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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: "If they work, file their …" 6 comments
If they work, file their taxes, don't siphon the system and talk to me in English then I do not care what they do in their own time. On the contrary, I wish them the …
If they work, file their taxes, don't siphon the system and talk to me in English then I do not care what they do in their own time. On the contrary, I wish them the best. Those who do not contribute to society and merely leech off of it are the true dregs. That applies the same to a white man with needles harassing people under a bridge and a black man in a hoodie and mask robbing a convenience store (non-Indian stereotypes) as it does to any immigrant who hops the border and expects this country to fund their way. That said, there have been far too many immigrants in the last decade, regardless of origin. I've lived in my small town in BC for 37 years and somehow I cannot get a family doctor (I visit all of the local clinics annually and am on the provincial waiting list) while a lot of newer residents seem to have a doctor within months of moving here. I am glad I bought my house when I did, I would not be able to afford one today. I am not against legal immigration, just slow it down so the infrastructure can support it and properly vet those who apply. The system for deportment currently employed in the US is far too hastened and imperfect for my liking but the lack-of-a-system (or heck, acknowledgement) that this is even an issue by the current and previous Canadian governments is equally as concerning (arguably more, other folks can debate the politics of it).
Identity Attack0.4482637
Insult0.36798462
Profanity0.16869035
Threat0.033386398
Severe Toxicity0.023076924
Moderate 0.39842087 Constructive 0.828 Policy_Critique
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto …
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto shelters in what seemed like a blink of a eye every shelter became 80% north African Muslim men ,they were given cash allowances to buy their own food $80 a day plus welfare cheques once a month boosted up with TTC allowance $157 clothing allowances and yes they were all given money to buy laptops and smart phones apparently so they can keep in touch with their families back in Africa, in the last shelter I stayed in there was only 6 white Canadian born homeless people living there and 94 north Africans whom we started to notice were being housed only to have the next one take up their cott space housed yes and when we started looking into how they were getting housed so fast when we were apparently on a 37,000 name waiting list for housing with our housing workers telling us it will take 10 years if we are lucky then we found out about the secret housing program that these fresh off the boat immigrants were getting market value apartments of their choice you pick the government pays one African we befriended ( he wasn't a believer in Islam shush or they'll kill him) got a 1 bedroom condo apartment over looking Toronto's Island airport $2,700 a month and the government payed for all his furnishings, so now we knew and we approached the on site housing workers asking why we weren't told about COHB at first they tried to deny it existed but researching we had all the information first these COHB forms were to be handed out to those with seniority length of stay so as to cut out on abuse being that they are worth over $250,000 after ten years of paying your rent as in free housing for life , then we discovered the staff were making false entries on our files claiming some of us lost our seniority for fighting claiming we were kicked out for 14 days others for smoking violations what they didn't think we knew was on admission to any shelter you sign a agreement that they are videoing you and keeping a file on you that also stated we are allowed to have up to date copies of our files then during the 2 weeks we were supposedly kicked out we asked for the videos from that period once they realized we had a advocate working for us who a l so supplies lawyers to us should we need so they got caught then management called us all up for a meeting and that's when we hit him with a bombshell yes the shelters are staffed with immigrants from the same African countries this Hoard is coming from and we have a sworn statement saying they are charging $10,000 for these guaranteed housing forms yes $10,000 that's what our none Muslim African shelter friend payed for his form and why he's now living free in easily close to a million dollar condo and believe me the cars parked there show it, ok so after we busted them guess what 6 whites who were all born in Canada and have lived a average of 3.5 years in a shelter all got housed in apartments of our choosing mind we did get ours fully furnished by the government like all these illegal Christian hating islamists get free housing free food free clothing free medical free dental free prescription drugs and a free huge monthly welfare cheque Rebel news please contact us we want every Canadian to know what's going on and how we Canadians are being left out, p.s just go to any money transfer business at the end of the month and you'll see line ups of these north Africans wiring money back to their wives and families even boxing up all the mountains of free clothing sending it to Africa same what they're doing with all the prescription drugs they are getting for free everything is about making money taking taking taking not putting anything back , now I sleep soundly no one stealing my belongings no more catching a different cold every week no more being called a filthy infidel which seems to be their favorite word COHB look that up and if your living paycheck to paycheck working 2 jobs just get to a shelter say one with 94 Africans who will all be housed shortly leaving you the most seniority easy peasy but remember to keep a eye on your file for false entries or borrow $10,000 to buy one
Identity Attack0.20878418
Insult0.0777699
Profanity0.025770858
Threat0.007819066
Severe Toxicity0.0075531006
Low Tox 0.20102765 Constructive 0.78 Personal_Narrative
Aug 25, 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 …
I believe there is at least half a million people from India in Canada maybe 90% of those have already overstayed their welcome in Canada and they're getting away with it they go to work …
I believe there is at least half a million people from India in Canada maybe 90% of those have already overstayed their welcome in Canada and they're getting away with it they go to work for Indian trucking companies that paid them as contractors so the company pays them as contractors and it's up to that employee whether or not they file their taxes while they can't even they don't even have a social insurance number
Identity Attack0.07425626
Insult0.023608726
Profanity0.0138151245
Threat0.0064144502
Severe Toxicity0.0021457672
Low Tox 0.09394901 Constructive 0.592 Unverified_Claim
Feb 19, 2026 Canadian immigration officers investigating hundreds …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids thro Univ who are employed now. Trudeau, to be in power, joined hands with Jagmeet Singh. I know of a 2 shutter shop in Brampton East, registered as a college, which issued 4000 student visas. I wonder whether the Immigration dept checked on the college before issuing the visas. Now, we have students, whose visas have expired, whose families in India have mortgaged everything (primarily from Punjab, Haryana & Gujarat) who are here working for cash. I think we must revisit the files, track them out, see their educational background and give them opportunites. Indian origin folks must also educate their families back home on reality. With a growth rate of 7% + India is the country to be in, for these youngsters, to grow in life
Identity Attack0.01656105
Insult0.02618698
Profanity0.015249812
Threat0.0070034824
Severe Toxicity0.0017642975
Low Tox 0.056758508 Constructive 0.839 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for both part & full time. I apply for at least 10-20 a day. I’m not getting calls for interviews. I’ve even applied twice to one job because I was not chosen but 2 weeks later the same position was back. I’m fortunate enough to not have to work. I have a husband that makes a very good salary that pays for all of the bills , groceries & vacations. Up until Covid collapsed my 2 franchises & I was sinking more money in than making it I had to sell one for 1/3 of what I paid for it & give the other away. I started a small business at home doing lash extensions. I have my regular clients. But if I want to save my own money it’s not sustainable or steady. I want to work because I enjoy leaving my home not to just go grocery shopping or visit family. That’s even if they are home from work. I like having a purpose. I’m skilled in accounting, cleaning, sales, marketing, customer service you name it. Many might say that I’m very lucky. I am very blessed but it’s also very lonely. Plus I have always worked & had independence. I hate asking my husband to send me money so I can pay my cell, credit card bills. I don’t even go shopping without him for new clothes because I rely on him to pay for those too. Hypothetically we broke up tomorrow I’d be screwed. I worry about if he dies. There’s life insurance but we still have a mortgage to pay & monthly bills. Plus of course I’d make sure his kids got some too. Not to mention I’ve had mental health struggles with social anxiety & agoraphobia years ago. The more I stay home the more I get anxious about going out. Days can get boring & then I find myself napping all afternoon. I need a job. I just want my own money. I don’t want to go to my husband every 3 months & ask him to send me 2000.00 to clear up my overdraft for one business day. I don’t even want to have to use it. Sorry for the rant but I feel that even when filing out applications many times I’m asked if I’m racialized. In other words is my skin brown.
Identity Attack0.005771666
Insult0.012946909
Profanity0.013576009
Threat0.006382086
Severe Toxicity0.0010490417
Low Tox 0.021549871 Constructive 0.835 Personal_Narrative
Sep 8, 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.