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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: "It’s funny because Indians are …" 42 comments · Page 1 of 2
Disgusting.. muslims, islamic people, indians... it's funny how all these shit countries also happen to have the worst people & when they migrate to better countries, instead of assimilating and improving.. they bring the same …
Disgusting.. muslims, islamic people, indians... it's funny how all these shit countries also happen to have the worst people & when they migrate to better countries, instead of assimilating and improving.. they bring the same shit that makes their own countries crap.
Identity Attack0.79850346
Insult0.7492263
Profanity0.80158395
Threat0.038911607
Severe Toxicity0.47886345
Toxic 0.9209984 Low Con 0.217 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
15:48 this guy looks indian himself. and its always funny seeing racist eastern europeans. mfs are living example of why hitler fucked em
15:48 this guy looks indian himself. and its always funny seeing racist eastern europeans. mfs are living example of why hitler fucked em
Identity Attack0.6649212
Insult0.6109131
Profanity0.7796426
Threat0.13498579
Severe Toxicity0.45895407
Toxic 0.9061063 Low Con 0.246 Identity Attack Insult Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s funny cause I tell people how bad it is up there. It’s disgusting. Canada literally pays them to move to thru country. When I visited Canada I had a very bad experience there because …
It’s funny cause I tell people how bad it is up there. It’s disgusting. Canada literally pays them to move to thru country. When I visited Canada I had a very bad experience there because of all the damn Indians. They’re buying up all the businesses and pushing out white folk and everyone else and only hiring native Indians. They’re disgusting, despicable humans
Identity Attack0.6649212
Insult0.69164425
Profanity0.50818664
Threat0.031314444
Severe Toxicity0.3361876
Toxic 0.76523775 Moderate Con 0.468 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Mf on the bike was funny af "Indians are disgusting but we got the upper class indians" "I'm as racist as the next guy"
Mf on the bike was funny af "Indians are disgusting but we got the upper class indians" "I'm as racist as the next guy"
Identity Attack0.5913144
Insult0.54471385
Profanity0.39409557
Threat0.049774777
Severe Toxicity0.1762085
Moderate 0.61223894 Moderate Con 0.406 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Oh God, how funny that was with the Indian music and the guy talking about poop eating😂😂😂
Oh God, how funny that was with the Indian music and the guy talking about poop eating😂😂😂
Identity Attack0.32476485
Insult0.3388922
Profanity0.44249827
Threat0.027688526
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.324 Humor_Satire
Feb 4, 2026 Inside Canada's Indian Invasion...
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. …
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. I'm probably smarter than him. some africans being illiterate doesn't make them stupid and indians don't eat poop. leaving what he said in the video without calling it out looks like you agree. every group has bad drivers. every group has bad people- like the biker guy. stop the stereotype. imagine judging all white people off the biker guy. that’s what you’re doing. it’s not fair.
Identity Attack0.4911651
Insult0.5130944
Profanity0.40878695
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.661 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
6:23 funny until you see how many AMERICAN CIITIZENS these Indians killed!
6:23 funny until you see how many AMERICAN CIITIZENS these Indians killed!
Identity Attack0.57150364
Insult0.33896056
Profanity0.21781154
Threat0.44942492
Severe Toxicity0.16960317
Moderate 0.5721988 Low Con 0.209 Identity Attack Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
The Pakistani guy telling about immigration is funny , these pakistanis turned london into hell...most indians come in country are educated and progressive while offcourse few black sheeps are there but most of them develop …
The Pakistani guy telling about immigration is funny , these pakistanis turned london into hell...most indians come in country are educated and progressive while offcourse few black sheeps are there but most of them develop the country they live in and are not problematic like other countries people 😅.....
Identity Attack0.55044734
Insult0.44126466
Profanity0.33453682
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.509388 Constructive 0.577 Identity Attack Identity_Assertion
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate …
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate clearly and give a voice for their community but no, he goes for the fresh immigrants that barely know english to interview. Just look at the picture he's trying to paint 😂 Oh and that border hopping scheme? There's malicious people in EVERY culture/religion, acting like whites and blacks don't do the same shit. You can't show this negative narrative on this community by focusing on the worst. No one likes to talk about the Sikhs that feed SO MANY homeless people in downtown toronto every year. I bet you didn't know every gurdwara feeds anyone anytime. I can speak for the Sikhs i've seen first hand how they are for the community. wtvr pays the bills ig 🥀🥀
Identity Attack0.45610145
Insult0.4339631
Profanity0.16775991
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.747 Policy_Critique
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while …
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while they laugh at us good Canadians) - The funny partt is, if we forced them out like UK is planning to do, they would crumble in a second, I grew up with indians who were born here, their families came the right way and assimilated and even THEY hate the over-immigration and pure indians coming influx.
Identity Attack0.4931391
Insult0.37960073
Profanity0.2813443
Threat0.13329996
Severe Toxicity0.048457388
Moderate 0.45090583 Constructive 0.601 Personal_Narrative
Feb 21, 2026 Inside Canada's Indian Invasion...
Funny ! How this guy is calling it as a " INVASION " when all of these indian people entered canada legally and assimilated into canadian culture . I reguard this vlog as an disgusting …
Funny ! How this guy is calling it as a " INVASION " when all of these indian people entered canada legally and assimilated into canadian culture . I reguard this vlog as an disgusting attempt to smear and tarnish the reputation of Good honest and hard working south asians .
Identity Attack0.4482637
Insult0.39743927
Profanity0.07708528
Threat0.00933372
Severe Toxicity0.018449519
Moderate 0.41910073 Constructive 0.573 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
How funny is that Indians go to other country and there they dont like to see a lot of other Indians around !! Its like Indians dont like themselves 🤣🤣
How funny is that Indians go to other country and there they dont like to see a lot of other Indians around !! Its like Indians dont like themselves 🤣🤣
Identity Attack0.46028158
Insult0.18852992
Profanity0.12551236
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.39021665 Low Con 0.275 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
European invaders crying about Indians migrating to the country Europeans invaded and occupied is mad a funny 🤣.
European invaders crying about Indians migrating to the country Europeans invaded and occupied is mad a funny 🤣.
Identity Attack0.38699543
Insult0.22303216
Profanity0.1696208
Threat0.021127338
Severe Toxicity0.022193791
Moderate 0.37751234 Low Con 0.179 Humor_Satire
Feb 5, 2026 2 likes Inside Canada's Indian Invasion...
They’re bad drivers by birth lol…and I have had more Indian expats ask me to sign off on their court ordered community service that’s it’s not even funny! They all had DUI’s and they ALL …
They’re bad drivers by birth lol…and I have had more Indian expats ask me to sign off on their court ordered community service that’s it’s not even funny! They all had DUI’s and they ALL asked me if they could pay me cash for my signing off on their hours…I work for my CHURCH! No!
Identity Attack0.34649673
Insult0.28997475
Profanity0.0935729
Threat0.008531082
Severe Toxicity0.015479924
Moderate 0.3722269 Moderate Con 0.5 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India …
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India has its problems, but Indians legally migrating to Canada should not be seen as criminals. The visuals used were also very offsetting - when a woman said India is a beautiful country, you showed us dirty Indian roads. We can do that too: show people of Fentanyl and drug overdoses whenever you say "greatest country on earth." Over 40% of Canadian immigrants are economic class immigrants who go through rigorous points-based selection (IRCC, 2023) Indian immigrants to Canada have higher educational attainment than the Canadian average - 52% hold bachelor's degrees or higher compared to 34% of the general population The US has approximately 107,000 drug overdose deaths annually (CDC, 2023), with fentanyl involved in over 70% of cases India-Canada remittances totaled $5.7 billion in 2022, contributing significantly to both economies Indian-Canadians have lower unemployment rates (5.8%) than the national average (5.9%)
Identity Attack0.38318536
Insult0.336253
Profanity0.07967158
Threat0.012647836
Severe Toxicity0.016383713
Moderate 0.36867723 Constructive 0.75 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
It’s quite funny that the Indians worship a white god.
It’s quite funny that the Indians worship a white god.
Identity Attack0.41222036
Insult0.123407245
Profanity0.10240069
Threat0.009411395
Severe Toxicity0.016125489
Moderate 0.36095104 Low Con 0.172 Humor_Satire
Feb 25, 2026 Inside Canada's Indian Invasion...
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people …
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people in. It’s not an Indian issue. Racists want you to think that way but Indians are not a problem. There is a entire ecosystem benefits from illegal immigration: 1) Fake schools and colleges who promise fake degrees 2) Vote-bank politicians on both sides 3) Companies that steal their identities, cram them into small apartments, and use these undocumented immigrants as modern slaves 4) Agencies that forge fake documents for illegals in exchange of money 5) Even legal colleges benefits, because legal immigrants pay a premium on top of college fees, and students also pay rent. 6) There is whole lobby who is funded by all of these Here’s a simple solution: Why not vote for someone who will reduce immigration, rather than being a racist? The whole world is watching. Pakistani saying Indian don't assimilate is f&^king funny. This is prime example how white people are just clueless. Pakistan and India are enemies. we had a 3 day war 4 months ago. Why are you asking pakistani anything about Indians ?
Identity Attack0.38185352
Insult0.24493282
Profanity0.14666493
Threat0.015774792
Severe Toxicity0.020257099
Moderate 0.3561489 Constructive 0.63 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
One person Person complaining other person served me first at the butcher shop isn’t that funny that is like when some narrow minded people they put the sign in the restaurant and casino. No Dog …
One person Person complaining other person served me first at the butcher shop isn’t that funny that is like when some narrow minded people they put the sign in the restaurant and casino. No Dog and Indian are not allowed that is the racist is and when the people come from China and India, they charge tax And the other people coming from Europe they can come anytime why thats racist
Identity Attack0.293411
Insult0.25998658
Profanity0.0913099
Threat0.0097738765
Severe Toxicity0.015802706
Moderate 0.3375374 Constructive 0.559 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
It’s funny how so many Indians in that town are tired of seeing other Indians 😂. It’s a good sign honestly. Shows that many of them come to live with white people as opposed to …
It’s funny how so many Indians in that town are tired of seeing other Indians 😂. It’s a good sign honestly. Shows that many of them come to live with white people as opposed to making it like their home country
Identity Attack0.3908055
Insult0.1342682
Profanity0.11663672
Threat0.011172019
Severe Toxicity0.016577384
Moderate 0.33421695 Moderate Con 0.472 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
It's funny how people think racism is terrible while the most racism race is taking advantage of it. yes, Indian HRs only hire Indians. that's not racism, that's truth.
It's funny how people think racism is terrible while the most racism race is taking advantage of it. yes, Indian HRs only hire Indians. that's not racism, that's truth.
Identity Attack0.3817989
Insult0.15556364
Profanity0.06345607
Threat0.009903334
Severe Toxicity0.0128976675
Moderate 0.3234372 Moderate Con 0.464
Oct 1, 2025 511 likes IRCC Names India in Study …
Everybody in Canada that are real Canadians born here know this is a scam people buying tractor-trailer licenses people buying jobs people buying citizenships by marrying people for money families hiding relatives working in family …
Everybody in Canada that are real Canadians born here know this is a scam people buying tractor-trailer licenses people buying jobs people buying citizenships by marrying people for money families hiding relatives working in family businesses we all know it go to your corner store you see it people that can't speak English convenience stores people are driving for Uber can't speak English people working at Tim Hortons can't speak English and it's really funny that even when I go to Tim Hortons they play Indian music they talk behind the counter in Indian why this is not rocket science we know what's going on we know it started with the liberal government this is all just a scam by Jeemeet Trudeau he even dressed up as an Indian what does that tell you he makes special trips to India what does that tell you and our borders are opened up to anybody from India to come in as a temporary foreign worker yeah just think about it Canada and don't forget elbows up elbows up 💪
Identity Attack0.13163337
Insult0.24928534
Profanity0.058445938
Threat0.008414571
Severe Toxicity0.010604858
Moderate 0.30319387 Constructive 0.578 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
its funny how indian guy is trying to divert the public attention from The Indian fatigue that canada is going through and is trying to scare people of other religions. well tried diddy.
its funny how indian guy is trying to divert the public attention from The Indian fatigue that canada is going through and is trying to scare people of other religions. well tried diddy.
Identity Attack0.32768643
Insult0.16766082
Profanity0.026044132
Threat0.010058682
Severe Toxicity0.008049011
Moderate 0.30136615 Low Con 0.269
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Isn't it funny how every little keyboard warrior here bashes indians, without pointing out the guy at 2:00 also speaking out against this. I've been saying this for ages, its simply indians from a couple …
Isn't it funny how every little keyboard warrior here bashes indians, without pointing out the guy at 2:00 also speaking out against this. I've been saying this for ages, its simply indians from a couple states in india flooding the place - yet you aren't willing to talk about the actual issue. You're full of it Tyler.
Identity Attack0.29035977
Insult0.16773392
Profanity0.03389629
Threat0.024753258
Severe Toxicity0.008888245
Moderate 0.30136615 Moderate Con 0.492 Meta_Commentary
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a …
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a living — it’s governments that failed to plan for housing, infrastructure, and affordability. Stop blaming immigrants for problems created by bad leadership. we get all the hate while working the jobs many young Canadians don’t even want to show up for. Not all immigrants work on cash and not all of us are the same — we’re out here paying taxes, grinding hard
Identity Attack0.31015682
Insult0.16824563
Profanity0.024472807
Threat0.009230154
Severe Toxicity0.008659363
Low Tox 0.295883 Constructive 0.629
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)

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.