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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

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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 #}

Comment Explorer

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

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Active: "Ban Immigration for 5 Years …" 4 comments
We are invaded by Indians, Chinese, and muslims, and this insanity must be stopped. We must: 1) Implement per-country cap. 2) Pause immigration from India and China for at least 10 years until we balance …
We are invaded by Indians, Chinese, and muslims, and this insanity must be stopped. We must: 1) Implement per-country cap. 2) Pause immigration from India and China for at least 10 years until we balance our population. 3) To ban all immigration from muslim countries. 4) Significantly reducing the number of TFWs and int. students. 5) Establishing a deportation force within the CBSA. Without these measures, I guarantee that our beloved Canada will turn into a land of ethnic enclaves and "no-go zones".
Identity Attack0.55044734
Insult0.36798462
Profanity0.073529124
Threat0.04167421
Severe Toxicity0.02425631
Moderate 0.45703048 Moderate Con 0.467 Identity Attack
Sep 29, 2025 IRCC Names India in Study …
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 …
Ban Immigration for 5 Years ..
Ban Immigration for 5 Years ..
Identity Attack0.12208464
Insult0.030044744
Profanity0.013268576
Threat0.010214032
Severe Toxicity0.004501343
Low Tox 0.17198499 Low Con 0.151 Call_To_Action
Aug 29, 2025 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 …

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.