Skip to content
Canadian Immigration Dashboard [ CID ]
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

click to expand

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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "I waited 3 months for …" 4 comments
1 answer 82500 as soon as you step foot in Canada. I get 1650 on a pension it was 2700 last year which was 35,000 well that's just too much,im white don't deserve it since …
1 answer 82500 as soon as you step foot in Canada. I get 1650 on a pension it was 2700 last year which was 35,000 well that's just too much,im white don't deserve it since we conquered natives give them money way more than a white Canadian,and the chiefs get half a million spread among buddies live off reserve still no clean water definitely no oversight by government. I get taxed to pay immigrants welfare they do not get taxed and are practicing sharia law. Wife says partner left she has 4 to 6 kids 1800 a month per kid plus welfare benefits x 4 wives plus the husband collects on his own and the younger immigrants work shitty jobs while white kids can't get a summer job. The husband also takes a good portion of generous benefits to buy guns hide in mosques for coming jihadGovernment does nothing they loot western canada they will be gone as soon as they stolen enough . Taking our free speech turning canada into a communist hellscape. I havecollapsed arches they want 50 k but get this i still have to wait 3 yrs for a bed. How much will that cost in 3 years? Ive been paying into healthcare 52 years i want my money back.They expect us to give money to everyone sorry im for canada. They invest money in ridiculous climate scam b.s proven to not work carney doesn't care Brookfield and blackrock he is heavily invested in this government is the biggest threat to canada not Donald Trump.103 conflicts of interest 28trips around the world 3 times a lifetime carbon footprint this asshole globalist wef communist does not care about Canadians im too old im stuck here they just want me to take maid save money.
Identity Attack0.33352965
Insult0.14512913
Profanity0.03915693
Threat0.010447056
Severe Toxicity0.01159668
Moderate 0.30136615 Constructive 0.554
Nov 23, 2025 1 likes Why Canadians Are Turning Against …
Healthcare in Canada is only a promise, the reality is the wait-list, every step of the way. I took a 17-month wait for a mri and cut it down to 17 hours, cutting a multi-year …
Healthcare in Canada is only a promise, the reality is the wait-list, every step of the way. I took a 17-month wait for a mri and cut it down to 17 hours, cutting a multi-year process down to 6 days. To get a mri in Canada is not easy there are only a smattering of private options if you want to pay, but you still have to wait 3 weeks, and it will cost $3500. I said screw it, bought a plane ticket, flew to Bangkok arriving on a Saturday, saw a doctor on Sunday, had a mri on Monday, and got the results on Friday. Then I spent the next week sitting on a beach. The total cost all in was $1900. I am not fussy, I'll accept any hospital in any country that will accept me.
Identity Attack0.01666154
Insult0.08582769
Profanity0.26628086
Threat0.008893564
Severe Toxicity0.009651184
Low Tox 0.23379272 Constructive 0.665 Personal_Narrative
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
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 waited 3 months for a CT scan. Now I have to wait another two months for a biopsy. I would be happy to pay for faster service but even if I want to pay, …
I waited 3 months for a CT scan. Now I have to wait another two months for a biopsy. I would be happy to pay for faster service but even if I want to pay, the government will not allow me. This is not healthcare, this is the rationing of healthcare.
Identity Attack0.001933138
Insult0.008405882
Profanity0.010006369
Threat0.006265574
Severe Toxicity0.00059843063
Low Tox 0.014136819 Constructive 0.554 Personal_Narrative
Feb 24, 2026 21 likes 'We do know that there's …

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.