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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: "People like them who are …" 876 comments · Page 2 of 36
Hahaa indian immigrant HQ! 😂 i am an immigrant from india, and i have not seen such idiots back home. I want to go back to india. You have invited lowest of lows!! It is …
Hahaa indian immigrant HQ! 😂 i am an immigrant from india, and i have not seen such idiots back home. I want to go back to india. You have invited lowest of lows!! It is frustrating for people like me. Forget shitty immigrants, what opportunities exist!?? Zero! Crap economy. God please help me and get me out of here!! All my money is invested in this dead economy..
Identity Attack0.6007182
Insult0.67735565
Profanity0.58072567
Threat0.04363242
Severe Toxicity0.35368225
Toxic 0.78855824 Moderate Con 0.474 Identity Attack Insult Personal_Narrative
Feb 9, 2026 Inside Canada's Indian Invasion...
Lol it's like saying all white people are scumbag racists, colonizers, baby eaters and pedophiles like epstein😂😂😂
Lol it's like saying all white people are scumbag racists, colonizers, baby eaters and pedophiles like epstein😂😂😂
Identity Attack0.6682205
Insult0.69164425
Profanity0.5013569
Threat0.056240413
Severe Toxicity0.35368225
Toxic 0.78855824 Low Con 0.201 Identity Attack Insult Humor_Satire
Feb 23, 2026 2 likes Inside Canada's Indian Invasion...
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it …
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it becomes a problem. Canada accepts a lot of immigrants more then the US but if the US had a less strict immigration policy it would probably look very similar. Canada is super under populate comparing it to other countries of the same exact size. Hey Canadians can we not be as racist as the flipping Americas. Saying that they're is an invasion of people who have proper documentation and are allowed to live in Canada is racist. To say you want people of a different race or culture is flipping racist no matter what way you spin it. It makes me so angry that fucking youtuber with no fucking degree gets to shit on others people lives and profit off of it. And the sad part is Tyler is not the only one doing this but many other youtubers are straight up doing bad journalism and taking random peoples word for it...with zero degrees in the matter they are speaking about. Yes sometime he gets people who actually know what they are talking about but most the time they are super bias or have something to gain from talking about it. Anyways, I just tired of "Scary" propaganda most the time it's not an actually issue. What we as Canadians should be focused on why you need 10+ years of experience to work a minimum wage job (And it isn't Indian immigrants fault but greedy corporations)
Identity Attack0.55044734
Insult0.57787937
Profanity0.70384485
Threat0.03304107
Severe Toxicity0.3529199
Toxic 0.78711975 Constructive 0.734 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
The factory I work in is all Indian people and they're racist as all hell. Just had one removed because he wouldn't leave my wife alone. Trying to touch her saying she's going to be …
The factory I work in is all Indian people and they're racist as all hell. Just had one removed because he wouldn't leave my wife alone. Trying to touch her saying she's going to be his. Almost ended the fucker. Doesn't help they all stink like they have never showered before.
Identity Attack0.5983441
Insult0.6099415
Profanity0.759977
Threat0.108496375
Severe Toxicity0.35368225
Toxic 0.7856813 Constructive 0.579 Identity Attack Insult Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
what a horrible scammer you are. playing with stupid people's feelings. who are your ancestors? people who fled Europe and massacred most of native people on their home-land and moved the rest away, declaring it …
what a horrible scammer you are. playing with stupid people's feelings. who are your ancestors? people who fled Europe and massacred most of native people on their home-land and moved the rest away, declaring it "as their country". And now with your deep hatred in your heart begging money from people like yourself.
Identity Attack0.089973204
Insult0.7967344
Profanity0.29279903
Threat0.04098356
Severe Toxicity0.06011435
Toxic 0.78207105 Moderate Con 0.373 Insult Moral_Argument
Feb 27, 2026 4 likes Inside Canada's Indian Invasion...
I won't believe a single video you post for going after soft white unbelly. You don't research stuff and like to defamate people's reputation without doing due diligence. You're a horrible person and karma is …
I won't believe a single video you post for going after soft white unbelly. You don't research stuff and like to defamate people's reputation without doing due diligence. You're a horrible person and karma is a B*tch!!! Mark is one of the most transparent, genuine people that wishes to help people and when someone like you who only goes for likes and could care less about helping people is pathetic.
Identity Attack0.21866
Insult0.6991143
Profanity0.5643384
Threat0.016638106
Severe Toxicity0.3493117
Toxic 0.7761081 Constructive 0.539 Insult Meta_Commentary
Feb 16, 2026 Inside Canada's Indian Invasion...
How is it that you only see white people homeless . Never see a brown person,or Chinese person on the streets homeless. Canada government look after your own Canadians first . Stop letting our enemy …
How is it that you only see white people homeless . Never see a brown person,or Chinese person on the streets homeless. Canada government look after your own Canadians first . Stop letting our enemy nations into our Canada. They don't like western ways or white people.they didn't do there research . Stupid Humans.😊
Identity Attack0.57150364
Insult0.7657292
Profanity0.29209393
Threat0.011974656
Severe Toxicity0.05742428
Toxic 0.7761081 Moderate Con 0.377 Identity Attack Insult Unverified_Claim
Oct 30, 2025 Why Canadians Are Turning Against …
This white trash talking about African don't know anything he's talking about.. you can see he prefer the curry culture and unfortunately most white people think like him they just hate black people so much …
This white trash talking about African don't know anything he's talking about.. you can see he prefer the curry culture and unfortunately most white people think like him they just hate black people so much that they would prefer anything other than black
Identity Attack0.7426507
Insult0.6308392
Profanity0.4370703
Threat0.03407705
Severe Toxicity0.35368225
Toxic 0.7761081 Low Con 0.275 Identity Attack Insult Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there …
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there in Brampton are less literate than 99% of the people I've met here in India North to South. (P.S khalistanins are brainwashed terrorists like many Pakistani , even bloody pakistani are better off tf (never would've said it but these people are embarassment) !- From a true indian and a punjabi.
Identity Attack0.6649212
Insult0.67735565
Profanity0.64080805
Threat0.34839883
Severe Toxicity0.45895407
Toxic 0.7761081 Moderate Con 0.498 Identity Attack Insult Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
I can only hope and pray for our Beautiful country to belong to us Born and Raised Canadians again. That these people will be pushed out of our country eventually. We as Canadians are very …
I can only hope and pray for our Beautiful country to belong to us Born and Raised Canadians again. That these people will be pushed out of our country eventually. We as Canadians are very vocal and very loud and get very pissed off when we see our beautiful country being treated like garbage by these disgusting and vulgar immigrants. You are FUCKING with the wrong country if you think you can come here and get away with this shit forever. Canada has been through so much bullshit in the last 50 yrs alone, that we will no longer be pushed into silence. We Love our Beautiful Country to fucking much to see this shit continue to go on. We are not a Country to mess with!
Identity Attack0.55044734
Insult0.65129566
Profanity0.70864636
Threat0.06690872
Severe Toxicity0.4379392
Toxic 0.76523775 Constructive 0.543 Identity Attack Insult
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Dumb bicycle guy “All the Good white peoples are gone and All trash left” So what’s he doing there?? Go to Unites State and tell the good white people to feed him and his family. …
Dumb bicycle guy “All the Good white peoples are gone and All trash left” So what’s he doing there?? Go to Unites State and tell the good white people to feed him and his family. Ohh That idiot can’t afford to live with same “Good white people” because it’s expensive and they throw away trash like him out on streets.
Identity Attack0.5124616
Insult0.7775208
Profanity0.36302176
Threat0.034422375
Severe Toxicity0.16960317
Toxic 0.76523775 Low Con 0.217 Identity Attack Insult Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
People like them who are idiots committing frauds make all other Indians look bad! (The ones who are born and raised in Canada and the ones who actually come to Canada to work their aşś …
People like them who are idiots committing frauds make all other Indians look bad! (The ones who are born and raised in Canada and the ones who actually come to Canada to work their aşś off to make ends meet) It’s a real piss off! The ones who help them commit fraud are a disgrace to ALL INDIANS! I’m glad this is coming to light
Identity Attack0.47178617
Insult0.7762574
Profanity0.41081807
Threat0.01698343
Severe Toxicity0.18538254
Toxic 0.76197964 Constructive 0.508 Insult Moral_Argument
Oct 2, 2025 IRCC Names India in Study …
Yes ofc Canada like other countries are being used by indian people. And a hell of a lot of them come here to take advantage of Canadian rites!. WTF y u leaving india in the …
Yes ofc Canada like other countries are being used by indian people. And a hell of a lot of them come here to take advantage of Canadian rites!. WTF y u leaving india in the 1st place? There in lies the answer. You people that use/abuse/neglect/ mistreat/ Canadian hospitality are trash, worthless lying scum sucking pukes! Regardless of what Canadian governments say, we will just fine w/o taking criminals,scumbags, worthless pieces of shit. Growing a more populous environment is useless. We don't need more people, we need the people here and now to just do there share in making YOUR country respected. If you cant oblige to that simple respect, GTFO.
Identity Attack0.5135796
Insult0.71120167
Profanity0.57236236
Threat0.04132889
Severe Toxicity0.44787344
Toxic 0.76197964 Moderate Con 0.354 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I am Immigrant Myself . When I go Shopping for food or anything There is this new comer's They walk around like a ZOMBI cut you off or just stand and Block you like a …
I am Immigrant Myself . When I go Shopping for food or anything There is this new comer's They walk around like a ZOMBI cut you off or just stand and Block you like a Fucken Cow. or chat on cell phone Not pay attention to the people and Traffic around them .STOP BRINGING MORONS WITH NO MANNERS .
Identity Attack0.4054415
Insult0.64537907
Profanity0.64460015
Threat0.13815513
Severe Toxicity0.35368225
Toxic 0.7570315 Moderate Con 0.443 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
The bike dude self identified as white trash. Oh the irony to call people different from you “low IQ” and dirty. Dude needs to look in the mirror and realize he is just projecting his …
The bike dude self identified as white trash. Oh the irony to call people different from you “low IQ” and dirty. Dude needs to look in the mirror and realize he is just projecting his insecurities on others like a real dumbass.
Identity Attack0.48915586
Insult0.755201
Profanity0.4798129
Threat0.010938995
Severe Toxicity0.17315048
Toxic 0.7570315 Low Con 0.258 Insult Meta_Commentary
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
Man you’re a pig 🐷! India has many many languages cultures and types of different ethinic groups . Yes they’re are very primitive cultures in india also and very modern people also in the millions …
Man you’re a pig 🐷! India has many many languages cultures and types of different ethinic groups . Yes they’re are very primitive cultures in india also and very modern people also in the millions some are very poor and some middle class some very rich but you cannot put them all in one basket just like the western countries you have incest inbred people , look at small towns they’re full of inbred people worshiping snakes in churches in some southern states some have sex with animals like dogs and some live with dolls 😂, satan worship and sacrificing for rituals etc….. you cannot judge a society like that . Indians in general are very successful immigrants if you look at the charts but yes there’s some bad apples in all communities . But just like west is not one society but a mixture of many cultures and languages and taboo cultures , india is same like that big country with many different ppl . 😂😂😂
Identity Attack0.5135796
Insult0.6677319
Profanity0.4840093
Threat0.16067244
Severe Toxicity0.45895407
Toxic 0.75208336 Moderate Con 0.487 Identity Attack Insult Moral_Argument
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
Tyler you’re a selfish prick for creating racist videos on Indians, Jews and Black. You need to stop creating videos that promotes hatred, discrimination against other racialized person in Canada. There are not only Indians …
Tyler you’re a selfish prick for creating racist videos on Indians, Jews and Black. You need to stop creating videos that promotes hatred, discrimination against other racialized person in Canada. There are not only Indians that migrated, countless other people from Middle Eastern, Africa, and Asia who settled in this country. You need to STOP creating and posting racist videos. You can gain subscribers in many other ways, uneducated, beaver hideous looking person. The food ya’ll eat or other goods that the country run on IS because of these truck drivers who sit hours and hours to go to America to make a living. Shame on you. You need some knowledge, please educate yourself before running around like an idiot to interview people in the intention of making $$ off YouTube and gaining subscribers to feed your filthy looking arse. Low life prick.
Identity Attack0.46614665
Insult0.72756535
Profanity0.4170448
Threat0.05397744
Severe Toxicity0.35368225
Toxic 0.7510937 Moderate Con 0.372 Insult
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
5:30 this dumb who ride cycle,said black people have low iq😂 but obama was president back then in usa ..what about that 😂 and king george what about that.. so in india we have that …
5:30 this dumb who ride cycle,said black people have low iq😂 but obama was president back then in usa ..what about that 😂 and king george what about that.. so in india we have that kinda people who say this things like thay bcuz they dont not inteligent enough and illitrate
Identity Attack0.5124616
Insult0.6675394
Profanity0.39409557
Threat0.037530303
Severe Toxicity0.1762085
Toxic 0.7510937 Low Con 0.297 Identity Attack Insult Moral_Argument
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
Your banner says you are an outlet to provide news without bias for fear, yet all you release are fear-mongering, race-baiting videos for idiots. Have you lost your way? I am blocking your channel because …
Your banner says you are an outlet to provide news without bias for fear, yet all you release are fear-mongering, race-baiting videos for idiots. Have you lost your way? I am blocking your channel because I do not want to feed the algorithm and promote your sleezy hate videos. You find the whitest, shittiest people you can find and let them spread their garbage. Channels like yours need to be stomped out.
Identity Attack0.50515765
Insult0.65865606
Profanity0.541926
Threat0.34552678
Severe Toxicity0.3525603
Toxic 0.7510937 Moderate Con 0.321 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat …
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat shit crazy let's say this it's an event all 11th graders go on there's only one high school in the town and you are grouped in a squad with 6 people in total and they're all the people you hate the most
Identity Attack0.104676254
Insult0.5130944
Profanity0.70864636
Threat0.11769595
Severe Toxicity0.35368225
Toxic 0.7510937 Constructive 0.569 Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
When this dunce asks people if there is a lack of integration to me it's like asking is the sky blue. It's like he's playing dumb.
When this dunce asks people if there is a lack of integration to me it's like asking is the sky blue. It's like he's playing dumb.
Identity Attack0.04203484
Insult0.7762574
Profanity0.36902615
Threat0.0089712385
Severe Toxicity0.02425631
Toxic 0.74954444 Low Con 0.246 Insult
Jan 12, 2026 Inside Canada's Indian Metropolis (Brampton)
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out …
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out there. Too many Indians bring their bad habits and couldn't care less about Western values and basic, humane principles. Also, my also Indian Mom recently told me about how she could never be left alone in India because there are a lot of "nasty people" over there. And I've heard those horror stories and seen various clips of that, it's insanity. Thank God I was born in the West.
Identity Attack0.57957685
Insult0.5130944
Profanity0.7107322
Threat0.046541955
Severe Toxicity0.35368225
Toxic 0.74954444 Constructive 0.766 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks for this, you are saying what I feel I'm not racist, I'm just fed up, these people, mostly Indian, come here and take all the jobs, barely speak English, are rude and don't care, …
Thanks for this, you are saying what I feel I'm not racist, I'm just fed up, these people, mostly Indian, come here and take all the jobs, barely speak English, are rude and don't care, I'm tired of going to a fast food chain and my order is screwed up so bad, no please or thanks they look at me like I'm an asshole cause I'm white they don't know me, they assume I'm a white male, I'm automatically an asshole,
Identity Attack0.57150364
Insult0.5935568
Profanity0.6919765
Threat0.044278983
Severe Toxicity0.35112193
Toxic 0.743089 Constructive 0.72 Identity Attack Insult Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
Thanks for this, you are saying what I feel I'm not racist, I'm just fed up, these people, mostly Indian, come here and take all the jobs, barely speak English, are rude and don't care, …
Thanks for this, you are saying what I feel I'm not racist, I'm just fed up, these people, mostly Indian, come here and take all the jobs, barely speak English, are rude and don't care, I'm tired of going to a fast food chain and my order is screwed up so bad, no please or thanks they look at me like I'm an asshole cause I'm white they don't know me, they assume I'm a white male, I'm automatically an asshole,
Identity Attack0.57150364
Insult0.5935568
Profanity0.6919765
Threat0.044278983
Severe Toxicity0.35112193
Toxic 0.743089 Constructive 0.722 Identity Attack Insult Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
I can’t find no damn job. But it’s fine I’m gonna have to go the entrepreneur route. If I don’t then my future children will be doomed. Why tf is there no diversity at Tim …
I can’t find no damn job. But it’s fine I’m gonna have to go the entrepreneur route. If I don’t then my future children will be doomed. Why tf is there no diversity at Tim Hortons and Walmart? Fuck you Trudeau. He only became prime minister bcs of his father’s good reputation, and bcs women were mesmerized by his good looks. I’m a CANADIAN CITIZEN and I can’t find no work in this damn country. Trump should prob come here and fix things. Everyone should have an equal chance of getting a job. Diversity and inclusion is important. I don’t expect immigrants to assimilate to Canadian culture but have some respect. Don’t be acting like you run things bcs NOBODY RUNS THINGS. I get that some immigrants come here and work hard to own a Canadian/american franchise or to become a manager, but don’t be hiring your ethnic group alone. The workplace should display a representation of various groups of people. If you can’t simply do that then please ONLY stick to only owning whatever food restaurants that serves food from whatever country you came from.
Identity Attack0.19693321
Insult0.5588244
Profanity0.70864636
Threat0.05914995
Severe Toxicity0.3498543
Toxic 0.73663366 Constructive 0.626 Insult
Oct 2, 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.