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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: "- Why so many Punjabis …" 38 comments · Page 2 of 2
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. …
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. In this particular case, the smuggler was not Punjabi but a Hindu who was speaking Hindi. Incidents like this increase the frustration among some Punjabis and contribute to the demand for greater autonomy or a separate homeland. Many feel they are tired of being blamed or judged because of actions that are not even connected to their community. That's why we ask for separate land from them bcz we are fed up too.
Identity Attack0.17070955
Insult0.06285016
Profanity0.03915693
Threat0.016120117
Severe Toxicity0.0061035156
Low Tox 0.15932569 Constructive 0.813 Identity_Assertion
Feb 16, 2026 Inside Canada's Indian Invasion...
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. …
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. In this particular case, the smuggler was not Punjabi but a Hindu who was speaking Hindi. Incidents like this increase the frustration among some Punjabis and contribute to the demand for greater autonomy or a separate homeland. Many feel they are tired of being blamed or judged because of actions that are not even connected to their community. That's why we ask for separate land from them bcz we are fed up too.
Identity Attack0.1714862
Insult0.06267534
Profanity0.039407436
Threat0.015947454
Severe Toxicity0.0060653687
Low Tox 0.15932569 Constructive 0.813 Identity_Assertion
Feb 16, 2026 Inside Canada's Indian Invasion...
Many Punjabis are from Pakistan n people who migrated before independence n those who not willing to connect themselves with Indians that's why they make a strong community abroad...this applies to srilankan refugees as well.... …
Many Punjabis are from Pakistan n people who migrated before independence n those who not willing to connect themselves with Indians that's why they make a strong community abroad...this applies to srilankan refugees as well.... India pakistan division is the major reason for such migration Indians from other states move only if they get job n bring only their wife n move back to India later....
Identity Attack0.18235919
Insult0.06250052
Profanity0.025087673
Threat0.008867673
Severe Toxicity0.0062561035
Low Tox 0.15656179 Constructive 0.672 Comparative_Framing
Feb 6, 2026 Inside Canada's Indian Invasion...
You know most of the Punjabis and many people who claim they are mostly pakistani
You know most of the Punjabis and many people who claim they are mostly pakistani
Identity Attack0.15517195
Insult0.036325075
Profanity0.04366605
Threat0.008738215
Severe Toxicity0.0051879883
Low Tox 0.14256015 Moderate Con 0.35 Question
Feb 7, 2026 4 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 …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid in cash, leading to tax evaluation. So they were able to save more... They were able to buy a bigger house for cheaper basically. New immigrants move to Brampton probably cause it easier. They don't need to assimilate as much as they sued to. They can speak their own language, not have to learn another, etc. You can actually see certain immigrant groups take to certain cities for the reasons above. Vaughn is Italian, Etobicoke was multi cultural, now Somalian(last I visited), sauga is Arab, etc The universities are a big scam, and the govt is part of it. They don't care cause they get money.... People create these fake colleges and bring in students. Students have "online" classes and so they don't actually go in . In Canada ur allowed to work 20 hours as a student, but all work more under the table. And yes. As a Punjabi, there is too many Indians. It was too many when I left. Worse now.. don't even like visiting Canada anymore unless I go to Barrie or something.
Identity Attack0.08500996
Insult0.033239998
Profanity0.016342908
Threat0.0069516995
Severe Toxicity0.0026893616
Low Tox 0.11036996 Constructive 0.761 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Brampton has been made home by many Punjabis from India, claiming suppression. In reality nobody is suppressed. In fact, the Punjab state in India is very fertile. Canada has deliberately let in these guys to …
Brampton has been made home by many Punjabis from India, claiming suppression. In reality nobody is suppressed. In fact, the Punjab state in India is very fertile. Canada has deliberately let in these guys to do truck driving. For the economic progress being made by India, it doesn't make sense to go to Canada now.
Identity Attack0.099072486
Insult0.029493837
Profanity0.01220964
Threat0.0069516995
Severe Toxicity0.002298355
Low Tox 0.10783285 Constructive 0.614 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
When the indians . Indus .Punjabis going to back ?shht way to many way to many god 😢
When the indians . Indus .Punjabis going to back ?shht way to many way to many god 😢
Identity Attack0.109089136
Insult0.0047423025
Profanity0.0010661122
Threat0.00086353207
Severe Toxicity0.000012841906
Low Tox 0.07699497
Apr 21, 2025 1 likes
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised …
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised here, and when I’m in Brampton and walk into a Circle K, people start speaking to me in Hindi or Punjabi right away — it’s a trip. At the same time, I’m not saying everyone coming is bad. A lot of international students and new immigrants are hardworking people who want to build a better life. But plenty are also gaming the system. The real issue is that Canada messed up by letting in too many at once, with no structure to help them assimilate. When there’s no integration, no surprise people just act like they’re back home.
Identity Attack0.037909906
Insult0.02618698
Profanity0.015693882
Threat0.007301235
Severe Toxicity0.0018024445
Low Tox 0.067380086 Constructive 0.77 Policy_Critique
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Many Punjabis say from Punjab whereas the rest say from India.
Many Punjabis say from Punjab whereas the rest say from India.
Identity Attack0.052490227
Insult0.017807651
Profanity0.019212283
Threat0.006925808
Severe Toxicity0.0017642975
Low Tox 0.049831573 Low Con 0.293 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
🌈🧬🦄🧬🌈 Even many of the Punjabi people agree it is just way too many in Canada. The Punjabi people are mostly very nice good people though. 🇨🇦✨🇨🇦
🌈🧬🦄🧬🌈 Even many of the Punjabi people agree it is just way too many in Canada. The Punjabi people are mostly very nice good people though. 🇨🇦✨🇨🇦
Identity Attack0.04306607
Insult0.015416925
Profanity0.015010698
Threat0.0066798385
Severe Toxicity0.0018978119
Low Tox 0.044883765 Constructive 0.689 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Identity Attack0.021786476
Insult0.010894896
Profanity0.021125201
Threat0.008841781
Severe Toxicity0.0025177002
Low Tox 0.031331215 Constructive 0.697 Solidarity
Jan 29, 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.