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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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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: "As an indian, i totally …" 48 comments · Page 2 of 2
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny is real but i wouldn't dare leave my country. there are ways to live happily here i am sure for some it might not be as such and they chose to live abroad that's their decision i have nothing to say there. but you have to also understand India houses 1.47 billion population. 1 out of 300 people are able to get in canada but since the size pool is bigger that tries for it the number sky rocket as well. i have no remarks against india not against the canadian who have lived there for generations. in my eyes they both are right and it's government that should do something about it. i can totally understand the perspective of white canadians if all they see is a chruch that was turned into a hindu temple.
Identity Attack0.15303208
Insult0.23237456
Profanity0.2453505
Threat0.02181799
Severe Toxicity0.017416617
Moderate 0.3302291 Constructive 0.82
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Brother JamCan, this whole thing was predictable decades ago! I got to Canada in 1995 right after hell unfolded in the country of a thousand hills! I saw with my own eyes & felt from …
Brother JamCan, this whole thing was predictable decades ago! I got to Canada in 1995 right after hell unfolded in the country of a thousand hills! I saw with my own eyes & felt from personal experience how great my adopted country was! However, not everything was rosy! I saw and experienced the "not-in-your-face" anti-black racism, whether politically, socially, and most def in the employment market! At the same time, the establisment (read white folks) was busy encouraging & promoting east indians to take up leadership roles in all spheres of the society, thus making them the "model minority" in the country! This mess was bound to happen, and in the end, this is what got us here! My feeling is that white canada is totally responsible for this, and they should stop crying on TV, roll up their sleeves, and clean up the mess! Peace Out!
Identity Attack0.3817989
Insult0.20434737
Profanity0.12991914
Threat0.012751401
Severe Toxicity0.016512826
Moderate 0.32919475 Constructive 0.744 Personal_Narrative
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The government of Canada allowed these Indians to come to Canada in excessive large numbers. They abuse every system of Canada, change the culture of Canada, buy out all businesses in Canada, and employ only …
The government of Canada allowed these Indians to come to Canada in excessive large numbers. They abuse every system of Canada, change the culture of Canada, buy out all businesses in Canada, and employ only their own Indians. They don't drive for licenses, they own the depot, and they don't need credits for loans at the banks because they own the banks. They fight out and make it difficult for all other ethnic groups in Canada. Justin Trudeau seems to have allowed 90% of Indians to immigrate to Canada and 10% of other ethnic backgrounds combined. Trudeau has caused the Canadian culture to be transformed into Indian culture. Canada is no longer Canada. it's become India, and it's extremely unfair to all other ethnic groups. Their agenda is for Canada to be 100% Indians. Canada is in BIG TROUBLE. The Indians are in every organizations and industries, including Immigration, buying out all the franchises, businesses and are the ones fighting against all other ethnic cultured groups, making the system more difficult for other nations to migrate to Canada. Even crime has increased. Canadians need to wake up before Canada totally disappears. The Indians are messing up the Canadian economy. The majority of Indians are here through false documents and don't even speak proper English or even understand the language. Canada is in TROUBLE. They are highly Discriminative. Only making sure Canada only employs Indians in all sectors, not Blacks, not Whites, not Chinese or other Ethnic groups, but only Indians themselves. It seems the Indians are seeking to totally take over Canada and become a world power. This is my view and that of many true concerned Canadian citizens and professionals who care about this country, Canada. The culture has changed and become DISCRIMINATIVE. These Indians are Extremely Extremely RACIST
Identity Attack0.3817989
Insult0.16890354
Profanity0.026863953
Threat0.010576514
Severe Toxicity0.012359619
Moderate 0.3140926 Constructive 0.517 Fear_Threat
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from India. There are many good people that come from india, but there are FAR more than don't assimilate, have no interest in ever assimilating, and they abuse our social systems, stealing from every Canadian as well as cause our quality of life to drastically drop. Our healthcare systems are beyond overloaded and bursting at the seams, our housing prices have skyrocketed, our house and auto insurance rates have also gone through the roof. And speaking of going through the roof, numerous houses were lit on fire late last year from new immigrants irresponsibly lighting off MASSIVE amounts of fireworks during Diwali, then you have the crowds of Indian families going to our previously pristine beaches and digging pits, which they then proceeded to use as their bathroom. People were actually selling "Beach $hitter" t-shirts because the problem was getting so common. Immigration is ok, but the amount of people the Canadian government has allowed into Canada, ALL from totally different cultural origins, in such a short amount of time was never, and will never be sustainable. In my opinion, Canada needs to full stop close its borders to anyone immigrating for at minimum 5-10 years, to allow the countries infostructure time to catch up with the masses of people who have already come into the country. But that will never happen with the liberals at the helm, they would literally get rid of the whole concept of a "border" if they could. Elbows up ya dorks!
Identity Attack0.36702603
Insult0.18852992
Profanity0.031140719
Threat0.009644418
Severe Toxicity0.014188796
Moderate 0.30527395 Constructive 0.676 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- …
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- totally untrue! If you compare how the anti-immigrant ppl are speaking vs the immigrants you can see which side the hatred is coming from. I like when the Sikh temple leader tells him we see eachother as the same, we are all human- this strongly counters the thoughts ppl have on Indians clinging to their own. Ofc not all think like him
Identity Attack0.31307843
Insult0.113185234
Profanity0.08128801
Threat0.013269233
Severe Toxicity0.010375977
Low Tox 0.27525392 Constructive 0.831
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about the illigal immigrants and I totally agree that all the illigal immigrants should not only be deported but should also be punished strictly and I get it that it's frustrating that people are not following the rules or people are doing bad stuff there but the thing is not only the content but also the intent behind the making and releasing this video, you could have mentioned illigal immigration but you choose to use words like Indian invasion and giving a name to a specific event would cause racism and hate towards the community as well as for the country, The way you showed the clips of specific people showing middle finger in cars I can show a tons of videos of native candains doing the same thing but then it's morally wrong because everyone's not same, same way just check out there's a lot of people who does bad things in public who are the citizens of Canada and who are doing bad stuff, imagine I make a video saying that "The stupid canadians who doesn't follow rules" that video will also show partial truth of some Canadians doing stupid things but associating Canada's name would spread racism against them which is wrong, same way you could've made a video on illigal immigrants who came from india but you choose to get more engagement by using racist terms and things which will make people think that all indians are same, in conclusion I just want to say that in america the highest earners are American-indians and I really thank us government for giving opportunities to them but they not only worked hard for those opportunities but they also worked more then the Americans to get to the top, if the America would have a better person to be the ceo of Google then sundar pichai must have been in india but since he's the best he's at the top same way every american-indian or legal immigrants not only worked hard to get there but also worked more to reach where they are, YOU HATE US, CAUSE YOU AIN'T US. (If you have talent skills and passion come to India and try to become ceo of Reliance industries or TATA group and if you really manage to do it I will not only say sorry but I will myself get all the Indians out of Canada) ✌️♌
Identity Attack0.27991617
Insult0.16337912
Profanity0.07514556
Threat0.058826666
Severe Toxicity0.014382465
Low Tox 0.27525392 Constructive 0.818 Moral_Argument
Feb 5, 2026 2 likes Inside Canada's Indian Invasion...
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those …
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those are basic truths.. But the Government must turn the taps down on immigration right away, it is totally out of control.. Things are at the point where no one Zero more immigrants from India and Pakistan should be allowed to enter the country, for at least the next few years , until the government can get a true handle on things.. I really don't think the government officials have any idea of the pace at which Canada is rapidly changing.. It is mind boggling the rapid changes and that's from every single nook and cranny of this once beautiful country you will see new immigrants.. There are places i went to as a child with my folks, where you would never have seen nothing but white people, maybe a few native people, a couple of black and oriental folks and that was it.. Now there are car loads of east Indians running around some actually living in those communities.. I am not a racist person, but that's my own observation on the ground.. I think every single Canadian in this country would have the exact reaction..
Identity Attack0.2964622
Insult0.086852804
Profanity0.07643871
Threat0.019746035
Severe Toxicity0.012833111
Low Tox 0.2667042 Constructive 0.822
Aug 25, 2025 Why Canadians Are Turning Against …
As Trump said “It’s not because you invaded a land 500 years ago that you are entitled to own it”! Indian invasion is total legit. No one wants to go to Canada anyway. They are …
As Trump said “It’s not because you invaded a land 500 years ago that you are entitled to own it”! Indian invasion is total legit. No one wants to go to Canada anyway. They are lucky to get anyone willing to living there anyway.
Identity Attack0.28034934
Insult0.06953252
Profanity0.017572641
Threat0.00899713
Severe Toxicity0.008468628
Low Tox 0.2524482 Moderate Con 0.324 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Has nothing to do with your skin or culture its not that deep and your not that special for most people to think about at all. Its the insidiousness of the actions and loopholes that …
Has nothing to do with your skin or culture its not that deep and your not that special for most people to think about at all. Its the insidiousness of the actions and loopholes that are used by immigrants of all races or cultures that allow themselves to thrive. While the people born here of many colors get nothing but higher taxes to pay for the services that get totally abused. Birthright citizenship for people born here needs to end if the parents are not legit citizens. Housing capacity laws need to be created with fire code enforcement so you cant have more people living in a house than rooms available. All religious facilities even the white ones... need to be taxed. No more preferential treatment for visas because your related to someone who lives here already. Everyone across the board should have to immigrate the same way with no special treatment. Cultural celebrations and traditions. Respect everyone. Unless you have a permit keep that stuff in your own home or place of worship. EX... Indian wedding on my street = 3 1200w speakers playing Cow slaughter house noises until they leave.
Identity Attack0.2331515
Insult0.08508729
Profanity0.07676199
Threat0.012906751
Severe Toxicity0.008392334
Low Tox 0.23812068 Constructive 0.638 Policy_Critique
Jan 2, 2026 1 likes Why Canadians Are Turning Against …
You know, I am an immigrant myself but I have always have had a beef how other immigrants act all entitled. Immigrating is like going to live in another people's house, you have to respect …
You know, I am an immigrant myself but I have always have had a beef how other immigrants act all entitled. Immigrating is like going to live in another people's house, you have to respect the rules of that house. I hate people trying to change the rules to their convenience. I know a lot of immigrants just living off the system, I work 2 jobs and the day I was laid off I refused to collect EI out of self respect, why because I knew I could find another job. But many is like they are looking forward to get laid off or fired to collect government benefits. I couldn't believe that the police and military actually modified their customs to allow Indians to wear turbant. I applaud the people that requested in Ontario to do not wear any religious stuff, because people is only Canadian when is convenient, when not they are Muslims, Indians, etc. that's total BS you are Canadian? act like one, be one all the time; if not go back wherever you came from don't bring more problems to a place that already has more than enough
Identity Attack0.16587129
Insult0.07840354
Profanity0.08225787
Threat0.009411395
Severe Toxicity0.0065994263
Low Tox 0.21107252 Constructive 0.715 Personal_Narrative
Sep 9, 2025 Why Canadians Are Turning Against …
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of …
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of all these, an estimated 1.5 million people are either overstaying or have entered illegally. 3. Pakistanis and Bangladeshis are also involved in illegal activities (I’m not defending Indians—they are also involved, I’ll come to that). If you ask them, many will claim to be Indians. You can see the same trend in the UK as well. The reason I’m mentioning them is because they have a similar appearance to Indians. 4. Almost half of the Indians in Canada are living there illegally. Why do I say this? Because here in India I personally know many people from Punjab and Haryana who go there. In both states, you can easily find many agents who reassure people that they can send them to Canada or the USA without much difficulty. You can also see the trend among Punjabis—many aspire to drive trucks and cars in Canada. In India, people often see Punjabis as if their only purpose in life is to go to Canada. I love Punjabi people, but I don’t like this mindset. 5. So, the people you see doing disgusting things are most likely illegal immigrants. Why? Because genuine people go there to educate themselves and contribute something meaningful to the culture—not to behave like those individuals. 6. I really hope Canada can recover from this. I have a friend who went there in 2015, and he once told me to visit the country. Canadians are truly amazing, and the natural beauty (except the winter!) is so nice. Please, Canadian government, take some steps for the well-being of your people.❤
Identity Attack0.2308735
Insult0.05964688
Profanity0.035399333
Threat0.01238892
Severe Toxicity0.007095337
Low Tox 0.19504376 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
2:33 the assimilation question...what would be different if they assimilate? everything will still be Indian...the difference is not just the fact that they are not working...they have totally different values and culture and mentality...so the …
2:33 the assimilation question...what would be different if they assimilate? everything will still be Indian...the difference is not just the fact that they are not working...they have totally different values and culture and mentality...so the question is why they come from their countries and turn the other countries into their country again? maybe one of the reasons native Canadians are homeless and poor is because they feel that they do not have their culture anymore...they literally had the rug pulled from under them...it is depressing and distressful...they have been discarded and left totally unprotected
Identity Attack0.19100772
Insult0.06564732
Profanity0.02344803
Threat0.0072235605
Severe Toxicity0.0049972534
Low Tox 0.18744208 Constructive 0.612 Identity_Assertion
Jan 30, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
1:30 im in the United States and we have recently had a crackdown on non English speaking Indian truck drivers. I totally agree with this woman right down to not wanting to be interviewed!
1:30 im in the United States and we have recently had a crackdown on non English speaking Indian truck drivers. I totally agree with this woman right down to not wanting to be interviewed!
Identity Attack0.17381613
Insult0.04032305
Profanity0.027273865
Threat0.010680079
Severe Toxicity0.004787445
Low Tox 0.17458448 Constructive 0.751 Personal_Narrative
Feb 16, 2026 Inside Canada's Indian Invasion...
As an Indian.. it's totally unfair if someone goes on their country illegally with fake visa stuffs...
As an Indian.. it's totally unfair if someone goes on their country illegally with fake visa stuffs...
Identity Attack0.13805299
Insult0.04207976
Profanity0.026044132
Threat0.0068869707
Severe Toxicity0.0031089783
Low Tox 0.16765249 Constructive 0.521 Moral_Argument
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada's population is now almost 10% Indian, maybe more if we can accurately count the ones illegally staying in the country (trust me there's lots). That is THE HIGHEST percentage of Indian population from any …
Canada's population is now almost 10% Indian, maybe more if we can accurately count the ones illegally staying in the country (trust me there's lots). That is THE HIGHEST percentage of Indian population from any non-Hindu/Muslim majority country, and second in TOTAL only to the United States, who has 10x our population. Think about that.
Identity Attack0.1714862
Insult0.025929155
Profanity0.012995303
Threat0.0063432488
Severe Toxicity0.002822876
Low Tox 0.12520397 Constructive 0.519
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Not just Brampton or where it’s obvious..In my college class it’s 95% Indian and even in a group project they speak Hindi not English n exclude others openly- even after the prof says not to..total …
Not just Brampton or where it’s obvious..In my college class it’s 95% Indian and even in a group project they speak Hindi not English n exclude others openly- even after the prof says not to..total imbalance n no assimilation..even for us who are immigrants but speak English n assimilate
Identity Attack0.10221587
Insult0.03412145
Profanity0.017504321
Threat0.0067057298
Severe Toxicity0.0031089783
Low Tox 0.11440011 Constructive 0.623 Personal_Narrative
Feb 27, 2026 Inside Canada's Indian Invasion...
As an Indian myself who has lived for a total of 12 years in the United Arab Emirates (Dubai) and given that almost 80% of the population is made up of expatriates, I have never …
As an Indian myself who has lived for a total of 12 years in the United Arab Emirates (Dubai) and given that almost 80% of the population is made up of expatriates, I have never truly faced such problems. I think the real reason why most are unhappy is because of a lack of discipline amongst the immigrants. Dubai may be more libertarian and tolerant toward other faiths than rest of the GCC nations but they don't tolerate any form of disrespect or indiscipline as they have very strict rules. I believe the locals and the immigrants can get along with each other if they respected each others' way of life.
Identity Attack0.10221587
Insult0.04032305
Profanity0.027547138
Threat0.008414571
Severe Toxicity0.003566742
Low Tox 0.112333365 Constructive 0.842
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
My local Walmart is 100% Indian ( Punjabi) and I can only wonder how non Indians feel when they walk into a store in Canada with total Punjabi conversations. The staff is often not adequately …
My local Walmart is 100% Indian ( Punjabi) and I can only wonder how non Indians feel when they walk into a store in Canada with total Punjabi conversations. The staff is often not adequately informed about products and their placement in the store.
Identity Attack0.10815793
Insult0.028061481
Profanity0.014122557
Threat0.0062137907
Severe Toxicity0.002155304
Low Tox 0.11202335 Constructive 0.707 Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later …
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later demographic shift could later be seen during 16th century from European colonization where majority of french and british invaded with consistent colonization & took control of the land, these settlers, along with later European immigrants, seized indigenous land, displaced indigenous communities, and brought diseases that decimated native populations. Long story short now, based on 2021 census data shows native canadian population make up to only 5% of total Canadian population whereas the rest remaining are non-indigenous people of Canada at above 90% are foreign invaders from 16th century who came as an opportunist and occupied everything; same as Indian they came took the opportunity by working hard, contributing to the nation yet, you people here crying, complaining & bragging abt these & that abt Indian's bt let's not forget "Europeans" are the ones who did the dirtiest things characterized by forced assimilation, abusive residential school system, and loss of land. Please explain this from a liberal perspective, how was it fair for Indigenous people of Canada?? compared to Indian Standards.
Identity Attack0.0543092
Insult0.03522326
Profanity0.016069634
Threat0.007417747
Severe Toxicity0.0031089783
Low Tox 0.103494145 Constructive 0.683 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians and South asians are majority of Brampton total population.
Indians and South asians are majority of Brampton total population.
Identity Attack0.1007269
Insult0.024640027
Profanity0.022764845
Threat0.007598988
Severe Toxicity0.0029563904
Low Tox 0.10175867 Moderate Con 0.311 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I am Indian American and totally agree with bike guy. Saying truth is not rasicim. That's so sad to see
I am Indian American and totally agree with bike guy. Saying truth is not rasicim. That's so sad to see
Identity Attack0.05612817
Insult0.023093075
Profanity0.02385794
Threat0.0076637166
Severe Toxicity0.0024795532
Low Tox 0.10089093 Constructive 0.723 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
As a teen Pakistani Canadian who was born in Canada I totally agree, to move countries is to adapt to new ways of living, new values and respecting lands on which they inhabit. Indians mostly …
As a teen Pakistani Canadian who was born in Canada I totally agree, to move countries is to adapt to new ways of living, new values and respecting lands on which they inhabit. Indians mostly come here and start living the way they used to effectively turning Canada into new India… all I’m saying is I don’t mind respectful people but if you come here acting like it’s your motherland you need to learn to respect the culture and land here.
Identity Attack0.06385879
Insult0.021868404
Profanity0.013576009
Threat0.006479179
Severe Toxicity0.0021457672
Low Tox 0.07845957 Constructive 0.782 Personal_Narrative
Mar 1, 2026 Inside Canada's Indian Invasion...
Gentle reminder that as of late 2024–2025, approximately 2.5 to 2.9 million people of Indian origin live in Canada, representing roughly 0.18% to 0.2% India's total population. Canada couldn't even handle half a percentage of …
Gentle reminder that as of late 2024–2025, approximately 2.5 to 2.9 million people of Indian origin live in Canada, representing roughly 0.18% to 0.2% India's total population. Canada couldn't even handle half a percentage of jeet.
Identity Attack0.043839492
Insult0.016024929
Profanity0.011184863
Threat0.0064144502
Severe Toxicity0.001206398
Low Tox 0.055521555 Moderate Con 0.416 Unverified_Claim
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.