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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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "Indians were native Americans, now …" 30 comments · Page 2 of 2
Indeed, we immigrants must integrate not change the hosting country ! And Canada belonged to Native American Indians !
Indeed, we immigrants must integrate not change the hosting country ! And Canada belonged to Native American Indians !
Identity Attack0.2028587
Insult0.046764325
Profanity0.013405213
Threat0.006259101
Severe Toxicity0.0040626526
Low Tox 0.18649188 Constructive 0.589
Aug 26, 2025 Why Canadians Are Turning Against …
I lived in Montreal for 25 years; people BEEN crossing the border on foot but they can’t do it without the help of the Natives (American Indians).
I lived in Montreal for 25 years; people BEEN crossing the border on foot but they can’t do it without the help of the Natives (American Indians).
Identity Attack0.10221587
Insult0.026831545
Profanity0.014293353
Threat0.006641001
Severe Toxicity0.0028800964
Low Tox 0.11161 Constructive 0.54 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this time it is happening through modern immigration and citizenship policies rather than conquest. Brampton is increasingly becoming Indian-dominant, not because of organic assimilation, but because Canadian government policies have allowed unchecked immigration, easy pathways to citizenship, and weak enforcement against illegal overstays. This demographic shift is a direct consequence of Canadian governance decisions, not the actions of immigrants alone. It is also important to acknowledge an uncomfortable reality: while many Indians in Brampton are hardworking, skilled, and law-abiding, there are individuals living there who are reportedly facing criminal charges or are wanted in India, yet continue to remain abroad due to legal loopholes, slow extradition processes, or a lack of coordination between governments. Ignoring this issue only undermines trust and accountability. Ultimately, the responsibility lies with the Canadian government. Citizenship is granted by Canada, not India. If Brampton is changing rapidly in its cultural and demographic makeup, it is because policymakers chose growth without proper planning, enforcement, or integration. History shows that when governments ignore demographic balance and social cohesion, long-term consequences follow—regardless of which group is involved.
Identity Attack0.04538634
Insult0.0279513
Profanity0.013985921
Threat0.0074436385
Severe Toxicity0.0020599365
Low Tox 0.079250954 Constructive 0.67
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
Canada went from being native American to Anglo to Indian.
Canada went from being native American to Anglo to Indian.
Identity Attack0.056582913
Insult0.019096779
Profanity0.015693882
Threat0.007029374
Severe Toxicity0.0023078918
Low Tox 0.063423134 Low Con 0.216 Identity_Assertion
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
As a real Canadian Native American I welcome Indian people
As a real Canadian Native American I welcome Indian people
Identity Attack0.029660052
Insult0.0129089095
Profanity0.019143965
Threat0.0073918556
Severe Toxicity0.0023555756
Low Tox 0.041172907 Constructive 0.513 Solidarity
Jan 27, 2026 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.