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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: "As Sikh, we should not …" 347 comments · Page 12 of 14
I feel like showing a homeless shelter and saying no indian is pretty bias. Ive been homeless before, and anytime you go to a sikh temple, its part of their religion to feed you. They …
I feel like showing a homeless shelter and saying no indian is pretty bias. Ive been homeless before, and anytime you go to a sikh temple, its part of their religion to feed you. They serve meals and tea pretty much every day. Regardless of race or religon. A lot of it is vegetarian, but when you are homeless it can be a blessing 🧡
Identity Attack0.1508922
Insult0.02982438
Profanity0.03239325
Threat0.008466354
Severe Toxicity0.004463196
Low Tox 0.1373533 Constructive 0.787 Solidarity
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
dude Sikh's are one of the most awesome people lol
dude Sikh's are one of the most awesome people lol
Identity Attack0.06249457
Insult0.031807642
Profanity0.08096472
Threat0.011482717
Severe Toxicity0.007820129
Low Tox 0.1373533 Moderate Con 0.424 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
Sikhs are good people tho it's just too many so from now on too many
Sikhs are good people tho it's just too many so from now on too many
Identity Attack0.10221587
Insult0.029604018
Profanity0.040910475
Threat0.012233571
Severe Toxicity0.007019043
Low Tox 0.12867521 Moderate Con 0.422 Identity_Assertion
Jan 26, 2026 1 likes 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 …
United Sikhs Mississauga needs to be investigated
United Sikhs Mississauga needs to be investigated
Identity Attack0.10221587
Insult0.025026767
Profanity0.02795705
Threat0.016292779
Severe Toxicity0.004348755
Low Tox 0.11912931 Low Con 0.246 Call_To_Action
Feb 18, 2026 36 likes Canadian immigration officers investigating hundreds …
I am Muslim I'm sure if the homeless people go to a Sikh temple they would get free food ❤
I am Muslim I'm sure if the homeless people go to a Sikh temple they would get free food ❤
Identity Attack0.10221587
Insult0.024768941
Profanity0.02392626
Threat0.010705971
Severe Toxicity0.0059890747
Low Tox 0.11739369 Constructive 0.61
Nov 27, 2025 Inside Canada's Indian Metropolis (Brampton)
2012 I visit Brampton and there were more Sikhs than in Punjab. I just leave and it was a good decision. Brampton is Poor Punjab now, only small percentage of Sikhs are rich in Brampton.
2012 I visit Brampton and there were more Sikhs than in Punjab. I just leave and it was a good decision. Brampton is Poor Punjab now, only small percentage of Sikhs are rich in Brampton.
Identity Attack0.11163961
Insult0.03522326
Profanity0.018187506
Threat0.008259222
Severe Toxicity0.0037956238
Low Tox 0.115658075 Constructive 0.516 Identity_Assertion
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Sikh and you shall find, I have no problem with Sikhs as long as they are honourable, Bromptom lucked out in the Immigrant lottery it seems.
Sikh and you shall find, I have no problem with Sikhs as long as they are honourable, Bromptom lucked out in the Immigrant lottery it seems.
Identity Attack0.10221587
Insult0.032138187
Profanity0.022423252
Threat0.009074804
Severe Toxicity0.00415802
Low Tox 0.11440011 Constructive 0.589 Humor_Satire
Jan 27, 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...
But the land is owned by sikh
But the land is owned by sikh
Identity Attack0.10221587
Insult0.033680726
Profanity0.040409464
Threat0.010654188
Severe Toxicity0.0065612793
Low Tox 0.11357342 Low Con 0.226
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
So many pros and cons; a farming community of 18K and now a booming metropolis, is that a bad thing? Culturally ofcourse it doesn't represent the core of Canadian society, but sikhs were heavily discriminated …
So many pros and cons; a farming community of 18K and now a booming metropolis, is that a bad thing? Culturally ofcourse it doesn't represent the core of Canadian society, but sikhs were heavily discriminated against when they first arrived, so were forced to fend for themselves and build businesses, trade amongst their own kind. It is also a well known fact that sikhs regardless of their age or status, always work and sustain themselves, you will never see a sikh on welfare. The problem is the vast displacement many Canadians feel. The government needs to rethink their planning about this.
Identity Attack0.099899694
Insult0.036435258
Profanity0.01887069
Threat0.008039144
Severe Toxicity0.0031661987
Low Tox 0.11192002 Constructive 0.77
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
There are some cultural differnces that can be difficult to adjust to. I used to pick up delivery orders from a sikh Indian restaurant, and I would always say "thank you" when they hand me …
There are some cultural differnces that can be difficult to adjust to. I used to pick up delivery orders from a sikh Indian restaurant, and I would always say "thank you" when they hand me the order, and they started making fun of me amongst themslves and laughing at me for saying "thank you" to them lol. 😂
Identity Attack0.09824528
Insult0.027841117
Profanity0.059948977
Threat0.00814271
Severe Toxicity0.0037193298
Low Tox 0.11171334 Constructive 0.732 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Most people in canada are from Sikh community , they contribute around 2.x% of population in India , and its very shocking to see there are more sikh out of india than india itself
Most people in canada are from Sikh community , they contribute around 2.x% of population in India , and its very shocking to see there are more sikh out of india than india itself
Identity Attack0.11396073
Insult0.026960457
Profanity0.0166845
Threat0.006420923
Severe Toxicity0.0027275085
Low Tox 0.11109332 Moderate Con 0.393
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Sikhs are great warriors who protected India from the Moh@mmedan invasions in history and they get put in the same basket with other types of immigrants these days, but they contribute greatly to the economy …
Sikhs are great warriors who protected India from the Moh@mmedan invasions in history and they get put in the same basket with other types of immigrants these days, but they contribute greatly to the economy and do not sit around on benefits. They are hard working people with principles and family values. They are also peaceful, and anyone can go and have a feed at the temple at lunch time.
Identity Attack0.099072486
Insult0.030154925
Profanity0.019758832
Threat0.008764107
Severe Toxicity0.0039863586
Low Tox 0.11088664 Constructive 0.756 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Brit, my perception of Canada only ten years ago was of lumberjacks, pine forrests, maple syrup and generally just being a cleaner, more orderly version of America. Now when I think of Canada …
As a Brit, my perception of Canada only ten years ago was of lumberjacks, pine forrests, maple syrup and generally just being a cleaner, more orderly version of America. Now when I think of Canada I think of Sikhs and Hindus. Mindblowing how quickly things can change (if the powers that be facilitate it!)
Identity Attack0.08500996
Insult0.03136692
Profanity0.015864678
Threat0.007197669
Severe Toxicity0.0030708313
Low Tox 0.11078331 Constructive 0.56 Identity_Assertion
Oct 3, 2025 97 likes Inside Canada's Indian Metropolis (Brampton)
Keep the Sikhs, they're actually good people
Keep the Sikhs, they're actually good people
Identity Attack0.09328204
Insult0.024124376
Profanity0.031140719
Threat0.011974656
Severe Toxicity0.00579834
Low Tox 0.11078331 Moderate Con 0.386
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation and injustice. Sikhs know for a fact that the Indian government is fully involved, as the RCMP found in their investigation on transnational repression and extortion cases. But the biggest piece of evidence is just south of the border with Nikhil Gupta’s case. Mr. Gupta pleaded guilty to trying to hire a US undercover cop to assassinate Gurpatwant Singh Pannu, who is a human rights activist and lawyer who is spearheading the Khalistan movement. He showed the undercover cop photos of Hardeep Singh Nijjar’s body and said we just finished this job, and when you complete your job, we have a long list of others we need dead. Nikhil Gupta had placed a call with Indian RAW agents, who are named as C1 and C2, who said they will pay $100,000 for each hit. We have Sikh activists who have repeatedly told the media they have been hit on their heads, including Jagmeet Singh, the former leader of the NDP. If Canada refuses to take this seriously, the government officials are being traitors to their own country. Canada is now doing a disservice by withholding information from Canadians, and did so before, during the inquiry into the Air India incident, when the government asked the courts not to include it in their investigation of any Indian involvement. A Canadian- Norwegian spy who said India tried to hire him to place explosives in one of the planes. He warned our government, and they knew about this and still covered it up! Now, the government is doing the same to secure business deals with India. Like India has nothing to offer Canada except labour (with their billion population), and we Canadians cannot find jobs and don't need unskilled workers from India when we can educate our citizens and give them jobs here. There must be a full, transparent investigation into India and its embassy and agents.
Identity Attack0.06795148
Insult0.038566336
Profanity0.016616182
Threat0.010343489
Severe Toxicity0.0028038025
Low Tox 0.11067997 Constructive 0.743 Policy_Critique
Feb 21, 2026 Canadian immigration officers investigating hundreds …
Kalistan is a separatist movement with in the Sikh community, kalistan are the old school traditionalists, wile the others are modern day moderates. it's a political/money/ power thing.
Kalistan is a separatist movement with in the Sikh community, kalistan are the old school traditionalists, wile the others are modern day moderates. it's a political/money/ power thing.
Identity Attack0.083355546
Insult0.03235855
Profanity0.023106437
Threat0.009048914
Severe Toxicity0.0029945374
Low Tox 0.11036996 Moderate Con 0.341 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The Sikh in White Turban Spoke well A right Man Ringing the right words
The Sikh in White Turban Spoke well A right Man Ringing the right words
Identity Attack0.06476828
Insult0.027476108
Profanity0.02836696
Threat0.010472948
Severe Toxicity0.0050354004
Low Tox 0.10653123 Moderate Con 0.338
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Did some sons to immigrants in Brampton too maybe convert to Christianity after being born in Canada to Sikhs some of whom were authoritarian in Brampton too same as authoritarian minded men and women from …
Did some sons to immigrants in Brampton too maybe convert to Christianity after being born in Canada to Sikhs some of whom were authoritarian in Brampton too same as authoritarian minded men and women from every other kind of family background are like sometimes. Would be interesting to find out how they mangaged to survive after choosing to leave the faith of their parents behind them.
Identity Attack0.06658725
Insult0.028392024
Profanity0.012551232
Threat0.0064468146
Severe Toxicity0.0019264221
Low Tox 0.10089093 Constructive 0.645 Personal_Narrative
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
at the first temple, the sikh elder chooses his words carefully. he speaks of “immigrants” and “humans,” not pointing to his own background. his choice of language feels open, as if belonging is something shared …
at the first temple, the sikh elder chooses his words carefully. he speaks of “immigrants” and “humans,” not pointing to his own background. his choice of language feels open, as if belonging is something shared by everyone. at the next temple, the hindu man talks about how it feels just like his hometown. the difference is telling: one way of speaking makes the community feel wide and inclusive, the other makes it feel narrow and personal. it leaves you wondering when we recreate only one person’s hometown, what happens to ours?
Identity Attack0.062039822
Insult0.029163294
Profanity0.018324144
Threat0.007909686
Severe Toxicity0.002412796
Low Tox 0.09394901 Constructive 0.646
Sep 19, 2025 18 likes Inside Canada's Indian Metropolis (Brampton)
As Sikh, we should not be where we are unwanted. the Gurus would not want it.
As Sikh, we should not be where we are unwanted. the Gurus would not want it.
Identity Attack0.04306607
Insult0.023608726
Profanity0.019075647
Threat0.009385503
Severe Toxicity0.002374649
Low Tox 0.083999306 Constructive 0.51 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Sikh people r very polite 😊
Sikh people r very polite 😊
Identity Attack0.06749674
Insult0.034011267
Profanity0.04216301
Threat0.010835429
Severe Toxicity0.007095337
Low Tox 0.081625134 Moderate Con 0.443
Oct 22, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)

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.