 yrs ago it was rare to hear a Canadian say something derogatory about another ethnicity beyond the basic complaints about the French or Natives. Even that was fairly tame since a lot …
Canadian here: 10 yrs ago it was rare to hear a Canadian say something derogatory about another ethnicity beyond the basic complaints about the French or Natives. Even that was fairly tame since a lot of Canadians have either French or Indigenous ancestry. I have never heard so much ethnic hostility over the past 5 yrs as people will just openly insult Indians. I have heard professionals say “Never trust an Indian”. Canadians are PISSED with how Indians have exploited Canada
Identity Attack0.4830652
Insult0.36798462
Profanity0.2661772
Threat0.014393489
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.604 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much more pushy with their religions. I have no respect for that. So there might be a lot of them, but they don't ruin it as per say. As long as they don't shit on the beach and use garbage cans and not sidewalks. I won't go to india an impose my belief or way of living. And i don't think they do that in canada either. But others do it. Sadly, by association of the religion, some will see them as the same people. Anyways we're in 2026, religions are stone age laws to scare people. Now we have actual laws that are based on being a decent person, not the winner or the best, or the only right way. No need for some boogeyman in the sky to scare you, 10 years in prison should be enough to make you behave like a decent human. Even 1 month is enough for me to not be some idiot. We had horses, now we have cars. We had gods, now we have laws. Simple evolution and progress. Well some countries didn't get that update apparently. And noooo, if i say one bad word about an ideology, not a race (yaaawn, human race, all the same) i will be hunted down. That should tell you everything about the situation. You don't like my ideas? Ok, you do you. I don't like your ideas? Throw me off a roof? I'm sorry what? Should all be banned worldwide. Believe what you want, don't impose your ignorance on others. Especially not with force or threats.
Identity Attack0.3817989
Insult0.36798462
Profanity0.4193644
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.654 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and …
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and only hear Indian music…my daughters class last year was only Indian and Arabic kids and the principal was Indian how are they gonna teach Canadian culture and education I’d ask what she did in school she said learned Indian dances. I’m 11 generations Canadian and they completely chaged our small home towns and neighbour hoods we have our own customs and cultures and it’s all gone now also there’s so much rape and assault charges or teachers molesting kids or men in girls bathroom and it’s Indian men!!! Disgusting and sad I used to love being Canadian now I hate Canada
Identity Attack0.37730414
Insult0.43158367
Profanity0.11725569
Threat0.013579931
Severe Toxicity0.021806452
Moderate 0.41168427 Constructive 0.627
Sep 1, 2025 Why Canadians Are Turning Against …
As a Canadian and a follower for years of you Tyler, thank you so much for covering this. We have absolutely been invaded and every time you try to say anything, Indians and white Canadians …
As a Canadian and a follower for years of you Tyler, thank you so much for covering this. We have absolutely been invaded and every time you try to say anything, Indians and white Canadians scream racism.
Identity Attack0.4830652
Insult0.24928534
Profanity0.03389629
Threat0.009437286
Severe Toxicity0.015157142
Moderate 0.3969567 Constructive 0.651 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Lmaoooo you know its bad when the indian guy says its too much! 🤣🤣
Lmaoooo you know its bad when the indian guy says its too much! 🤣🤣
Identity Attack0.37507164
Insult0.14331897
Profanity0.18909787
Threat0.012130005
Severe Toxicity0.022064678
Moderate 0.37751234 Low Con 0.237 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Arrest these 4 women , their nervousness is clearly saying how much money they have made from Indian and other foreign agents as commission to make the way receptive for those fraudulent students
Arrest these 4 women , their nervousness is clearly saying how much money they have made from Indian and other foreign agents as commission to make the way receptive for those fraudulent students
Identity Attack0.29798782
Insult0.36709076
Profanity0.089693464
Threat0.13815513
Severe Toxicity0.017158391
Moderate 0.37751234 Low Con 0.164 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense …
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense doesn't follow rule especially those traffic rules in Brampton and in india bcoz in india they got too much freedom in the name of so fundamental rights,free speech..... These people go in foreign countries and say they got tortured by indian govt they don't have freedom like seriously? This is literally hilarious things....99% Sikh driving truck in foreign countries and talking about freedom... Educated, middle class sikh working in India , have sikh military regiment, and punjab state have Sikh govt and they aren't able to speak right? Govt need to indentify such traitors.....and cancel their Visa and sieze Thier property in India......
Identity Attack0.38445538
Insult0.27763805
Profanity0.19524631
Threat0.13211988
Severe Toxicity0.02383376
Moderate 0.37751234 Constructive 0.522 Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
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)
Just saying these videos are probably made to turn people against Indians and shift focus from muslims and Jews just pure propaganda Indians are peaceful and also the highest earning ethnicity in pretty much all …
Just saying these videos are probably made to turn people against Indians and shift focus from muslims and Jews just pure propaganda Indians are peaceful and also the highest earning ethnicity in pretty much all big white countries they just wanna turn people against because there’s a growth in their people
Identity Attack0.3817989
Insult0.083359696
Profanity0.12220735
Threat0.019573374
Severe Toxicity0.019095084
Moderate 0.3389984 Moderate Con 0.358 Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
When a INDIAN says ther is too MAnY INDIAN IN CANADA that means it really is to much indian in CANADADA😅☠️
When a INDIAN says ther is too MAnY INDIAN IN CANADA that means it really is to much indian in CANADADA😅☠️
Identity Attack0.38230872
Insult0.14331897
Profanity0.047674157
Threat0.007547205
Severe Toxicity0.014382465
Moderate 0.32919475 Low Con 0.252 Humor_Satire
Jan 27, 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.