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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

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.

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Active: "This is natural..Canada was created …" 4 comments
This is natural..Canada was created by subjugating and killing the indigenous peoples...so this is totally fine and im happy about this. I hope it becomes India 2.0 and im not even a fan of Indians …
This is natural..Canada was created by subjugating and killing the indigenous peoples...so this is totally fine and im happy about this. I hope it becomes India 2.0 and im not even a fan of Indians but they never colonised anyone so in this situation i support them over european heritage folks who dont believe in god.
Identity Attack0.39677486
Insult0.16124763
Profanity0.059948977
Threat0.34804323
Severe Toxicity0.023076924
Moderate 0.3666224 Constructive 0.607 Moral_Argument
Oct 23, 2025 Inside Canada's Indian Metropolis (Brampton)
The problem is the inclusive nature of western countries, you go to Muslim countries like Saudi or UAE they is no exception for Hindus or Christian’s all have to abide by the Muslims ways you …
The problem is the inclusive nature of western countries, you go to Muslim countries like Saudi or UAE they is no exception for Hindus or Christian’s all have to abide by the Muslims ways you can’t walk around Riyadh in a mini skirt , you go to India in the majority Hindu states like Haryana no beef is eaten they is no exceptions yet in Canada , Uk and Us they include these religions they allow them to implement thier religious laws in thier communities which good for them but not for the people the found there , which creates tension as laws and beliefs clash Canada, uk , us need to establish that they Christian nations and not be so inclusive only give them thier spaces to worship thier god or gods but they should never impose thier laws on the general public, and they need to make it a necessity for all immigrants to learn about the countries culture, language and laws and make it clear they have to abide by these laws
Identity Attack0.33675182
Insult0.1087965
Profanity0.03715288
Threat0.008893564
Severe Toxicity0.009841919
Low Tox 0.26104406 Constructive 0.589
Sep 16, 2025 1 likes Why Canadians Are Turning Against …
Totally agreed. If you want to maintain your culture then do not migrate. But whose fault is this? Canada and some other western countries give too much freedom to immigrants to do whatever they want. …
Totally agreed. If you want to maintain your culture then do not migrate. But whose fault is this? Canada and some other western countries give too much freedom to immigrants to do whatever they want. So people started keep practicing their own culture instead of adopting the Canadian culture. It's not their fault. That's human nature. Government should have controlled the immigration not letting large ethnic groups created within Canada.
Identity Attack0.0376521
Insult0.01625293
Profanity0.009801413
Threat0.006479179
Severe Toxicity0.0013923645
Low Tox 0.050078966 Constructive 0.677 Policy_Critique
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial policies aimed at cultural assimilation and the suppression of Indigenous identities.  Key Impacts of Colonization Forced Assimilation via Residential Schools: The most significant factor in language loss was the government-funded, church-run residential school system, which operated from the 19th century to the late 20th century. Indigenous children were forcibly removed from their families and communities and sent to these schools. Punishment for Speaking Native Tongues: In the schools, children were forbidden to speak their Indigenous languages and were often subjected to severe physical, emotional, and sexual abuse if they did. Intergenerational Trauma and Knowledge Loss: The experience in residential schools caused profound trauma. Survivors often did not teach their children their traditional languages, partly out of fear of punishment and partly because their own fluency had been impacted, which inhibited the languages from being passed to the next generation. Discriminatory Legislation: The Indian Act: This legislation, along with other colonial policies, was used to suppress Indigenous cultural expression, including language. Official Languages Act: Canada's official language policies recognize only English and French as dominant languages, effectively marginalizing the over 60 distinct Indigenous languages that existed on the land long before European settlement. Dispossession of Land: Forcible removal of Indigenous communities from their traditional lands and onto reserves disrupted the deep connection between language, culture, and the natural environment. Indigenous languages often encode unique knowledge about local ecosystems, which was lost when communities were displaced. Social Stigmatization: Colonial ideologies viewed Indigenous cultures and languages as "inferior" or "savage," promoting English and French as the languages of "modernity" and "progress". This created a social hierarchy where speaking an Indigenous language could be a barrier to education and employment opportunities in the dominant society.  Current Situation and Revitalization Efforts The legacy of these policies has resulted in low numbers of fluent Indigenous language speakers today, with many languages considered endangered or critically endangered. However, there are significant ongoing efforts toward language revitalization.  The Canadian federal government passed the Indigenous Languages Act in 2019, which aims to support the efforts of Indigenous peoples to reclaim, revitalize, maintain, and strengthen their languages. Indigenous communities, educational institutions, and organizations are actively working to preserve languages through immersion programs, community initiatives, and documentation. UNESCO has declared 2022 to 2032 the International Decade of Indigenous Languages to draw global attention to the urgent need for preservation and promotion.
Identity Attack0.026408968
Insult0.019934712
Profanity0.014122557
Threat0.008738215
Severe Toxicity0.0016593933
Low Tox 0.04735767 Constructive 0.612 Moral_Argument
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …

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.