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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: "Are we ignoring how illegal …" 9 comments
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
The Liberals are brilliant thieves. They’ve managed to pull off over a decade of self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for …
The Liberals are brilliant thieves. They’ve managed to pull off over a decade of self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for their own political manipulation. Liberals = the most corrupt government in Canadian history (33 listed below and counting): Green Slush Fund (SDTC) – $1B+ in questionable clean-tech grants SNC-Lavalin Affair – Political interference in criminal prosecution ArriveCAN App – ~$60M for a basic travel app WE Charity Scandal – ~$912M contract to connected insiders Phoenix Pay System – $3.5B+ and still failing McKinsey Consulting Contracts – $500M+ outsourced policy work Foreign Interference Scandal – Intelligence warnings ignored Organized Crime & B.C. Money Laundering – Triad-linked casino and real estate laundering Fentanyl & Opioid Crisis – Border failures and weak enforcement Aga Khan Vacation Ethics Breach – Illegal luxury trip Randy Boissonnault Scandal – Business ties and lobbying questions Investing in Canada Plan – ~$92B in poorly tracked infrastructure spending PMO / Telford Staff Scandals – Obstruction and document withholding Bill Morneau Controversies – WE ties, pension conflicts Paul Chiang Controversy – Foreign interference allegations Unlawful Emergencies Act Use (Trucker Convoy) – Bank accounts frozen, later ruled illegal Firearms Buyback Fiasco – Projected $2B–$6B and counting Mark Carney / Brookfield Conflicts – Offshore tax structures, revolving-door politics Chrystia Freeland Ukraine Funding Controversy – Oversight concerns Baylis Medical Ventilator Contract – ~$237M contract awarded to a firm owned by a former Liberal MP for COVID-19 equipment. Mary Ng Ethics Breach – Multiple government contracts directed to a close personal friend and media personality. Dominic LeBlanc Ethics Breach – Awarding a lucrative Arctic surf clam license to a company linked to his wife’s family. NSICOP "Traitor" MP Allegations – National intelligence reports of sitting MPs "wittingly" collaborating with foreign hostile states. Admiral Mark Norman Prosecution – A failed $50M legal battle involving alleged political interference in a naval procurement contract. Han Dong Controversy – Resignation from caucus following allegations of CCP involvement in his nomination and conduct. Governor General Expense Scandals – ~$1.3M in luxury travel, high-end catering, and secretive villa renovations under Payette and Simon. PBO Carbon Tax Gag Order – Government blocking the Budget Officer from releasing internal data showing the tax’s true economic hit. GC Strategies $250M Windfall – Total federal contracts awarded to the two-person ArriveCAN firm since 2015 across multiple departments. Public Health Agency (PHAC) Missing Data – Intentional destruction of emails and documents related to the Winnipeg Lab security breach. Sustainable Development Technology Canada (SDTC) RCMP Probe – Formal criminal investigation into 186 cases of alleged conflicts and $390M in funding. "The Other Randy" Business Scandal – Investigation into text messages suggesting a Cabinet Minister remained active in private business. COVID-19 Quarantine Hotel Fiasco – Billions spent on mandatory hotel stays marked by reports of safety failures and lack of oversight. Parliamentary Witness Coaching Scandal – $263,000 in taxpayer funds spent to "coach" government employees and witnesses on how to spin answers at committee. Etc Etc The Liberal performance review: rushed programs, no transparency, friends get paid, costs explode, and no one is held accountable. Over a decade, this government has burned through $100B+ in waste, failed programs, insider contracts, and ethics breaches—with zero consequences—all on the backs of taxpayers while they get rich.
Identity Attack0.37879246
Insult0.4747285
Profanity0.21024476
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.45396814 Moderate Con 0.497 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Please do a video on the invasion of Mexicans / Hispanic into America over decades...but especially during the Biden admin; FORTY MILLION ILLEGALS, just during his 4 year fraudulent term; the Indian invasion pales in …
Please do a video on the invasion of Mexicans / Hispanic into America over decades...but especially during the Biden admin; FORTY MILLION ILLEGALS, just during his 4 year fraudulent term; the Indian invasion pales in comparison to how many Illegal Mexicans there are in the USA, totally flying under the radar, protected by a corrupt leftist media, & because they are protected by leftist towns, their city council, etc...and compromised leftist law enforcement, who also, btw, pay these ppl to gangstalk & harass, and illegally surveille, American citizens in these invaded towns. These ppl always travel in packs and gangs of people so they all support each other with money and aid in teaming up against others they hate; they believe America belongs to them & are ignorant of historical Facts & even so, do not care, and these ppl who refuse to assimilate or get legal citizenship, act entitled & present an attitude that everything here and everywhere but especially in America, is for Theirs for the taking...including white men...girls. They also have a very high rate of drug use / smuggling, early pregnancy among females, violence; gangs, etc...etc..far greater corruption & deviance than Indian culture which many of these things are mostly non-existent...at least Indians are intelligent & keep to themselves & are quiet....not that I support an all- out invasion...Attention though needs to also be on how illegal Hispanic culture, etc...has completely changed, and not for the better; the demographic & atmosphere of once peaceful, and at least once fairly educated, once nice looking American cities & towns...& they are taking all of our jobs, & then forcing applicants to learn the language of these foreign invaders, discriminating against citizens who don't speak their language; these ppl are getting massive funding in all sorts from all sorts of NGO's & elsewhere..: they are also driving far better, & more expensive vehicles than many citizens...so where is the money coming from...& they're buying up all our land, building housing for themselves, family, & for other illegals...which is, of course also corrupt & illegal...Money hungry & leftist leaning Real estate agents are just pushing these housing applicants through...no background check, nothing, and no one is investigating just that aspect alone...Many are also now copying American culture & opening up these copied businesses to monetarily capitalize on what sets Americans apart from Hispanic culture. And also...illegals are literally, violently Hunting ICE...threatening them, hurting and killing them, at the behest of other corrupt officials who invaded and took political power for a corrupt agenda; it is beyond treason. This is quite sad though for Canada...all of our towns are being deliberately RUINED BY GLOBALISM.
Identity Attack0.46028158
Insult0.34548226
Profanity0.0741757
Threat0.01750142
Severe Toxicity0.020257099
Moderate 0.39987978 Constructive 0.646 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Why in the first place White Canadian Politicians, Canadian Establishment allowed Large numbers of Indians to come to Canada ?? And Mind you, majority of Indian migrants are Legal Immigrants and those who had arrived …
Why in the first place White Canadian Politicians, Canadian Establishment allowed Large numbers of Indians to come to Canada ?? And Mind you, majority of Indian migrants are Legal Immigrants and those who had arrived illegally was taken back to India by indian authorities. But illegal Indians thise Canadian Government choose to keep and not handover to India purposely are mystery. And Remember Canada's Anti India group AKA Criminal Sikh Khalistani organisation which is Legally protected, patronised, used by very Canadian political party & Canadian Secret Service agencies to Snub india in geopolitics. Vanadian courts have already convicted these Khalistani Criminals for Bombing Air India Flight in 1983 where 300+ Candian citizens were died. These khalistanis & other ilegal indian immigrant who are willfully protected by canada under the name of Social Religious Freedom & what not. India had already complained to Canada about stop giving political asylum to these criminal groups, end the support to these Sikh Khalistani Criminals who are awaiting Criminal trials in Indian courts. But Canada refused to handover these criminals, many of these who have become Khalistani Drug Cartel Operatives & recruits living in Canada under secret Canadian government protection. And same Khalistani Big drug cartel money goes in to Canadian election funding and to the Canadian Political parties both the Conservative & Liberals are in co hoot with these Indian criminals. Thats why they get free run in Canada. Hense Canadian political parties protect ,shield the Khalistani group members when ever they get into trouble with Canadian Law & enforcement. So Canadian whites are equally responsible for corruption, rampant unchecked immigration of criminals and then its easy for Whites Canadians to blem India & Indians for everything mess they have created in Canada. No White Canadian is questioning RCMP's role in all this mess bcoz white Canadians never want to question their White Canadian Police and how the RCMP police operates ignoring the criminal activities of Immigrants who become drug cartel members and how the hell they get quick easy Canadian Citizenship where as a Legal Skilled immigrant do not get Canadian PR or Citizenship even after putting many efforts and money as fees. Something Rot is Cookin in Canada and it Smells bad....😢😢
Identity Attack0.4139151
Insult0.26957804
Profanity0.049427703
Threat0.011612174
Severe Toxicity0.018126737
Moderate 0.36867723 Constructive 0.504 Unverified_Claim
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
I must say it is refreshing to hear the same opinion from immigrants that did things the correct legal way and for the right reasons. I thank all of you for speaking up surely you …
I must say it is refreshing to hear the same opinion from immigrants that did things the correct legal way and for the right reasons. I thank all of you for speaking up surely you can't be labeled racists etc for speaking the truth! I can tell you right now if I was to go to another country I would not get there illegally and take advantage of anything and everything I can from that countries government while showing hate for that very country. I sure as hell would not expect society in that country to bow down and be forced to accept and support the ways I knew from being from Canada. It blows my mind to see the level of entitlement and ignorance! Canada is dying........quick
Identity Attack0.28034934
Insult0.24630153
Profanity0.24910301
Threat0.010938995
Severe Toxicity0.017158391
Moderate 0.3286776 Constructive 0.759 Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
LIBERAL REPORT CARD (And this is only what we know so far...) - $60 Million ArriveScam - Hard Drugs called Safe drugs supplied in vending machines - $258 Million in projects to GC Strategies; - …
LIBERAL REPORT CARD (And this is only what we know so far...) - $60 Million ArriveScam - Hard Drugs called Safe drugs supplied in vending machines - $258 Million in projects to GC Strategies; - Winnipeg Labs - SNC Scandal - Aga Khan trip Scandal - $84k Jamaican Vacation - $6k/night for a single room for the Queen's Funeral - $1.3 Million on 3 'Affordability Retreats' - China Election Interference - Chinese Police Stations in Canada - Green Slush Fund Scandal - Funding Islamic groups who are protesting in support of Hamas - $1 Billion paid out for Hotels for Immigrants - $40 Million to fire staff - A Billion Dollars to CBC to collapse their credibility - Blocking Veterans Affairs Committee investigation - $29 Billion in cost overruns on TMX - Expanding MAiD into those with Mental Illness - $2 Billion to invest in companies that don't exist - $500 Million to fund abortions in other countries - WE Scandal - CPP increase and CPP2 - Highest inflation in 30 years - Highest interest rates in 30 years - Unsustainable immigration - Forcing Untested Vaccinations - Ignoring Vaccine Injured - 11 Million Canadians requiring Food Banks - Tent Cities in every major city - Housing and Rent prices skyrocketing - Healthcare Collapsing - Out of-control spending by the Governor General - Overpayment of CERB payments to prisoners, people who don't qualify, people who don't live in Canada - 10k Ventilators, purchased from a Liberal Friend, that never got used because they were never needed - $300 Million for storage of Mobile Hospitals that were never used - $400 Million for Quarantine Hospitals - Illegally using the Emergencies Act against Canadians - Firing Federal workers and not paying them El based on Vaccination Status - $30 Billion in making batteries for cars, while EV Manufacturers are divesting from EV Technology - $9 Million in Cricket factory for Human consumption - Accusing India of killing citizens on Canadian Soil - Soiling relations with China - Telling Germany, Japan and Greece that we don't want their business on LNG - Violent protesters allowed to escalate without recourse - Violated Canadian Charter of Rights - 2018 India Vacation Mr. Dressup - Elbow gate in HoC - 25% living in poverty - Housing is unaffordable. - Canadian forces made ineffective - Rising crime rate - Failed gun bans on lawful owner - An opioid epidemic - No progress on missing Aboriginal women - A divided country - Reduction of Canadian forestry management causing more forest fires - 6 billion to the Philippines for gender equality and fight climate change - 5 million ice rink on Parliament Hill - 8.6 million reno on the Herington Lake cottage - 2.5 million for the additional cottage at Herington lake for Sophie and kids - Safe injection sites, not so safe around children - Failed safe supply being sold for hard drugs - Legalization of hard drugs - Speaker Greg Fergus after partisan language appeared in an ad for an upcoming event in his riding - Fergus was found to have violated the act - Freeland by-election at by-election - Anthony Rota is thrown under the bus for the HoC Hunka clap-in. PMO’s office knew who he was before. - Mary Ng $17,000 ethical contract - Mary Ng named as one of the 11 MP's who allegedly conspired with foreign actors - Failed UN Security seat campaign of over 8.6 million - 300 million on redesigning the Canadian passport (what was wrong with the old design, not WOKE enough?) - 220k on in-flight catering Indo-Pacific trip, total for the trip over 2 million - Justin Trudeau bought his buddy Tom a $9 million condo in NYC - $28,000 to Randy Boissonnault’s former company - Randy Boissonnault faking indigenous to get grants/money - Randy Boissonnault steps away from HoC to be protected from his crimes - 25% of Canadians are living below the poverty line - Steven Guilbeault $30 Billion coverup - MP Joly’s husband top recipient of future entrepreneurs program - Immigration minister Marc Miller importing terrorists - $523K Joly Rush furniture order spending spree THIS IS NOT EVEN SCRATCHING THE SURFACE SHARE SHARE
Identity Attack0.10221587
Insult0.08484049
Profanity0.020442016
Threat0.008867673
Severe Toxicity0.006790161
Low Tox 0.19789438 Moderate Con 0.499 Policy_Critique
Sep 29, 2025 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 …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this time it is happening through modern immigration and citizenship policies rather than conquest. Brampton is increasingly becoming Indian-dominant, not because of organic assimilation, but because Canadian government policies have allowed unchecked immigration, easy pathways to citizenship, and weak enforcement against illegal overstays. This demographic shift is a direct consequence of Canadian governance decisions, not the actions of immigrants alone. It is also important to acknowledge an uncomfortable reality: while many Indians in Brampton are hardworking, skilled, and law-abiding, there are individuals living there who are reportedly facing criminal charges or are wanted in India, yet continue to remain abroad due to legal loopholes, slow extradition processes, or a lack of coordination between governments. Ignoring this issue only undermines trust and accountability. Ultimately, the responsibility lies with the Canadian government. Citizenship is granted by Canada, not India. If Brampton is changing rapidly in its cultural and demographic makeup, it is because policymakers chose growth without proper planning, enforcement, or integration. History shows that when governments ignore demographic balance and social cohesion, long-term consequences follow—regardless of which group is involved.
Identity Attack0.04538634
Insult0.0279513
Profanity0.013985921
Threat0.0074436385
Severe Toxicity0.0020599365
Low Tox 0.079250954 Constructive 0.67
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
Are we ignoring how illegal this is?
Are we ignoring how illegal this is?
Identity Attack0.009027477
Insult0.0154929245
Profanity0.012004685
Threat0.006485652
Severe Toxicity0.0010204315
Low Tox 0.037105743 Low Con 0.23 Policy_Critique
Jan 29, 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.