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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: "This country is shit" 141 comments · Page 4 of 6
She just wants to completely open up our boarder and have canada over run by these scum ,its time to take back canada ,by force or has this country have no real men left in …
She just wants to completely open up our boarder and have canada over run by these scum ,its time to take back canada ,by force or has this country have no real men left in it ,because when i see our military guys wearing rainbow in there beards and hair 10 years ago i knew we have gone for shit.
Identity Attack0.17381613
Insult0.6336687
Profanity0.6069483
Threat0.026997874
Severe Toxicity0.101760045
Toxic 0.7105462 Moderate Con 0.327 Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Ya we had one , shit on a city bus , bit, but thats not thay bad, considering. What they do in india and considering this is supposed to be , you know , a …
Ya we had one , shit on a city bus , bit, but thats not thay bad, considering. What they do in india and considering this is supposed to be , you know , a western country , north america , that should only have native americans , arctic natives and white people in it!!!!! But yeah, you know only one s*** from an Indian person.On a public boss isn't a big deal that the numbers of public s**** have gone down!!!!! 🙄😮‍💨🤢!!!! Fuk those people. But raping, people. And being dumb AF . Is completely of.!¡! 😌
Identity Attack0.5135796
Insult0.5678696
Profanity0.6001929
Threat0.5140729
Severe Toxicity0.51028454
Toxic 0.7105462 Moderate Con 0.332 Identity Attack Insult Threat Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
You should visit Birmingham, England. I don't know how you'd make a title for it though, it has been invaded by all the shit hole countries.
You should visit Birmingham, England. I don't know how you'd make a title for it though, it has been invaded by all the shit hole countries.
Identity Attack0.5135796
Insult0.5130944
Profanity0.6983885
Threat0.013631714
Severe Toxicity0.16960317
Moderate 0.687436 Moderate Con 0.473 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Human trafficking in canada and says ‘bie’ instead of ‘bye’ holy shit whats happening in that country
Human trafficking in canada and says ‘bie’ instead of ‘bye’ holy shit whats happening in that country
Identity Attack0.2839175
Insult0.4196762
Profanity0.6919765
Threat0.011430934
Severe Toxicity0.16960317
Moderate 0.68408644 Low Con 0.243 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Brampton was a shit hole 30yrs ago...its only gone down hill. Give it another 30yrs and we will be a minority in our own country.
Brampton was a shit hole 30yrs ago...its only gone down hill. Give it another 30yrs and we will be a minority in our own country.
Identity Attack0.17847598
Insult0.5678696
Profanity0.67055607
Threat0.023199292
Severe Toxicity0.16960317
Moderate 0.68408644 Moderate Con 0.384 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
This is bull shit. Indians are some of the nicest groups of immigrants! In the history of time, there were different periods where mass immigration happened, and non-Indian immigration. If we were to compare the …
This is bull shit. Indians are some of the nicest groups of immigrants! In the history of time, there were different periods where mass immigration happened, and non-Indian immigration. If we were to compare the groups of immigrants in history, Indians are the most peaceful. Christianity and Islam was forced upon the natives of most countries, depending on which part of the world you focus. These religions and cultures didn't just spread in peace. Even today, new sites are discovered of native children's remains. The minute these morons see a brown person, they go on hate mode, forgetting their own history. Brown people are just requesting for some peace, some respect and equality. You guys judge people based on skin color and not their character. That actually speaks volumes about the kind of people you are.
Identity Attack0.48915586
Insult0.47384647
Profanity0.70384485
Threat0.01940071
Severe Toxicity0.23224114
Moderate 0.6827122 Constructive 0.594 Moral_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Look at that guy who’s calling another country a shit hole. Dude must really not have self awareness.
Look at that guy who’s calling another country a shit hole. Dude must really not have self awareness.
Identity Attack0.1808059
Insult0.5739874
Profanity0.70864636
Threat0.009903334
Severe Toxicity0.0912254
Moderate 0.681338 Low Con 0.188 Insult Meta_Commentary
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his …
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his get the ahh whooping he deserves. Bro does 3 videos on real journalism exposes real issues but runs back to his roots. RACISM 😂😂😂😂😂😂. I couldn't imagine flying around the world can't possibly be enjoying yourself cause he is too busy doing rat shit. And bothering people trying to assimilate into the country. But because a few are causing issues we have to make it look 👀👀 like it's bigger so the big guy can do some more of that negotiating he been doing. Everywhere he goes bullshit follows 😡😡😡
Identity Attack0.50515443
Insult0.5130944
Profanity0.46460027
Threat0.3203622
Severe Toxicity0.35368225
Moderate 0.6744087 Moderate Con 0.438 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
They just want to use other countries because theirs is a shit hole. Which will in turn make the next one they inhabit the same, what don’t people get about that. The people is what …
They just want to use other countries because theirs is a shit hole. Which will in turn make the next one they inhabit the same, what don’t people get about that. The people is what makes a city. They just want what we can do for them and that’s it. Making another version of where they came from proves that. They have ZERO interest in actually being Canadian. Disgusting
Identity Attack0.46028158
Insult0.6308392
Profanity0.4989438
Threat0.012181788
Severe Toxicity0.16960317
Moderate 0.6744087 Moderate Con 0.413 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Since PM MODI of INDIA is now HUGGING King Jong Un, Putin, and China Leaders............... At the Summit of Anti Western Nations.... They are all East Indians who need to be shut out?! Their Mother …
Since PM MODI of INDIA is now HUGGING King Jong Un, Putin, and China Leaders............... At the Summit of Anti Western Nations.... They are all East Indians who need to be shut out?! Their Mother Country Seeks Menace to Canada. Otherwise MODI wouldn't treat Canada like Shit. They laugh at us. Cut them off. Show Modi were not your dumping ground. HOW WILL CHINA, RUSSIA Like it when India in their "Partnership" should ASK For their Indians to go in DROVES to Russia, China.................... HAH!!!!!!!!!!!!!!! NO WAY. Canada SHUT IT DOWN. INDIANS dont Respect US. Their home Country conspires and SHOOTS canadian CITIZENS and Then SNUBS US. MAKE YOUR OWN COUNTRY. DO BETTER SCAMMERS!!!!!!!!!!
Identity Attack0.55044734
Insult0.5935568
Profanity0.4662011
Threat0.34804323
Severe Toxicity0.35515398
Moderate 0.6744087 Low Con 0.279 Identity Attack Insult Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada give shelter to terrorist and khalistani people and then do all racism shit to all India. Stop giving citizanship to people if you don't want other countries politics in your homeland.
Canada give shelter to terrorist and khalistani people and then do all racism shit to all India. Stop giving citizanship to people if you don't want other countries politics in your homeland.
Identity Attack0.5698139
Insult0.56997263
Profanity0.5249258
Threat0.03165977
Severe Toxicity0.16960317
Moderate 0.6667219 Low Con 0.252 Identity Attack Insult
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY ONLY HIRE THEIR OWN! THEY DROVE UP THE RENTAL MARKET Cuz we DON'T HAVE THE ROOM For them, & they make it impossible to find a place. They're RUDE, ENTITLED & THE WORST THING THAT'S HAPPENED TO CANADA IN MY ENTIRE 47 YRS! Im TIRED OF BEING NICE & Keeping my mouth shut. We basically let them walk right in & take over. If it ain't them, it's the Africans & Muslims. The guy on the bike being interviewed is 100000% RIGHT! And WHO THE FU*K Gives them DRIVERS LICENCES? They drive like they're still in INDIA! Why TF COME here if they're ONLY GONNA MAKE IT Like INDIA? STAY IN INDIA IF u DON'T ASSIMILATE!
Identity Attack0.40351558
Insult0.6099415
Profanity0.4662011
Threat0.06658544
Severe Toxicity0.23224974
Moderate 0.6611249 Constructive 0.544 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
As a Canadian, I am so sick and tired of being told that i have this bullshit nonsense, non-existent " white privilege," which is a load of shit. I am terrified for my little girl …
As a Canadian, I am so sick and tired of being told that i have this bullshit nonsense, non-existent " white privilege," which is a load of shit. I am terrified for my little girl when it is time for her to get a job because my little girl and I are white, so we are put at the bottom of the list for being employed. And on top of that i am expected to bow down and not have a voice or an opinion about anything when it comes to immigrants and that because my daughter and i are white so we are automatically considered to be racists colonizers and forced to pay the price of something that happened long before i was even born and had nothing to do with just because the color of my skin . God gave us all our skin color and made us all . I had no say with being born with the color of my skin. Canadians of all colors and cultures are suffering so badly because we brought in so many immigrants who demand we change everything and pretty much bow down to them and told that we all have to change . Stop trying to change Canada and the Candian people . I refuse to bow down to anyone who tells me that i dont matter, and my opinion doesn't matter because of my skin color and because i am assumed to have bs white privilege. The only people i see having all of the privileges are the immigrants coming in trying to force us to bow down to them while starting protests to change Canada . I will fight against these immigrants who are trying to force Canada to change to their ways, which won't ever happen . If you want to change Canada to your way of life and culture, then just stay in your own damn country . We need to get rid of these protesting immigrants who do this crazy shit . It's pretty pathetic and sickening that Canada lost it's back bone and allowed angry immigrants to come in here and take over everything and try to change the country and laws and treat the Canadian people as if we are less than them which is sickening. As far as i am concerned, any immigrant that came here that are fighting and protesting against Canada to change Canada to how they want Canada to be while treating all Canadian people as second class citizens plus destroying the country and destroying nature while breaking laws and demanding that all Canadians give in to their demands need to be kicked out of Canada and never be allowed to return . It will be a cold day in hell before i bow down to any of them who try to destroy my country and tell me that i am white so i need to be silenced because i am white and a colonizer so i dont matter . And white people have a hard time finding work . My daughter is sick, and so am i, so when it takes 2 years to see a gynecologist or take 6 weeks to see a doctor, it is insane. This situation is so bad for all Canadians that we need to grow a pair of balls and take back Canada and stop sending our money to other countries and stop allowing immigrant terrorists destroying the Canadian people and Canada and it's nature . If Canada doesn't start to fight back, we will all be screwed even more in the very near future . CANADA NEEDS TO GROW A PAIR OF BALLS AND PUT AN END TO THE GOVERNMENT BS AND TO STOP THESE IMMIGRANT TERRORISTS AND CLOSE OUR BOARDERS AND STOP SENDING MONEY TO OTHER COUNTRIES AND DEPORT ANY IMMIGRANTS WHO TAKES PART IN TERRORISTS ACTS AND BREAKS THE LAWS . And it kills me to say this because i love my country, but if Canadians are not going to stand together as one and take back our country and our lives and fight for change now then we might as well become Americas 51st state because we lost our Canadian pride . And it shows that Canadians don't care about Canada anymore . 💔
Identity Attack0.5498214
Insult0.5588244
Profanity0.6643082
Threat0.03304107
Severe Toxicity0.3361876
Moderate 0.6611249 Constructive 0.595 Identity Attack Insult
Sep 7, 2025 Why Canadians Are Turning Against …
The same shit is happening in Aus! It's almost always those who migrated from the rural parts of a developing country who don't (want to?) assimilate well. This is why there should be a "check" …
The same shit is happening in Aus! It's almost always those who migrated from the rural parts of a developing country who don't (want to?) assimilate well. This is why there should be a "check" to immigration. The honest, talented, hard-working immigrants, who get all my respect, looking to start anew get trampled, replaced by those disgustingly dishonest, visa dodgers at best.
Identity Attack0.38223284
Insult0.5678696
Profanity0.6242122
Threat0.021472665
Severe Toxicity0.16960317
Moderate 0.6588125 Constructive 0.652 Insult
Nov 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction …
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction out of fear, good job Canada! I hate my country I couldnt care less anymore, if we became the 51 state or not because who cares, were shit either way! Go ahead block this comment im just another racist right??? keep going down this path I dont mind becomming what you all want me to be... I was raised to believe in equality for all. I havent seen anything but a mass victimization of everything! Migration, Mental Health, Work place orrientation. People just gotta really start being honest with themselves first. in a society where its common to duisguise yourself with a "digital filter", I really think self honesty is going to be a very important tool for the future. learning to live with the "ugly truth" instead of trying to cover things up all the time, some people just suck no matter the race color or culture more realistically.
Identity Attack0.2964622
Insult0.5739874
Profanity0.596623
Threat0.04686524
Severe Toxicity0.20678867
Moderate 0.6588125 Constructive 0.644 Insult Policy_Critique
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
It's sad that Brampton used to be the number one place to live in Canada and now it's a shit hole. Just like the country these people came from, go back and clean up your …
It's sad that Brampton used to be the number one place to live in Canada and now it's a shit hole. Just like the country these people came from, go back and clean up your own country
Identity Attack0.49032792
Insult0.5678696
Profanity0.5365423
Threat0.012181788
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.405 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Hmm, 1 Canadian man said the country they come from is a "shit hole" and so they want to go somewhere else, he's referring to India. Now I don't think is right to call another …
Hmm, 1 Canadian man said the country they come from is a "shit hole" and so they want to go somewhere else, he's referring to India. Now I don't think is right to call another country a shit hole and I'm not Indian
Identity Attack0.48949075
Insult0.48627716
Profanity0.7092837
Threat0.008505191
Severe Toxicity0.16496792
Moderate 0.6588125 Constructive 0.634
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The USA is not the greatest country on earth any more like it’s done it’s a fascist dictatorship where you get shot in the street for not liking a political party. You don’t have free …
The USA is not the greatest country on earth any more like it’s done it’s a fascist dictatorship where you get shot in the street for not liking a political party. You don’t have free healthcare. Your food is ridiculous. Your housing is ridiculous. You don’t have very good Medicaid or Medicare or social programs. Your countries are shit hole. It is not the greatest country on earth at all. Have you seen the best countries on earth? The USA is not in it.
Identity Attack0.49032792
Insult0.5739874
Profanity0.5188411
Threat0.18281023
Severe Toxicity0.2281948
Moderate 0.6544696 Moderate Con 0.362 Insult Comparative_Framing
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people …
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people wont. Also this video is trying to stir up shit. He probably got rejected by a brown woman. lol. The problem with Hindu’s and Sikhs is the prime minister of India. He hates my people and wants us dead.
Identity Attack0.5983441
Insult0.5130944
Profanity0.54024357
Threat0.4339666
Severe Toxicity0.23226003
Moderate 0.6491204 Constructive 0.533 Identity Attack Insult Personal_Narrative
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
"im from Punjab" as if punjab is a country make your mind up my paaji putarr. If your immigrated & got citizenship just say ure canadian, or else come back and shit on streets
"im from Punjab" as if punjab is a country make your mind up my paaji putarr. If your immigrated & got citizenship just say ure canadian, or else come back and shit on streets
Identity Attack0.4887047
Insult0.5130944
Profanity0.5865656
Threat0.09623027
Severe Toxicity0.18232453
Moderate 0.6426206 Low Con 0.274 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Our government does not give a shit about the Canadians or their values and are allowing these people to destroy our culture or people in our country
Our government does not give a shit about the Canadians or their values and are allowing these people to destroy our culture or people in our country
Identity Attack0.38215697
Insult0.4810288
Profanity0.57488567
Threat0.0347677
Severe Toxicity0.13863131
Moderate 0.6426206 Low Con 0.283 Moral_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
Ruined our economy and good luck finding any entry level jobs for your children. Completely destroyed the country. They're even dumping garbage on the side of streets and poaching the wildlife. They're shitting on our …
Ruined our economy and good luck finding any entry level jobs for your children. Completely destroyed the country. They're even dumping garbage on the side of streets and poaching the wildlife. They're shitting on our beaches!
Identity Attack0.08749158
Insult0.5130944
Profanity0.5643384
Threat0.024753258
Severe Toxicity0.06488878
Moderate 0.6407703 Moderate Con 0.422 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Hi there OMG everything in canada scam oh shit man our citizens pay tax whole life,n this third world poor country people just come n they getting all benefit from our tax pay money omg …
Hi there OMG everything in canada scam oh shit man our citizens pay tax whole life,n this third world poor country people just come n they getting all benefit from our tax pay money omg anyway thanks government fail.
Identity Attack0.33060804
Insult0.5072643
Profanity0.541926
Threat0.012440704
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.305 Insult Economic_Argument
Nov 21, 2025 Thousands of refugees allowed into …
Another fact if a skilled immigrant like a Doctor come to Canada under a skilled immigrant program , apply wait in home country and gets his PR before coming.. the doc need to show funds …
Another fact if a skilled immigrant like a Doctor come to Canada under a skilled immigrant program , apply wait in home country and gets his PR before coming.. the doc need to show funds to support him/her and the family. He/she gets shit from the Govt , the Doc has to spend his/her own money to get credentials recognized, go back to uni at own cost . While asylum seekers gets everything free doing shit all day.
Identity Attack0.2949366
Insult0.5130944
Profanity0.6242122
Threat0.010343489
Severe Toxicity0.052044146
Moderate 0.6342749 Constructive 0.501 Insult Policy_Critique
Feb 25, 2026 1 likes LILLEY UNLEASHED: The fall of …

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.