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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: "You all in Ontario and …" 271 comments · Page 7 of 11
The most dangerous part is that many of them are working as nurses now. I am a nurse and have been training these people from India. To be honest, it is very a hard and …
The most dangerous part is that many of them are working as nurses now. I am a nurse and have been training these people from India. To be honest, it is very a hard and frustrating process cos I have to teach them even the most basic skills like taking a blood pressure or covid swab cos they know nothing. Hospitals are hiring them because they believe their “ lmany” years of nursing experience in India. Then I found out that in their country, nursing is only 3 years compared to 4 years in Canada and they do not require a nursing license to work as nurses in India. They come here, go to review centres to pass the licensure exam. And the College of nurses of Ontario allow this! Nursing is stressful enough and we do not have time to teach English and basis nursing. There are still many Canadian nurses I know looking for a job but they don’t even get an invite for an interview because even the HR department are Indians. Seriously, these people need to get investigated.
Identity Attack0.08749158
Insult0.059061307
Profanity0.035900343
Threat0.008712323
Severe Toxicity0.004119873
Low Tox 0.1269396 Constructive 0.802
Sep 30, 2025 109 likes IRCC Names India in Study …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately pause all new immigration from India until systemic abuses are fixed. This is not xenophobia—it is evidence-based policy …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately pause all new immigration from India until systemic abuses are fixed. This is not xenophobia—it is evidence-based policy to protect Canadian jobs, housing, healthcare, and social cohesion from documented exploitation. 1. Failure to Assimilate: Parallel Societies Indian newcomers are building insulated communities rather than integrating: Enrolling children in private ethnic schools that teach Punjabi/Gujarati/Hindi first, Canadian history second. Erecting religious/cultural statues (e.g., Sikh soldiers, Hindu deities) that symbolize India, not Canada. Hiring almost exclusively within their networks—creating ethnic enclaves in Brampton, Surrey, and Abbotsford. Result: Two-tier citizenship where one group opts out of shared Canadian identity. 2. Systematic Fraud & Loophole Exploitation IRCC data shows India as the #1 source of immigration fraud: Diploma mills: Over 100 Punjab-based “colleges” exist solely to sell student visas. Graduates demand PR after 6–12 months of attendance. Staffing note: Many of these fake schools hire only Indian instructors and administrators. Chain migration: One student sponsors parents → parents sponsor siblings → endless loop. Elderly parents (65+) arrive with zero tax history yet access free healthcare and OAS/GIS top-ups. Driver’s license fraud: Punjabi-language road tests in India allegedly purchased for $500–$1,000; new arrivals cause chaos on GTA roads. Leadership capture: IRCC Regional Director – Harpreet Kochhar Deputy Minister (Citizenship) – Pemi Gill Director of Fraud Detection – Aiesha Zafar → 79,000+ “lost” Indian files (2024 Auditor General report). Demand their removal for incompetence and conflict of interest. 3. Healthcare & Professional Capture: Profit-Driven Abuse Indian-trained professionals now dominate key sectors and prioritize their own community: Veterinarians & physicians: Order excessive tests (MRIs, blood panels, ultrasounds) on healthy pets/patients to inflate billings. Ontario Veterinary College audits (2023) show Indian-owned clinics average 3.2× more procedures per visit than Canadian peers. Hospital wait-list manipulation: Indian-descended administrators in GTA hospitals (e.g., Brampton Civic, William Osler) fast-track Indian patients via “family referrals,” pushing Canadians to 12–18 month delays for knee/hip replacements. Pharmacy chains: Indian-owned Shoppers Drug Mart franchises in Peel Region refuse to hire non-Indian pharmacists; staff counsel Indian patients to stockpile free meds under Trillium Drug Program. Result: Canadians pay taxes for a system that now serves insiders first. 4. Housing & Resource Monopoly Real-estate bidding rings: Indian investor groups (often 8–12 families pooling funds) outbid Canadian first-time buyers by 20–40 % in Brampton, Mississauga, and Surrey. CMHC data (2024): 62 % of multiple-offer wins in these cities involve Indian surnames. Illegal basement suites: 40,000+ unpermitted units in Peel Region—90 %+ rented exclusively to Indian students/newcomers, bypassing fire codes and municipal taxes. Food-bank abuse: Brampton food banks report 75 % of users are Indian international students with $60 k tuition-paid status—yet eligible for free groceries while Canadian seniors are turned away. 5. Unsustainable Strain on Resources Birth rates: Indian-Canadian fertility ~2.8 vs national 1.4 (StatsCan 2023). Strategic demographic expansion drains schools, maternity wards, and child-tax benefits. Job displacement: Nepotism in trucking, security, and hospitality pushes Canadian-born workers aside. Example: Tim Hortons franchises in Peel Region—90 % Indian staff, zero ads on Indeed. Welfare despite employment: PGWP holders earn $18–22/hr in cash-heavy roles yet qualify for GST/HST credits and Ontario Trillium Benefit. 6. Imported Crime & Work Ethic Issues Gang violence: Brampton/Surrey now rival Toronto for Indo-Canadian gang shootings (Peel Police 2024). Fraud rings: $2 B+ in CESTB/CEBA scams traced to Punjab call centres. Workplace corners-cutting: Health Canada inspections cite Indian-owned pharmacies for fake prescriptions; MTO flags Indian-heavy trucking firms for log-book fraud. Immediate Policy Demands 180-day moratorium on all Indian visas (study, work, visitor). Close 150+ diploma mills; revoke licences of agents in Punjab/Chandigarh. End parental sponsorship for anyone over 55 with <10 years Canadian tax residency. Mandate public-school enrollment for all PR children; no public funding for ethnic private schools. Fire & replace Kochhar, Gill, Zafar—appoint independent auditors. PR points overhaul: Minimum 5 years continuous skilled work + CLB 9 English + clean police record. Healthcare audit: Cap billing per patient; random audits of Indian-owned clinics/hospitals. Housing registry: Ban cash offers >10 % above asking; require proof of 5-year Canadian income for multiple-property purchases. Canadians citizens who contributed and work hard to built this country must be prioritize. Full stop! The evidence is public, parliamentary, and police-reported. Ignore the “racism” label—protect the country before these Indians takeover completely takes over Canada.
Identity Attack0.10699738
Insult0.037980765
Profanity0.014225035
Threat0.008272167
Severe Toxicity0.0035095215
Low Tox 0.12520397 Constructive 0.581
Oct 29, 2025 Why Canadians Are Turning Against …
i hope this brings more attention to the issue, they've inserted themselves into nearly every entry-level job and infested it with their nepotistic hiring practices, it's absolutely impossible to get a foot in the door …
i hope this brings more attention to the issue, they've inserted themselves into nearly every entry-level job and infested it with their nepotistic hiring practices, it's absolutely impossible to get a foot in the door here at least in ontario
Identity Attack0.014852738
Insult0.06599696
Profanity0.020373698
Threat0.0074306927
Severe Toxicity0.0022411346
Low Tox 0.123468354 Constructive 0.51 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Why does Ontario keep voting Liberal every election? I guess they haven't suffered enough yet?
Why does Ontario keep voting Liberal every election? I guess they haven't suffered enough yet?
Identity Attack0.038167715
Insult0.04207976
Profanity0.014805742
Threat0.023889944
Severe Toxicity0.0039863586
Low Tox 0.12260055 Moderate Con 0.326 Call_To_Action
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I refuse to ever set foot in Brampton now. It used to be such a nice laid back Ontario town with a cottage feel in some ways. Now it's absolute Mumbai madness. Is it even …
I refuse to ever set foot in Brampton now. It used to be such a nice laid back Ontario town with a cottage feel in some ways. Now it's absolute Mumbai madness. Is it even considered Canadian soil anymore, because i'm pretty sure our laws no longer apply there.
Identity Attack0.048480038
Insult0.060927123
Profanity0.022286616
Threat0.0072753434
Severe Toxicity0.0028038025
Low Tox 0.119997114 Constructive 0.589
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
At one point Amazon in Ontario was hiring every foreign students illegally back in 2024 as drivers. They had to lay them all off.
At one point Amazon in Ontario was hiring every foreign students illegally back in 2024 as drivers. They had to lay them all off.
Identity Attack0.07425626
Insult0.033680726
Profanity0.014464149
Threat0.017328756
Severe Toxicity0.0031852722
Low Tox 0.11652588 Constructive 0.51 Personal_Narrative
Jan 19, 2026 37 likes Why Canada’s immigration system has …
Im from Ontario its a joke here
Im from Ontario its a joke here
Identity Attack0.052490227
Insult0.032138187
Profanity0.024199532
Threat0.007314181
Severe Toxicity0.002708435
Low Tox 0.11378009 Moderate Con 0.363 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm from southern ontario. First time I went to brampton around 20 years ago, there was a man shoeless, sweeping the sidewalk in front of his business along the highway in traditional indian garb. Brampton …
I'm from southern ontario. First time I went to brampton around 20 years ago, there was a man shoeless, sweeping the sidewalk in front of his business along the highway in traditional indian garb. Brampton has been indian for quite a while.
Identity Attack0.09245483
Insult0.04207976
Profanity0.02474608
Threat0.0074824756
Severe Toxicity0.0029754639
Low Tox 0.11305673 Constructive 0.692 Personal_Narrative
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
What baffles me is how easily the government and public colleges are shifting the blame and pretending to be like a deer in the headlight. $252 million, this is the surplus profit) that one just …
What baffles me is how easily the government and public colleges are shifting the blame and pretending to be like a deer in the headlight. $252 million, this is the surplus profit) that one just one Ontario public college had in 2024. There’s no typing error, friends, this is the number and anyone can verify it. The last I checked, these colleges are not operated or governed by immigrants, it’s us who are in charge. We are being mislead to believe that the problem lies elsewhere. Colleges made money, the feds, province , region every body made millions. Where were these auditors for 8 years. This mass influx began in 2018, so was the entire government and administration at all levels was napping.
Identity Attack0.02439919
Insult0.0623257
Profanity0.01941724
Threat0.0072235605
Severe Toxicity0.0022697449
Low Tox 0.112643376 Constructive 0.621 Policy_Critique
Sep 28, 2025 10 likes IRCC Names India in Study …
You should also make a video on the Italian invastion of the Ontario government in Canada. They've captured the goverment and are given tens of billions in government contracts and grants, back-door deals, and heads …
You should also make a video on the Italian invastion of the Ontario government in Canada. They've captured the goverment and are given tens of billions in government contracts and grants, back-door deals, and heads up on projects (413 highway) before the public knows so Italians can buy up all the land. Check out the companies that received funding from the Skills and Development fund. Mostly Italian companies and donors to his government. It's also ironic, because this government lobbied for more and more immigrants and opened up scam colleges to bring immigrants in and exploit them for low wages. But na, let's ignore all that and blame immigrants for everyone's problems.
Identity Attack0.057492398
Insult0.05203446
Profanity0.017709278
Threat0.007832011
Severe Toxicity0.0030517578
Low Tox 0.11202335 Constructive 0.582 Unverified_Claim
Mar 1, 2026 Inside Canada's Indian Invasion...
Up here in Sault Ste Marie Ontario it's gotten out of hand it's absolutely a joke that our government puts these people above us Canadians..so happy to see Tyler expose BRAMPTON.
Up here in Sault Ste Marie Ontario it's gotten out of hand it's absolutely a joke that our government puts these people above us Canadians..so happy to see Tyler expose BRAMPTON.
Identity Attack0.025203101
Insult0.060927123
Profanity0.013883443
Threat0.0076119336
Severe Toxicity0.0022220612
Low Tox 0.11192002 Constructive 0.52 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm from Canada I think it's so funny u found out how terrible they drive in Brampton highest insurance rates in Ontario 😂😂😂
I'm from Canada I think it's so funny u found out how terrible they drive in Brampton highest insurance rates in Ontario 😂😂😂
Identity Attack0.024801146
Insult0.045593183
Profanity0.017299367
Threat0.0064532873
Severe Toxicity0.0022125244
Low Tox 0.11181668 Constructive 0.553 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
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 can tell you that there is something significant that this country is not addressing: "fake degrees" coming out of India, especially in the field of Health Sciences and Engineering. I'm a recruiter at one …
I can tell you that there is something significant that this country is not addressing: "fake degrees" coming out of India, especially in the field of Health Sciences and Engineering. I'm a recruiter at one of the largest recruiting agencies in Ontario (Toronto), but I've been noticing something unusual about the degrees coming out of India. This is something that the government needs to address. I guarantee you, if they can do a thorough investigation, something may come out, "something not good".
Identity Attack0.061130337
Insult0.039151907
Profanity0.019212283
Threat0.007598988
Severe Toxicity0.0026512146
Low Tox 0.10956833 Constructive 0.743
Nov 7, 2025 IRCC Names India in Study …
They all cone to Ontario anyways
They all cone to Ontario anyways
Identity Attack0.018872296
Insult0.035774168
Profanity0.028913507
Threat0.0082074385
Severe Toxicity0.002746582
Low Tox 0.09872158 Low Con 0.268 Unverified_Claim
Nov 27, 2025 Quebec Ends Economic Immigration Program …
Ontario you voted for the Liberals, you deserve it.
Ontario you voted for the Liberals, you deserve it.
Identity Attack0.02138452
Insult0.028171662
Profanity0.014395831
Threat0.021300001
Severe Toxicity0.0039482117
Low Tox 0.09828771 Moderate Con 0.379 Identity_Assertion
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Do these interviews in any city in Ontario. Same answers lol. It’s not even funny anymore.
Do these interviews in any city in Ontario. Same answers lol. It’s not even funny anymore.
Identity Attack0.006770608
Insult0.034672357
Profanity0.020032106
Threat0.006647474
Severe Toxicity0.001707077
Low Tox 0.09828771 Low Con 0.248 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s way worse than just Brampton. It’s all over Ontario so happy you covered this bro.
It’s way worse than just Brampton. It’s all over Ontario so happy you covered this bro.
Identity Attack0.006474625
Insult0.037980765
Profanity0.01261955
Threat0.0068287146
Severe Toxicity0.0016021729
Low Tox 0.09785384 Moderate Con 0.468 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I Might Start a Go Fundme for Myself For being Canadian LMFAO in 2026 Government Helps Them More then Born and Raised Canadians that worked there whole lives to contribute to Canadian Values but cant …
I Might Start a Go Fundme for Myself For being Canadian LMFAO in 2026 Government Helps Them More then Born and Raised Canadians that worked there whole lives to contribute to Canadian Values but cant even afford Rent,Groceries and Medication. Especially us here in Ontario! It Really needs to Change its Already so far Gone🤢
Identity Attack0.03249594
Insult0.027476108
Profanity0.021398475
Threat0.006550381
Severe Toxicity0.0028419495
Low Tox 0.0969861 Moderate Con 0.448 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
it not just Brampton it all over Ontario my little town of wallaceburg just over night after covid we seen raise in the indian. i can't even get work cause of it.
it not just Brampton it all over Ontario my little town of wallaceburg just over night after covid we seen raise in the indian. i can't even get work cause of it.
Identity Attack0.062039822
Insult0.025155678
Profanity0.016411226
Threat0.0071070488
Severe Toxicity0.002670288
Low Tox 0.09308127 Constructive 0.609 Economic_Argument
Sep 20, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
I lived in Oshawa Ontario for 4-months due to student exchange. My school was mostly Indians, when i arrived to Canada I genuinely felt like I was in India.
I lived in Oshawa Ontario for 4-months due to student exchange. My school was mostly Indians, when i arrived to Canada I genuinely felt like I was in India.
Identity Attack0.10221587
Insult0.020901557
Profanity0.01620627
Threat0.006427396
Severe Toxicity0.0023269653
Low Tox 0.09308127 Constructive 0.641 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
working to be broke in ontario thats why i left ontario a decade ago
working to be broke in ontario thats why i left ontario a decade ago
Identity Attack0.024600167
Insult0.027218282
Profanity0.013678487
Threat0.008582866
Severe Toxicity0.002040863
Low Tox 0.0926474 Moderate Con 0.376 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
You need to do a video sbout hamilton ontario lol
You need to do a video sbout hamilton ontario lol
Identity Attack0.009767435
Insult0.021610579
Profanity0.027547138
Threat0.008815889
Severe Toxicity0.0029182434
Low Tox 0.091913216 Low Con 0.245 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The points system is why Canadians have a good impression of immigrants. When you let in english or french speaking well or over-educated new citizens, people will have a good impression of these hardworking people. …
The points system is why Canadians have a good impression of immigrants. When you let in english or french speaking well or over-educated new citizens, people will have a good impression of these hardworking people. When you let in gobs of just anyone.. you end up with Brampton, Ontario, or Sweden, where foreign nationals have brought their own opinion of how life should be to a previously high trust/well functioning area. Like the opposite of gentrification. Basically slumification, a reduction in trust, an increase in crime, an increase in corruption.. Who would have thought there would one day be new Canadian citizens calling for Sharia Law in Canada? That is when immigration "jumped the shark", and the system needs fixing. And Canada already has the fix: Limit immigration to economically well off migrants who meet the points quota: ie, they are educated and speak english or french. And greatly restrict refugees... we have enough homeless and economically useless people, we do not need more.
Identity Attack0.04203484
Insult0.033019636
Profanity0.015693882
Threat0.0069905366
Severe Toxicity0.0021743774
Low Tox 0.091913216 Constructive 0.614
Jun 19, 2025 2 likes How Canada broke its immigration …
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which …
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which saw a significant increase especially after mid-2022. About over one quarter of the new immigrants are from India and Pakistan. This likely explains how Brampton became the fastest growing city in Canada (ninth most populous municipality in Canada) and the third largest city in Ontario surpassing Mississauga at the start of 2025 behind Toronto and Ottawa. Trudeau preached immigration diversity but this is not diversity when over a quarter came from 2 countries.
Identity Attack0.04177703
Insult0.030926194
Profanity0.01220964
Threat0.0066280556
Severe Toxicity0.0019359589
Low Tox 0.09112182 Constructive 0.635 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …

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.