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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: "its not an invasion. go …" 40 comments · Page 1 of 2
man go fuck yourself, your content is so skewed and low quality, this video is so evidently trying to frame Indian immigration as negative especially from the title alone, "Inside Canada's Indian Invasion" fuck right …
man go fuck yourself, your content is so skewed and low quality, this video is so evidently trying to frame Indian immigration as negative especially from the title alone, "Inside Canada's Indian Invasion" fuck right off, we have enough problems and don't need an ignorant American fueling the fire
Identity Attack0.5548181
Insult0.7657292
Profanity0.8855216
Threat0.13853464
Severe Toxicity0.61260825
Toxic 0.96426713 Moderate Con 0.32 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives …
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives to bait views "Inside Canada's Indian invasion", it's one fucking town in Canada.. Hate to break it to you there's thousands of towns across the world that have large ethnic communities Just shut your channel down, or go back to making more brain rot 🤦you're the problem in this world
Identity Attack0.38185352
Insult0.65129566
Profanity0.541926
Threat0.18597278
Severe Toxicity0.45895407
Toxic 0.82048255 Moderate Con 0.407 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
WE DON'T HATE INDIANS!!!!!!!! we the Canadians, are so sick of seeing indians taking over our JOB$ wtf is going on here in 🇨🇦🍁 😮 but, INDIANS are EVERY WHERE😢😢😢😢😢 INVASIONS of the INDIANS
WE DON'T HATE INDIANS!!!!!!!! we the Canadians, are so sick of seeing indians taking over our JOB$ wtf is going on here in 🇨🇦🍁 😮 but, INDIANS are EVERY WHERE😢😢😢😢😢 INVASIONS of the INDIANS
Identity Attack0.73072165
Insult0.53014356
Profanity0.4185329
Threat0.06787856
Severe Toxicity0.4195425
Toxic 0.76523775 Moderate Con 0.376 Identity Attack Insult
Dec 1, 2025 1 likes Why Canadians Are Turning Against …
LYLER IS RACIST, NEO NAZI HATER YOUTUBER who goes to incite violence between communities.Who goes to different cities and change the success of immigrants into invasion. If you are serious, go and free your country …
LYLER IS RACIST, NEO NAZI HATER YOUTUBER who goes to incite violence between communities.Who goes to different cities and change the success of immigrants into invasion. If you are serious, go and free your country and people from zionist and its lobbyists groups. the prove is that you did not push back the ignorant racist, low iq homeless man who said fake and lie stereotypes about Indians and Africans. He is the one want who eats poop, low iq and violent homeless. Brown and black are the future
Identity Attack0.5504064
Insult0.67254376
Profanity0.39409557
Threat0.13815513
Severe Toxicity0.35368225
Toxic 0.76197964 Low Con 0.294 Identity Attack Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
It’s not just Brampton, our whole fuckin country is like this now. I used to live in BC for the majority of my life, all over Vancouver to Vancouver island, even the smaller communities are …
It’s not just Brampton, our whole fuckin country is like this now. I used to live in BC for the majority of my life, all over Vancouver to Vancouver island, even the smaller communities are completely being invaded. I just moved to Alberta 4 years ago and holy fuck was I in for a surprise. I’m in the greater Edmonton area in a city in the surrounding area and doesn’t matter where you go, they over populate everyone for miles. The numbers the government tell you is a fuckin lie. Those numbers are grossly under exaggerated, it’s a full on invasion. I’ve never seen anything like this in my whole life. For all you fuckin idiots who voted liberal I don’t wanna hear you bitch cause you fuckin caused this.
Identity Attack0.32476485
Insult0.47630358
Profanity0.7654259
Threat0.020264024
Severe Toxicity0.35220072
Toxic 0.72028047 Constructive 0.61 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Thanks for Covering the BULLSHIT silent invasion of Canada man. I live in the west BC and its just as bad over here. None of the youth can get their 1st job and start working …
Thanks for Covering the BULLSHIT silent invasion of Canada man. I live in the west BC and its just as bad over here. None of the youth can get their 1st job and start working for thw first time because all new begginer entry lvl jobs are taken by all the east indians and other foriegm worker bs. It needs to change, something needs tohappen before it to late, tbh it already feels to late theyve been slowly but steady moving all of India/chyna over and taken over Canada. It feels very weird being a white person walking around your own country getting weird angry looks when you go to a specific area or neighborhood. Its just Wrong it shouldnt be like that. Dont come into our fucking country and try n turn it into your old shithole one, you Follow OUR COUNTRYs rules and laws. Smh. Canada so cooked. Love your work Tyler keep up to good stuff. Hope you enjoyed the way while you were here.
Identity Attack0.4482637
Insult0.5130944
Profanity0.5865656
Threat0.023889944
Severe Toxicity0.23225145
Moderate 0.6544696 Constructive 0.713 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake …
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake diploma mills, fake refugee status) fine them, imprison them, then deport and ban them from entering again. Then go after the people who are avoiding their orders to leave. In my view, the vast majority who are here from India has been through fraud. "refugee" my ass. Get them out
Identity Attack0.46028158
Insult0.5239335
Profanity0.48510036
Threat0.16699752
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.518 Insult Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
I hate the American invasion even more. Go back to your country.
I hate the American invasion even more. Go back to your country.
Identity Attack0.58354634
Insult0.36798462
Profanity0.2347036
Threat0.045895394
Severe Toxicity0.06225512
Moderate 0.60254884 Low Con 0.26 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
INDIA AND CANADA =POOPED INVASION .....GO INDIA PLEASE
INDIA AND CANADA =POOPED INVASION .....GO INDIA PLEASE
Identity Attack0.58354634
Insult0.5130944
Profanity0.2761231
Threat0.02855184
Severe Toxicity0.2281948
Moderate 0.5885171 Low Con 0.205 Identity Attack Insult Fear_Threat
Feb 17, 2026 Inside Canada's Indian Invasion...
Why dont you go to Palestine and ask the natives about the European and white settlers invasion you hypocrite you.
Why dont you go to Palestine and ask the natives about the European and white settlers invasion you hypocrite you.
Identity Attack0.44690517
Insult0.5935568
Profanity0.18417911
Threat0.011715741
Severe Toxicity0.023076924
Moderate 0.5885171 Low Con 0.203 Insult Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons …
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons of home invasions, auto thefts and robberies are through the roof, taking all of the jobs and opportunities away from young Canadians, etc. Youth unemployment in Canada is 25% all because of these guys. These Indians use these shitty no-name "colleges" to sneak their way into Canada and then don't leave when their visas expire and work illegally under table, not paying taxes on their income like the rest of us do. In Brampton, you'll often find 3-4+ families living in the same house. Pretty much any restaurant or establishment you go to, there will be mostly Indians working there, barely any white people. It's a plague.
Identity Attack0.5135796
Insult0.5177041
Profanity0.50818664
Threat0.03718498
Severe Toxicity0.17926651
Moderate 0.5721988 Constructive 0.719 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We don't want them here! Any of them. It's MASS INVASION. GET OUT !! GO HOME !!!! This is NOT INDIANADA 😡
We don't want them here! Any of them. It's MASS INVASION. GET OUT !! GO HOME !!!! This is NOT INDIANADA 😡
Identity Attack0.55044734
Insult0.38406035
Profanity0.16357292
Threat0.10542984
Severe Toxicity0.16960317
Moderate 0.5721988 Low Con 0.287 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
I wouldn't worry about the name calling, don't care DOES AFFECT ME. IVE BEEN CALLED A LOT OF NAMES IN MY LIFE RACIST IS AT THE BOTTOM OF THE LIST. IT IS NOT RACIST TO …
I wouldn't worry about the name calling, don't care DOES AFFECT ME. IVE BEEN CALLED A LOT OF NAMES IN MY LIFE RACIST IS AT THE BOTTOM OF THE LIST. IT IS NOT RACIST TO STAND UP FOR YOURSELF OR COUNTRY. THESE PEOPLE ONLY HAVE RACIST TO GO NO THEY HAVE NOTHING ELSE TO FIGHT WITH. MOST OF THEM ARE DUNNB AS THEY COME. LOOK AT THE COUNTRY THEY COME FROM THEY ARE SHIT HOLES, THESE PEOPLE WHO INVADED OUR COUMTRY DID THID TO THEIR COUNTRY. BIRTH RATE IS A EXCUSE FOR THE INVASION. LESS PEOPLE LESS MEDICAL, LESS EVERYTHING. THIS IS TRUDEAUS AND HIS GOON SQUAD FAULT. THEY NEED TO BE RUN DOWN BE CHARGED WITH TREASON, SINCE THEY LIKE TO MENTION THE COLONIZATION WE SHOULD FOLLOW THE LAWS FOT TREASO THEY USED BACK THEN. DONT LISTEN TO THEM, TELL THEM TO PUT IT WHERE THE SUN DONT SHINE. WE ALL WANT THEM OUT. MOST OF HEM HAVE GOTTEN THEY MONEY FROM ILLEGALS GAINS TO COME HERE. PEOLE HAVE TO QUIT HIREING. HEM, QUIT FUNDING THEM, QUIT GIVING INTO THEM
Identity Attack0.44690517
Insult0.5177041
Profanity0.47001255
Threat0.051391184
Severe Toxicity0.1762085
Moderate 0.568186 Moderate Con 0.4 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They …
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They are Indian. We Indians are loving, high tax paying, not indulging in crimes and peace loving people. Who mostly gets accustomed to other nations culture and also celebrate their festivals with the people of that nations. And we feel proud that whichever nation we go which provide us opportunities to give it back and it's society as much as we can. Just because mentioning India gets you clicks and it's easy to crack racist jokes about Indian online doesn't mean we the people are bad.
Identity Attack0.5548181
Insult0.49151286
Profanity0.24818924
Threat0.02924249
Severe Toxicity0.08859174
Moderate 0.4977744 Constructive 0.61 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They …
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They are Indian. We Indians are loving, high tax paying, not indulging in crimes and peace loving people. Who mostly gets accustomed to other nations culture and also celebrate their festivals with the people of that nations. And we feel proud that whichever nation we go which provide us opportunities to give it back and it's society as much as we can. Just because mentioning India gets you clicks and it's easy to crack racist jokes about Indian online doesn't mean we the people are bad.
Identity Attack0.5548181
Insult0.49151286
Profanity0.24818924
Threat0.02924249
Severe Toxicity0.08859174
Moderate 0.4977744 Constructive 0.61 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
white people doesnt even belong there. They call it an "invasion" as if inmigrants going there were commiting a genocide and purposely erasing their culture.
white people doesnt even belong there. They call it an "invasion" as if inmigrants going there were commiting a genocide and purposely erasing their culture.
Identity Attack0.55044734
Insult0.29383746
Profanity0.16589902
Threat0.09316374
Severe Toxicity0.023599008
Moderate 0.47119883 Moderate Con 0.332 Identity Attack Identity_Assertion
Feb 16, 2026 2 likes Inside Canada's Indian Invasion...
um you are telling us what we already know and have known for months, as for the invasion of the diaper heads we have known THAT for years. They are coming here to wipe out …
um you are telling us what we already know and have known for months, as for the invasion of the diaper heads we have known THAT for years. They are coming here to wipe out the white people and make it another india. We aren't loosing our culture, we have LOST itl too late, son of castro and carnage carney were both placed in their position by the WEF to kill this country so that Claus Schwab can come in and buy it up it is ALL planned and going very well for them. 817,000 people coming into this country is an INVASION not immigration and the majority of them are cochroaches. IMPO
Identity Attack0.4887047
Insult0.4125297
Profanity0.2761231
Threat0.27637172
Severe Toxicity0.13599765
Moderate 0.4574824 Moderate Con 0.36 Unverified_Claim
Sep 8, 2025 Why Canadians Are Turning Against …
Indians are not even 5% of canadas population and allready people are butthurt nd calling it an invasion.while most Indian people are honest, hardworking tax payers.white people who are progeny of genociders who stole a …
Indians are not even 5% of canadas population and allready people are butthurt nd calling it an invasion.while most Indian people are honest, hardworking tax payers.white people who are progeny of genociders who stole a nation from natives of Canada are complaining now.go to Europe nd u will know wt invasion is.u are going to make enemy out of a friend if u continue doing this
Identity Attack0.49584505
Insult0.42743355
Profanity0.2188925
Threat0.044602267
Severe Toxicity0.02378681
Moderate 0.45549932 Moderate Con 0.435 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Canada is being destroyed by this invasion from India. They are destroying our Canadian culture and replacing it with theirs. Saw videos where they are encouraged to go to food banks and get free food. …
Canada is being destroyed by this invasion from India. They are destroying our Canadian culture and replacing it with theirs. Saw videos where they are encouraged to go to food banks and get free food. They’ve done nothing but ruin Canada as they never wanted to become Canadians or accept our culture and beliefs. Every Tim Horton is run by people from India. White Canadians lost their jobs and need not reapply.
Identity Attack0.55044734
Insult0.3388922
Profanity0.051181246
Threat0.03407705
Severe Toxicity0.023076924
Moderate 0.45549932 Moderate Con 0.464 Identity Attack Identity_Assertion
Dec 26, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
He can only speak against Indian Hindus because his views come from there and Indian Hindus do not say anything to him. If you have the courage then go to the place where Muslim invasion …
He can only speak against Indian Hindus because his views come from there and Indian Hindus do not say anything to him. If you have the courage then go to the place where Muslim invasion is taking place. Indian Hindus do not say that you have to made any new rule or is living on the money of USA taxpayers, he will not make a video about these Muslims who will demand Sharia law in USA, joker😂
Identity Attack0.5135796
Insult0.35333878
Profanity0.11168506
Threat0.048481647
Severe Toxicity0.023076924
Moderate 0.44039994 Moderate Con 0.373 Identity Attack Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As far as foreign invasions go, bring Indians in over almost any other group. THEY ARE MOSTLY HINDU, WHICH TREATS WOMEN MUCH BETTER THAN ISLAM! Its the Islam invasion that is scary because they advocate …
As far as foreign invasions go, bring Indians in over almost any other group. THEY ARE MOSTLY HINDU, WHICH TREATS WOMEN MUCH BETTER THAN ISLAM! Its the Islam invasion that is scary because they advocate violence against women. Indians are fine. I used to hang out with the Hare Krishnas and they were very nice people. Bonus: most Indians are vegetarian. 🙂
Identity Attack0.49855098
Insult0.24928534
Profanity0.08840031
Threat0.043955702
Severe Toxicity0.023223408
Moderate 0.41168427 Constructive 0.709 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
If you want to see Indian invasion go to Costco in Mississauga
If you want to see Indian invasion go to Costco in Mississauga
Identity Attack0.41975367
Insult0.14874944
Profanity0.09961538
Threat0.036839653
Severe Toxicity0.023076924
Moderate 0.3666224 Low Con 0.188 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
We have an India invasion going on here in metro Detroit too.
We have an India invasion going on here in metro Detroit too.
Identity Attack0.40447855
Insult0.15414265
Profanity0.08710717
Threat0.023371955
Severe Toxicity0.018836858
Moderate 0.3389984 Moderate Con 0.341 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it …
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it for you) my daughter got hired at Tim's ( cpl years back) the ONLY reason she got a second interview is because her first name can be easy Indian or Irish. They were calling her up she's standing there they couldn't understand how a white girl got hired. It's not ok. Even the non extreme ones do sympathize with extremist acts of terror on Christians. 70% have admitted this. When you listen to the news, 99% of the crimes - violent, assault, home invasions, women set ablaze on the subway... EVERY NAME IS NOT CANADIAN!!! sorry if you break the law , federal violent crimes or fraud GET THE F.O 5 years ago 1 store was bought by that group of people.... Within a year they were everywhere, and how they get to buy homes or business? Cuz they cheat the system. Living 20 in an apartment, running transports 24/7 letting unlicensed family members drive while they rest they cut open the seat to poop out the bottom while still clocking Kilometers while the Canadian guy follows rules. They undercut job prices safety is absent. We are getting outnumbered when we have paid into the system out whole lives. They come here get a welfare check get housing get all the cra benefits they never paid a dime into. It's bullshit we aren't happy and they gotta go Educational purposes only Entertainment purposes only
Identity Attack0.38176915
Insult0.24630153
Profanity0.08775374
Threat0.011249693
Severe Toxicity0.015286255
Moderate 0.33504707 Constructive 0.668
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.