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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: "Why do they never have …" 820 comments · Page 7 of 33
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...
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But …
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But definitely they don't speak a good English.
Identity Attack0.36702603
Insult0.3388922
Profanity0.47435758
Threat0.0138755
Severe Toxicity0.024866661
Moderate 0.47323486 Constructive 0.505 Identity_Assertion
Feb 20, 2026 Inside Canada's Indian Invasion...
Federal liberals screwed Canadians Canada is broken Humpty Dumpty can never be put back together again Alberta needs to separate from broken Canada
Federal liberals screwed Canadians Canada is broken Humpty Dumpty can never be put back together again Alberta needs to separate from broken Canada
Identity Attack0.3908055
Insult0.48484445
Profanity0.26735115
Threat0.0116639575
Severe Toxicity0.023152983
Moderate 0.47323486 Low Con 0.141 Policy_Critique
Feb 24, 2026 1 likes 'We do know that there's …
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all …
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all of punjab look like this, with that logic i can show you probably dirtier steet than this in Toronto. first he made poop festival video which are unknown from 99.99% of indian and painted as it is celebrated like holi and Diwali, i can also give the weirdest festival around the global that you never imagined and why did he made video about poop tasting and throwing festival that are celebrated in texas because he wil not get the clout, there are hundreds of thousands of video about white guy pooping on road,street and randomly showed up at seven 11 store pooped and left, and we love you canada so much why millions of Canadian come india for health checkup and medical treatment. Whites are born hypocrites for centuries they colonies india and other part of world snatch their resources for themselves that time they were enjoying and now other peoples came their country and contributing to their economy for that they are crying
Identity Attack0.29798782
Insult0.36798462
Profanity0.2980872
Threat0.146441
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.519 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
The irony of westerners FEARING Africans because of our 'culture' when the western world tore through Africa for hundreds of years pillaging, enslaving, raping and murdering MILLIONS of them will never not make my blood …
The irony of westerners FEARING Africans because of our 'culture' when the western world tore through Africa for hundreds of years pillaging, enslaving, raping and murdering MILLIONS of them will never not make my blood boil.
Identity Attack0.48915586
Insult0.36798462
Profanity0.26631543
Threat0.41878307
Severe Toxicity0.16960317
Moderate 0.47119883 Moderate Con 0.401 Moral_Argument
Mar 3, 2026 Inside Canada's Indian Invasion...
ppl doing fraud in canada ?! Wtf where. I never see it. Lmao 😂😂😂😂😂😂😂😂
ppl doing fraud in canada ?! Wtf where. I never see it. Lmao 😂😂😂😂😂😂😂😂
Identity Attack0.25140062
Insult0.3388922
Profanity0.42019588
Threat0.010343489
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.327
Oct 2, 2025 1 likes IRCC Names India in Study …
Yeah they choose to send back the ones who is honest never used the systems on government funds . Worked and own there own business for a better lives . And yet the send them …
Yeah they choose to send back the ones who is honest never used the systems on government funds . Worked and own there own business for a better lives . And yet the send them back . But keep the criminals. Is this fair ?? Lawyers only eat your damn money . This is who the stand back good people no criminal records . Lady come on you just heard yourself ? But the many people with no permanent did crimes and get to stay . Unfair .
Identity Attack0.026207991
Insult0.4196762
Profanity0.45190978
Threat0.011819307
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.398 Moral_Argument
Dec 24, 2025 Deportations From Canada at Their …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else to take care of. This is why their country is one of the dirtiest in all the world. They use the streets as a garbage can or toilet, then just leave it for someone else to clean it up. But, when everyone is raised with this attitude, there's no one left to clean it up. In India, they have the "untouchables". Yes, the caste system is still operating in India, although it's not recognized by the government. It's the untouchables that are supposed to clean up all the trash and feces off the streets, but they never do. They don't get paid to do it. This is why their trash clean up is so poor as far as having trucks go around and pick it up to take to a landfill. There are very few untouchables and the other people won't work for the trash pick up companies, because they feel it's beneath them. So, they trash their country and instead of cleaning it up, they move to another country to trash it. My brother used to be a truck driver for many years. Every time he saw a truck rolled over on it's side, he'd say "Must have been an Indian", because every rolled over truck he ever saw was driven by someone from India. If you look at videos of the traffic in India, you will see lot of trucks rolled over, and you'll see no one pay attention to stop lights, stop signs and everyone just cuts off everyone. This is the individual idea. I have to get somewhere, so I will cut you off to get there. It's always "Me, me, me". This attitude causes so many wrecks. Westerners have a hard time driving in India because we are all raised with everyone in mind, not just ourselves. We are a community, not an individual. We need to put a big wall around India and stop all airplanes going in and out, so they don't spread their diseased ideals of life and end up ruining another country. Do you know why India doesn't really take military training very seriously? Because no other country wants to invade and have to deal with the clean up. At this point, it's just about impossible to ever clean that country up.
Identity Attack0.50588524
Insult0.43450394
Profanity0.3813392
Threat0.046541955
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.685 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
We aren't turning against immigrants...we are turning against a group of poorly behaved entitled ppl. Its bc every time we speak up. They call us racist and Islamophobic. I for one am done. Those words …
We aren't turning against immigrants...we are turning against a group of poorly behaved entitled ppl. Its bc every time we speak up. They call us racist and Islamophobic. I for one am done. Those words have been used so much that they no longer hold the power They used to. Let them call us what they want. It is time for us to take our country back and make it clear that this crappy behavior will NEVER BE OK. 🤬
Identity Attack0.39334553
Insult0.48627716
Profanity0.22105443
Threat0.013476364
Severe Toxicity0.023076924
Moderate 0.47119883 Constructive 0.517 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
We the people: If we wanted to be surrounded by East Indians, we would have moved to India. If we wanted all the inequality of Islam, we would have moved to an Islamic nation. If …
We the people: If we wanted to be surrounded by East Indians, we would have moved to India. If we wanted all the inequality of Islam, we would have moved to an Islamic nation. If we wanted the: inequality; the masoginy; the oppression; the slavery; the gra-e; the pedophilia, the fraud; the piracy; the barbarity, the arrogance; and the disrespect; We would have moved to another nation. We didn't move because we don't want any of that, and never did, and STILL don't. Get out!!!
Identity Attack0.5039629
Insult0.40243408
Profanity0.18049006
Threat0.051391184
Severe Toxicity0.037697118
Moderate 0.47119883 Low Con 0.284 Identity Attack
Jan 21, 2026 Why Canadians Are Turning Against …
BETA MALE DOING THIS REPORTING. Youre scared of an out of shape indian youre going to meet. You do realize that Indian is petrified of us Canadians right? They know where they stand and would …
BETA MALE DOING THIS REPORTING. Youre scared of an out of shape indian youre going to meet. You do realize that Indian is petrified of us Canadians right? They know where they stand and would never take that kind of risk. BISH BOY! What you thought he would do to you, I will literally do to him. I will be calling him and he will be longer in a few days. Cold case!
Identity Attack0.44690517
Insult0.47787863
Profanity0.29209393
Threat0.13178273
Severe Toxicity0.027833538
Moderate 0.47119883 Moderate Con 0.356 Fear_Threat
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
I hate the treasonous WEF Liberals so much for destroying Canada. Never forgive or forget what they did.
I hate the treasonous WEF Liberals so much for destroying Canada. Never forgive or forget what they did.
Identity Attack0.34974504
Insult0.47630358
Profanity0.0913099
Threat0.058826666
Severe Toxicity0.021031776
Moderate 0.46716887 Moderate Con 0.324 Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
@GeneralAetius4705 1 second ago I see more Black people snd Muslims in downtown Edmonton than people of my cultural background....with deep roots and mixed background. We just want it reduced. We do mot need to …
@GeneralAetius4705 1 second ago I see more Black people snd Muslims in downtown Edmonton than people of my cultural background....with deep roots and mixed background. We just want it reduced. We do mot need to feel obligated. A shortage of TFWs for Wendy's is no national fckn emergency You'd do well to remember....you never had an empire gete..
Identity Attack0.5051609
Insult0.39743927
Profanity0.42019588
Threat0.030969119
Severe Toxicity0.06225512
Moderate 0.46716887 Constructive 0.667 Identity Attack
Aug 27, 2025 Why Canadians Are Turning Against …
Because Canadian politicians are, like in essentially every country, in bed with the wealth class so they green lit a wildly retarded immigration policy to flood Canada with cheap labour and suppress wages. There was …
Because Canadian politicians are, like in essentially every country, in bed with the wealth class so they green lit a wildly retarded immigration policy to flood Canada with cheap labour and suppress wages. There was never a real labour shortage in all but and extremely limited number of industries in Canada. Indians and Pakistani's make zero effort to integrate even learn basic English. They aren't stupid. They want to overpopulate areas so that they don't even have to bother integrate. Make no mistake, this isn't a Liberal or Conservative issue. Canada's reckless immigration policy is a war being waged by the wealthy on the rest of us.
Identity Attack0.39461556
Insult0.5101222
Profanity0.17803068
Threat0.00967031
Severe Toxicity0.023076924
Moderate 0.46716887 Moderate Con 0.469 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
eneralAetius4705 1 second ago I see more Black people snd Muslims in downtown Edmonton than people of my cultural background....with deep roots and mixed background. We just want it reduced. We do mot need to …
eneralAetius4705 1 second ago I see more Black people snd Muslims in downtown Edmonton than people of my cultural background....with deep roots and mixed background. We just want it reduced. We do mot need to feel obligated. A shortage of TFWs for Wendy's is no national fckn emergency You'd do well to remember....you never had an empire here. Don't like it my opinion? Buzz off!
Identity Attack0.49032792
Insult0.40243408
Profanity0.4033339
Threat0.06593887
Severe Toxicity0.15179962
Moderate 0.4645176 Constructive 0.657
Aug 27, 2025 Why Canadians Are Turning Against …
Canada is a joke now. Why would you want Muslim in your country cause theirs is so great. I can’t wait till it collapses left 4 years ago and I’ll never be back
Canada is a joke now. Why would you want Muslim in your country cause theirs is so great. I can’t wait till it collapses left 4 years ago and I’ll never be back
Identity Attack0.55044734
Insult0.3388922
Profanity0.11601777
Threat0.045895394
Severe Toxicity0.023270357
Moderate 0.4645176 Moderate Con 0.321 Identity Attack
Aug 27, 2025 Why Canadians Are Turning Against …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's and Pakistanis. None of them aligns with Canadian values. I feel its very rude and nerve-racking of them to come here and then try to change our culture to look like what they just came from. They are a dirty people. They have no rules when it comes to cleanliness in their food factories. They literally use their filthy feet to help in the preparation of food that is shipped to Western countries. Its a common agreement that we dont want them here. Even natural-born Indians dont want them here. They know how disgusting their hygiene practises are. I went to an indian resteraunt with a friend of mine and i could see into the kitchen and the guy who was cooking was barefooted and as he came to deliver the food he slid into a pair of slippers. I asked him if he was cooking in bare feet and he lied saying OHHH no maam and then he lifted his foot. I looked at my friend and said this is grose and im going to McDonalds. And everyone in Mcdonalds was Indian too. FUCC that. Canada doesnt even look Canadian anymore. We honestly look Asian and its the Liberals who are doing it. Get rid of White Canadians. Bring in Dumb down indians and they will never lose another election
Identity Attack0.48990932
Insult0.48313886
Profanity0.18049006
Threat0.01254427
Severe Toxicity0.023552058
Moderate 0.45921504 Constructive 0.639
Jan 27, 2026 Inside Canada's Indian Invasion...
Immigrants will never be accepted unless the aftereffects come . And Immigrants will always curse there source country to prove loyalty. Whole cycle is toxic
Immigrants will never be accepted unless the aftereffects come . And Immigrants will always curse there source country to prove loyalty. Whole cycle is toxic
Identity Attack0.48915586
Insult0.40243408
Profanity0.29209393
Threat0.04132889
Severe Toxicity0.023458159
Moderate 0.45757914 Low Con 0.273 Unverified_Claim
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
9:01 “They never even cover up the window, they walk naked” - literally Polish man who’s walking around naked 😂😂😂
9:01 “They never even cover up the window, they walk naked” - literally Polish man who’s walking around naked 😂😂😂
Identity Attack0.33675182
Insult0.19734058
Profanity0.2564132
Threat0.035113025
Severe Toxicity0.02416241
Moderate 0.45751464 Low Con 0.235
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
White countrys the west etc are almost gone.. Canada is beyond repair its gone. Europe has been ruined its gone. forever. Its just been put into order in Japan and S korea they lie and …
White countrys the west etc are almost gone.. Canada is beyond repair its gone. Europe has been ruined its gone. forever. Its just been put into order in Japan and S korea they lie and tell them birth rates going down which is a fuckinig lie just like global warming use these lies to take control. All these countries are what keep the world running in a "free state" and keep the world going in general. They have been replaced by 2nd and 3rd world immigrants on purpose. Why do you think Russia is at war and china is the bad country etc? Because israel doesnt have control over them fully. they are only few country's left where arent being replaced by goddamn immigrants. they use 2nd world immigrants to replace the white countrys because 3rd world counrtys they wouldnt be able to keep things running there iq is so low they are considered retarded by western standards. IThis is all being done by Israel.. there goal is to have a one world order meaning they control the world fully and have one country is the main goal. They were never promised a homeland so this is there plan. Once there are no white countrys left they have full control over every country. they have this written out to the public. the next phase will be to kill off the world population too 500,000,000 either through world war or a man made virus. And it will be kept under 500,000,000 after.. Then the one world order will be put in place. If you cant undestand this or see this yet then you are part of the problem and insanelly dumb because you are being used these people (the jews) want you dead. They look at anyone that isnt jewish as subhuman.. goyim.
Identity Attack0.45348886
Insult0.41530323
Profanity0.40185395
Threat0.017328756
Severe Toxicity0.03321367
Moderate 0.45751464 Moderate Con 0.317 Unverified_Claim
Mar 2, 2026 Inside Canada's Indian Invasion...
And we voted in the same D** liberal government that has been slowly ruining canada . I grew up voting liberal .I will never vote liberal again .we had a chance to stop this from …
And we voted in the same D** liberal government that has been slowly ruining canada . I grew up voting liberal .I will never vote liberal again .we had a chance to stop this from happening but for some reason enough people voted the liberal party back in. We need to start speaking up and say what's on our minds.next time your in a store. restaurant and you can't understand the person working there say something to them .stop being nice and polite. Next election . DO NOT vote liberal
Identity Attack0.18468912
Insult0.4339631
Profanity0.4131548
Threat0.013476364
Severe Toxicity0.023176458
Moderate 0.45751464 Constructive 0.57
Aug 29, 2025 Why Canadians Are Turning Against …
It me so sick. People that have never paid taxes getting our benefits. It’s all nuts. I will never vote liberal
It me so sick. People that have never paid taxes getting our benefits. It’s all nuts. I will never vote liberal
Identity Attack0.11744241
Insult0.48627716
Profanity0.14490221
Threat0.00967031
Severe Toxicity0.014705247
Moderate 0.4574824 Moderate Con 0.378 Economic_Argument
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Im not Canadian but I visited Canada twice specifically Montreal I saw how ugly and dirty indian neighborhoods are …the apartment I was staying at in 2019 there was only one Indian couple neighbors who …
Im not Canadian but I visited Canada twice specifically Montreal I saw how ugly and dirty indian neighborhoods are …the apartment I was staying at in 2019 there was only one Indian couple neighbors who both were very dirty but overall it was a decent place but past forward to 2025 the building got a lot more dirty because of other new Indian Neighbors u can’t even use the lifter because of the smell one of them brought his family from India and I think the dad peeid in the lifter and they brought bugs with them imagine how bad the situation was 🤮… also one them was literally walking barefoot with a weird disgusting towel he scared the shit out of me for a moment I felt so unsafe as a girl thank god I wasn’t alone otherwise I know he would’ve done something bad to me … I would never go back to that place ever again.. I spoke to Canadians who lived there they all had plans to move out to other areas they couldn’t stand them anymore like I went to asian and arabs / North Africans and sub Saharan Africans Jewish Mexican neighborhoods yeah they weren’t 100% clean but it’s clean nice smell and people aren’t loud like u see decent looking civilized people even tho some are very poor so it’s not about poverty
Identity Attack0.4911651
Insult0.47384647
Profanity0.18049006
Threat0.012906751
Severe Toxicity0.024350211
Moderate 0.4574824 Constructive 0.737 Fear_Threat
Mar 2, 2026 2 likes Inside Canada's Indian Invasion...
we never wanted whites on our land too in the past yk?
we never wanted whites on our land too in the past yk?
Identity Attack0.54151535
Insult0.24928534
Profanity0.17613389
Threat0.030278467
Severe Toxicity0.02420936
Moderate 0.45703048 Moderate Con 0.33 Identity Attack Moral_Argument
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada has always had Indians. But they used to be middle-class, and well educated, and in smaller numbers. Meaning they assimilated. Now we're getting the dregs, and in large numbers. I never considered myself racist, …
Canada has always had Indians. But they used to be middle-class, and well educated, and in smaller numbers. Meaning they assimilated. Now we're getting the dregs, and in large numbers. I never considered myself racist, but I am now. I want these people gone ... deport, deport, deport!
Identity Attack0.4911651
Insult0.40243408
Profanity0.092279755
Threat0.13161413
Severe Toxicity0.02378681
Moderate 0.45703048 Constructive 0.607 Identity_Assertion
Jan 27, 2026 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.