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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

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Active: "the Indians i know in …" 301 comments · Page 2 of 13
India will invade the entire usa as well as canada. They are grabbing our job as well as opportunity. But the most shocking thing is they all are scammer. They don’t know english 😢😢 they …
India will invade the entire usa as well as canada. They are grabbing our job as well as opportunity. But the most shocking thing is they all are scammer. They don’t know english 😢😢 they are collaborating with our govt Through illegal way. It’s time to deport them. They will turn Canada into India 😢😢. Don’t Trust any Indian. They are so tricky and cheap 😢😢😢
Identity Attack0.6458014
Insult0.54471385
Profanity0.196476
Threat0.08703069
Severe Toxicity0.16960317
Moderate 0.62136006 Moderate Con 0.418 Identity Attack Insult Fear_Threat
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
its great to see immigrants complaining about another immigrant 😂 also does he know how much indians contribute to the gdp....... govt wants us fool
its great to see immigrants complaining about another immigrant 😂 also does he know how much indians contribute to the gdp....... govt wants us fool
Identity Attack0.50125694
Insult0.62169385
Profanity0.25275812
Threat0.009981008
Severe Toxicity0.023076924
Moderate 0.60311776 Low Con 0.247 Identity Attack Insult Humor_Satire
Feb 7, 2026 3 likes Inside Canada's Indian Invasion...
I know what that guy meant in the helmet when he said dirty Indians
I know what that guy meant in the helmet when he said dirty Indians
Identity Attack0.6007182
Insult0.5239335
Profanity0.36230123
Threat0.019746035
Severe Toxicity0.16960317
Moderate 0.6027529 Moderate Con 0.344 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians know their people are known for fraud. Their parents teach em. Indias known to live off on propaganda and lies Embarrassing for them. BUT I wonder who from our Canadian government chose these fraudsters …
Indians know their people are known for fraud. Their parents teach em. Indias known to live off on propaganda and lies Embarrassing for them. BUT I wonder who from our Canadian government chose these fraudsters why not the good quality Indians. Why the cheap, corrupt kind..??!🤔🤔🤔
Identity Attack0.5948528
Insult0.57566804
Profanity0.14666493
Threat0.011042561
Severe Toxicity0.07805709
Moderate 0.6027529 Moderate Con 0.376 Identity Attack Insult
Oct 1, 2025 IRCC Names India in Study …
Indians are know for scamming: look st the scam call center in India, they even send in people in person to scam elders in the USA. There is that guy scamming out of gold bars …
Indians are know for scamming: look st the scam call center in India, they even send in people in person to scam elders in the USA. There is that guy scamming out of gold bars from an old veteran pretending he was with the military. India is know for corruption, rape against women, murders and scamming. Indians need to fix india and stay in india.
Identity Attack0.61901736
Insult0.5130944
Profanity0.33453682
Threat0.2836219
Severe Toxicity0.35094213
Moderate 0.6027529 Moderate Con 0.48 Identity Attack Insult Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The …
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The guy who said he faced discrimination standing in a line while a lady was served first (lol) should know mostly Indians dont run butcher shops, those must be Pakistani or smth
Identity Attack0.5983441
Insult0.56997263
Profanity0.3122265
Threat0.085497424
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.479 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm an Indian, and give these white people there beloved" tim hortons" back you guys! Damn. the racial profiling in this video is crazy "good white", "generally a dirty race". I'm currently in edmonton and …
I'm an Indian, and give these white people there beloved" tim hortons" back you guys! Damn. the racial profiling in this video is crazy "good white", "generally a dirty race". I'm currently in edmonton and the number of "white" people with piss in their pants i've seen is crazy . Stop racially profiling people it's never fun when it's done pointing at you, just so you know.
Identity Attack0.5502601
Insult0.48675314
Profanity0.5249258
Threat0.04233929
Severe Toxicity0.19761463
Moderate 0.60254884 Constructive 0.502 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
As an indian, we all know india is a trash country to LIVE in. Politics and religion illiteracy ruined the country lack of civic sense Its absolutely disgusting how these people are ruining the other …
As an indian, we all know india is a trash country to LIVE in. Politics and religion illiteracy ruined the country lack of civic sense Its absolutely disgusting how these people are ruining the other places like how they ruined their own place they're like the humans in Avatar movie 😂😂
Identity Attack0.5135796
Insult0.5130944
Profanity0.33453682
Threat0.02492592
Severe Toxicity0.16960317
Moderate 0.5921536 Moderate Con 0.328 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Stay happy cuz we indian dont fw any other community or impose our culture on anyone unlike - you know who. But this mf wont dare to make a video on that topic , racist …
Stay happy cuz we indian dont fw any other community or impose our culture on anyone unlike - you know who. But this mf wont dare to make a video on that topic , racist af .
Identity Attack0.4508763
Insult0.47384647
Profanity0.3813392
Threat0.020091362
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.262 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now …
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now know whats going on in their drama. Many of them now kick them out, before getting so late. They are really very dangerous.
Identity Attack0.55044734
Insult0.5678696
Profanity0.357228
Threat0.17964768
Severe Toxicity0.20067264
Moderate 0.5885171 Constructive 0.511 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you …
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you one Damm thing, not one of these Indians are on governments benefits, they are working their socks off unlike others from a certain religion such as the recent Minnesota problem. Furthermore how many own a house there as compared to what you people call a Canadian white person, it will be interesting to know the facts. And no the heavens didn’t open up on them with gold coins raining on their heads 😂. Here in London you get the same occasional problem where non educated white people start to moan and can’t tell the difference between an Indian person or Pakistani, by the way Indians own the most homes in London have a think why!! They actually go out and work and want to achieve something In life!!
Identity Attack0.57150364
Insult0.54471385
Profanity0.39409557
Threat0.013528148
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.635 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Indians are idols worshipers ind they bring their idols to Canada and the blessings of Canada land is corrupted by their idols Chadians are too fools to figure out this most East Indians no soluson …
Indians are idols worshipers ind they bring their idols to Canada and the blessings of Canada land is corrupted by their idols Chadians are too fools to figure out this most East Indians no soluson look at them in their eyes 👀 they only after money and too greedy people go look at the history most world countries kicked them out from their country weak up Canada 🇨🇦 it’s almost to late know I will feel it soon already 😮
Identity Attack0.55044734
Insult0.6099415
Profanity0.18663849
Threat0.0347677
Severe Toxicity0.052044146
Moderate 0.5885171 Low Con 0.298 Identity Attack Insult Unverified_Claim
Aug 28, 2025 Why Canadians Are Turning Against …
As an Indian living in India this was so embarrassing. I didn't know Canada was this fucked..like I always heard some racism faced by Indians from the Canadian ppl now I understand why. I mean …
As an Indian living in India this was so embarrassing. I didn't know Canada was this fucked..like I always heard some racism faced by Indians from the Canadian ppl now I understand why. I mean imagine this happened to India, prolly Indians would react the same or even worst than that. And on top of that, some Khalistani terrorists are set free in Canada.
Identity Attack0.5203519
Insult0.48313886
Profanity0.5318404
Threat0.025443908
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.589 Identity Attack Personal_Narrative
Feb 11, 2026 Inside Canada's Indian Invasion...
0:41 I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled …
0:41 I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so bad. I even saw five men with one woman and was shocked. I will never go back there again
Identity Attack0.6220118
Insult0.48399165
Profanity0.35848376
Threat0.049128212
Severe Toxicity0.16960317
Moderate 0.584095 Constructive 0.559 Identity Attack Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like this everywhere. Have heard half a dozen times from separate ppl that they were asked if they spoke Hindi or Punjabi to work at Tim Hortons because “all the staff spoke it” they take our jobs because they accept lower wages. I’m just fatigued, it just sucks because I know the vast majority of Indians before 2020 were actually nice and adaptable decently well. Now when you go out to eat or buy groceries you don’t even get a “have a nice day” which is a Canadian custom IMO. Most of the time besides the transaction details, they will not speak to you.
Identity Attack0.5135796
Insult0.47384647
Profanity0.541926
Threat0.06820184
Severe Toxicity0.2391185
Moderate 0.56269526 Constructive 0.724 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
These are the worms on my taxes paid. Basically, worms on taxpayers' money. The western and Muslim ecosystems need to be brought down. Stop hate against India. I know, you guys are covering up those …
These are the worms on my taxes paid. Basically, worms on taxpayers' money. The western and Muslim ecosystems need to be brought down. Stop hate against India. I know, you guys are covering up those belong to western and Muslim ecosystems. @drsjaishankar, #NoFTAWithCanada! Indians of Hindu origin, it's time to show these worms of purchasing power of Hindus by boycotting these ecosystems.
Identity Attack0.56445944
Insult0.5130944
Profanity0.26628086
Threat0.08396416
Severe Toxicity0.16960317
Moderate 0.5566829 Moderate Con 0.317 Identity Attack Insult Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
The problem is not indian people. People hate because indians don’t have civic sense. 1 they say phanchod anywhere in public which is vulgar behind. white people also know what it means. 2 throw garbage …
The problem is not indian people. People hate because indians don’t have civic sense. 1 they say phanchod anywhere in public which is vulgar behind. white people also know what it means. 2 throw garbage anywhere 3 noise pollution and smell of cooking 3 don’t know english illegal immigration. Don’t follow rules They do rallies which is blocking road in the name of god. Which is pathetic.
Identity Attack0.5135796
Insult0.5130944
Profanity0.4131548
Threat0.03787563
Severe Toxicity0.16960317
Moderate 0.5532103 Moderate Con 0.364 Identity Attack Insult
Oct 3, 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...
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to …
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to Canada my dad got a job as a engineer and my moms a house wife, they are well assimilated to the culture of Canada and speak good English, they still practice there religion but don't force it down peoples throats. These are the types of immigrants that Canada needs not uneducated rats who don't know how to respect the people and country that welcomed them in the first place.
Identity Attack0.55044734
Insult0.5678696
Profanity0.2268346
Threat0.015429466
Severe Toxicity0.067522444
Moderate 0.5532103 Constructive 0.657 Identity Attack Insult Personal_Narrative
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
If having one Indian at a time so they assimilate n become American instead of coexisting with a million other Indians, Ur racist Ur scared of their races culture COEXISTING with urs Tyler Olivera ur …
If having one Indian at a time so they assimilate n become American instead of coexisting with a million other Indians, Ur racist Ur scared of their races culture COEXISTING with urs Tyler Olivera ur the reason it’s a salad n not a melting pot ur documentaries r click bait algo garbage, The guy on the bike needs to know their all doctors but his supreme race wouldn’t clock that Bieber voice
Identity Attack0.46028158
Insult0.5130944
Profanity0.25184435
Threat0.021127338
Severe Toxicity0.16960317
Moderate 0.54823303 Low Con 0.233 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we cant live with each other I respect them. What I dont respect is mass African migration like un EU, that is crazy stuff. I would rather live in a acity with 100000 Indians than 10000 Africans because they are a fk ticking bomb, you never know if they stab someone or rap*. Indians are working, Africans cant do anything other than crimes IDK how some people still dont see this, just look at any country that took them, its same everywhere. I live in Czech Republic and we have like 10% of Vietnamese people and you dont even know they are here, all of them work, they are very polite and fit into our society very well...
Identity Attack0.5498214
Insult0.46173862
Profanity0.43669638
Threat0.3203622
Severe Toxicity0.23224458
Moderate 0.53579444 Constructive 0.713 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I don’t know what you’re talking about. Indian food is absolutely disgusting.
I don’t know what you’re talking about. Indian food is absolutely disgusting.
Identity Attack0.5504064
Insult0.47384647
Profanity0.25093055
Threat0.007598988
Severe Toxicity0.023076924
Moderate 0.52811706 Moderate Con 0.335 Identity Attack Identity_Assertion
Feb 28, 2026 Inside Canada's Indian Invasion...
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an the other 16 were either indian Pakistani or black...I'm now a foreigner now in my own country....I hate and am not proud to be British anymore 😢😢😢
Identity Attack0.57150364
Insult0.3388922
Profanity0.2564132
Threat0.030623792
Severe Toxicity0.12282934
Moderate 0.52139956 Constructive 0.632 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
We're screwed. Us Canadians don't fight for our culture. I mean if indians come here it should be to accept our culture but they just bring all of their's with thdm cause they know we …
We're screwed. Us Canadians don't fight for our culture. I mean if indians come here it should be to accept our culture but they just bring all of their's with thdm cause they know we let them
Identity Attack0.48915586
Insult0.45758462
Profanity0.4401715
Threat0.0115345
Severe Toxicity0.072789766
Moderate 0.51980776 Moderate Con 0.472 Fear_Threat
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.