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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: "As A Indian While watching …" 71 comments · Page 3 of 3
🏡Indian real estate agents - 🚩please explain why almost all listings on RealtorD0Tca for Toronto, Canada are under Indian Real estate agents? They try to take over all real estate. They get a lot of …
🏡Indian real estate agents - 🚩please explain why almost all listings on RealtorD0Tca for Toronto, Canada are under Indian Real estate agents? They try to take over all real estate. They get a lot of homes through mortgage fraud (watch the CDC report), to rent out as rooming houses, and they are a big reason for the housing shortage. Please do not buy from them if they are the selling agent. They are known to put harmful hidden clauses in the documents to get more money out of you than the list price, then you find out after the sale closes. They did this to one lady who bought her first home, and when the details were revealed AFTER closing, she had to file for BANKRUPTCY to clear her name and start her financial life again. DO NOT do the deal if they are the selling agent, and NEVER sign any paperwork they give you. We call it P----i paperwork. Do not sign it. Period. If they are the selling agent, walk away. Please spread the word. Their behavior is an ORGANIZED assault on the Canadian real estate and financial system, and it demands Canadians to deliver an organized response in rejection of this behavior. Boycott.
Identity Attack0.20680901
Insult0.1669316
Profanity0.07320584
Threat0.01187109
Severe Toxicity0.008354187
Low Tox 0.25462922 Constructive 0.661 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
all Indian should watch this and think about how panjabi are
all Indian should watch this and think about how panjabi are
Identity Attack0.2831485
Insult0.07745308
Profanity0.08710717
Threat0.023371955
Severe Toxicity0.0125103295
Low Tox 0.25462922 Moderate Con 0.322
Jan 27, 2026 Inside Canada's Indian Invasion...
Bogus claims and cheating the system in the government coz mostly are Indians descent in the offices especially in the country Canada. Better watch the government employees around the country and provinces.
Bogus claims and cheating the system in the government coz mostly are Indians descent in the offices especially in the country Canada. Better watch the government employees around the country and provinces.
Identity Attack0.2463217
Insult0.08558089
Profanity0.017436003
Threat0.0070164283
Severe Toxicity0.0044059753
Low Tox 0.23667802 Moderate Con 0.425 Unverified_Claim
Dec 15, 2025 1 likes IRCC Names India in Study …
I can't tell if half of these comments are watching the same video as me. I understand there are issues with Canada's current immigration policies and certainly, purely by numbers, there are a lot of …
I can't tell if half of these comments are watching the same video as me. I understand there are issues with Canada's current immigration policies and certainly, purely by numbers, there are a lot of immigrants moving to Canada, but I'm genuinely convinced the people in the comments watched the first half of the video and then turned it off. So many weird comments, ranging from "they're bad drivers!" to "I moved away from Brampton because of this problem" (what problem?? Indian people??). In the second half of the video, all three of the religious buildings they entered had extremely kind-hearted people, with free food for ANYONE to enjoy. Again I understand things aren't perfect, but it would seem a lot of people are using "immigration policies are allowing immigrants in too fast" to justify their hatred of Indian people.
Identity Attack0.20878418
Insult0.08831572
Profanity0.053435806
Threat0.0076119336
Severe Toxicity0.0060653687
Low Tox 0.22980402 Constructive 0.81 Meta_Commentary
Sep 20, 2025 57 likes Inside Canada's Indian Metropolis (Brampton)
They don't have data. Video caption on screen is absolutely misguiding. The video caption mentioned 79000 as a figure and then the captions was mentioning Indians. If you watch the video, then we realised that …
They don't have data. Video caption on screen is absolutely misguiding. The video caption mentioned 79000 as a figure and then the captions was mentioning Indians. If you watch the video, then we realised that they don't have the actual DATA. This makes video absolutely misleading because those who just read caption will accuse INDIANs.
Identity Attack0.26663736
Insult0.061801232
Profanity0.02795705
Threat0.0103175985
Severe Toxicity0.005340576
Low Tox 0.21776234 Constructive 0.511
Sep 29, 2025 IRCC Names India in Study …
It’s sad being a born Canadian and watching the land I love turn into an income battleground. Nobody wants to hire someone with the thought of training. They want people with experience but won’t give …
It’s sad being a born Canadian and watching the land I love turn into an income battleground. Nobody wants to hire someone with the thought of training. They want people with experience but won’t give the experience to those who lived here and need it. They’d rather hire someone from somewhere else that has experience and then fails to follow through as the born and raised person given the opportunity would. The amount I’ve seen white people fight to work and work fighting to keep their job burning themselves out when they’re easily replaceable by someone for a fraction of the cost and needing 3 people in their place since most immigrants are extremely lazy, especially after getting the pr. I’ve watched so many eastern Indians start to work full time. Hardly do anything until they get their card then drop off the map of actual work being done only to move to Ontario. Meanwhile I apply to countless jobs and don’t get one call back in 2 years with experience. Don’t even get me started on housing..
Identity Attack0.21668483
Insult0.06652143
Profanity0.025770858
Threat0.0083886795
Severe Toxicity0.0051498413
Low Tox 0.20195828 Constructive 0.643 Personal_Narrative
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
I have watched this video and i just want to say that indian people from Hindu and sikh or any other community except muslims will respect canadian culture and rules of Canadian govt. They are …
I have watched this video and i just want to say that indian people from Hindu and sikh or any other community except muslims will respect canadian culture and rules of Canadian govt. They are hardworking. I also request people from the community as mentioned above, please respect the nation and their culture and don't try to make Canada to India.
Identity Attack0.27682206
Insult0.04910661
Profanity0.019485557
Threat0.0070164283
Severe Toxicity0.004196167
Low Tox 0.19939905 Constructive 0.747 Identity_Assertion
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Too many generalizations in the comments section....they, them, we, all, Indians, students, etc.. Use that energy and go to your MPs and complain and make change. Stop spreading hate and definitely don't go out after …
Too many generalizations in the comments section....they, them, we, all, Indians, students, etc.. Use that energy and go to your MPs and complain and make change. Stop spreading hate and definitely don't go out after watching social media and act out that hate.
Identity Attack0.078392304
Insult0.06921569
Profanity0.017026093
Threat0.007961469
Severe Toxicity0.002822876
Low Tox 0.17545098 Constructive 0.628 Call_To_Action
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent …
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent homelessness! When we first came here (20+ years ago from Ethiopia), we couldn’t find work and faced homelessness. Our extended family came thru and let the 4 of us stay in a small 1 bedroom in the basement until we could get on our feet. By having a room to be safe in, we avoided a lot of the consequences of homelessness that would have made getting back on our feet exponentially difficult. What I have found shocking now to see as a Canadian of 20+ years is my non-immigrant Canadian friends who will watch quietly as their family members fall under the poverty line and towards homelessness, avoiding inviting them in to not “disrupt their peace” at home. I’ve had random family of friends stay with me in hard times to avoid them being on the street while my generally kind friends (at least to others!) did not take them in. This individualistic mindset of the West really means if you have a low point in life, you will plummet to rock bottom…. Ofc homelessness and poverty is multifaceted but a more collective approach to community would also reduce the burden!
Identity Attack0.17614605
Insult0.060927123
Profanity0.021466793
Threat0.008414571
Severe Toxicity0.004787445
Low Tox 0.1587729 Constructive 0.879
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Who’s here before 1 million Indians watch this?
Who’s here before 1 million Indians watch this?
Identity Attack0.11280017
Insult0.028722567
Profanity0.024541125
Threat0.011612174
Severe Toxicity0.0047683716
Low Tox 0.15103401 Low Con 0.266 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — …
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — and for what? To watch elected officials sit in Parliament and turn Canadian issues into a circus. It feels like half the time they’re more interested in scoring cheap political points than actually solving anything. The constant bickering, yelling, and rehearsed “outrage” looks less like leadership and more like a never‑ending performance meant to distract us from how little actually gets done. How much do you think each of them makes just sitting there doing nothing all day, and calling it a job. THE REAL CROOKS OF CANADA Politicians. Blame the Indians who come to work in Canada when send billions to Ukraine. WAKE UP CANADA TO REAL PROBLEM
Identity Attack0.026609946
Insult0.07016616
Profanity0.020168742
Threat0.008077981
Severe Toxicity0.0027656555
Low Tox 0.12867521 Moderate Con 0.49 Policy_Critique
Feb 5, 2026 Inside Canada's Indian Invasion...
watching this before the Indian Canadian population try to take this video down ❤
watching this before the Indian Canadian population try to take this video down ❤
Identity Attack0.10221587
Insult0.028502205
Profanity0.02023706
Threat0.01119791
Severe Toxicity0.004234314
Low Tox 0.12520397 Moderate Con 0.332
Jan 27, 2026 Inside Canada's Indian Invasion...
I know a non Indian guy, he speaks and acts like an Indian when he interacts with them. He's not mocking them, he's just got an ability to mirror them. It's fascinating to watch.
I know a non Indian guy, he speaks and acts like an Indian when he interacts with them. He's not mocking them, he's just got an ability to mirror them. It's fascinating to watch.
Identity Attack0.1035157
Insult0.032028005
Profanity0.05243378
Threat0.008945347
Severe Toxicity0.0036811829
Low Tox 0.11316007 Constructive 0.667 Personal_Narrative
Oct 24, 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...
i was watching this thing long time and it was my clear understanding that it is a some sort of government political bribe to Indian government every single student and teacher was watching this thing …
i was watching this thing long time and it was my clear understanding that it is a some sort of government political bribe to Indian government every single student and teacher was watching this thing my son and lot of canadian citizen student in george brown college could not get CO-OP so they could not carry on education while overseas student specially Indian student got CO-OP either in my company . when i call my MMP they didn't reply so far now these student are working in Tim Horton
Identity Attack0.052035484
Insult0.025413504
Profanity0.014259194
Threat0.006848133
Severe Toxicity0.0020980835
Low Tox 0.08083374 Constructive 0.662 Personal_Narrative
Oct 6, 2025 IRCC Names India in Study …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me. Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate. However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers". I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term. Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Identity Attack0.026810925
Insult0.027218282
Profanity0.022354934
Threat0.0074436385
Severe Toxicity0.0024795532
Low Tox 0.0665887 Constructive 0.817 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
Was watching this, being stuck on TTC traffic. Not even in rush hour with a full bus of ppl loudly on their phones speaking Indian + watching loud videos without Earbuds also in that language. …
Was watching this, being stuck on TTC traffic. Not even in rush hour with a full bus of ppl loudly on their phones speaking Indian + watching loud videos without Earbuds also in that language. Being 25 minutes delayed on my "35 minute" trip
Identity Attack0.022590388
Insult0.018774498
Profanity0.020373698
Threat0.007909686
Severe Toxicity0.0019741058
Low Tox 0.054531995 Constructive 0.52 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small Punjabi student population, the students for the most part were not hassled nor did they hassel back. My next and biggest Indian experience was a job from 1984-1991 I worked for an Indian family and got to see a portion of Toronto's Indian population. Culturally there were big differences however I enjoyed my experience working with them. My point being you say in your video 'sudden indian.' this is 2026 and I have been experiencing as have Canadians, the Punjabi culture for over 46 years so this is not a sudden or new occurance. And lastly as far as cultures from other countries go, having Hindu's or even Sihk's as neighbors is far better than other ethnic possibilities, so I do not have any issue with Punjabi Canadians! Anyhow continue your video just wanted to add my comment as I am living in Canada with Indians and want to express my opinion.
Identity Attack0.042292643
Insult0.020063626
Profanity0.021603432
Threat0.008311004
Severe Toxicity0.002632141
Low Tox 0.05378982 Constructive 0.888 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its drawbacks. When I came here, my immediate instinct was not to change everything to how it was back home...It was rather to learn the culture and values of Canada too (which I know is in and itself a mixture of multiple cultures). If you are reading this my fellow Indians, It is truly my most humble request to remember that you don't have have to quit your culture, but that does not mean that you make no effort or take part in involving yourself in other cultures or mock them. You have the chance to better a country that has offered YOU a better life. Please don't ruin things for other immigrants or Canadians. We are resilient, and we can choose the best of both worlds.
Identity Attack0.035331827
Insult0.020837102
Profanity0.018324144
Threat0.0071070488
Severe Toxicity0.0020980835
Low Tox 0.05354243 Constructive 0.863 Personal_Narrative
Nov 1, 2025 78 likes Inside Canada's Indian Metropolis (Brampton)
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 in just the last 20 years. We tried to cover this topic, respecting both the long-time Brampton residents, many of whom are angry about the changes to their city, and the Indian community, which was extremely welcoming of us. Thank you all for watching. Also, we're on our way to the UK and are looking for story recs in England and Scotland.
Identity Attack0.024600167
Insult0.018258847
Profanity0.024951037
Threat0.010887212
Severe Toxicity0.0028800964
Low Tox 0.050326355 Constructive 0.796
Sep 18, 2025 774 likes Inside Canada's Indian Metropolis (Brampton)
Also, for those watching who have never lived in Canada, here's a fun little experiment you can try: Go to Radio Garden and go to Brampton's radio stations. Try to find a station in English …
Also, for those watching who have never lived in Canada, here's a fun little experiment you can try: Go to Radio Garden and go to Brampton's radio stations. Try to find a station in English or French (The official languages of Canada). You may or may not notice a pattern. At the time of writing this, out of 6 stations, 5 of them are indian or punjabi.
Identity Attack0.023193322
Insult0.012452906
Profanity0.011697251
Threat0.006537435
Severe Toxicity0.001115799
Low Tox 0.031449065 Moderate Con 0.466
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)

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.