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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

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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: "ALL these old people also …" 16 comments
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...
My wife's family is from Canada. When we go visit family and take our son to the parks, there are tons of Indian kids that don't even speak English being watched by old Indian men …
My wife's family is from Canada. When we go visit family and take our son to the parks, there are tons of Indian kids that don't even speak English being watched by old Indian men who do no parenting and also speak no English. You can't argue with them or it's a "hate crime." Local Canadians live in fear of the government protecting these worthless people.
Identity Attack0.4774257
Insult0.53014356
Profanity0.07999486
Threat0.012078222
Severe Toxicity0.023076924
Moderate 0.5140397 Constructive 0.608 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
So when the guy said "today 1 in 4 people in Canada is immigrant" LOL 100% of people in Canada are immigrants there aren't much Native people left. So if anyone thinks they came before …
So when the guy said "today 1 in 4 people in Canada is immigrant" LOL 100% of people in Canada are immigrants there aren't much Native people left. So if anyone thinks they came before so they have the right? That's bullshit. Problem isn't immigration, problem is illegal immigration. People coming and not contributing to the growth. that's the problem. But Old European migrants thinking that it;s their ancestors land is also a problem. Fix that too.
Identity Attack0.3780483
Insult0.40243408
Profanity0.46460027
Threat0.010783645
Severe Toxicity0.023645958
Moderate 0.48021027 Constructive 0.529
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see …
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see any homeless indian person but almost all homless people in a brown town like brampton are whites That old ugly guy was saying that they(browms) don't work and these(white) people also say that indians have taken over the jobs 😂 Dude we are not going anywhere , i live in Brampton ❤
Identity Attack0.53446084
Insult0.4339631
Profanity0.15724123
Threat0.010032792
Severe Toxicity0.023076924
Moderate 0.47772613 Constructive 0.569 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese …
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese or Muslim I bet 18 million + are muslim/ Indian or chinese that dislike Canadians , I know most Muslims hate everyone that lives in Canada That one Student is like 50+ how are we letting people like him come here as a student this man is a nurse brah I bet he doesnt know are standards at all This video just makes me hate Canada even more The fucked thing is the old mans right Help the person First but At this point we are just sick of it we cant help ourselfs, we need them all gone back to pre 2010 lvls
Identity Attack0.47178617
Insult0.36798462
Profanity0.0838743
Threat0.04718852
Severe Toxicity0.023458159
Moderate 0.4269174 Moderate Con 0.472 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I wonder why some people cry about being a minority and wondering why there are so many immigrants. 1. Immigrants are here to pay for your old age benefits. 2. The whites are a minority …
I wonder why some people cry about being a minority and wondering why there are so many immigrants. 1. Immigrants are here to pay for your old age benefits. 2. The whites are a minority because of a non-existent family value. 90% come from divorced parents or parents who never married. They also are barely interested in taking the responsibility of having children. A generation that turned away from God and wonder why they are getting extinct! It is also pathetic to see a lot of new immigrants not wanting to keep the city clean and carry on some of the good practices of the people who lived here before.
Identity Attack0.44690517
Insult0.40243408
Profanity0.13344458
Threat0.009722093
Severe Toxicity0.020127986
Moderate 0.4014846 Constructive 0.54 Moral_Argument
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Exactly they come here they pull the scoop card some are cool but others are ignorant they want to turn Canada into ther country you want to live here act like you do these people …
Exactly they come here they pull the scoop card some are cool but others are ignorant they want to turn Canada into ther country you want to live here act like you do these people work in every fast food joint ther is cause the owners can pay them minimum wage and they don’t cry about it most don’t act like ther in Canada they should adapt our culture not Thers dress like us young people have no we’re to find a job I see cars with punjab on them all over the place how about a Canada flag and some of our clothes I have my room me and my dog I can’t afford to live and cpp cuts me I’m in the lowest bracket ther is so this month I might be homeless they come here get everything I’m 67and I don’t have a pot to piss in o have medical problems and shouldn’t work but I’ve thought of going back to work the cost of living they take m PPP net from me cause they don’t care about us old people I need 7 cases of insure ninth cause I’ve lost to much Weight and now they want a hundred dollar bill for my drug plan a deductable I don’t get it also I’ll be homeless in sept 16 living in a room I won’t be able to find a room I m not a punjab put a Canadian flag on no car not punjab they come here to go to scool work 2 or 3 jobs to bring the rest of ther people here it’s a fact if you want to live here dress and t talk like us why did u leave if you want that culture leave it were you came from exactly leave it at the door
Identity Attack0.2308735
Insult0.4378843
Profanity0.07676199
Threat0.008789998
Severe Toxicity0.013607788
Moderate 0.3972142 Constructive 0.612 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to State government which politicians from punjab itself(means people from their own community or region) have to use the upliftment of their people. But yet they blame Indian Prime Minister Modi for their problems even though his party is not even in power in punjab. Infact khalstan is the major reason behind downfall of punjab region since they run d. racket in punjab as well as they also help punjabi youth enter countries like canada illegally. Because of that either punjabi youth geta into d adction or they just leave India & the state is just left with old people.
Identity Attack0.40351558
Insult0.36798462
Profanity0.1811049
Threat0.055917133
Severe Toxicity0.02373986
Moderate 0.37751234 Constructive 0.599 Unverified_Claim
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and some opinions on the internet suck: The good: Cultural integration IS possible (the Indian families are more into hockey than the white families where I live), tons of cross-cultural friendships, beautiful blend of cultural celebrations, top achievers are almost always second-generation immigrants, kids are growing up to love their parents' culture while also loving Canada's, many fantastic families who engage their children well and raise them very respectfully, religious temples that will feed an amazing meal to ANYBODY who walks into them (as long as you cover your hair), low rates of family trauma (drugs, abuse, divorce, etc.), families that take care of their elders The rough: Not all families are interested in being Canadian (some families just send their kids to Indian speaking private schools, live in Indian areas, and only seem to practice Indian ways of life - what's even the point?), many Indian families retreated into their home-lives during Covid which removed their children from integration opportunities, a very small percentage of the families are absolutely TERRIBLE at parenting and treat their sons and daughters with different levels of respect, multi-family households pay a single property tax which makes the contribution per taxpayer much smaller (while social benefits are equal to anybody else), some crime such as extortion and gang activity has been imported into the country, some individuals' disregard for rules and laws (setting fireworks on Diwali in the middle of a dry, grassy field is just plain stupid), some Indian communities seem to vote blindly for their own ilk during local elections without any regard for policy or experience, LMIA immigration program has been corrupted by the nepotism of bad actors and the greed of large corporations (wages can be federally subsidized which makes it cheaper to hire immigrants than the 16 year old down the street). Many of these families were simply making good choices for their own family, so don't blame the people themselves for this - blame the government that allowed it to fester unsustainably. I'll continue to stick up for the majority of these beautiful families though - haters be darned! Watching these kids grow up gives me some hope for humanity!
Identity Attack0.2964622
Insult0.21368977
Profanity0.25915453
Threat0.008272167
Severe Toxicity0.01644827
Moderate 0.31825066 Constructive 0.786 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
new immigrants should only be allowed to work in construction building houses. thats it. immigrants should NOT be allowed to work in IT or any white collar jobs. immigrants should NOT be allowed to buy …
new immigrants should only be allowed to work in construction building houses. thats it. immigrants should NOT be allowed to work in IT or any white collar jobs. immigrants should NOT be allowed to buy houses unless they build the house themselves by their own hands. immigrants should be increasing the housing supply, not decreasing it. immigrants should be required to build at least 1 house during their first year in canada, or be deported. only immigrants who have some experience working in construction can be allowed in. we should only accept young immigrants under 32, because only young people will assimilate. for those over 32 years old, must be rejected because they are too old and wont assimilate. immigrants should not be allowed into universities, theres no space and tuition is too high. only canada born canadians can attend universities. immigrants must also have a minimum net worth of $50K. their total assets of stocks, crypto, house, car, etc., must be at least $50K or deport. we dont need anymore poor immigrants!
Identity Attack0.3043136
Insult0.08582769
Profanity0.025087673
Threat0.012130005
Severe Toxicity0.011062622
Low Tox 0.2763787 Moderate Con 0.382
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things …
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things seem so wrong. My main upset is for my teen son. Turned 16 after Christmas. So excited about looking for a part-time job, earning some money, getting experiences and (unbeknownst to him ) expanding his social circle. This excitement came from me. LIke all us Canadians who remember our first part-time jobs (mine was at a McDonalds), I regaled my son in stories of that first part-time job. How much I learned from it, and the so many benefits it would have for me as I got older. He listened, and couldn't wait to turn 16. Also, like most parents, I raised him on the benefits of working hard in school, getting good grades, learning, getting involved, etc. Do these things son, and you will have a good future. He listened. Honours student all his life. Played on school teams. Performed in talent shows, Volunteered his time, etc., etc. Not a bad resume for a first time teen seeking a job. It is now heading into September. He has applied at all the traditional teen job hotspots, (all the fast food joints, grocery stores, drug stores, etc). Dozens of resumes, online and in-person applications. Not a single response. Then I walk into the local Burger King. Not a single Caucasian, Black, Hispanic, Indigenous, or Far Eastern employee. All East Indian (or Pakistani). Suddenly I am really noticing this trend everywhere, especially in the franchise fast food industry; especially upsetting when I even see it in a Harvey's (even more Canadian than Timmies). It's either East Indians or Arabs. I don't know for how long I have been hearing about diversity and fair hiring practices (which I have always supported); but to see this trend makes me furious. Are the owners of these franchise exempt from fair hiring practices? Are they not taught we are a diverse country? This is wrong. I want to finish with two sad situations which we should all be concerned about. When my eldest was looking for part-time work after the pandemic, he walked into a Mr. Submarine. He asked if he could leave his resume or fill out an application. The Arab cashier told him in broken English they were not hiring. As he was walking out, a young Arab man walked in. He approached the same cashier and asked for an application. She gave him one. WTF. My last comment, is the most concerning of all. My 16 year old, who works so hard at school, and at everything he does, recently commented, after yet another non-reply after handing out a slew of resumes, "Dad... what's the use of working so hard if I can't even get a job at McDonalds." I wonder how many other Canadian teens are feeling the same way. Not just white teens. Black, Hispanic, Indigenous and East Asian teens. Seems the broken English East Indian and Arab teens and young adults aren't asking themselves that. How long until my son thinks I am just spewing BS about this hard work thing? This is not about racism. This is about fair hiring practices, especially in more and more franchises; however, I do find myself listening to more and more of these videos, and find myself developing sucb negative feelings towards these two cultures. This is not Canadian. To be thinking this way, especially, is not Canadian. What do we do? Speak up, and we are racist. Stay quiet, and our teen kids move into adulthood without job experience, money put away, or just having a life experience that any of us over 30 (no matter our race) experienced. Something has to change; but I haven't a clue how to do that.
Identity Attack0.15303208
Insult0.07808672
Profanity0.027273865
Threat0.008531082
Severe Toxicity0.00541687
Low Tox 0.19789438 Constructive 0.837 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
Because of immigrants Canada is able to pay social security to the homeless and the old people. Indians are also paying the 35% tax like everyone
Because of immigrants Canada is able to pay social security to the homeless and the old people. Indians are also paying the 35% tax like everyone
Identity Attack0.13591312
Insult0.028612386
Profanity0.013371054
Threat0.005867492
Severe Toxicity0.002670288
Low Tox 0.119997114 Moderate Con 0.462 Economic_Argument
Feb 18, 2026 Inside Canada's Indian Invasion...
You are too good Canadian in my eyes. I am 33 years old and I still can't get a job after 5 years. I love all people regardless of the hatred they have against us. …
You are too good Canadian in my eyes. I am 33 years old and I still can't get a job after 5 years. I love all people regardless of the hatred they have against us. I just hope that someday we can all live in harmony and equality. I don't know what my future holds I may be living in a ditch. Companies misuse the immigration program for Fortune workers therefore leaving us Canadians without jobs not just the young but also people in their twenties and their thirties and their 40s. True for those immigrants who speak up for us in such a kind-hearted way thank you
Identity Attack0.032753747
Insult0.029604018
Profanity0.015420608
Threat0.0071588317
Severe Toxicity0.0018596649
Low Tox 0.07845957 Constructive 0.81
Nov 18, 2025 1 likes Why Canadians Are Turning Against …
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if …
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if something breaks or needs replacing, etc. Can't even save and put money away. I sat down and balanced my budget, looking at what I could keep or toss. Figured out what to do for cheapening food costs as much as I could (without doing food bank), and the most I can afford for rent is $700 a month. That's basically a room in someone's house. That's it. As an Adult, I'm disgusted it's come to this. But what angers me MOST of all, is the Landlord's I gotta argue with. Surrey, BC used to be the cheap end of Vancouver. The welfare type housing, and low-income area. Then we had this huge book of Middle Eastern people come flying in at top speed, steam roll the community and make it theirs. They bought up all the cheap housing, ripped it down even though it was not that bad of a house, then built these custom 5-6 room mini mansions. The standards for the area skyrocketed, and the cost of their mortgage is likely also sky high because of what they built... So what do they do? Rent the rooms, force people 2 to a room with no privacy, and if you WANT a private room? Nearly $1000. Oh... And let's not forget the discrimination issues. If you're not going to temple or Gudwara, forget it. If you aren't pure vegetarian, forget it. And because all the other renters are "brown" and under 30yrs old, Adults are considered unwelcome. If you have a disability and don't work, you're automatically labelled a drug user (which isn't always truth). Even if you offer proof of income, and resources or phone numbers to call, they won't bother. Too much work. This sh*t needs to stop. I look in other cities near by, and it's happening in ALL OF THEM. I cant even relocate to get away from this crap. I'm done. I have no car to live out of, so that's not an option. I'm not a drug user, never will be but and all the shelters are now "low barrier". Screw that. So now what? Go back to work with a broken lower back?? Desk job search when I should be recovering and resting? Like, the suggestions are welcome, but be realistic. I'm in constant pain on heavy duty drugs to get by right now. No spouce. No parents or friends to leech off of. I feel utterly abandoned by our government.
Identity Attack0.004180758
Insult0.029714199
Profanity0.024951037
Threat0.006763986
Severe Toxicity0.0019836426
Low Tox 0.06579731 Constructive 0.775 Personal_Narrative
Aug 25, 2025 10 likes Why Canadians Are Turning Against …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes 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.