Skip to content
Canadian Immigration Dashboard [ CID ]
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "They're going to have to …" 197 comments · Page 3 of 8
Seriously they’re taking over. Everywhere I go I see them I go for a ride uber there’s a paki driving go to a store and they’re serving me we need to destroy this spawner.
Seriously they’re taking over. Everywhere I go I see them I go for a ride uber there’s a paki driving go to a store and they’re serving me we need to destroy this spawner.
Identity Attack0.46028158
Insult0.3416952
Profanity0.29209393
Threat0.34913966
Severe Toxicity0.044870634
Moderate 0.4402136 Moderate Con 0.443 Fear_Threat
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
They left their country because they were promised a better life….once they arrive I am wondering if they are told differently. Are they told what to do what to say. Are the well connected immigrants …
They left their country because they were promised a better life….once they arrive I am wondering if they are told differently. Are they told what to do what to say. Are the well connected immigrants getting the jobs? Not all immigrants have jobs. I am sure the ones who don’t have jobs are worried wondering if they should go back to their country even if it means being shamed. Darn if they do darn if they don’t. The Liberal made this mess and they should fix it! If they can’t then they should step aside and let the Conservatives try fixing what’s wrong with our Country! There needs to be a revival in Canada. We need things reformed, re-established. We need new standards in place and bring alignment back to where things have gone off. To the Liberal voters… ”I hope you have realized by now what you have done by voting for the Liberals. It’s up to you now to step out of your safe zone, your cocoon and protest and demand that Mark Carney put aside his stupid idea of net zero policy before he goes further in destroying Canada as we know it.
Identity Attack0.33060804
Insult0.40243408
Profanity0.41081807
Threat0.016292779
Severe Toxicity0.02373986
Moderate 0.43230394 Constructive 0.671
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
If you’re going to stereotype Indians, then stop benefiting from Indians too. Don’t hire us, don’t target us for views, and don’t take our business—because profiting from a community while insulting it is hypocrisy.
If you’re going to stereotype Indians, then stop benefiting from Indians too. Don’t hire us, don’t target us for views, and don’t take our business—because profiting from a community while insulting it is hypocrisy.
Identity Attack0.37361985
Insult0.45758462
Profanity0.078378424
Threat0.009411395
Severe Toxicity0.012359619
Moderate 0.42985553 Moderate Con 0.419 Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Scamming their way into the West is an industry to India. Not wanting your country to turn into India is not "racist"- that word lost all meaning. You know what's hateful? The massive theft and …
Scamming their way into the West is an industry to India. Not wanting your country to turn into India is not "racist"- that word lost all meaning. You know what's hateful? The massive theft and car-jackings, taking jobs from our youth and causing a job crisis, taking advantage of our refugee system and taking advantage of our food banks. How about the insane amount of SA crimes on children, and bringing their turf wars here. They gotta go, we're so bloody sick of India. India and China needs to leave our country. Lock the doors
Identity Attack0.46028158
Insult0.40975618
Profanity0.2188925
Threat0.064969026
Severe Toxicity0.023645958
Moderate 0.4274071 Constructive 0.65 Fear_Threat
Feb 19, 2026 2 likes LILLEY UNLEASHED: The fall of …
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and …
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and then he laughed about it and I got pissed. I said something about it and I told my boss he's not even supposed to be working here and my boss told me to mind my business. That's what's going on in Canada. Also these clowns that say that they are a benefit to Canada obviously aren't having their field of work crushed by too many people so you're easily replaceable. When you are easily replaceable your company no longer values you even if you are amazing at your job. They might be a financial benefit to companies and other Indians but they are not a benefit to Canadians. They only shop at Indian businesses and only deal with Indians in all aspects of their life. They refused to deal with Canadians and Canadian companies. They are cutting us out and being racist and discriminatory towards Canadians in Canada. That's ridiculous and we should stop it
Identity Attack0.1007269
Insult0.48627716
Profanity0.22562476
Threat0.012699619
Severe Toxicity0.014898917
Moderate 0.4269174 Constructive 0.707 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent …
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent stipulating that they outright prefer or are seeking Indian. I’m not white but I’m tempted to post an ad for place to rent and say it’s for for white tenants just to behold what happens. I mean we have never witnessed such conduct in Canada until these #&? ckers popped up. Even the prior immigrants are stunned. I’ve been working since 78 and now a senior but when I try to get help for housing I’m offered a night only shelter with mental and drug abusers to go try sleep in or the sidewalk or countless apologies. If I could put apologies in the bank, I would be rich While the former Marriott 2minutes up the street is home to all kinds of refugees. Don’t get injured, get any older or anything like that and unable to work in this country now as you’re much better off passing away.
Identity Attack0.4139151
Insult0.45758462
Profanity0.2882351
Threat0.017846745
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.643
Sep 8, 2025 Why Canadians Are Turning Against …
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going …
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going to believe it that much money they've been paying before they come to the Canada they've not came free there or they not immigrant they are a student visa students from India so stop talking about Indians and punjabis seems where they are Indian your country who use the punjabis against India throwing a storms and bomb the planes Air India back in the '80s or I think 85 they blow one plane out and they are the innocent people right Make up your mind is those people are innocent punjabis and your country are human right champion and now suddenly everyone talking s*** about Indians
Identity Attack0.4830652
Insult0.36798462
Profanity0.10920923
Threat0.122295745
Severe Toxicity0.02383376
Moderate 0.4269174 Constructive 0.562 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much more pushy with their religions. I have no respect for that. So there might be a lot of them, but they don't ruin it as per say. As long as they don't shit on the beach and use garbage cans and not sidewalks. I won't go to india an impose my belief or way of living. And i don't think they do that in canada either. But others do it. Sadly, by association of the religion, some will see them as the same people. Anyways we're in 2026, religions are stone age laws to scare people. Now we have actual laws that are based on being a decent person, not the winner or the best, or the only right way. No need for some boogeyman in the sky to scare you, 10 years in prison should be enough to make you behave like a decent human. Even 1 month is enough for me to not be some idiot. We had horses, now we have cars. We had gods, now we have laws. Simple evolution and progress. Well some countries didn't get that update apparently. And noooo, if i say one bad word about an ideology, not a race (yaaawn, human race, all the same) i will be hunted down. That should tell you everything about the situation. You don't like my ideas? Ok, you do you. I don't like your ideas? Throw me off a roof? I'm sorry what? Should all be banned worldwide. Believe what you want, don't impose your ignorance on others. Especially not with force or threats.
Identity Attack0.3817989
Insult0.36798462
Profanity0.4193644
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.654 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and …
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and only hear Indian music…my daughters class last year was only Indian and Arabic kids and the principal was Indian how are they gonna teach Canadian culture and education I’d ask what she did in school she said learned Indian dances. I’m 11 generations Canadian and they completely chaged our small home towns and neighbour hoods we have our own customs and cultures and it’s all gone now also there’s so much rape and assault charges or teachers molesting kids or men in girls bathroom and it’s Indian men!!! Disgusting and sad I used to love being Canadian now I hate Canada
Identity Attack0.37730414
Insult0.43158367
Profanity0.11725569
Threat0.013579931
Severe Toxicity0.021806452
Moderate 0.41168427 Constructive 0.627
Sep 1, 2025 Why Canadians Are Turning Against …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If you're out here going "oh poor Canada, I hope they fix this immigration issue"... But you downplay the US..... Stay the hell out of the US 😂 the OP is cool tho, he's tryna …
If you're out here going "oh poor Canada, I hope they fix this immigration issue"... But you downplay the US..... Stay the hell out of the US 😂 the OP is cool tho, he's tryna expose it
Identity Attack0.2803029
Insult0.34101152
Profanity0.35597226
Threat0.018882722
Severe Toxicity0.023076924
Moderate 0.41168427 Moderate Con 0.431 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I know it's really hard but people have to stop feeling apologetic start standing up or you're just going to lose everything and you only reason why immigrants especially Muslims when they screw their own …
I know it's really hard but people have to stop feeling apologetic start standing up or you're just going to lose everything and you only reason why immigrants especially Muslims when they screw their own family members that's why they keep on having kids everybody is getting fed up even here in the USA with all these Muslims and other immigrants need to start clearing out the government I'm picking people who are for us
Identity Attack0.46028158
Insult0.3416952
Profanity0.30690086
Threat0.039602257
Severe Toxicity0.02439716
Moderate 0.40614098 Constructive 0.577 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
so they're just saying it out loud what every concerned Canadian knows for so many years now .. the question is..what are they going to do about it? Start deporting these fraudulent fake students
so they're just saying it out loud what every concerned Canadian knows for so many years now .. the question is..what are they going to do about it? Start deporting these fraudulent fake students
Identity Attack0.1444726
Insult0.4534306
Profanity0.03990845
Threat0.03718498
Severe Toxicity0.012054443
Moderate 0.4014846 Moderate Con 0.331
Oct 2, 2025 1 likes IRCC Names India in Study …
clicked on this video hoping for an even sided take instead it seems like this guy has already made up his mind and is actively showing and promoting racist views, i remember growing up in …
clicked on this video hoping for an even sided take instead it seems like this guy has already made up his mind and is actively showing and promoting racist views, i remember growing up in Burnaby BC and Vancouver bc when the chinese/japanese and just asia in general started immigrating to canada. The racists back then whined and cried about a ton of asian shops opening and bad drivers etc. Hell they didn't even like asian only churches they would cry "why do they need their own churches?" while saying their cooking stinks, their shops stink to their face and bitching about just about anything. Now its happening again in Toronto and the racists have moved on from asians and now focus their hate towards the indian community. as a native American all i can say is if you're actively going to bitch about immigrants. Maybe everyone that isn't native american or culture didnt originate from the north Americas should head back home? otherwise quit bitching and learn to love one another. At the end of the day Canadians and Americans are imigrants from Europe.
Identity Attack0.40713623
Insult0.36798462
Profanity0.2813443
Threat0.015947454
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.628 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even …
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even worse. Almost never seeing any other race but Indian lol. It all has to do with Trudeau's dad designating that city as a go-to place for Indian migrants. The Trudeau's are part of the whole Satanic New World Order, and part of that order is using mass immigration as a weapon to destroy 1st world countries. His father started it back in the 70s. And yeah the driving is absolutely horrible. The car insurance skyrocketed. They destroyed the city I grew up in. It's a shit hole now. Many of them will tell you that India itself is a shit hole, but the more of them that come to Brampton, or wherever, they turn it into India. I don't consider it racism. It's their people but it's not like it's all of them, but it is a lot. From personal observance, they're the most unhygienic people I've ever met, and they love easy jobs the involve scamming others out of money. All of those scam callers are Indian. Nothing else. They have no dignity. No self respect. They just want money and don't care how to get it. I generally don't like them, but it's because of their negative behaviors. There are plenty of other races that come to Canada that people love. Have you ever heard of anyone complain about Filipinos? No. They're loved. They come here and know how to assimilate while keeping their own heritage intact in respect to our own. They're friendly, respectful, hygienic. Indian people just want to come here and make this place Indian and they have tons of kids, so that's exactly what's happening. Brampton was cooked years ago. It's just going to devour itself and fully become an extension of India, and it already has been spreading out from Brampton to the surrounding cities.
Identity Attack0.40158966
Insult0.37392882
Profanity0.2801717
Threat0.036149003
Severe Toxicity0.023076924
Moderate 0.40060925 Constructive 0.689 Personal_Narrative
Feb 15, 2026 Inside Canada's Indian Invasion...
Conestoga is a sham. The entire region of waterloo has been milking tax dollars to increase things like transit because this greedy "school" totally destroyed it. Canadians who live here can't get room on the …
Conestoga is a sham. The entire region of waterloo has been milking tax dollars to increase things like transit because this greedy "school" totally destroyed it. Canadians who live here can't get room on the bus, or it's just so crowded and smells so horrible they get on and then walk right off again. I've seen people in tears over it. Increasing taxes to pay for the things this school has abused is a load of BS....and worse, They're spreading like a virus. Situated themselves into Guelph - plans for Milton. And they want to flood each city with immigrants and call themselves a school. It's fraud. greed. and corruption. Go there. you'll see.
Identity Attack0.2127345
Insult0.41530323
Profanity0.16915557
Threat0.010576514
Severe Toxicity0.019224197
Moderate 0.3974717 Constructive 0.52
Oct 10, 2025 IRCC Names India in Study …
Mark Carney needs to start putting his boot on Danielle Smith's neck sore to speak, because if he does not and we lose Canada, we will be gunned down in the streets, just like what …
Mark Carney needs to start putting his boot on Danielle Smith's neck sore to speak, because if he does not and we lose Canada, we will be gunned down in the streets, just like what is happening now. So I hope everyone realizes and remembers that and for any albertan. Watching this and reading these comments, if you want your CPP and AOS in the future, if you decide to back Danielle Smith on this garbage separation, you will never see it. Don't forget the disability. Credit does not go to the people that are on ache. It goes right straight to Danielle Smith. And that's where your CPP noas will go. So if you're close to retirement and a hillbilly, you better have a good nest. Egg saved
Identity Attack0.04667538
Insult0.43450394
Profanity0.09034003
Threat0.10542984
Severe Toxicity0.01573815
Moderate 0.3972142 Constructive 0.583 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
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 …
And if you go to ask them, they all will not like you be called “Indians”. They’re Khalist*nis. One who betrayed their own country and messing up the other. As an Indian, we’re happy that …
And if you go to ask them, they all will not like you be called “Indians”. They’re Khalist*nis. One who betrayed their own country and messing up the other. As an Indian, we’re happy that the load has shifted. Because they don’t have basic civil sense.
Identity Attack0.46028158
Insult0.34782293
Profanity0.11601777
Threat0.016465442
Severe Toxicity0.023076924
Moderate 0.39644176 Moderate Con 0.4 Identity_Assertion
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Had fellow college students that have literally told me that they aren't here to learn and are here to just finish the college program to get a job because they would earn more doing any …
Had fellow college students that have literally told me that they aren't here to learn and are here to just finish the college program to get a job because they would earn more doing any job in Canada than in India. India work market is saturated because of the population and wages are low. The Canadian government use them because they pay triple for schooling that's it. These Indians are racist and don't accept other cultures. They stick to themselves and are on video calls with each other every second of the day including while they're driving and working. Its creating a huge problem in the job market especially getting any minimum wage job. I hope they would go back because they're doing so much damage
Identity Attack0.46028158
Insult0.34237885
Profanity0.07514556
Threat0.00967031
Severe Toxicity0.01825585
Moderate 0.38811707 Constructive 0.617 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
10:53 thre we go.. if you say yes.. you should be deported immediately.. you’re using canada.. that spot could have gone to someone who really wanted to make canada their identity and home.. This is …
10:53 thre we go.. if you say yes.. you should be deported immediately.. you’re using canada.. that spot could have gone to someone who really wanted to make canada their identity and home.. This is what really pisses me off wit this.
Identity Attack0.10699738
Insult0.33964422
Profanity0.2268346
Threat0.01750142
Severe Toxicity0.015867263
Moderate 0.38601747 Moderate Con 0.449 Policy_Critique
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
1:55 This guy sums it up perfectly. You don't go to another country and live life and make it just like the country you left behind. Respect and follow the values of the country you've …
1:55 This guy sums it up perfectly. You don't go to another country and live life and make it just like the country you left behind. Respect and follow the values of the country you've migrated to and only bring your good values from your home country. If you're hell bent on making it just like home with the negative sides of it, then maybe you should just go back home
Identity Attack0.20483385
Insult0.24287975
Profanity0.30161268
Threat0.019746035
Severe Toxicity0.023076924
Moderate 0.38434127 Constructive 0.673 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
"people believe in khalistan for rightful reasons" ??😂 Stay in canada, whenever you guys go abroad, We're happy for you. We don't want you here in india, please never come back. If you want khalistan …
"people believe in khalistan for rightful reasons" ??😂 Stay in canada, whenever you guys go abroad, We're happy for you. We don't want you here in india, please never come back. If you want khalistan in india, declare a war against us and take it (if you can, well you can't)🤣🤣
Identity Attack0.44690517
Insult0.1935001
Profanity0.04366605
Threat0.13414288
Severe Toxicity0.023076924
Moderate 0.3827457 Moderate Con 0.369 Humor_Satire
Feb 18, 2026 2 likes Inside Canada's Indian Invasion...
It's funny or white people go to every other country and do business go on vacation but when they're in their own country bitter
It's funny or white people go to every other country and do business go on vacation but when they're in their own country bitter
Identity Attack0.46028158
Insult0.17610447
Profanity0.119731516
Threat0.010447056
Severe Toxicity0.01896597
Moderate 0.3811502 Low Con 0.283 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If Indians want to feel like they're in India so bad they can go back to India. Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican …
If Indians want to feel like they're in India so bad they can go back to India. Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican or even Chinese.
Identity Attack0.48915586
Insult0.21602537
Profanity0.040409464
Threat0.01101667
Severe Toxicity0.01683561
Moderate 0.37795907 Moderate Con 0.415 Identity_Assertion
Jan 27, 2026 1 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.