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: "High Indian population leads to …" 4 comments
High Indian population leads to low quality of life - they want to feel like they're back home.
High Indian population leads to low quality of life - they want to feel like they're back home.
Identity Attack0.4830652
Insult0.28791866
Profanity0.09775851
Threat0.013010317
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.419 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage …
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage people. If this scenario is reversed Indians would be complaining like canadians do. So the problem is not one way, just becos reducing immigrants does not solve the issue. people have to see things past nationality or physical identity into the statistics. even though canada has professionals of their own there are people who work with dedication and who work without interest, or recent generation being attracted to digital life instead of understanding that college degrees in mainstream subjects are what earns them job and also they have to show dedication and hardwork along with smart work, comply by the work place rules and so on... this goes to all invariable of who they are. all these started changing and now people instead of trying to correct these small changes that lead to these large issues of cost of living and low wages, have now started to pit against live people and their race, nationality or culture. There are good and bad people eveyrwhere, people cant justify the actions of drug addicts roaming the streets and that has increased a lot now, people acting violently against others just becos they dont have what the other has, and so on. but instead of addressing the high amount of actions that are happening around our own country, it has become easy to put blame on each other. I am not justfying the actions of these bad indians who has done these stuff. but we have to see the other side of it before making this a International Issue. Yes, few Indians are bad but not the entire community. Canada has its own needs that needs a lot of hands and support. So, only if we change our perspective beyond the emotional BS we exhibit, we can address the real issue with real solutions. BTW becoz of these things private companies are the one profitting not the Govt.
Identity Attack0.2839175
Insult0.15982662
Profanity0.023584666
Threat0.0084793
Severe Toxicity0.0075531006
Low Tox 0.26293078 Constructive 0.768
Aug 25, 2025 Why Canadians Are Turning Against …
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 …
Indian immigration significantly benefits Canada by filling critical labor shortages, boosting the economy, and contributing to demographic sustainability. As a leading source of skilled professionals, Indians represent over 30% of Canada's high-skill visas, notably in …
Indian immigration significantly benefits Canada by filling critical labor shortages, boosting the economy, and contributing to demographic sustainability. As a leading source of skilled professionals, Indians represent over 30% of Canada's high-skill visas, notably in IT, healthcare, and engineering, which supports technological growth and public services. They help counter an aging population, bolster the workforce, and increase tax revenue, with over 120,000 Indians becoming permanent residents annually.
Identity Attack0.051126
Insult0.01838776
Profanity0.013985921
Threat0.0071588317
Severe Toxicity0.0020980835
Low Tox 0.05131592 Constructive 0.58 Economic_Argument
Jan 27, 2026 2 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.