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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
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "i live in dubai, indians …" 4 comments
I am an Indian. I request the people in all the developed countries of the world to make extremely tough emigration laws, so that the people who are legally acquiring citizenship of your country are …
I am an Indian. I request the people in all the developed countries of the world to make extremely tough emigration laws, so that the people who are legally acquiring citizenship of your country are not dependent on the taxes paid by the original residents of those countries. Plain, simple and honest. Now, if you are allowing every tom, dick and harry from any country to live in your country, then the chances would be high that, unproductive/criminals of the other country to start to get citizenship. Please DO NOT blame entire India for changing the demographic landscape of Canada, or any other developed country. Please make extremely tough laws, like in USA, to sift out the unwanted people. India is dirty, everyone knows. Indians are corrupt, everyone knows. So, please allow ONLY young Indians who are smart/hardworking enough, who can win a Nobel prize/Olympic Medal/set up businesses, for Canada, to take the citizenship of Canada.Take example of Dubai. Lawmakers of Dubai are intelligent/honest. Please......
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.18313584
Insult0.1342682
Profanity0.1413768
Threat0.011974656
Severe Toxicity0.012207031
Low Tox 0.23667802 Constructive 0.692 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
i live in dubai, indians are smart, hardworking, reliable we love them. but its true the driving is horrible.
i live in dubai, indians are smart, hardworking, reliable we love them. but its true the driving is horrible.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.16587129
Insult0.08484049
Profanity0.09868695
Threat0.00780612
Severe Toxicity0.005722046
Low Tox 0.23415339 Constructive 0.54 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's because Indian culture is pretty distant from the Western culture, even Asians, Africans, Arabs, Latinos could assimilate if they're educated and progressive enough but for Us it's pretty hard as we don't really have …
It's because Indian culture is pretty distant from the Western culture, even Asians, Africans, Arabs, Latinos could assimilate if they're educated and progressive enough but for Us it's pretty hard as we don't really have a common ground. Despite preaching 'World is one family' we aren't really inclusive.We like to be the frog of the well & those who does they usually act entitled or annoying. As a Bengali Indian that's what I observe after past 3 years of living in Dubai where Indian immigrants make 40% of it's population.
Inside Canada's Indian Metropolis (Brampton) · 58: Cluster #57
Close reading → Discourse → Video sentiment →
Identity Attack0.2783691
Insult0.082866095
Profanity0.07320584
Threat0.009566744
Severe Toxicity0.00831604
Low Tox 0.21642438 Constructive 0.706 Personal_Narrative
Nov 3, 2025 Inside Canada's Indian Metropolis (Brampton)
As an Indian myself who has lived for a total of 12 years in the United Arab Emirates (Dubai) and given that almost 80% of the population is made up of expatriates, I have never …
As an Indian myself who has lived for a total of 12 years in the United Arab Emirates (Dubai) and given that almost 80% of the population is made up of expatriates, I have never truly faced such problems. I think the real reason why most are unhappy is because of a lack of discipline amongst the immigrants. Dubai may be more libertarian and tolerant toward other faiths than rest of the GCC nations but they don't tolerate any form of disrespect or indiscipline as they have very strict rules. I believe the locals and the immigrants can get along with each other if they respected each others' way of life.
Inside Canada's Indian Metropolis (Brampton) · 53: Cluster #52
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.04032305
Profanity0.027547138
Threat0.008414571
Severe Toxicity0.003566742
Low Tox 0.112333365 Constructive 0.842
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)

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.