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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 #}

Comment Explorer

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Active: "Draining our system all over …" 7 comments
HA!!! I STARTED A JOB IN WHITE ROCK BC. DOING GROCERY DELIVERY FOR THRIFTY FOODS, THE FIRST DAY ON THE JOB I HURT MY BACK ON THE L4-L5 VERTEBRAE, THE PAIN WAS SO HORRIBLE THAT …
HA!!! I STARTED A JOB IN WHITE ROCK BC. DOING GROCERY DELIVERY FOR THRIFTY FOODS, THE FIRST DAY ON THE JOB I HURT MY BACK ON THE L4-L5 VERTEBRAE, THE PAIN WAS SO HORRIBLE THAT IT RENDERED ME UNABLE TO WALK, I TRIED TO GET AN APPOINTMENT AT THE JIMMY PATTISON PAIN CLINIC AND THEY TOLD ME I HAD TO WAIT 8 MONTHS, MY PAIN WAS SO HORRIBLE, I COULDN'T EVEN WALK TO THE BATHROOM WITHOUT SCREAMING FROM THE PAIN... THE MEDICAL SYSTEM IN BC IS SO F'N BROKEN ITS NOT EVEN FUNNY!!! SO MANY OF OUR DOCTORS AND NURSES HAVE MOVED TO THE STATES BECAUSE OUR GOVERNMENT IS TOO F'N CHEAP TO PAY FOR GOOD QUALITY CANADIAN CARE WHAT THE HELL IS THIS COUNTRY COMING TO???? WE NEED TO GET RID OF THIS MONEY DRAINING WOKE LIBERAL GOVERNMENT!!! THEY'VE RUINED CANADA SO MUCH WITH HOW THEY OVER POPULATED OUR GREAT COUNTRY WITH IMMIGRANTS WHO DO NOT WANT TO ADAPT TO OUR CANADIAN CULTURE, INSTEAD THEY COME HERE AND EXPECT US CANADIANS TO ADAPT TO THEIR WAY OF LIFE!!! THATS NOT HOW IT WORKS!!! THOSE IMMIGRANTS WHO DO NOT WANT TO ADAPT TO THE CANADIAN WAY OF LIFE ALL NEED TO EITHER PRACTICE YOUR WAY OF LIFE IN YOUR OWN HOME OR GO BACK TO YOUR OWN COUNTRY WHERE YOU CAME FROM... IF I WERE TO VISIT YOUR COUNTRY, I'D HAVE NOTHING BUT MY UTMOST RESPECT FOR YOUR WAYS AND YOUR CULTURE... DON'T COME TO MY COUNTRY AND TRY TO CONVERT ME TO YOUR MUSLIM WAY OF LIFE... I AM A CANADIAN AND I AM A FIRST NATIONS NATIVE AMERICAN... I SAY AMERICAN BECAUSE WHEN YOU LOOK AT A MAP, CANADA IS A PART OF THE NORTH AMERICAN CONTINENT AND MY DESCENDANTS WERE HERE FIRST... BE RESPECTFUL WHEREVER YOU ARE. ❤
Identity Attack0.04280826
Insult0.26957804
Profanity0.29053202
Threat0.012854968
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.533 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are being overrun with them. Look at the Canadian government, that's how bad it has become. The Canadian government has become so corrupt because of this! Once they infiltrated the government, all kinds of corruption occured, their extended families were getting automatic citizenship, free healthcare, and draining the Canadian job market and healthcare benefits. One common scam they pull is that they will find a job, immediately apply for social welfare, and take time off and still get paid for months without even working. They completely abuse the system which results in actual Canadians who need social welfare benefits to not be able to gain any benefits, because of the amount of scammers that have infiltrated and colonized the country. Canada is screwed completely unless we speak up about this! There are many of us who don't like this and don't want it, but there are many Canadians who are bleeding hearts and weak who just accept it. They're going to outbreed us and eventually completely takeover and completely ruin the country. Canada is not the same place that I remember from my childhood. It has become the capitol of woke ideology, weakness, and completely overrun by Indians. Not to mention that we used to be a Christian country. We used to say Merry Christmas every year, Christian values were upheld and encouraged, now there are Mosques everywhere! There are more Mosques in Canada than Churches these days. Canada has become ruined. The worst part is, that those who come to our country don't even respect our values, traditions, or even attempt to assimilate. They expect us to conform to their ways. We can no longer be Christians because they are Anti-Christian, we can no longer speak English or French, because they hate our language. I have literally been to Toronto and Vancouver and seen the madness unfold, not an ounce of English is spoken or understood in those areas. It's either Chinese or Indian that is spoken. Usually, when you come to another country, you are supposed to conform to that country's values and traditions, not the other way around. Canada has done the complete opposite because of the bleeding hearts in charge of the country. I say screw that and no more! Make Canada Canadian Again! Keep Canada Christian!
Identity Attack0.10221587
Insult0.26957804
Profanity0.029888187
Threat0.00948907
Severe Toxicity0.006866455
Low Tox 0.295883 Constructive 0.677 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
That’s not near enough.. we need 500k for a couple years and maybe we won’t be considered Canindia, why is everyone worried about these people that should not be here, you see companies that hire …
That’s not near enough.. we need 500k for a couple years and maybe we won’t be considered Canindia, why is everyone worried about these people that should not be here, you see companies that hire only Indians from India, why is this you ask? subsidize workers? Tim Hortons, Knows. Brampton is now India. I am myself and my tradesmen and I’m disgusted with the amount of taxes that we all pay to subsidize the open border we have in this country. Why? Are we shipping in people that are just gonna get on welfare and provide nothing to this country why is our government still promoting our healthcare system and other countries in order to get people here for some reason our government is selling this country down the drain for some kind of political gain. Well, it’s all financial game but at some point it has to stop. We are the next UK.
Identity Attack0.20483385
Insult0.089778624
Profanity0.06345607
Threat0.010731863
Severe Toxicity0.008010864
Low Tox 0.23523538 Constructive 0.651 Economic_Argument
Jan 1, 2026 Deportations From Canada at Their …
Such a threat to our humanity. Seems coordinated and international. Seems systemic and well organized and well funded! Its time to DRAIN THE SWAMP !!!! God protect our children, elderly! Protect our moral leaders and …
Such a threat to our humanity. Seems coordinated and international. Seems systemic and well organized and well funded! Its time to DRAIN THE SWAMP !!!! God protect our children, elderly! Protect our moral leaders and help our Military!!!!
Identity Attack0.011025362
Insult0.061626412
Profanity0.021740068
Threat0.061089642
Severe Toxicity0.007171631
Low Tox 0.19314334 Moderate Con 0.339 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, and identity from a pattern of exploitation that is eroding our nation. 1. Failure to Assimilate and Community Insularity Indian immigrants are not integrating into Canadian culture. Instead, they form parallel societies: Sending children to private ethnic schools that prioritize Indian languages and customs over Canadian values. Erecting statues and cultural symbols that celebrate India, not Canada—this is Canada, not a satellite of New Delhi. Prioritizing their own communities in hiring and services, creating ethnic enclaves that exclude others. This insularity prevents true assimilation and fosters division. 2. Exploitation of Systems and Loopholes Many arrive through fraudulent means and demand instant benefits: Establishing "diploma mill" colleges solely to gain entry, then claiming permanent residency or citizenship after minimal study. Only Indians teachers are hired through this made up "Colleges". Sponsoring extended family chains (parents, siblings, cousins) who contribute nothing but drain resources. Elderly parents, who have never paid Canadian taxes, access healthcare and social services immediately, overburdening hospitals while their families use nursing homes as a last resort. Bribing for driver's licenses abroad, leading to reckless, entitled driving on Canadian roads. These tactics exploit loopholes, bypassing fair processes meant for genuine contributors. 3. Strain on Resources and Job Market The rapid population growth is unsustainable: High birth rates (far above Canada's replacement level) are used strategically to "populate" the country and secure more benefits. Taking jobs from Canadians in government, police, education, healthcare, and beyond—often through nepotism and "cutting in line" for their networks. For example IRCC Director - Harpreet Kochhar Deputy Minister - Pemi Gill and Aiesha Zafar who have no idea where the 79,000 illegal Indians are in Canada. Remove these Minister from their position. They are incompetent in the jobs. Fraud = Predominant country = India. Nepotism is rampant in their community and their class system mentality. Overwhelming housing, food banks, parks (littered with garbage), and public spaces (including reports of improper behavior on beaches). Many work in low-productivity roles, undercutting wages and relying on welfare despite employment. Canadians are being displaced in their own country. 4. Criminal and Cultural Importation A subset brings a "gangster mentality" from India: Rising involvement in organized crime, fraud, and violence in cities like Brampton and Surrey. Lazy or substandard work ethic in some cases, prioritizing quick gains over quality. Just look at Tim Horton! This is not the skilled, law-abiding immigration Canada needs. Call to Action: Policy Reforms Now Cap and pause Indian immigration until assimilation metrics improve. End chain migration and fake college scams—require proven contributions before PR/citizenship. Enforce assimilation: Mandate public schools, cultural integration tests, and community service. Protect Canadians first: Prioritize housing, jobs, and services for citizens. I don't care if this is labeled "racist"—the evidence is clear. Indians are not here to build Canada; many are here to overtake it. Canadians have to act before it's too late.
Identity Attack0.14661247
Insult0.047935467
Profanity0.014566627
Threat0.008634649
Severe Toxicity0.004196167
Low Tox 0.15324512 Constructive 0.674
Oct 29, 2025 IRCC Names India in Study …
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 …
Draining our system all over Canada
Draining our system all over Canada
Identity Attack0.0233943
Insult0.022512967
Profanity0.016479544
Threat0.032695748
Severe Toxicity0.0037193298
Low Tox 0.10089093 Low Con 0.257 Unverified_Claim
Jul 5, 2025 2 likes How Canada broke its immigration …

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.