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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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Active: "Like my comment for no …" 71 comments · Page 3 of 3
Very hard to produce a liberal positive comment on a story like this so instead the bot army will post racist comments as a final leg to stand on.
Very hard to produce a liberal positive comment on a story like this so instead the bot army will post racist comments as a final leg to stand on.
Identity Attack0.09162762
Insult0.081261896
Profanity0.020920247
Threat0.009359611
Severe Toxicity0.004081726
Low Tox 0.20102765 Low Con 0.169 Meta_Commentary
Feb 18, 2026 Canadian immigration officers investigating hundreds …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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 …
It would be really nice to see them round up in Surrey BC and Brampton Ontario these communities that are infested with drug dealing and extortion of their middle class families back home. But really …
It would be really nice to see them round up in Surrey BC and Brampton Ontario these communities that are infested with drug dealing and extortion of their middle class families back home. But really FOR fast track Healthcare professionals/doctors into this country. Canada as a country also has to start having more children I do not know how they solve the problem but our population is aging and if we don't want to end up like Japan we have to do something about it. I see a lot of hate here in the comments (The racist and rednecks have permission to be openly racist)but this is a complex issue and don't forget Albert Einstein and Elon Musk were immigrants there is a lot of very talented people that we have to make sure we keep. How many jobs has Elon Musk created? he is not perfect I'm sure in the millions!!!! How much tax has he generated for the country?
Identity Attack0.07425626
Insult0.09416737
Profanity0.024472807
Threat0.011275585
Severe Toxicity0.005264282
Low Tox 0.19314334 Constructive 0.764
Dec 28, 2025 Deportations From Canada at Their …
These applicants were on a TEMPORARY student visa and a TEMPORARY work visa. Do not muddy the issue by terms like Racism, Genocide, Fairness, Persecution etc. All TEMPORARY holders must be traced and made to …
These applicants were on a TEMPORARY student visa and a TEMPORARY work visa. Do not muddy the issue by terms like Racism, Genocide, Fairness, Persecution etc. All TEMPORARY holders must be traced and made to leave the country. In this digital age, comments by the various government agencies (IRCC, CBSA etc.) not being able to track the illegals is a lame excuse.
Identity Attack0.08087392
Insult0.0811385
Profanity0.016616182
Threat0.010369381
Severe Toxicity0.0038337708
Low Tox 0.18079062 Constructive 0.501 Policy_Critique
Feb 27, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
It's really funny that this whole video is about how we should be worry about how many deportations are happening but actually if you read the comments everyone's like it's not enough we should deport …
It's really funny that this whole video is about how we should be worry about how many deportations are happening but actually if you read the comments everyone's like it's not enough we should deport more is I find it hilarious
Identity Attack0.07591068
Insult0.029934563
Profanity0.045419596
Threat0.021645326
Severe Toxicity0.00667572
Low Tox 0.17458448 Constructive 0.548 Meta_Commentary
Dec 30, 2025 1 likes Deportations From Canada at Their …
The population comment by the Pakistani isn't 100% accurate. Sure immigration plays a big role, but undeniably the South Asians still care about having kids and forming a strong family. In my school, most students …
The population comment by the Pakistani isn't 100% accurate. Sure immigration plays a big role, but undeniably the South Asians still care about having kids and forming a strong family. In my school, most students just want to enjoy life, have kids in the far future, and they don't really care about family ties like these cultures do. They'll be tight with their parents but barely know their cousins or uncles. They'll be in their late 30s finally looking to get married and have kids, which is just not realistic biologically. 45 is the average age for menopause, and you see symptoms of menopause happen before then. Not rare to see a woman get perimenopausal symptoms at age 40. Meanwhile these Asians get married "young" (normal age back in the day), and they plan their future around their family's growth. Can't really blame it on immigration when other nations like Japan and Korea don't see a huge immigrant population from South Asia and still show insanely low birth rates for the locals, because they follow the secular societal standard of having one kid so you can enjoy life. South Asians could be living in a shack and still have 5 kids. We make fun of that in the west, and now our population is on a nosedive.
Identity Attack0.15945168
Insult0.06442356
Profanity0.03915693
Threat0.008492245
Severe Toxicity0.005645752
Low Tox 0.165053 Constructive 0.796
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Happiness and joy are largely natural e. first time you hold your baby child/grandchild/niece/nephew etc. No one ever taught you to feel what you did in that moment. Hate and bigotry are learned. From family, …
Happiness and joy are largely natural e. first time you hold your baby child/grandchild/niece/nephew etc. No one ever taught you to feel what you did in that moment. Hate and bigotry are learned. From family, school, friends, TV (hello Fox News), internet (influencers, comments made by others). Hatred and bigotry also require work and effort. To maintain your hatred, you need to apply an effort. Like building a fire. Once it begins to start, need to add sticks, wood etc. Not the case with happiness and joy
Identity Attack0.018068384
Insult0.07333439
Profanity0.026044132
Threat0.009540852
Severe Toxicity0.0041770935
Low Tox 0.16098402 Constructive 0.62
Sep 17, 2025 1 likes Why Canadians Are Turning Against …
I have only one question.. why is the government allowing them into the country ? What is the reason and who is it benefiting??? As I commented before , my parents came to Canada in …
I have only one question.. why is the government allowing them into the country ? What is the reason and who is it benefiting??? As I commented before , my parents came to Canada in 1966 I was just a baby , Canada had endless jobs in manufacturing, and especially in the construction sector , I will say that immigrants back then , Italians , and Portuguese really built this country , the men and women worked sometimes two jobs , no hand out from the government , no sick days , Canada was beautiful growing up , .. that’s how I remember it , other immigrants followed , from Poland , and then the Indians started to come in by the 80”s .. fast forward to now , I’m embarrassed of our country , it’s disgraceful and disgusting, the transition from back then to now , I feel like I’m living in India , dirty , scammers , gangs , thief’s , murders , ignorant , entitlement; disrespectful etc .. facts , one thing that I can’t wrap my head around is the language barrier , why are these people working in customer service ? Why are they dealing with the public ??? Why are they in the health care industry, nurses , doctors etc , when they can’t speak the language???? Why are they accepted in these highly skilled positions? Just because you have the skill ? Isn’t knowing the language and being able to communicate a requirement regardless what job you have ? Why is the government allowing them in this country and then paying for them to have all these resources available to them ? Why ?? We need to start helping the people that have contributed to this country , that paid taxes and their dues FIRST … we do not have enough affordable housing , jobs , hospitals ,etc .Canada has falling , they are a financial strain on this country , it needs to STOP.. this isn’t the 60”s anymore Canada is to the max , no opportunity here anymore , send them back !
Identity Attack0.06249457
Insult0.05964688
Profanity0.018324144
Threat0.0072106146
Severe Toxicity0.0032043457
Low Tox 0.12260055 Constructive 0.724
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
We are getting way too many from other countries not only India. So everyone's gotta remember that we are getting massive loads from other very populated countries. It's gotta be engineered to help offload their …
We are getting way too many from other countries not only India. So everyone's gotta remember that we are getting massive loads from other very populated countries. It's gotta be engineered to help offload their countries of their populations, which in many countries they are packed like sardines. I already left the GTA thinking I would be relieved of this, but no, only slightly. They are in every town. I feel like the government harmed me indirectly because I opposed what the government did, so I took it upon myself to move, and yet, my problem was not solved. Africans, Indians and various Arabs are most in my neighbourhood, now. We are 3 hours away from Toronto. If you here in the comments section plan to move, then find a pocket at least 8 hours away from all the major canadian cities, but closer to some smaller towns.
Identity Attack0.0775651
Insult0.04852104
Profanity0.046922635
Threat0.011068452
Severe Toxicity0.0045204163
Low Tox 0.11652588 Constructive 0.813 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Looking like all people who are commenting here are natives..
Looking like all people who are commenting here are natives..
Identity Attack0.06340405
Insult0.030816011
Profanity0.018529098
Threat0.0068869707
Severe Toxicity0.0026130676
Low Tox 0.11057663 Low Con 0.258
Jan 18, 2026 2.9 million Canadian temporary visas …
I had a Polish neighbour in Victoria who echoed the same comments as the Polish guy at 8:00. During 2021 she became terrified that communism has come to Canada, seeing the exact same dynamics of …
I had a Polish neighbour in Victoria who echoed the same comments as the Polish guy at 8:00. During 2021 she became terrified that communism has come to Canada, seeing the exact same dynamics of tyranny being imposed during the covid scamdemic. In 2022 I escaped Canada with my family. We sold our home, I quit my career, and escaped the tyrannical travel bans against people like us. A couple months later our Polish neighbours sold their beautiful seaside home and escaped as well.
Identity Attack0.06567776
Insult0.032248367
Profanity0.012995303
Threat0.008427517
Severe Toxicity0.0026512146
Low Tox 0.10826672 Constructive 0.704 Personal_Narrative
Sep 19, 2025 14 likes Inside Canada's Indian Metropolis (Brampton)
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section. Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
Identity Attack0.0052166977
Insult0.0573046
Profanity0.016035475
Threat0.0066798385
Severe Toxicity0.0014972687
Low Tox 0.104361884 Constructive 0.804 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
I think RocaNews you need to be a little more thoughtful into your questioning. I'm also feeling like it's a little lazy to do this research and not include certain data points with it. Or …
I think RocaNews you need to be a little more thoughtful into your questioning. I'm also feeling like it's a little lazy to do this research and not include certain data points with it. Or to actually create processes/opportunities to get "newcomers" and "long-time residents" to speak together, a division of people that is far more complicated than the division you add to in this documentary. Think about your values and what the goal of this is. Reflect on this before you just go do the same elsewhere. Look at the comments. What are you adding to/contributing to relieving tension within and between communities? What is your overall purpose.
Identity Attack0.0037367835
Insult0.05144889
Profanity0.02126184
Threat0.0066151097
Severe Toxicity0.0014019012
Low Tox 0.09872158 Constructive 0.733 Meta_Commentary
Jan 22, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
In the dim glow of his rented basement apartment, Marc stared at the latest rent increase notice and whispered to himself, “Why is every square foot in Canada worth more than my future?” He scrolled …
In the dim glow of his rented basement apartment, Marc stared at the latest rent increase notice and whispered to himself, “Why is every square foot in Canada worth more than my future?” He scrolled through forums, government reports, and angry comment threads, zoning laws, all pieces of a puzzle that refused to assemble. Each explanation felt true yet insufficient, like a single brick pretending to be a house; the deeper he dug, the more the reasons multiplied without ever adding up to certainty. By dawn he closed the laptop, still ignorant, still paying, and still murmuring the same unanswerable question into the expensive silence.
Identity Attack0.008028535
Insult0.04852104
Profanity0.016889455
Threat0.007094103
Severe Toxicity0.0019454956
Low Tox 0.09438288 Constructive 0.503 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I am concerned about the comments here! Right now we need to welcome people from the US escaping ICE! We need to be humane! I agree that we need to be discerning to risky people, …
I am concerned about the comments here! Right now we need to welcome people from the US escaping ICE! We need to be humane! I agree that we need to be discerning to risky people, and there needs to be limits. But this is an emergency situation! We need to help good people who are at risk and just wanting a better life! How would you like to be in their shoes?? It would be scary! Lets be the safe place to land for these good people!! Even though I am tenth generation Canadian, we are all immigrants except for the First Nations People.
Identity Attack0.024600167
Insult0.024640027
Profanity0.01627459
Threat0.0077025536
Severe Toxicity0.0018310547
Low Tox 0.06104896 Constructive 0.859
Dec 29, 2025 Deportations From Canada at Their …
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not …
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not “abusing the system.” this was the program for people that came here legally and are working. To qualify for the PEQ, they had to be working full time, they pay taxes, they speak the language. They’re fixing our roads, keeping hospitals running, welding, machining, doing the jobs most of us take for granted every single day. The hard truth is that Canadians have stopped having enough children, and we simply don’t have enough young people with the skills to fill these roles. Yes, we absolutely should invest more in education and trade programs for our youth — my employer clients are begging young people to become mechanics, welders, skilled workers, often in the regions. Most don’t take those jobs, and even when they do, training takes two to three years. Our industries need people now, or parts of the economy will stall, and that affects all of us as Quebecers and Canadians. These workers are not asking for charity. They are already on the front lines keeping key sectors alive. Ending programs like the PEQ doesn’t punish “illegals” or “free riders”; it punishes people who are already integrated, working, and contributing to the society we all share. Also, all they are asking is for the new rules to not be applied to them retroactively, only for those coming new into the country, otherwise it is rug pulling those already here that played by the rules, and when the government does it to us we don't like, on principle of fairness, whatever you think of the numbers, too high too low, doesn't matters, it is the least we can all get behind as humans.
Identity Attack0.008583503
Insult0.028281843
Profanity0.01893901
Threat0.007197669
Severe Toxicity0.0017166138
Low Tox 0.058737632 Constructive 0.841 Personal_Narrative
Nov 22, 2025 Quebec Ends Economic Immigration Program …
If This Comment Gets 10K Likes, Tyler Should Visit Brampton For A Part 2 (So He Can Investigate The Safety
If This Comment Gets 10K Likes, Tyler Should Visit Brampton For A Part 2 (So He Can Investigate The Safety
Identity Attack0.004402745
Insult0.017485369
Profanity0.017436003
Threat0.009696201
Severe Toxicity0.0021076202
Low Tox 0.049089402 Low Con 0.178 Question
Feb 12, 2026 Inside Canada's Indian Invasion...
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question 215. One time only—yes, one time only. Then I took the test, and on my first attempt I passed with 15 correct answers out of 20. I honestly can’t believe it. I didn’t realize how much I knew until I was sitting there answering the questions. About 50% of them came directly from the first 215 questions in the video. I am truly, deeply grateful to everyone who worked on this video. It’s not just good—it’s amazing. After nine years of struggle with this citizenship journey, I finally feel like I can breathe… like I can fly a little. Thank you all, from the bottom of my heart. 🤍
Identity Attack0.0037922803
Insult0.020256994
Profanity0.021603432
Threat0.007573096
Severe Toxicity0.0016975403
Low Tox 0.044636376 Constructive 0.713 Personal_Narrative
Jan 25, 2026 4 likes Canadian Citizenship Test 2025 – …
just one point i’d like to make is the comment you made asking “native canadians” but you spoke to just non-immigrants. there are indigenous people in canada that are actually native to the land. those …
just one point i’d like to make is the comment you made asking “native canadians” but you spoke to just non-immigrants. there are indigenous people in canada that are actually native to the land. those are the native americans.
Identity Attack0.034816213
Insult0.016100928
Profanity0.010638315
Threat0.0058157085
Severe Toxicity0.0011110306
Low Tox 0.044141594 Moderate Con 0.441 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Liking and commenting 4 seconds in as a Ontario citizen
Liking and commenting 4 seconds in as a Ontario citizen
Identity Attack0.004994711
Insult0.012832909
Profanity0.010604155
Threat0.0063367756
Severe Toxicity0.0009870529
Low Tox 0.027206551 Moderate Con 0.394 Meta_Commentary
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.