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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: "Indian is not only Punjab.... …" 89 comments · Page 4 of 4
I’m the son of Indian immigrants who came into Melbourne, Australia 34 years ago, my mom came with her family of 8 and my father came here by himself. The exact same thing is happening …
I’m the son of Indian immigrants who came into Melbourne, Australia 34 years ago, my mom came with her family of 8 and my father came here by himself. The exact same thing is happening over here. We have suburbs in our eastern side which have turned into pockets of Punjab and Haryana. We have been in the restaurant industry for 30 years now, these students are taking our cash in what is a ‘cashless economy’. We’ve had one particular instance where a former employee faked her marriage certificates in order to get her permanent residency, now she’s in trouble with the authorities and may face some years in jail. The problem is they like taking ‘shortcuts’ and then they get stuck and expect us as employers to save them. The systems put into place have been exhausted to the point where is it useless.
Identity Attack0.083355546
Insult0.06023245
Profanity0.04867618
Threat0.009825659
Severe Toxicity0.0048065186
Low Tox 0.13388206 Constructive 0.795 Personal_Narrative
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something …
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something that dates back to the British era, when Britain sent a group of Indians, specifically Sikhs, for security or labor work in Canada. This started the trend of Sikhs (turban-wearing ones) moving there. In modern times, the West was richer in terms of education and infra compared to Asia, which attracted many normal students and families immigrants also. Canada and America were built by immigrants, but now things are saturated, which I understand, and that’s where the resentment comes from. The majority Sikh state ( punjab) in India is still behind in development and job wise cooperation, and the historical pattern from the British era of moving to Canada for a better life has become a norm for many young people there. The close, collaborative nature of Sikhs—like a cousin in Canada inviting another cousin from India to come over, open a shop, work together, or share housing—is another reason many don’t hesitate to immigrate. These are some of the reasons behind mass immigration from India. Now, with saturation, the resentment toward immigration has grown. India itself faces issues with immigrants who live off our taxes, take rights meant for native children, and abuse policies, laws, or the environment. At least Canada has better-off immigrants—educated and contributing to the economy. While some may depend on taxes, most are hardworking and self-sufficient; otherwise, Canada’s economy would have collapsed by now. In end i can understand the hatred but you guys should stop this yourselves - not hunting them but prevent more.
Identity Attack0.11280017
Insult0.047935467
Profanity0.017504321
Threat0.0074048014
Severe Toxicity0.0031280518
Low Tox 0.13041082 Constructive 0.817 Comparative_Framing
Dec 19, 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 …
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones …
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones so things aren’t gonna go well for the first generation so I hope to see change in the next, but I really hate the racism. Because at the end of the day, this world belongs to all of us. I’m married to a Punjab. And I’m very thankful I met him feel like a lot of Canadian men. Have become victims to the red pill ideology or cell phones are really just becoming a part of their ideologies. Indian families bring back real love and authenticity. My only problem is the criminals that are coming into the country that are hurting people when we already have enough problems in our own country.
Identity Attack0.10221587
Insult0.046764325
Profanity0.035900343
Threat0.008919456
Severe Toxicity0.0045394897
Low Tox 0.119997114 Constructive 0.799 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
I would like to highlight that these Indians in Canada 90 percent of them are sikh and from Punjab,India...
I would like to highlight that these Indians in Canada 90 percent of them are sikh and from Punjab,India...
Identity Attack0.14019285
Insult0.031036375
Profanity0.020851927
Threat0.006977591
Severe Toxicity0.0038909912
Low Tox 0.11388343 Constructive 0.532 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
Indians call Canada a mini punjab 😅 .Canadian is a nice people 🫰 no hate only good vibes ❤❤ 🇮🇳
Indians call Canada a mini punjab 😅 .Canadian is a nice people 🫰 no hate only good vibes ❤❤ 🇮🇳
Identity Attack0.06522302
Insult0.02567133
Profanity0.020100424
Threat0.0071199946
Severe Toxicity0.0029182434
Low Tox 0.09394901 Constructive 0.539 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
10 years ago, I had an job interview with rcmp at surrey bc detachment. 3 panels interviewers, 2 of them are indian male, and one white female. One indian male interviewer asked me if I …
10 years ago, I had an job interview with rcmp at surrey bc detachment. 3 panels interviewers, 2 of them are indian male, and one white female. One indian male interviewer asked me if I could speak punjab.
Identity Attack0.10221587
Insult0.018323302
Profanity0.019690514
Threat0.008039144
Severe Toxicity0.0022792816
Low Tox 0.091913216 Constructive 0.613
Oct 3, 2025 3 likes IRCC Names India in Study …
You should go just north of the Pearson airport to The (Great Punjab Business Centre) there is like 20+ immigration lawyers on 1 plaza and trucking school there is also another plaza that looks just …
You should go just north of the Pearson airport to The (Great Punjab Business Centre) there is like 20+ immigration lawyers on 1 plaza and trucking school there is also another plaza that looks just like this one in Surrey BC- (Payal Business Centre) both of these places have the biggest Indian population's no other culture needs this many immigration lawyers
Identity Attack0.052944973
Insult0.020579277
Profanity0.014874061
Threat0.006977591
Severe Toxicity0.0022697449
Low Tox 0.07687678 Constructive 0.616 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ …
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ 1:50 Immigration and Cultural Assimilation in Canada 📖 Impact of Indian Immigration on Local Communities (2:10 - 3:20) └─ 2:10 Impact of Indian Immigration on Local Communities 📖 Racial Tensions and Demographic Changes in Bmpton (3:20 - 4:38) ├─ 3:20 Racial Diversity and Demographic Changes └─ 3:58 Racial Tensions and Experiences in Multicultural Settings 📖 Racism and Xenophobia in Canadian Communities (4:38 - 6:09) ├─ 4:38 Racism and Xenophobia in Canadian Communities ├─ 5:14 Negative Views on Immigration and Cultural Differences └─ 5:49 Consequences of Demographic Replacement in Bmpton 📖 Driving Habits and Road Safety Concerns (6:09 - 7:30) ├─ 6:09 Distracted and Aggressive Driving in Canada ├─ 6:43 Poor Driving Habits in Canada └─ 7:04 Distracted Driving in Bmpton Residents 📖 Indian Immigration and Economic Impact (7:30 - 8:48) ├─ 7:30 Immigrant Experiences in Canada's Indian Community └─ 8:17 Rise of Ethnic Nationalism in Canada 📖 Hanuman Symbolism in Multicultural Communities (8:48 - 10:25) ├─ 8:48 Canada's Changing Demographics and Cultural Symbols ├─ 9:29 Earning Money through Mobile Games └─ 9:58 Making Money with Mobile Apps 📖 Punjabi Independence Movement and Human Smuggling (10:25 - 11:46) ├─ 10:25 Punjab Independence Movement and Kalistan ├─ 10:50 India's Economic and Political Challenges └─ 11:13 Human Smuggling Across the Canada-US Border 📖 Human Trafficking Sting Operation Setup (11:46 - 13:34) ├─ 11:46 Arranging a Pickup for Human Trafficking ├─ 12:20 Human Trafficking Sting Operation Risks and Preparations └─ 12:50 Human Trafficking and Kidnapping Fears and Preparations 📖 Human Trafficking through Student Visa Scams (13:34 - 14:49) 📖 Crossing the US-Canada Border Illegally (14:49 - 16:56) ├─ 14:49 Crossing the US-Canada Border Illegally ├─ 15:20 Crossing the Canadian Border Anxieties ├─ 15:50 Traveling to Canada in Winter └─ 16:18 Phone Theft and Harassment Tactics 📖 Crossing the Border Illegally with a Smuggler (16:56 - 18:21) ├─ 16:56 Crossing the Border Illegally in Canada ├─ 17:29 Smuggling Items Past Border Patrol └─ 17:53 Safety Concerns in Traveling to Canada 📖 Human Smuggling Operation in Canada (18:21 - 22:02) ├─ 18:21 Crossing the Border Illegally with Smugglers ├─ 19:04 Emergency Preparations and Safe Houses └─ 19:45 Human Smuggling Operations in Canada Exposed
Identity Attack0.06249457
Insult0.02212623
Profanity0.019690514
Threat0.0104988385
Severe Toxicity0.005302429
Low Tox 0.06500591 Constructive 0.543
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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)
@TylerOliveira Each State in INDIA🇮🇳 has its Own Culture, Language, Heritage, Cuisine, Traditional Dances and Festivals. Don't Flex the Words in your Video. They are from Punjab and in Punjab they Speak Punjabi. Note: 85% …
@TylerOliveira  Each State in INDIA🇮🇳 has its Own Culture, Language, Heritage, Cuisine, Traditional Dances and Festivals. Don't Flex the Words in your Video. They are from Punjab and in Punjab they Speak Punjabi. Note: 85% of Indian Born and Canadian Indian Born are Punjabis Rest are Haryanvi, Gujarati, Tamilan, Teluguits, Malyalis, Bengalis are remaining 14% in Canada 🇨🇦. -------- My Language is Kannada and we are not even 1% of Canadian Indian Population.
Identity Attack0.041003603
Insult0.017485369
Profanity0.012243799
Threat0.0059257476
Severe Toxicity0.0016498566
Low Tox 0.050573748 Constructive 0.628 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
"Punjab" is an Indian State. I do not know why they say that they are from Punjab.
"Punjab" is an Indian State. I do not know why they say that they are from Punjab.
Identity Attack0.037394293
Insult0.014390918
Profanity0.01982715
Threat0.0072365063
Severe Toxicity0.0017261505
Low Tox 0.044388983 Moderate Con 0.424 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed …
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed by like 6 months, they somehow remembered my name 😅 They weren't the brightest but I absolutely appreciate the respect they showed me, especially when they kept calling me Mr. FirstName.
Identity Attack0.029144434
Insult0.018001022
Profanity0.013951761
Threat0.006479179
Severe Toxicity0.0013637543
Low Tox 0.042657252 Constructive 0.755 Personal_Narrative
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.