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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: "Says the guy who has …" 189 comments · Page 5 of 8
5:00 I mean they're making him out to be the racist guy but nothing he's saying is untrue. 🧐💯
5:00 I mean they're making him out to be the racist guy but nothing he's saying is untrue. 🧐💯
Identity Attack0.18705739
Insult0.1823172
Profanity0.11292298
Threat0.012285355
Severe Toxicity0.01483436
Moderate 0.36095104 Moderate Con 0.402 Meta_Commentary
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
9:00 "they walk naked" says the guy standing without any clothes on... 😂
9:00 "they walk naked" says the guy standing without any clothes on... 😂
Identity Attack0.019676208
Insult0.070799805
Profanity0.21024476
Threat0.013269233
Severe Toxicity0.014317908
Moderate 0.35186127 Low Con 0.287 Humor_Satire
Oct 9, 2025 688 likes Inside Canada's Indian Metropolis (Brampton)
Guys can I make one thing clear… stop calling them “Indians” most of them are “khalistani” operates out of canada for a war against India and separative movements. They want to break India. So how …
Guys can I make one thing clear… stop calling them “Indians” most of them are “khalistani” operates out of canada for a war against India and separative movements. They want to break India. So how can you call them Indian? If you don’t make these types of videos. I’m sorry to say but canada will change into punjab. But next time make sure you call them by who they are “khalistani” and as an Indian pressure your government to send them back!
Identity Attack0.42615733
Insult0.18977246
Profanity0.040409464
Threat0.038220957
Severe Toxicity0.018836858
Moderate 0.35186127 Moderate Con 0.495 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
Bike guy is spitting facts lol. Thats a brave white man to say all that. Guy has nothing to lose lol.
Bike guy is spitting facts lol. Thats a brave white man to say all that. Guy has nothing to lose lol.
Identity Attack0.36598656
Insult0.19734058
Profanity0.10240069
Threat0.012233571
Severe Toxicity0.014188796
Moderate 0.3389984 Moderate Con 0.385 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
''They never even cover the window , They walk naked and its kind of embarrasing '' Says the Naked guy on the street
''They never even cover the window , They walk naked and its kind of embarrasing '' Says the Naked guy on the street
Identity Attack0.050443888
Insult0.17858955
Profanity0.22213541
Threat0.011922873
Severe Toxicity0.016964722
Moderate 0.3389984 Moderate Con 0.323 Humor_Satire
Nov 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Love how he says these people are dirty but he has no shirt on❤😅The Pakistani Guy, the Sikj Guy and the Hindu guy. Just amazing ❤❤❤they said it perfect. ❤
Love how he says these people are dirty but he has no shirt on❤😅The Pakistani Guy, the Sikj Guy and the Hindu guy. Just amazing ❤❤❤they said it perfect. ❤
Identity Attack0.2949366
Insult0.26957804
Profanity0.1719469
Threat0.020091362
Severe Toxicity0.021419114
Moderate 0.3389984 Constructive 0.512
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I'll just say that as a British guy, the ask for Khalistan is fair in my opinion. Us Brits screwed the Sikhi over after they did a lot for us.
I'll just say that as a British guy, the ask for Khalistan is fair in my opinion. Us Brits screwed the Sikhi over after they did a lot for us.
Identity Attack0.27991617
Insult0.19967617
Profanity0.35346076
Threat0.032695748
Severe Toxicity0.01986976
Moderate 0.3389984 Constructive 0.639 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
just want to say tyler u smiling when the guy on the bike was openly racist is not chill......For indians: aaie ham sab is chainal ko unsubscribe karen.
just want to say tyler u smiling when the guy on the bike was openly racist is not chill......For indians: aaie ham sab is chainal ko unsubscribe karen.
Identity Attack0.29951343
Insult0.25800487
Profanity0.16217725
Threat0.08856395
Severe Toxicity0.023076924
Moderate 0.33836752 Moderate Con 0.318 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm with the guy in the vest...I can deal with an Indian invasion over Muslim/African any day! We've had a huge Indian influx in our area and though they usually group together, they at last …
I'm with the guy in the vest...I can deal with an Indian invasion over Muslim/African any day! We've had a huge Indian influx in our area and though they usually group together, they at last largely assimilate even if their yards don't say it! Not to mention do this same interview in a largely Muslim area and see how the people react if you don't have a body guard!
Identity Attack0.40713623
Insult0.11464815
Profanity0.08549073
Threat0.043309137
Severe Toxicity0.018320406
Moderate 0.33255672 Constructive 0.763 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
the old indian guy saying newcomers should assimilate is so true. Like it's genuinely scary. Of course canada is not like the US and we don't have ICE (thank god) but it's still scary. The …
the old indian guy saying newcomers should assimilate is so true. Like it's genuinely scary. Of course canada is not like the US and we don't have ICE (thank god) but it's still scary. The violent crime has been skyrocketing. Guns are becoming more common. Sexual Assaults are increasing.. It's a lot of third-world violence and ideals being brought here.
Identity Attack0.3043136
Insult0.1711343
Profanity0.044417568
Threat0.04029291
Severe Toxicity0.01412424
Moderate 0.32919475 Constructive 0.705 Fear_Threat
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending on the number of children or sibling the earning member(s) have. The only problem is when these homes are converted to rooming units. Otherwise it is perfectly legal for extended families to live under one roof as first immigrants to gain foothold and then move on!! The fore fathers of the current white population did this as well !! Also, these immigrants and students are NOT housed in hotels and such, it is the refugees from Syria, Palestine and Ukraine (and other war torn countries) that Liberals brought in that are housed in hotels. So this is misinformation. What I do notice is that these losers are jealous of the hard work that the indian immigrants are capable of doing and feel intimidated. If this is any comfort, many indians are actually choosing to go back to India as opportunities are better and more and they have seen what Canada has to offer. There needs to be responsible reporting happening not just interview any guy on the streets who has 0 knowledge of the current political scenario.
Identity Attack0.36702603
Insult0.21368977
Profanity0.07255927
Threat0.011327368
Severe Toxicity0.013672344
Moderate 0.3266089 Constructive 0.746
Jan 7, 2026 Inside Canada's Indian Metropolis (Brampton)
Now i dont mean to incite violence, but @1:39 this phrase makes a guy do some thinking. Something something, one bad apple to ruin the bunch... Something something, they would have us beheaded in their …
Now i dont mean to incite violence, but @1:39 this phrase makes a guy do some thinking. Something something, one bad apple to ruin the bunch... Something something, they would have us beheaded in their country... Something something, they despise us for not accepting their fake god... I dont mean to say there is a limit the people can take before they start opposing those protests and riots in the streets. but as Somebody who has never had or wanted to have a hateful bone in my body. Why do these cultists spark so much (and it pains me to even say this but) hatred in me.
Identity Attack0.17226285
Insult0.24835461
Profanity0.21781154
Threat0.13178273
Severe Toxicity0.01935331
Moderate 0.3260917 Constructive 0.624 Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And …
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And Desis just happen to be the people willing to migrate and “create” a city out of nothing as you say. This is not showing both sides of anything. The Polish guy was just racist lol “ they all look the same” We are other-ized by the average Canadian and face bias often, at work or in regular social situations. Then the nice Canadian wonders why we hang out amongst ourselves and prefer employing each other lol
Identity Attack0.28034934
Insult0.24928534
Profanity0.056441884
Threat0.008285114
Severe Toxicity0.011444092
Moderate 0.31963667 Constructive 0.681
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why …
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why assimilate at all honestly it feels so good no need to speak French or English I only speak English at school even that is interrupted by speaking desi languages like Punjabi Hindi Urdu and others like we can integrate but never assimilate and also not to mention stereotypes you guys do on us so we just say if they gonna treat us negatively why not just take jobs and business we aren’t gonna be treated any better so why not make most out of it and why you guys mad other people have their own communities culture and language you guys were also immigrants not even immigrants but colonizers who literally gcided the natives also why you mad like they are successful and made their own community and support eachother that’s why they aren’t homeless they support eachother and are willing to compromise
Identity Attack0.29951343
Insult0.14150882
Profanity0.17987521
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.31825066 Constructive 0.747 Personal_Narrative
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running …
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running because white people no longer have any business planning Bramptons future. He replied saying that people of all backgrounds want to come because of what white people built" he was sanctioned by the government for that comment and he was touted as a racist from then on. No comment was made about the indian woman who said white people shouldn't be allowed in the government in a Canadian city anymore. Last time I was in Brampton I was told to go back to my own country because I asked a group of indians who were playing indian music from concert volume speakers in a residential area at 1 am to turn it off. I don't think you captured a small fraction of how bad it is in Brampton.
Identity Attack0.3758158
Insult0.16853803
Profanity0.058445938
Threat0.013165667
Severe Toxicity0.0104522705
Moderate 0.3057765 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice …
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice houses are Indian. Also most fast food restaurants are run by indian managers and staff, I was in a KFC the other day that had 1 younger white male at the counter, and 5 punjab behind the counter. The workers were all yelling at eachother about orders in their language and the white guy looked so confused. English is the first language in Canada so it should be learned especially when it comes to a business context, does our government care tho? Nope.
Identity Attack0.36702603
Insult0.15485314
Profanity0.18786818
Threat0.013631714
Severe Toxicity0.017997624
Moderate 0.30427247 Constructive 0.753 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
The white guy with the helmet is pretty based but even he is afraid to say that his city has been invaded and taken over...
The white guy with the helmet is pretty based but even he is afraid to say that his city has been invaded and taken over...
Identity Attack0.3072352
Insult0.10440776
Profanity0.04867618
Threat0.014911477
Severe Toxicity0.009422302
Low Tox 0.295883 Moderate Con 0.352
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy with an accent is complaining. People complaining and saying multicultural city aka white majority.
The guy with an accent is complaining. People complaining and saying multicultural city aka white majority.
Identity Attack0.31307843
Insult0.08434689
Profanity0.037403382
Threat0.008311004
Severe Toxicity0.008392334
Low Tox 0.2854835 Moderate Con 0.305 Identity_Assertion
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I …
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I wasn’t being a Nazi. I was being a mom. Any woman knows this. When you’re single, you can have a whole pie to yourself. You get married, you make a pie and you’ve got well maybe a couple of days worth of food. Add a child everybody eats comfortably but only for one night add a second child somebody’s gotta give up. You know what I mean like it’s just plain math Mathematics so I guess I’m too far left for the right and I’m too far right for the left, I guess. Although I’m not an immigrant, I am a person with disabilities and just recently when we lost the so-called Trudeau tax I wondered why I wasn’t getting it. Then on a Canadian conservative source I heard we weren’t getting it anymore and I was upset. Disgruntled person wrote in the comments section and I quote get over yourself. I think MAID could help you. That didn’t come from a left-wing source as many right wing folks will say that it’s the left who wants to euthanize disabled people. That came from someone from a right leaning source. So writer left nobody wants to pay for anyone to have a free ride, even if the ride isn’t really free. I live on $800 a month and I am much too disabled to work and I don’t have family. In addition, I’ve been told I’m not eligible for rent gear to income, but it’s not like I’m going to get well. Anyway, it seems people don’t like to put out for others and I get it because the folks at the top are always happy to see the little guys tear each other apart. None of our politicians have ever voluntarily Given up a pay cut to support those who can’t work any longer or who never could. That would be the pro life thing to do. They’re always voting themselves big raises.
Identity Attack0.23011416
Insult0.1087965
Profanity0.17566866
Threat0.016810767
Severe Toxicity0.01986976
Low Tox 0.28425202 Constructive 0.804 Personal_Narrative
Aug 31, 2025 Why Canadians Are Turning Against …
Im indian🇮🇳 but I support this guy, if indians get offended so easily why do make so much dirt everywhere , why do you do castism , dirt , and etc . Why do you …
Im indian🇮🇳 but I support this guy, if indians get offended so easily why do make so much dirt everywhere , why do you do castism , dirt , and etc . Why do you even let people question . There are more chinese immigrants than indians in foreign but I've never anyone say anything about China or any other . It's indians mistake .If you go to any country you must adapt their culture not put yours there . I hope people understand this .
Identity Attack0.29035977
Insult0.13245803
Profanity0.099305905
Threat0.0138755
Severe Toxicity0.014253352
Low Tox 0.2820025 Constructive 0.686 Identity_Assertion
Feb 4, 2026 4 likes Inside Canada's Indian Invasion...
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- …
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- totally untrue! If you compare how the anti-immigrant ppl are speaking vs the immigrants you can see which side the hatred is coming from. I like when the Sikh temple leader tells him we see eachother as the same, we are all human- this strongly counters the thoughts ppl have on Indians clinging to their own. Ofc not all think like him
Identity Attack0.31307843
Insult0.113185234
Profanity0.08128801
Threat0.013269233
Severe Toxicity0.010375977
Low Tox 0.27525392 Constructive 0.831
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like …
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like every other group of immigrants who ever came before them, including those from Europe. The guy at 9:35 got lots of negative comments, but it's clear that he's the typical inspirational immigrant story, coming here, studying and working hard, and eventually achieving his degree, which brings him a better life in a prosperous country, the exact same thing Europeans came to Ellis Island for 100 years ago. And they also created Irish, Italian, Greek, etc. enclaves withing major cities. Also they say Brampton only had 18,000 people 50 years ago, and are upset that now it has 750,000, and all the growth has been from Indians. So then what's the problem? They didn't even displace anyone, they just moved to an area that was previously a small town on the outskirts of Toronto, and is now a major suburb. That growth of suburbs has happened over the last 50 years in every city in North America, from both domestic and immigrant people choosing to settle there. Did you expect a town that close to Toronto to experience zero growth over 50 years?!! While every other suburban area on the continent grows? If so, then you clearly aren't the brightest bulb.
Identity Attack0.2854555
Insult0.1505596
Profanity0.09389619
Threat0.012181788
Severe Toxicity0.012054443
Low Tox 0.27412915 Constructive 0.817
Oct 5, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
How you gonna say this with your last name my guy lmao
How you gonna say this with your last name my guy lmao
Identity Attack0.012641981
Insult0.06794841
Profanity0.13873272
Threat0.021472665
Severe Toxicity0.015415368
Low Tox 0.25915736 Low Con 0.296 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
0:36 That guy is saying that ....they sell and buy among themselves..... The fact is that they eat rice and lentils with spices kind of food ...so obviously they will buy that stuff from those …
0:36 That guy is saying that ....they sell and buy among themselves..... The fact is that they eat rice and lentils with spices kind of food ...so obviously they will buy that stuff from those people who sell it. The Canadian white people should focus on doing South Asian business and stuff rather than complaining.
Identity Attack0.28034934
Insult0.07491849
Profanity0.025907494
Threat0.0074306927
Severe Toxicity0.0051879883
Low Tox 0.25462922 Constructive 0.533 Identity_Assertion
Oct 21, 2025 1 likes 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.