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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: "These are Punjabis who are …" 343 comments · Page 11 of 14
What is the national Canadian language? English. Can you speak Punjabi or Hindi? Can you even speak more than 15 words of it? Probably not. I can't, and i shouldn't need to. In Canada the …
What is the national Canadian language? English. Can you speak Punjabi or Hindi? Can you even speak more than 15 words of it? Probably not. I can't, and i shouldn't need to. In Canada the language is always an always has been English or French. Yet all the signs i see you put up in your businesses are written in Hindi or Punjabi. I have never seen a Indian owned business with English signs. Do you expect me to just learn your language to accustom you to living in my country? I'm not doing that, and I'm sure nobody else will want to either. If you come here, you need to get yourself adjusted to how we live and learn our language. You're not in India anymore, You're in Canada. I'm not angry at Indians for doing this, I'm angry at Canadians for allowing this.
Identity Attack0.10221587
Insult0.061451588
Profanity0.024882717
Threat0.007249452
Severe Toxicity0.0051498413
Low Tox 0.15656179 Constructive 0.695 Identity_Assertion
Jan 28, 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...
They're all Punjabis. 👳‍♂️ Brampton is called Mini Punjab, not Mini India.
They're all Punjabis. 👳‍♂️ Brampton is called Mini Punjab, not Mini India.
Identity Attack0.17459276
Insult0.06285016
Profanity0.040158957
Threat0.0072882893
Severe Toxicity0.0059127808
Low Tox 0.15600902 Moderate Con 0.382 Identity_Assertion
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Safety Vest Guy should run for Prime Minister. If Minnesota Somalians can get their ringers elected, all Safety Vest Guy needs to do is team up with the Punjabi's.
Safety Vest Guy should run for Prime Minister. If Minnesota Somalians can get their ringers elected, all Safety Vest Guy needs to do is team up with the Punjabi's.
Identity Attack0.09410924
Insult0.06599696
Profanity0.020100424
Threat0.00967031
Severe Toxicity0.0037002563
Low Tox 0.1537979 Low Con 0.227
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian Punjabi are all Hindus? 🤔
Canadian Punjabi are all Hindus? 🤔
Identity Attack0.17536941
Insult0.06267534
Profanity0.029186781
Threat0.007534259
Severe Toxicity0.0060272217
Low Tox 0.1537979 Low Con 0.222 Question
Feb 17, 2026 Inside Canada's Indian Invasion...
I am sure all the Punjabis that you have spoken to have a Bachelors degree at least.I am not from Punjab, but i was fascinated to see Punjab, you should go to Chandigarh.The people in …
I am sure all the Punjabis that you have spoken to have a Bachelors degree at least.I am not from Punjab, but i was fascinated to see Punjab, you should go to Chandigarh.The people in Punjab want their children to study abroad so that they dont get into drugs and all.Also, it is just a showoff thing to show pictures of pre owned dodge challenger and mustangs to their friends and family back home.
Identity Attack0.10221587
Insult0.06372428
Profanity0.029460056
Threat0.009359611
Severe Toxicity0.0048065186
Low Tox 0.15269235 Constructive 0.694 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal immigrant who migrated here with a nuclear family only on merit, I believe I earn the privilege to voice my thoughts here. First of all, rather than blaming the hoards of Indian immigrants, why don't anyone ask questions to the people who allowed it? Why not ask the politicians who vetoed it? Why not ask the police who is not able to stop reckless drivers? Why not ask the minister's who allow hospitals to run under staffed? USA has a massive Indian diaspora. But they are mostly IT workers and CEOs and Doctors. So who was at mistake of bringing illiterate, uncouth Indians to Canada? After earning all the required merit, and paying as much taxes from my family that is equivalent to minimum wages of at least 4 people, it hurts me to see undeserving people taking benefits of the system, while we get the short end. No one seemed too concerned when Indian students brought in so much money and revived some dead economies. No one blamed thousands of Punjabi businesses bringing in dollars into the economy. India, with its 150 billion people has s#!to eaters and people who can buy out Canada. You only see the bad. Press the government to bring in good people. Doctors, engineers, lawyers, scientists, business people, who will add value to the country and generate you jobs and salaries and grow this country. Not cooks and drivers only. Khalistan and Pro-BJP factions are both bad outside India. They all should go back and let the peace loving Indians and Canadians live here in peace. I don't hate anyone, but just the people who make my home country and me look bad. We ain't that bad after all.
Identity Attack0.105836816
Insult0.05262003
Profanity0.016172111
Threat0.007909686
Severe Toxicity0.0029945374
Low Tox 0.15158679 Constructive 0.821 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Why punjabis say they from punjab 😂😂 not india
Why punjabis say they from punjab 😂😂 not india
Identity Attack0.16159154
Insult0.07903719
Profanity0.07805514
Threat0.010032792
Severe Toxicity0.010910034
Low Tox 0.15158679 Low Con 0.225
Jan 27, 2026 Inside Canada's Indian Invasion...
8:38 Did they move out from India to Canada because of their demand of Khalistan . Simply answer is —- A big NO . They were taken there by British in world war as a …
8:38 Did they move out from India to Canada because of their demand of Khalistan . Simply answer is —- A big NO . They were taken there by British in world war as a worker and some sort of soldier , but they were not the only indian, but some others not from Punjab also went there . Yeah, punjabi sikh are more in number , they have organised groups and institutions there . Some are anti India and some are not , but normal Indians go there seeking more opportunities and income .
Identity Attack0.14233272
Insult0.035333443
Profanity0.017914234
Threat0.007961469
Severe Toxicity0.003604889
Low Tox 0.14429577 Constructive 0.601 Comparative_Framing
Feb 4, 2026 2 likes 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...
I worked with a Punjabi guy and he was missing a thumb 😂
I worked with a Punjabi guy and he was missing a thumb 😂
Identity Attack0.099072486
Insult0.03665562
Profanity0.05393682
Threat0.010550622
Severe Toxicity0.005264282
Low Tox 0.14082454 Constructive 0.514 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Most of Indians who call themselves Punjabi don't even wanna acknowledge that Punjab is not a country but a state that belongs to India. So why don't you just say Punjab India? Only Punjab.
Most of Indians who call themselves Punjabi don't even wanna acknowledge that Punjab is not a country but a state that belongs to India. So why don't you just say Punjab India? Only Punjab.
Identity Attack0.13377325
Insult0.035443626
Profanity0.02030538
Threat0.00713294
Severe Toxicity0.0038337708
Low Tox 0.13388206 Moderate Con 0.304 Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
Check it out. The Indians include Punjabis have taken their casteism also in their briefcase. Btw English is not mandatory to move to Canada it’s only a bonus point if you know English.
Check it out. The Indians include Punjabis have taken their casteism also in their briefcase. Btw English is not mandatory to move to Canada it’s only a bonus point if you know English.
Identity Attack0.12735364
Insult0.034672357
Profanity0.01402008
Threat0.006848133
Severe Toxicity0.0029182434
Low Tox 0.13388206 Moderate Con 0.314 Identity_Assertion
Feb 5, 2026 Inside Canada's Indian Invasion...
East Indians are famous for their honesty. They should be allowed to come to Canada in an unlimited number. Invite more Punjabis to Surrey BC, https://www.youtube.com/watch?v=uWvuNnRwDZ0
East Indians are famous for their honesty. They should be allowed to come to Canada in an unlimited number. Invite more Punjabis to Surrey BC, https://www.youtube.com/watch?v=uWvuNnRwDZ0
Identity Attack0.1444726
Insult0.033019636
Profanity0.022764845
Threat0.009126588
Severe Toxicity0.0048828125
Low Tox 0.13388206 Constructive 0.522 Humor_Satire
Oct 10, 2025 IRCC Names India in Study …
Indian? It’s just Punjabi
Indian? It’s just Punjabi
Identity Attack0.1294935
Insult0.034672357
Profanity0.035649836
Threat0.0078449575
Severe Toxicity0.005607605
Low Tox 0.13214645 Low Con 0.232 Identity_Assertion
Sep 19, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
You should come and see the Canadian dream being sold to Punjabis here. Also watch the movie "Dunkee" and you'll all know how bad the desperation to move to the west, is. Btw i live …
You should come and see the Canadian dream being sold to Punjabis here. Also watch the movie "Dunkee" and you'll all know how bad the desperation to move to the west, is. Btw i live in India and have no plans on migrating anywhere. It ain't great here but if we all keep leaving for greener pastures, it won't ever get better. We literally have a Visa temple in South India where people go to pray for their Visas to get approved. It's extremely sad honestly.
Identity Attack0.10221587
Insult0.04090862
Profanity0.015420608
Threat0.006861079
Severe Toxicity0.002937317
Low Tox 0.12867521 Constructive 0.673 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I live in Brampton born and raised. Indians are generally nice people but this new generation of immigrants that came around covid time were different. Working at places like Walmart now feels like a job …
I live in Brampton born and raised. Indians are generally nice people but this new generation of immigrants that came around covid time were different. Working at places like Walmart now feels like a job not meant for us Canadians. Entire work place blasting Punjabi music and speaking in another language. Imagine feeling foreign in your own country while trying to work.
Identity Attack0.116281845
Insult0.0350029
Profanity0.015420608
Threat0.006543908
Severe Toxicity0.0030708313
Low Tox 0.12867521 Constructive 0.682 Personal_Narrative
Feb 14, 2026 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 …
why punjabi put our meitei names put singh instead of meitei/meetei. we meitei are punjabi or meitei and what is the religion of meitei whether micah's idolatory or hindu(vaisnavism) clarify it properly punjabi guys
why punjabi put our meitei names put singh instead of meitei/meetei. we meitei are punjabi or meitei and what is the religion of meitei whether micah's idolatory or hindu(vaisnavism) clarify it properly punjabi guys
Identity Attack0.105256535
Insult0.045007613
Profanity0.03915693
Threat0.009799767
Severe Toxicity0.005874634
Low Tox 0.12260055 Moderate Con 0.453
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
See the issue with multi culturalism is that “like people” tend to stick with “like people”. It’s human nature… for instance, when I go to school or the break room- I sit with my friends. …
See the issue with multi culturalism is that “like people” tend to stick with “like people”. It’s human nature… for instance, when I go to school or the break room- I sit with my friends. I interact with, socialize outside of the current setting - because that’s where we are comfortable. Everyone in life chooses to be comfortable, as it’s better. When we mass immigrate (especially from one country) we can’t be surprised that this happens. Of course Indian people do business, socialize, real estate, etc… with other Indian people. It’s what they are comfortable with. I think mass immigration is an awful idea and a culture that doesn’t encourage assimilation and chooses multi culturalism will find that it’ll no longer be multicultural- as the new dominate culture in Canada will be Punjabi.
Identity Attack0.104676254
Insult0.034341812
Profanity0.028776871
Threat0.00746953
Severe Toxicity0.0037765503
Low Tox 0.12260055 Constructive 0.695 Policy_Critique
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
TFW completely destroyed the Canadian job market. Canadian companies would rather use the program than hire local Canadian workers or young workers who are looking for there first job opportunity and gain experience. I respect …
TFW completely destroyed the Canadian job market. Canadian companies would rather use the program than hire local Canadian workers or young workers who are looking for there first job opportunity and gain experience. I respect immigrants who come to Canada, contribute to the community and economy and are willing to leave their culture in the past and adapt to our culture and language. I don’t respect immigrants who refuse to adapt to our language and culture. You’re in Canada, it’s either English and French, stop speaking Punjabi everywhere because we all can’t stand it, especially in businesses. Canada has a major immigration problem at this point. It’s not racist when it’s true. The truth is on film and everyone sees it. Canadians deserve better than what is happening right now. All we want is opportunities and opportunities to buy homes and have families. But the Canadian government would rather bend over to the Punjabi’s. What a disgrace!!
Identity Attack0.07508347
Insult0.04910661
Profanity0.014293353
Threat0.007870848
Severe Toxicity0.002784729
Low Tox 0.121732734 Constructive 0.654 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians Should Worry About the Future Generations… Because , a Generation left from India 🇮🇳 to look for the Greener Pastures but Ended up , where the New Generation after Being Born and Brought up …
Indians Should Worry About the Future Generations… Because , a Generation left from India 🇮🇳 to look for the Greener Pastures but Ended up , where the New Generation after Being Born and Brought up in Canada is Struggling to Find a Job in the System.. Even the Tim Hortons, McDonald Job is Given to Connections from Inside…. Very Difficult for People Who do not Speak … Punjabi or Gujarati Languages..
Identity Attack0.11163961
Insult0.03412145
Profanity0.01261955
Threat0.0064144502
Severe Toxicity0.0032043457
Low Tox 0.115658075 Constructive 0.519 Personal_Narrative
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I say 90% are Punjabis from India
I say 90% are Punjabis from India
Identity Attack0.120924085
Insult0.03489272
Profanity0.045670103
Threat0.008026198
Severe Toxicity0.005607605
Low Tox 0.115658075 Low Con 0.296
Dec 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Punjabis have succesfully shifted 3rd world driving skills to canada
Punjabis have succesfully shifted 3rd world driving skills to canada
Identity Attack0.10221587
Insult0.03665562
Profanity0.020646973
Threat0.0072106146
Severe Toxicity0.0037574768
Low Tox 0.11479026 Low Con 0.193 Identity_Assertion
Feb 24, 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.