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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 #}

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Active: "100% Indian sikhs in Indian …" 7 comments
Sikhs will go back to Panjab Once Sikh country land 100% is free which was same land in 1848 drom mughals and Indian hindu is free world have all papers, same area not from Pakistan …
Sikhs will go back to Panjab Once Sikh country land 100% is free which was same land in 1848 drom mughals and Indian hindu is free world have all papers, same area not from Pakistan but only from indian terrorists activities as run Sikh genocides of 125 yrs as Punishment to rss terrorists
Identity Attack0.55044734
Insult0.5130944
Profanity0.29168049
Threat0.44185185
Severe Toxicity0.45895407
Moderate 0.47900817 Moderate Con 0.362 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
the polish dude is 100% correct. indians try to blame their govt for how messy india is, how corrupt... but then we see how they act in canada, the messes they bring and dont clean …
the polish dude is 100% correct. indians try to blame their govt for how messy india is, how corrupt... but then we see how they act in canada, the messes they bring and dont clean up... how they are corrupt people sometimes, how they try to cut corners and do things illegally... i watched it in my own workplace, how our indian sikh boss was so racist to his fellow indians, because they had patel name from gujarat and were 'lower cast' than the bossman who had sikh last name and was an 'engineer'. but this man just wanted to cut costs and try to cheat things, now this workplace is closed down. this is my experience all my life with indians. :(
Identity Attack0.44690517
Insult0.40243408
Profanity0.1067334
Threat0.015429466
Severe Toxicity0.021548226
Moderate 0.39842087 Constructive 0.711 Personal_Narrative
Nov 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army …
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army in WORLD HISTORY was from "India" ( created in 1947). Parts of the Ahghani mountains and Tajikstan were taken and Gurjrati Muslims were given Panjab and Gujrati Hindus the other. On the north of steeles ave from Kipling to airport Rd there was NOTHING but some farms. After over 100 YEARS IN THE NATION the Sikhs and serving in BOTH WW1 and WW2 bought the first houses and businesses in the 90's. There are about 800,000 Panjabi's in Canada vs about 2 milliom Chinese. In the 90's, when Springdale was built, Gujrati people moved to Canada influx. The character of Kumar from Harold and Kumar go to white castle, rishi Sunak, kash Patel, the people rubbing cow manure on them and other setero type are Gujrati. The Sikh religion are AGINST conversation of ANY KING. If you are Christian, the Sikh religion says to be the best Christian as possible! Ben Sapiro, the Jew, as said and his people believe that Jesus was a jealot and is burning in hell in hot feces, SEMAN, and urine. In the 90's the government of Canada STOPPED allowing Panjabi farmers to come to Canada and made way for the Gujrati HINDUS. Over 100 YEARS the Sikh, Muslim and Hindus have been in Canada and NEVER asked for special treatment. Springdale was build and FIRST SETTLED by Panjabi's, who have been in nation for over 100 years. In 1947 "India" was created, again, and parts of Afghanistan and Tajikstan was taken and created Pakistan. Where is the homeland of Panjabi people? Your grandfathers are ROLLING in their graves because of the disrespect of the Panjabi people! Go look up Sikhs in ww1 and ww2. There were 2 Sikh and Anglo-Saxson wars and Panjab was the HARDEST and LONGEST land to take (which was through betrayal and NOT battle - another story). (Stoping here - because you are retarded)
Identity Attack0.39966375
Insult0.2435641
Profanity0.16357292
Threat0.058503386
Severe Toxicity0.02604016
Moderate 0.37751234 Constructive 0.638
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
At 12:30, do agree 100 percent with the Indian Elder. At the end of the day, we are all the same human beings, everybody should just respect each other's beliefs, and not impose their beliefs …
At 12:30, do agree 100 percent with the Indian Elder. At the end of the day, we are all the same human beings, everybody should just respect each other's beliefs, and not impose their beliefs on others. Do respect Sikhs more than Hindus...
Identity Attack0.35624164
Insult0.082619295
Profanity0.038655918
Threat0.008686432
Severe Toxicity0.008811951
Low Tox 0.2667042 Constructive 0.806
Sep 24, 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 …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation and injustice. Sikhs know for a fact that the Indian government is fully involved, as the RCMP found in their investigation on transnational repression and extortion cases. But the biggest piece of evidence is just south of the border with Nikhil Gupta’s case. Mr. Gupta pleaded guilty to trying to hire a US undercover cop to assassinate Gurpatwant Singh Pannu, who is a human rights activist and lawyer who is spearheading the Khalistan movement. He showed the undercover cop photos of Hardeep Singh Nijjar’s body and said we just finished this job, and when you complete your job, we have a long list of others we need dead. Nikhil Gupta had placed a call with Indian RAW agents, who are named as C1 and C2, who said they will pay $100,000 for each hit. We have Sikh activists who have repeatedly told the media they have been hit on their heads, including Jagmeet Singh, the former leader of the NDP. If Canada refuses to take this seriously, the government officials are being traitors to their own country. Canada is now doing a disservice by withholding information from Canadians, and did so before, during the inquiry into the Air India incident, when the government asked the courts not to include it in their investigation of any Indian involvement. A Canadian- Norwegian spy who said India tried to hire him to place explosives in one of the planes. He warned our government, and they knew about this and still covered it up! Now, the government is doing the same to secure business deals with India. Like India has nothing to offer Canada except labour (with their billion population), and we Canadians cannot find jobs and don't need unskilled workers from India when we can educate our citizens and give them jobs here. There must be a full, transparent investigation into India and its embassy and agents.
Identity Attack0.06795148
Insult0.038566336
Profanity0.016616182
Threat0.010343489
Severe Toxicity0.0028038025
Low Tox 0.11067997 Constructive 0.743 Policy_Critique
Feb 21, 2026 Canadian immigration officers investigating hundreds …
100% Indian sikhs in Indian oppose the idea of Khalistan, especially as bigger Pakistani Punjab is not covered.
100% Indian sikhs in Indian oppose the idea of Khalistan, especially as bigger Pakistani Punjab is not covered.
Identity Attack0.10221587
Insult0.026831545
Profanity0.026044132
Threat0.009851551
Severe Toxicity0.004043579
Low Tox 0.09828771 Moderate Con 0.383 Identity_Assertion
Jan 27, 2026 2 likes 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.