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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: "So Punjab is not a …" 274 comments · Page 9 of 11
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 …
are u from punjab:yes. are you from india:yes
are u from punjab:yes. are you from india:yes
Identity Attack0.10221587
Insult0.03768798
Profanity0.031391226
Threat0.008945347
Severe Toxicity0.0061035156
Low Tox 0.123468354 Low Con 0.275 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
To the guy at the 20 minute mark who claims to be a first generation even though he came here from somewhere else means his kids will be first generation not him, he is probably …
To the guy at the 20 minute mark who claims to be a first generation even though he came here from somewhere else means his kids will be first generation not him, he is probably from Punjab and will always be Punjabi
Identity Attack0.09741807
Insult0.04149419
Profanity0.025634222
Threat0.007935578
Severe Toxicity0.004272461
Low Tox 0.12260055 Constructive 0.518 Identity_Assertion
Aug 27, 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...
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)
To all foreigners reading this, india is not a monolith, india is very diverse, not all states are like punjab and haryana who, sorry to say but quite frankly deteriorate the image of india overseas. …
To all foreigners reading this, india is not a monolith, india is very diverse, not all states are like punjab and haryana who, sorry to say but quite frankly deteriorate the image of india overseas. Remember up bihar jharkhand punjab and haryana are the red flags especially punjab and haryana. The rest of india is decent.
Identity Attack0.10221587
Insult0.047935467
Profanity0.022013342
Threat0.008414571
Severe Toxicity0.004119873
Low Tox 0.1140901 Constructive 0.571 Comparative_Framing
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...
Canada is lawless Punjab now
Canada is lawless Punjab now
Identity Attack0.072601855
Insult0.04969218
Profanity0.020100424
Threat0.008311004
Severe Toxicity0.0040626526
Low Tox 0.11336674 Low Con 0.205 Identity_Assertion
Jun 20, 2025 187 likes How Canada broke its immigration …
Yup Punjabs tuth pajh has come ..
Yup Punjabs tuth pajh has come ..
Identity Attack0.089973204
Insult0.0720671
Profanity0.08678388
Threat0.013321015
Severe Toxicity0.010757446
Low Tox 0.11336674 Low Con 0.261 Fear_Threat
Feb 25, 2026 Inside Canada's Indian Metropolis (Brampton)
I want to give her a Punjab
I want to give her a Punjab
Identity Attack0.026007013
Insult0.027218282
Profanity0.057443913
Threat0.029415153
Severe Toxicity0.007019043
Low Tox 0.11316007 Constructive 0.509
Jan 27, 2026 Inside Canada's Indian Invasion...
do u know punjab has most accidents in india too? and ppl wonder why many accidents in brampton
do u know punjab has most accidents in india too? and ppl wonder why many accidents in brampton
Identity Attack0.08749158
Insult0.024768941
Profanity0.026180768
Threat0.012854968
Severe Toxicity0.0036811829
Low Tox 0.112746716 Low Con 0.244 Unverified_Claim
Feb 6, 2026 Inside Canada's Indian Invasion...
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
People who said we are from punjab instead of india, are not someone you want in canada.
People who said we are from punjab instead of india, are not someone you want in canada.
Identity Attack0.09245483
Insult0.028171662
Profanity0.013917602
Threat0.006530962
Severe Toxicity0.0024414062
Low Tox 0.10956833 Moderate Con 0.386 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Hi, I'm from India. People you are talking about is from Punjab state of India. Punjabis were loyal to Britishers that is why these people going to canada etc. Whole India is not going there.
Hi, I'm from India. People you are talking about is from Punjab state of India. Punjabis were loyal to Britishers that is why these people going to canada etc. Whole India is not going there.
Identity Attack0.10221587
Insult0.02373764
Profanity0.019758832
Threat0.0068999166
Severe Toxicity0.0024795532
Low Tox 0.10913446 Constructive 0.648
Jan 14, 2026 Inside Canada's Indian Metropolis (Brampton)
It's called Punjab, not "Poon-juhb"
It's called Punjab, not "Poon-juhb"
Identity Attack0.055218685
Insult0.03710241
Profanity0.07514556
Threat0.007857903
Severe Toxicity0.0059127808
Low Tox 0.10870059 Low Con 0.259 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab …
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab scheme. This is how this has been operating at a large scale for so long. If you want more info feel free to get in touch. They essentially give you guidance on how to do so, orchestrate most of it by setting up a temporary air b&b “the safe house” etc. everything has reasoning behind it where it falls in that grey area. In the end you cross the boarder by yourself they don’t help you cross and all the risk is on you. They delete the chats and point the finger saying “this guy just needed a ride and a place to stay”
Identity Attack0.020882076
Insult0.04383647
Profanity0.03915693
Threat0.009230154
Severe Toxicity0.0036811829
Low Tox 0.10826672 Constructive 0.711
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...
Next time you should ask them why they say they are from Punjab rather than from India, this is only religion in India 🇮🇳 who resonates themselves as a state of India which is Punjab. …
Next time you should ask them why they say they are from Punjab rather than from India, this is only religion in India 🇮🇳 who resonates themselves as a state of India which is Punjab. I am sure Punjab didn’t issue them Passports it’s India.
Identity Attack0.099899694
Insult0.028832749
Profanity0.01805087
Threat0.007573096
Severe Toxicity0.003452301
Low Tox 0.104795754 Constructive 0.545 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
It's not from one country ITS FROM ONE STATE PUNJAB
It's not from one country ITS FROM ONE STATE PUNJAB
Identity Attack0.04925346
Insult0.024511116
Profanity0.026590679
Threat0.007922632
Severe Toxicity0.0062179565
Low Tox 0.104361884 Low Con 0.216
Oct 30, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
So how would they feel if millions of us went to Punjab and opened bars pubs and Catholic schools all over!
So how would they feel if millions of us went to Punjab and opened bars pubs and Catholic schools all over!
Identity Attack0.07425626
Insult0.020643732
Profanity0.016547862
Threat0.007922632
Severe Toxicity0.0025749207
Low Tox 0.103928015 Low Con 0.265 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Dude it's punjab not pooonjab😂😂
Dude it's punjab not pooonjab😂😂
Identity Attack0.055218685
Insult0.054376744
Profanity0.091633186
Threat0.009722093
Severe Toxicity0.006866455
Low Tox 0.102192536 Low Con 0.225 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
we should change our national language to Punjab
we should change our national language to Punjab
Identity Attack0.06795148
Insult0.019032324
Profanity0.026590679
Threat0.010680079
Severe Toxicity0.005302429
Low Tox 0.1013248 Low Con 0.206
Sep 20, 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...
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...

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.