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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: "We (Americans) don’t want this …" 57 comments · Page 3 of 3
Haven't been there in more than 30 years. Why would l want to go to,an American city like Seattle or Portland or L.A. ,I can get killed easily enough in a Canadian city like Vancouver …
Haven't been there in more than 30 years. Why would l want to go to,an American city like Seattle or Portland or L.A. ,I can get killed easily enough in a Canadian city like Vancouver or Toronto? 🤢🤢🤢☣.Nothing to do with the present administration.
Identity Attack0.0012434248
Insult0.0013390502
Profanity0.00020500357
Threat0.084166765
Severe Toxicity0.00002814877
Low Tox 0.08084941 Fear_Threat
Dec 23, 2025
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)
i just want respect of our "Canadian culture " and history. i tell many im Native American and they look us, completely clueless about it
i just want respect of our "Canadian culture " and history. i tell many im Native American and they look us, completely clueless about it
Identity Attack0.022188433
Insult0.018323302
Profanity0.013302735
Threat0.006220264
Severe Toxicity0.0010871887
Low Tox 0.045625936 Constructive 0.547
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Before Trudeau's liberal government, Canada's permanent resident program was based on factors such as being fluent in English or French (in Quebec), passing standard exams in one's own country, being educated (Bachelor's or higher), work …
Before Trudeau's liberal government, Canada's permanent resident program was based on factors such as being fluent in English or French (in Quebec), passing standard exams in one's own country, being educated (Bachelor's or higher), work experience, family, age, and knowledge of Canada's general culture. If you had all the points, you would be selected. It took about three years, and while waiting, you could not apply for any visa to enter Canada. The security check was part of the process, and the Canadian government asked applicants to enter the country by bringing money (Like one year's salary). This system was a perfect plan, and many Western countries wanted to copy that (As I heard on many French and American radios before), but the liberals broke the system! And I still don't know why!
Identity Attack0.008250522
Insult0.024897853
Profanity0.012243799
Threat0.0061878995
Severe Toxicity0.0013065338
Low Tox 0.04216247 Constructive 0.576
Nov 23, 2025 49 likes Quebec Ends Economic Immigration Program …
Im also an immigrant but I came here because I liked Canadian culture, I didn't want to bring my Country's culture here. I simply wanted to live a North American lifestyle. This is entirely different. …
Im also an immigrant but I came here because I liked Canadian culture, I didn't want to bring my Country's culture here. I simply wanted to live a North American lifestyle. This is entirely different. Its just changing your location, and continuing to live in a mini India inside a different geography. If I want to experience my country's culture again and if I miss it I simply do a visit to my family back home.
Identity Attack0.025002124
Insult0.012414906
Profanity0.011816809
Threat0.0062008454
Severe Toxicity0.0011301041
Low Tox 0.034513097 Constructive 0.717
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Why bother to visit the States? These Americans, especially Trump, does not want tourists anymore.
Why bother to visit the States? These Americans, especially Trump, does not want tourists anymore.
Identity Attack0.003695145
Insult0.0033233562
Profanity0.000036942783
Threat0.00007757982
Severe Toxicity0.0000020937607
Low Tox 0.011851937
Dec 8, 2025
I don't know one American that wants any Canadian visitors.
I don't know one American that wants any Canadian visitors.
Identity Attack0.005886563
Insult0.0007848293
Profanity0.000035329995
Threat0.00010748487
Severe Toxicity0.0000031174725
Low Tox 0.005527513
Dec 10, 2025

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.