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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: "Coming from a white canadian …" 59 comments · Page 3 of 3
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto …
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto shelters in what seemed like a blink of a eye every shelter became 80% north African Muslim men ,they were given cash allowances to buy their own food $80 a day plus welfare cheques once a month boosted up with TTC allowance $157 clothing allowances and yes they were all given money to buy laptops and smart phones apparently so they can keep in touch with their families back in Africa, in the last shelter I stayed in there was only 6 white Canadian born homeless people living there and 94 north Africans whom we started to notice were being housed only to have the next one take up their cott space housed yes and when we started looking into how they were getting housed so fast when we were apparently on a 37,000 name waiting list for housing with our housing workers telling us it will take 10 years if we are lucky then we found out about the secret housing program that these fresh off the boat immigrants were getting market value apartments of their choice you pick the government pays one African we befriended ( he wasn't a believer in Islam shush or they'll kill him) got a 1 bedroom condo apartment over looking Toronto's Island airport $2,700 a month and the government payed for all his furnishings, so now we knew and we approached the on site housing workers asking why we weren't told about COHB at first they tried to deny it existed but researching we had all the information first these COHB forms were to be handed out to those with seniority length of stay so as to cut out on abuse being that they are worth over $250,000 after ten years of paying your rent as in free housing for life , then we discovered the staff were making false entries on our files claiming some of us lost our seniority for fighting claiming we were kicked out for 14 days others for smoking violations what they didn't think we knew was on admission to any shelter you sign a agreement that they are videoing you and keeping a file on you that also stated we are allowed to have up to date copies of our files then during the 2 weeks we were supposedly kicked out we asked for the videos from that period once they realized we had a advocate working for us who a l so supplies lawyers to us should we need so they got caught then management called us all up for a meeting and that's when we hit him with a bombshell yes the shelters are staffed with immigrants from the same African countries this Hoard is coming from and we have a sworn statement saying they are charging $10,000 for these guaranteed housing forms yes $10,000 that's what our none Muslim African shelter friend payed for his form and why he's now living free in easily close to a million dollar condo and believe me the cars parked there show it, ok so after we busted them guess what 6 whites who were all born in Canada and have lived a average of 3.5 years in a shelter all got housed in apartments of our choosing mind we did get ours fully furnished by the government like all these illegal Christian hating islamists get free housing free food free clothing free medical free dental free prescription drugs and a free huge monthly welfare cheque Rebel news please contact us we want every Canadian to know what's going on and how we Canadians are being left out, p.s just go to any money transfer business at the end of the month and you'll see line ups of these north Africans wiring money back to their wives and families even boxing up all the mountains of free clothing sending it to Africa same what they're doing with all the prescription drugs they are getting for free everything is about making money taking taking taking not putting anything back , now I sleep soundly no one stealing my belongings no more catching a different cold every week no more being called a filthy infidel which seems to be their favorite word COHB look that up and if your living paycheck to paycheck working 2 jobs just get to a shelter say one with 94 Africans who will all be housed shortly leaving you the most seniority easy peasy but remember to keep a eye on your file for false entries or borrow $10,000 to buy one
Identity Attack0.20878418
Insult0.0777699
Profanity0.025770858
Threat0.007819066
Severe Toxicity0.0075531006
Low Tox 0.20102765 Constructive 0.78 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
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)
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people will gladly intergrade, but Canadian borns won't welcome it. Walk with me- I'll use food for an example. Every other grocery store is middle eastern/asian/african in Brampton and its becomes harder finding more western style food. I love international food, I cook it often but if you're used to burgers and pizza and only know how to make spaghetti it feels like a 'take over' These people want what they want and even though all these places are free for you to also enjoy they don't like it cause it's too 'foreign' to them. It doesn't mean there isnt still a No Frills or a Walmart or Metro, but because the african and halal store are closer and more frequent it seems like more of a convenience to others and not to you. When people say we're multi-cultural, they mean 'yeah he's brown or black but he keeps it to himself' They aren't going to go to that Sikh temple giving free food, and only go to the church at the beginning even though they're welcome to both. It's the same for Diwali and other things, white people dont care to be interested in those things, and just wonder why they get to have it at all. I do agree with that indian lady at the beginning though, with lax immigration you come in feeling like you don't need to do anything to assimilate. They're doing themselves a disservice by only helping themselves. I hate stereotypes being perpetuated onto people but like that Pakistani guy said too, you live in a bubble and you don't pay attention to that. You can go days without speaking english to someone. You can't immigrate somewhere and shut out everyone already there. I get you may not feel welcome by the white people like the ones in the beginning and so you dont mess with them, and its easy not to. But there needs to be openness with helping everyone benefit from multi-culturalism and not just some of us. There are issues with immigrants not wanting to go outside their bubble and for canadians not to want to either, It'll be hard to (with the current issues we're facing as a country) to actually blend together more.
Identity Attack0.25140062
Insult0.061101943
Profanity0.02392626
Threat0.008181547
Severe Toxicity0.0060272217
Low Tox 0.1883923 Constructive 0.849
Oct 4, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
As a Canadian, I work in healthcare in the disability sector, and I am extremely frustrated with what I am seeing the Indian population taking over the sector. There are ongoing issues with Indians who …
As a Canadian, I work in healthcare in the disability sector, and I am extremely frustrated with what I am seeing the Indian population taking over the sector. There are ongoing issues with Indians who cannot communicate clearly in English with clients. This has resulted in serious confusion and, on several occasions, situations escalating into violence. Clear communication is essential in healthcare, and this failure puts vulnerable clients at risk. Clients are not being provided with proper meals that meet their dietary needs. Instead, food is often prepared without consideration for the client’s usual diet, which has caused clients to become physically ill. On top of that, basic food safety practices are not being followed at all. To make matters worse, the company does not provide proper foodsafe training, despite it being a legal requirement. There are also major professionalism issues. Some Indians arrive late to work—sometimes by hours—and give excuses with no consequences. I have documented these incidents and reported them to upper management, yet nothing is done. During shifts, 90 percent of Indian staff sit in the office for long periods, leaving clients unattended except for basic cooking. This can go on for days until white staff are scheduled. One incident that really stood out involved a client returning from a doctor’s appointment. When I asked how it went, I was told the client “had something on his head” and needed to use a cream. When I asked what the condition was or whether it was contagious, the Indian staff member did not know what the word contagious meant let me remind you I work in health care. I later learned from the client’s mother that it was a fungal infection information that should have been clearly communicated immediately for everyone’s safety. I am exhausted by the lack of standards, accountability, and training in this workplace. If you are going to work in healthcare in Canada, you must be able to communicate effectively, follow food safety laws, show up on time, and provide proper care. Lowering standards for the Indian population puts vulnerable people at risk, and management allowing this is unacceptable. If your coming to Canada follow are values and beliefs are stay in India.
Identity Attack0.17303948
Insult0.061276767
Profanity0.017845914
Threat0.009592636
Severe Toxicity0.0046920776
Low Tox 0.15766735 Constructive 0.81 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Frankly, I don’t blame the Indian people. Most of them seek better opportunities and stability, and their decision to migrate is often driven by economic hardships, political instability, or a lack of educational resources in …
Frankly, I don’t blame the Indian people. Most of them seek better opportunities and stability, and their decision to migrate is often driven by economic hardships, political instability, or a lack of educational resources in their homeland. Why would they not accept coming here if they see potential for a brighter future ? Furthermore, they don’t have pathways to citizenship offered by the government; there are no well-defined courses or integration programs designed to help newcomers become fully part of the society. Instead, they are arriving in basically what is a new India. They are welcome with open arms and new rights as Canadians, without the responsibilities that SHOULD go with it. So, the entire culprit is our Canadian government. This situation is part of a much larger, global agenda aimed at sowing division among populations to weaken national unity. The phrase _Divide et Impera_ (Divide and Conquer) highlights this tactic. The Canadian government is orchestrating this strategy, intentionally aligned with the nefarious 2030 agenda. This agenda calls to flood the White Christian Western world with massive immigration, which will erode cultural and national identities. The ultimate goal is to strip nations of their cultural and historical identities, making their populations more dependent on the State to provide a new identity. This dependency is projected to lead to the implementation of digital identification systems, biometric tracking, and other dystopian technological measures. These politicians on both sides are NOT humanists. The overarching aim is not merely human advancement but transhumanism — merging humans with technology — which is pure evil, even demonic, a plan to transform human existence radically. A plot to erase humanity as we know it. This is also the real reason and rationale behind the trans agenda. You can be whatever you want if you identify with it. Now, how about a cyborg, the singularity or what is called humankind 2.0 ? They will try to get it with WW3. The mandates will be said to be good for us, as they will procure a false sense of security in every country on Earth. They need India to go against the Muslim world. Canada has accepted this for the novus ordo seclorum of nations. You probably heard the saying that governments are NOT elected, but selected. That’s true. Our system is an illusion of democracy. They needed these far-left Liberals for these objectives and many others. Then, when it will be too much and order for the chaos, they will count on the far right to go to war. There will be two coalitions: the Western nations + Israel 🇮🇱 + some arab countries like Saudi Arabia 🇸🇦, Jordan 🇯🇴, Syria 🇸🇾 + Ukraine 🇺🇦 + India 🇮🇳 + Japan 🇯🇵 + South Korea 🇰🇷 *VS* the Arab League + Russia 🇷🇺 + China 🇨🇳 + North Korea 🇰🇵. The worst in all of that is that Freemasonry controlled both sides and their political leaders. They play on both sides, as in WW1 and WW2.
Identity Attack0.12208464
Insult0.03588435
Profanity0.025907494
Threat0.007961469
Severe Toxicity0.003490448
Low Tox 0.13388206 Constructive 0.617 Unverified_Claim
Oct 12, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As you can tell from my name I am an immigrant from India. Been in this part of the world for almost 40 years. Educated from kindergarten with English as medium of instruction, a post …
As you can tell from my name I am an immigrant from India. Been in this part of the world for almost 40 years. Educated from kindergarten with English as medium of instruction, a post graduate degree, in IT - one of the first things I did was watch, listen and learn how things are done here. Quickly acquired accent neutrality. Please and thank you . Not litter every where. I came here on my own. Nobody requested me to come here. I considered it a privilege and I took it as my obligation to integrate, not import my values or culture here. I worked, paid my taxes and never expected a handout from anybody or from the government. I loved to be the brown dot in a sea of white. I loved my new country. After the pandemic years, things have changed. There has been a sudden browning of Canada. I didn't leave India 40 odd years ago for India to come to me. NO, I am not being racist and it is not just the visual browning either. The loud, non English speaking, profusely littering, rude, entitlement-minded, anti-social, riffraff that seem to have found their way here displacing the native, white Canadians. I so miss the "eh". I miss the polite society. Wherever I go, I see a sea of immigrants speaking their own tongue. Rude, misbehaved. Cutting you off in line. Discarding the shopping cart any where they please. I am getting older every year and I do not want to die in a country that is suddenly so foreign to me. I would love my old Canada back, please. I want my "eh"s back please. I did my part in the last elections, but lost out to "them". Are we at a point, where we can never get the old Canada back??????
Identity Attack0.062039822
Insult0.034341812
Profanity0.052934792
Threat0.009877442
Severe Toxicity0.0045776367
Low Tox 0.11202335 Constructive 0.754
Aug 25, 2025 8 likes Why Canadians Are Turning Against …
Dear everyone, Culture is a constantly changing phenomenon. If you had visited Canada 500 years ago, you would have seen Indigenous tribes living on this land with their own cultural values. Two hundred years ago, …
Dear everyone, Culture is a constantly changing phenomenon. If you had visited Canada 500 years ago, you would have seen Indigenous tribes living on this land with their own cultural values. Two hundred years ago, European culture became more prominent, but it was still a very different place from what we see today. Family values were strong, and who your family was often determined much of your future. Now, Canadian culture is changing once again. The arrival of Indian immigrants will inevitably influence Canadian culture, whether people like it or not. Some may try to resist—perhaps through a kind of “Trumpism”—but that will only provide temporary comfort. In the long run, Canadian culture will continue to evolve with the influx of newcomers. Today it is Indians; in the coming decades, it may be another nationality. The key point is to embrace change—and perhaps change ourselves in the process. For example, the rise in homelessness is tied more to social and economic issues than to immigration. Family structures among white Canadians are becoming less central in people’s lives, and religion is also losing influence. Parenting values are often shaped by fleeting psychology trends and “helicopter parenting,” leaving many children without the strong foundation they need. Perhaps there is something to learn from Indian immigrants about building families, fostering strong connections, and strengthening community ties. Thank you.
Identity Attack0.10221587
Insult0.031697463
Profanity0.015693882
Threat0.007314181
Severe Toxicity0.0031280518
Low Tox 0.11140333 Constructive 0.718 Moral_Argument
Sep 19, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. But despite being invited under official immigration programs, these communities face systemic racism and unequal treatment. 📊 Employment Discrimination: • A 2021 Statistics Canada report found that racialized Canadians earned 20% less on average than their white counterparts, even when education and experience were controlled. • South Asian immigrants specifically face higher rates of credential discounting, where their foreign education and experience are undervalued. 📊 Hiring Bias: • A University of Toronto study revealed that applicants with “ethnic” names were 40% less likely to receive a callback compared to those with Anglo-sounding names, even with identical résumés. • Another survey showed that unemployment rates for racialized Canadians are consistently 1.5–2x higher than for white Canadians. 📊 Perceptions vs. Reality: • While white Europeans continue to integrate without much resistance, South Asians are often stereotyped as “taking over” neighborhoods. • Immigrants from India and Pakistan have one of the highest workforce participation rates in Canada, working in everything from Uber and trucking to tech and medicine—contributing directly to the economy. Meanwhile, many first-generation South Asian immigrants don’t qualify for the refugee-style supports that others receive. Instead, they work long hours, often in precarious jobs, just to cover bills. The frustration often mistaken as an “attitude problem” comes from facing daily systemic barriers—being seen as “less than” despite contributing equally, if not more, to society. The underlying issue is that the old colonial mindset persists: brown immigrants are not granted the same social standing as white Canadians. Equality on paper is not equality in practice.
Identity Attack0.10221587
Insult0.030816011
Profanity0.01982715
Threat0.008103873
Severe Toxicity0.0030708313
Low Tox 0.10870059 Constructive 0.699 Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 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.