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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "if i speak like an …" 146 comments · Page 1 of 6
Bro the amount of fraud, immigration fraud, the drugs etc…. It’s fucking bullshit, it’s all across Canada and it’s fucked our taxes system …. Like straight out country is fucked because of this immigration….. the …
Bro the amount of fraud, immigration fraud, the drugs etc…. It’s fucking bullshit, it’s all across Canada and it’s fucked our taxes system …. Like straight out country is fucked because of this immigration….. the amount of people I deal with daily in sales that can’t speak a single word of English yet drive off in brand new car, live in a nicer house….. bro? What’s happening?! How do I get that shit working 80 hours?!
Identity Attack0.3817989
Insult0.5678696
Profanity0.8089582
Threat0.01750142
Severe Toxicity0.35368225
Toxic 0.8403191 Constructive 0.514 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The man on the bike is so stupid and racist. And I am sure his IQ is below 0. Most Africans are smart, and I love their humanity!. It's not that all whites are smart; …
The man on the bike is so stupid and racist. And I am sure his IQ is below 0. Most Africans are smart, and I love their humanity!. It's not that all whites are smart; most of them are like him. white skin and speak english doesnt make you smart. His ancestor took Africa's wealth and made us poor. He should shame for you gradparent what they did in Africa. fulish man!
Identity Attack0.55044734
Insult0.7804726
Profanity0.4185329
Threat0.02924249
Severe Toxicity0.17926651
Toxic 0.78855824 Moderate Con 0.457 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 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...
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 …
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 …
Honestly these immigrants are better than most other immigrants since most of them aren’t illegal, went through background checks through legal immigration, and at least they speak English. The low intelligence ones that eat shit …
Honestly these immigrants are better than most other immigrants since most of them aren’t illegal, went through background checks through legal immigration, and at least they speak English. The low intelligence ones that eat shit and shit on street most likely don't meet the immigration requirement to Canada.
Identity Attack0.49855098
Insult0.6120431
Profanity0.70864636
Threat0.012026439
Severe Toxicity0.18538254
Toxic 0.73663366 Low Con 0.276 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It is ok to want Canada to have Canadian culture. Canada is a free for all and if these peoples countries had people invade, not speak their language or care to involve them, 100% they …
It is ok to want Canada to have Canadian culture. Canada is a free for all and if these peoples countries had people invade, not speak their language or care to involve them, 100% they wouldn't like it. If you don't want to be Canadian, go back to where you came from. It's getting harder and harder allow this shit to continue.
Identity Attack0.37730414
Insult0.4986907
Profanity0.66456485
Threat0.012647836
Severe Toxicity0.14126498
Moderate 0.6667219 Constructive 0.533
Jan 27, 2026 Inside Canada's Indian Invasion...
you got every thing right brother im a pensioner that moved to Colombia South America Canada is a shit hole Colombia is BAD but I like it bad. in Colombia they speak spanish and this …
you got every thing right brother im a pensioner that moved to Colombia South America Canada is a shit hole Colombia is BAD but I like it bad. in Colombia they speak spanish and this is all you hear in the the streets no Punjab no Chinese not losers taking advantage of the tax payers contribution
Identity Attack0.57150364
Insult0.57566804
Profanity0.48510036
Threat0.012337137
Severe Toxicity0.17315048
Moderate 0.6544696 Constructive 0.557 Identity Attack Insult Comparative_Framing
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Yes! As a 3rd generation Canadian, I’m so fed up with immigrants! I want them out! My country has gone to crap. I feel like a foreigner in my own country. Illegals need to go. …
Yes! As a 3rd generation Canadian, I’m so fed up with immigrants! I want them out! My country has gone to crap. I feel like a foreigner in my own country. Illegals need to go. I’m so sick of them taking all the jobs, committing crimes and getting free handouts. The lady speaking in this video hits it on the head.
Identity Attack0.54996765
Insult0.5678696
Profanity0.46460027
Threat0.13582869
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.636 Identity Attack Insult
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
GOVERNMENT SCREWED UP, CANADA IS GOING TO BE IN HUGE TROUBLE NOW AND IN THE FUTURE. CANADA IS NOW THE NEW INDIA. CANT SPEAK ENGLISH, CANT FOLLOW THE RULES, THEY WANT TO CHANGE CANADA. POPULATION …
GOVERNMENT SCREWED UP, CANADA IS GOING TO BE IN HUGE TROUBLE NOW AND IN THE FUTURE. CANADA IS NOW THE NEW INDIA. CANT SPEAK ENGLISH, CANT FOLLOW THE RULES, THEY WANT TO CHANGE CANADA. POPULATION WILL EXPLODE JUST LIKE INDIA. ITS A NUMBERS GAME....WATCH AND SEE, GARBAGE EVERYWHERE, CANADA WILL TURN INTO A THIRD WORLD COUNTRY LIKE INDIA. SO DO YOU WANT TO BE A CANADIAN OR INDIA???? CANADA IS MUCH BETTER THATS WHY THEY CAME HERE SO DON'T FORGET WHY YOU LEFT YOUR COUNTRY!!!!!!!!!
Identity Attack0.55011386
Insult0.5739874
Profanity0.26802593
Threat0.025271246
Severe Toxicity0.16960317
Moderate 0.63782936 Low Con 0.267 Identity Attack Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like …
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like their in india, speak their own lanaguage while taking all the free benefits canada has to offer meanwhile they dont want to integrate or deal with us disgusting white people lol
Identity Attack0.61901736
Insult0.6051471
Profanity0.28249276
Threat0.01187109
Severe Toxicity0.101760045
Moderate 0.6342749 Moderate Con 0.487 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
How ironic for a white person to speak on colonization and “their country” being taken over by non whites. White people have colonized every freakin continent and called it theirs and now when it’s done …
How ironic for a white person to speak on colonization and “their country” being taken over by non whites. White people have colonized every freakin continent and called it theirs and now when it’s done to them they don’t like it or feel safe then got all sorts or derogatory and racist remarks for these groups. It’s called karma. Ask the Indians about that😂😂😂😂😂😂😂😂😂😂 😂😂😂
Identity Attack0.57554024
Insult0.45135358
Profanity0.46460027
Threat0.028897164
Severe Toxicity0.18844056
Moderate 0.5885171 Moderate Con 0.432 Identity Attack Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The entire province of Ontario is starting to look like Brampton. I live in Guelph and I just quit my job after only 3 months because I had to keep telling my supervisor that I …
The entire province of Ontario is starting to look like Brampton. I live in Guelph and I just quit my job after only 3 months because I had to keep telling my supervisor that I didn't speak Indian!!! I'm not working another second until every Indian is deported. I am not training a terrorist to be a normal citizen. They're all saboting scumbags too. Especially the gen z Indians! They are the worst. Lazy, entitled, always on their phones and constantly wonders why white ppl work so hard. Yknow if you work hard your day will go by quicker.
Identity Attack0.5516043
Insult0.5678696
Profanity0.36230123
Threat0.04686524
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.562 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I love how racist canadians here are talking about canadian culture, like they are first peoples of Canada who speak Siouan or inuit. Most of your ancestors slaughtered natives or carried out forced assimilation. Indians …
I love how racist canadians here are talking about canadian culture, like they are first peoples of Canada who speak Siouan or inuit. Most of your ancestors slaughtered natives or carried out forced assimilation. Indians who immigrated there aren't gonna take your Tim Hortons or gonna make you chant "Hare Krishna". Bunch of racist edgelords.
Identity Attack0.55044734
Insult0.5362655
Profanity0.09260304
Threat0.025616571
Severe Toxicity0.02449106
Moderate 0.5716857 Moderate Con 0.405 Identity Attack Insult Moral_Argument
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
All this BS please, if you want to know why the racist immigrants are here taking over the country they escaped, for being poor and raped and beheaded, Islam is the worse kind of people …
All this BS please, if you want to know why the racist immigrants are here taking over the country they escaped, for being poor and raped and beheaded, Islam is the worse kind of people they have let in, they aren't looking for peace they are looking for power EVEIL power, please ask the LIBERALS Why they are here, and when getting a job WHAT HAPPENED to CANADIANS FIRST, Canada I doomed, doomed if you are in your 20's 30's you may still experience the hate, they already speak their own language, refusing to speak English, refusing to serve people who are different from them, Canada is letting in selfish ignorant people, everything we Canadians say or ask them to is discrimination, they dress their way they run businesses their way, just like in their country, AND WHY ? because the Canadian government is weak, they can't defend the country or it's people shame on this Liberal government, they totally suck.
Identity Attack0.55044734
Insult0.5130944
Profanity0.27274927
Threat0.13313138
Severe Toxicity0.16960317
Moderate 0.56269526 Moderate Con 0.457 Identity Attack Insult Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like this everywhere. Have heard half a dozen times from separate ppl that they were asked if they spoke Hindi or Punjabi to work at Tim Hortons because “all the staff spoke it” they take our jobs because they accept lower wages. I’m just fatigued, it just sucks because I know the vast majority of Indians before 2020 were actually nice and adaptable decently well. Now when you go out to eat or buy groceries you don’t even get a “have a nice day” which is a Canadian custom IMO. Most of the time besides the transaction details, they will not speak to you.
Identity Attack0.5135796
Insult0.47384647
Profanity0.541926
Threat0.06820184
Severe Toxicity0.2391185
Moderate 0.56269526 Constructive 0.724 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Ind fatigue is real Has to be condenmed ,again Inds you dont teach or advice You have those inner racist castiest beliefs inside you Leave it to others Or some really good minded Inds I …
Ind fatigue is real Has to be condenmed ,again Inds you dont teach or advice You have those inner racist castiest beliefs inside you Leave it to others Or some really good minded Inds I used to enjoy jamcan ❤ Videos But it's not only sharing Fatigue and other videos But also hate on religion Just like that idiot @Reality fake Alex Quite disgusting to see him speaking Like the other guy Kachina Your aim is not to promote fatigue only or some insane stupid things done by people Just to promote hate on other religions Just like many missionaries would do Don't assume you guys to be very perfect , Look at his speech Come to Canada ,learn culture Adopt, Talks like 💩💩💩 Of course we have follow the rules Respect the people If we can't each other At least don't Trouble others Do your promotion somewhere
Identity Attack0.38246045
Insult0.5678696
Profanity0.37503055
Threat0.100830056
Severe Toxicity0.21902075
Moderate 0.5559701 Constructive 0.548 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
My cousin came to canada under a 1 year work visa,, shes white french woman.. Speaks 5 languages, has 3 degrees, ran a business in France.. she landed here 1 years ago,, had to spend …
My cousin came to canada under a 1 year work visa,, shes white french woman.. Speaks 5 languages, has 3 degrees, ran a business in France.. she landed here 1 years ago,, had to spend 400$ to prove she speaks ENGLISH, (she speaks it fluently),, she paid taxes the moment she landed and got a job, bought a car, a small apartment. Everything Canadian,, not like these degenerate scum sucking immigrants. Had to spend another 500$ to extend her visa for another year.. Everything was going well. Until these worthless liberal cockroaches knocks on her door and told her she has 1 month to leave, because shes taking a JOB away from a CANADIAN!!!.. Are you fuckin kidding me.. These worthless ungrateful, self serving pakis, indies and chinese and who knows what else we let in, are getting subsidies to work at tim hortons,, Walmart,, canadaian tires.. Meanwhile our real Canadian kids can't get summer jobs or part times,, because of these worthless immigrants. Shes corporate, she doesn't take small coffee serving jobs..
Identity Attack0.5135796
Insult0.5543018
Profanity0.36230123
Threat0.012699619
Severe Toxicity0.16960317
Moderate 0.53579444 Moderate Con 0.484 Identity Attack Insult Personal_Narrative
Feb 19, 2026 1 likes LILLEY UNLEASHED: The fall of …
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t …
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t even like Canada they assume they don’t need to assimilate they just wanna take over and change it they took over the Main Street completely no English stores I could barely go to the corner store cuz they did t know what I was saying it’s just insane asf they hate and ruin and take over with. No care for us
Identity Attack0.44690517
Insult0.42167732
Profanity0.33141375
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.558 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
enviable? really? then why does Global have to send a Chinese girl downtown to interview immigrants that have been here for 50 yrs, yet still can't speak basic English, not just them, I've seen people …
enviable? really? then why does Global have to send a Chinese girl downtown to interview immigrants that have been here for 50 yrs, yet still can't speak basic English, not just them, I've seen people that claim they've been here for 25, same thing, who also aren't Drs, professionals, you know all the delusions that you are talking about, cause that's the bullshit lie that we needed all these immigrants for skilled jobs, like the lie that all cabbies are really Drs, engineers, ect.... it's a lie, from the start, cause we needed to keep the boomers in the lifestyle they didn't pay for, ie all the debt/deficits since 68 when they started voting
Identity Attack0.38238457
Insult0.46923602
Profanity0.44431314
Threat0.025098583
Severe Toxicity0.07542343
Moderate 0.50789946 Constructive 0.511 Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I …
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I always find it so fascinating how much "hate" the world has for Africans/blacks. Claiming that they're "sooooo inferior/unintelligent"🙄😒 lol, we all know that IF that were honestly the case then the world wouldn't need to constantly try to put them at a disadvantage. IF you all honestly believed that "blacks are inferior", then you wouldn't constantly be obsessed with black people, you'd simply let them be. We all know it's a projection. People see the greatness and constant resilience of blacks, which pisses you guys off lol. Now argue amongst yourselves under my comment 😌✊🏽✊🏾✊🏿😝
Identity Attack0.5075293
Insult0.49389273
Profanity0.2659699
Threat0.014393489
Severe Toxicity0.02458496
Moderate 0.50759226 Constructive 0.545 Identity Attack Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I think this is a huge hipocrecy of Mark Carney is arriving bunch of ugly people to Manitoba. With no education, refugees, intimidating people souds like Antifa people.who don't have papers, dont speak english or …
I think this is a huge hipocrecy of Mark Carney is arriving bunch of ugly people to Manitoba. With no education, refugees, intimidating people souds like Antifa people.who don't have papers, dont speak english or french, stelling store's, And is many drugs around ? dealers from the Government of Carney and Trudeau in Steinbach, that people living in la Broquerie, D3NIS FALK. Is the huge
Identity Attack0.23391083
Insult0.54471385
Profanity0.08549073
Threat0.009903334
Severe Toxicity0.021806452
Moderate 0.49139655 Constructive 0.502 Insult
Oct 30, 2025 IRCC Names India in Study …
it's mostly Toronto and the big cities you'd be pretty dumb to think we're going to give up everything to people who can't even speak english? just feels like overload when you open borders, but …
it's mostly Toronto and the big cities you'd be pretty dumb to think we're going to give up everything to people who can't even speak english? just feels like overload when you open borders, but honestly these immigrants are ubering us around, getting our food and groceries for us. I wonder if they've realized they've been scammed into thinking they can create a life here in Canada off a 10-15$/hr job lol
Identity Attack0.37953663
Insult0.5177041
Profanity0.20483992
Threat0.009644418
Severe Toxicity0.01986976
Moderate 0.4826145 Constructive 0.632 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
No one take nobody's job unless somebody don't want to work what thay have to work with we come from the country that looted by English people French people Portuguese people we got robbed our …
No one take nobody's job unless somebody don't want to work what thay have to work with we come from the country that looted by English people French people Portuguese people we got robbed our ancester got raped destroy our complete culture customs and he was across to live with and some of them they speak they look like Indian but this all day so long time ago and kneel to the king sorry queen
Identity Attack0.458714
Insult0.34782293
Profanity0.2847897
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.583
Aug 26, 2025 Why Canadians Are Turning Against …
That should scare all the lgbtq plus communities that are supporting the liberal government to hear that Mark Carney has spoken and said muslim values are Canadian values. ? If you think the Christians we're …
That should scare all the lgbtq plus communities that are supporting the liberal government to hear that Mark Carney has spoken and said muslim values are Canadian values. ? If you think the Christians we're bad when you heard their biblical words. ? By hearing what this Muslim was speaking. It sounds like you will have Muslims in your face and cutting off your blank because they despise your sexual acts, and they despise everyone else that doesn't agree with their religious ideology.
Identity Attack0.5135796
Insult0.36193377
Profanity0.09583591
Threat0.12689553
Severe Toxicity0.023076924
Moderate 0.45751464 Moderate Con 0.487 Identity Attack
Aug 25, 2025 1 likes Why Canadians Are Turning Against …

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.