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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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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: "Canada has to stop funding …" 8 comments
Canada is being ruled by a globalist criminal cartel. Arrest the traitors in Ottawa. Vancouver BC has truly become a hub of transnational organized crime and our government seems blithely unopposed at best, a criminal …
Canada is being ruled by a globalist criminal cartel. Arrest the traitors in Ottawa. Vancouver BC has truly become a hub of transnational organized crime and our government seems blithely unopposed at best, a criminal participant most likely. Seriously, its looking more and more like elements within the Canadian federal government are complicit in importing Fentanyl for money laundering and housing bubble purposes, and tangentially, our government therefor has chosen to make Canada part of a supply chain that involves cartels, Triads, the CCP, and kills a ungodly amount of Americans and Canadians. Literal organized crime money laundering and the government has been *encouraging* it since the 80s and its largely why our houses are now insane prices. I'm not being facetious when I argue that Vancouver is the frontlines for the modern Opium War the CCP is waging on The West. Look up Vancouvers Downtown Eastside. Our government is complicit with Cartels and the CCP in importing Fentanyl as it's used in the real estate money laundering business dubbed 'The Vancouver Model'. "The Vancouver Model mixes legal and illicit cash, such as that from fentanyl sales. The pooled money is then used to buy high-end real estate, funded by capital flight and casino high rollers. The real estate is then used as a sort of deposit, helping to feed the insatiable need for luxury real estate. The more fentanyl sold, the more luxury real estate is needed. It doesn’t matter how big it is, it just needs to be expensive. Diabolical, but genius. Maybe Canada should consider fentanyl deaths a market fundamental?" -Sam Cooper’s book, Wilful Blindness: How A Network of Narcos, Tycoons and CCP Agents Infiltrated The West. The federal government opposes efforts to secure our ports. We literally don't have law enforcement that checks incoming containers; anything and everything can flow through our ports unhindered. fentanyl, human trafficking, nobody knows. Deltaport has no port police, not even 1 / 100 containers are scanned. The Mayor of Delta BC has been demanding security at Deltaport for ages and it's not being done why? "A recent U.S. congressional report argues that the Chinese Communist Party's (CCP) strategy relies less on overt military actions and more on covert tactics, including trafficking of fentanyl and leveraging money laundering, aimed at exploiting vulnerabilities across social, economic, and health domains. "Fentanyl precursors are manufactured in China and shipped to Mexico and Canada. For precursors that arrive in Mexico, Chinese transnational mafias work with Mexican cartels to smuggle and distribute fentanyl in the United States on behalf of the CCP," the report states. "The DEA confirmed Chinese transnational crime leaders hold government positions in the CCP and indicated that Chinese transnational crime organizations are dedicated to the CCP." "The public deserves to know about the CCP’s role in fentanyl production and how the Party is using fentanyl as a chemical weapon to kill Americans," the report adds. It recommends that Washington publicly "blame the CCP as much as the DEA and its partners currently blame the Sinaloa Cartel" for fentanyl trafficking and urges the government to "educate international allies about CCP chemical warfare" and encourage them to condemn Chinese transnational crime. According to congressional investigations, Beijing is actively incentivizing the export of fentanyl and methamphetamine worldwide. The report alleges that Chinese criminal organizations, including Triads led by individuals with official positions in the CCP, are working alongside Mexican cartels to generate profit to fund interference operations in America." -Sam Cooper The Bureau substack. Now we have a probable Epstein associate in power (Carney has multiple family members listed in Epsteins little black book). Our 'elected' leaders in Canada are so deep in the globalist billionaires pockets that he even the Liberal half of the "2" party system are okay with selling out Canada to transnational oil and gas globalist megacorps. PPs CPC and Carneys LPC both seem to have forgotten these are the same people / megacorps that poisoned us with Leaded gasoline; still poison us with hexane, and all sorts of pollution they are allowed to store in the air we breath. Why should the taxpayer pay for their infrastructure? Yet you can't NOT vote for oil and gas. Green gets a good amount of the popular vote but never any power because Canada rigs every election with FPtP. Its how the "2" party system maintains control forever. Trudeau was elected with a promise to end fossil fuel tax subsidies but they're over $20+ Billion Canadian taxdollars now (before the $80billion negative externalities), and he obviously broke that promise, probably because the oil and gas industry and their cronies wouldn't let him. Why does an anti-oil and gas politician flip so hard? Money, Blackmail maybe. Epstein - we won't know because our governments don't seem to care to actually investigate it, for legitimate witch hunt reasons perhaps, but there is evidence suggesting that Israeli intelligence is/was running a blackmail operation on powerful people throughout NATO (check out Daryl Coopers MartyrMade podcast on Epstein). we need to force much, much more transparency in government. Its the same throughout NATO. Here in Canada Trudeau was just the 'fall guy' for the various corporate industrial complexes that own our politicians through lobbyists. The oil and gas industrial complex (remember when Trudeau promised to end fossil fuel tax subsidies and instead tax subsidies to this private, for-profit industry with titanic negative externalities, only increased to over $20,000,000,000 (billions of dollars in a nationstate of millions)), the cable industrial complex, the mining, fishing, forestry, and other resource extraction industrial complexes, the military industrial complex (not just in Canada, but all of NATOs military industrial complex has too strong of an influence over our politics). These are all owned by a relatively small group of billionaires. We, the people, are all getting poorer while the rich get richer; our civilization in "The West" is sick, and the corrupt actions of many arms of our corporate industrial complexes and their Oligarch owners are not a symptom, but the foundation of the sickness. Our political parties are owned by them, our prisons, our food industries are the same people that used to own Cigarette companies, its incestuous how small this group is becoming. They'll put Lead in the gasoline AND milk next time we stop forcing these profit driven asshole corporations to act ethically. Some billionaires are cool. Some industries NEED regulation. We want industry, but we ship logs unprocessed out of the province all the time, we WANT forestry corporations that nurture a forest that 7 generations down the road can still be harvesting, instead we get clearcuts and insane levels of topsoil erosion. Old Growth 99.99% gone and still going. Vast swaths of land are now Pine monocrops where 'forests' once were. Why do we think our forests burn every summer now? dead monocrops, like the potato famine but with pine beetles. profit driven megacorporations are fucking Canada and convince us all to vote them in each election cycle because everyone is 'strategically' voting their favourite half of these same industries back into power generation after generation. These transnational corporations only care about money, and they use 'us vs them' narratives like 'identity politics' to divide us into 2 political parties, which they own both of, and market these two 'options' as the only alternative to each other, thereby staying in power forever. PP - a globalist tool of transnational Oil and Gas megacorporations Carney - a globalist tool of transnational Banking megacorporations. 2 sides of the same global coin. Canada was cooked regardless of who won. Welcome to the New Canada - Cartelanada? with a 2 party system where both sides are owned by the same people (globalist billionaires, not any ethnicities that may come to mind) through untraceable chains of 'lobbyists' and shell companies. They will strip Canada of all resources as fast as possible, they will strip our bank accounts of all value as fast as possible, and they'll continue to flood our country with more than 1.2 MILLION immigrants a year while not building homes. The Cons would not have fixed this, because they are the other side of the same coin. Imigration can be done ethically, where it doesn't supress wages and crank up home prices, alas, Canada doesn't seem to care about the current generations being able to afford homes or kids, and chooses to literally replace our families with immigrants. To emphasize, the traitors in Ottawa are to blame for this, not people seeking a better life who are being trapped in the same dystopian poverty drug addled nightmare as countless people born here, in what *should* be one of the wealthiest nationstates to ever grace the Spaceship Earth. The system is both broken and stolen; only small party votes were votes for Canada - voting for either the Cons or Libs was just voting in the same transnational globalist corporations as always. we've all been brainwashed by the biggest propaganda game in politics - 'strategic' voting. Thanks for coming to my -hyperautist- ted talk
Identity Attack0.2816105
Insult0.3682569
Profanity0.13873272
Threat0.09929679
Severe Toxicity0.016706496
Moderate 0.37751234 Constructive 0.595
Aug 31, 2025 1 likes Why Canadians Are Turning Against …
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)
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these …
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these "khalistani" who want to create their own nation khalistan in India or maybe Canada...god alone knows, his father also cozyed up to them which led to the hijacking of Air India flight 423 forced to land in Lahore Pakistan instead of Amritsar India. Air India Flight 182 was a scheduled international flight from Toronto Pearson International Airport (as Air India Flight 181) to Sahar International Airport with regular Mirabel-London-Delhi stops. On the morning of June 23, 1985, the Boeing 747-237B[note 1] serving the route exploded near the coast of Ireland from a bomb planted by Sikh terrorists.[1][2][3] All 329 people on board were killed including 268 Canadian citizens, 27 British citizens, and 22 Indian citizens.[4] The bombing of Air India Flight 182 is the worst terrorist attack in Canadian history and was the world's deadliest act of aviation terrorism until the September 11 attacks in 2001. It remains the deadliest aviation incident in the history of Air India, and the deadliest no-survivor hull loss of a single Boeing 747 (from Wikipedia) The Sikhs shouldn't be mistaken for khalistanis, the khalistanis r a splinter group led by radicals who indoctrinate young sikh towards their khalistani believes & r supported, funded & controlled to some extent by the ISI of Pakistan. Edit: the Canadian government & other officials should take strict actions against any illegal immigrants & monitor the activities of these "khalistanis" because they seem to be gathering strength...sooner or later this will come back to bite Canada in the rear end...
Identity Attack0.27875587
Insult0.1711343
Profanity0.04742365
Threat0.019055385
Severe Toxicity0.012962224
Low Tox 0.26859093 Constructive 0.524 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
THANK ALL OF THE TRUDEAU AND CARNEY VOTERS. YOU CAUSED THIS AND THINGS WILL GET WORSE. OUR HIGH TAXES GO TO THESE ASYLUM SEEKERS AND NEW COMERS THAT ARE RECEIVING ALL THE GOVERNMENT FUNDING. WE …
THANK ALL OF THE TRUDEAU AND CARNEY VOTERS. YOU CAUSED THIS AND THINGS WILL GET WORSE. OUR HIGH TAXES GO TO THESE ASYLUM SEEKERS AND NEW COMERS THAT ARE RECEIVING ALL THE GOVERNMENT FUNDING. WE ARE GETTING MORE AND MORE BU THE DAY AND OUR TAXES WILL CONTINUE TO GO UP. WHAT DO WE DO? LEAVE CANADA AND STOP PAYING THESE TAXES TO SUPPORT THIS?????
Identity Attack0.05612817
Insult0.06921569
Profanity0.013234417
Threat0.0074306927
Severe Toxicity0.003967285
Low Tox 0.16245349 Moderate Con 0.39 Economic_Argument
Aug 27, 2025 Why Canadians Are Turning Against …
STOP ISSUING VISITOR VISA AND STUDENT FOR INDIAN BANGLADESH AND PAKISTAN. STUDENT VISA ASK THEM TO TRANSFER ALL THE TUTION FEES INCLUDING LUVING EXOENSE IN ADVANCE IN CANADA AND LOCK THE FUND. ALSO STUDENT SHOULD …
STOP ISSUING VISITOR VISA AND STUDENT FOR INDIAN BANGLADESH AND PAKISTAN. STUDENT VISA ASK THEM TO TRANSFER ALL THE TUTION FEES INCLUDING LUVING EXOENSE IN ADVANCE IN CANADA AND LOCK THE FUND. ALSO STUDENT SHOULD ONLY ONLY WORK IN CAMPUS. PERIOD. TRUST ME YOU WILL SEE 99 PERCENT OF THESE PROBLEM WILL GO AWAY. CANADIANS WILL GET JOB. THINGS WILL BE NORMAL.
Identity Attack0.1444726
Insult0.04442204
Profanity0.015318131
Threat0.0078449575
Severe Toxicity0.0052261353
Low Tox 0.16158698 Moderate Con 0.413
Sep 28, 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 …
It is incredible how some people overlook the fact that the Indian community is a pillar of the Canadian economy. If this community stopped working for just 24 hours, Canada would literally stall. Indian students …
It is incredible how some people overlook the fact that the Indian community is a pillar of the Canadian economy. If this community stopped working for just 24 hours, Canada would literally stall. Indian students alone contribute over $22 billion annually to the economy, effectively subsidizing the entire Canadian higher education system. In the healthcare sector, immigrants make up nearly 37% of physicians and 43% of pharmacists, with a massive percentage coming from the Indian diaspora. They are the ones keeping the clinics and pharmacies open for everyone. ​The impact stretches into every part of daily life, as over 56% of transport companies and 53% of restaurants are immigrant-run. Without them, grocery shelves would be empty and the supply chain would collapse. Furthermore, nearly half of the tech and software design sector is powered by the immigrant community. Beyond labor, some of the wealthiest people and biggest job creators in Canada are of Indian origin, such as David Cheriton and Prem Watsa, who have invested billions into the country. The Indian community isn't just visiting Canada; they are building, funding, and healing it every single day.
Identity Attack0.07921951
Insult0.03136692
Profanity0.016411226
Threat0.0067834044
Severe Toxicity0.0025367737
Low Tox 0.10609736 Constructive 0.704 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada has to stop funding all programs to foreign countries....we need to fund our country first...we are not bad unconcerned citizens...we just don't want to be taken advantage of....we are broke!
Canada has to stop funding all programs to foreign countries....we need to fund our country first...we are not bad unconcerned citizens...we just don't want to be taken advantage of....we are broke!
Identity Attack0.00022114928
Insult0.0005871058
Profanity0.00003183165
Threat0.00005655146
Severe Toxicity0.0000020115463
Low Tox 0.0019068342 Economic_Argument
Apr 16, 2025

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.