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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "She didn't work in her …" 70 comments · Page 3 of 3
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live …
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live a better lives. They didn't know after they came here for work and or college/university they become in major debt. They said that they're in a luxury debt and never getting out of debt knowing that they're stuck in Canada and can't be allowed to leave unless they pay off the debts. That's 100 % wrong to do that to people when they know they don't feel welcomed and want to go home. I'm a metis Canadian and I had to leave Ontario to find affordability and miss my home. GOVERNMENT THIS IS YOUR FAULT AND YOU KNOW IT! Let them go home in debt. You made this mess. FIX IT! Including the baby boomers that made the problem started 8 % rate interests to buy houses. That was a mistake that should be bought 1 house and nothing else. I forgot to add something. The uber driver told me that india doesn't know that it's a debt luxury trap that you can't leave unless you pay your debt. He felt alone and found some people and the internet to make himself feel better temporary. TEMPORARY! He hates it here, but he respects Canadians. He feels sorry for the new ones that are coming to become debt trap. It's the same for the pharmacy. She got into college to be a pharmacy and bought the store. She is on low income but doesn't qualify for any supports like benefits to pay off her medical things. The reason she can't because they'll see the pharmacy store is income. Wait what? So she doesn't quilify for benefits because she's making income to pay off her massive loan to do her job. It's not enough to live by as what she told me. She also does misses home, but also traped in luxury debt. This is what I have learned so far. I went through a car accident and coudln't get out of the car. I thought in Brampton, Ontario was the rudest people on the planet, but was saved by the angels of indian people saved me out of the vehicle from the smoke. I still thank you! There is still good people out there and some are stupid people out there. Keep it up because being kind gets you to be positive to others and make things better when the world is fcked right now.
Identity Attack0.060675595
Insult0.03566399
Profanity0.019348921
Threat0.0074824756
Severe Toxicity0.002822876
Low Tox 0.11129999 Constructive 0.816
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
I immigrated to Canada in 2015. I didn't want to work, why?? I didn't want to take a job away from a Canadian who was born here.
I immigrated to Canada in 2015. I didn't want to work, why?? I didn't want to take a job away from a Canadian who was born here.
Identity Attack0.09576365
Insult0.022706337
Profanity0.0138151245
Threat0.006479179
Severe Toxicity0.0025558472
Low Tox 0.11036996 Constructive 0.559 Personal_Narrative
Aug 29, 2025 Why Canadians Are Turning Against …
Those jobs were viable for years but Canadians didn't want them because their min wage and lousy hours and conditions. Theses people have a real work ethic and they want to succeed . The average …
Those jobs were viable for years but Canadians didn't want them because their min wage and lousy hours and conditions. Theses people have a real work ethic and they want to succeed . The average age in Canada is fifty seven. Who's going to pay for the Canada Pension when weir to old to work? Hope ya don't think the rich is going to help you with no pensions and medical.
Identity Attack0.024600167
Insult0.053791173
Profanity0.012687869
Threat0.0059322207
Severe Toxicity0.0014209747
Low Tox 0.103928015 Constructive 0.602
Aug 25, 2025 Why Canadians Are Turning Against …
I’ve worked in this city since 2007 you couldn’t pay my mortgage off to move here. Tyler didn’t mention it’s rated #1 of Indian migrants outside of India in the world.
I’ve worked in this city since 2007 you couldn’t pay my mortgage off to move here. Tyler didn’t mention it’s rated #1 of Indian migrants outside of India in the world.
Identity Attack0.10221587
Insult0.023221988
Profanity0.012517073
Threat0.0062849927
Severe Toxicity0.0019359589
Low Tox 0.09958932 Constructive 0.507
Jan 27, 2026 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 worked with a lot of refugees and asylum seekers. They are generally allowed to work hwhilst waiting on their claim to be processed. My experience was they are very hard working, smart and ambitious. …
I worked with a lot of refugees and asylum seekers. They are generally allowed to work hwhilst waiting on their claim to be processed. My experience was they are very hard working, smart and ambitious. Not settling for just collecting welfare or hwhat-not. They are net contributors to Canadian society. Fortunately, the ones I knew had their claims approved. But hwhat if they didn't? hWhat if they lied/exaggerated about the persecution back home. They're still productive members of society. hWhy send em back? Better yet: Don't make em lie in the first place! Let them live and work here indefinitely just because they want to.
Identity Attack0.018470341
Insult0.03235855
Profanity0.017572641
Threat0.0069516995
Severe Toxicity0.001783371
Low Tox 0.07608539 Constructive 0.842
Dec 29, 2025 1 likes Deportations From Canada at Their …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what he was doing teaching at a community college, I'm not sure). He immigrated from India sometime in the 70's, I think, and sometimes told us stories about how he'd never seen electricity until he was well into adulthood. This was at the early stages of Indian mass immigration to the province, but the international students were already becoming a known problem in the school. They never spoke to anyone else, hung out in big groups together on campus, I swear most of them couldn't even speak English. They constantly cheated on everything and shared answers, I heard like 7 of them got failed for submitting identical lab reports one time. Most people knew they were a problem, but no one was comfortable saying anything. Except the Indian professor. He would publicly call them out for shit in class, berate them, shit talk them openly to other students. I've literally never seen anyone more angry about those Indian students than that Indian professor. It's not hard to see why, he busted his ass to immigrate to Canada, get work and get into a good university. He completed a doctorate, for Christ's sake. He didn't see a street light until he was 25, and worked his way to the bleeding edge of digital science. Now there's a bunch of lazy assholes invited in by the government brazenly trying to cheat their way to a degree in his goddamn class. I'd crash out too.
Identity Attack0.04796442
Insult0.025800243
Profanity0.018597418
Threat0.007793174
Severe Toxicity0.002193451
Low Tox 0.06579731 Constructive 0.707 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Invasion...
When I came to Canada, I paid my fees, didn’t worked until my paperwork came out, paid my taxes, no support from the government. Now the get everything for free, support from the government and …
When I came to Canada, I paid my fees, didn’t worked until my paperwork came out, paid my taxes, no support from the government. Now the get everything for free, support from the government and still try to trick the system in their advantage.
Identity Attack0.017465452
Insult0.025929155
Profanity0.012482914
Threat0.0065050707
Severe Toxicity0.0014305115
Low Tox 0.059232414 Constructive 0.54
Jan 9, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
Also, Sharia law didn't work in your home country... so how will it work in Canada?
Also, Sharia law didn't work in your home country... so how will it work in Canada?
Identity Attack0.04641757
Insult0.01617693
Profanity0.011099464
Threat0.006220264
Severe Toxicity0.001707077
Low Tox 0.058737632 Low Con 0.224
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people don't serve the Government nor any Corporation or Public/Private Partnership. This means that the Government doesn't prevent people from doing what they do and they don't use force to extort the fruit of everyone's labor to the point of enslavement. In 1896 and throughout my Grandfather's life from 1902 to 1976, one would do for themselves if they weren't working for someone else. In other words, you found something needed be done, something the community around you required or was lacking, you opened shop and got after it. You can't work today because you require licensing for everything, you require permission for everything, everything is regulated. People have it in their minds that it's so much better today then it was then, that it's "safer". But it's not, that's a lie. My family, although never wealthy, ate good food, always had a roof over their heads, plenty of family around and always had something to do or at least could always find something to work at. Most importantly, they always had hope because they had freedom. No one has any hope anymore and the people coming here aren't just bringing their culture to overtake our culture, they are coming with anger. With envy, resentment and malice. My family didn't come here with those things, they came to Canada with hope and determination to integrate and prosper with freedom. The other side of my family fled Bolshevism when they left Russia and came here and that side had the exact same hope in freedom to work hard and prosper. Now all generational wealth, freedom, prosperity and hope is all but completely stolen. We don't need more regulations. We don't need more benefits. We don't need more Government. We need less, we need it all to go away because I know for a fact, you give people the freedom to go about their lives, the society or community they form, always tends towards peaceful, prosperous organization. You give people the freedom to build and produce and they'll get after it immediately and that opens the door for all other manner of trades and skills that just fill any hole in a community or society. And that's a fact about the organizational tendencies of human beings. There's nothing stopping us from providing for ourselves but a cartel Government in the business of extortion and human enslavement. They foment chaos and division in order to justify the revoking of more freedoms to enslave more people. People themselves, they look to get along, get to work, raise families and, as best they can, enjoy life. Once we start expecting a Government to take care of us we've institutionalized prisoners who have lost all human dignity. When you "buy in" to all the rhetoric of so called autonomy, ask yourself, how autonomous are you without a family? Just because you're alone in a box in a city, stacked one on top of the other, weighted down by a landslide of rules, collecting benefits from the Government, doesn't make you autonomous. People say, "no one can afford a family". Yet those coming in have large families and they seem to be making out just fine. It's the brainwashing of our culture that set us up. Over time we've convinced the proper way to do things is everyone to grow up and go their own way, leaving each other relying on benefits from the government in old age or illness or whatever calamity might strike in life. There's always something that comes along. With family you have human resource, a plethora of skills and you have your "insurance", free of extortion. Everything that comes from a government is conditional and sooner or later their conditions rule over our condition, even though it's our labor that provides for them. The answer isn't more benefits, as I've said. The answer is simply less government, so we can all get to the business of providing for ourselves and helping our communities prosper. We need to do this with family because alone, we are all isolated and powerless. No one stands alone and a house divided cannot stand.
Identity Attack0.008768492
Insult0.027841117
Profanity0.016821137
Threat0.007249452
Severe Toxicity0.0016498566
Low Tox 0.057748068 Constructive 0.801
Aug 25, 2025 6 likes Why Canadians Are Turning Against …
It’s back!!!! The j33t mass report didn’t work!!!!
It’s back!!!! The j33t mass report didn’t work!!!!
Identity Attack0.003921773
Insult0.020708188
Profanity0.013917602
Threat0.00675104
Severe Toxicity0.0014686584
Low Tox 0.04735767 Low Con 0.256 Meta_Commentary
Feb 3, 2026 5 likes Inside Canada's Indian Invasion...
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to be firever students? What if they get work permit while still being student? This is very possible for the IT engineers from India, they are student here but get a job in USA or any other country and they leave. Where are the statistics of students who got married to Canadian nationals and decided to stop studying because of family expenses? It will be easy to track down the fees transfer and return of these said 8% non-compliant students. Did they get their money back? If not, then why didn't colleges paid the remaining fees back and report that non-obligatory to the study visa rules? Or, was the past govt quite about this because Canada needed cheap labor and money in other colleges accounts?
Identity Attack0.014551271
Insult0.021546122
Profanity0.013780965
Threat0.006763986
Severe Toxicity0.0014305115
Low Tox 0.0466155 Constructive 0.511 Question
Sep 29, 2025 IRCC Names India in Study …
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 – …
Dude saying he’s not a number. He’s a literally a number to the ministry. Everyone is a number. No one owes anyone anything. The majority of Canadians are asking for a cut to immigration. I …
Dude saying he’s not a number. He’s a literally a number to the ministry. Everyone is a number. No one owes anyone anything. The majority of Canadians are asking for a cut to immigration. I for one celebrate that governments are doing what the majority wants instead of catering to the few. If it didn’t work out, that’s too bad.
Identity Attack0.0076585566
Insult0.017872108
Profanity0.011355659
Threat0.0062979385
Severe Toxicity0.0008249283
Low Tox 0.034984488 Constructive 0.661 Policy_Critique
Nov 20, 2025 82 likes Quebec Ends Economic Immigration Program …
What a surprise 😮. It’s taken this long to figure it out ? why didn’t you just look around?? Plus look at who is filling the majority of the Canadian government jobs and what community …
What a surprise 😮. It’s taken this long to figure it out ? why didn’t you just look around?? Plus look at who is filling the majority of the Canadian government jobs and what community they belong to. 😮 no no that wouldn’t be possible!! would it!! Maybe you should be doing a better job at supervising the government employees. We all know that the expectations are those of just having a warm body to work in the Government and not ask any questions, all else is secondary.
Identity Attack0.003385304
Insult0.017292
Profanity0.011389818
Threat0.005757453
Severe Toxicity0.00079631805
Low Tox 0.030977672 Moderate Con 0.338 Unverified_Claim
Nov 13, 2025 IRCC Names India in Study …
An Uber driver was upset while telling me that he has family who have lived in the country for over 10 years but still refuse to learn English. They seem to want the benefits of …
An Uber driver was upset while telling me that he has family who have lived in the country for over 10 years but still refuse to learn English. They seem to want the benefits of living here, but not to embrace the culture that makes this country great. It feels like we’re losing a battle most people didn’t even realize was happening. A government is meant to serve its people, yet it often feels like ours is working against us.
Identity Attack0.0063266335
Insult0.015644927
Profanity0.010774951
Threat0.0063367756
Severe Toxicity0.0007343292
Low Tox 0.029092113 Constructive 0.718 Personal_Narrative
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
My sister was going to immigrate to Australia from South Africa with her family. They expected her to be able to take care of them for 5yrs, have a certain amount of money to do …
My sister was going to immigrate to Australia from South Africa with her family. They expected her to be able to take care of them for 5yrs, have a certain amount of money to do so. That wasn't a problem as she owned a medical supply company and was a registered nurse,trained in Canada, worked in Florida for 5yrs. The only metric she didn't meet was age, she was over 45, rejected 😢
Identity Attack0.010729378
Insult0.010286893
Profanity0.010604155
Threat0.006168481
Severe Toxicity0.0007867813
Low Tox 0.025085296 Constructive 0.766 Personal_Narrative
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Guys, they didn't "lose control". It works exactly as the federal government intended.
Guys, they didn't "lose control". It works exactly as the federal government intended.
Identity Attack0.0026083488
Insult0.009089886
Profanity0.010894509
Threat0.0062849927
Severe Toxicity0.0006055832
Low Tox 0.01419965 Low Con 0.265 Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
That's working even if you work for family or a friend..didn't understand that comment
That's working even if you work for family or a friend..didn't understand that comment
Identity Attack0.0022661188
Insult0.008272881
Profanity0.0113385795
Threat0.006045496
Severe Toxicity0.000603199
Low Tox 0.01419965 Constructive 0.525 Question
Sep 27, 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.