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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: "One other point. The countries …" 35 comments · Page 2 of 2
One other point. The countries that are causing humanitarian crises should be cleaned up and the refugees returned the their country of origin.
One other point. The countries that are causing humanitarian crises should be cleaned up and the refugees returned the their country of origin.
Identity Attack0.19890837
Insult0.05027775
Profanity0.015044857
Threat0.02855184
Severe Toxicity0.0077056885
Low Tox 0.20572066 Moderate Con 0.452 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
For nearly 20 years, Conservatives have been warning Canadians about the challenges we are now facing but every time, they were dismissed and branded as “racist” for simply pointing out the obvious. Meanwhile, grassroots Canadians …
For nearly 20 years, Conservatives have been warning Canadians about the challenges we are now facing but every time, they were dismissed and branded as “racist” for simply pointing out the obvious. Meanwhile, grassroots Canadians along with immigrants who came here in the ’70s, ’80s, and ’90s had one goal in mind to work hard, build a better life, and help "make Canada a stronger and more prosperous country". Their efforts over the last 60 years are clear in the Canada we inherited. In contrast, the Liberal and NDP approach has been to ignore these warnings and push policies that are eroding the very foundations of what made this country thrive. Instead of focusing on integration, responsibility, and opportunity, they are enabling divisions and importing problems rather than solutions. So, to the commenters who keep voting Liberal and NDP: thank you because you are ensuring this decline will continue.
Identity Attack0.10221587
Insult0.076502606
Profanity0.015864678
Threat0.0074824756
Severe Toxicity0.0034713745
Low Tox 0.15822013 Constructive 0.721
Sep 19, 2025 14 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 …
As you can tell from my name I am an immigrant from India. Been in this part of the world for almost 40 years. Educated from kindergarten with English as medium of instruction, a post …
As you can tell from my name I am an immigrant from India. Been in this part of the world for almost 40 years. Educated from kindergarten with English as medium of instruction, a post graduate degree, in IT - one of the first things I did was watch, listen and learn how things are done here. Quickly acquired accent neutrality. Please and thank you . Not litter every where. I came here on my own. Nobody requested me to come here. I considered it a privilege and I took it as my obligation to integrate, not import my values or culture here. I worked, paid my taxes and never expected a handout from anybody or from the government. I loved to be the brown dot in a sea of white. I loved my new country. After the pandemic years, things have changed. There has been a sudden browning of Canada. I didn't leave India 40 odd years ago for India to come to me. NO, I am not being racist and it is not just the visual browning either. The loud, non English speaking, profusely littering, rude, entitlement-minded, anti-social, riffraff that seem to have found their way here displacing the native, white Canadians. I so miss the "eh". I miss the polite society. Wherever I go, I see a sea of immigrants speaking their own tongue. Rude, misbehaved. Cutting you off in line. Discarding the shopping cart any where they please. I am getting older every year and I do not want to die in a country that is suddenly so foreign to me. I would love my old Canada back, please. I want my "eh"s back please. I did my part in the last elections, but lost out to "them". Are we at a point, where we can never get the old Canada back??????
Identity Attack0.062039822
Insult0.034341812
Profanity0.052934792
Threat0.009877442
Severe Toxicity0.0045776367
Low Tox 0.11202335 Constructive 0.754
Aug 25, 2025 8 likes Why Canadians Are Turning Against …
I think it is important to realize that immigration comes in waves. right now we are seeing a huge wave of indian immigrants but eventually it will slow down and many will return home and …
I think it is important to realize that immigration comes in waves. right now we are seeing a huge wave of indian immigrants but eventually it will slow down and many will return home and a new wave will come. I think we often forget we are a country of immigrants. All of us have origins elsewhere, at one point the wave of immigration we came from caused "disruptions". Irish, Italian, Ukrainian ect. endlessly we were have waves of immigration. the best thing to do is learn about each others culture and realize we are all born under the same sun.
Identity Attack0.08004672
Insult0.025026767
Profanity0.024609445
Threat0.008414571
Severe Toxicity0.0031471252
Low Tox 0.09872158 Constructive 0.791
Dec 28, 2025 Inside Canada's Indian Metropolis (Brampton)
This all makes me very sad within the last 10 years because it's not what I grew up with and loved 😢 I grew up with multiculturalism enriching my childhood. Learning from different cultures at …
This all makes me very sad within the last 10 years because it's not what I grew up with and loved 😢 I grew up with multiculturalism enriching my childhood. Learning from different cultures at friends dinners and other different friends houses and attending eastern-themed event from all different parts of the East. There was so much to learn just in my own country from other people from other countries it was fascinating !!! I got to take part in different ceremonies and watch different people celebrate the same sort idea about something in much different ways, I loved it. I learned at least half of my best exterior Plastering tricks from people that had thick accents from all over the East and I'm better plasterer because of it. I learned cooking recipes in the kitchen that I probably never would have stumbled across randomly. I was shown in person all the nuances to certain ways different cultures cooked - like how amazing is that!! There are maybe only a few tricks that I was able to show in return but I always tried to do my best ! The amount of community an alternate types of activities or interesting festivals that without multiculturalism would not even exist . When I was young everybody new integrated into the neighborhood unit first got to know the neighbourhood we're introduced the community center and then obviously people have their own separate areas that they prefer. We first became one, one by one, and meet each other and try to have some fun together that's the whole point! Community or block parties when I was a kid had all of our parents looks like representatives from different countries, that's the way it used to be anyway.... where did it all go? I stopped seeing this type of beautiful multi-ethnic Harmony roughly 10 years ago. Not only that when I try to be a part of new things I am literally turned away or shunned in some weird way I don't know why... I can't even believe how I'm treated.
Identity Attack0.037394293
Insult0.024640027
Profanity0.023106437
Threat0.0071588317
Severe Toxicity0.0028419495
Low Tox 0.083999306 Constructive 0.852
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
what one of the first indian old men you interviewed i think had an amazing point. There is no reason you should choose to immigrate to another country and continue to push your culture on …
what one of the first indian old men you interviewed i think had an amazing point. There is no reason you should choose to immigrate to another country and continue to push your culture on everyone in said country.
Identity Attack0.05976611
Insult0.020579277
Profanity0.015659723
Threat0.0069646453
Severe Toxicity0.001821518
Low Tox 0.081625134 Constructive 0.602 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Before Trudeau's liberal government, Canada's permanent resident program was based on factors such as being fluent in English or French (in Quebec), passing standard exams in one's own country, being educated (Bachelor's or higher), work …
Before Trudeau's liberal government, Canada's permanent resident program was based on factors such as being fluent in English or French (in Quebec), passing standard exams in one's own country, being educated (Bachelor's or higher), work experience, family, age, and knowledge of Canada's general culture. If you had all the points, you would be selected. It took about three years, and while waiting, you could not apply for any visa to enter Canada. The security check was part of the process, and the Canadian government asked applicants to enter the country by bringing money (Like one year's salary). This system was a perfect plan, and many Western countries wanted to copy that (As I heard on many French and American radios before), but the liberals broke the system! And I still don't know why!
Identity Attack0.008250522
Insult0.024897853
Profanity0.012243799
Threat0.0061878995
Severe Toxicity0.0013065338
Low Tox 0.04216247 Constructive 0.576
Nov 23, 2025 49 likes Quebec Ends Economic Immigration Program …
Heightened scrutiny undermines Canada's reputation as a welcoming destination? Isn't this the point? Meanwhile, lax policies allow too much abuse of our "wecoming" system. Finally, with the US tightening their borders, Canada will be the …
Heightened scrutiny undermines Canada's reputation as a welcoming destination? Isn't this the point? Meanwhile, lax policies allow too much abuse of our "wecoming" system. Finally, with the US tightening their borders, Canada will be the desired destination for North America, and our policies must prepare for this likely outcome. One last point is this: i would rather this country take care of the first nations peoples, the dispossessed, those marginalized within our society and our elderly who've contributed to this country's growth and prosperity but, due to one or another reason, dont have workplace pensions for retirement. Once we've sorted out our own peoples, seen properly to the needs of those who were actually born here, ensured our hospitals and schools are well funded, then we can look to service the needs of a migrant population.
Identity Attack0.000051619318
Insult0.000120263016
Profanity0.000018316585
Threat0.000020267227
Severe Toxicity0.000003076367
Low Tox 0.00027410034
Apr 23, 2025

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.