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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: "no one is illegal on …" 67 comments · Page 3 of 3
This video is typical CBC smokescreen, yes Immigrants and refugees get sponsored. The Legal ones! No issue. But all the illegal immigrants get one year of social insurance too.And the health care benefit they get …
This video is typical CBC smokescreen, yes Immigrants and refugees get sponsored. The Legal ones! No issue. But all the illegal immigrants get one year of social insurance too.And the health care benefit they get is the same program the natives get.CBC kind of blends the rules for legal immigration with illegals kind of watering it down to make it not seem as bad. Typical blur the lines!
Identity Attack0.105256535
Insult0.05964688
Profanity0.014634945
Threat0.0065827454
Severe Toxicity0.0031661987
Low Tox 0.1641865 Constructive 0.623
Aug 20, 2018 1 likes How much do refugees and …
no one is illegal on stolen land
no one is illegal on stolen land
Identity Attack0.061130337
Insult0.036325075
Profanity0.027000591
Threat0.008375733
Severe Toxicity0.0043296814
Low Tox 0.15103401 Low Con 0.19 Moral_Argument
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
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 …
Canada's population is now almost 10% Indian, maybe more if we can accurately count the ones illegally staying in the country (trust me there's lots). That is THE HIGHEST percentage of Indian population from any …
Canada's population is now almost 10% Indian, maybe more if we can accurately count the ones illegally staying in the country (trust me there's lots). That is THE HIGHEST percentage of Indian population from any non-Hindu/Muslim majority country, and second in TOTAL only to the United States, who has 10x our population. Think about that.
Identity Attack0.1714862
Insult0.025929155
Profanity0.012995303
Threat0.0063432488
Severe Toxicity0.002822876
Low Tox 0.12520397 Constructive 0.519
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
At one point Amazon in Ontario was hiring every foreign students illegally back in 2024 as drivers. They had to lay them all off.
At one point Amazon in Ontario was hiring every foreign students illegally back in 2024 as drivers. They had to lay them all off.
Identity Attack0.07425626
Insult0.033680726
Profanity0.014464149
Threat0.017328756
Severe Toxicity0.0031852722
Low Tox 0.11652588 Constructive 0.51 Personal_Narrative
Jan 19, 2026 37 likes Why Canada’s immigration system has …
One comes with diploma and then they buy a house and ten people move in illegally. It makes for noise neighbors and wear and tear on the infrastructure of the country.
One comes with diploma and then they buy a house and ten people move in illegally. It makes for noise neighbors and wear and tear on the infrastructure of the country.
Identity Attack0.029144434
Insult0.035443626
Profanity0.014361672
Threat0.012647836
Severe Toxicity0.00333786
Low Tox 0.11347008 Moderate Con 0.441
Jun 18, 2025 22 likes How Canada broke its immigration …
Seems like Trumpism to me. These people are doctors and lawyers who came here, and no one is illegal on stolen land.
Seems like Trumpism to me. These people are doctors and lawyers who came here, and no one is illegal on stolen land.
Identity Attack0.033784978
Insult0.058475737
Profanity0.014156717
Threat0.006259101
Severe Toxicity0.0017929077
Low Tox 0.11336674 Moderate Con 0.417 Moral_Argument
Feb 18, 2026 Canadian immigration officers investigating hundreds …
those illegally crossing to Canada are sponsored by no one, that's why they're not immigrant
those illegally crossing to Canada are sponsored by no one, that's why they're not immigrant
Identity Attack0.099899694
Insult0.027730936
Profanity0.012687869
Threat0.006084333
Severe Toxicity0.0022602081
Low Tox 0.112436704 Low Con 0.275
Jan 1, 2018 2 likes How much do refugees and …
South @sians dont "integrate / assimilate because they know they dont have to ! They can find whatever community resources (financial, legal, medical, et al) without having to step outside the community. They have been …
South @sians dont "integrate / assimilate because they know they dont have to ! They can find whatever community resources (financial, legal, medical, et al) without having to step outside the community. They have been able to "replicate" India in their Host country. Unfortunately, the Liberal Party's Misguided Multicultur@lism Policies and Incentivization of Illeg@l / Mass Immigration has exacerbated this problem. I think what local Canadians may resent so much is the new Competition for whatever low - wage labour and community resources are left over post Pandemic. Also, if one listens closely (Euro) Canadians) resent the imposition of Old Country religious / group cultural practices have "overflowed" into the public Commons rather than kept private. The unspoken "demand" that Locals get use to these cultural differences / just suck it up causes some rancor.
Identity Attack0.06340405
Insult0.045007613
Profanity0.015625564
Threat0.0067769317
Severe Toxicity0.0028419495
Low Tox 0.11181668 Constructive 0.732 Policy_Critique
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Just an FYI here, lived worked my entire adult life in Canada, 62 now and don't have a doctor, can't retire anytime soon, but my illegal immigrant neighbours get 80 thousand dollars per year and …
Just an FYI here, lived worked my entire adult life in Canada, 62 now and don't have a doctor, can't retire anytime soon, but my illegal immigrant neighbours get 80 thousand dollars per year and free EVERYTHING! I made 30 thousand working and paying for them...GAWD help us all that have put our entire lives into paying for other people and countries well being, maybe one day Canada will put me first and make sure I can afford to eat in this country
Identity Attack0.058401883
Insult0.024640027
Profanity0.012004685
Threat0.0060066585
Severe Toxicity0.0021076202
Low Tox 0.08953904 Constructive 0.716 Personal_Narrative
Feb 27, 2026 20 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
🫠 800 illegal colleges in Ontario. Do you want your kids to go to Stanford? There is one in Brampton ❤😂
🫠 800 illegal colleges in Ontario. Do you want your kids to go to Stanford? There is one in Brampton ❤😂
Identity Attack0.029402243
Insult0.025284592
Profanity0.0118338885
Threat0.006330303
Severe Toxicity0.0015735626
Low Tox 0.083999306 Moderate Con 0.31
Oct 2, 2025 3 likes IRCC Names India in Study …
We are not a trump nation. F ice and Canadian ice. No one is illegal. Rip good and pretti
We are not a trump nation. F ice and Canadian ice. No one is illegal. Rip good and pretti
Identity Attack0.018470341
Insult0.028832749
Profanity0.020100424
Threat0.007145886
Severe Toxicity0.0024604797
Low Tox 0.08241652 Moderate Con 0.323 Moral_Argument
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Canadians are turning against mass and Illegal immigration For Immigration to be a success all round a country needs to have a clear vision of its immediate for its needs and accord immigration opportunity only …
Canadians are turning against mass and Illegal immigration For Immigration to be a success all round a country needs to have a clear vision of its immediate for its needs and accord immigration opportunity only to those it needs and that as a privilege -NO ONE has any rights to coming to Canada and those who are accorded such an opportunity need to understand clearly that they are opting for a new way of life that gives them opportunity and must be prepared psychologically to adapt and contribute -This concept has been brutalized in recent decades and law order and expectations have been trampled on -Hence today’s situation-a Canadian who came according to law and embraced Canada its way of life and Canadians
Identity Attack0.035589635
Insult0.029053112
Profanity0.012107162
Threat0.006977591
Severe Toxicity0.0019931793
Low Tox 0.075294 Constructive 0.616 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Commonizing legal people with illegal ones, we should stop calling out common names for the people who never done anything wrong.
Commonizing legal people with illegal ones, we should stop calling out common names for the people who never done anything wrong.
Identity Attack0.036105253
Insult0.019999169
Profanity0.012346277
Threat0.007637825
Severe Toxicity0.0015926361
Low Tox 0.0665887 Moderate Con 0.458
Sep 30, 2025 IRCC Names India in Study …
This is common sense! . You should see how many peoole are in Vancouver, working illegally. Tons!!. I challenged one of them and he said : ' I am not leaving. '
This is common sense! . You should see how many peoole are in Vancouver, working illegally. Tons!!. I challenged one of them and he said : ' I am not leaving. '
Identity Attack0.021585498
Insult0.02283525
Profanity0.014293353
Threat0.006815769
Severe Toxicity0.0015735626
Low Tox 0.06184035 Constructive 0.624 Personal_Narrative
Feb 25, 2026 'We do know that there's …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by looking to the South.. We know it takes us goin out to the poles by the millions, to vote, in order to elect, who we think is best for the country,..but then we expect small groups, of only a few100, to be capable of affecting change, with such major, post electoral issues, as this. Make no mistake, this, Canada, has already become a completely different place,..it's no longer the home we knew and loved, as it was. All those aspects are gone. And this is just the beginning. Wars Will Happen, in our cities.. Yes I'm just some guy that was born here in Canada, 61yrs ago. What I'm saying, is what I've been seeing, for decades. Rules and guidelines, and laws, need to passed. If you come to a foreign country, to live,..you practice, and learn their ways, and become one with them. None of this Social Separation B.S...If you want to live as you did in the country you left, find a secluded island, or go back to where you came from. It,s not just illegals that are being a problem.
Identity Attack0.011839314
Insult0.028832749
Profanity0.01579636
Threat0.0069387536
Severe Toxicity0.001707077
Low Tox 0.058737632 Constructive 0.793 Fear_Threat
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
bro no one goes from canada to america illegally, its easier to get Pr and passport in Canada so they just stay there and then once they get passport they can do whatever in usa …
bro no one goes from canada to america illegally, its easier to get Pr and passport in Canada so they just stay there and then once they get passport they can do whatever in usa similar to a us citizen.
Identity Attack0.02048012
Insult0.013440913
Profanity0.011201942
Threat0.0062785195
Severe Toxicity0.0011348724
Low Tox 0.035220183 Moderate Con 0.323
Jan 27, 2026 1 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.