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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: "you should do a video …" 1,144 comments · Page 13 of 46
thank you for this video its hell out here but its like were screaming into the void😩😔
thank you for this video its hell out here but its like were screaming into the void😩😔
Identity Attack0.025203101
Insult0.10440776
Profanity0.33453682
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.37795907 Constructive 0.524 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
delete this video SAARRRRRRR!!!!
delete this video SAARRRRRRR!!!!
Identity Attack0.014953227
Insult0.08434689
Profanity0.11539881
Threat0.10542984
Severe Toxicity0.023076924
Moderate 0.37795907 Low Con 0.185 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
Identity Attack0.3817989
Insult0.16551061
Profanity0.13697
Threat0.048481647
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.211 Unverified_Claim
Feb 6, 2026 4 likes Inside Canada's Indian Invasion...
Why is Brampton such an issue. I mean its just one city these videos never focus on real issues just blaming or demonizing one community to blame their failures. Their mayors are white MP’s are …
Why is Brampton such an issue. I mean its just one city these videos never focus on real issues just blaming or demonizing one community to blame their failures. Their mayors are white MP’s are white , premiers are white prime ministers are white but somehow a brown or black person working in tim horton is the root of all problems.
Identity Attack0.46028158
Insult0.24171697
Profanity0.06395709
Threat0.009566744
Severe Toxicity0.014769804
Moderate 0.37751234 Constructive 0.512 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Mercenaries. This is like aliens making a video about people from earth and getting mad that humans are KKK.
Mercenaries. This is like aliens making a video about people from earth and getting mad that humans are KKK.
Identity Attack0.23163283
Insult0.27146968
Profanity0.16729468
Threat0.016465442
Severe Toxicity0.019095084
Moderate 0.37751234 Low Con 0.085 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Please tell me the people that watch these utube videos, why are we letting this happen to the land that we Love, these people coming into our country/land from other countries that are fleeing their …
Please tell me the people that watch these utube videos, why are we letting this happen to the land that we Love, these people coming into our country/land from other countries that are fleeing their country, why are they coming to ours, these people are ruining our culture and land and the land that our ancestors have raised us in, these people bring no value, all they want is FREE, why is the government letting them in? I can’t take it anymore, I’m watching all these foreigners come into our country and ruin it, i LOVE my country, please stand up people and Stop this, 🙏
Identity Attack0.40713623
Insult0.25800487
Profanity0.15635987
Threat0.030623792
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.584
Jan 27, 2026 Inside Canada's Indian Invasion...
Waiting for scamming fight videos 😢😢
Waiting for scamming fight videos 😢😢
Identity Attack0.035074018
Insult0.07967083
Profanity0.21564959
Threat0.20938614
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.293 Humor_Satire
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
Pass this video off to the police. Stop the scammers
Pass this video off to the police. Stop the scammers
Identity Attack0.03636306
Insult0.3388922
Profanity0.17287734
Threat0.039256934
Severe Toxicity0.015609037
Moderate 0.37751234 Moderate Con 0.363 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
oh wow........ (as someone who grew up in Vancouver...... aka "HongCouver" ......... you gotta come visit HONG-COUVER some day and do a video on how chinese are taking over the greater Vancouver area, NOT EVEN …
oh wow........ (as someone who grew up in Vancouver...... aka "HongCouver" ......... you gotta come visit HONG-COUVER some day and do a video on how chinese are taking over the greater Vancouver area, NOT EVEN JUST VANCOUVER CITY....... ITS EVERY SINGLE CITY within a 1-2 hour drive outside of Vancouver City................. THEY LITERALLY ARE TAKING OVER....... and I am NOTTT a racist person........ but man..... its not the same vancouver that I grew up in I tell you that, MY SON IS ONE OF ONLY 6 WHITE KIDS IN HIS ENTIRE SCHOOL (a elementary school of 400-450 kids BY THE WAY)...................... since grade 1 (he is now in grade 3) ........ HE HAS BEEN THE ONLY WHITE KID IN HIS CLASS SINCE HE STARTED GOING TO SCHOOL THERE................. AND AGAIN!!!!!!!!! NOTHING WRONG WITH CHINESE OR ASIAN PEOPLE................. I JUST CAN NOT HELP BUT WONDER THAT 15-30 YEARS FROM NOW............. IS THERE GOING TO BE ANYYYYY WHITE PEOPLE LEFT HERE????????? MY THOUGHTS ARE NO........ WHITE PEOPLE WILL BE LESS THEN 5%
Identity Attack0.38185352
Insult0.25800487
Profanity0.0887236
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.606 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Hes getting more racist each video, pronouncing everything wrong on purpose too.
Hes getting more racist each video, pronouncing everything wrong on purpose too.
Identity Attack0.19693321
Insult0.24928534
Profanity0.10735235
Threat0.0103175985
Severe Toxicity0.013995127
Moderate 0.37751234 Low Con 0.197 Meta_Commentary
Feb 10, 2026 Inside Canada's Indian Invasion...
This video sounds very racist, I grew up here since 1989. The video is a bit extreme, but there is definitely a lack of assimilation. But the same goes for the native communities, we just …
This video sounds very racist, I grew up here since 1989. The video is a bit extreme, but there is definitely a lack of assimilation. But the same goes for the native communities, we just put them in the middle of nowhere and killed their kids in schools centuries ago. Canadians let them get addicted to drugs and let their communities crumble. Now when a community shows up with a harder WORK ETHIC than the locals, THERE IS A PROBLEM???? Its called Getting on the GRIND. But @6:40 Not all the Kids... but a good portion are TAKING AWAY OUR IDENTITY. I work with some amazing humble guys from India... but the same does not go for the rest.
Identity Attack0.27701542
Insult0.30797598
Profanity0.06395709
Threat0.12536226
Severe Toxicity0.02296847
Moderate 0.37751234 Constructive 0.718 Personal_Narrative
Sep 25, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
This is a racist video, any immigrant working towards creating a better place for themselves is not a problem, they could have just went on welfare and you would be complaining about that. Stop looking …
This is a racist video, any immigrant working towards creating a better place for themselves is not a problem, they could have just went on welfare and you would be complaining about that. Stop looking at others and being player haters, those complaining are people who had a few hundred years head start and renting from these people now and are ashamed of themselves.
Identity Attack0.2869935
Insult0.26957804
Profanity0.082581155
Threat0.009359611
Severe Toxicity0.015802706
Moderate 0.37751234 Moderate Con 0.442 Moral_Argument
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
“I came to Canada as a 13-year-old immigrant, innocent and fresh off the boat. I’ll never forget how a white girl in my PE class would throw my clothes in the garbage and bully me …
“I came to Canada as a 13-year-old immigrant, innocent and fresh off the boat. I’ll never forget how a white girl in my PE class would throw my clothes in the garbage and bully me just because I was different. That’s what racism looks like. So when I see videos today blaming immigrants, I know exactly how much hate that spreads. Young Indian students are dying, struggling in laundry rooms and basements, and instead of compassion we point fingers. Immigrants may need some adjustments, yes, but that’s no reason to divide or dehumanize us. Stop spreading hate — Canada is stronger when we stand together.”
Identity Attack0.4139151
Insult0.34032786
Profanity0.09034003
Threat0.030623792
Severe Toxicity0.01806218
Moderate 0.37751234 Constructive 0.754 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army …
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army in WORLD HISTORY was from "India" ( created in 1947). Parts of the Ahghani mountains and Tajikstan were taken and Gurjrati Muslims were given Panjab and Gujrati Hindus the other. On the north of steeles ave from Kipling to airport Rd there was NOTHING but some farms. After over 100 YEARS IN THE NATION the Sikhs and serving in BOTH WW1 and WW2 bought the first houses and businesses in the 90's. There are about 800,000 Panjabi's in Canada vs about 2 milliom Chinese. In the 90's, when Springdale was built, Gujrati people moved to Canada influx. The character of Kumar from Harold and Kumar go to white castle, rishi Sunak, kash Patel, the people rubbing cow manure on them and other setero type are Gujrati. The Sikh religion are AGINST conversation of ANY KING. If you are Christian, the Sikh religion says to be the best Christian as possible! Ben Sapiro, the Jew, as said and his people believe that Jesus was a jealot and is burning in hell in hot feces, SEMAN, and urine. In the 90's the government of Canada STOPPED allowing Panjabi farmers to come to Canada and made way for the Gujrati HINDUS. Over 100 YEARS the Sikh, Muslim and Hindus have been in Canada and NEVER asked for special treatment. Springdale was build and FIRST SETTLED by Panjabi's, who have been in nation for over 100 years. In 1947 "India" was created, again, and parts of Afghanistan and Tajikstan was taken and created Pakistan. Where is the homeland of Panjabi people? Your grandfathers are ROLLING in their graves because of the disrespect of the Panjabi people! Go look up Sikhs in ww1 and ww2. There were 2 Sikh and Anglo-Saxson wars and Panjab was the HARDEST and LONGEST land to take (which was through betrayal and NOT battle - another story). (Stoping here - because you are retarded)
Identity Attack0.39966375
Insult0.2435641
Profanity0.16357292
Threat0.058503386
Severe Toxicity0.02604016
Moderate 0.37751234 Constructive 0.638
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The driving part was funny, that is legit India, Vietnam, China, Pakistan and MOST of Central and North Africa..i know i've lived in these areas...its wild Google or serach up how to cross the road …
The driving part was funny, that is legit India, Vietnam, China, Pakistan and MOST of Central and North Africa..i know i've lived in these areas...its wild Google or serach up how to cross the road in VIetnam and its 1000's of videos of the chaos, its not normal, its not a system its just low IQ as the white dude said
Identity Attack0.39773783
Insult0.24928534
Profanity0.18356428
Threat0.02181799
Severe Toxicity0.020902663
Moderate 0.37751234 Constructive 0.57
Jan 27, 2026 Inside Canada's Indian Invasion...
This video can be summed up in one sentence: Too many Indians.
This video can be summed up in one sentence: Too many Indians.
Identity Attack0.46028158
Insult0.15556364
Profanity0.098377466
Threat0.026997874
Severe Toxicity0.022193791
Moderate 0.37751234 Low Con 0.226
Jun 21, 2025 3 likes How Canada broke its immigration …
How much invasion videos is this nga gonna post lol? 😂😂😂
How much invasion videos is this nga gonna post lol? 😂😂😂
Identity Attack0.28034934
Insult0.24630153
Profanity0.25001678
Threat0.04132889
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.19 Meta_Commentary
Mar 3, 2026 1 likes Inside Canada's Indian Invasion...
More people need to speak up and share these videos! Sign petitions etc! This has to stop, you know how frustrating it is when people cant read or speak or understand english! Rent is more …
More people need to speak up and share these videos! Sign petitions etc! This has to stop, you know how frustrating it is when people cant read or speak or understand english! Rent is more than half of your pay. Of course everyone is in debt. We need to eat and feed our kids and pets etc it’s disgusting! I am in alberta we use to be one of the more affordable cities. Not anymore we have caught up with others rent etc is ridiculous! Also I’m sorry to stay here and be here as a new Canadian learn english speak it read it correctly or go home!! STOP LETTING PEOPLE IN FOR 1 YEAR! See what happens! #fixcanada #rentcaps #lowercosts
Identity Attack0.078392304
Insult0.40189892
Profanity0.09066332
Threat0.008311004
Severe Toxicity0.012207031
Moderate 0.37751234 Constructive 0.786
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Hey Hatemonger. Tim Horton's in India are much nicer than they are in Canada. Google it. Or go visit. Your brain will open up a bit. Instead of videos like this make a video questioning …
Hey Hatemonger. Tim Horton's in India are much nicer than they are in Canada. Google it. Or go visit. Your brain will open up a bit. Instead of videos like this make a video questioning Canadian government policies and why immigration authorities are asleep at the wheel as visas and permits expire and people overstay their visits. Quality of Canadian YT content is being run into the sewage by creators like you.
Identity Attack0.11396073
Insult0.39297962
Profanity0.032894265
Threat0.008349842
Severe Toxicity0.009994507
Moderate 0.37751234 Constructive 0.512 Policy_Critique
Feb 27, 2026 1 likes Inside Canada's Indian Invasion...
On paper, Canada has been great for this land the Native Americans called Turtle Island. A huge new country sprang out of nothing, adding trillions of dollars to the economy. But the question I and …
On paper, Canada has been great for this land the Native Americans called Turtle Island. A huge new country sprang out of nothing, adding trillions of dollars to the economy. But the question I and all the natives before the white men came there kept asking was this. Why? After visiting, I have no answer. So sorry to say, you are hard hardcore racist. Try to make a video where everyone are French, Itailina or what have you. . There are plenty of places like that. The problem is they look white.
Identity Attack0.44690517
Insult0.29383746
Profanity0.0864606
Threat0.00933372
Severe Toxicity0.017416617
Moderate 0.37751234 Constructive 0.591 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
First off, the host is asking BS question from people who look they are on unemployment benefits. Second, getting ONE brown guy to says racist stuff doesn't makes the video less racist.
First off, the host is asking BS question from people who look they are on unemployment benefits. Second, getting ONE brown guy to says racist stuff doesn't makes the video less racist.
Identity Attack0.3908055
Insult0.25602314
Profanity0.12158839
Threat0.008738215
Severe Toxicity0.015802706
Moderate 0.37751234 Moderate Con 0.44 Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Oh so you are that guy who spread hatred against Indians by the "poop festival video" which festival was unknown by most of the Indians themselves. We Indians are the most successful in US and …
Oh so you are that guy who spread hatred against Indians by the "poop festival video" which festival was unknown by most of the Indians themselves. We Indians are the most successful in US and Canada. And accept the fact that if you people had that talent then you were not going to hire foreign talents. *You need us Indians* . And you are jealous of us as we Indians earn more than average Canadians or Americans and you don't have the talent to beat us that's why your own companies hire us.
Identity Attack0.38176915
Insult0.3388922
Profanity0.18049006
Threat0.009825659
Severe Toxicity0.01986976
Moderate 0.37751234 Moderate Con 0.445 Identity_Assertion
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
The larger issue you don’t seem to understand or convey in your video is the fact that this racist and ignorance-fuelled behaviour becoming so normalized without thinking about the deeper issues at hand trickles into …
The larger issue you don’t seem to understand or convey in your video is the fact that this racist and ignorance-fuelled behaviour becoming so normalized without thinking about the deeper issues at hand trickles into society at large is it eventually seeps into racism in general towards other cultures (although it’s not right towards any culture or ethnicity). Basically if you’re not white or white passing people become less inclusive or accepting, or write you off thinking you’re a foreigner (have seen this being experienced by a lot of Canadian born friends). This is all in all a reflection of the failing critical thinking skills in our society and dumbing down of our culture. If you think you’re gonna sit cushy and you’re safe because you’re not one of the indians, well you just might be next! People have lost empathy and decency. A lot of the videos posted online are exaggerated posts to garner views and engagement, but it’s not necessarily the truth.
Identity Attack0.34324843
Insult0.35677677
Profanity0.12727508
Threat0.010783645
Severe Toxicity0.01935331
Moderate 0.37751234 Constructive 0.708 Moral_Argument
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't …
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't handing anything appropriately or even objectively being managed in a sensible way. however, you saying "greatest country in the world" instead of "USA" every time, is probably why people think you're racist and mocking other societies. I defended your India poop video because it was clear you weren't saying that all Indians live in filth like people claimed you were. But again, referencing the US as the best or greatest is just condescending and portentous. Now I'm not your Dad, say and do whatever you want, I'm still enjoying the content. Just saying being more humble and remembering the many problems the US has and how many self-inflicted 3rd world issues it places on itself, would be wise.
Identity Attack0.29035977
Insult0.36798462
Profanity0.2366394
Threat0.010472948
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.798 Meta_Commentary
Jan 28, 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.