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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: "For the life of me …" 602 comments · Page 3 of 25
Canada itself is a big fraud. They make ton of money from these students. Including the banks, the government and colleges. Look how shitty the healthcare, housing, infrastructure and life is here.
Canada itself is a big fraud. They make ton of money from these students. Including the banks, the government and colleges. Look how shitty the healthcare, housing, infrastructure and life is here.
Identity Attack0.3817989
Insult0.5130944
Profanity0.48510036
Threat0.008764107
Severe Toxicity0.035007052
Moderate 0.5972042 Moderate Con 0.358 Insult
Sep 30, 2025 IRCC Names India in Study …
This man is spewing absolute nonsense. “Rape is not against their culture” whose culture? Africa is a continent with 54 countries and well over 3,000 ethnic groups and tribes. Most, if not all, African nations …
This man is spewing absolute nonsense. “Rape is not against their culture” whose culture? Africa is a continent with 54 countries and well over 3,000 ethnic groups and tribes. Most, if not all, African nations have legal penalties for rape. Africans are “stupid” and “can’t keep a job at McDonald’s”? But somehow Nigerians are some of the smartest, most accomplished people I’ve met in my life. The ones I know are doctors, lawyers, engineers, work in tech, living in mansions and driving cars this miserable white trash of a man would only dream of. The irony of someone with such a limited worldview calling other people “low IQ” is wild. Education isn’t just about what you think you know, it’s knowing when you’re completely out of your depth. Instead of blaming entire populations for why you think they’re beneath you, maybe ask yourself why tearing others down is the only way you know how to feel superior.
Identity Attack0.48990932
Insult0.57787937
Profanity0.33453682
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.5972042 Moderate Con 0.478 Insult Moral_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Whenever you come back to Canada and you wanna see something crazy I am your guy Drove down in town from out of town with one of a kind hay wagon/home shop with $40,000 of …
Whenever you come back to Canada and you wanna see something crazy I am your guy Drove down in town from out of town with one of a kind hay wagon/home shop with $40,000 of tool in it lol In only one month got 31 breaking enter attempt 14 people threaten me with guns and crossbow lol But they’re all pussy scared of me 😂 I don’t blame them being scared they seen I was not afraid of bullet Thinking about setting them up with camera to show the world those stupid crackhead Still got videos and picture of them trying My life was a movie. and tell the police pull me over And rob 10k in front of my face with six witness
Identity Attack0.28034934
Insult0.5723624
Profanity0.46460027
Threat0.2836219
Severe Toxicity0.18232453
Moderate 0.5921536 Moderate Con 0.445 Insult Personal_Narrative
Feb 5, 2026 Inside Canada's Indian Invasion...
I love reading the white rage in the comments. Bigoted pond scum seething about people looking for a better life. Seethe more whites.
I love reading the white rage in the comments. Bigoted pond scum seething about people looking for a better life. Seethe more whites.
Identity Attack0.58354634
Insult0.5678696
Profanity0.33317488
Threat0.018192071
Severe Toxicity0.067522444
Moderate 0.5921536 Low Con 0.299 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
As a Canadian-Indian born and raised in Brampton for the majority of my life. This shit is accurate. Alot of the issues stem from international students abusing Canada's immigration. That bike guy is wild btw😭
As a Canadian-Indian born and raised in Brampton for the majority of my life. This shit is accurate. Alot of the issues stem from international students abusing Canada's immigration. That bike guy is wild btw😭
Identity Attack0.36702603
Insult0.46173862
Profanity0.6242122
Threat0.012751401
Severe Toxicity0.059217658
Moderate 0.5921536 Constructive 0.65 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
0:51 this channel a representation of low life white people mindsent
0:51 this channel a representation of low life white people mindsent
Identity Attack0.55044734
Insult0.49151286
Profanity0.29209393
Threat0.03304107
Severe Toxicity0.16960317
Moderate 0.5921536 Low Con 0.197 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Well, atleast both men and women work and pay taxes, in comparison to the small hats that are only praying. They literally have 10-20 kids, only women work allegedly and are extremely racist against all …
Well, atleast both men and women work and pay taxes, in comparison to the small hats that are only praying. They literally have 10-20 kids, only women work allegedly and are extremely racist against all other races. All while living on others cost, free food, free homes and no worries in life. Literally the parasites of the world.
Identity Attack0.44690517
Insult0.62169385
Profanity0.21564959
Threat0.010369381
Severe Toxicity0.023076924
Moderate 0.5885171 Moderate Con 0.378 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
My buddy is half black and half white so he’s light skinned and has straight wavy hair. Hes been sick so he went out to get food wearing a mask etc and was social distancing …
My buddy is half black and half white so he’s light skinned and has straight wavy hair. Hes been sick so he went out to get food wearing a mask etc and was social distancing in Wendy’s while ordering and waiting for his food. When a white lady and her 8-10 year old son he noticed kept getting really close to him. He said excuse me in trying to keep distsnce as I have a cold and the lady turned to him told him to fuck off and go back to India ☝️ he’s Bahamian 🇧🇸 ☝️ and here is the kicker her SON is also mixed but is darker skinned than my friend and he said in that moment he saw her sons reaction was embarassed and that of being ashamed. We don’t know this woman’s life story but this is a partial snapshot of how frustrated and tired ppl are on top of toxicity ignorance and hatefulness.
Identity Attack0.5135796
Insult0.4339631
Profanity0.57236236
Threat0.100830056
Severe Toxicity0.34981552
Moderate 0.5885171 Constructive 0.74 Identity Attack Personal_Narrative
Aug 28, 2025 4 likes Why Canadians Are Turning Against …
Thats liberal government for you always screwing canadians . they bring scam artists into this country and they dont give a crap us canadians. they have no respect for our country ,our people or way …
Thats liberal government for you always screwing canadians . they bring scam artists into this country and they dont give a crap us canadians. they have no respect for our country ,our people or way life . where are these scam artists liberals need to find them and deport them now . I am so very angry with this government for what they have done to country of ours .the biggest problem is that has been going since the 70s . there are more violent crime in since the liberals brought these east indians here . the catch and release program with them is not working they get bail leave jail head right to an international and leave the country with no punishment what so ever . more than likely returning under a different name .
Identity Attack0.46028158
Insult0.5739874
Profanity0.4044591
Threat0.045895394
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.443 Insult
Oct 13, 2025 IRCC Names India in Study …
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you …
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you one Damm thing, not one of these Indians are on governments benefits, they are working their socks off unlike others from a certain religion such as the recent Minnesota problem. Furthermore how many own a house there as compared to what you people call a Canadian white person, it will be interesting to know the facts. And no the heavens didn’t open up on them with gold coins raining on their heads 😂. Here in London you get the same occasional problem where non educated white people start to moan and can’t tell the difference between an Indian person or Pakistani, by the way Indians own the most homes in London have a think why!! They actually go out and work and want to achieve something In life!!
Identity Attack0.57150364
Insult0.54471385
Profanity0.39409557
Threat0.013528148
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.635 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Can’t drive if you can’t understand the language or road sings 😮😮😮😮😮😮😮😮 wtf 🤬 people drink and drive and never drive again and kill no one 🎉🎉🎉🎉🎉🎉🎉😂😂😂😂😂😂😂😂😂 lives here my hole life never thought about …
Can’t drive if you can’t understand the language or road sings 😮😮😮😮😮😮😮😮 wtf 🤬 people drink and drive and never drive again and kill no one 🎉🎉🎉🎉🎉🎉🎉😂😂😂😂😂😂😂😂😂 lives here my hole life never thought about killing someone but I talk my way out of it daily now 😢😢😢😢😢😢😢😢😢
Identity Attack0.04332388
Insult0.24424846
Profanity0.36302176
Threat0.38897106
Severe Toxicity0.16960317
Moderate 0.584095 Moderate Con 0.389 Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
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 …
My building used to be 90% white but in the last 5 years 90% East Indian - I stopped saying hi to anyone since none of them show me any curtasy nor say hi back …
My building used to be 90% white but in the last 5 years 90% East Indian - I stopped saying hi to anyone since none of them show me any curtasy nor say hi back and my life I feel am surrounded by unfriendliness THANKS FOR READING. I also work for a company that hires them sometimes I am a minority in my own surrounded by Turbans and Muslims its so fucking wierd.
Identity Attack0.5135796
Insult0.41530323
Profanity0.570067
Threat0.013010317
Severe Toxicity0.16960317
Moderate 0.55739564 Constructive 0.615 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
These rednecks had generations to make something of themselves. That one poor looking white guy in the beginning should be ashamed of his ancestors for not making his life easier. My dad came in 1974 …
These rednecks had generations to make something of themselves. That one poor looking white guy in the beginning should be ashamed of his ancestors for not making his life easier. My dad came in 1974 from India and worked his ass off. Drive a truck, taxi, and worked construction. Now I’m a CPA and my brother is a bloody doctor. No joke. In 1 generation. That’s how it’s done. It’s their own fault. They couldn’t make something of it, so we will. If you don’t like it, then just do what you tell us to do: get out.
Identity Attack0.50515765
Insult0.5497792
Profanity0.44431314
Threat0.0475118
Severe Toxicity0.16960317
Moderate 0.55739564 Constructive 0.598 Identity Attack Insult Personal_Narrative
Feb 1, 2026 3 likes Inside Canada's Indian Metropolis (Brampton)
I’m just happy white ppl are mad. Ask the natives how they felt when your ancestors genocide millions of natives. Your white politicians did this because you whites are lazy and only want office jobs …
I’m just happy white ppl are mad. Ask the natives how they felt when your ancestors genocide millions of natives. Your white politicians did this because you whites are lazy and only want office jobs with work life balance. Immigrants are willing to work low end jobs.
Identity Attack0.5948528
Insult0.48228607
Profanity0.2347036
Threat0.08703069
Severe Toxicity0.04666401
Moderate 0.5566829 Moderate Con 0.471 Identity Attack Moral_Argument
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa. 2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city. 3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%. 4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime! 5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate 6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom. 7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job! 8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them! 8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know. 9. There are real reasons to worry! Don’t create that doesn’t even exist! 10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Identity Attack0.27682206
Insult0.48228607
Profanity0.41570562
Threat0.07093142
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.673 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it. That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Identity Attack0.55044734
Insult0.48484445
Profanity0.48510036
Threat0.06863153
Severe Toxicity0.23225832
Moderate 0.5532103 Constructive 0.654 Identity Attack Moral_Argument
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
as a pakistani muslim highschooler living in brampton who lived in edmonton for half my life, we have so many issues in brampton, shit drivers, healthcare issues, racism, serious risk to life and property in …
as a pakistani muslim highschooler living in brampton who lived in edmonton for half my life, we have so many issues in brampton, shit drivers, healthcare issues, racism, serious risk to life and property in the rise of crime, but not everything is shit, a lot of punjabis here are actually great ppl, but there are lots of bad apples that make life in brampton sub par. if you talk to the right ppl and be in the right eviroments, brampton is okay..... still prefer edmonton.
Identity Attack0.46028158
Insult0.47384647
Profanity0.57236236
Threat0.011793415
Severe Toxicity0.12019568
Moderate 0.5532103 Constructive 0.759
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian guy.......I don't feel any difference between India and Canada.....life is good for us in India....... why you came here, life is good in Canada.....WTF 😂😂😂😂😂
Indian guy.......I don't feel any difference between India and Canada.....life is good for us in India....... why you came here, life is good in Canada.....WTF 😂😂😂😂😂
Identity Attack0.46028158
Insult0.40189892
Profanity0.46460027
Threat0.009981008
Severe Toxicity0.08332442
Moderate 0.5532103 Moderate Con 0.456
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
If you wish to live like you are in India then please go back. You come here for a better life here yet bring your old life with you. In Canada we wear hats on …
If you wish to live like you are in India then please go back. You come here for a better life here yet bring your old life with you. In Canada we wear hats on our heads not diapers. We wash our feet in the bath not public sinks. You stink you are pigs. You work for next to nothing then send the money home to India. Last but not least if you say it is easier in India then as I said earlier please go back. Did you see the sign in the church donate and get a tax receipt.
Identity Attack0.48915586
Insult0.5678696
Profanity0.15459715
Threat0.010731863
Severe Toxicity0.024725812
Moderate 0.54325575 Moderate Con 0.448 Insult Identity_Assertion
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Guy on the bike is like 60 years old riding a bike and that's his means of transportation cuz he was a loser in life
Guy on the bike is like 60 years old riding a bike and that's his means of transportation cuz he was a loser in life
Identity Attack0.029144434
Insult0.6261769
Profanity0.2424468
Threat0.0091524795
Severe Toxicity0.017610285
Moderate 0.54325575 Moderate Con 0.323 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
the problem is that they come to different countries in order to lead a better life but then don't integrate, complain and turn it into the shithole they left... how can they not expect people …
the problem is that they come to different countries in order to lead a better life but then don't integrate, complain and turn it into the shithole they left... how can they not expect people to get upset???
Identity Attack0.27340925
Insult0.45135358
Profanity0.5013569
Threat0.011146127
Severe Toxicity0.02604016
Moderate 0.52007306 Moderate Con 0.423 Fear_Threat
Nov 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Bruhh as an international student here in Canada who actually came here to develop a career and find a successful path, I'm honestly terrified of other immigrants who do stupid things without any repercussions because …
Bruhh as an international student here in Canada who actually came here to develop a career and find a successful path, I'm honestly terrified of other immigrants who do stupid things without any repercussions because they do all the fk ups and people actually came here to have a good career and life get marginalized and targeted. It's a very terrifying situation rn.
Identity Attack0.39207554
Insult0.54471385
Profanity0.4001375
Threat0.010654188
Severe Toxicity0.023364257
Moderate 0.52007306 Constructive 0.692 Insult Personal_Narrative
Sep 11, 2025 4 likes Why Canadians Are Turning Against …
India always destroys the world order of life😢
India always destroys the world order of life😢
Identity Attack0.5689151
Insult0.36798462
Profanity0.20592089
Threat0.13815513
Severe Toxicity0.18538254
Moderate 0.52007306 Low Con 0.196 Identity Attack Fear_Threat
Feb 11, 2026 Inside Canada's Indian Invasion...
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in …
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in his dark dark life. If we see white people doing bad things we dont blame it on christianity. Its the same for others. Their bad actions are not endorsed by their religion. If you knew even just a little about what their religion teaches. Im not indian. Or a white queer atheist block of fat.
Identity Attack0.57150364
Insult0.47384647
Profanity0.33453682
Threat0.017156094
Severe Toxicity0.040387187
Moderate 0.51980776 Moderate Con 0.448 Identity Attack Moral_Argument
Feb 26, 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.