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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 you trying to be …" 693 comments · Page 2 of 28
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the …
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the issue. Now we've got hey dude video taping himself being smuggled into the US. And then moron Canadians go on and say well the tariffs are this the tariffs are that, the tariffs wouldn't have happened if our government had done its damned job. What's happening right now between Canada and the US has everything to do with our governments incompetency and moronism and absolutely nothing to do with the Americans trying to take over or do some other evil bulshit.... And all of it could have been avoided if our government had actually listened to the US and secured our f****** borders
Identity Attack0.5135796
Insult0.6370372
Profanity0.68353343
Threat0.03856628
Severe Toxicity0.35368225
Toxic 0.7675452 Moderate Con 0.371 Identity Attack Insult Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
also pisses me off they arrested canadian soldiers in canada for trying to settle on our own land god damn trudeau
also pisses me off they arrested canadian soldiers in canada for trying to settle on our own land god damn trudeau
Identity Attack0.30103904
Insult0.5739874
Profanity0.6643082
Threat0.030278467
Severe Toxicity0.23223428
Toxic 0.7570315 Moderate Con 0.419 Insult
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
I came here 5 years ago and every year since then it's gotten worse. The government stewed the country. I was working for GFL as a drivermaking $29/hr and they fired me on the last …
I came here 5 years ago and every year since then it's gotten worse. The government stewed the country. I was working for GFL as a drivermaking $29/hr and they fired me on the last day of my probation, then call me back a month after trying to pay me $21/hr now its mostly Asians working now. Shit is crazy the Libs are fucking us without lube.
Identity Attack0.46028158
Insult0.5101222
Profanity0.7673477
Threat0.021300001
Severe Toxicity0.20067264
Toxic 0.75208336 Constructive 0.504 Insult Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
Canadians have had enough. We're losing our identity and are called racists if we try and talk about it. Fck that! Get out! Civil war is coming. You're not welcomed here anymore 🖕
Canadians have had enough. We're losing our identity and are called racists if we try and talk about it. Fck that! Get out! Civil war is coming. You're not welcomed here anymore 🖕
Identity Attack0.46028158
Insult0.5739874
Profanity0.6370159
Threat0.146441
Severe Toxicity0.349738
Toxic 0.7510937 Moderate Con 0.391 Insult
Nov 15, 2025 1 likes Why Canadians Are Turning Against …
the guy on the bike is full of shit. you're far more likely to be raped in Canada by a cacausian male than an African. the africans are trying to be on good behaviour so …
the guy on the bike is full of shit. you're far more likely to be raped in Canada by a cacausian male than an African. the africans are trying to be on good behaviour so that they can keep their visas. duh. And re: the number of Tims employees who are white: how many white Gen-Z Canadians do you see hoping to get a job at Tims vs. the number you can see who spend their entire day on their phones in their parents' basement?
Identity Attack0.6007182
Insult0.6149945
Profanity0.6001929
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.743089 Moderate Con 0.476 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Ontarians spent decades crying about Quebec trying to keep their culture and language alive, saying they should be forced to integrate into broader Canadian Culture. And then they decide to just become India and China. …
Ontarians spent decades crying about Quebec trying to keep their culture and language alive, saying they should be forced to integrate into broader Canadian Culture. And then they decide to just become India and China. Very cool, Ontario. Glad Quebecois never listened to you self destructive idiots.
Identity Attack0.28034934
Insult0.7762574
Profanity0.26641908
Threat0.0130621
Severe Toxicity0.02378681
Toxic 0.73663366 Low Con 0.291 Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
And 50% of AMERICANS are still too fucking stupid or have so much suicidal empathy.. That they CONTINUE supporting the Marxist party doing this to America. Even with Trump in office.. We MUST keep winning …
And 50% of AMERICANS are still too fucking stupid or have so much suicidal empathy.. That they CONTINUE supporting the Marxist party doing this to America. Even with Trump in office.. We MUST keep winning & replacing woke Judges, & Republicans in state/Fed. Govt.. with true Patriots. We've been so heavily undermined from China & Dems/Communists.. That they were 80-90% completed with seizing 🇺🇸 too. Along with the mass invasion (to fraudulently boost Census #'s/House seats/Electoral College votes/new voters).. They're also trying to break America's back financially. With massive welfare, abuse, fraud, corruption & debt. (HENCE why the Left loves/defends fraud). And 80% of (R's) in Congress are weak, soft, bought & cucked. They dont even fight back. They're ALLOWING the collapse & Commie takeover. We need to support based candidates AND run for local/state/federal office, apply at agencies, start nonprofits & political groups. And organize MASSIVE protests to get more action/accountability from Trump/DOJ/Congress etc. The Left is willing TO DIE for their twisted beliefs... We MUST be willing to risk EVEN HALF as much to save this nation. Even half of what our Forefathers did in 1776, CW, WW2. Its now or never boys. Deus Vult 🇺🇲🇺🇲🇺🇲
Identity Attack0.55044734
Insult0.69164425
Profanity0.50818664
Threat0.13245705
Severe Toxicity0.35166132
Toxic 0.73663366 Constructive 0.56 Identity Attack Insult Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Be it foreigners piling into a country or Californians piling into Texas or Florida. Why have all your shit*y policies and customs ruin your country/state only to move somewhere else to try to enforce your …
Be it foreigners piling into a country or Californians piling into Texas or Florida. Why have all your shit*y policies and customs ruin your country/state only to move somewhere else to try to enforce your sh*t ideas on them? Why? What sense does this make. Ok our policies have ruined this place, sooooo, let's move to that good place and implement our sh*t policies on them.. makes sense to me what's your problem?? Lol D.W.R.
Identity Attack0.41052565
Insult0.5935568
Profanity0.6750904
Threat0.017674083
Severe Toxicity0.23224287
Toxic 0.7308154 Moderate Con 0.337 Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Little do these idiots know that Tyler is one of the biggest youtubers from USA. The country that they are trying to sneak him into.😂😂😂
Little do these idiots know that Tyler is one of the biggest youtubers from USA. The country that they are trying to sneak him into.😂😂😂
Identity Attack0.17226285
Insult0.6308392
Profanity0.4242778
Threat0.02855184
Severe Toxicity0.16960317
Toxic 0.72028047 Low Con 0.177 Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
30000 a day last year Stop the Liberal trying to get votes. Create the Crisis then spend our money on their Company's to fix the problem they created! Elbows up and it is Trumps fault. …
30000 a day last year Stop the Liberal trying to get votes. Create the Crisis then spend our money on their Company's to fix the problem they created! Elbows up and it is Trumps fault. FOOLS!
Identity Attack0.06522302
Insult0.7497506
Profanity0.22105443
Threat0.011560392
Severe Toxicity0.023076924
Moderate 0.6989911 Low Con 0.204 Insult
Dec 23, 2025 1 likes Deportations From Canada at Their …
Why don’t we talk about all the Asian people in Mississauga or the black community in Scarborough/Toronto or the Islamic community in Sauga again? Trust me there are a lot of other people besides Indians …
Why don’t we talk about all the Asian people in Mississauga or the black community in Scarborough/Toronto or the Islamic community in Sauga again? Trust me there are a lot of other people besides Indians that makes up the greater toronto area. All with different mannerism, driving skills, parenting skills. But this douchebag picks the Indian community for some reason. Probably doesn’t wipe his own poop ass after taking a shit. Hideous beaver trying to make $$ by posting racist videos and copying MrBeast.
Identity Attack0.53446084
Insult0.64537907
Profanity0.57488567
Threat0.079364374
Severe Toxicity0.39194742
Moderate 0.6863638 Moderate Con 0.428 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
SEND THESE SILLY PEOPLE BACK TO THEIR SILLY COUNTRY THAT CAN'T MANAGE THEIR OWN KIND. WELL IT'S NOT ANOTHER COUNTRY'S RESPONSIBITY, IT'S THEIR OWN COUNTRY'S. HOW RUDE THEY ARE TO COME AND TRY TO TAKE …
SEND THESE SILLY PEOPLE BACK TO THEIR SILLY COUNTRY THAT CAN'T MANAGE THEIR OWN KIND. WELL IT'S NOT ANOTHER COUNTRY'S RESPONSIBITY, IT'S THEIR OWN COUNTRY'S. HOW RUDE THEY ARE TO COME AND TRY TO TAKE OVER WHAT IS NOT THEIRS.
Identity Attack0.50515765
Insult0.6798578
Profanity0.20262444
Threat0.018537397
Severe Toxicity0.06011435
Moderate 0.68408644 Low Con 0.249 Identity Attack Insult Identity_Assertion
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
How the fuck can anyone drive an uber without a license !! Total BS !! And the guy not even trying to cross question the polish guy clearly shows how rigged up this "random" encounter …
How the fuck can anyone drive an uber without a license !! Total BS !! And the guy not even trying to cross question the polish guy clearly shows how rigged up this "random" encounter is !! And that MF says he grew up in Poland byt speaks in a perfect Canadian accent !! At least "try" to make this whole thing authentic man !!
Identity Attack0.25647953
Insult0.48228607
Profanity0.6370159
Threat0.019055385
Severe Toxicity0.232236
Moderate 0.68408644 Moderate Con 0.389 Meta_Commentary
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
FORCED removal of democracy to enable one world government under the China model😳😳😳😳. At least trump is trying to stop this crap!
FORCED removal of democracy to enable one world government under the China model😳😳😳😳. At least trump is trying to stop this crap!
Identity Attack0.17303948
Insult0.5543018
Profanity0.5188411
Threat0.027515862
Severe Toxicity0.02449106
Moderate 0.6827122 Low Con 0.158 Insult Unverified_Claim
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
"Indians are generally dirty people"!? Dude wtf.. You should try to use a bidet instead of toilet paper bruh
"Indians are generally dirty people"!? Dude wtf.. You should try to use a bidet instead of toilet paper bruh
Identity Attack0.55044734
Insult0.58196646
Profanity0.49259362
Threat0.013165667
Severe Toxicity0.19149859
Moderate 0.6827122 Moderate Con 0.301 Identity Attack Insult Humor_Satire
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
Greedy companies and the ultra rich just want endless free labour, no benefits, and attrocious working conditions. NONE of them tried raising wages. Disgusting, despicable garbage
Greedy companies and the ultra rich just want endless free labour, no benefits, and attrocious working conditions. NONE of them tried raising wages. Disgusting, despicable garbage
Identity Attack0.10221587
Insult0.69164425
Profanity0.22522148
Threat0.009204263
Severe Toxicity0.023076924
Moderate 0.681338 Low Con 0.234 Insult Economic_Argument
Feb 14, 2026 Canada's tighter immigration policy divides …
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...
Come here!!! Adapt to OUR culture. Quit trying to change our damn Country or im sorry but GO HOME! YES...I said what i said!!
Come here!!! Adapt to OUR culture. Quit trying to change our damn Country or im sorry but GO HOME! YES...I said what i said!!
Identity Attack0.34324843
Insult0.48313886
Profanity0.5865656
Threat0.03649433
Severe Toxicity0.19761463
Moderate 0.6744087 Moderate Con 0.34
Sep 11, 2025 Why Canadians Are Turning Against …
Its absolutely insane that white people are too nice and too afraid to stop their country from becoming a 3rd world crap hole. Wake up white people. They are trying to replace you by using …
Its absolutely insane that white people are too nice and too afraid to stop their country from becoming a 3rd world crap hole. Wake up white people. They are trying to replace you by using your niceness and generosity against you. They are evil.
Identity Attack0.60238177
Insult0.57566804
Profanity0.5013569
Threat0.016810767
Severe Toxicity0.16960317
Moderate 0.6667219 Moderate Con 0.345 Identity Attack Insult
Jan 27, 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 …
If you're a refugee, you can drive drunk, murder, an entire family and get 5 and a 1/2 months in jail. But if you're Canadian, they'll try to get you 7 or 8 years for …
If you're a refugee, you can drive drunk, murder, an entire family and get 5 and a 1/2 months in jail. But if you're Canadian, they'll try to get you 7 or 8 years for going against the political agenda, as we just saw, I think we're worse off than Russia right now, Canada is disgusting me. And II am born and raised here and a veteran, what the fuck is going on here?😮
Identity Attack0.5135796
Insult0.5130944
Profanity0.5643384
Threat0.33294448
Severe Toxicity0.23223428
Moderate 0.6611249 Constructive 0.561 Identity Attack Insult Unverified_Claim
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
So true I come to Canada at 16 started working at 17 pay tax ever since I have never collected anything from the government. Now at 54 I have bad lungs and still haven't use …
So true I come to Canada at 16 started working at 17 pay tax ever since I have never collected anything from the government. Now at 54 I have bad lungs and still haven't use the system. I hurt myself once and apply for WSIB and was denied. So I never try using any else ever since. Canada is becoming a third world country little by little. We elect idiots to run this beautiful country.
Identity Attack0.17226285
Insult0.71120167
Profanity0.2801717
Threat0.009540852
Severe Toxicity0.023076924
Moderate 0.6611249 Constructive 0.673 Insult
Aug 25, 2025 44 likes Why Canadians Are Turning Against …
“The Indians are generally a dirty people.” Tyler trying his hardest not to laugh.
“The Indians are generally a dirty people.” Tyler trying his hardest not to laugh.
Identity Attack0.6649212
Insult0.6120431
Profanity0.25915453
Threat0.009696201
Severe Toxicity0.16960317
Moderate 0.65996873 Moderate Con 0.337 Identity Attack Insult Humor_Satire
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
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)
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...

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.