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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: "What about the other 5 …" 438 comments · Page 12 of 18
5:09. This. Absolutely this. The takeaway from this video.
5:09. This. Absolutely this. The takeaway from this video.
Identity Attack0.008657498
Insult0.023093075
Profanity0.046922635
Threat0.013010317
Severe Toxicity0.0062179565
Low Tox 0.1269396 Moderate Con 0.35 Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
bro was 5 minutes from my house and managed to interview not a single second gen immigrant
bro was 5 minutes from my house and managed to interview not a single second gen immigrant
Identity Attack0.089973204
Insult0.031036375
Profanity0.021740068
Threat0.008090926
Severe Toxicity0.003414154
Low Tox 0.123468354 Moderate Con 0.43 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
It's possible these marriages aren't ALL fakes. Consider, a lot of immigrants are under SO MUCH STRESS such that THEY PROGRESS SO RAPIDLY, that if they are only married for 5 months, it IS AS …
It's possible these marriages aren't ALL fakes. Consider, a lot of immigrants are under SO MUCH STRESS such that THEY PROGRESS SO RAPIDLY, that if they are only married for 5 months, it IS AS IF the couple has been married 40 years and the co-repondent gets pulled forward in the exact same way psychologically. IR, TIME MOVES FORWARD.
Identity Attack0.09824528
Insult0.035443626
Profanity0.018392462
Threat0.0067057298
Severe Toxicity0.0030136108
Low Tox 0.12086493 Constructive 0.588 Personal_Narrative
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Sundar Pichai blocked this video for 5 days
Sundar Pichai blocked this video for 5 days
Identity Attack0.014048826
Insult0.05203446
Profanity0.058946952
Threat0.0116639575
Severe Toxicity0.0059890747
Low Tox 0.11652588 Low Con 0.158 Unverified_Claim
Feb 4, 2026 Inside Canada's Indian Invasion...
4:29 too advocate for this man. Went to a KFC with all "immigrant workers, and we did a mobile order and went in shortly after only to wait 30 minutes whilst watching over 5 seperate …
4:29 too advocate for this man. Went to a KFC with all "immigrant workers, and we did a mobile order and went in shortly after only to wait 30 minutes whilst watching over 5 seperate "immigrant friends" come in talk, WHILE they do their orders, and then get served immediately.
Identity Attack0.10221587
Insult0.031256735
Profanity0.014054239
Threat0.007793174
Severe Toxicity0.0026512146
Low Tox 0.11479026 Constructive 0.752 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that …
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that theres an "immigration" problem, the refusal to adapt and assimilate feels like a slap in the face especially when the same few will talk I'll of the same system they benefit from. HOWEVER I don't think it's good to lump all of these problems together and dump collective blame on immigrants. For 1, all this immigration and policies have happened under a liberal government and y'all voted then in, AGAIN. - clearly you're not THAT desperate for change. 2nd. Are the ones saying they can't find work willing to work in trades? General laborers making $25-$30+++ No experience required. Tradespeople are glad to teach people willing to work hard and learn.. What about warehouse work? Apply to your 5 closest warehouses, I guarantee youll get in 1.. ALSO the government IS willing to help Canadians get little certifications like forklift, smartserve, CPR.. Career colleges can help with training (e.g - computer) as well as soft skills. So yeah, I wonder if it's people being just as picky as they were when Canada wasn't in the economical shitter it is in rn? Maybe Im far luckier or fortunate than most? Maybe expectations are too high? Maybe some stubbornly refuse assistance they are entitled to? Im not sure, but I do sympathize/empathize with you guys, I hope you all can "get through". I pray we can find solutions to this insane cost of living / broken housing market / price gouging / tiny group of business owners having a complete market control and a monopoly on everything thing we need to survive - without competition, limitations or government regulation🫩. Stay strong Canada! 💙Don't let the hate consume you!❤️ 🇨🇦We will overcome🇨🇦
Identity Attack0.09410924
Insult0.04383647
Profanity0.04867618
Threat0.009799767
Severe Toxicity0.004501343
Low Tox 0.11429678 Constructive 0.869 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I was wondering why this video was shadowbanned from me and 5 minutes in I now understand
I was wondering why this video was shadowbanned from me and 5 minutes in I now understand
Identity Attack0.011691323
Insult0.021481665
Profanity0.04216301
Threat0.011793415
Severe Toxicity0.004463196
Low Tox 0.11429678 Moderate Con 0.484 Meta_Commentary
Feb 3, 2026 Inside Canada's Indian Invasion...
People are hating unfairly on immigrants when it is the government is at fault for not managing immigration better. Let's not forget that Canada was built on immigration and collectively most immigrants do contribute to …
People are hating unfairly on immigrants when it is the government is at fault for not managing immigration better. Let's not forget that Canada was built on immigration and collectively most immigrants do contribute to the good of Canadian society. I am an immigrant, I have never felt that any one group is forcing anything on me. I live my life, pay taxes, do my civic duties , mind my business , don't bother anyone and try to get along with everyone regardless . Yet I have been verbally attacked several times because I am non white. So I often wonder who is truly Canadian and if you are of "colour" will you forever be a hyphenated Canadian even if you are 3, 4 , 5 th or multigenerational born and bred in Canada. The high cost of living and unaffordabilty of housing is one thing, declining national fertility rates another and immigration is another. To me, It looks like Canada's immigration policy needs urgent reform and yes, immigrants should leave their baggage at the door.
Identity Attack0.07094744
Insult0.05027775
Profanity0.020168742
Threat0.008375733
Severe Toxicity0.0029754639
Low Tox 0.1140901 Constructive 0.824
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
5:49 Alright helmet boy be quite
5:49 Alright helmet boy be quite
Identity Attack0.01087737
Insult0.030375287
Profanity0.050680235
Threat0.018537397
Severe Toxicity0.0059127808
Low Tox 0.11388343 Low Con 0.253 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
She didn't work in her field for 1 1/2 year as a new migrant. TELL US. How long should we pay for immigrants to live and not work for. She's saying 1.5 years is not …
She didn't work in her field for 1 1/2 year as a new migrant. TELL US. How long should we pay for immigrants to live and not work for. She's saying 1.5 years is not enough. So we have to feed them for 5-10 years before they contribute? I WANT PAID VACATION IN HAWAII TOO WITH EVERYTHING INCLUDED. Why am I not getting it? I've never spent 1.5 years not working and I'm 38 years old. WTH
Identity Attack0.049989145
Insult0.033680726
Profanity0.069969244
Threat0.0068999166
Severe Toxicity0.0038146973
Low Tox 0.11357342 Constructive 0.73 Economic_Argument
Feb 11, 2026 Canada's tighter immigration policy divides …
Kapan aja Kanada jadi dravida nise dan orang eropa tidak jadi penghuni di Kanada bayangkan dravida penduduk nya 1,4-1,5 miliar... India lagi gencar-gencarnya memindahkan penduduk nya setelah itu membikin negara
Kapan aja Kanada jadi dravida nise dan orang eropa tidak jadi penghuni di Kanada bayangkan dravida penduduk nya 1,4-1,5 miliar... India lagi gencar-gencarnya memindahkan penduduk nya setelah itu membikin negara
Identity Attack0.10221587
Insult0.03588435
Profanity0.016889455
Threat0.007301235
Severe Toxicity0.0035095215
Low Tox 0.113263406 Low Con 0.254 Fear_Threat
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Get them all out!...it will open millions of jobs, there will be homes for our homeless and rents will decrease, there will be less wait times in the hospitals and less strain on our health …
Get them all out!...it will open millions of jobs, there will be homes for our homeless and rents will decrease, there will be less wait times in the hospitals and less strain on our health services, no 5 block line ups at the soup kitchen and food banks. Need I continue??? You get the idea. Sorry...Canada Belongs to Canadians and Canadians Needs Come First!
Identity Attack0.052944973
Insult0.02708937
Profanity0.011782649
Threat0.012233571
Severe Toxicity0.0034713745
Low Tox 0.11212669 Constructive 0.706
Dec 24, 2025 Deportations From Canada at Their …
Trudeau and Jagmeet had a deal. What wad it? Since then this has become a huge problem. Don't expect the feds to fix this overnight. Stop immigration for 5-10yrs and hire a dept to verify …
Trudeau and Jagmeet had a deal. What wad it? Since then this has become a huge problem. Don't expect the feds to fix this overnight. Stop immigration for 5-10yrs and hire a dept to verify ALL student visa, biometrics, overstays, etc. Start a dept to do surprise visits to all work establishments for documentation of all employees. Stop giving money away to refugees unless 100% verified to be actual refugee. Don't bring your culture to another country if you left your country. When you leave you adapt to the countries way of life. Canada is not for you of you cannot respect Canadians way of life.. We don't want your cultures, we already have our own Canadian way of life.
Identity Attack0.047448806
Insult0.046764325
Profanity0.01893901
Threat0.007922632
Severe Toxicity0.0032234192
Low Tox 0.11202335 Constructive 0.63
Aug 25, 2025 Why Canadians Are Turning Against …
5:30. Spitting facts.
5:30. Spitting facts.
Identity Attack0.0031818156
Insult0.036104713
Profanity0.034146797
Threat0.007935578
Severe Toxicity0.0024318695
Low Tox 0.11192002 Moderate Con 0.335 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
5:15 so based lol protect him pls 😭
5:15 so based lol protect him pls 😭
Identity Attack0.009360458
Insult0.022190686
Profanity0.043165036
Threat0.018364733
Severe Toxicity0.005302429
Low Tox 0.11067997 Moderate Con 0.397 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
5:32 Side note about this: The book that is often cited as the main source for the "average IQs of countries" misused their data to come to their conclusion about many countries. For instance, they …
5:32 Side note about this: The book that is often cited as the main source for the "average IQs of countries" misused their data to come to their conclusion about many countries. For instance, they calculated Somalia's average IQ of 62 by using figures from a study about malnourished ethiopian child refugees in Israel who arrived off the boats only 1 year earlier. That same study then performed interventions to help those ethiopian child refugees, at which point their average IQ then rose to match their Israeli peers, showing that this problem is indeed fixable. I wholeheartedly agree with this person's points about culture, but the particular source these myths about national IQ have come from is bogus.
Identity Attack0.07591068
Insult0.032248367
Profanity0.028640235
Threat0.010214032
Severe Toxicity0.0034713745
Low Tox 0.10826672 Constructive 0.797 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
TBF most of them are good people, and want a better life. I have no quarrels against that but I think maybe 5 figures a year is lots, not this 800k+. That being said, most …
TBF most of them are good people, and want a better life. I have no quarrels against that but I think maybe 5 figures a year is lots, not this 800k+. That being said, most of them here are relatively upper middle class since its not cheap to emigrate from India.
Identity Attack0.09659086
Insult0.025413504
Profanity0.02973333
Threat0.007598988
Severe Toxicity0.00333786
Low Tox 0.10783285 Constructive 0.668 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I have SEEN proof that IMMIGRANTS get MORE per month than 3 people on AISH($5,000+).
I have SEEN proof that IMMIGRANTS get MORE per month than 3 people on AISH($5,000+).
Identity Attack0.07921951
Insult0.02122384
Profanity0.015967157
Threat0.0066215824
Severe Toxicity0.00289917
Low Tox 0.10696511 Constructive 0.579
Jan 7, 2019 3 likes How much do refugees and …
That guy on the bike 🚲 5:47 haven’t seen him since 😂😂
That guy on the bike 🚲 5:47 haven’t seen him since 😂😂
Identity Attack0.009101473
Insult0.022706337
Profanity0.041661996
Threat0.015602129
Severe Toxicity0.0061035156
Low Tox 0.10653123 Moderate Con 0.393 Meta_Commentary
Feb 23, 2026 Inside Canada's Indian Invasion...
5:33 This is Canada 🇨🇦 , they deserve it 😂🤣😅😆😁
5:33 This is Canada 🇨🇦 , they deserve it 😂🤣😅😆😁
Identity Attack0.045901958
Insult0.019741343
Profanity0.03464781
Threat0.016292779
Severe Toxicity0.005722046
Low Tox 0.10522962 Low Con 0.239 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Is Stopping them from coming in, not the easiest answer? Give back the part time jobs to Canadian teens so they can afford to go to school and send home the 8 million immigrants that …
Is Stopping them from coming in, not the easiest answer? Give back the part time jobs to Canadian teens so they can afford to go to school and send home the 8 million immigrants that came into the country during the time of Trudeau and Carney. This will lower cost of housing, right now it takes 5 people on minimum wage to afford a 1 bedroom apartment and we wonder why we have so many people living on the streets. This will open jobs lower prices on food and allow the future generation to afford a a home.
Identity Attack0.048480038
Insult0.033460364
Profanity0.013439372
Threat0.008582866
Severe Toxicity0.0030136108
Low Tox 0.104795754 Constructive 0.681
Sep 29, 2025 IRCC Names India in Study …
Too many people from India immigrated over the last 5 years. It's an inconvenient truth that people are scared to talk about outside of their home or close friend group , but every Canadian has …
Too many people from India immigrated over the last 5 years. It's an inconvenient truth that people are scared to talk about outside of their home or close friend group , but every Canadian has had this conversation
Identity Attack0.1007269
Insult0.024382202
Profanity0.012038844
Threat0.0060778605
Severe Toxicity0.0018978119
Low Tox 0.104361884 Constructive 0.606 Identity_Assertion
Jul 10, 2025 24 likes How Canada broke its immigration …
Do a video on Melbourne Australia it’s like your last 5 videos in one place.
Do a video on Melbourne Australia it’s like your last 5 videos in one place.
Identity Attack0.01374736
Insult0.02193286
Profanity0.036401358
Threat0.016120117
Severe Toxicity0.00541687
Low Tox 0.103928015 Moderate Con 0.361 Call_To_Action
Feb 26, 2026 3 likes Inside Canada's Indian Invasion...
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later …
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later demographic shift could later be seen during 16th century from European colonization where majority of french and british invaded with consistent colonization & took control of the land, these settlers, along with later European immigrants, seized indigenous land, displaced indigenous communities, and brought diseases that decimated native populations. Long story short now, based on 2021 census data shows native canadian population make up to only 5% of total Canadian population whereas the rest remaining are non-indigenous people of Canada at above 90% are foreign invaders from 16th century who came as an opportunist and occupied everything; same as Indian they came took the opportunity by working hard, contributing to the nation yet, you people here crying, complaining & bragging abt these & that abt Indian's bt let's not forget "Europeans" are the ones who did the dirtiest things characterized by forced assimilation, abusive residential school system, and loss of land. Please explain this from a liberal perspective, how was it fair for Indigenous people of Canada?? compared to Indian Standards.
Identity Attack0.0543092
Insult0.03522326
Profanity0.016069634
Threat0.007417747
Severe Toxicity0.0031089783
Low Tox 0.103494145 Constructive 0.683 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.