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

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Active: "As a truck driver I …" 54 comments · Page 1 of 3
Here on the west coast its the same shit. These Indian guys in construction piss in water bottles and leave it in units, shit in bathtubs and none of them wear deodorant. Its fckin FOUL. …
Here on the west coast its the same shit. These Indian guys in construction piss in water bottles and leave it in units, shit in bathtubs and none of them wear deodorant. Its fckin FOUL. We also have serious crime here because of them. Extortion cases, gang shootings, polluting the community with drugs. Dumptruck drivers who operate trucks with serious mechanical problems risking ppl's lives. My friend works for Commercial Vehicle Safety Enforcement and says they are the biggest offenders on the road by far!! Majority of them are really nice people but when the government allows tens of thousands to flood the place the numbers of scumbags go up.
Identity Attack0.56445944
Insult0.6120431
Profanity0.70864636
Threat0.13815513
Severe Toxicity0.44787344
Toxic 0.7675452 Constructive 0.636 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler you’re a selfish prick for creating racist videos on Indians, Jews and Black. You need to stop creating videos that promotes hatred, discrimination against other racialized person in Canada. There are not only Indians …
Tyler you’re a selfish prick for creating racist videos on Indians, Jews and Black. You need to stop creating videos that promotes hatred, discrimination against other racialized person in Canada. There are not only Indians that migrated, countless other people from Middle Eastern, Africa, and Asia who settled in this country. You need to STOP creating and posting racist videos. You can gain subscribers in many other ways, uneducated, beaver hideous looking person. The food ya’ll eat or other goods that the country run on IS because of these truck drivers who sit hours and hours to go to America to make a living. Shame on you. You need some knowledge, please educate yourself before running around like an idiot to interview people in the intention of making $$ off YouTube and gaining subscribers to feed your filthy looking arse. Low life prick.
Identity Attack0.46614665
Insult0.72756535
Profanity0.4170448
Threat0.05397744
Severe Toxicity0.35368225
Toxic 0.7510937 Moderate Con 0.372 Insult
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Bro they are the WORST TRUCK DRIVERS! THE INDIANS ARABS AND AFRICANS ARE TERRIFYING TO DRIVE AROUND!
Bro they are the WORST TRUCK DRIVERS! THE INDIANS ARABS AND AFRICANS ARE TERRIFYING TO DRIVE AROUND!
Identity Attack0.6728028
Insult0.54471385
Profanity0.27342406
Threat0.039256934
Severe Toxicity0.2847981
Toxic 0.718943 Moderate Con 0.314 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Truck driver here, keep these mf out of my profession and idc. You do U-turns on busy highways and kill people, you deserve to be thrown in a pit
Truck driver here, keep these mf out of my profession and idc. You do U-turns on busy highways and kill people, you deserve to be thrown in a pit
Identity Attack0.11976352
Insult0.5130944
Profanity0.40783462
Threat0.5960661
Severe Toxicity0.35022295
Toxic 0.71760553 Low Con 0.279 Insult Threat Fear_Threat
Feb 7, 2026 2 likes Inside Canada's Indian Invasion...
Ya I believe the bad drivers here in Canada. In Saskatoon a stoopid immigrant tboned my brothers truck cuz he was distracted by his phone
Ya I believe the bad drivers here in Canada. In Saskatoon a stoopid immigrant tboned my brothers truck cuz he was distracted by his phone
Identity Attack0.46028158
Insult0.65865606
Profanity0.3366329
Threat0.011612174
Severe Toxicity0.02444411
Moderate 0.6407703 Moderate Con 0.46 Insult Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
They are trying to take over all the truck dring jobs but thry are getting in so many accidents its bad also they use 2 drivers none stop cut a hole in the floor so …
They are trying to take over all the truck dring jobs but thry are getting in so many accidents its bad also they use 2 drivers none stop cut a hole in the floor so they dont have to stop so much for washroom very bad some mechanic will not work on truck because there is so much shit under truck
Identity Attack0.024801146
Insult0.40243408
Profanity0.57236236
Threat0.021300001
Severe Toxicity0.024772761
Moderate 0.60254884 Moderate Con 0.458
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
A lot of indians where i live, 2nd highest population of indians outside of inda right behind Vancouver. They used my truck bed as a dumpster, i thought it was local kids because the trash …
A lot of indians where i live, 2nd highest population of indians outside of inda right behind Vancouver. They used my truck bed as a dumpster, i thought it was local kids because the trash was pizza boxs, ice cream wrappers ect. I went out to work at 4:30 and it was a grown ass man walking out oh his house and dumping shit in my truck. I started asking what the hell was he was doing, he started threatning me i told him ill call the cops. Next morning i go out to my truck and almost got run over by a "mysterious" driver. Theyre disgusting people. I saw a giant black blob on the ground, shined a flashlight on it and it was thousands of roaches. They dont pay taxes because they donate their entire check to the temple and the temple cuts them the full check back. Its a huge scam
Identity Attack0.4774257
Insult0.5130944
Profanity0.596623
Threat0.13532294
Severe Toxicity0.20984669
Moderate 0.5885171 Constructive 0.594 Insult Personal_Narrative
Mar 3, 2026 Inside Canada's Indian Invasion...
it sucks to say but indians are taking over all stores all fast food joints security taxi truck drivers and soo on and soo on..just sad..
it sucks to say but indians are taking over all stores all fast food joints security taxi truck drivers and soo on and soo on..just sad..
Identity Attack0.53446084
Insult0.47384647
Profanity0.4033339
Threat0.010472948
Severe Toxicity0.067522444
Moderate 0.57271194 Moderate Con 0.441 Identity Attack Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
lmao well you saw all those Indian CDL drivers who were killing people bc they were given CDL’s without actually passing the test and then getting hired by these indian owned trucking companies. They are …
lmao well you saw all those Indian CDL drivers who were killing people bc they were given CDL’s without actually passing the test and then getting hired by these indian owned trucking companies. They are awful drivers.
Identity Attack0.5135796
Insult0.5130944
Profanity0.28593817
Threat0.13582869
Severe Toxicity0.05025077
Moderate 0.5716857 Moderate Con 0.337 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Indian truck drivers on Highway 401 cause truck accidents every day because of these Mongolians.
Indian truck drivers on Highway 401 cause truck accidents every day because of these Mongolians.
Identity Attack0.60238177
Insult0.45135358
Profanity0.257327
Threat0.055917133
Severe Toxicity0.16960317
Moderate 0.53579444 Low Con 0.285 Identity Attack Unverified_Claim
Feb 21, 2026 Inside Canada's Indian Invasion...
they drive bad because they got fake permit and same for the truck driver theey have fake cdl and they flood the trucking market , just a bunch of scammer.
they drive bad because they got fake permit and same for the truck driver theey have fake cdl and they flood the trucking market , just a bunch of scammer.
Identity Attack0.018771807
Insult0.5739874
Profanity0.10301965
Threat0.008259222
Severe Toxicity0.012283325
Moderate 0.51869136 Low Con 0.19 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
As a truck driver these people are the very worst drivers and they stink up the truck stops
As a truck driver these people are the very worst drivers and they stink up the truck stops
Identity Attack0.06613251
Insult0.5130944
Profanity0.2453505
Threat0.010887212
Severe Toxicity0.022452017
Moderate 0.5140397 Moderate Con 0.386 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
My mom and I were truck drivers but the Muslim truck drivers would go in groups to woman truck drives we know what happens when that happens because we had a Muslim friend and we …
My mom and I were truck drivers but the Muslim truck drivers would go in groups to woman truck drives we know what happens when that happens because we had a Muslim friend and we asked him about his culture before truck driving so that is why u don’t see many woman because the Muslim are raping and killing people and nothing being done about it check and country after the mass migration a few years ago I know not all are bad but the ones that are those people are hurting their own culture people rep
Identity Attack0.5135796
Insult0.40243408
Profanity0.29209393
Threat0.29205206
Severe Toxicity0.16960317
Moderate 0.47886392 Constructive 0.738 Identity Attack
Sep 1, 2025 Why Canadians Are Turning Against …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else to take care of. This is why their country is one of the dirtiest in all the world. They use the streets as a garbage can or toilet, then just leave it for someone else to clean it up. But, when everyone is raised with this attitude, there's no one left to clean it up. In India, they have the "untouchables". Yes, the caste system is still operating in India, although it's not recognized by the government. It's the untouchables that are supposed to clean up all the trash and feces off the streets, but they never do. They don't get paid to do it. This is why their trash clean up is so poor as far as having trucks go around and pick it up to take to a landfill. There are very few untouchables and the other people won't work for the trash pick up companies, because they feel it's beneath them. So, they trash their country and instead of cleaning it up, they move to another country to trash it. My brother used to be a truck driver for many years. Every time he saw a truck rolled over on it's side, he'd say "Must have been an Indian", because every rolled over truck he ever saw was driven by someone from India. If you look at videos of the traffic in India, you will see lot of trucks rolled over, and you'll see no one pay attention to stop lights, stop signs and everyone just cuts off everyone. This is the individual idea. I have to get somewhere, so I will cut you off to get there. It's always "Me, me, me". This attitude causes so many wrecks. Westerners have a hard time driving in India because we are all raised with everyone in mind, not just ourselves. We are a community, not an individual. We need to put a big wall around India and stop all airplanes going in and out, so they don't spread their diseased ideals of life and end up ruining another country. Do you know why India doesn't really take military training very seriously? Because no other country wants to invade and have to deal with the clean up. At this point, it's just about impossible to ever clean that country up.
Identity Attack0.50588524
Insult0.43450394
Profanity0.3813392
Threat0.046541955
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.685 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
You can spot those Indian Scam students on hwy401 driving trucks like a drunk driver😂
You can spot those Indian Scam students on hwy401 driving trucks like a drunk driver😂
Identity Attack0.3958119
Insult0.47357693
Profanity0.22542313
Threat0.034422375
Severe Toxicity0.02406851
Moderate 0.43720075 Low Con 0.224
Sep 29, 2025 IRCC Names India in Study …
PIN THIS. The Indian invasion was a direct response to the trucker protest. Laying off the unvaccinated resulted in a “labor shortage” that justified all the Punjabis scamming their way into Canada. This is ethnic …
PIN THIS. The Indian invasion was a direct response to the trucker protest. Laying off the unvaccinated resulted in a “labor shortage” that justified all the Punjabis scamming their way into Canada. This is ethnic cleansing that all the parties are on. SAVE US AMERICA OR YOU WILL BE NEXT. The Punjabis already created a Brampton in California - Yuba city outside of Sacramento. Thats where the Punjabi truck driver fled to after killing people in Florida with his illegal u turn. SAVE US.
Identity Attack0.46028158
Insult0.34782293
Profanity0.0838743
Threat0.2836219
Severe Toxicity0.023692908
Moderate 0.41910073 Moderate Con 0.491 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m an Indian truck driver and I did an illegal u turn and wiped out a family so I could watch this.
I’m an Indian truck driver and I did an illegal u turn and wiped out a family so I could watch this.
Identity Attack0.3817989
Insult0.16817254
Profanity0.17380778
Threat0.44942492
Severe Toxicity0.048457388
Moderate 0.40891263 Moderate Con 0.444 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Heroinn Heroin den 70% of them are truck drivers and they smoke heroin secretly from their families and they use meth, they drive cars like crazy and endanger people by increasing the price of insurance.
Heroinn Heroin den 70% of them are truck drivers and they smoke heroin secretly from their families and they use meth, they drive cars like crazy and endanger people by increasing the price of insurance.
Identity Attack0.01656105
Insult0.45758462
Profanity0.08128801
Threat0.012492486
Severe Toxicity0.011978149
Moderate 0.4013387 Moderate Con 0.386 Unverified_Claim
Feb 12, 2026 Inside Canada's Indian Invasion...
All of the indian and middle eastern truck drivers that come from.Canada. these guys drive in the united states. And they are some of the worst truck drivers i've ever seen out here. They follow …
All of the indian and middle eastern truck drivers that come from.Canada. these guys drive in the united states. And they are some of the worst truck drivers i've ever seen out here. They follow too close. They run over curbs and hit poles.All the time. They never slow down to allow anyone to pass.
Identity Attack0.3817989
Insult0.3393024
Profanity0.053435806
Threat0.02181799
Severe Toxicity0.017481172
Moderate 0.37751234 Moderate Con 0.466 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
they should've deported all these visa student immigrants...over 5million of them and 0 went to school!!! then on top of it people are making the same money from 10 years ago while the cost of …
they should've deported all these visa student immigrants...over 5million of them and 0 went to school!!! then on top of it people are making the same money from 10 years ago while the cost of living goes up and up and up they mock us because we don't want to have children because we simply cannot afford 2-3k childcare while making 3.5k/month after taxes and rent at 3k/month while they come here have a free house, free money, pop out kids like crazy because the government will pay for the extra kids shit...highschool kids cant even get a job these days...the jobs that used to be for kids like tim hortons mcdonalds etc...are literally taken by immigrants as full blown jobs then there's not even enough jobs for the people here and employers are paying less and less and if you don't like it move along there's 100 illegal immigrants on student visas behind you waiting for that job when they should've been out of this country already!! Vancouver full of crackheads on fentanyl...Toronto full of heroin addicts walking around like zombies truck drivers buying cdl's from vending machines... icing on the cake was a crackhead doing heroin on a bench in broad daylight right on king st w. we're talking about a main street not a slow street or a side street where nobody sees shit...its fucking KING AND PETER!! I got so pissed off I tried to confront the dude but he was so out of it he couldn't even function... now we're talking about a crackhead that if he opens his eyes and he's flipping out and sees you as the cookie monster he'll fucking stab you with a needle what if it has hiv? or some other messed up disease? what if its a kid? WHAT IF IT'S YOU? what will it take for people to finally care about the issues in the community?!? crackhead immigrant? deported... cdl's? 10mil government trust fund to either run your own truck or to open a company...this would end all of these bankruptcy runaways whenever shit happens... student WORK visas? revoke them all...if they can't afford to pay for their international studies they have no business being an international student... first you study...get your degree once COMPLETED if you want to come back because you liked Canada apply from OUTSIDE Canada for a visa/pr. we don't need people working 10 years saving up to study living in a condo bedroom like 6 people in there driving up the cost of living for everyone else then fucking off when shit gets tough...
Identity Attack0.28622448
Insult0.344702
Profanity0.09486605
Threat0.032695748
Severe Toxicity0.01825585
Moderate 0.3722269 Constructive 0.628 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
Please research the FAKE trucking schools and inept semi drivers who are killing and maiming people on a regular basis. Humboldt Broncos accident in Saskatchewan, case in point. A company of two people, the boss …
Please research the FAKE trucking schools and inept semi drivers who are killing and maiming people on a regular basis. Humboldt Broncos accident in Saskatchewan, case in point. A company of two people, the boss who “trained” him, and the driver, who blew past a gigantic stop sign that was visible half a mile away because he was worried that “the tarp was flapping” on his load.
Identity Attack0.018470341
Insult0.40189892
Profanity0.026180768
Threat0.056563694
Severe Toxicity0.008964539
Moderate 0.36095104 Moderate Con 0.365 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Welcome to the new state of Canjabia, the Maritime provinces are now flooded with these Indian Punjabi’s, they’ve taken over most low level jobs, housing prices have skyrocketed just like you’ll see 3-4 drivers in …
Welcome to the new state of Canjabia, the Maritime provinces are now flooded with these Indian Punjabi’s, they’ve taken over most low level jobs, housing prices have skyrocketed just like you’ll see 3-4 drivers in one truck , its double in a house/apartment 8-10. Caledonia industrial park has a notorious company Safex known for hiring Punjabi drivers, among a few. How Canada hasn’t formed a Punjabi foreign military brigade is mind boggling maybe P.P needs to ask clowney in parliament 😂😂 on a serious note it’s an invasion, domination by these fake TFW 💯 came as students but have no transcripts to show they studied and graduated. Canada is F’kd . Pardon my language!!!!
Identity Attack0.27340925
Insult0.37506318
Profanity0.054938845
Threat0.009722093
Severe Toxicity0.009536743
Moderate 0.36095104 Constructive 0.562
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s like being a Canadian Citizen is a crime now talk about immigration they call you racist, go to Tim Hortons, McDonalds, Walmart, or a truck stop you’ll see flip flop drivers 3-4 per truck. …
It’s like being a Canadian Citizen is a crime now talk about immigration they call you racist, go to Tim Hortons, McDonalds, Walmart, or a truck stop you’ll see flip flop drivers 3-4 per truck. Carney is doing squat, just grease your elbows nonsense, bruv can’t even stand for Canadians domestic problems. How can one demographic of people from one nation dominate every work sector.
Identity Attack0.28034934
Insult0.336253
Profanity0.027273865
Threat0.0091524795
Severe Toxicity0.010757446
Moderate 0.3389984 Moderate Con 0.362
Aug 27, 2025 Why Canadians Are Turning Against …
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude …
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude and entitled. I dont mind immigration. What I dont like is people thinking their still in India and attempting to change canadian values. We need to slow it down and vet people. Stop letting people pour in so you can stay in power. Liberals need to start caring about Canadians!
Identity Attack0.39461556
Insult0.17486192
Profanity0.03239325
Threat0.009825659
Severe Toxicity0.012359619
Moderate 0.3375374 Constructive 0.607
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
If you aid or abet an illegal alien and they kill a United States citizen, you can be penalized up to and including THE DEATH PENALTY. 4more American citizens were killed in Indiana by an …
If you aid or abet an illegal alien and they kill a United States citizen, you can be penalized up to and including THE DEATH PENALTY. 4more American citizens were killed in Indiana by an illegal alien driving a tractor trailer. Public records and investigative reports have linked the driver and the truck to the following individuals and entities: Saipidin Tutashov: Listed as the primary officer of Sam Express Inc. (based in Palatine, Illinois). Investigative reports indicate the network is often referred to as the "Tutash" network. Mirlanbek Murzapazylov: Identified as the primary officer of KG Line Group Inc., another carrier in the same network that reportedly shares vehicle identification numbers (VINs) and equipment with Sam Express. Ruslanbek Olzhebaev: Listed as a registered agent for Sam Express Corp in California. Azamat Kenjebaev: Primary officer for Sangam Transport Inc., which is also allegedly part of the same "chameleon carrier" network.
Identity Attack0.3072352
Insult0.16053712
Profanity0.040409464
Threat0.34804323
Severe Toxicity0.023076924
Moderate 0.33338684 Moderate Con 0.469 Unverified_Claim
Feb 7, 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.