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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

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Active: "Ban Indian immigration" 11 comments
Ban all indian visas, immigrant etc. Canada stinks enough
Ban all indian visas, immigrant etc. Canada stinks enough
Identity Attack0.7063701
Insult0.5678696
Profanity0.22622968
Threat0.013702838
Severe Toxicity0.16960317
Moderate 0.6863638 Low Con 0.157 Identity Attack Insult
Oct 3, 2025 1 likes IRCC Names India in Study …
Indian immigration should be banned entirely - Hindu culture is not compatible with Western civilization. They don't belong here. Go some balls enough of being tolerant.
Indian immigration should be banned entirely - Hindu culture is not compatible with Western civilization. They don't belong here. Go some balls enough of being tolerant.
Identity Attack0.6106996
Insult0.49389273
Profanity0.47435758
Threat0.13815513
Severe Toxicity0.24482845
Moderate 0.6744087 Low Con 0.2 Identity Attack Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian i just wanna say we love immigrants, ask any Canadian we love fillipinos more than other Canadians. East Indians are rude, dirty and hate our people. They deserve every bit of hate …
As a Canadian i just wanna say we love immigrants, ask any Canadian we love fillipinos more than other Canadians. East Indians are rude, dirty and hate our people. They deserve every bit of hate they get and i cant wait until Canadians finally send them all home. Not to mention they live like complete animals 5-10 of them in a 2 bedroom apartment (ive seen it with my own eyes delivering furniture). They then save up their money as a group buy up a business then only hire their own. They are a disgusting group of people t hat need to be banned from every country outside of their own.
Identity Attack0.5707127
Insult0.5332045
Profanity0.19401662
Threat0.045572113
Severe Toxicity0.15179962
Moderate 0.52811706 Constructive 0.523 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I don't care about the opinions of immigrants. Canada needs 5 million deportations of Indians ALONE, Islam should be banned and MANY Chinese need to be sent packing too. 10 million need to go.
I don't care about the opinions of immigrants. Canada needs 5 million deportations of Indians ALONE, Islam should be banned and MANY Chinese need to be sent packing too. 10 million need to go.
Identity Attack0.5698139
Insult0.24928534
Profanity0.06345607
Threat0.13414288
Severe Toxicity0.023880709
Moderate 0.47119883 Moderate Con 0.396 Identity Attack Fear_Threat
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
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 …
Ban Indian immigration
Ban Indian immigration
Identity Attack0.458714
Insult0.07967083
Profanity0.0838743
Threat0.060119797
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.254 Call_To_Action
Sep 30, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
ur country u protect! step out and say No to some immigrants who is not assimilated. banned the Indian culture. it is unsuitable for this country. I'm not Canadian, so I can speak free, but …
ur country u protect! step out and say No to some immigrants who is not assimilated. banned the Indian culture. it is unsuitable for this country. I'm not Canadian, so I can speak free, but u can't. why? you are losing your culture.
Identity Attack0.38185352
Insult0.16809943
Profanity0.019485557
Threat0.008556974
Severe Toxicity0.012130737
Moderate 0.3375374 Constructive 0.534 Identity_Assertion
Aug 28, 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 …
It’s good to hear some are thinking of leaving to the US. I truly wish for their success. I worked at a college that became a diploma mill in Vancouver and you couldn’t go to …
It’s good to hear some are thinking of leaving to the US. I truly wish for their success. I worked at a college that became a diploma mill in Vancouver and you couldn’t go to the men’s room without seeing 3 or 4 dudes hanging out. Foreign students also take from the food banks enough to have 1st year students now banned and many people no longer donate. I generally have great experiences Indian people, and have travelled India extensively, but if you let in too many of one type the native population will have a hard time and the immigrants themselves won’t integrate and build their own society. Blame the Liberal government.
Identity Attack0.08583717
Insult0.033790905
Profanity0.023584666
Threat0.012026439
Severe Toxicity0.0037384033
Low Tox 0.11161 Constructive 0.762 Personal_Narrative
Jan 27, 2026 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.