Skip to content
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

click to expand

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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "As a non Indian Canadian …" 31 comments · Page 2 of 2
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent …
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent homelessness! When we first came here (20+ years ago from Ethiopia), we couldn’t find work and faced homelessness. Our extended family came thru and let the 4 of us stay in a small 1 bedroom in the basement until we could get on our feet. By having a room to be safe in, we avoided a lot of the consequences of homelessness that would have made getting back on our feet exponentially difficult. What I have found shocking now to see as a Canadian of 20+ years is my non-immigrant Canadian friends who will watch quietly as their family members fall under the poverty line and towards homelessness, avoiding inviting them in to not “disrupt their peace” at home. I’ve had random family of friends stay with me in hard times to avoid them being on the street while my generally kind friends (at least to others!) did not take them in. This individualistic mindset of the West really means if you have a low point in life, you will plummet to rock bottom…. Ofc homelessness and poverty is multifaceted but a more collective approach to community would also reduce the burden!
Identity Attack0.17614605
Insult0.060927123
Profanity0.021466793
Threat0.008414571
Severe Toxicity0.004787445
Low Tox 0.1587729 Constructive 0.879
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
As an Indian American, I believe that living amongst themselves is wrong. They should integrate to Canadian society and converse with all others. Keep your culture, but do not be closed to Canadian culture. Take …
As an Indian American, I believe that living amongst themselves is wrong. They should integrate to Canadian society and converse with all others. Keep your culture, but do not be closed to Canadian culture. Take on the best of both, and invite non-Indian friends to celebrate functions.
Identity Attack0.1808059
Insult0.03235855
Profanity0.017845914
Threat0.006874025
Severe Toxicity0.0028419495
Low Tox 0.15545623 Constructive 0.735 Moral_Argument
Nov 3, 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 …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section. Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
Identity Attack0.0052166977
Insult0.0573046
Profanity0.016035475
Threat0.0066798385
Severe Toxicity0.0014972687
Low Tox 0.104361884 Constructive 0.804 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later …
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later demographic shift could later be seen during 16th century from European colonization where majority of french and british invaded with consistent colonization & took control of the land, these settlers, along with later European immigrants, seized indigenous land, displaced indigenous communities, and brought diseases that decimated native populations. Long story short now, based on 2021 census data shows native canadian population make up to only 5% of total Canadian population whereas the rest remaining are non-indigenous people of Canada at above 90% are foreign invaders from 16th century who came as an opportunist and occupied everything; same as Indian they came took the opportunity by working hard, contributing to the nation yet, you people here crying, complaining & bragging abt these & that abt Indian's bt let's not forget "Europeans" are the ones who did the dirtiest things characterized by forced assimilation, abusive residential school system, and loss of land. Please explain this from a liberal perspective, how was it fair for Indigenous people of Canada?? compared to Indian Standards.
Identity Attack0.0543092
Insult0.03522326
Profanity0.016069634
Threat0.007417747
Severe Toxicity0.0031089783
Low Tox 0.103494145 Constructive 0.683 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
For over a century, hardworking Sikh Punjabi community has been an integral part of Canada’s growth and prosperity. Their contributions span agriculture, industry, public service, and cultural life—strengthening the fabric of Canadian society. In recent …
For over a century, hardworking Sikh Punjabi community has been an integral part of Canada’s growth and prosperity. Their contributions span agriculture, industry, public service, and cultural life—strengthening the fabric of Canadian society. In recent time, concerns have emerged about indian government covert operations linked to foreign non sikh actors. It is important that Canada remains vigilant against any external threats to its sovereignty, especially when such actions undermine public safety or democratic values.
Identity Attack0.038425524
Insult0.020643732
Profanity0.012346277
Threat0.008582866
Severe Toxicity0.0017642975
Low Tox 0.050326355 Constructive 0.606 Solidarity
Sep 30, 2025 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.