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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: "I am from Brampton, and …" 1,012 comments · Page 25 of 41
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...
Let’s take it one lie at a time. First the video opens saying over 850k inhabitants, within a minute or two all of a sudden the population is now 750k. Meanwhile the actual population is …
Let’s take it one lie at a time. First the video opens saying over 850k inhabitants, within a minute or two all of a sudden the population is now 750k. Meanwhile the actual population is 650k. Brampton has not been a city of 18k or 28 k as many for at least 60 years. In 1980 the population of Brampton was over 200k, so very far above the supposed 28k. Slightly over 150k are from India or of Indian ancestry, so not a majority. A little under a third of Brampton inhabitants are immigrants. Again not a majority. Homeless shelters are usually found in churches, especially ones with homeless centers in them like the one visited by the video crew. 4 bigots in the streets is what was interviewed to present a bigoted view of a city. Everyone of then deserve a serious beating. Asshole content creators. Reported.
Identity Attack0.051808115
Insult0.059061307
Profanity0.023789622
Threat0.007922632
Severe Toxicity0.0033569336
Low Tox 0.1269396 Moderate Con 0.466 Policy_Critique
Oct 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I cannot believe you were here LOL brampton is literally 20 mins from me HAHAHA
I cannot believe you were here LOL brampton is literally 20 mins from me HAHAHA
Identity Attack0.008879486
Insult0.030926194
Profanity0.0684662
Threat0.009722093
Severe Toxicity0.0051879883
Low Tox 0.12520397 Moderate Con 0.438 Humor_Satire
Jan 28, 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 …
I’m sick of it. Lived in Sauga most of my life, currently live in Calgary but when I go home I stay as FAR AWAY from Brampton as possible. It turns my stomach to see.
I’m sick of it. Lived in Sauga most of my life, currently live in Calgary but when I go home I stay as FAR AWAY from Brampton as possible. It turns my stomach to see.
Identity Attack0.023193322
Insult0.05086332
Profanity0.023652986
Threat0.007883795
Severe Toxicity0.002937317
Low Tox 0.12520397 Constructive 0.537 Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Metropolis (Brampton)
You did not play a head count game. Omgawd. People from Brampton don't want to work at Tim Hortons or they would. I did just find out there was kickbacks from the government for having …
You did not play a head count game. Omgawd. People from Brampton don't want to work at Tim Hortons or they would. I did just find out there was kickbacks from the government for having immigrant workers, like their pay is subsidized I think.
Identity Attack0.049761772
Insult0.04207976
Profanity0.042413518
Threat0.007029374
Severe Toxicity0.0030136108
Low Tox 0.123468354 Constructive 0.609 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I refuse to ever set foot in Brampton now. It used to be such a nice laid back Ontario town with a cottage feel in some ways. Now it's absolute Mumbai madness. Is it even …
I refuse to ever set foot in Brampton now. It used to be such a nice laid back Ontario town with a cottage feel in some ways. Now it's absolute Mumbai madness. Is it even considered Canadian soil anymore, because i'm pretty sure our laws no longer apply there.
Identity Attack0.048480038
Insult0.060927123
Profanity0.022286616
Threat0.0072753434
Severe Toxicity0.0028038025
Low Tox 0.119997114 Constructive 0.589
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
Identity Attack0.011839314
Insult0.024640027
Profanity0.10240069
Threat0.011560392
Severe Toxicity0.005760193
Low Tox 0.11912931 Constructive 0.556 Fear_Threat
Jan 27, 2026 116 likes Inside Canada's Indian Invasion...
As a Canadian born citizen and somebody who lives only about 30 minutes from Brampton I can truly say that no Canadian is racist we're not anti-immigration anti-immigration that's not what this is the issue …
As a Canadian born citizen and somebody who lives only about 30 minutes from Brampton I can truly say that no Canadian is racist we're not anti-immigration anti-immigration that's not what this is the issue that Canadians currently have is that the people who come here from other countries don't adapt to our way of life and learn our culture and our values and that doesn't mean that you have to stop practicing your values or your religion all Canadians are asking for is respect for how we live in this country end the other biggest thing to that is to me extremely disrespectful if you've been here for more than three years you should be able to speak English like a Canadian and everything should be able to understand you and if you can't do that then that is just flat out disrespectful and rude because if I came to your country and after 3 years I still didn't speak your language or spoke it very poorly you would think the same thing you'd find it extremely rude so do any immigrants reading this understand we have no issue with you guys being here just adopt to our way of life our way of life and learn how to speak English
Identity Attack0.10221587
Insult0.0573046
Profanity0.021535112
Threat0.007793174
Severe Toxicity0.004386902
Low Tox 0.11912931 Constructive 0.812 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
IVE BEEN WAITING FOR THIS VID FOR SO LONG OMG I LIVE LEGIT RIGHT BESIDE BRAMPTON
IVE BEEN WAITING FOR THIS VID FOR SO LONG OMG I LIVE LEGIT RIGHT BESIDE BRAMPTON
Identity Attack0.011099357
Insult0.021546122
Profanity0.07482228
Threat0.013321015
Severe Toxicity0.008506775
Low Tox 0.11912931 Moderate Con 0.324 Personal_Narrative
Jan 27, 2026 1 likes 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)
Lmao i lived in brampton for a year almost a decade ago now and immidiately knew where talking about
Lmao i lived in brampton for a year almost a decade ago now and immidiately knew where talking about
Identity Attack0.016259583
Insult0.026831545
Profanity0.110447146
Threat0.008194493
Severe Toxicity0.0060272217
Low Tox 0.115658075 Moderate Con 0.413 Personal_Narrative
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Not just Brampton or where it’s obvious..In my college class it’s 95% Indian and even in a group project they speak Hindi not English n exclude others openly- even after the prof says not to..total …
Not just Brampton or where it’s obvious..In my college class it’s 95% Indian and even in a group project they speak Hindi not English n exclude others openly- even after the prof says not to..total imbalance n no assimilation..even for us who are immigrants but speak English n assimilate
Identity Attack0.10221587
Insult0.03412145
Profanity0.017504321
Threat0.0067057298
Severe Toxicity0.0031089783
Low Tox 0.11440011 Constructive 0.623 Personal_Narrative
Feb 27, 2026 Inside Canada's Indian Invasion...
If you think Brampton is bad, you should check out Surrey xD
If you think Brampton is bad, you should check out Surrey xD
Identity Attack0.015254694
Insult0.037395194
Profanity0.043916557
Threat0.008077981
Severe Toxicity0.0026512146
Low Tox 0.11440011 Moderate Con 0.336 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It’s not just Brampton is all Toronto it’s cheap for them but they have ruined the economy for Canadians
It’s not just Brampton is all Toronto it’s cheap for them but they have ruined the economy for Canadians
Identity Attack0.02821777
Insult0.05086332
Profanity0.012585391
Threat0.008453408
Severe Toxicity0.0021076202
Low Tox 0.11429678 Moderate Con 0.393 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Most Indians that immigrated to Brampton in the 70’s and 80’s don’t interact/gel with the people who’ve immigrated in the last 2-3 years. That lady in the green shirt summarized it well.
Most Indians that immigrated to Brampton in the 70’s and 80’s don’t interact/gel with the people who’ve immigrated in the last 2-3 years. That lady in the green shirt summarized it well.
Identity Attack0.104676254
Insult0.031697463
Profanity0.01442999
Threat0.0064597605
Severe Toxicity0.002632141
Low Tox 0.11419344 Constructive 0.625
Oct 8, 2025 1,374 likes Inside Canada's Indian Metropolis (Brampton)
Can you make a video on the town of Leamington as well? It has a very large Hispanic population, similar to Brampton and Indians
Can you make a video on the town of Leamington as well? It has a very large Hispanic population, similar to Brampton and Indians
Identity Attack0.10221587
Insult0.023608726
Profanity0.03915693
Threat0.01101667
Severe Toxicity0.005531311
Low Tox 0.11398677 Constructive 0.599 Question
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Driving in Brampton reminds me of when I used to spend time in the DR 30 years ago. We slowed down & even stopped at green lights to avoid T boning our friends running reds. …
Driving in Brampton reminds me of when I used to spend time in the DR 30 years ago. We slowed down & even stopped at green lights to avoid T boning our friends running reds. Back then the police were happy to ignore you may be intoxicated for $10 US and a sip from your rum. What a world.
Identity Attack0.012441003
Insult0.06023245
Profanity0.017436003
Threat0.008272167
Severe Toxicity0.0024795532
Low Tox 0.11398677 Constructive 0.644 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
7:27 I read that article fully and it also said: “While nearly half of those surveyed said they felt quality of life in Canada’s fastest-growing big city had decreased in the past three years, 79 …
7:27 I read that article fully and it also said: “While nearly half of those surveyed said they felt quality of life in Canada’s fastest-growing big city had decreased in the past three years, 79 per cent of residents rated quality of life in Brampton as good or very good.” So the quality of life decrease is minimal and the article cites public safety, crime, and affordability of housing as concerns, but doesn’t specify Indian immigration as being the reason nor the racist implications that Tyler is trying to get at.. This is a classic correlation doesn’t mean causation example. If you read further into that article, people generally say that the quality of life is overall better compared to their survey in 2019. Straight up, Tyler here is cherry-picking data as a means of pushing the right wing narrative that Indians are bad and fueling hatred for them when the real reason is lack of better reform or change from the Canadian govt and Canadas corporations. Not that different from the US tbh.
Identity Attack0.1015541
Insult0.03827355
Profanity0.01402008
Threat0.0072235605
Severe Toxicity0.002670288
Low Tox 0.11378009 Constructive 0.673
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Booming economy? I dont know anybody that likes Brampton. LMAO
Booming economy? I dont know anybody that likes Brampton. LMAO
Identity Attack0.008028535
Insult0.036545437
Profanity0.05268429
Threat0.0074954215
Severe Toxicity0.0033950806
Low Tox 0.11367676 Moderate Con 0.335
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Man should have interviewed me I lived in Brampton and moved out born and raised. I would have given you all the corruptions that’s happening
Man should have interviewed me I lived in Brampton and moved out born and raised. I would have given you all the corruptions that’s happening
Identity Attack0.009434453
Insult0.047935467
Profanity0.02249157
Threat0.007353018
Severe Toxicity0.0019836426
Low Tox 0.11357342 Constructive 0.538 Personal_Narrative
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
no way you're in brampton rn omg. i love your videos but i truly never expected you to be here. ty for covering this
no way you're in brampton rn omg. i love your videos but i truly never expected you to be here. ty for covering this
Identity Attack0.023193322
Insult0.028171662
Profanity0.047173142
Threat0.009877442
Severe Toxicity0.005378723
Low Tox 0.11347008 Moderate Con 0.491 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton is a window into the dystopian future that awaits the rest of Canada. Canada is losing its heritage and its original settler population which makes Canada what it is. People aren't interchangeable units who …
Brampton is a window into the dystopian future that awaits the rest of Canada. Canada is losing its heritage and its original settler population which makes Canada what it is. People aren't interchangeable units who can be shifted around without anything changing; Brampton being full of gurdwaras and hindu temples should make that pretty obvious.
Identity Attack0.094936445
Insult0.037980765
Profanity0.01174849
Threat0.0065568537
Severe Toxicity0.0023651123
Low Tox 0.11336674 Moderate Con 0.428 Identity_Assertion
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I spent 9 years in brampton, honestly indian people were always super nice... yes there were some outliers but there's outliers in every race.... people are people there are good and bad people everywhere.
I spent 9 years in brampton, honestly indian people were always super nice... yes there were some outliers but there's outliers in every race.... people are people there are good and bad people everywhere.
Identity Attack0.10221587
Insult0.026831545
Profanity0.044668075
Threat0.008220384
Severe Toxicity0.00459671
Low Tox 0.11336674 Constructive 0.726
Sep 27, 2025 45 likes Inside Canada's Indian Metropolis (Brampton)
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who …
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who can truly contribute to this country. I am an IT student, and I worked hard to clear $120K in debt through Scotiabank. I could have taken a loan in my home country, but I chose to work here because Canada gave me everything my own country could not. I am deeply grateful for that. But when I see people from my own community walking around in flip-flops, unable to speak even one word of English, it breaks me inside. My city—Brampton—has been completely taken over, and it’s becoming harder to even drive there now. I believe Canada needs to come together and put an end to this. Enough is enough. Immigration should be about quality, not quantity.
Identity Attack0.08583717
Insult0.03710241
Profanity0.022013342
Threat0.008039144
Severe Toxicity0.0037002563
Low Tox 0.11305673 Constructive 0.764 Personal_Narrative
Sep 30, 2025 173 likes IRCC Names India in Study …

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.