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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 #}

Comment Explorer

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Active: "a youtuber did more in …" 114 comments · Page 3 of 5
Google, YouTube, Microsoft, Adobe, and IBM are all led by Indian-born CEOs. If white North Americans have such a problem with Indian immigrants, why are they still using Google and YouTube every single day?
Google, YouTube, Microsoft, Adobe, and IBM are all led by Indian-born CEOs. If white North Americans have such a problem with Indian immigrants, why are they still using Google and YouTube every single day?
Identity Attack0.44690517
Insult0.15343215
Profanity0.057944927
Threat0.009100696
Severe Toxicity0.012283325
Moderate 0.34757367 Low Con 0.276 Economic_Argument
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
“Don’t get human trafficked for a YouTube video” bro, I’m dead 🤣🤣🤣🤣🤣🤣
“Don’t get human trafficked for a YouTube video” bro, I’m dead 🤣🤣🤣🤣🤣🤣
Identity Attack0.016159095
Insult0.038566336
Profanity0.12639372
Threat0.2606104
Severe Toxicity0.01986976
Moderate 0.3389984 Moderate Con 0.345 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
This guy got human trafficked for a youtube video. What a chad
This guy got human trafficked for a youtube video. What a chad
Identity Attack0.018470341
Insult0.33154017
Profanity0.13873272
Threat0.015602129
Severe Toxicity0.01393057
Moderate 0.3389984 Low Con 0.171 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
He quit posting on tiktok and youtube since vjsiting epsteins island, maybe he did die, or get arrested, or just possibly quit posting.
He quit posting on tiktok and youtube since vjsiting epsteins island, maybe he did die, or get arrested, or just possibly quit posting.
Identity Attack0.009989422
Insult0.076819435
Profanity0.07255927
Threat0.3630133
Severe Toxicity0.016771052
Moderate 0.3389984 Moderate Con 0.311 Unverified_Claim
Feb 17, 2026 Inside Canada's Indian Invasion...
Me da mucha pena ver como el gobierno de Canadá el Partido Liberal sigue destrozando a el país este gobierno no está haciendo nada por proteger la cultura canadiense y está dejando que otros países …
Me da mucha pena ver como el gobierno de Canadá el Partido Liberal sigue destrozando a el país este gobierno no está haciendo nada por proteger la cultura canadiense y está dejando que otros países otros países cambia literalmente las leyes y las costumbres canadienses me da mucha pena que nadie haga nada y que va a pasar lo peor lo peor ya se viene y han visto ustedes la ola de robos de autos eh no respetan ninguna ley de tránsito es increíble se defecan en las playas tiran dipers comida aparte que muchos de ellos por alguna cuestión no se bañan y y huelen a culo huelen a la m***** pura y entre ellos a lo mejor es muy común pero acá no hay mucha gente que que tiene una cultura más diferente son limpios se bañan por lo menos ser humilde no quita ser limpio este es terrible lo que está pasando terrible ya no se puede manejar la ciudad porque ellos se ponen en en las esquinas de la ciudad de las calles súper transitadas a revisar sus teléfonos uno es para ver dónde tienen que llevar el de libre y el otro teléfono para sostener una conversación telefónicamente en pantalla no respetan los semáforos el Gobierno ha puesto semáforo para pedestia ni para la gente de bicicleta hagan de cuenta que no existen eh son es terrible si quieren ver un vídeo de de de ese país no necesitan ir a YouTube vayan Aldan Town y pónganse en una esquina y van a estar exactamente en una ciudad de allá de ese país que conocemos todos por su gente ok qué lástima
Identity Attack0.10221587
Insult0.33964422
Profanity0.11663672
Threat0.011689849
Severe Toxicity0.016383713
Moderate 0.33421695 Moderate Con 0.397
Oct 6, 2025 2 likes Why Canadians Are Turning Against …
Taylor the overly curious YouTube interviewer grift has been dead.
Taylor the overly curious YouTube interviewer grift has been dead.
Identity Attack0.029144434
Insult0.16846494
Profanity0.1308005
Threat0.13815513
Severe Toxicity0.014188796
Moderate 0.3260917 Low Con 0.128 Meta_Commentary
Feb 9, 2026 Inside Canada's Indian Invasion...
Gotta be the first YouTuber to willingly put himself into a human smuggling operation just for the content. Props Tyler.
Gotta be the first YouTuber to willingly put himself into a human smuggling operation just for the content. Props Tyler.
Identity Attack0.027011903
Insult0.12702756
Profanity0.094219476
Threat0.13815513
Severe Toxicity0.014898917
Moderate 0.3127066 Moderate Con 0.428 Meta_Commentary
Jan 28, 2026 451 likes Inside Canada's Indian Invasion...
This kind of content is what Youtube exist for. Keep doing and exposing all these dirty linens out there and stay safe!
This kind of content is what Youtube exist for. Keep doing and exposing all these dirty linens out there and stay safe!
Identity Attack0.025404079
Insult0.14512913
Profanity0.09518933
Threat0.021645326
Severe Toxicity0.01083374
Moderate 0.30854854 Moderate Con 0.475 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Here for the comments about the bike guy and getting human trafficked for a YouTube video 🤣🤣🤣🤣 lmaoooo
Here for the comments about the bike guy and getting human trafficked for a YouTube video 🤣🤣🤣🤣 lmaoooo
Identity Attack0.023193322
Insult0.061626412
Profanity0.114160895
Threat0.13815513
Severe Toxicity0.018707745
Moderate 0.3057765 Low Con 0.256 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I watched a video here on YouTube. In that video it features the real state agent (Catherine Antwi) on tiktok. And that Agent says she talked to an Indian couple who are undocumented for 22years …
I watched a video here on YouTube. In that video it features the real state agent (Catherine Antwi) on tiktok. And that Agent says she talked to an Indian couple who are undocumented for 22years in canada but owning 3 houses which is 2.5million. That couple use their cousin's name who has status. Why didn't cbsa or ircc didn't know about this kind of mortgage fraud. These couple are truly tax evaders and criminals. They should be ask to pay whatever they steal from not paying the taxes for 22years. The cbsa and ircc should hunt them and deport!!
Identity Attack0.16587129
Insult0.27558193
Profanity0.049928714
Threat0.010757755
Severe Toxicity0.009269714
Moderate 0.30439767 Constructive 0.689
Nov 21, 2025 20 likes Thousands of refugees allowed into …
I hope anyone in the comments outraged about this arent liberal voters. If you are a liberal voter this is the cause of your actions, Trudeau welcomed known terrorists into this country, youre on youtube, …
I hope anyone in the comments outraged about this arent liberal voters. If you are a liberal voter this is the cause of your actions, Trudeau welcomed known terrorists into this country, youre on youtube, look up the prime minister of india calling out the canadian government for welcoming all their criminals into our country. This wont stop when you vote for this to happen🤦🏼‍♂️
Identity Attack0.17769934
Insult0.24767025
Profanity0.015420608
Threat0.011146127
Severe Toxicity0.007095337
Low Tox 0.2922276 Moderate Con 0.406 Unverified_Claim
Feb 18, 2026 Canadian immigration officers investigating hundreds …
And I don't care if YouTube shut me out. I'll just let you know that I'm good with it. You probably own it too much anyway
And I don't care if YouTube shut me out. I'll just let you know that I'm good with it. You probably own it too much anyway
Identity Attack0.021083053
Insult0.070482984
Profanity0.13873272
Threat0.031314444
Severe Toxicity0.0118255615
Low Tox 0.2854971 Moderate Con 0.373
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
I already send a formal compain to YouTube which is also run by YouTube don't shout if your channel got blocked 😂😂😂
I already send a formal compain to YouTube which is also run by YouTube don't shout if your channel got blocked 😂😂😂
Identity Attack0.018671319
Insult0.057890166
Profanity0.077731855
Threat0.03856628
Severe Toxicity0.011291504
Low Tox 0.2854733 Moderate Con 0.415
Jan 27, 2026 Inside Canada's Indian Invasion...
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA …
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.32476485
Insult0.0836065
Profanity0.10301965
Threat0.013702838
Severe Toxicity0.015221698
Low Tox 0.2854733 Constructive 0.744 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
YouTube saying I watched this already so I don’t see the truth is crazy
YouTube saying I watched this already so I don’t see the truth is crazy
Identity Attack0.013144426
Insult0.09270445
Profanity0.114160895
Threat0.009178371
Severe Toxicity0.005493164
Low Tox 0.25084448 Moderate Con 0.351 Meta_Commentary
Feb 3, 2026 13 likes Inside Canada's Indian Invasion...
As an indian, I suggest you to visit the T20 world Cup final in Ahmedabad if India qualifies, also visit Srinagar and Shillong. Youtubers like you only visit those bad places of India which even …
As an indian, I suggest you to visit the T20 world Cup final in Ahmedabad if India qualifies, also visit Srinagar and Shillong. Youtubers like you only visit those bad places of India which even I dont like. Visit the mountains, beaches, Forests and cricket matches. You will surely love it.
Identity Attack0.11744241
Insult0.08212569
Profanity0.06044999
Threat0.010058682
Severe Toxicity0.008163452
Low Tox 0.24282593 Constructive 0.585 Meta_Commentary
Feb 20, 2026 Inside Canada's Indian Invasion...
Bike guy is based af!! Lol. He needs a youtube channel!!
Bike guy is based af!! Lol. He needs a youtube channel!!
Identity Attack0.014149316
Insult0.08212569
Profanity0.094542764
Threat0.011042561
Severe Toxicity0.008888245
Low Tox 0.2359567 Moderate Con 0.351 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
i just opened youtube too a banger
i just opened youtube too a banger
Identity Attack0.018369852
Insult0.04149419
Profanity0.15724123
Threat0.023371955
Severe Toxicity0.011062622
Low Tox 0.23271075 Moderate Con 0.403
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Im tired of wanting to move out my apartment but i cant cuz foreigners are buying up property and jacking up rent prices. And yes i am a daughter of an immigrant. And i see …
Im tired of wanting to move out my apartment but i cant cuz foreigners are buying up property and jacking up rent prices. And yes i am a daughter of an immigrant. And i see student housing being built and the rent is cheap! My rent has gone up twice in 2 years. Nothing is available under 1300 unless you rent a room. Nobody can change my traditions because they are mine and dont affect anyone. Groceries are unreal. I dont have a car anymore. I dont have children or a partner. Social time or entertainment is this. Youtube and my 2 dogs one of which now needs a leg amputation as she has cancer in her paw. I have a gofundme but its slow. But i see other pet owners that have them and because they use their pet as their unpaid actor they have made the money needed in days. Im just offering paperwork,proof,photos,making beaded collars,to try and make more. Im trying to open my own business doing nails. But callbacks from offices are not happening. My mental health has suffered since I was 18. I am gen x. Being a minority doesnt mean i get whatever i want either.
Identity Attack0.18235919
Insult0.082866095
Profanity0.052934792
Threat0.0077802283
Severe Toxicity0.0065231323
Low Tox 0.23090743 Constructive 0.813
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
And youtube removed this because its 'racist"? The truth hurts. I'm glad you are safe though. This needs to be looked at. Makes me wonder about the stories about Immigrants showing up on Reservations and …
And youtube removed this because its 'racist"? The truth hurts. I'm glad you are safe though. This needs to be looked at. Makes me wonder about the stories about Immigrants showing up on Reservations and lurking being true.
Identity Attack0.1714862
Insult0.082866095
Profanity0.019622196
Threat0.007689608
Severe Toxicity0.0046157837
Low Tox 0.2191003 Constructive 0.74 Fear_Threat
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
69.8% of Canada is still caucasian. These statistics are easily viewed on government website's. So all these divisive Youtubers are baiting you in using fear mongering tactics. They are taking away your humanity.
69.8% of Canada is still caucasian. These statistics are easily viewed on government website's. So all these divisive Youtubers are baiting you in using fear mongering tactics. They are taking away your humanity.
Identity Attack0.14019285
Insult0.07365121
Profanity0.01805087
Threat0.028379176
Severe Toxicity0.005302429
Low Tox 0.21508642 Constructive 0.542
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
youtube slop
youtube slop
Identity Attack0.016862517
Insult0.056133457
Profanity0.124631
Threat0.013702838
Severe Toxicity0.009689331
Low Tox 0.20032968 Moderate Con 0.449 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
I went to college with a roommate from Delhi. I visited in his home country and family and actually really enjoyed it. Yes, there is less cleanliness culture. Yes, there is less personal space. He …
I went to college with a roommate from Delhi. I visited in his home country and family and actually really enjoyed it. Yes, there is less cleanliness culture. Yes, there is less personal space. He actually ended up moving to Toronto last year. However with all the negatives you see on YouTube, it's always good to note that Indians are always friendly and helpful people. I'd rather have them than most other immigrant cultures
Identity Attack0.2463217
Insult0.0573046
Profanity0.020646973
Threat0.0063367756
Severe Toxicity0.004863739
Low Tox 0.19124292 Constructive 0.833 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Here's my life in canada. denied work. Denied education. both grandmothers, and grandfathers and before that mothers and fathers, defended and fought in the great wars, not by choice proxy and came to canada post …
Here's my life in canada. denied work. Denied education. both grandmothers, and grandfathers and before that mothers and fathers, defended and fought in the great wars, not by choice proxy and came to canada post ww1 to get away from euro trouble, only for second great war, and most were against forced to join because of direct proxy or relatives being killed. Applied to walmart - denied work applied ot im hortons - denied work applied ot schoos, isntitutions , trade shops, and more, denied work.. When you income is below hte poverty line, and you spending large amounts of time seekngi for a job or working but denied life and work at the same time. It becomes fairly strange. Denied education. Was sekeing ot be a general practioner, but I was cosntnaly called racist by black peopel that jsut arrived rrehsly. then there was CBC and asian gang relatiosn nad hte abuseo f minoirity acts. Then there was the nativism of evil colonizer. Then feminims eivl white male. THiese were being disturbuted or taught at courses by force. I stated I am just here for data. Since udner the acts of law which gives freedom, we are not ot be subjected to non facts, or idleaogical belief systems to be forcibly lived by only law to reality. So the neutrality of law is broken to a blief set of wrong doing. I sought ot sue only for my tuition back ot apply to another instiute as denied, menaing I scaped nickles nad diem nsa ultiamtely could not afford or recieve a lawyers aid or help. earnign so little and hte canada has the data. I am never offered charity or help.. its always cults importing token blakc random person or speaking about jews or natives that need something and htey clealry own a lot... WHihc is weird. So... I am the offspring of women and men that build foundations of canada and institutes. I am an only male descdent. I am unamrried, u=no family. We don't seek ot breed like wild animals ot have like khan line. We odn't follow trending or mediated lies. Poeple accuseyou of somethign you look it up and you knwo their full of hsit. I have not once broke any laws of canada, but the church groups certianyl push hard ot change laws so they can kill peopel with the statemonopoly of violence perverting law. That aside.. From computer works to psyhcolgoy, to flying planes to geological and nuclear studying to life... So earning less then teh poverty line not by choice, but because society deems it more improtant ot .. as I was told once, Hire their friends, but hten they lie beucase they trend ot hire foiregners or the toke nblakc card mantra that as going on... Mean while perosns head on a bus is chopped off and they are out in a few months... I was denied work to places liek ecole, canem. plethora of commerical and private plumbing companies... I came ot be an actionable person to have an income make a family, do I not get those freedoms. I also udner law I can refuse any merchant item that includes all and any nuetoxins or mandates via nuremburg code and other laws... My rights in covid and other groups have violated my so called lawful rights as a citizens. Keep in mind post great war my grandfather taught at UofA and fought against state corruption and tyranny. also from descendent tree of lords, but most titles were given up or forcibly removed, and so living people went off into most aristiocratic works which was study of nature and applicaiton of systems and works and selling. Natural in peace you build tolenace, resistance and epxloration and cumilate money, but money has no value. you can have 2k people sift hte saharaha deseert a reletively void place of mostly quartz. out of that 286 million cubic feet of sand, not evne silt sand. You cna get 1 million tonnes of gold... Not evne troy ounces... So the stupidity and cruelty ofsoicety is the denial of life in others that seem to choose spectacle and destructive tendencies that they are told to do and hten reinforce it. But logicallly. we are onyl told to od natural needs of society. not all the other lies... ALl I see .. my kindness wains its naturally in me I suppose. but huamsn are capable of killing other humans when put into a means ot defend the self... So the convicing werid liars of capitalism... but hten commit ot capital abuse, IE lawless extension of it. To then communism that is against osiclaism if you read engles and marxs on their hatred and stating social nature of not modern. whatever that means. Communism is against ownership.. I have been judged, as a christian or relgiious... which is werid... because I chose not to drink alcohal... chose not to go to strip clubs or ever purchase a female. these are our daughtersand I expect actionable works and fucntion ot hte future, not epxloitation and deviation of values to a subset. I have written 5 milion words on youtube, trying ot therapy myself in a place I am denied so much... They offer power or glory through their means of contorls sex, a mark of acitonable means, like metla shit coin work... Nothing of ever truth or educaiton. So yo uget a collectivism of cruelty. If I knew humans werethis savage I suppose I should of had avarice drive in me, but I don't I only seek truth. and acitonable means of relation... what I get is . Your not normal. becuase i don't trend ot naartion of mediated arts and socila engineering nad werid soft method of reid psyhcolgoy. I like law.. I liek roman history.... I dislike judiac law and emsianic law.. although I have simlair values... its liek writing a book thought. we can all write about a blue sky, but both authors are not telling or in teh same story.... oh yeha I was denied banking / having a bank accoutn for two years. One can see it was freedom of my choice, but I was threatened while lareayd poor by the RBC employee chan guy... stating he cna charge me endless nsf, chages well and above nad beyond that ammount. I cam in and aruged hwile he yelled at me... and my concer was when will it stop 20k ? ? dollars. the ammout nto be charged was 120.. and you charged me 450 in services fees, NSF fees. so rightfully so.. so instead of being accpeted or able to operate or work in the system I am denied life. Denied miltiary employee ment. .. applied several times.... denied work since it reuiqres suddenly all these extra certificates whihc used ot be jsut exist and hten can operate in it.. but stupid migrants need ot prove they can.. So I think huh, my grandfather aiding italy.. my other one aiding philipines in advances...
Identity Attack0.10221587
Insult0.06889887
Profanity0.024951037
Threat0.025961896
Severe Toxicity0.007133484
Low Tox 0.17718399 Constructive 0.663
Oct 30, 2025 IRCC Names India in Study …
This guy knows how to farm views on youtube 😂
This guy knows how to farm views on youtube 😂
Identity Attack0.015053716
Insult0.037980765
Profanity0.073529124
Threat0.0130621
Severe Toxicity0.008735657
Low Tox 0.17718399 Low Con 0.241 Meta_Commentary
Feb 4, 2026 3 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.